From e160884c5a56487e8ce8511f33fa484bf1e040be Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Mon, 18 Aug 2025 10:59:38 -0600 Subject: [PATCH 01/79] Example set up to use doc co2, need to updated mcm locally --- .../co2_hydrogenation/plant_config_co2h.yaml | 1 + .../co2_hydrogenation/tech_config_co2h.yaml | 24 +++++++++++++++++++ 2 files changed, 25 insertions(+) diff --git a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml index c64b66d26..bdcda460a 100644 --- a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml @@ -28,6 +28,7 @@ technology_interconnections: [ ["electrolyzer", "methanol", "hydrogen", "pipe"], ["financials_group_1", "methanol", "LCOE"], ["financials_group_1", "methanol", "LCOH"], + ["doc","methanol","co2","pipe"], ] plant: diff --git a/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml index 84469418d..46a592bde 100644 --- a/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml @@ -36,6 +36,30 @@ technologies: turndown_ratio: 0.1 #turndown_ratio = minimum_cluster_power/cluster_rating_MW financial_parameters: replacement_cost_percent: 0.15 # percent of capex - H2A default case + doc: + performance_model: + model: "direct_ocean_capture_performance" + cost_model: + model: "direct_ocean_capture_cost" + model_inputs: + performance_parameters: + power_single_ed_w: 24000000.0 # W + flow_rate_single_ed_m3s: 0.6 # m^3/s + number_ed_min: 1 + number_ed_max: 10 + E_HCl: 0.05 # kWh/mol + E_NaOH: 0.05 # kWh/mol + y_ext: 0.9 + y_pur: 0.2 + y_vac: 0.6 + frac_ed_flow: 0.01 + use_storage_tanks: True + initial_tank_volume_m3: 0.0 # m^3 + store_hours: 12.0 # hours + sal: 33.0 # ppt + temp_C: 12.0 # degrees Celsius + dic_i: 0.0022 # mol/L + pH_i: 8.1 # initial pH methanol: performance_model: model: "co2h_methanol_plant_performance" From b5641882381d04e1216ef91e1e8b0c6c8958c9b5 Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Tue, 19 Aug 2025 09:31:14 -0600 Subject: [PATCH 02/79] Running with co2 connection (not correctly) --- .../co2_hydrogenation/plant_config_co2h.yaml | 1 + .../co2_hydrogenation/tech_config_co2h.yaml | 4 +++- .../co2/marine/direct_ocean_capture.py | 11 ++++++++--- .../marine/marine_carbon_capture_baseclass.py | 7 +++++++ h2integrate/core/h2integrate_model.py | 1 + h2integrate/transporters/cable.py | 18 +++++++++++++----- h2integrate/transporters/pipe.py | 19 ++++++++++++++----- 7 files changed, 47 insertions(+), 14 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml index bdcda460a..b29b2fd7d 100644 --- a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml @@ -61,6 +61,7 @@ finance_parameters: hopp: 2019 electrolyzer: 2021 methanol: 2020 + doc: 2020 options: commodity_type: "methanol" cost_adjustment_parameters: diff --git a/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml index 46a592bde..192a09777 100644 --- a/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml @@ -42,7 +42,7 @@ technologies: cost_model: model: "direct_ocean_capture_cost" model_inputs: - performance_parameters: + shared_parameters: power_single_ed_w: 24000000.0 # W flow_rate_single_ed_m3s: 0.6 # m^3/s number_ed_min: 1 @@ -60,6 +60,8 @@ technologies: temp_C: 12.0 # degrees Celsius dic_i: 0.0022 # mol/L pH_i: 8.1 # initial pH + cost_parameters: + infrastructure_type: "desal" methanol: performance_model: model: "co2h_methanol_plant_performance" diff --git a/h2integrate/converters/co2/marine/direct_ocean_capture.py b/h2integrate/converters/co2/marine/direct_ocean_capture.py index 086549b9d..7a815a64d 100644 --- a/h2integrate/converters/co2/marine/direct_ocean_capture.py +++ b/h2integrate/converters/co2/marine/direct_ocean_capture.py @@ -71,8 +71,12 @@ class DOCPerformanceModel(MarineCarbonCapturePerformanceBaseClass): MarineCarbonCapturePerformanceBaseClass Computes: - - Hourly CO2 capture rate (t/h) - - Annual CO2 capture (t/year) + - co2_capture_rate_mt: Hourly CO2 capture rate (t/h) + - co2_out: Hourly CO2 capture rate (kg/h) + - co2_capture_mtpy: Annual CO2 capture (t/year) + - co2_capture_kgpy: Annual CO2 capture (kg/year) + - total_tank_volume_m3: Total tank volume (m^3) + - plant_mCC_capacity_mtph: Plant carbon capture capacity (t/h) """ def initialize(self): @@ -121,7 +125,8 @@ def compute(self, inputs, outputs): ) outputs["co2_capture_rate_mt"] = ed_outputs.ED_outputs["mCC"] - outputs["co2_capture_mtpy"] = ed_outputs.mCC_yr + outputs["co2_out"] = ed_outputs.ED_outputs["mCC"] * 1000 + outputs["co2_capture_mtpy"] = max(ed_outputs.mCC_yr, 1e-6) # Must be >0 outputs["total_tank_volume_m3"] = range_outputs.V_aT_max + range_outputs.V_bT_max outputs["plant_mCC_capacity_mtph"] = max(range_outputs.S1["mCC"]) diff --git a/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py b/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py index 3c07ee10f..d4d8f9238 100644 --- a/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py +++ b/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py @@ -52,6 +52,13 @@ def setup(self): units="t", desc="Hourly CO₂ capture rate (t)", ) + self.add_output( + "co2_out", + val=0.0, + shape=8760, + units="kg/h", + desc="Hourly CO₂ capture rate (kg)", + ) self.add_output("co2_capture_mtpy", units="t/year", desc="Annual CO₂ captured (t/year)") diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index 9c5dd9da2..48a591905 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -449,6 +449,7 @@ def connect_technologies(self): # Create the transport object connection_component = self.supported_models[transport_type]() + connection_component.transport_item = transport_item # Add the connection component to the model self.plant.add_subsystem(connection_name, connection_component) diff --git a/h2integrate/transporters/cable.py b/h2integrate/transporters/cable.py index 1261b70b4..b6398d0e3 100644 --- a/h2integrate/transporters/cable.py +++ b/h2integrate/transporters/cable.py @@ -1,4 +1,7 @@ import openmdao.api as om +from attrs import field + +from h2integrate.core.validators import contains class CablePerformanceModel(om.ExplicitComponent): @@ -6,21 +9,26 @@ class CablePerformanceModel(om.ExplicitComponent): Pass-through cable with no losses. """ + transport_item: str = field(validator=contains(["electricity"])) + # TODO: Deliniate AC & DC electricity, voltage levels? + def setup(self): + self.input_name = self.transport_item + "_in" + self.output_name = self.transport_item + "_out" self.add_input( - "electricity_in", + self.input_name, val=0.0, shape_by_conn=True, - copy_shape="electricity_out", + copy_shape=self.output_name, units="kW", ) self.add_output( - "electricity_out", + self.output_name, val=0.0, shape_by_conn=True, - copy_shape="electricity_in", + copy_shape=self.input_name, units="kW", ) def compute(self, inputs, outputs): - outputs["electricity_out"] = inputs["electricity_in"] + outputs[self.output_name] = inputs[self.input_name] diff --git a/h2integrate/transporters/pipe.py b/h2integrate/transporters/pipe.py index 077e080db..0734feb2a 100644 --- a/h2integrate/transporters/pipe.py +++ b/h2integrate/transporters/pipe.py @@ -1,4 +1,7 @@ import openmdao.api as om +from attrs import field + +from h2integrate.core.validators import contains class PipePerformanceModel(om.ExplicitComponent): @@ -6,21 +9,27 @@ class PipePerformanceModel(om.ExplicitComponent): Pass-through pipe with no losses. """ + transport_item: str = field( + validator=contains(["hydrogen", "co2", "methanol", "ammonia", "nitrogen"]) + ) + def setup(self): + self.input_name = self.transport_item + "_in" + self.output_name = self.transport_item + "_out" self.add_input( - "hydrogen_in", + self.input_name, val=0.0, shape_by_conn=True, - copy_shape="hydrogen_out", + copy_shape=self.output_name, units="kg/s", ) self.add_output( - "hydrogen_out", + self.output_name, val=0.0, shape_by_conn=True, - copy_shape="hydrogen_in", + copy_shape=self.input_name, units="kg/s", ) def compute(self, inputs, outputs): - outputs["hydrogen_out"] = inputs["hydrogen_in"] + outputs[self.output_name] = inputs[self.input_name] From 4ea37bf44720a035bb64fbf22660057daaa24f39 Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Mon, 25 Aug 2025 17:21:14 -0600 Subject: [PATCH 03/79] Running example with plots --- .../co2_hydrogenation/plant_config_co2h.yaml | 2 + .../co2_hydrogenation/plot_co2h_methanol.py | 62 +++++++++++++++++++ .../co2_hydrogenation/run_co2h_methanol.py | 4 ++ .../co2_hydrogenation/tech_config_co2h.yaml | 33 ++++++++++ 4 files changed, 101 insertions(+) create mode 100644 examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py diff --git a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml index b29b2fd7d..7afee8386 100644 --- a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml @@ -28,6 +28,7 @@ technology_interconnections: [ ["electrolyzer", "methanol", "hydrogen", "pipe"], ["financials_group_1", "methanol", "LCOE"], ["financials_group_1", "methanol", "LCOH"], + ["wind","doc","electricity","cable"], ["doc","methanol","co2","pipe"], ] @@ -61,6 +62,7 @@ finance_parameters: hopp: 2019 electrolyzer: 2021 methanol: 2020 + wind: 2020 doc: 2020 options: commodity_type: "methanol" diff --git a/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py new file mode 100644 index 000000000..a36999ad9 --- /dev/null +++ b/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py @@ -0,0 +1,62 @@ +import pandas as pd +import matplotlib.pyplot as plt + + +def plot_methanol(model): + plt.clf() + + times = pd.date_range("2013", periods=8760, freq="1h") + + # HOPP Electricity for Electrolyzer + plt.subplot(3, 2, 1) + plt.title("HOPP for Electrolyzer") + hopp_elec_out = model.plant.hopp.hopp.get_val("electricity_out") + plt.plot(times, hopp_elec_out, label="electricity_out [kW]") + plt.yscale("log") + plt.legend() + + # Electricity to H2 using Electrolyzer + plt.subplot(3, 2, 3) + plt.title("Electrolyzer") + elyzer_elec_in = model.plant.electrolyzer.eco_pem_electrolyzer_performance.get_val( + "electricity_in" + ) + elyzer_h2_out = model.plant.electrolyzer.eco_pem_electrolyzer_performance.get_val( + "hydrogen_out" + ) + plt.plot(times, elyzer_elec_in, label="electricity_in [kW]") + plt.plot(times, elyzer_h2_out, label="hydrogen_out [kg/hr]") + plt.yscale("log") + plt.legend() + + # Wind Electricity for DOC + plt.subplot(3, 2, 2) + plt.title("Wind for DOC") + wind_elec_out = model.plant.wind.wind_plant_performance.get_val("electricity_out") + plt.plot(times, wind_elec_out, label="electricity_out [kW]") + plt.yscale("log") + plt.legend() + + # Electricity to CO2 using DOC + plt.subplot(3, 2, 4) + plt.title("DOC") + doc_elec_in = model.plant.doc.direct_ocean_capture_performance.get_val("electricity_in") + doc_co2_out = model.plant.doc.direct_ocean_capture_performance.get_val("co2_out") + plt.plot(times, doc_elec_in, label="electricity_in [kW]") + plt.plot(times, doc_co2_out, label="co2_out [kg/hr]") + plt.yscale("log") + plt.legend() + + # H2 and CO2 to Methanol + plt.subplot(3, 2, 5) + plt.title("Methanol") + meoh_h2_in = model.plant.methanol.co2h_methanol_plant_performance.get_val("hydrogen_in") + meoh_co2_in = model.plant.methanol.co2h_methanol_plant_performance.get_val("co2_in") + meoh_meoh_out = model.plant.methanol.co2h_methanol_plant_performance.get_val("methanol_out") + plt.plot(times, meoh_h2_in, label="hydrogen_in [kg/hr]") + plt.plot(times, meoh_co2_in, label="co2_in [kg/hr]") + plt.plot(times, meoh_meoh_out, label="methanol_out [kg/hr]") + plt.yscale("log") + plt.legend() + + plt.show() diff --git a/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py index 71c64af2b..c814aa882 100644 --- a/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py +++ b/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py @@ -1,3 +1,5 @@ +from plot_co2h_methanol import plot_methanol + from h2integrate.core.h2integrate_model import H2IntegrateModel @@ -8,3 +10,5 @@ h2i.run() h2i.post_process() + +plot_methanol(h2i.prob.model) diff --git a/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml index 192a09777..68e79f58e 100644 --- a/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml @@ -36,6 +36,39 @@ technologies: turndown_ratio: 0.1 #turndown_ratio = minimum_cluster_power/cluster_rating_MW financial_parameters: replacement_cost_percent: 0.15 # percent of capex - H2A default case + wind: + performance_model: + model: "wind_plant_performance" + cost_model: + model: "wind_plant_cost" + resource: + type: "pysam_wind" + wind_speed: 9. + model_inputs: + shared_parameters: + num_turbines: 100 + turbine_rating_kw: 8300 + performance_parameters: + rotor_diameter: 196. + hub_height: 130. + layout_mode: "basicgrid" + model_name: "pysam" + model_input_file: null + layout_params: + row_D_spacing: 10. + turbine_D_spacing: 10. + rating_range_kw: [1000, 5000] + floris_config: null + operational_losses: 10.0 + timestep: [1, 60] + fin_model: "default" + name: "UtilityScaleWindPlant" + turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use + turbine_group: "onshore" + override_wind_resource_height: True + adjust_air_density_for_elevation: True + cost_parameters: + cost_per_kw: 1500.0 doc: performance_model: model: "direct_ocean_capture_performance" From e94bb3da882bcf6d4e1072f2f286a8db401012aa Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Tue, 26 Aug 2025 08:59:14 -0600 Subject: [PATCH 04/79] Making tighter plots --- examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py | 2 ++ examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py | 1 + 2 files changed, 3 insertions(+) diff --git a/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py index a36999ad9..455c92537 100644 --- a/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py +++ b/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py @@ -59,4 +59,6 @@ def plot_methanol(model): plt.yscale("log") plt.legend() + fig = plt.gcf() + fig.tight_layout() plt.show() diff --git a/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py index c814aa882..a955e4363 100644 --- a/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py +++ b/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py @@ -11,4 +11,5 @@ h2i.post_process() +# Plot major in/out flows plot_methanol(h2i.prob.model) From f791fa7aa57d809c8e6cc477518cc3a106ae640f Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Tue, 26 Aug 2025 09:08:46 -0600 Subject: [PATCH 05/79] Plot colors --- .../co2_hydrogenation/plot_co2h_methanol.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py index 455c92537..f8f35780a 100644 --- a/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py +++ b/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py @@ -25,7 +25,7 @@ def plot_methanol(model): "hydrogen_out" ) plt.plot(times, elyzer_elec_in, label="electricity_in [kW]") - plt.plot(times, elyzer_h2_out, label="hydrogen_out [kg/hr]") + plt.plot(times, elyzer_h2_out, label="hydrogen_out [kg/hr]", color=[1, 0.5, 0]) plt.yscale("log") plt.legend() @@ -40,10 +40,10 @@ def plot_methanol(model): # Electricity to CO2 using DOC plt.subplot(3, 2, 4) plt.title("DOC") - doc_elec_in = model.plant.doc.direct_ocean_capture_performance.get_val("electricity_in") + doc_elec_in = model.plant.doc.direct_ocean_capture_performance.get_val("electricity_in") / 1000 doc_co2_out = model.plant.doc.direct_ocean_capture_performance.get_val("co2_out") plt.plot(times, doc_elec_in, label="electricity_in [kW]") - plt.plot(times, doc_co2_out, label="co2_out [kg/hr]") + plt.plot(times, doc_co2_out, label="co2_out [kg/hr]", color=[0.5, 0.25, 0]) plt.yscale("log") plt.legend() @@ -53,9 +53,9 @@ def plot_methanol(model): meoh_h2_in = model.plant.methanol.co2h_methanol_plant_performance.get_val("hydrogen_in") meoh_co2_in = model.plant.methanol.co2h_methanol_plant_performance.get_val("co2_in") meoh_meoh_out = model.plant.methanol.co2h_methanol_plant_performance.get_val("methanol_out") - plt.plot(times, meoh_h2_in, label="hydrogen_in [kg/hr]") - plt.plot(times, meoh_co2_in, label="co2_in [kg/hr]") - plt.plot(times, meoh_meoh_out, label="methanol_out [kg/hr]") + plt.plot(times, meoh_h2_in, label="hydrogen_in [kg/hr]", color=[1, 0.5, 0]) + plt.plot(times, meoh_co2_in, label="co2_in [kg/hr]", color=[0.5, 0.25, 0]) + plt.plot(times, meoh_meoh_out, label="methanol_out [kg/hr]", color=[1, 0, 0.5]) plt.yscale("log") plt.legend() From 64680e8e69cb42fd98e213bc07900445961aa33f Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Thu, 4 Sep 2025 13:04:48 -0600 Subject: [PATCH 06/79] Making new folder for methanol doc example --- .../03_co2h_methanol.yaml | 0 .../driver_config.yaml | 0 .../plant_config_co2h.yaml | 0 .../plot_co2h_methanol.py | 0 .../run_co2h_methanol.py | 0 .../tech_config_co2h.yaml | 0 .../tech_inputs/default_fin_config.yaml | 0 .../tech_inputs/hopp_config.yaml | 0 .../tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv | 0 .../wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw | 0 10 files changed, 0 insertions(+), 0 deletions(-) rename examples/03_methanol/{co2_hydrogenation => co2_hydrogenation_doc}/03_co2h_methanol.yaml (100%) rename examples/03_methanol/{co2_hydrogenation => co2_hydrogenation_doc}/driver_config.yaml (100%) rename examples/03_methanol/{co2_hydrogenation => co2_hydrogenation_doc}/plant_config_co2h.yaml (100%) rename examples/03_methanol/{co2_hydrogenation => co2_hydrogenation_doc}/plot_co2h_methanol.py (100%) rename examples/03_methanol/{co2_hydrogenation => co2_hydrogenation_doc}/run_co2h_methanol.py (100%) rename examples/03_methanol/{co2_hydrogenation => co2_hydrogenation_doc}/tech_config_co2h.yaml (100%) rename examples/03_methanol/{co2_hydrogenation => co2_hydrogenation_doc}/tech_inputs/default_fin_config.yaml (100%) rename examples/03_methanol/{co2_hydrogenation => co2_hydrogenation_doc}/tech_inputs/hopp_config.yaml (100%) rename examples/03_methanol/{co2_hydrogenation => co2_hydrogenation_doc}/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv (100%) rename examples/03_methanol/{co2_hydrogenation => co2_hydrogenation_doc}/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw (100%) diff --git a/examples/03_methanol/co2_hydrogenation/03_co2h_methanol.yaml b/examples/03_methanol/co2_hydrogenation_doc/03_co2h_methanol.yaml similarity index 100% rename from examples/03_methanol/co2_hydrogenation/03_co2h_methanol.yaml rename to examples/03_methanol/co2_hydrogenation_doc/03_co2h_methanol.yaml diff --git a/examples/03_methanol/co2_hydrogenation/driver_config.yaml b/examples/03_methanol/co2_hydrogenation_doc/driver_config.yaml similarity index 100% rename from examples/03_methanol/co2_hydrogenation/driver_config.yaml rename to examples/03_methanol/co2_hydrogenation_doc/driver_config.yaml diff --git a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml similarity index 100% rename from examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml rename to examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml diff --git a/examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py similarity index 100% rename from examples/03_methanol/co2_hydrogenation/plot_co2h_methanol.py rename to examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py diff --git a/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation_doc/run_co2h_methanol.py similarity index 100% rename from examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py rename to examples/03_methanol/co2_hydrogenation_doc/run_co2h_methanol.py diff --git a/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml similarity index 100% rename from examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml rename to examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml diff --git a/examples/03_methanol/co2_hydrogenation/tech_inputs/default_fin_config.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/default_fin_config.yaml similarity index 100% rename from examples/03_methanol/co2_hydrogenation/tech_inputs/default_fin_config.yaml rename to examples/03_methanol/co2_hydrogenation_doc/tech_inputs/default_fin_config.yaml diff --git a/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml similarity index 100% rename from examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml rename to examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml diff --git a/examples/03_methanol/co2_hydrogenation/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv similarity index 100% rename from examples/03_methanol/co2_hydrogenation/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv rename to examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv diff --git a/examples/03_methanol/co2_hydrogenation/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw similarity index 100% rename from examples/03_methanol/co2_hydrogenation/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw rename to examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw From e4c1a9bec737e2cebf0e8f3246c282cfb8fec641 Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Thu, 4 Sep 2025 13:07:23 -0600 Subject: [PATCH 07/79] Repopulating co2h example --- .../co2_hydrogenation/03_co2h_methanol.yaml | 7 + .../co2_hydrogenation/driver_config.yaml | 5 + .../co2_hydrogenation/plant_config_co2h.yaml | 73 + .../co2_hydrogenation/run_co2h_methanol.py | 10 + .../co2_hydrogenation/tech_config_co2h.yaml | 71 + .../tech_inputs/default_fin_config.yaml | 41 + .../tech_inputs/hopp_config.yaml | 65 + .../solar/32.31714_-100.18_psmv3_60_2013.csv | 8763 ++++++++++++++++ ...00.18_windtoolkit_2013_60min_100m_120m.srw | 8765 +++++++++++++++++ 9 files changed, 17800 insertions(+) create mode 100644 examples/03_methanol/co2_hydrogenation/03_co2h_methanol.yaml create mode 100644 examples/03_methanol/co2_hydrogenation/driver_config.yaml create mode 100644 examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml create mode 100644 examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py create mode 100644 examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml create mode 100644 examples/03_methanol/co2_hydrogenation/tech_inputs/default_fin_config.yaml create mode 100644 examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml create mode 100644 examples/03_methanol/co2_hydrogenation/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv create mode 100644 examples/03_methanol/co2_hydrogenation/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw diff --git a/examples/03_methanol/co2_hydrogenation/03_co2h_methanol.yaml b/examples/03_methanol/co2_hydrogenation/03_co2h_methanol.yaml new file mode 100644 index 000000000..0420632e8 --- /dev/null +++ b/examples/03_methanol/co2_hydrogenation/03_co2h_methanol.yaml @@ -0,0 +1,7 @@ +name: "H2Integrate_config" + +system_summary: "This reference hybrid plant contains a simple SMR methanol plant" + +driver_config: "driver_config.yaml" +technology_config: "tech_config_co2h.yaml" +plant_config: "plant_config_co2h.yaml" diff --git a/examples/03_methanol/co2_hydrogenation/driver_config.yaml b/examples/03_methanol/co2_hydrogenation/driver_config.yaml new file mode 100644 index 000000000..0533f88a4 --- /dev/null +++ b/examples/03_methanol/co2_hydrogenation/driver_config.yaml @@ -0,0 +1,5 @@ +name: "driver_config" +description: "This analysis runs a hybrid plant to match the first example in H2I" + +general: + folder_output: outputs diff --git a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml new file mode 100644 index 000000000..c64b66d26 --- /dev/null +++ b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml @@ -0,0 +1,73 @@ +name: "plant_config" +description: "This plant is located west of the Wolf Hollow II NGCC power plant in Texas" + +site: + latitude: 32.34 + longitude: -98.27 + elevation_m: 440.0 + time_zone: -6 + + # array of polygons defining boundaries with x/y coords + boundaries: [ + { + x: [0.0, 1000.0, 1000.0, 0.0], + y: [0.0, 0.0, 100.0, 1000.0], + }, + { + x: [2000.0, 2500.0, 2000.0], + y: [2000.0, 2000.0, 2500.0], + } + ] + +# array of arrays containing left-to-right technology +# interconnections; can support bidirectional connections +# with the reverse definition. +# this will naturally grow as we mature the interconnected tech +technology_interconnections: [ + ["hopp", "electrolyzer", "electricity", "cable"], + ["electrolyzer", "methanol", "hydrogen", "pipe"], + ["financials_group_1", "methanol", "LCOE"], + ["financials_group_1", "methanol", "LCOH"], +] + +plant: + plant_life: 30 + grid_connection: True # option, can be turned on or off + ppa_price: 0.027498168 # based off correlations of LBNL PPA data + hybrid_electricity_estimated_cf: 0.492 #should equal 1 if grid_connection = True + +finance_parameters: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.09 # nominal return based on 2024 ATB basline workbook for land-based wind + debt_equity_split: False + debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind + property_tax: 0.02 # https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + property_insurance: 0.01 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf + total_income_tax_rate: 0.308 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + administrative_expense_percent_of_sales: 0.00 # percent of sales H2FAST default + depreciation_method: "MACRS" # can be "MACRS" or "Straight line" - MACRS may be better and can reduce LCOH by more than $1/kg and is spec'd in the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + depreciation_period: 5 # years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + depreciation_period_electrolyzer: 7 # based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years. also see https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + discount_years: + hopp: 2019 + electrolyzer: 2021 + methanol: 2020 + options: + commodity_type: "methanol" + cost_adjustment_parameters: + cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year + target_dollar_year: 2022 + +policy_parameters: # these should be adjusted for inflation prior to application - order of operations: rate in 1992 $, then prevailing wage multiplier if applicable, then inflation + electricity_itc: 0 + electricity_ptc: 0 + h2_ptc: 0 + h2_storage_itc: 0 diff --git a/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py new file mode 100644 index 000000000..71c64af2b --- /dev/null +++ b/examples/03_methanol/co2_hydrogenation/run_co2h_methanol.py @@ -0,0 +1,10 @@ +from h2integrate.core.h2integrate_model import H2IntegrateModel + + +# Create an H2I model +h2i = H2IntegrateModel("03_co2h_methanol.yaml") + +# Run the model +h2i.run() + +h2i.post_process() diff --git a/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml new file mode 100644 index 000000000..84469418d --- /dev/null +++ b/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml @@ -0,0 +1,71 @@ +name: "technology_config" +description: "This hybrid plant produces methanol" + +technologies: + hopp: + performance_model: + model: "hopp" + config: !include tech_inputs/hopp_config.yaml + cost_model: + model: "hopp" + financial_model: + group: "1" + electrolyzer_rating: 156. # MW + electrolyzer: + performance_model: + model: "eco_pem_electrolyzer_performance" + cost_model: + model: "singlitico_electrolyzer_cost" + financial_model: + group: "1" + model_inputs: + shared_parameters: + location: "onshore" + electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 USD/kW (DOE hydrogen program record 24005 Clean Hydrogen Production Cost Scenarios with PEM Electrolyzer Technology 05/20/24) (https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/24005-clean-hydrogen-production-cost-pem-electrolyzer.pdf?sfvrsn=8cb10889_1) + performance_parameters: + sizing: + resize_for_enduse: False + size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) + hydrogen_dmd: + n_clusters: 4 + cluster_rating_MW: 39 + pem_control_type: 'basic' + eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol + uptime_hours_until_eol: 80000 #number of 'on' hours until electrolyzer reaches eol + include_degradation_penalty: True #include degradation + turndown_ratio: 0.1 #turndown_ratio = minimum_cluster_power/cluster_rating_MW + financial_parameters: + replacement_cost_percent: 0.15 # percent of capex - H2A default case + methanol: + performance_model: + model: "co2h_methanol_plant_performance" + cost_model: + model: "co2h_methanol_plant_cost" + financial_model: + model: "co2h_methanol_plant_financial" + group: "2" + model_inputs: + shared_parameters: + plant_capacity_kgpy: 127893196.8 + plant_capacity_flow: "methanol" + performance_parameters: + capacity_factor: 0.9 + co2e_emit_ratio: 0.020296 + h2o_consume_ratio: 0.988 + h2_consume_ratio: 0.195 + co2_consume_ratio: 1.423 + elec_consume_ratio: 0.09466667 + meoh_syn_cat_consume_ratio: 0.00000128398 + ng_consume_ratio: 0.073511601 + cost_parameters: + ng_lhv: 47.1 + toc_kg_y: 1.0633873 + foc_kg_y2: 0.020743864 + voc_kg: 0.00079 + meoh_syn_cat_price: 615.274273 + ng_price: 4.0 + co2_price: 0.0549007 + finance_parameters: + # Sources in NETL-PUB-22580: Exhibit 3-5 and Exhibit 3-7 + tasc_toc_multiplier: 1.093 + fixed_charge_rate: 0.0707 diff --git a/examples/03_methanol/co2_hydrogenation/tech_inputs/default_fin_config.yaml b/examples/03_methanol/co2_hydrogenation/tech_inputs/default_fin_config.yaml new file mode 100644 index 000000000..f39184e74 --- /dev/null +++ b/examples/03_methanol/co2_hydrogenation/tech_inputs/default_fin_config.yaml @@ -0,0 +1,41 @@ +battery_system: + batt_replacement_schedule_percent: + - 0 + batt_bank_replacement: + - 0 + batt_replacement_option: 0 + batt_computed_bank_capacity: 0 + batt_meter_position: 0 +system_costs: + om_fixed: [0] + om_production: [0] + om_capacity: [0] + om_batt_fixed_cost: 0 + om_batt_variable_cost: [0] + om_batt_capacity_cost: 0 + om_batt_replacement_cost: 0 + om_replacement_cost_escal: 0 +system_use_lifetime_output: 0 +financial_parameters: + inflation_rate: 0.0 # nominal basis + real_discount_rate: 9.0 # nominal return based on 2024 ATB baseline workbook for land-based wind - with 0% inflation, real and nominal rates are equal + federal_tax_rate: 21.0 # https://taxsummaries.pwc.com/quick-charts/corporate-income-tax-cit-rates + state_tax_rate: 9.8 # https://taxfoundation.org/data/all/state/state-corporate-income-tax-rates-brackets-2024/ + property_tax_rate: 2.0 # https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + insurance_rate: 1.0 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf + debt_percent: 72.4 # based on 2024 ATB for land-based wind + term_int_rate: 7.0 # based on 2024 ATB land-based wind nominal interest rate + months_working_reserve: 1 + analysis_start_year: 2030 + installation_months: 36 + sales_tax_rate_state: 7.375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + admin_expense_percent_of_sales: 0.0 # H2FAST default + capital_gains_tax_rate: 15.0 # H2FAST default + debt_type: "Revolving debt" # H2FAST default + depreciation_method: "MACRS" + depreciation_period: 5 # years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 +cp_capacity_credit_percent: [0] +degradation: [0] +revenue: + ppa_price_input: [0.0] # cents/kWh + ppa_escalation: 0 # % diff --git a/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml b/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml new file mode 100644 index 000000000..7aed60354 --- /dev/null +++ b/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml @@ -0,0 +1,65 @@ +site: #!include flatirons_site.yaml + data: + lat: 32.34 + lon: -98.27 + elev: 440 + year: 2013 + tz: -6 + site_boundaries: # enlarged boundaries to fit all turbines + verts: + - [0.0, 0.0] + - [0.0, 25000] + - [25000, 25000] + - [25000, 0.0] + verts_simple: + - [0.0, 0.0] + - [0.0, 25000] + - [25000, 25000] + - [25000, 0.0] + solar_resource_file: "tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv" + wind_resource_file: "tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw" + wave_resource_file: "" + grid_resource_file: "" + hub_height: 115.0 + capacity_hours: [] + solar: true + wind: true + wave: false + wind_resource_origin: "WTK" + +technologies: + wind: + num_turbines: 29 + turbine_rating_kw: 6000.0 + model_name: pysam #floris + timestep: [0, 8760] + # floris_config: !include floris_input_lbw_6MW.yaml + fin_model: !include default_fin_config.yaml + pv: + system_capacity_kw: 350000 + dc_degradation: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] + fin_model: !include default_fin_config.yaml + grid: + interconnect_kw: 200000 # Set higher than rated generation capacity + fin_model: !include default_fin_config.yaml + +config: + simulation_options: + cache: true + wind: + skip_financial: false + dispatch_options: + battery_dispatch: load_following_heuristic # load_following_heuristic #heuristic + solver: cbc + n_look_ahead_periods: 48 + grid_charging: false + pv_charging_only: false + include_lifecycle_count: false + cost_info: + wind_installed_cost_mw: 1380000 # (2022USD) 2025 costs in 2022 USD from NREL 2024 ATB for land-based wind. 2025 used as an overnight-capex lock-in date for 2030 operation + solar_installed_cost_mw: 1323000 # (2022USD) 2025 costs in 2022 USD from NREL 2024 ATB for utility-scale pv. 2025 used as an overnight-capex lock-in date for 2030 operation + storage_installed_cost_mwh: 310000 # (2022USD) 2025 costs in 2022 USD from NREL 2024 ATB for utility-scale battery storage. 2025 used as an overnight-capex lock-in date for 2030 operation + storage_installed_cost_mw: 311000 # (2022USD) 2025 costs in 2022 USD from NREL 2024 ATB for utility-scale battery storage. 2025 used as an overnight-capex lock-in date for 2030 operation + wind_om_per_kw: 29 # (2022USD) 2030 costs in 2022 USD from 2024 ATB for land-based wind + pv_om_per_kw: 18 # (2022USD) 2030 costs in 2022 USD from NREL 2024 ATB for utility-scale PV + battery_om_per_kw: 15.525 # (2022USD) based on 2.5 percent of battery capex/kW for a 1-hour battery using both power and energy costs above diff --git a/examples/03_methanol/co2_hydrogenation/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv b/examples/03_methanol/co2_hydrogenation/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv new file mode 100644 index 000000000..d3865c868 --- /dev/null +++ b/examples/03_methanol/co2_hydrogenation/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv @@ -0,0 +1,8763 @@ +Source,Location ID,City,State,Country,Latitude,Longitude,Time Zone,Elevation,Local Time Zone,Clearsky DHI Units,Clearsky DNI Units,Clearsky GHI Units,Dew Point Units,DHI Units,DNI Units,GHI Units,Solar Zenith Angle Units,Temperature Units,Pressure Units,Relative Humidity Units,Precipitable Water Units,Wind Direction Units,Wind Speed Units,Cloud Type -15,Cloud Type 0,Cloud Type 1,Cloud Type 2,Cloud Type 3,Cloud Type 4,Cloud Type 5,Cloud Type 6,Cloud Type 7,Cloud Type 8,Cloud Type 9,Cloud Type 10,Cloud Type 11,Cloud Type 12,Fill Flag 0,Fill Flag 1,Fill Flag 2,Fill Flag 3,Fill Flag 4,Fill Flag 5,Surface Albedo Units,Version 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jmartin4 Date: Thu, 4 Sep 2025 14:51:59 -0600 Subject: [PATCH 08/79] Methanol doc with financials --- .../plant_config_co2h.yaml | 2 -- .../co2_hydrogenation_doc/tech_config_co2h.yaml | 17 +++++++++++------ .../converters/methanol/co2h_methanol_plant.py | 1 + .../converters/methanol/methanol_baseclass.py | 2 ++ .../converters/methanol/smr_methanol_plant.py | 1 + h2integrate/core/finances.py | 9 ++++++++- h2integrate/core/h2integrate_model.py | 16 +++++++++++----- 7 files changed, 34 insertions(+), 14 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml index 7afee8386..d8d7f3340 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml @@ -26,8 +26,6 @@ site: technology_interconnections: [ ["hopp", "electrolyzer", "electricity", "cable"], ["electrolyzer", "methanol", "hydrogen", "pipe"], - ["financials_group_1", "methanol", "LCOE"], - ["financials_group_1", "methanol", "LCOH"], ["wind","doc","electricity","cable"], ["doc","methanol","co2","pipe"], ] diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index 68e79f58e..7a1f1b54d 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -41,6 +41,8 @@ technologies: model: "wind_plant_performance" cost_model: model: "wind_plant_cost" + financial_model: + group: "1" resource: type: "pysam_wind" wind_speed: 9. @@ -74,6 +76,8 @@ technologies: model: "direct_ocean_capture_performance" cost_model: model: "direct_ocean_capture_cost" + financial_model: + group: "1" model_inputs: shared_parameters: power_single_ed_w: 24000000.0 # W @@ -101,8 +105,9 @@ technologies: cost_model: model: "co2h_methanol_plant_cost" financial_model: - model: "co2h_methanol_plant_financial" - group: "2" + group: "1" + # financial_model: + # model: "co2h_methanol_plant_financial" model_inputs: shared_parameters: plant_capacity_kgpy: 127893196.8 @@ -124,7 +129,7 @@ technologies: meoh_syn_cat_price: 615.274273 ng_price: 4.0 co2_price: 0.0549007 - finance_parameters: - # Sources in NETL-PUB-22580: Exhibit 3-5 and Exhibit 3-7 - tasc_toc_multiplier: 1.093 - fixed_charge_rate: 0.0707 + # finance_parameters: + # # Sources in NETL-PUB-22580: Exhibit 3-5 and Exhibit 3-7 + # tasc_toc_multiplier: 1.093 + # fixed_charge_rate: 0.0707 diff --git a/h2integrate/converters/methanol/co2h_methanol_plant.py b/h2integrate/converters/methanol/co2h_methanol_plant.py index 81bda15d7..074f25c19 100644 --- a/h2integrate/converters/methanol/co2h_methanol_plant.py +++ b/h2integrate/converters/methanol/co2h_methanol_plant.py @@ -110,6 +110,7 @@ def compute(self, inputs, outputs): # Parse outputs outputs["methanol_out"] = meoh_prod + outputs["total_methanol_produced"] = np.sum(meoh_prod) outputs["meoh_syn_cat_consume"] = np.sum(meoh_prod) * syn_ratio outputs["ng_consume"] = meoh_prod * ng_ratio outputs["co2_consume"] = meoh_prod * co2_ratio diff --git a/h2integrate/converters/methanol/methanol_baseclass.py b/h2integrate/converters/methanol/methanol_baseclass.py index e6b39fc51..7e0bf8540 100644 --- a/h2integrate/converters/methanol/methanol_baseclass.py +++ b/h2integrate/converters/methanol/methanol_baseclass.py @@ -28,6 +28,7 @@ class MethanolPerformanceBaseClass(om.ExplicitComponent): - h2o_consume_ratio: (float) ratio of kg h2o consumed to kg methanol produced Outputs: - methanol_out: methanol production in kg/h + - total_methanol_produced: annual methanol production in kg/year - co2e_emissions: co2e emissions in kg/h - h2o_consumption: h2o consumption in kg/h """ @@ -44,6 +45,7 @@ def setup(self): self.add_input("h2o_consume_ratio", units="kg/kg", val=self.config.h2o_consume_ratio) self.add_output("methanol_out", units="kg/h", shape=(8760,)) + self.add_output("total_methanol_produced", units="kg/year") self.add_output("co2e_emissions", units="kg/h", shape=(8760,)) self.add_output("h2o_consumption", units="kg/h", shape=(8760,)) diff --git a/h2integrate/converters/methanol/smr_methanol_plant.py b/h2integrate/converters/methanol/smr_methanol_plant.py index 739bbc841..00122c173 100644 --- a/h2integrate/converters/methanol/smr_methanol_plant.py +++ b/h2integrate/converters/methanol/smr_methanol_plant.py @@ -98,6 +98,7 @@ def compute(self, inputs, outputs): outputs["meoh_atr_cat_consume"] = np.sum(meoh_prod) * atr_ratio outputs["ng_consume"] = meoh_prod * ng_ratio outputs["methanol_out"] = meoh_prod + outputs["total_methanol_produced"] = np.sum(meoh_prod) outputs["electricity_out"] = meoh_prod * elec_ratio diff --git a/h2integrate/core/finances.py b/h2integrate/core/finances.py index 7aa9b6587..770c15361 100644 --- a/h2integrate/core/finances.py +++ b/h2integrate/core/finances.py @@ -127,6 +127,10 @@ def setup(self): self.add_input("total_ammonia_produced", val=0.0, units="kg/year") self.add_output("LCOA", val=0.0, units="USD/kg") + if self.options["commodity_type"] == "methanol": + self.add_input("total_methanol_produced", val=0.0, units="kg/year") + self.add_output("LCOM", val=0.0, units="USD/kg") + if self.options["commodity_type"] == "nitrogen": self.add_input("total_nitrogen_produced", val=0.0, units="kg/year") self.add_output("LCON", val=0.0, units="USD/kg") @@ -161,7 +165,7 @@ def setup(self): ) def compute(self, inputs, outputs): - mass_commodities = ["hydrogen", "ammonia", "co2", "nitrogen"] + mass_commodities = ["hydrogen", "ammonia", "methanol", "co2", "nitrogen"] if "pf_params" in self.plant_config["finance_parameters"]: gen_inflation = self.plant_config["finance_parameters"]["pf_params"]["params"][ @@ -342,6 +346,9 @@ def compute(self, inputs, outputs): elif self.options["commodity_type"] == "ammonia": outputs["LCOA"] = sol["price"] + elif self.options["commodity_type"] == "methanol": + outputs["LCOM"] = sol["price"] + elif self.options["commodity_type"] == "electricity": outputs["LCOE"] = sol["price"] diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index 48a591905..4a3eb9c01 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -321,10 +321,10 @@ def create_financial_model(self): for tech in electricity_producing_techs: if tech in tech_configs: commodity_types.append("electricity") - continue + break # Steel, methanol provides their own financials - if any(c in commodity_types for c in ("steel", "methanol")): + if any(c in commodity_types for c in ("steel")): continue # GeoH2 provides own financials @@ -340,7 +340,7 @@ def create_financial_model(self): # commodity types for this group all_included_techs = set() for commodity_type in commodity_types: - if commodity_type not in ["steel", "methanol"]: # These handle their own financials + if commodity_type not in ["steel"]: # These handle their own financials included_techs = self.get_included_technologies( tech_configs, commodity_type, self.plant_config ) @@ -410,6 +410,7 @@ def get_included_technologies(self, tech_config, commodity_type, plant_config): "electricity": "LCOE", "ammonia": "LCOA", "nitrogen": "LCON", + "methanol": "LCOM", } metric_key = metrics_map.get(commodity_type) included_techs = ( @@ -526,7 +527,7 @@ def connect_technologies(self): # Connect the outputs of the technology models to the appropriate financial groups for group_id, tech_configs in self.financial_groups.items(): # Skip steel financials; it provides its own financials - if any(c in tech_configs for c in ("steel", "methanol", "geoh2")): + if any(c in tech_configs for c in ("steel", "geoh2")): continue plant_producing_electricity = False @@ -557,7 +558,6 @@ def connect_technologies(self): for commodity_type in commodity_types: if commodity_type not in [ "steel", - "methanol", ]: # These handle their own financials included_techs = self.get_included_technologies( tech_configs, commodity_type, self.plant_config @@ -608,6 +608,12 @@ def connect_technologies(self): f"financials_group_{group_id}.total_ammonia_produced", ) + if "methanol" in tech_name: + self.plant.connect( + f"{tech_name}.total_methanol_produced", + f"financials_group_{group_id}.total_methanol_produced", + ) + if "doc" in tech_name: self.plant.connect( f"{tech_name}.co2_capture_mtpy", From b98d80ed9a03f454f439bbd1f120fd49db6a7384 Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Thu, 4 Sep 2025 15:18:51 -0600 Subject: [PATCH 09/79] Config updates from merge --- .../plant_config_co2h.yaml | 46 +++++++++---------- .../tech_config_co2h.yaml | 17 +++---- .../tech_inputs/hopp_config.yaml | 6 +-- 3 files changed, 33 insertions(+), 36 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml index d8d7f3340..ea2e152da 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml @@ -37,31 +37,27 @@ plant: hybrid_electricity_estimated_cf: 0.492 #should equal 1 if grid_connection = True finance_parameters: - analysis_start_year: 2032 - installation_time: 36 # months - inflation_rate: 0.0 # 0 for nominal analysis - discount_rate: 0.09 # nominal return based on 2024 ATB basline workbook for land-based wind - debt_equity_split: False - debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind - property_tax: 0.02 # https://www.house.mn.gov/hrd/issinfo/clsrates.aspx - property_insurance: 0.01 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf - total_income_tax_rate: 0.308 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) - capital_gains_tax_rate: 0.15 # H2FAST default - sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ - debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind - debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH - loan_period: 0 # H2FAST default, not used for revolving debt - cash_onhand_months: 1 # H2FAST default - administrative_expense_percent_of_sales: 0.00 # percent of sales H2FAST default - depreciation_method: "MACRS" # can be "MACRS" or "Straight line" - MACRS may be better and can reduce LCOH by more than $1/kg and is spec'd in the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 - depreciation_period: 5 # years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 - depreciation_period_electrolyzer: 7 # based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years. also see https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 - discount_years: - hopp: 2019 - electrolyzer: 2021 - methanol: 2020 - wind: 2020 - doc: 2020 + + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.09 # nominal return based on 2024 ATB basline workbook for land-based wind + debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind + property_tax_and_insurance: 0.03 # https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + total_income_tax_rate: 0.308 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period_if_used: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + admin_expense: 0.00 # percent of sales H2FAST default + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" + depr_period: 5 # 5 y options: commodity_type: "methanol" cost_adjustment_parameters: diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index 7a1f1b54d..82e950e96 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -11,6 +11,9 @@ technologies: financial_model: group: "1" electrolyzer_rating: 156. # MW + model_inputs: + cost_parameters: + cost_year: 2019 electrolyzer: performance_model: model: "eco_pem_electrolyzer_performance" @@ -35,7 +38,9 @@ technologies: include_degradation_penalty: True #include degradation turndown_ratio: 0.1 #turndown_ratio = minimum_cluster_power/cluster_rating_MW financial_parameters: - replacement_cost_percent: 0.15 # percent of capex - H2A default case + capital_items: + depr_period: 7 # based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years. also see https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + replacement_cost_percent: 0.15 # percent of capex - H2A default case wind: performance_model: model: "wind_plant_performance" @@ -71,6 +76,7 @@ technologies: adjust_air_density_for_elevation: True cost_parameters: cost_per_kw: 1500.0 + cost_year: 2019 doc: performance_model: model: "direct_ocean_capture_performance" @@ -80,7 +86,7 @@ technologies: group: "1" model_inputs: shared_parameters: - power_single_ed_w: 24000000.0 # W + power_single_ed_w: 3000000.0 # W flow_rate_single_ed_m3s: 0.6 # m^3/s number_ed_min: 1 number_ed_max: 10 @@ -106,8 +112,6 @@ technologies: model: "co2h_methanol_plant_cost" financial_model: group: "1" - # financial_model: - # model: "co2h_methanol_plant_financial" model_inputs: shared_parameters: plant_capacity_kgpy: 127893196.8 @@ -129,7 +133,4 @@ technologies: meoh_syn_cat_price: 615.274273 ng_price: 4.0 co2_price: 0.0549007 - # finance_parameters: - # # Sources in NETL-PUB-22580: Exhibit 3-5 and Exhibit 3-7 - # tasc_toc_multiplier: 1.093 - # fixed_charge_rate: 0.0707 + cost_year: 2020 diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml index 7aed60354..ede625396 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml @@ -29,18 +29,18 @@ site: #!include flatirons_site.yaml technologies: wind: - num_turbines: 29 + num_turbines: 35 turbine_rating_kw: 6000.0 model_name: pysam #floris timestep: [0, 8760] # floris_config: !include floris_input_lbw_6MW.yaml fin_model: !include default_fin_config.yaml pv: - system_capacity_kw: 350000 + system_capacity_kw: 12000 dc_degradation: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] fin_model: !include default_fin_config.yaml grid: - interconnect_kw: 200000 # Set higher than rated generation capacity + interconnect_kw: 156000 # Set higher than rated generation capacity fin_model: !include default_fin_config.yaml config: From 7467b99c1b512b327065521d30c410fa4bc98c77 Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Fri, 5 Sep 2025 11:06:59 -0600 Subject: [PATCH 10/79] Getting tests passing --- examples/03_methanol/smr/plant_config_smr.yaml | 7 +++---- h2integrate/core/h2integrate_model.py | 3 +-- 2 files changed, 4 insertions(+), 6 deletions(-) diff --git a/examples/03_methanol/smr/plant_config_smr.yaml b/examples/03_methanol/smr/plant_config_smr.yaml index 7b53ef179..c2b036477 100644 --- a/examples/03_methanol/smr/plant_config_smr.yaml +++ b/examples/03_methanol/smr/plant_config_smr.yaml @@ -34,14 +34,14 @@ plant: finance_parameters: finance_model: "ProFastComp" - profast_inputs: + model_inputs: params: analysis_start_year: 2032 installation_time: 36 # months inflation_rate: 0.0 # 0 for nominal analysis discount_rate: 0.09 # nominal return based on 2024 ATB basline workbook for land-based wind debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind - property_tax_and_insurance: 0.03 # https://www.house.mn.gov/hrd/issinfo/clsrates.aspx and https://www.nrel.gov/docs/fy25osti/91775.pdf + property_tax_and_insurance: 0.03 # https://www.house.mn.gov/hrd/issinfo/clsrates.aspx total_income_tax_rate: 0.308 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) capital_gains_tax_rate: 0.15 # H2FAST default sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ @@ -52,8 +52,7 @@ finance_parameters: admin_expense: 0.00 # percent of sales H2FAST default capital_items: depr_type: "MACRS" # can be "MACRS" or "Straight line" - depr_period: 5 # 5 years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 - refurb: [0.] + depr_period: 5 # 5 y options: commodity_type: "methanol" cost_adjustment_parameters: diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index e730eb511..f8269f881 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -324,10 +324,9 @@ def create_financial_model(self): if tech in tech_configs: commodity_types.append("electricity") break - break # Steel, methanol provides their own financials - if any(c in commodity_types for c in ("steel")): + if any(c in commodity_types for c in ("steel",)): continue # GeoH2 provides own financials From 087c6a400f1d1bb7c0447e04e62479d5f0652dcb Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Fri, 5 Sep 2025 12:50:24 -0600 Subject: [PATCH 11/79] Example chart set up --- .../tech_inputs/hopp_config.yaml | 4 +- .../plant_config_co2h.yaml | 3 +- .../plot_co2h_methanol.py | 14 ++++++- .../tech_config_co2h.yaml | 37 +++++++++++++++++-- .../tech_inputs/hopp_config.yaml | 18 ++++----- .../hydrogen_dispatch.ipynb | 6 +-- .../methanol/co2h_methanol_plant.py | 14 ++++--- .../converters/methanol/smr_methanol_plant.py | 17 ++++++--- 8 files changed, 81 insertions(+), 32 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml b/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml index 7aed60354..3f74a5cc0 100644 --- a/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml +++ b/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml @@ -16,8 +16,8 @@ site: #!include flatirons_site.yaml - [0.0, 25000] - [25000, 25000] - [25000, 0.0] - solar_resource_file: "tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv" - wind_resource_file: "tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw" + solar_resource_file: "" + wind_resource_file: "" wave_resource_file: "" grid_resource_file: "" hub_height: 115.0 diff --git a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml index ea2e152da..f7f14a853 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml @@ -25,7 +25,8 @@ site: # this will naturally grow as we mature the interconnected tech technology_interconnections: [ ["hopp", "electrolyzer", "electricity", "cable"], - ["electrolyzer", "methanol", "hydrogen", "pipe"], + ["electrolyzer", "h2_storage", "hydrogen", "pipe"], + ["h2_storage", "methanol", "hydrogen", "pipe"], ["wind","doc","electricity","cable"], ["doc","methanol","co2","pipe"], ] diff --git a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py index f8f35780a..ce6cf7082 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py +++ b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py @@ -47,13 +47,23 @@ def plot_methanol(model): plt.yscale("log") plt.legend() - # H2 and CO2 to Methanol + # H2 and Storage plt.subplot(3, 2, 5) + plt.title("H2 Storage") + h2_storage_in = model.plant.h2_storage.h2_storage.get_val("hydrogen_in") + h2_storage_out = model.plant.h2_storage_to_methanol_pipe.get_val("hydrogen_out") * 3600 + plt.plot(times, h2_storage_in, label="hydrogen_in [kg/hr]", color=[1, 0.5, 0]) + plt.plot(times, h2_storage_out, label="hydrogen_out [kg/hr]", color=[0, 0.5, 0]) + plt.yscale("log") + plt.legend() + + # H2 and CO2 to Methanol + plt.subplot(3, 2, 6) plt.title("Methanol") meoh_h2_in = model.plant.methanol.co2h_methanol_plant_performance.get_val("hydrogen_in") meoh_co2_in = model.plant.methanol.co2h_methanol_plant_performance.get_val("co2_in") meoh_meoh_out = model.plant.methanol.co2h_methanol_plant_performance.get_val("methanol_out") - plt.plot(times, meoh_h2_in, label="hydrogen_in [kg/hr]", color=[1, 0.5, 0]) + plt.plot(times, meoh_h2_in, label="hydrogen_in [kg/hr]", color=[0, 0.5, 0]) plt.plot(times, meoh_co2_in, label="co2_in [kg/hr]", color=[0.5, 0.25, 0]) plt.plot(times, meoh_meoh_out, label="methanol_out [kg/hr]", color=[1, 0, 0.5]) plt.yscale("log") diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index 82e950e96..473efbbb3 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -30,7 +30,7 @@ technologies: resize_for_enduse: False size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) hydrogen_dmd: - n_clusters: 4 + n_clusters: 8 cluster_rating_MW: 39 pem_control_type: 'basic' eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol @@ -41,6 +41,35 @@ technologies: capital_items: depr_period: 7 # based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years. also see https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 replacement_cost_percent: 0.15 # percent of capex - H2A default case + h2_storage: + performance_model: + model: "h2_storage" + control_strategy: + model: "demand_open_loop_controller" + cost_model: + model: "h2_storage" + financial_model: + group: default + model_inputs: + performance_parameters: + rating: 312. + size_capacity_from_demand: + flag: True # If True, then storage is sized to provide steady-state storage + capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. + type: "lined_rock_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] + days: 0 #how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) + control_parameters: + resource_name: "hydrogen" + resource_rate_units: "kg/h" + max_capacity: 300000.0 # kg + max_charge_percent: 1.0 # percent as decimal + min_charge_percent: 0.1 # percent as decimal + init_charge_percent: 0.25 # percent as decimal + max_charge_rate: 10000.0 # kg/time step + max_discharge_rate: 10000.0 # kg/time step + charge_efficiency: 1.0 # percent as decimal + discharge_efficiency: 1.0 # percent as decimal + demand_profile: 2226.0274 # Example: 10 time steps with 5000 kg/time step demand. Scalar indicates constant demand, array-like indicates dynamic demand wind: performance_model: model: "wind_plant_performance" @@ -53,8 +82,8 @@ technologies: wind_speed: 9. model_inputs: shared_parameters: - num_turbines: 100 - turbine_rating_kw: 8300 + num_turbines: 66 + turbine_rating_kw: 15000 performance_parameters: rotor_diameter: 196. hub_height: 130. @@ -114,7 +143,7 @@ technologies: group: "1" model_inputs: shared_parameters: - plant_capacity_kgpy: 127893196.8 + plant_capacity_kgpy: 100000000 plant_capacity_flow: "methanol" performance_parameters: capacity_factor: 0.9 diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml index ede625396..cb30a1d3e 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml @@ -1,8 +1,8 @@ site: #!include flatirons_site.yaml data: - lat: 32.34 - lon: -98.27 - elev: 440 + lat: 29.2 + lon: -94.6 + elev: 0 year: 2013 tz: -6 site_boundaries: # enlarged boundaries to fit all turbines @@ -16,8 +16,8 @@ site: #!include flatirons_site.yaml - [0.0, 25000] - [25000, 25000] - [25000, 0.0] - solar_resource_file: "tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv" - wind_resource_file: "tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw" + solar_resource_file: "" + wind_resource_file: "" wave_resource_file: "" grid_resource_file: "" hub_height: 115.0 @@ -29,18 +29,18 @@ site: #!include flatirons_site.yaml technologies: wind: - num_turbines: 35 - turbine_rating_kw: 6000.0 + num_turbines: 28 + turbine_rating_kw: 15000.0 model_name: pysam #floris timestep: [0, 8760] # floris_config: !include floris_input_lbw_6MW.yaml fin_model: !include default_fin_config.yaml pv: - system_capacity_kw: 12000 + system_capacity_kw: 24000 dc_degradation: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] fin_model: !include default_fin_config.yaml grid: - interconnect_kw: 156000 # Set higher than rated generation capacity + interconnect_kw: 312000 # Set higher than rated generation capacity fin_model: !include default_fin_config.yaml config: diff --git a/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb b/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb index eb306d865..7a3df5b0d 100644 --- a/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb +++ b/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "91c90e5c", "metadata": {}, "outputs": [ @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "bcabc113", "metadata": {}, "outputs": [ @@ -221,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "8f08c94a", "metadata": {}, "outputs": [ diff --git a/h2integrate/converters/methanol/co2h_methanol_plant.py b/h2integrate/converters/methanol/co2h_methanol_plant.py index b3c1a241c..53b2afd1a 100644 --- a/h2integrate/converters/methanol/co2h_methanol_plant.py +++ b/h2integrate/converters/methanol/co2h_methanol_plant.py @@ -181,13 +181,17 @@ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): lhv_mj = inputs["ng_lhv"] lhv_mmbtu = convert_units(lhv_mj, "MJ", "MBtu") - outputs["CapEx"] = toc_usd - outputs["OpEx"] = foc_usd_y + voc_usd_y outputs["Fixed_OpEx"] = foc_usd_y outputs["Variable_OpEx"] = voc_usd_y - outputs["meoh_syn_cat_cost"] = inputs["meoh_syn_cat_consume"] * inputs["meoh_syn_cat_price"] - outputs["ng_cost"] = np.sum(inputs["ng_consume"]) * lhv_mmbtu * inputs["ng_price"] - outputs["co2_cost"] = np.sum(inputs["carbon_dioxide_consume"]) * inputs["co2_price"] + meoh_cat = inputs["meoh_syn_cat_consume"] * inputs["meoh_syn_cat_price"] + outputs["meoh_syn_cat_cost"] = meoh_cat + ng_cost = np.sum(inputs["ng_consume"]) * lhv_mmbtu * inputs["ng_price"] + outputs["ng_cost"] = ng_cost + co2_cost = np.sum(inputs["carbon_dioxide_consume"]) * inputs["co2_price"] + outputs["co2_cost"] = co2_cost + + outputs["CapEx"] = toc_usd + outputs["OpEx"] = foc_usd_y + voc_usd_y + meoh_cat + ng_cost + co2_cost class CO2HMethanolPlantFinanceModel(MethanolFinanceBaseClass): diff --git a/h2integrate/converters/methanol/smr_methanol_plant.py b/h2integrate/converters/methanol/smr_methanol_plant.py index e694f72d7..5a34a8acd 100644 --- a/h2integrate/converters/methanol/smr_methanol_plant.py +++ b/h2integrate/converters/methanol/smr_methanol_plant.py @@ -169,14 +169,19 @@ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): lhv_mj = inputs["ng_lhv"] lhv_mmbtu = convert_units(lhv_mj, "MJ", "MBtu") - outputs["CapEx"] = toc_usd - outputs["OpEx"] = foc_usd_y + voc_usd_y outputs["Fixed_OpEx"] = foc_usd_y outputs["Variable_OpEx"] = voc_usd_y - outputs["meoh_syn_cat_cost"] = inputs["meoh_syn_cat_consume"] * inputs["meoh_syn_cat_price"] - outputs["meoh_atr_cat_cost"] = inputs["meoh_atr_cat_consume"] * inputs["meoh_atr_cat_price"] - outputs["ng_cost"] = np.sum(inputs["ng_consume"]) * lhv_mmbtu * inputs["ng_price"] - outputs["elec_revenue"] = np.sum(inputs["electricity_out"]) * ppa_price + meoh_cat = inputs["meoh_syn_cat_consume"] * inputs["meoh_syn_cat_price"] + outputs["meoh_syn_cat_cost"] = meoh_cat + atr_cat = inputs["meoh_atr_cat_consume"] * inputs["meoh_atr_cat_price"] + outputs["meoh_atr_cat_cost"] = atr_cat + ng_cost = np.sum(inputs["ng_consume"]) * lhv_mmbtu * inputs["ng_price"] + outputs["ng_cost"] = ng_cost + elec_rev = np.sum(inputs["electricity_out"]) * ppa_price + outputs["elec_revenue"] = elec_rev + + outputs["CapEx"] = toc_usd + outputs["OpEx"] = foc_usd_y + voc_usd_y + meoh_cat + atr_cat + ng_cost - elec_rev class SMRMethanolPlantFinanceModel(MethanolFinanceBaseClass): From ad69753d71d4dafc8c7cc669894bdf75eb062c31 Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Fri, 5 Sep 2025 12:52:14 -0600 Subject: [PATCH 12/79] Changelog update --- CHANGELOG.md | 1 + 1 file changed, 1 insertion(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index a374693d1..1b9ceb772 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -48,6 +48,7 @@ - Added `simulation` section under `plant_config['plant']` that has information such as number of timesteps in the simulation, time step interval in seconds, simulation start time, and time zone. - Added `"custom_electrolyzer_cost"` model, an electrolyzer cost model that allows for user-defined capex and opex values - Made `pipe` and `cable` substance-agnostic rather than hard-coded for `hydrogen` and `electricity` +- Added example of DOC integrating with methanol ## 0.3.0 [May 2 2025] From b131e0ddcc41b8e0ce0d3934644a5486a9e1edc7 Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Fri, 5 Sep 2025 13:32:35 -0600 Subject: [PATCH 13/79] Tests fixes --- .../tech_inputs/hopp_config.yaml | 4 +- .../solar/29.2_-94.6_psmv3_60_2013.csv | 8763 ++++++++++++++++ .../solar/32.31714_-100.18_psmv3_60_2013.csv | 8763 ---------------- ...29.2_-94.6_windtoolkit_2013_60min_100m.srw | 8765 +++++++++++++++++ ...-94.6_windtoolkit_2013_60min_100m_120m.srw | 8765 +++++++++++++++++ ...29.2_-94.6_windtoolkit_2013_60min_120m.srw | 8765 +++++++++++++++++ ...00.18_windtoolkit_2013_60min_100m_120m.srw | 8765 ----------------- tests/h2integrate/test_all_examples.py | 17 + 8 files changed, 35077 insertions(+), 17530 deletions(-) create mode 100644 examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/solar/29.2_-94.6_psmv3_60_2013.csv delete mode 100644 examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv create mode 100644 examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_100m.srw create mode 100644 examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_100m_120m.srw create mode 100644 examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_120m.srw delete mode 100644 examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml index cb30a1d3e..086d7283a 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml @@ -16,8 +16,8 @@ site: #!include flatirons_site.yaml - [0.0, 25000] - [25000, 25000] - [25000, 0.0] - solar_resource_file: "" - wind_resource_file: "" + solar_resource_file: "tech_inputs/weather/solar/29.2_-94.6_psmv3_60_2013.csv" + wind_resource_file: "tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_100m_120m.srw" wave_resource_file: "" grid_resource_file: "" hub_height: 115.0 diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/solar/29.2_-94.6_psmv3_60_2013.csv b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/solar/29.2_-94.6_psmv3_60_2013.csv new file mode 100644 index 000000000..93df0fe7e --- /dev/null +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/solar/29.2_-94.6_psmv3_60_2013.csv @@ -0,0 +1,8763 @@ +Source,Location ID,City,State,Country,Latitude,Longitude,Time Zone,Elevation,Local Time Zone,Clearsky DHI Units,Clearsky DNI Units,Clearsky GHI Units,Dew Point Units,DHI Units,DNI Units,GHI Units,Solar Zenith Angle Units,Temperature Units,Pressure Units,Relative Humidity Units,Precipitable Water Units,Wind Direction Units,Wind Speed Units,Cloud Type -15,Cloud Type 0,Cloud Type 1,Cloud Type 2,Cloud Type 3,Cloud Type 4,Cloud Type 5,Cloud Type 6,Cloud Type 7,Cloud Type 8,Cloud Type 9,Cloud Type 10,Cloud Type 11,Cloud Type 12,Fill Flag 0,Fill Flag 1,Fill Flag 2,Fill Flag 3,Fill Flag 4,Fill Flag 5,Surface Albedo Units,Version +NSRDB,751441,-,-,-,29.21,-94.58,-6,0,-6,w/m2,w/m2,w/m2,c,w/m2,w/m2,w/m2,Degree,c,mbar,%,cm,Degrees,m/s,N/A,Clear,Probably Clear,Fog,Water,Super-Cooled Water,Mixed,Opaque Ice,Cirrus,Overlapping,Overshooting,Unknown,Dust,Smoke,N/A,Missing Image,Low Irradiance,Exceeds Clearsky,Missing CLoud Properties,Rayleigh Violation,N/A,v3.2.2 +Year,Month,Day,Hour,Minute,GHI,DHI,DNI,Wind Speed,Temperature,Solar Zenith Angle,Pressure,Dew Point +2013,1,1,0,30,0,0,0,5.5,18.8,173.51,1014,18.7 +2013,1,1,1,30,0,0,0,5.9,18.900000000000002,163.51,1014,18.8 +2013,1,1,2,30,0,0,0,6,18.900000000000002,150.67000000000002,1014,18.8 +2013,1,1,3,30,0,0,0,5.5,18.7,137.59,1013,18.7 +2013,1,1,4,30,0,0,0,4.6000000000000005,18.3,124.58,1013,18.3 +2013,1,1,5,30,0,0,0,3.7,17.7,111.79,1014,17.7 +2013,1,1,6,30,0,0,0,3.3000000000000003,16.8,99.34,1014,16.8 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-2013,1,5,1,30,0,0,0,3.2,-2.3000000000000003,166.24,937,-2.3000000000000003 -2013,1,5,2,30,0,0,0,3.4000000000000004,-2.3000000000000003,155.07,937,-2.3000000000000003 -2013,1,5,3,30,0,0,0,3.4000000000000004,-2.4000000000000004,142.61,936,-2.4000000000000004 -2013,1,5,4,30,0,0,0,3.3000000000000003,-2.7,129.95,936,-2.7 -2013,1,5,5,30,0,0,0,3.4000000000000004,-2.8000000000000003,117.38,936,-2.8000000000000003 -2013,1,5,6,30,0,0,0,3.5,-3,105.09,936,-3 -2013,1,5,7,30,0,0,0,3.9000000000000004,-2.5,93.27,936,-2.8000000000000003 -2013,1,5,8,30,120,33,630,4.5,-0.9,82.06,936,-2.5 -2013,1,5,9,30,314,48,866,4.6000000000000005,1.6,72.12,936,-1.9000000000000001 -2013,1,5,10,30,479,56,959,4.5,4.5,63.77,936,-1.6 -2013,1,5,11,30,594,59,1003,4.4,7.4,57.79,935,-2.6 -2013,1,5,12,30,645,59,1022,4.2,9.700000000000001,54.97,934,-4.7 -2013,1,5,13,30,630,58,1017,4,11.100000000000001,55.81,933,-6.1000000000000005 -2013,1,5,14,30,548,54,992,3.5,11.700000000000001,60.15,933,-6.6000000000000005 -2013,1,5,15,30,408,48,935,2.4000000000000004,11.100000000000001,67.31,933,-6.6000000000000005 -2013,1,5,16,30,227,38,806,1.4000000000000001,8.6,76.47,933,-2.1 -2013,1,5,17,30,42,17,449,1.2000000000000002,6.9,86.87,933,-3.7 -2013,1,5,18,30,0,0,0,1.2000000000000002,5.2,98.55,934,-5.800000000000001 -2013,1,5,19,30,0,0,0,1.3,3.6,110.61,935,-6.1000000000000005 -2013,1,5,20,30,0,0,0,1.5,1.9000000000000001,123.05,936,-6.300000000000001 -2013,1,5,21,30,0,0,0,1.7000000000000002,0.5,135.68,936,-6.6000000000000005 -2013,1,5,22,30,0,0,0,1.9000000000000001,-0.6000000000000001,148.3,937,-7 -2013,1,5,23,30,0,0,0,2.2,-1.5,160.41,937,-7.5 -2013,1,6,0,30,0,0,0,2.3000000000000003,-2.2,169.48,938,-7.9 -2013,1,6,1,30,0,0,0,2.3000000000000003,-2.9000000000000004,166.22,938,-8.200000000000001 -2013,1,6,2,30,0,0,0,2.3000000000000003,-3.5,155.1,938,-8.3 -2013,1,6,3,30,0,0,0,2.3000000000000003,-4,142.65,939,-8.200000000000001 -2013,1,6,4,30,0,0,0,2.3000000000000003,-4.5,129.99,939,-8 -2013,1,6,5,30,0,0,0,2.2,-4.800000000000001,117.42,939,-7.5 -2013,1,6,6,30,0,0,0,2.1,-5,105.12,940,-7 -2013,1,6,7,30,0,0,0,2.5,-3.8000000000000003,93.29,940,-6.6000000000000005 -2013,1,6,8,30,121,29,663,2.9000000000000004,-1.1,82.06,940,-5.9 -2013,1,6,9,30,313,42,879,2.5,2.2,72.10000000000001,941,-5 -2013,1,6,10,30,478,50,968,2.5,5.9,63.72,941,-4.3 -2013,1,6,11,30,592,52,1011,2.5,8.5,57.71,940,-4.800000000000001 -2013,1,6,12,30,647,58,1023,2.2,10,54.86,939,-5 -2013,1,6,13,30,632,56,1021,2,10.8,55.67,938,-5 -2013,1,6,14,30,551,53,995,2,11,60,938,-5.2 -2013,1,6,15,30,412,48,936,1.7000000000000002,10.3,67.15,937,-5.2 -2013,1,6,16,30,230,38,810,1.3,7.7,76.31,937,-3.1 -2013,1,6,17,30,44,18,461,1.2000000000000002,5.6000000000000005,86.72,937,-3 -2013,1,6,18,30,0,0,0,1.4000000000000001,2.8000000000000003,98.4,937,-4.7 -2013,1,6,19,30,0,0,0,1.5,1.7000000000000002,110.46000000000001,937,-5.1000000000000005 -2013,1,6,20,30,0,0,0,1.5,0.7000000000000001,122.9,937,-5.4 -2013,1,6,21,30,0,0,0,1.5,-0.1,135.54,937,-5.7 -2013,1,6,22,30,0,0,0,1.6,-0.8,148.15,937,-6 -2013,1,6,23,30,0,0,0,1.6,-1.5,160.25,937,-6.1000000000000005 -2013,1,7,0,30,0,0,0,1.7000000000000002,-1.9000000000000001,169.32,936,-6.1000000000000005 -2013,1,7,1,30,0,0,0,1.7000000000000002,-1.8,166.19,936,-6 -2013,1,7,2,30,0,0,0,1.6,-1.7000000000000002,155.13,935,-5.9 -2013,1,7,3,30,0,0,0,1.5,-2.1,142.69,935,-5.7 -2013,1,7,4,30,0,0,0,1.4000000000000001,-3,130.03,935,-5.6000000000000005 -2013,1,7,5,30,0,0,0,1.4000000000000001,-3.7,117.45,935,-5.6000000000000005 -2013,1,7,6,30,0,0,0,1.5,-3.5,105.15,935,-5.4 -2013,1,7,7,30,0,0,0,1.9000000000000001,-2,93.3,935,-5.2 -2013,1,7,8,30,79,47,229,2.6,-0.1,82.06,935,-4.800000000000001 -2013,1,7,9,30,250,83,540,2.9000000000000004,1.7000000000000002,72.07000000000001,935,-4.6000000000000005 -2013,1,7,10,30,279,197,185,3.3000000000000003,4.3,63.660000000000004,934,-4.1000000000000005 -2013,1,7,11,30,374,245,242,4,6.9,57.620000000000005,933,-4.4 -2013,1,7,12,30,419,267,263,4,8,54.74,932,-5.1000000000000005 -2013,1,7,13,30,394,265,228,3.6,8.1,55.53,931,-5 -2013,1,7,14,30,398,199,395,3.4000000000000004,8.200000000000001,59.84,931,-4.7 -2013,1,7,15,30,198,167,79,3.1,8,66.98,930,-4.4 -2013,1,7,16,30,225,45,753,2.2,5.7,76.15,930,-3.7 -2013,1,7,17,30,25,22,52,1.5,3.7,86.57000000000001,930,-3 -2013,1,7,18,30,0,0,0,1.8,1.5,98.25,930,-3.5 -2013,1,7,19,30,0,0,0,2,1.5,110.32000000000001,930,-3.3000000000000003 -2013,1,7,20,30,0,0,0,2.2,1.3,122.76,929,-3 -2013,1,7,21,30,0,0,0,2.2,1.1,135.39000000000001,929,-2.8000000000000003 -2013,1,7,22,30,0,0,0,2.1,0.9,148.01,929,-2.6 -2013,1,7,23,30,0,0,0,2,0.5,160.1,929,-2.2 -2013,1,8,0,30,0,0,0,1.9000000000000001,0.1,169.17000000000002,928,-1.9000000000000001 -2013,1,8,1,30,0,0,0,1.9000000000000001,-0.4,166.16,928,-1.6 -2013,1,8,2,30,0,0,0,1.7000000000000002,-1,155.15,928,-1.4000000000000001 -2013,1,8,3,30,0,0,0,1.6,-1.5,142.73,928,-1.5 -2013,1,8,4,30,0,0,0,1.4000000000000001,-1.8,130.07,927,-1.8 -2013,1,8,5,30,0,0,0,1.2000000000000002,-1.8,117.48,927,-1.8 -2013,1,8,6,30,0,0,0,1.1,-1,105.17,928,-1 -2013,1,8,7,30,0,0,0,1.3,0.7000000000000001,93.31,928,0.4 -2013,1,8,8,30,101,45,403,1.6,2.2,82.05,929,0.9 -2013,1,8,9,30,10,10,0,1.8,3.1,72.03,929,1.4000000000000001 -2013,1,8,10,30,32,32,0,1.9000000000000001,4.2,63.6,928,2.1 -2013,1,8,11,30,29,29,0,2,5.300000000000001,57.52,927,3.1 -2013,1,8,12,30,107,107,0,2.1,6.300000000000001,54.61,926,4.1000000000000005 -2013,1,8,13,30,125,125,0,2.3000000000000003,7.1000000000000005,55.370000000000005,925,4.800000000000001 -2013,1,8,14,30,128,128,0,2.6,7.5,59.67,924,5.300000000000001 -2013,1,8,15,30,72,72,0,2.9000000000000004,7.4,66.82000000000001,925,5.5 -2013,1,8,16,30,13,13,0,2.6,6.7,75.98,926,5.6000000000000005 -2013,1,8,17,30,38,25,215,2.3000000000000003,6.1000000000000005,86.42,926,5.6000000000000005 -2013,1,8,18,30,0,0,0,2.7,5,98.09,927,5 -2013,1,8,19,30,0,0,0,3.2,4.5,110.17,928,4.5 -2013,1,8,20,30,0,0,0,3.8000000000000003,4.1000000000000005,122.61,927,4.1000000000000005 -2013,1,8,21,30,0,0,0,3.6,4,135.25,928,4 -2013,1,8,22,30,0,0,0,3.7,4,147.86,929,4 -2013,1,8,23,30,0,0,0,4.4,4,159.94,928,4 -2013,1,9,0,30,0,0,0,3.8000000000000003,3.9000000000000004,169,929,3.9000000000000004 -2013,1,9,1,30,0,0,0,2.7,3.9000000000000004,166.11,930,3.9000000000000004 -2013,1,9,2,30,0,0,0,2.6,3.9000000000000004,155.16,931,3.9000000000000004 -2013,1,9,3,30,0,0,0,2.9000000000000004,4,142.76,931,4 -2013,1,9,4,30,0,0,0,3.1,4,130.1,931,4 -2013,1,9,5,30,0,0,0,4,3.9000000000000004,117.51,931,3.9000000000000004 -2013,1,9,6,30,0,0,0,4.7,3.9000000000000004,105.18,931,3.9000000000000004 -2013,1,9,7,30,0,0,0,4.9,4.1000000000000005,93.31,931,4.1000000000000005 -2013,1,9,8,30,22,22,0,5.4,4.7,82.03,932,4.3 -2013,1,9,9,30,21,21,0,5.9,5.7,71.99,932,4.7 -2013,1,9,10,30,32,32,0,6.6000000000000005,6.300000000000001,63.53,931,5 -2013,1,9,11,30,123,123,0,6.2,6.2,57.42,930,5 -2013,1,9,12,30,253,235,31,5.5,5.800000000000001,54.480000000000004,930,4.800000000000001 -2013,1,9,13,30,61,61,0,5.9,5.300000000000001,55.22,928,4.6000000000000005 -2013,1,9,14,30,57,57,0,5.800000000000001,5,59.5,927,4.4 -2013,1,9,15,30,98,98,0,5.4,4.800000000000001,66.64,927,4.3 -2013,1,9,16,30,7,7,0,4.9,4.5,75.81,928,4.3 -2013,1,9,17,30,4,4,0,4.5,4.4,86.26,928,4.4 -2013,1,9,18,30,0,0,0,3.4000000000000004,4.3,97.93,928,4.3 -2013,1,9,19,30,0,0,0,2.7,4.3,110.01,928,4.3 -2013,1,9,20,30,0,0,0,2,4.3,122.46000000000001,928,4.3 -2013,1,9,21,30,0,0,0,1.5,4.3,135.1,928,4.3 -2013,1,9,22,30,0,0,0,1.1,4.4,147.71,928,4.4 -2013,1,9,23,30,0,0,0,0.5,4.3,159.78,927,4.3 -2013,1,10,0,30,0,0,0,0.30000000000000004,4,168.83,927,4 -2013,1,10,1,30,0,0,0,0.8,3.8000000000000003,166.06,926,3.8000000000000003 -2013,1,10,2,30,0,0,0,1.6,3.8000000000000003,155.17000000000002,925,3.8000000000000003 -2013,1,10,3,30,0,0,0,2.3000000000000003,3.9000000000000004,142.78,924,3.9000000000000004 -2013,1,10,4,30,0,0,0,1.9000000000000001,4,130.12,924,4 -2013,1,10,5,30,0,0,0,1.4000000000000001,4,117.53,925,4 -2013,1,10,6,30,0,0,0,1.6,4.2,105.19,926,4.2 -2013,1,10,7,30,0,0,0,2.4000000000000004,4.5,93.3,927,4.2 -2013,1,10,8,30,108,39,496,3.4000000000000004,5.4,82.01,927,4.1000000000000005 -2013,1,10,9,30,124,117,22,4,7.2,71.95,927,4.3 -2013,1,10,10,30,271,200,157,4.5,9.700000000000001,63.46,926,4.7 -2013,1,10,11,30,331,254,144,5.1000000000000005,12.100000000000001,57.31,925,4.800000000000001 -2013,1,10,12,30,630,67,964,5.4,13.700000000000001,54.33,924,4.5 -2013,1,10,13,30,615,65,960,5.300000000000001,14.5,55.050000000000004,924,4.5 -2013,1,10,14,30,538,61,935,5,14.8,59.33,924,4.5 -2013,1,10,15,30,403,54,873,4.2,14.3,66.47,924,4.6000000000000005 -2013,1,10,16,30,228,43,747,2.5,11.8,75.64,924,5 -2013,1,10,17,30,48,20,411,1.5,9.8,86.10000000000001,925,5.300000000000001 -2013,1,10,18,30,0,0,0,2.1,7.4,97.78,925,4.4 -2013,1,10,19,30,0,0,0,2.7,6.9,109.86,925,3.9000000000000004 -2013,1,10,20,30,0,0,0,3.2,6.2,122.31,925,3.1 -2013,1,10,21,30,0,0,0,3.3000000000000003,5.5,134.95,925,2.1 -2013,1,10,22,30,0,0,0,3.5,4.9,147.56,925,1.3 -2013,1,10,23,30,0,0,0,3.9000000000000004,4.5,159.61,924,1 -2013,1,11,0,30,0,0,0,4.3,4.2,168.65,924,1 -2013,1,11,1,30,0,0,0,4.5,4.2,166,924,1.3 -2013,1,11,2,30,0,0,0,4.6000000000000005,4.3,155.17000000000002,924,1.7000000000000002 -2013,1,11,3,30,0,0,0,4.6000000000000005,4.4,142.8,923,2.2 -2013,1,11,4,30,0,0,0,4.800000000000001,4.7,130.14000000000001,923,2.7 -2013,1,11,5,30,0,0,0,4.9,5,117.54,922,3 -2013,1,11,6,30,0,0,0,5,5.300000000000001,105.2,922,3.2 -2013,1,11,7,30,0,0,0,5.4,6.2,93.29,923,3.6 -2013,1,11,8,30,78,49,213,5.9,8.4,81.98,923,4.1000000000000005 -2013,1,11,9,30,259,79,580,7.1000000000000005,11.9,71.9,923,5 -2013,1,11,10,30,383,140,544,8.3,15.4,63.370000000000005,923,5.4 -2013,1,11,11,30,516,125,723,8.200000000000001,17.5,57.19,921,5.1000000000000005 -2013,1,11,12,30,648,67,992,7.6000000000000005,18.400000000000002,54.18,920,4.7 -2013,1,11,13,30,636,68,986,7,18.900000000000002,54.88,919,4.3 -2013,1,11,14,30,456,151,595,6.2,19.200000000000003,59.14,919,3.9000000000000004 -2013,1,11,15,30,234,176,144,4.7,18.1,66.29,919,3.6 -2013,1,11,16,30,106,96,37,3.1,15.3,75.47,919,4.7 -2013,1,11,17,30,25,24,5,2.5,13.700000000000001,85.94,920,5.2 -2013,1,11,18,30,0,0,0,2.7,12.200000000000001,97.61,920,5.1000000000000005 -2013,1,11,19,30,0,0,0,3,12,109.7,921,5.300000000000001 -2013,1,11,20,30,0,0,0,3.1,11.5,122.16,921,5.5 -2013,1,11,21,30,0,0,0,2.7,10.700000000000001,134.8,922,5.6000000000000005 -2013,1,11,22,30,0,0,0,2.1,9.700000000000001,147.4,922,5.6000000000000005 -2013,1,11,23,30,0,0,0,1.7000000000000002,8.9,159.44,922,5.300000000000001 -2013,1,12,0,30,0,0,0,1.6,8.3,168.47,923,4.800000000000001 -2013,1,12,1,30,0,0,0,1.7000000000000002,7.6000000000000005,165.93,923,3.9000000000000004 -2013,1,12,2,30,0,0,0,2.3000000000000003,6.9,155.16,923,2.7 -2013,1,12,3,30,0,0,0,3,5.9,142.81,923,1 -2013,1,12,4,30,0,0,0,3.4000000000000004,4.7,130.15,922,-0.8 -2013,1,12,5,30,0,0,0,3.7,3.6,117.55,922,-3 -2013,1,12,6,30,0,0,0,3.8000000000000003,3,105.19,922,-5.300000000000001 -2013,1,12,7,30,0,0,0,3.9000000000000004,3.2,93.28,922,-6.2 -2013,1,12,8,30,39,39,0,4.3,4.3,81.95,923,-6.2 -2013,1,12,9,30,19,19,0,4.6000000000000005,5.9,71.84,923,-6.1000000000000005 -2013,1,12,10,30,206,186,45,4.800000000000001,7.4,63.28,923,-6.1000000000000005 -2013,1,12,11,30,181,177,7,4.800000000000001,8.5,57.07,923,-5.9 -2013,1,12,12,30,176,174,4,4.7,9.3,54.03,922,-5.7 -2013,1,12,13,30,99,99,0,4.6000000000000005,9.600000000000001,54.7,922,-5.4 -2013,1,12,14,30,94,94,0,4.7,9.3,58.96,922,-5.4 -2013,1,12,15,30,228,178,123,4.800000000000001,8.3,66.1,922,-5.6000000000000005 -2013,1,12,16,30,245,49,774,4.2,6.300000000000001,75.29,923,-5.800000000000001 -2013,1,12,17,30,56,24,430,3.7,4.9,85.77,924,-5.300000000000001 -2013,1,12,18,30,0,0,0,3.9000000000000004,1.9000000000000001,97.45,925,-5.1000000000000005 -2013,1,12,19,30,0,0,0,4.4,0.5,109.55,926,-5.300000000000001 -2013,1,12,20,30,0,0,0,4.7,-0.9,122.01,926,-5.2 -2013,1,12,21,30,0,0,0,4.6000000000000005,-2.1,134.65,927,-5 -2013,1,12,22,30,0,0,0,4.5,-3,147.25,927,-4.9 -2013,1,12,23,30,0,0,0,4.2,-3.6,159.27,928,-5.2 -2013,1,13,0,30,0,0,0,3.9000000000000004,-4.2,168.28,929,-5.9 -2013,1,13,1,30,0,0,0,3.8000000000000003,-4.7,165.85,930,-6.7 -2013,1,13,2,30,0,0,0,3.7,-5.2,155.15,930,-7.6000000000000005 -2013,1,13,3,30,0,0,0,3.7,-5.7,142.81,931,-8.6 -2013,1,13,4,30,0,0,0,3.8000000000000003,-6.1000000000000005,130.16,931,-9.5 -2013,1,13,5,30,0,0,0,3.8000000000000003,-6.5,117.55,932,-10.3 -2013,1,13,6,30,0,0,0,3.6,-6.7,105.19,933,-11 -2013,1,13,7,30,0,0,0,4,-6.2,93.26,934,-11.4 -2013,1,13,8,30,125,34,648,4.7,-4.6000000000000005,81.9,935,-12 -2013,1,13,9,30,324,51,872,4.7,-2.6,71.77,935,-13.100000000000001 -2013,1,13,10,30,496,60,967,4.3,-0.8,63.190000000000005,935,-12.8 -2013,1,13,11,30,616,65,1011,4.1000000000000005,0.8,56.94,934,-12.100000000000001 -2013,1,13,12,30,673,67,1028,3.8000000000000003,2.1,53.86,933,-11.4 -2013,1,13,13,30,661,66,1025,3.6,3,54.51,932,-10.9 -2013,1,13,14,30,582,63,1000,3.5,3.3000000000000003,58.76,932,-10.600000000000001 -2013,1,13,15,30,442,56,946,3.5,2.9000000000000004,65.91,932,-10.4 -2013,1,13,16,30,257,44,828,2.6,1,75.10000000000001,932,-10.4 -2013,1,13,17,30,62,23,502,1.8,-0.5,85.59,933,-8.700000000000001 -2013,1,13,18,30,0,0,0,1.8,-3.3000000000000003,97.29,933,-8.8 -2013,1,13,19,30,0,0,0,1.9000000000000001,-4,109.39,934,-9.3 -2013,1,13,20,30,0,0,0,2.1,-4.6000000000000005,121.86,934,-9.600000000000001 -2013,1,13,21,30,0,0,0,2.5,-5.1000000000000005,134.5,934,-10 -2013,1,13,22,30,0,0,0,3,-5.6000000000000005,147.09,934,-10.5 -2013,1,13,23,30,0,0,0,3.1,-6.1000000000000005,159.1,934,-10.9 -2013,1,14,0,30,0,0,0,2.7,-6.5,168.09,934,-11.200000000000001 -2013,1,14,1,30,0,0,0,2.4000000000000004,-6.9,165.76,935,-11.4 -2013,1,14,2,30,0,0,0,2.4000000000000004,-7,155.13,935,-11.600000000000001 -2013,1,14,3,30,0,0,0,2.6,-7.1000000000000005,142.81,935,-11.8 -2013,1,14,4,30,0,0,0,2.7,-7.1000000000000005,130.17000000000002,935,-12 -2013,1,14,5,30,0,0,0,2.8000000000000003,-7,117.55,935,-12.100000000000001 -2013,1,14,6,30,0,0,0,2.9000000000000004,-6.9,105.18,936,-12.100000000000001 -2013,1,14,7,30,0,0,0,3.5,-6.1000000000000005,93.23,936,-12.100000000000001 -2013,1,14,8,30,122,34,626,4.3,-4.4,81.86,936,-12.4 -2013,1,14,9,30,319,50,854,4.6000000000000005,-2.3000000000000003,71.7,936,-12.600000000000001 -2013,1,14,10,30,488,58,951,4.2,-0.4,63.08,935,-12.3 -2013,1,14,11,30,608,63,995,3.7,1.3,56.800000000000004,934,-11.8 -2013,1,14,12,30,664,64,1014,3.4000000000000004,2.7,53.69,933,-11.200000000000001 -2013,1,14,13,30,653,63,1011,3.3000000000000003,3.5,54.32,932,-10.700000000000001 -2013,1,14,14,30,575,60,987,3.3000000000000003,3.8000000000000003,58.56,932,-10.200000000000001 -2013,1,14,15,30,437,54,931,3.2,3.5,65.71000000000001,932,-9.9 -2013,1,14,16,30,255,45,810,2.2,1.2000000000000002,74.92,933,-9.600000000000001 -2013,1,14,17,30,62,23,489,1.3,-0.7000000000000001,85.42,933,-7.800000000000001 -2013,1,14,18,30,0,0,0,1.4000000000000001,-3.4000000000000004,97.12,934,-8.8 -2013,1,14,19,30,0,0,0,1.7000000000000002,-3.9000000000000004,109.23,934,-9.4 -2013,1,14,20,30,0,0,0,2,-4.2,121.7,934,-10 -2013,1,14,21,30,0,0,0,2.2,-4.5,134.35,933,-10.4 -2013,1,14,22,30,0,0,0,2.2,-4.9,146.94,933,-10.700000000000001 -2013,1,14,23,30,0,0,0,2.2,-5.4,158.93,933,-10.8 -2013,1,15,0,30,0,0,0,2.3000000000000003,-5.7,167.89000000000001,933,-10.8 -2013,1,15,1,30,0,0,0,2.4000000000000004,-5.9,165.67000000000002,933,-10.9 -2013,1,15,2,30,0,0,0,2.7,-6.2,155.11,933,-11 -2013,1,15,3,30,0,0,0,2.8000000000000003,-6.4,142.81,933,-11 -2013,1,15,4,30,0,0,0,2.9000000000000004,-6.6000000000000005,130.16,933,-11 -2013,1,15,5,30,0,0,0,2.9000000000000004,-6.7,117.55,933,-10.9 -2013,1,15,6,30,0,0,0,2.9000000000000004,-6.7,105.16,933,-10.9 -2013,1,15,7,30,0,0,0,3.3000000000000003,-6,93.2,933,-10.8 -2013,1,15,8,30,120,35,595,3.8000000000000003,-4,81.8,934,-10.8 -2013,1,15,9,30,41,41,0,4.1000000000000005,-1.3,71.62,934,-10.8 -2013,1,15,10,30,111,111,0,4.3,0.9,62.97,934,-10.4 -2013,1,15,11,30,204,196,14,4.5,2.3000000000000003,56.65,933,-9.8 -2013,1,15,12,30,201,196,9,4.800000000000001,3.1,53.52,932,-9.700000000000001 -2013,1,15,13,30,168,166,2,5,3.4000000000000004,54.13,932,-9.700000000000001 -2013,1,15,14,30,183,179,9,5.1000000000000005,3.2,58.36,932,-9.8 -2013,1,15,15,30,434,65,890,4.800000000000001,2.6,65.52,933,-9.8 -2013,1,15,16,30,253,51,766,3.4000000000000004,0.5,74.73,934,-9.600000000000001 -2013,1,15,17,30,63,26,456,2.3000000000000003,-1,85.25,934,-8.8 -2013,1,15,18,30,0,0,0,1.6,-3.9000000000000004,96.95,935,-9 -2013,1,15,19,30,0,0,0,1.4000000000000001,-4.3,109.07000000000001,935,-9.3 -2013,1,15,20,30,0,0,0,1.2000000000000002,-4.5,121.55,935,-9.5 -2013,1,15,21,30,0,0,0,1.2000000000000002,-4.6000000000000005,134.2,935,-9.700000000000001 -2013,1,15,22,30,0,0,0,1.1,-5,146.78,935,-9.700000000000001 -2013,1,15,23,30,0,0,0,1.2000000000000002,-5.4,158.75,935,-9.700000000000001 -2013,1,16,0,30,0,0,0,1.3,-5.5,167.68,934,-9.700000000000001 -2013,1,16,1,30,0,0,0,1.5,-5.6000000000000005,165.56,934,-9.600000000000001 -2013,1,16,2,30,0,0,0,1.8,-5.6000000000000005,155.07,934,-9.600000000000001 -2013,1,16,3,30,0,0,0,2,-5.6000000000000005,142.8,934,-9.600000000000001 -2013,1,16,4,30,0,0,0,2.2,-5.7,130.16,934,-9.600000000000001 -2013,1,16,5,30,0,0,0,2.2,-5.800000000000001,117.53,934,-9.8 -2013,1,16,6,30,0,0,0,2.1,-5.9,105.13,935,-10 -2013,1,16,7,30,0,0,0,2.6,-5,93.16,935,-10.200000000000001 -2013,1,16,8,30,127,32,665,3.1,-2.4000000000000004,81.75,935,-10.200000000000001 -2013,1,16,9,30,327,47,884,3.2,1.1,71.53,936,-10.200000000000001 -2013,1,16,10,30,494,53,966,3.7,4,62.86,935,-11.700000000000001 -2013,1,16,11,30,608,55,1002,4.2,5.800000000000001,56.5,934,-12.3 -2013,1,16,12,30,661,57,1012,4.7,7.1000000000000005,53.33,933,-11.8 -2013,1,16,13,30,643,56,997,5.2,8.1,53.92,933,-10.100000000000001 -2013,1,16,14,30,564,53,969,5.4,8.6,58.15,932,-8.200000000000001 -2013,1,16,15,30,428,48,910,4.800000000000001,8.5,65.31,933,-6.5 -2013,1,16,16,30,250,39,790,3.1,5.9,74.54,933,-4.9 -2013,1,16,17,30,64,21,493,2,3.6,85.08,933,-3.6 -2013,1,16,18,30,0,0,0,1.8,1,96.78,935,-3.9000000000000004 -2013,1,16,19,30,0,0,0,1.7000000000000002,0.5,108.91,935,-3.8000000000000003 -2013,1,16,20,30,0,0,0,1.7000000000000002,0.1,121.39,936,-3.6 -2013,1,16,21,30,0,0,0,1.8,-0.30000000000000004,134.04,936,-3.2 -2013,1,16,22,30,0,0,0,1.9000000000000001,-0.7000000000000001,146.62,936,-2.7 -2013,1,16,23,30,0,0,0,2.1,-1,158.57,937,-2.3000000000000003 -2013,1,17,0,30,0,0,0,2.3000000000000003,-1.2000000000000002,167.47,937,-2.1 -2013,1,17,1,30,0,0,0,2.4000000000000004,-1.5,165.44,938,-2.1 -2013,1,17,2,30,0,0,0,2.4000000000000004,-1.7000000000000002,155.03,938,-2.2 -2013,1,17,3,30,0,0,0,2.5,-1.8,142.78,938,-2.4000000000000004 -2013,1,17,4,30,0,0,0,2.7,-1.8,130.14000000000001,938,-2.5 -2013,1,17,5,30,0,0,0,2.9000000000000004,-1.9000000000000001,117.51,939,-2.6 -2013,1,17,6,30,0,0,0,2.9000000000000004,-2.1,105.11,940,-2.7 -2013,1,17,7,30,0,0,0,3.3000000000000003,-1,93.11,941,-2.8000000000000003 -2013,1,17,8,30,121,29,638,3.7,1.7000000000000002,81.68,942,-2.9000000000000004 -2013,1,17,9,30,313,41,853,3.5,5.1000000000000005,71.44,943,-2.6 -2013,1,17,10,30,481,50,941,3.6,8.6,62.730000000000004,943,-2.8000000000000003 -2013,1,17,11,30,599,54,984,3.6,11.3,56.34,943,-3.3000000000000003 -2013,1,17,12,30,656,56,1002,3.5,13,53.14,942,-3.8000000000000003 -2013,1,17,13,30,646,55,999,3.3000000000000003,13.5,53.71,941,-3.6 -2013,1,17,14,30,570,53,975,3,13.5,57.94,941,-3.3000000000000003 -2013,1,17,15,30,437,51,917,2.4000000000000004,12.700000000000001,65.11,941,-2.9000000000000004 -2013,1,17,16,30,258,41,804,1.6,9.9,74.35000000000001,941,-1.4000000000000001 -2013,1,17,17,30,68,23,508,1.2000000000000002,7.800000000000001,84.9,941,0.1 -2013,1,17,18,30,0,0,0,1.4000000000000001,5.5,96.61,942,-1.6 -2013,1,17,19,30,0,0,0,1.3,5,108.75,942,-1.9000000000000001 -2013,1,17,20,30,0,0,0,1.3,4.4,121.24000000000001,943,-2.1 -2013,1,17,21,30,0,0,0,1.3,3.8000000000000003,133.89000000000001,943,-2.2 -2013,1,17,22,30,0,0,0,1.3,3.1,146.46,943,-2.3000000000000003 -2013,1,17,23,30,0,0,0,1.3,2.4000000000000004,158.39000000000001,942,-2.4000000000000004 -2013,1,18,0,30,0,0,0,1.3,1.7000000000000002,167.26,942,-2.5 -2013,1,18,1,30,0,0,0,1.3,0.9,165.32,942,-2.6 -2013,1,18,2,30,0,0,0,1.4000000000000001,0.1,154.99,942,-2.7 -2013,1,18,3,30,0,0,0,1.4000000000000001,-0.8,142.76,941,-2.7 -2013,1,18,4,30,0,0,0,1.5,-1.5,130.12,941,-2.6 -2013,1,18,5,30,0,0,0,1.7000000000000002,-1.8,117.49000000000001,941,-2.5 -2013,1,18,6,30,0,0,0,2.1,-1.9000000000000001,105.07000000000001,941,-2.3000000000000003 -2013,1,18,7,30,0,0,0,3.2,-0.2,93.06,941,-2.1 -2013,1,18,8,30,123,32,626,4.1000000000000005,2.9000000000000004,81.61,941,-1.6 -2013,1,18,9,30,317,48,841,4.5,6.6000000000000005,71.34,941,-0.9 -2013,1,18,10,30,486,58,932,5.300000000000001,10.600000000000001,62.6,941,-0.6000000000000001 -2013,1,18,11,30,606,63,975,5.5,13.4,56.18,939,-1.2000000000000002 -2013,1,18,12,30,664,68,989,5.300000000000001,15.100000000000001,52.95,938,-1.4000000000000001 -2013,1,18,13,30,654,68,985,5,16,53.5,936,-1.4000000000000001 -2013,1,18,14,30,578,66,960,4.800000000000001,16.3,57.72,936,-1.4000000000000001 -2013,1,18,15,30,442,60,900,4,15.5,64.9,935,-1.6 -2013,1,18,16,30,264,49,787,2.7,12.4,74.15,935,-0.6000000000000001 -2013,1,18,17,30,71,27,480,2,9.9,84.72,935,0.6000000000000001 -2013,1,18,18,30,0,0,0,2.5,7.2,96.44,935,-0.2 -2013,1,18,19,30,0,0,0,2.9000000000000004,6.7,108.58,935,-0.5 -2013,1,18,20,30,0,0,0,3.4000000000000004,6.1000000000000005,121.08,935,-0.6000000000000001 -2013,1,18,21,30,0,0,0,3.7,5.5,133.73,935,-0.6000000000000001 -2013,1,18,22,30,0,0,0,4,4.9,146.29,935,-0.6000000000000001 -2013,1,18,23,30,0,0,0,4.1000000000000005,4.4,158.20000000000002,934,-0.5 -2013,1,19,0,30,0,0,0,4.2,4,167.04,934,-0.4 -2013,1,19,1,30,0,0,0,4.3,3.7,165.19,934,-0.30000000000000004 -2013,1,19,2,30,0,0,0,4.1000000000000005,3.3000000000000003,154.93,934,-0.2 -2013,1,19,3,30,0,0,0,3.8000000000000003,2.7,142.72,933,-0.30000000000000004 -2013,1,19,4,30,0,0,0,3.6,2,130.1,933,-0.30000000000000004 -2013,1,19,5,30,0,0,0,3.5,1.4000000000000001,117.46000000000001,933,-0.2 -2013,1,19,6,30,0,0,0,3.6,1,105.03,933,-0.1 -2013,1,19,7,30,0,0,0,4.2,1.6,93.01,933,0 -2013,1,19,8,30,97,45,352,4.6000000000000005,4,81.54,933,0.2 -2013,1,19,9,30,325,49,856,4.7,7.7,71.24,933,0.5 -2013,1,19,10,30,495,57,948,4.9,11.700000000000001,62.47,933,0.30000000000000004 -2013,1,19,11,30,616,61,994,4.7,15,56.01,932,0.1 -2013,1,19,12,30,679,61,1021,4.5,17.400000000000002,52.74,931,-0.9 -2013,1,19,13,30,669,61,1019,4.1000000000000005,18.8,53.28,930,-2.3000000000000003 -2013,1,19,14,30,593,57,997,3.6,19.1,57.5,930,-3.1 -2013,1,19,15,30,455,51,946,2.4000000000000004,18,64.69,930,-3.6 -2013,1,19,16,30,273,41,839,1.3,14.600000000000001,73.96000000000001,930,2.1 -2013,1,19,17,30,78,23,571,1.3,12.200000000000001,84.54,931,0.9 -2013,1,19,18,30,0,0,0,1.5,8.700000000000001,96.26,932,-1.4000000000000001 -2013,1,19,19,30,0,0,0,1.6,7.2,108.42,933,-1.6 -2013,1,19,20,30,0,0,0,1.7000000000000002,5.800000000000001,120.92,933,-1.8 -2013,1,19,21,30,0,0,0,1.7000000000000002,4.6000000000000005,133.58,934,-1.9000000000000001 -2013,1,19,22,30,0,0,0,1.6,3.6,146.13,934,-2.1 -2013,1,19,23,30,0,0,0,1.5,2.7,158.02,934,-2.3000000000000003 -2013,1,20,0,30,0,0,0,1.5,2,166.81,934,-2.6 -2013,1,20,1,30,0,0,0,1.5,1.4000000000000001,165.05,934,-2.8000000000000003 -2013,1,20,2,30,0,0,0,1.6,0.8,154.87,934,-2.9000000000000004 -2013,1,20,3,30,0,0,0,1.7000000000000002,0.30000000000000004,142.69,934,-3 -2013,1,20,4,30,0,0,0,1.7000000000000002,-0.1,130.06,934,-3 -2013,1,20,5,30,0,0,0,1.7000000000000002,-0.6000000000000001,117.42,934,-3.1 -2013,1,20,6,30,0,0,0,1.6,-1,104.98,934,-3.3000000000000003 -2013,1,20,7,30,0,0,0,2,0.7000000000000001,92.94,934,-3.5 -2013,1,20,8,30,131,30,685,2.5,4.1000000000000005,81.46000000000001,934,-3.1 -2013,1,20,9,30,328,43,881,2.1,7.6000000000000005,71.13,935,-2.8000000000000003 -2013,1,20,10,30,500,50,969,1,12.100000000000001,62.32,934,-1.3 -2013,1,20,11,30,622,54,1011,0.9,15.9,55.83,933,-1 -2013,1,20,12,30,683,62,1022,1.5,17.6,52.53,932,-2.3000000000000003 -2013,1,20,13,30,674,62,1019,1.9000000000000001,18.2,53.050000000000004,931,-2.9000000000000004 -2013,1,20,14,30,598,59,997,2,18.3,57.28,930,-3.4000000000000004 -2013,1,20,15,30,461,54,943,1.6,17.400000000000002,64.47,930,-3.9000000000000004 -2013,1,20,16,30,281,46,842,1.1,15.100000000000001,73.76,930,1.6 -2013,1,20,17,30,81,26,558,1.1,13.600000000000001,84.36,930,-0.1 -2013,1,20,18,30,0,0,0,1.2000000000000002,11.600000000000001,96.09,930,-2.8000000000000003 -2013,1,20,19,30,0,0,0,1.4000000000000001,10.200000000000001,108.26,930,-3 -2013,1,20,20,30,0,0,0,1.5,8.700000000000001,120.76,931,-3 -2013,1,20,21,30,0,0,0,1.6,7.4,133.42000000000002,931,-3 -2013,1,20,22,30,0,0,0,1.6,6.300000000000001,145.97,931,-3 -2013,1,20,23,30,0,0,0,1.5,5.5,157.83,932,-3.1 -2013,1,21,0,30,0,0,0,1.4000000000000001,5.1000000000000005,166.58,932,-3.3000000000000003 -2013,1,21,1,30,0,0,0,1.1,4.7,164.9,932,-3.4000000000000004 -2013,1,21,2,30,0,0,0,1.2000000000000002,3.4000000000000004,154.8,933,-3.5 -2013,1,21,3,30,0,0,0,1.9000000000000001,1.7000000000000002,142.64000000000001,933,-3.3000000000000003 -2013,1,21,4,30,0,0,0,2.7,0.7000000000000001,130.03,933,-2.9000000000000004 -2013,1,21,5,30,0,0,0,3.4000000000000004,-0.2,117.38,934,-2.5 -2013,1,21,6,30,0,0,0,3.8000000000000003,-1.4000000000000001,104.93,935,-2.4000000000000004 -2013,1,21,7,30,0,0,0,4.4,-1.7000000000000002,92.88,936,-3 -2013,1,21,8,30,130,35,631,5.2,-0.30000000000000004,81.37,936,-4.3 -2013,1,21,9,30,328,53,848,5.300000000000001,1.7000000000000002,71.01,937,-5.4 -2013,1,21,10,30,381,166,460,5.1000000000000005,4,62.17,937,-5.7 -2013,1,21,11,30,623,67,985,4.7,6,55.64,937,-5.300000000000001 -2013,1,21,12,30,683,68,1006,4,7.6000000000000005,52.32,936,-4.7 -2013,1,21,13,30,670,67,997,3.1,8.700000000000001,52.82,935,-4 -2013,1,21,14,30,594,64,973,2.2,9.3,57.04,935,-3.3000000000000003 -2013,1,21,15,30,458,57,923,1.4000000000000001,9.200000000000001,64.25,934,-2.8000000000000003 -2013,1,21,16,30,277,47,811,0.8,8,73.55,934,-2.4000000000000004 -2013,1,21,17,30,80,27,525,0.6000000000000001,7,84.17,934,-1.4000000000000001 -2013,1,21,18,30,0,0,0,0.7000000000000001,5,95.92,935,-2.2 -2013,1,21,19,30,0,0,0,0.9,4.1000000000000005,108.09,935,-2.5 -2013,1,21,20,30,0,0,0,1,3.2,120.61,935,-2.9000000000000004 -2013,1,21,21,30,0,0,0,1.2000000000000002,2.2,133.26,935,-3.2 -2013,1,21,22,30,0,0,0,1.2000000000000002,1.4000000000000001,145.8,935,-3.4000000000000004 -2013,1,21,23,30,0,0,0,1.1,1,157.64000000000001,935,-3.6 -2013,1,22,0,30,0,0,0,1,0.8,166.35,935,-3.8000000000000003 -2013,1,22,1,30,0,0,0,1,0.6000000000000001,164.74,935,-3.8000000000000003 -2013,1,22,2,30,0,0,0,1,0.6000000000000001,154.72,935,-3.7 -2013,1,22,3,30,0,0,0,1,0.7000000000000001,142.59,935,-3.4000000000000004 -2013,1,22,4,30,0,0,0,0.9,0.8,129.98,935,-3 -2013,1,22,5,30,0,0,0,0.9,0.8,117.33,935,-2.7 -2013,1,22,6,30,0,0,0,1,0.7000000000000001,104.87,935,-2.3000000000000003 -2013,1,22,7,30,0,0,0,1.6,2,92.8,935,-1.8 -2013,1,22,8,30,118,48,467,2.7,4.7,81.27,935,-0.7000000000000001 -2013,1,22,9,30,221,126,289,3.4000000000000004,7.9,70.89,935,0.9 -2013,1,22,10,30,480,90,831,4.1000000000000005,11.700000000000001,62.02,935,4 -2013,1,22,11,30,600,95,890,4.9,15,55.45,934,7.2 -2013,1,22,12,30,665,82,949,5.1000000000000005,17.2,52.1,933,8.700000000000001 -2013,1,22,13,30,655,81,944,5,18.400000000000002,52.58,932,8.9 -2013,1,22,14,30,580,77,920,4.7,18.900000000000002,56.81,932,8.8 -2013,1,22,15,30,449,64,879,4,18.6,64.03,931,8.6 -2013,1,22,16,30,271,53,761,2.6,16,73.35000000000001,931,8.6 -2013,1,22,17,30,79,30,470,1.8,13.9,83.99,931,8.6 -2013,1,22,18,30,0,0,0,2,11,95.74000000000001,932,8.200000000000001 -2013,1,22,19,30,0,0,0,2.3000000000000003,10.4,107.93,932,8.4 -2013,1,22,20,30,0,0,0,2.9000000000000004,9.8,120.45,932,8.700000000000001 -2013,1,22,21,30,0,0,0,3.4000000000000004,9.3,133.1,933,9.1 -2013,1,22,22,30,0,0,0,3.6,8.700000000000001,145.63,933,8.700000000000001 -2013,1,22,23,30,0,0,0,3.6,8.3,157.44,933,8.3 -2013,1,23,0,30,0,0,0,3.5,8.1,166.11,933,8.1 -2013,1,23,1,30,0,0,0,3.3000000000000003,8,164.57,934,8 -2013,1,23,2,30,0,0,0,3.1,7.7,154.63,934,7.7 -2013,1,23,3,30,0,0,0,2.9000000000000004,7.6000000000000005,142.54,934,7.6000000000000005 -2013,1,23,4,30,0,0,0,2.8000000000000003,7.5,129.93,934,7.5 -2013,1,23,5,30,0,0,0,2.7,7.4,117.28,934,7.4 -2013,1,23,6,30,0,0,0,2.6,7.4,104.81,934,7.4 -2013,1,23,7,30,0,0,0,3.1,7.800000000000001,92.72,935,7.800000000000001 -2013,1,23,8,30,125,45,527,3.9000000000000004,8.700000000000001,81.18,935,7.800000000000001 -2013,1,23,9,30,325,67,784,4.5,10.5,70.76,935,8 -2013,1,23,10,30,502,72,911,4.7,13.5,61.86,935,8.1 -2013,1,23,11,30,627,72,975,4.6000000000000005,16.7,55.25,934,7.7 -2013,1,23,12,30,688,67,1005,4.6000000000000005,19.400000000000002,51.870000000000005,933,6.6000000000000005 -2013,1,23,13,30,679,65,1005,4.6000000000000005,21.200000000000003,52.34,933,4.7 -2013,1,23,14,30,607,62,990,4.7,22,56.57,932,2.5 -2013,1,23,15,30,471,55,941,3.8000000000000003,21.400000000000002,63.81,932,1 -2013,1,23,16,30,288,46,834,2.5,17.900000000000002,73.14,932,2.6 -2013,1,23,17,30,88,27,567,2,15.3,83.81,932,3.3000000000000003 -2013,1,23,18,30,0,0,0,2.3000000000000003,12,95.56,932,1.7000000000000002 -2013,1,23,19,30,0,0,0,2.6,11.200000000000001,107.76,932,1 -2013,1,23,20,30,0,0,0,2.9000000000000004,10.600000000000001,120.29,932,0.7000000000000001 -2013,1,23,21,30,0,0,0,3.2,10.200000000000001,132.94,932,0.8 -2013,1,23,22,30,0,0,0,3.5,9.8,145.47,933,1.6 -2013,1,23,23,30,0,0,0,3.9000000000000004,9.4,157.25,933,3.1 -2013,1,24,0,30,0,0,0,4.1000000000000005,8.9,165.86,933,4.800000000000001 -2013,1,24,1,30,0,0,0,4.1000000000000005,8.3,164.39000000000001,933,6.5 -2013,1,24,2,30,0,0,0,4.1000000000000005,7.9,154.54,933,7.6000000000000005 -2013,1,24,3,30,0,0,0,4.2,7.800000000000001,142.47,933,7.800000000000001 -2013,1,24,4,30,0,0,0,4.2,7.6000000000000005,129.88,932,7.6000000000000005 -2013,1,24,5,30,0,0,0,4,7.2,117.22,933,7.2 -2013,1,24,6,30,0,0,0,4.1000000000000005,6.7,104.74000000000001,933,6.7 -2013,1,24,7,30,0,0,0,4.4,7,92.64,933,5.7 -2013,1,24,8,30,97,51,293,4.4,8.700000000000001,81.07000000000001,934,4 -2013,1,24,9,30,282,80,610,4,11.9,70.63,934,2.5 -2013,1,24,10,30,508,60,945,3.7,15.9,61.690000000000005,934,1.4000000000000001 -2013,1,24,11,30,631,65,989,3.6,19.200000000000003,55.050000000000004,933,0.2 -2013,1,24,12,30,691,65,1009,3.7,21.700000000000003,51.63,932,0 -2013,1,24,13,30,680,64,1002,3.7,23.3,52.09,931,0.6000000000000001 -2013,1,24,14,30,605,61,980,3.4000000000000004,24.1,56.33,930,1.4000000000000001 -2013,1,24,15,30,467,57,923,2.4000000000000004,23.1,63.58,929,2.1 -2013,1,24,16,30,285,48,809,1.3,20.200000000000003,72.93,929,7.4 -2013,1,24,17,30,78,31,420,1.2000000000000002,18.400000000000002,83.62,929,6.5 -2013,1,24,18,30,0,0,0,2,15.3,95.39,929,5.4 -2013,1,24,19,30,0,0,0,2.7,14.5,107.59,929,5.5 -2013,1,24,20,30,0,0,0,3.4000000000000004,14,120.13,929,5.7 -2013,1,24,21,30,0,0,0,3.9000000000000004,13.3,132.78,929,5.9 -2013,1,24,22,30,0,0,0,4.1000000000000005,12.600000000000001,145.3,929,6.300000000000001 -2013,1,24,23,30,0,0,0,4.1000000000000005,12.100000000000001,157.05,929,6.7 -2013,1,25,0,30,0,0,0,4,11.8,165.61,929,7 -2013,1,25,1,30,0,0,0,4,11.4,164.21,929,7.2 -2013,1,25,2,30,0,0,0,3.8000000000000003,10.700000000000001,154.44,929,7.2 -2013,1,25,3,30,0,0,0,3.6,9.700000000000001,142.4,929,6.9 -2013,1,25,4,30,0,0,0,3.2,8.8,129.81,929,6.300000000000001 -2013,1,25,5,30,0,0,0,2.7,7.9,117.16,929,5.5 -2013,1,25,6,30,0,0,0,2.2,7.1000000000000005,104.67,930,4.6000000000000005 -2013,1,25,7,30,0,0,0,2.7,7.2,92.55,931,3.8000000000000003 -2013,1,25,8,30,76,58,111,3.6,7.800000000000001,80.96000000000001,932,2.7 -2013,1,25,9,30,218,133,255,4,8.200000000000001,70.49,933,1.9000000000000001 -2013,1,25,10,30,391,171,460,4.2,8.4,61.51,933,1.3 -2013,1,25,11,30,454,247,359,4,8.9,54.84,933,1.1 -2013,1,25,12,30,502,273,366,3.7,9.700000000000001,51.39,932,1 -2013,1,25,13,30,551,209,553,3.2,10.4,51.84,932,0.9 -2013,1,25,14,30,450,228,398,2.9000000000000004,10.8,56.08,931,0.9 -2013,1,25,15,30,453,63,870,2.7,10.700000000000001,63.35,931,0.8 -2013,1,25,16,30,251,68,618,2.2,9.700000000000001,72.72,931,0.6000000000000001 -2013,1,25,17,30,46,41,50,1.8,9,83.42,932,1 -2013,1,25,18,30,0,0,0,1.5,7,95.21000000000001,932,1.2000000000000002 -2013,1,25,19,30,0,0,0,1.5,6.4,107.43,932,0.6000000000000001 -2013,1,25,20,30,0,0,0,1.4000000000000001,5.800000000000001,119.97,933,0.4 -2013,1,25,21,30,0,0,0,1.1,5.2,132.62,933,0.2 -2013,1,25,22,30,0,0,0,0.8,4.6000000000000005,145.13,933,0.2 -2013,1,25,23,30,0,0,0,0.6000000000000001,4.1000000000000005,156.85,933,0.1 -2013,1,26,0,30,0,0,0,0.4,3.9000000000000004,165.36,933,-0.30000000000000004 -2013,1,26,1,30,0,0,0,0.4,3.6,164.02,933,-0.6000000000000001 -2013,1,26,2,30,0,0,0,0.5,3.2,154.33,932,-0.8 -2013,1,26,3,30,0,0,0,0.7000000000000001,2.8000000000000003,142.33,932,-1 -2013,1,26,4,30,0,0,0,0.7000000000000001,2.6,129.75,932,-1.1 -2013,1,26,5,30,0,0,0,0.8,2.5,117.09,932,-1.1 -2013,1,26,6,30,0,0,0,0.7000000000000001,2.5,104.59,932,-1.1 -2013,1,26,7,30,0,0,0,0.7000000000000001,3.6,92.45,932,-1.1 -2013,1,26,8,30,130,35,596,0.8,5.800000000000001,80.84,933,-0.7000000000000001 -2013,1,26,9,30,238,124,338,0.9,8.5,70.34,933,-0.30000000000000004 -2013,1,26,10,30,381,183,412,1.3,11.4,61.33,933,0.4 -2013,1,26,11,30,459,247,366,1.7000000000000002,13.9,54.620000000000005,932,1.4000000000000001 -2013,1,26,12,30,540,241,476,2.3000000000000003,15.8,51.15,931,3 -2013,1,26,13,30,651,78,922,2.9000000000000004,17,51.58,929,4.7 -2013,1,26,14,30,436,242,344,3.5,17.2,55.83,929,6.300000000000001 -2013,1,26,15,30,265,203,138,3.8000000000000003,16.7,63.120000000000005,928,7.6000000000000005 -2013,1,26,16,30,46,46,0,3.2,15.200000000000001,72.51,928,8.6 -2013,1,26,17,30,85,33,434,2.6,14,83.24,928,9.3 -2013,1,26,18,30,0,0,0,2.7,11.600000000000001,95.03,929,9.8 -2013,1,26,19,30,0,0,0,3.1,11.200000000000001,107.26,929,10.5 -2013,1,26,20,30,0,0,0,3.4000000000000004,10.8,119.81,928,10.8 -2013,1,26,21,30,0,0,0,3.4000000000000004,10.8,132.46,928,10.8 -2013,1,26,22,30,0,0,0,3.3000000000000003,10.8,144.96,929,10.8 -2013,1,26,23,30,0,0,0,3.3000000000000003,10.8,156.64000000000001,929,10.8 -2013,1,27,0,30,0,0,0,3.6,10.8,165.1,928,10.8 -2013,1,27,1,30,0,0,0,4,10.8,163.82,928,10.8 -2013,1,27,2,30,0,0,0,4.6000000000000005,10.9,154.21,928,10.9 -2013,1,27,3,30,0,0,0,4.9,11,142.24,927,10.9 -2013,1,27,4,30,0,0,0,4.7,11,129.67000000000002,927,10.9 -2013,1,27,5,30,0,0,0,4.4,10.9,117.01,927,10.9 -2013,1,27,6,30,0,0,0,4.2,10.9,104.5,927,10.9 -2013,1,27,7,30,0,0,0,4.4,11.5,92.35000000000001,928,11.5 -2013,1,27,8,30,20,20,0,5.300000000000001,13,80.72,928,11.8 -2013,1,27,9,30,253,117,403,6.5,15.600000000000001,70.19,928,12 -2013,1,27,10,30,484,73,851,6.9,18.5,61.15,928,11.4 -2013,1,27,11,30,605,79,904,6.6000000000000005,20.700000000000003,54.4,927,10.700000000000001 -2013,1,27,12,30,664,82,923,6.2,22.3,50.89,926,10.4 -2013,1,27,13,30,658,82,922,5.800000000000001,23.3,51.32,925,10.3 -2013,1,27,14,30,588,79,901,5.4,23.700000000000003,55.57,924,10.200000000000001 -2013,1,27,15,30,460,66,862,4.800000000000001,23.3,62.88,924,10 -2013,1,27,16,30,285,53,763,3.4000000000000004,21.1,72.3,924,10 -2013,1,27,17,30,93,31,512,2.5,19.3,83.05,924,10.5 -2013,1,27,18,30,0,0,0,2.8000000000000003,16.400000000000002,94.85000000000001,925,10.100000000000001 -2013,1,27,19,30,0,0,0,3.2,15.8,107.09,925,10.100000000000001 -2013,1,27,20,30,0,0,0,3.7,15.4,119.65,925,10.3 -2013,1,27,21,30,0,0,0,4.2,14.8,132.3,926,10.600000000000001 -2013,1,27,22,30,0,0,0,4.3,14.100000000000001,144.78,926,11 -2013,1,27,23,30,0,0,0,4.3,13.4,156.44,926,11.3 -2013,1,28,0,30,0,0,0,4.2,12.8,164.84,926,11.5 -2013,1,28,1,30,0,0,0,3.8000000000000003,12.100000000000001,163.61,926,11.700000000000001 -2013,1,28,2,30,0,0,0,3.4000000000000004,11.5,154.09,926,11.5 -2013,1,28,3,30,0,0,0,3,11.100000000000001,142.15,926,11.100000000000001 -2013,1,28,4,30,0,0,0,2.8000000000000003,11.100000000000001,129.59,926,11.100000000000001 -2013,1,28,5,30,0,0,0,2.8000000000000003,11.4,116.93,926,11.4 -2013,1,28,6,30,0,0,0,3,11.8,104.41,926,11.8 -2013,1,28,7,30,0,0,0,3.8000000000000003,13,92.24,926,13 -2013,1,28,8,30,130,43,530,5.4,15.4,80.59,926,14.100000000000001 -2013,1,28,9,30,222,137,248,7.1000000000000005,18.2,70.03,926,14.700000000000001 -2013,1,28,10,30,354,207,304,8,20.700000000000003,60.95,926,14.3 -2013,1,28,11,30,484,238,420,8.200000000000001,22.700000000000003,54.17,925,13.100000000000001 -2013,1,28,12,30,680,79,948,8.200000000000001,24,50.64,924,11.600000000000001 -2013,1,28,13,30,674,81,944,8,24.5,51.050000000000004,923,10 -2013,1,28,14,30,605,79,924,7.6000000000000005,24.5,55.31,922,8.4 -2013,1,28,15,30,472,69,876,6.800000000000001,23.900000000000002,62.64,921,7.300000000000001 -2013,1,28,16,30,216,111,340,5.300000000000001,21.8,72.08,921,6.9 -2013,1,28,17,30,68,43,201,4.4,20.3,82.85000000000001,921,7.4 -2013,1,28,18,30,0,0,0,4.1000000000000005,17.400000000000002,94.67,922,7.9 -2013,1,28,19,30,0,0,0,4.3,16.8,106.92,922,8.6 -2013,1,28,20,30,0,0,0,4.5,16.2,119.48,922,9.600000000000001 -2013,1,28,21,30,0,0,0,4.7,15.8,132.14000000000001,922,10.9 -2013,1,28,22,30,0,0,0,4.800000000000001,15.4,144.61,921,12.5 -2013,1,28,23,30,0,0,0,4.9,15,156.23,920,14 -2013,1,29,0,30,0,0,0,5.1000000000000005,14.8,164.57,919,14.8 -2013,1,29,1,30,0,0,0,5.6000000000000005,14.8,163.39000000000001,918,14.8 -2013,1,29,2,30,0,0,0,6.300000000000001,14.9,153.96,918,14.9 -2013,1,29,3,30,0,0,0,6.5,14.8,142.05,918,14.8 -2013,1,29,4,30,0,0,0,6.1000000000000005,14.4,129.5,917,14.4 -2013,1,29,5,30,0,0,0,5.4,13.8,116.84,917,13.8 -2013,1,29,6,30,0,0,0,4.7,13,104.31,918,13 -2013,1,29,7,30,0,0,0,4.5,12.8,92.13,918,12.8 -2013,1,29,8,30,72,62,60,4.9,13.8,80.46000000000001,918,11.5 -2013,1,29,9,30,202,145,166,5.9,15.700000000000001,69.87,918,8.700000000000001 -2013,1,29,10,30,436,133,619,7.2,17.3,60.76,918,3.9000000000000004 -2013,1,29,11,30,611,90,885,8.3,17.7,53.93,917,0.2 -2013,1,29,12,30,150,150,1,9.200000000000001,17.3,50.370000000000005,916,-2.2 -2013,1,29,13,30,576,208,582,9.9,16.6,50.77,916,-3.9000000000000004 -2013,1,29,14,30,414,265,261,10.100000000000001,15.600000000000001,55.050000000000004,916,-4.6000000000000005 -2013,1,29,15,30,391,155,510,9.8,14.100000000000001,62.4,916,-4.6000000000000005 -2013,1,29,16,30,246,92,494,9.1,12.200000000000001,71.86,917,-4.9 -2013,1,29,17,30,48,45,26,8.700000000000001,11.200000000000001,82.66,918,-6.4 -2013,1,29,18,30,0,0,0,7.2,9,94.49,919,-7.800000000000001 -2013,1,29,19,30,0,0,0,6.800000000000001,8,106.76,919,-8.3 -2013,1,29,20,30,0,0,0,6.4,7.1000000000000005,119.32000000000001,920,-8.1 -2013,1,29,21,30,0,0,0,6.1000000000000005,6.300000000000001,131.98,920,-7.9 -2013,1,29,22,30,0,0,0,6.2,5.6000000000000005,144.44,920,-8.6 -2013,1,29,23,30,0,0,0,6.300000000000001,4.800000000000001,156.02,921,-10.3 -2013,1,30,0,30,0,0,0,6.4,3.8000000000000003,164.3,921,-11.200000000000001 -2013,1,30,1,30,0,0,0,6.6000000000000005,2.5,163.17000000000002,923,-8.8 -2013,1,30,2,30,0,0,0,6.5,1.4000000000000001,153.82,924,-5.7 -2013,1,30,3,30,0,0,0,6.2,0.8,141.95000000000002,925,-4.9 -2013,1,30,4,30,0,0,0,6.1000000000000005,0.4,129.41,926,-5.800000000000001 -2013,1,30,5,30,0,0,0,6,0,116.74000000000001,927,-7.5 -2013,1,30,6,30,0,0,0,5.9,-0.30000000000000004,104.21000000000001,928,-9.1 -2013,1,30,7,30,0,0,0,6.1000000000000005,0.30000000000000004,92.01,930,-10 -2013,1,30,8,30,152,34,702,6.800000000000001,2.1,80.31,932,-10.4 -2013,1,30,9,30,363,47,910,7,4.2,69.7,933,-10.700000000000001 -2013,1,30,10,30,543,53,996,6.5,6.1000000000000005,60.550000000000004,933,-10.8 -2013,1,30,11,30,670,56,1038,6,7.6000000000000005,53.69,932,-12.100000000000001 -2013,1,30,12,30,734,58,1055,5.9,8.700000000000001,50.1,931,-13 -2013,1,30,13,30,728,59,1052,5.7,9.4,50.5,931,-13.5 -2013,1,30,14,30,652,57,1032,5.7,9.700000000000001,54.79,930,-13.8 -2013,1,30,15,30,507,53,973,5.4,9.600000000000001,62.160000000000004,930,-14 -2013,1,30,16,30,321,45,877,4,8.1,71.65,930,-13.9 -2013,1,30,17,30,113,29,643,2.7,6.800000000000001,82.46000000000001,930,-10.9 -2013,1,30,18,30,0,0,0,1.6,2.8000000000000003,94.31,931,-8.6 -2013,1,30,19,30,0,0,0,1.7000000000000002,2.2,106.59,932,-8.700000000000001 -2013,1,30,20,30,0,0,0,1.8,1.6,119.16,932,-9.200000000000001 -2013,1,30,21,30,0,0,0,1.8,1,131.82,932,-9.5 -2013,1,30,22,30,0,0,0,1.7000000000000002,0.5,144.26,932,-9.9 -2013,1,30,23,30,0,0,0,1.7000000000000002,0.1,155.81,932,-10.200000000000001 -2013,1,31,0,30,0,0,0,2,-0.1,164.03,932,-10.600000000000001 -2013,1,31,1,30,0,0,0,2.7,0.2,162.93,932,-11.200000000000001 -2013,1,31,2,30,0,0,0,3.3000000000000003,0.2,153.67000000000002,932,-11.600000000000001 -2013,1,31,3,30,0,0,0,3.5,-0.1,141.84,931,-11.5 -2013,1,31,4,30,0,0,0,3.8000000000000003,-0.4,129.31,931,-11.100000000000001 -2013,1,31,5,30,0,0,0,4,-0.7000000000000001,116.64,931,-10.8 -2013,1,31,6,30,0,0,0,3.9000000000000004,-1,104.10000000000001,932,-10.4 -2013,1,31,7,30,0,0,0,4.3,0,91.89,932,-9.9 -2013,1,31,8,30,152,30,718,4.5,2.9000000000000004,80.17,932,-9.4 -2013,1,31,9,30,358,41,905,4.6000000000000005,7.1000000000000005,69.52,933,-8 -2013,1,31,10,30,536,49,984,5.2,11.4,60.34,933,-6.4 -2013,1,31,11,30,662,53,1023,5.6000000000000005,14.5,53.45,932,-5.4 -2013,1,31,12,30,727,59,1035,5.6000000000000005,16.400000000000002,49.83,932,-5.300000000000001 -2013,1,31,13,30,629,154,742,5.2,17.3,50.21,931,-5.7 -2013,1,31,14,30,517,185,572,4.6000000000000005,17.6,54.52,931,-6.4 -2013,1,31,15,30,384,168,458,3.6,17.1,61.910000000000004,931,-6.9 -2013,1,31,16,30,327,47,878,2.2,14.3,71.43,931,-5.800000000000001 -2013,1,31,17,30,81,44,277,1.3,12,82.27,931,-1.2000000000000002 -2013,1,31,18,30,0,0,0,1.4000000000000001,9.9,94.13,932,-3.1 -2013,1,31,19,30,0,0,0,1.4000000000000001,9.4,106.42,933,-3.7 -2013,1,31,20,30,0,0,0,1.5,8.4,119,934,-4.3 -2013,1,31,21,30,0,0,0,2.1,7,131.65,934,-4.800000000000001 -2013,1,31,22,30,0,0,0,2.8000000000000003,5.7,144.08,935,-4.7 -2013,1,31,23,30,0,0,0,3.4000000000000004,4.5,155.59,936,-4.2 -2013,2,1,0,30,0,0,0,3.7,3,163.75,937,-3.8000000000000003 -2013,2,1,1,30,0,0,0,3.8000000000000003,1.5,162.70000000000002,937,-3.4000000000000004 -2013,2,1,2,30,0,0,0,3.6,0.4,153.51,937,-3.4000000000000004 -2013,2,1,3,30,0,0,0,3.1,-0.30000000000000004,141.72,937,-3.6 -2013,2,1,4,30,0,0,0,2.9000000000000004,-0.7000000000000001,129.21,937,-3.8000000000000003 -2013,2,1,5,30,0,0,0,2.8000000000000003,-1,116.54,937,-4.1000000000000005 -2013,2,1,6,30,0,0,0,2.4000000000000004,-1.3,103.98,937,-4.5 -2013,2,1,7,30,0,0,0,2.2,-0.8,91.76,938,-4.800000000000001 -2013,2,1,8,30,154,37,676,2.3000000000000003,0.9,80.02,938,-5.1000000000000005 -2013,2,1,9,30,361,53,873,2.4000000000000004,3.6,69.34,937,-5.1000000000000005 -2013,2,1,10,30,539,62,958,2.6,7.1000000000000005,60.120000000000005,937,-4.6000000000000005 -2013,2,1,11,30,666,67,1000,3.3000000000000003,10.9,53.19,936,-4 -2013,2,1,12,30,729,70,1016,4.2,14.200000000000001,49.550000000000004,935,-3.9000000000000004 -2013,2,1,13,30,722,70,1013,4.7,16.400000000000002,49.93,933,-4.1000000000000005 -2013,2,1,14,30,647,69,989,5,17.400000000000002,54.24,932,-3.9000000000000004 -2013,2,1,15,30,506,65,929,4.7,17.400000000000002,61.67,932,-3.6 -2013,2,1,16,30,320,55,823,3.4000000000000004,15.100000000000001,71.21000000000001,931,-2.7 -2013,2,1,17,30,114,35,569,2.4000000000000004,13.100000000000001,82.07000000000001,931,-0.4 -2013,2,1,18,30,0,0,0,3.4000000000000004,10.200000000000001,93.95,931,-0.5 -2013,2,1,19,30,0,0,0,4.2,9.9,106.25,931,-0.30000000000000004 -2013,2,1,20,30,0,0,0,4.5,9.200000000000001,118.84,931,0.30000000000000004 -2013,2,1,21,30,0,0,0,4.7,8.5,131.49,931,1 -2013,2,1,22,30,0,0,0,4.800000000000001,7.7,143.9,931,1.8 -2013,2,1,23,30,0,0,0,4.800000000000001,7,155.38,931,2.5 -2013,2,2,0,30,0,0,0,4.9,6.300000000000001,163.47,931,3.1 -2013,2,2,1,30,0,0,0,4.9,5.5,162.45000000000002,931,3.5 -2013,2,2,2,30,0,0,0,4.7,4.800000000000001,153.35,931,3.7 -2013,2,2,3,30,0,0,0,4.2,4,141.6,931,3.6 -2013,2,2,4,30,0,0,0,3.7,3.1,129.1,931,3.1 -2013,2,2,5,30,0,0,0,3.2,2.2,116.43,932,2.1 -2013,2,2,6,30,0,0,0,3,1.5,103.86,933,0.4 -2013,2,2,7,30,0,0,0,3.5,2.3000000000000003,91.62,934,-1.6 -2013,2,2,8,30,115,56,337,4.4,5,79.86,935,-3 -2013,2,2,9,30,267,124,404,5.1000000000000005,8.3,69.16,936,-3.3000000000000003 -2013,2,2,10,30,410,186,446,5.800000000000001,11.5,59.9,936,-2.8000000000000003 -2013,2,2,11,30,514,231,471,6.2,14.100000000000001,52.94,936,-2.7 -2013,2,2,12,30,733,69,1017,6,15.700000000000001,49.26,936,-3.1 -2013,2,2,13,30,722,69,1009,5.4,16.6,49.64,936,-3.1 -2013,2,2,14,30,648,67,988,5,16.8,53.97,935,-3.1 -2013,2,2,15,30,511,62,939,4.6000000000000005,16.3,61.42,936,-3.2 -2013,2,2,16,30,326,52,841,3.1,14,70.99,936,-3.2 -2013,2,2,17,30,119,33,606,2,12.100000000000001,81.87,936,-1 -2013,2,2,18,30,0,0,0,1.6,7.7,93.77,937,-1.2000000000000002 -2013,2,2,19,30,0,0,0,1.5,6.800000000000001,106.09,937,-1.7000000000000002 -2013,2,2,20,30,0,0,0,1.4000000000000001,6.1000000000000005,118.68,938,-2 -2013,2,2,21,30,0,0,0,1.4000000000000001,5.6000000000000005,131.33,938,-2.5 -2013,2,2,22,30,0,0,0,1.3,5.300000000000001,143.72,939,-3 -2013,2,2,23,30,0,0,0,1.2000000000000002,5,155.15,938,-3.5 -2013,2,3,0,30,0,0,0,1.2000000000000002,4.6000000000000005,163.18,938,-3.8000000000000003 -2013,2,3,1,30,0,0,0,1.2000000000000002,4.3,162.20000000000002,938,-4.2 -2013,2,3,2,30,0,0,0,1.2000000000000002,3.8000000000000003,153.18,938,-4.5 -2013,2,3,3,30,0,0,0,1.2000000000000002,3.3000000000000003,141.47,937,-4.7 -2013,2,3,4,30,0,0,0,1.3,2.8000000000000003,128.98,937,-4.6000000000000005 -2013,2,3,5,30,0,0,0,1.3,2.2,116.31,937,-4.3 -2013,2,3,6,30,0,0,0,1.4000000000000001,1.8,103.74000000000001,937,-3.8000000000000003 -2013,2,3,7,30,0,0,0,1.8,3.7,91.48,937,-3.1 -2013,2,3,8,30,94,66,157,2.7,7.4,79.7,937,-1.4000000000000001 -2013,2,3,9,30,361,55,852,3.7,11.3,68.97,937,-0.5 -2013,2,3,10,30,533,68,920,4.7,14.700000000000001,59.68,937,-1 -2013,2,3,11,30,507,245,431,5.300000000000001,16.400000000000002,52.67,935,0.2 -2013,2,3,12,30,711,91,944,5.5,17.1,48.97,933,2.6 -2013,2,3,13,30,581,228,542,5.6000000000000005,17.5,49.34,932,4.3 -2013,2,3,14,30,538,179,607,5.5,17.7,53.69,930,5.4 -2013,2,3,15,30,484,95,807,5.2,17.400000000000002,61.17,929,5.9 -2013,2,3,16,30,220,128,280,4.2,16.2,70.76,929,6.2 -2013,2,3,17,30,77,52,176,3.6,15.4,81.68,928,6.800000000000001 -2013,2,3,18,30,0,0,0,3.8000000000000003,13.600000000000001,93.59,928,7.1000000000000005 -2013,2,3,19,30,0,0,0,4.3,13.100000000000001,105.92,928,7.6000000000000005 -2013,2,3,20,30,0,0,0,4.1000000000000005,12.4,118.51,927,8 -2013,2,3,21,30,0,0,0,3.7,11.700000000000001,131.16,927,8.5 -2013,2,3,22,30,0,0,0,3.3000000000000003,11.200000000000001,143.54,926,8.9 -2013,2,3,23,30,0,0,0,3,10.8,154.93,926,9.3 -2013,2,4,0,30,0,0,0,2.8000000000000003,10.3,162.89000000000001,926,9.600000000000001 -2013,2,4,1,30,0,0,0,2.6,9.9,161.94,925,9.600000000000001 -2013,2,4,2,30,0,0,0,2.6,9.600000000000001,153,925,9.600000000000001 -2013,2,4,3,30,0,0,0,2.7,9.5,141.33,924,9.5 -2013,2,4,4,30,0,0,0,3.1,9.3,128.86,924,9.3 -2013,2,4,5,30,0,0,0,3.4000000000000004,9,116.19,924,9 -2013,2,4,6,30,0,0,0,3.4000000000000004,8.6,103.61,924,8.6 -2013,2,4,7,30,0,0,0,3.9000000000000004,9.1,91.33,924,9.1 -2013,2,4,8,30,98,67,168,4.4,11.100000000000001,79.54,924,9.1 -2013,2,4,9,30,262,135,349,4.3,13.600000000000001,68.77,924,8.4 -2013,2,4,10,30,532,74,900,4.1000000000000005,16.2,59.45,924,6.2 -2013,2,4,11,30,658,78,951,4.1000000000000005,18.400000000000002,52.410000000000004,924,3.3000000000000003 -2013,2,4,12,30,724,77,980,4.2,19.700000000000003,48.68,923,0.6000000000000001 -2013,2,4,13,30,718,76,980,4.3,20.400000000000002,49.04,922,-1.2000000000000002 -2013,2,4,14,30,559,164,663,4.2,20.400000000000002,53.410000000000004,922,-2 -2013,2,4,15,30,511,64,921,3.9000000000000004,19.700000000000003,60.92,922,-2.2 -2013,2,4,16,30,327,54,822,2.7,17.2,70.54,923,-1.8 -2013,2,4,17,30,122,35,591,1.9000000000000001,15.200000000000001,81.48,923,1.5 -2013,2,4,18,30,0,0,0,2,11.700000000000001,93.41,924,1 -2013,2,4,19,30,0,0,0,2.2,10.600000000000001,105.75,925,0.6000000000000001 -2013,2,4,20,30,0,0,0,2.1,9.4,118.35000000000001,925,0.5 -2013,2,4,21,30,0,0,0,1.9000000000000001,8.200000000000001,131,925,0.6000000000000001 -2013,2,4,22,30,0,0,0,1.8,7.2,143.36,926,0.4 -2013,2,4,23,30,0,0,0,1.7000000000000002,6.2,154.71,926,0 -2013,2,5,0,30,0,0,0,1.6,5.4,162.6,926,-0.6000000000000001 -2013,2,5,1,30,0,0,0,1.5,4.7,161.67000000000002,926,-1.5 -2013,2,5,2,30,0,0,0,1.5,4.2,152.82,926,-2.3000000000000003 -2013,2,5,3,30,0,0,0,1.4000000000000001,4,141.18,926,-3 -2013,2,5,4,30,0,0,0,1.3,3.8000000000000003,128.73,926,-3.5 -2013,2,5,5,30,0,0,0,1.3,3.6,116.06,926,-3.9000000000000004 -2013,2,5,6,30,0,0,0,1.3,3.3000000000000003,103.47,926,-4.2 -2013,2,5,7,30,0,0,0,1.6,5.2,91.18,927,-4.1000000000000005 -2013,2,5,8,30,168,34,725,2,8.5,79.36,928,-3.3000000000000003 -2013,2,5,9,30,378,47,905,1.6,12.3,68.57000000000001,928,-3.5 -2013,2,5,10,30,559,55,983,1.2000000000000002,16.5,59.21,928,-3 -2013,2,5,11,30,682,60,1014,1,19.200000000000003,52.13,928,-4.3 -2013,2,5,12,30,748,67,1025,0.8,20.5,48.38,927,-4.2 -2013,2,5,13,30,742,67,1022,0.8,21.3,48.74,926,-4 -2013,2,5,14,30,666,65,1003,1.2000000000000002,21.400000000000002,53.13,926,-3.9000000000000004 -2013,2,5,15,30,529,60,957,1.7000000000000002,20.900000000000002,60.660000000000004,925,-3.9000000000000004 -2013,2,5,16,30,342,51,863,1.7000000000000002,18.1,70.32000000000001,925,-3.1 -2013,2,5,17,30,131,34,641,1.4000000000000001,15.8,81.29,925,2.2 -2013,2,5,18,30,0,0,0,2.3000000000000003,11.8,93.23,926,-0.1 -2013,2,5,19,30,0,0,0,2.7,11.200000000000001,105.58,927,-0.2 -2013,2,5,20,30,0,0,0,2.8000000000000003,10.8,118.19,927,0.8 -2013,2,5,21,30,0,0,0,2.7,10.3,130.83,927,2.7 -2013,2,5,22,30,0,0,0,2.5,9.8,143.18,927,4.9 -2013,2,5,23,30,0,0,0,2.4000000000000004,9.4,154.48,927,6.7 -2013,2,6,0,30,0,0,0,2.3000000000000003,9.1,162.3,927,8 -2013,2,6,1,30,0,0,0,2.4000000000000004,9,161.4,927,8.700000000000001 -2013,2,6,2,30,0,0,0,2.4000000000000004,8.8,152.62,927,8.8 -2013,2,6,3,30,0,0,0,2.5,8.5,141.03,926,8.5 -2013,2,6,4,30,0,0,0,2.6,8.200000000000001,128.59,926,8.200000000000001 -2013,2,6,5,30,0,0,0,2.8000000000000003,7.7,115.93,926,7.7 -2013,2,6,6,30,0,0,0,3,7.300000000000001,103.33,926,7.300000000000001 -2013,2,6,7,30,0,0,0,3.5,8,91.03,927,6.800000000000001 -2013,2,6,8,30,154,46,577,4.1000000000000005,10.5,79.19,927,6.1000000000000005 -2013,2,6,9,30,355,66,783,4.9,14.4,68.37,926,6.300000000000001 -2013,2,6,10,30,529,78,876,5.6000000000000005,18,58.97,926,8.1 -2013,2,6,11,30,656,84,926,5.5,20.5,51.85,925,8.4 -2013,2,6,12,30,722,80,960,5.1000000000000005,21.900000000000002,48.08,923,8.3 -2013,2,6,13,30,716,80,960,4.800000000000001,22.700000000000003,48.43,922,8 -2013,2,6,14,30,645,77,940,4.6000000000000005,22.900000000000002,52.84,921,7.300000000000001 -2013,2,6,15,30,513,68,899,4.2,22.5,60.410000000000004,921,6.4 -2013,2,6,16,30,196,143,155,2.9000000000000004,20.3,70.10000000000001,921,5.5 -2013,2,6,17,30,126,38,569,1.9000000000000001,18.5,81.09,922,6.5 -2013,2,6,18,30,0,0,0,1.8,15,93.05,922,5.7 -2013,2,6,19,30,0,0,0,1.9000000000000001,14.5,105.41,923,5.5 -2013,2,6,20,30,0,0,0,2,14,118.03,923,5.5 -2013,2,6,21,30,0,0,0,2.3000000000000003,13.700000000000001,130.66,923,5.7 -2013,2,6,22,30,0,0,0,2.9000000000000004,13.600000000000001,142.99,922,6.2 -2013,2,6,23,30,0,0,0,3.6,13.4,154.25,923,7 -2013,2,7,0,30,0,0,0,4.2,12.9,162,923,7.7 -2013,2,7,1,30,0,0,0,4.5,12.200000000000001,161.12,923,8 -2013,2,7,2,30,0,0,0,4.6000000000000005,11.3,152.43,923,7.7 -2013,2,7,3,30,0,0,0,4.5,10.4,140.88,923,7 -2013,2,7,4,30,0,0,0,4.4,9.4,128.45,923,6 -2013,2,7,5,30,0,0,0,4.3,8.5,115.79,923,5.2 -2013,2,7,6,30,0,0,0,4.2,7.800000000000001,103.19,924,4.7 -2013,2,7,7,30,0,0,0,4.4,8.5,90.87,925,4.2 -2013,2,7,8,30,168,40,669,4.9,10.9,79.01,926,3.1 -2013,2,7,9,30,376,56,858,5.4,13.5,68.15,926,0.8 -2013,2,7,10,30,554,67,939,5.800000000000001,15.700000000000001,58.72,927,0.5 -2013,2,7,11,30,678,74,972,6.2,17.6,51.57,927,1.4000000000000001 -2013,2,7,12,30,741,78,987,6.6000000000000005,18.8,47.77,927,2.4000000000000004 -2013,2,7,13,30,735,80,982,7,19.3,48.120000000000005,926,3 -2013,2,7,14,30,660,78,958,7,19,52.550000000000004,927,3.1 -2013,2,7,15,30,521,71,904,6.800000000000001,18.1,60.15,927,3 -2013,2,7,16,30,337,60,803,5.9,16.400000000000002,69.87,928,2.8000000000000003 -2013,2,7,17,30,130,40,570,5.300000000000001,15.3,80.89,929,2.8000000000000003 -2013,2,7,18,30,0,0,0,3.4000000000000004,11.5,92.87,930,3.1 -2013,2,7,19,30,0,0,0,3,10.200000000000001,105.25,931,3.2 -2013,2,7,20,30,0,0,0,2.6,9,117.86,932,3.2 -2013,2,7,21,30,0,0,0,2.4000000000000004,7.9,130.5,933,3.1 -2013,2,7,22,30,0,0,0,2.3000000000000003,7,142.81,934,2.8000000000000003 -2013,2,7,23,30,0,0,0,2.3000000000000003,6.2,154.02,934,2.2 -2013,2,8,0,30,0,0,0,2.4000000000000004,5.5,161.69,934,1.4000000000000001 -2013,2,8,1,30,0,0,0,2.3000000000000003,4.7,160.83,934,0.6000000000000001 -2013,2,8,2,30,0,0,0,2.2,4,152.22,934,-0.1 -2013,2,8,3,30,0,0,0,2.1,3.3000000000000003,140.71,934,-0.8 -2013,2,8,4,30,0,0,0,2,2.6,128.3,934,-1.4000000000000001 -2013,2,8,5,30,0,0,0,1.8,1.9000000000000001,115.64,935,-1.8 -2013,2,8,6,30,0,0,0,1.7000000000000002,1.5,103.03,935,-2 -2013,2,8,7,30,0,0,0,2.2,3.1,90.14,935,-2.1 -2013,2,8,8,30,116,69,243,3,6.4,78.82000000000001,936,-1.8 -2013,2,8,9,30,286,131,412,3.5,9.600000000000001,67.94,936,-2.8000000000000003 -2013,2,8,10,30,572,67,965,3.5,12.3,58.47,936,-5.2 -2013,2,8,11,30,569,197,595,3.3000000000000003,14.3,51.28,935,-6.5 -2013,2,8,12,30,757,76,1007,3,15.600000000000001,47.45,934,-6.6000000000000005 -2013,2,8,13,30,752,76,1006,2.8000000000000003,16.400000000000002,47.81,932,-6.4 -2013,2,8,14,30,673,73,980,2.9000000000000004,16.6,52.26,931,-6.300000000000001 -2013,2,8,15,30,400,193,413,3,16.2,59.89,931,-6.300000000000001 -2013,2,8,16,30,308,70,684,2.4000000000000004,14.3,69.64,930,-6.300000000000001 -2013,2,8,17,30,67,59,45,1.7000000000000002,12.700000000000001,80.69,930,-2.6 -2013,2,8,18,30,0,0,0,2.1,8.8,92.69,930,-2.9000000000000004 -2013,2,8,19,30,0,0,0,2.5,8.200000000000001,105.08,930,-3.9000000000000004 -2013,2,8,20,30,0,0,0,2.8000000000000003,7.6000000000000005,117.7,930,-4.3 -2013,2,8,21,30,0,0,0,3.1,7,130.33,930,-4.3 -2013,2,8,22,30,0,0,0,3.4000000000000004,6.5,142.62,929,-4.2 -2013,2,8,23,30,0,0,0,3.7,6.4,153.78,929,-3.9000000000000004 -2013,2,9,0,30,0,0,0,3.9000000000000004,6.6000000000000005,161.38,928,-3.4000000000000004 -2013,2,9,1,30,0,0,0,3.9000000000000004,6.6000000000000005,160.54,928,-2.7 -2013,2,9,2,30,0,0,0,4.1000000000000005,6.7,152,928,-1.7000000000000002 -2013,2,9,3,30,0,0,0,4.4,6.800000000000001,140.54,927,-0.6000000000000001 -2013,2,9,4,30,0,0,0,4.9,7.1000000000000005,128.15,927,0.5 -2013,2,9,5,30,0,0,0,5.2,7.300000000000001,115.49000000000001,927,1.8 -2013,2,9,6,30,0,0,0,5.2,7.300000000000001,102.88,927,2.8000000000000003 -2013,2,9,7,30,0,0,0,5.5,7.5,90.01,926,3.3000000000000003 -2013,2,9,8,30,14,14,0,6.5,8.700000000000001,78.63,925,4.1000000000000005 -2013,2,9,9,30,145,139,15,7.7,10.9,67.72,925,5.9 -2013,2,9,10,30,285,238,90,8.200000000000001,13.5,58.21,924,7.300000000000001 -2013,2,9,11,30,333,289,71,8.3,16,50.99,923,8.200000000000001 -2013,2,9,12,30,505,330,258,8.3,18.2,47.13,921,9.5 -2013,2,9,13,30,438,335,153,8.3,19.700000000000003,47.49,920,10.3 -2013,2,9,14,30,417,297,194,8.200000000000001,20.400000000000002,51.97,918,10.600000000000001 -2013,2,9,15,30,410,192,431,7.9,20.400000000000002,59.64,918,10.4 -2013,2,9,16,30,269,118,428,7,19.200000000000003,69.42,918,10.100000000000001 -2013,2,9,17,30,86,61,153,6.4,18.3,80.5,918,10.3 -2013,2,9,18,30,0,0,0,6.1000000000000005,15.200000000000001,92.51,918,10.8 -2013,2,9,19,30,0,0,0,5.800000000000001,13.9,104.91,918,11.700000000000001 -2013,2,9,20,30,0,0,0,5.2,13.200000000000001,117.54,918,12.5 -2013,2,9,21,30,0,0,0,4.6000000000000005,13,130.16,919,12.9 -2013,2,9,22,30,0,0,0,4.3,12.4,142.43,920,12.4 -2013,2,9,23,30,0,0,0,4.3,11.5,153.54,921,11.100000000000001 -2013,2,10,0,30,0,0,0,4.1000000000000005,10.3,161.07,922,7.6000000000000005 -2013,2,10,1,30,0,0,0,3.8000000000000003,8.9,160.24,922,2.9000000000000004 -2013,2,10,2,30,0,0,0,3.8000000000000003,7.7,151.78,922,-1.3 -2013,2,10,3,30,0,0,0,4.1000000000000005,7,140.36,922,-4 -2013,2,10,4,30,0,0,0,4.1000000000000005,6.5,127.99000000000001,923,-5.300000000000001 -2013,2,10,5,30,0,0,0,4,5.800000000000001,115.34,923,-6 -2013,2,10,6,30,0,0,0,3.9000000000000004,5.1000000000000005,102.72,923,-6.6000000000000005 -2013,2,10,7,30,0,0,0,4.3,5.6000000000000005,89.86,924,-7.1000000000000005 -2013,2,10,8,30,135,63,359,5.300000000000001,7.9,78.43,925,-7.5 -2013,2,10,9,30,334,91,635,6,10.600000000000001,67.49,925,-7.800000000000001 -2013,2,10,10,30,440,199,453,5.9,12.5,57.95,925,-8.6 -2013,2,10,11,30,719,71,1024,5.800000000000001,13.9,50.69,924,-9.4 -2013,2,10,12,30,784,75,1036,5.800000000000001,14.8,46.81,924,-10 -2013,2,10,13,30,778,75,1034,5.7,15.5,47.17,923,-10.5 -2013,2,10,14,30,702,73,1013,5.5,15.700000000000001,51.67,923,-10.700000000000001 -2013,2,10,15,30,560,68,966,4.9,15.5,59.38,923,-10.9 -2013,2,10,16,30,369,58,877,3.3000000000000003,13.9,69.19,924,-10.5 -2013,2,10,17,30,152,39,669,2.1,12.5,80.3,924,-5.5 -2013,2,10,18,30,0,0,0,1.5,8.8,92.33,925,-3.8000000000000003 -2013,2,10,19,30,0,0,0,1.4000000000000001,8.4,104.74000000000001,926,-3.8000000000000003 -2013,2,10,20,30,0,0,0,1.3,8.4,117.38,926,-4.4 -2013,2,10,21,30,0,0,0,1.2000000000000002,8.700000000000001,129.99,927,-5.5 -2013,2,10,22,30,0,0,0,1,8.8,142.24,927,-6.7 -2013,2,10,23,30,0,0,0,0.7000000000000001,8.700000000000001,153.3,927,-7 -2013,2,11,0,30,0,0,0,0.4,8.1,160.76,928,-6.9 -2013,2,11,1,30,0,0,0,0.30000000000000004,7.1000000000000005,159.94,928,-6.800000000000001 -2013,2,11,2,30,0,0,0,0.5,6.1000000000000005,151.56,928,-6.6000000000000005 -2013,2,11,3,30,0,0,0,0.8,5.1000000000000005,140.18,928,-6.300000000000001 -2013,2,11,4,30,0,0,0,1.1,4,127.83,928,-5.5 -2013,2,11,5,30,0,0,0,1.4000000000000001,3,115.18,929,-4.3 -2013,2,11,6,30,0,0,0,1.6,2.5,102.55,929,-3.5 -2013,2,11,7,30,0,0,0,2.2,3.5,89.69,930,-2.8000000000000003 -2013,2,11,8,30,102,78,116,3,5.9,78.23,930,-2.4000000000000004 -2013,2,11,9,30,382,70,806,3.6,8.700000000000001,67.26,930,-2 -2013,2,11,10,30,558,84,886,3.9000000000000004,11,57.69,930,-1.6 -2013,2,11,11,30,681,96,918,4.1000000000000005,12.5,50.39,929,-0.4 -2013,2,11,12,30,681,178,731,4.2,13.3,46.480000000000004,929,1.1 -2013,2,11,13,30,524,325,290,4.2,13.4,46.84,928,2.5 -2013,2,11,14,30,661,99,899,4.1000000000000005,13.100000000000001,51.370000000000005,927,3.4000000000000004 -2013,2,11,15,30,499,92,793,4.1000000000000005,12.5,59.120000000000005,927,4 -2013,2,11,16,30,250,138,314,4,11.600000000000001,68.97,927,4.2 -2013,2,11,17,30,82,64,104,3.9000000000000004,11,80.10000000000001,927,4.2 -2013,2,11,18,30,0,0,0,3.3000000000000003,8.200000000000001,92.15,928,3.9000000000000004 -2013,2,11,19,30,0,0,0,3.6,7,104.58,928,3.5 -2013,2,11,20,30,0,0,0,3.8000000000000003,6,117.22,928,2.9000000000000004 -2013,2,11,21,30,0,0,0,4,5.1000000000000005,129.82,927,2.3000000000000003 -2013,2,11,22,30,0,0,0,3.8000000000000003,4.5,142.05,927,1.9000000000000001 -2013,2,11,23,30,0,0,0,3.5,4.3,153.06,926,2.2 -2013,2,12,0,30,0,0,0,3.2,4.7,160.44,926,3.1 -2013,2,12,1,30,0,0,0,3.4000000000000004,5.4,159.63,926,4.3 -2013,2,12,2,30,0,0,0,3.5,5.9,151.32,925,5.5 -2013,2,12,3,30,0,0,0,3.1,6.2,139.99,925,6.1000000000000005 -2013,2,12,4,30,0,0,0,2.7,6.300000000000001,127.66,924,6.300000000000001 -2013,2,12,5,30,0,0,0,2.4000000000000004,6.4,115.01,924,6.4 -2013,2,12,6,30,0,0,0,2.2,6.5,102.38,924,6.5 -2013,2,12,7,30,0,0,0,2,6.9,89.54,924,6.800000000000001 -2013,2,12,8,30,30,30,0,1.9000000000000001,7.800000000000001,78.03,924,7 -2013,2,12,9,30,45,45,0,2.7,9.200000000000001,67.03,924,7 -2013,2,12,10,30,92,92,0,4,10.4,57.42,924,5.800000000000001 -2013,2,12,11,30,305,276,45,5.2,10.8,50.08,924,3.6 -2013,2,12,12,30,760,108,941,5.800000000000001,10.700000000000001,46.15,924,1.7000000000000002 -2013,2,12,13,30,237,228,13,6,10.700000000000001,46.51,924,0.6000000000000001 -2013,2,12,14,30,686,93,944,6.1000000000000005,10.5,51.08,925,0.1 -2013,2,12,15,30,198,189,17,6.300000000000001,9.8,58.86,925,0 -2013,2,12,16,30,66,66,0,6.300000000000001,8.4,68.74,926,-0.2 -2013,2,12,17,30,9,9,0,6.2,7.4,79.9,927,-0.5 -2013,2,12,18,30,0,0,0,5.2,4.3,91.97,929,-0.9 -2013,2,12,19,30,0,0,0,4.6000000000000005,2.7,104.41,930,-1.3 -2013,2,12,20,30,0,0,0,3.8000000000000003,1.4000000000000001,117.05,931,-1.5 -2013,2,12,21,30,0,0,0,2.9000000000000004,0.4,129.65,931,-1.5 -2013,2,12,22,30,0,0,0,2.3000000000000003,-0.4,141.85,932,-1.5 -2013,2,12,23,30,0,0,0,2.2,-0.9,152.81,931,-1.6 -2013,2,13,0,30,0,0,0,2.1,-1.4000000000000001,160.12,931,-1.6 -2013,2,13,1,30,0,0,0,2.1,-1.8,159.32,931,-1.8 -2013,2,13,2,30,0,0,0,1.9000000000000001,-2.2,151.08,931,-2.2 -2013,2,13,3,30,0,0,0,1.9000000000000001,-2.5,139.8,930,-2.5 -2013,2,13,4,30,0,0,0,1.8,-2.9000000000000004,127.48,930,-2.9000000000000004 -2013,2,13,5,30,0,0,0,1.8,-3.2,114.84,931,-3.2 -2013,2,13,6,30,0,0,0,2,-3,102.2,931,-3 -2013,2,13,7,30,0,0,0,2.9000000000000004,-0.8,89.36,931,-2.3000000000000003 -2013,2,13,8,30,198,42,737,3.2,3.1,77.82000000000001,932,-2.3000000000000003 -2013,2,13,9,30,415,57,908,2.9000000000000004,7.5,66.79,932,-2.9000000000000004 -2013,2,13,10,30,600,65,986,2.8000000000000003,10.9,57.14,931,-5.6000000000000005 -2013,2,13,11,30,732,70,1025,3.1,12.9,49.77,931,-6.7 -2013,2,13,12,30,791,72,1031,3.4000000000000004,14.3,45.82,930,-7.300000000000001 -2013,2,13,13,30,785,72,1029,3.7,15.100000000000001,46.18,929,-7.9 -2013,2,13,14,30,708,69,1010,3.8000000000000003,15.4,50.78,928,-8.700000000000001 -2013,2,13,15,30,573,64,977,3.7,15.100000000000001,58.59,927,-9.600000000000001 -2013,2,13,16,30,380,55,889,2.6,13,68.52,927,-10.3 -2013,2,13,17,30,161,38,690,1.6,11.200000000000001,79.71000000000001,927,-5 -2013,2,13,18,30,0,0,0,1.5,6.5,91.8,928,-5.4 -2013,2,13,19,30,0,0,0,1.6,5.5,104.25,928,-6 -2013,2,13,20,30,0,0,0,1.7000000000000002,4.7,116.89,928,-6.4 -2013,2,13,21,30,0,0,0,1.9000000000000001,4,129.49,929,-6.6000000000000005 -2013,2,13,22,30,0,0,0,2,3.4000000000000004,141.66,929,-6.800000000000001 -2013,2,13,23,30,0,0,0,2.2,3,152.57,929,-6.9 -2013,2,14,0,30,0,0,0,2.4000000000000004,2.6,159.79,929,-6.800000000000001 -2013,2,14,1,30,0,0,0,2.6,2.1,159,928,-6.5 -2013,2,14,2,30,0,0,0,2.6,1.5,150.83,928,-6.2 -2013,2,14,3,30,0,0,0,2.6,0.8,139.59,928,-5.9 -2013,2,14,4,30,0,0,0,2.4000000000000004,0.2,127.3,928,-5.6000000000000005 -2013,2,14,5,30,0,0,0,2.4000000000000004,-0.4,114.66,928,-5.6000000000000005 -2013,2,14,6,30,0,0,0,2.5,-0.5,102.02,929,-5.800000000000001 -2013,2,14,7,30,0,0,0,3.4000000000000004,1.3,89.2,929,-6 -2013,2,14,8,30,199,43,729,3.8000000000000003,4.800000000000001,77.60000000000001,929,-6.2 -2013,2,14,9,30,415,58,898,3.8000000000000003,8.9,66.54,930,-6 -2013,2,14,10,30,599,67,975,4.2,12.9,56.86,929,-6.800000000000001 -2013,2,14,11,30,730,72,1013,4.5,16,49.45,928,-7.5 -2013,2,14,12,30,795,77,1025,4.5,17.8,45.480000000000004,927,-7.9 -2013,2,14,13,30,789,79,1020,4.3,18.7,45.85,927,-8.1 -2013,2,14,14,30,712,77,998,4.1000000000000005,19,50.47,926,-8 -2013,2,14,15,30,572,68,959,3.5,18.6,58.33,926,-7.800000000000001 -2013,2,14,16,30,380,59,868,2.1,16.400000000000002,68.29,926,-7 -2013,2,14,17,30,161,41,661,1.1,14.600000000000001,79.51,925,-0.8 -2013,2,14,18,30,0,0,0,0.6000000000000001,11.9,91.62,926,-3.8000000000000003 -2013,2,14,19,30,0,0,0,0.9,10.8,104.08,927,-4.6000000000000005 -2013,2,14,20,30,0,0,0,2,9,116.73,928,-4.6000000000000005 -2013,2,14,21,30,0,0,0,3.5,6.9,129.32,929,-4.1000000000000005 -2013,2,14,22,30,0,0,0,5.300000000000001,5.2,141.46,930,-3.1 -2013,2,14,23,30,0,0,0,6.6000000000000005,3.9000000000000004,152.32,931,-1.9000000000000001 -2013,2,15,0,30,0,0,0,6.9,2.9000000000000004,159.46,932,-0.7000000000000001 -2013,2,15,1,30,0,0,0,6.6000000000000005,2.3000000000000003,158.67000000000002,933,-0.2 -2013,2,15,2,30,0,0,0,6.1000000000000005,1.8,150.58,933,0.1 -2013,2,15,3,30,0,0,0,5.6000000000000005,1.4000000000000001,139.39000000000001,934,0.2 -2013,2,15,4,30,0,0,0,5.300000000000001,1,127.11,934,0.2 -2013,2,15,5,30,0,0,0,4.9,0.6000000000000001,114.48,935,0 -2013,2,15,6,30,0,0,0,4.6000000000000005,0.30000000000000004,101.83,936,-0.30000000000000004 -2013,2,15,7,30,0,0,0,5.1000000000000005,1.3,89.02,937,-0.8 -2013,2,15,8,30,61,61,0,6,3.6,77.39,938,-2 -2013,2,15,9,30,255,171,210,6.4,5.7,66.3,939,-4.3 -2013,2,15,10,30,462,206,464,6,7.2,56.58,939,-6.2 -2013,2,15,11,30,550,275,420,5.5,8.4,49.13,938,-7.5 -2013,2,15,12,30,527,342,262,5.2,9,45.13,938,-8.200000000000001 -2013,2,15,13,30,549,329,315,5.1000000000000005,9.200000000000001,45.51,937,-8.6 -2013,2,15,14,30,568,220,543,5.1000000000000005,8.8,50.17,937,-8.5 -2013,2,15,15,30,286,238,90,5.1000000000000005,7.800000000000001,58.07,937,-8.3 -2013,2,15,16,30,214,159,146,4.9,6.4,68.07000000000001,938,-7.9 -2013,2,15,17,30,49,49,0,4.6000000000000005,5.5,79.32000000000001,938,-7.4 -2013,2,15,18,30,0,0,0,2.4000000000000004,2.3000000000000003,91.44,939,-6.4 -2013,2,15,19,30,0,0,0,1.6,1,103.92,939,-5.800000000000001 -2013,2,15,20,30,0,0,0,1.1,0,116.57000000000001,939,-5.5 -2013,2,15,21,30,0,0,0,0.8,-0.4,129.14000000000001,940,-5.6000000000000005 -2013,2,15,22,30,0,0,0,0.7000000000000001,-0.6000000000000001,141.27,939,-5.9 -2013,2,15,23,30,0,0,0,0.9,-1,152.06,939,-6 -2013,2,16,0,30,0,0,0,1.2000000000000002,-1.8,159.13,939,-6 -2013,2,16,1,30,0,0,0,1.5,-2.4000000000000004,158.34,939,-6 -2013,2,16,2,30,0,0,0,1.9000000000000001,-2.5,150.32,939,-6 -2013,2,16,3,30,0,0,0,2.2,-2.7,139.17000000000002,939,-6 -2013,2,16,4,30,0,0,0,2.3000000000000003,-2.9000000000000004,126.92,939,-6.2 -2013,2,16,5,30,0,0,0,2.3000000000000003,-3.3000000000000003,114.3,939,-6.6000000000000005 -2013,2,16,6,30,0,0,0,2.4000000000000004,-3.2,101.64,940,-6.9 -2013,2,16,7,30,16,11,227,3.1,-1.3,88.83,940,-7 -2013,2,16,8,30,206,43,732,3.3000000000000003,2.3000000000000003,77.16,940,-6.800000000000001 -2013,2,16,9,30,422,57,898,3.2,6.6000000000000005,66.05,940,-6.2 -2013,2,16,10,30,606,66,973,3.5,10.3,56.29,939,-5.800000000000001 -2013,2,16,11,30,736,70,1012,3.8000000000000003,12.8,48.81,938,-5.7 -2013,2,16,12,30,801,71,1028,4,14.600000000000001,44.79,937,-5.800000000000001 -2013,2,16,13,30,796,71,1027,4,15.9,45.17,935,-6.300000000000001 -2013,2,16,14,30,724,70,1015,3.9000000000000004,16.6,49.870000000000005,934,-6.7 -2013,2,16,15,30,583,65,971,3.6,16.6,57.81,933,-7 -2013,2,16,16,30,390,57,884,2.4000000000000004,14.700000000000001,67.85,932,-7.1000000000000005 -2013,2,16,17,30,170,41,687,1.5,12.8,79.12,932,-2.1 -2013,2,16,18,30,0,0,0,1.7000000000000002,7.9,91.27,932,-3.4000000000000004 -2013,2,16,19,30,0,0,0,2.1,7.1000000000000005,103.75,932,-4.1000000000000005 -2013,2,16,20,30,0,0,0,2.6,6.6000000000000005,116.41,932,-4.6000000000000005 -2013,2,16,21,30,0,0,0,3.3000000000000003,6.300000000000001,128.97,932,-4.800000000000001 -2013,2,16,22,30,0,0,0,4.1000000000000005,5.9,141.07,931,-4.9 -2013,2,16,23,30,0,0,0,4.800000000000001,5.4,151.81,931,-4.800000000000001 -2013,2,17,0,30,0,0,0,5,4.6000000000000005,158.8,931,-4.7 -2013,2,17,1,30,0,0,0,4.800000000000001,3.7,158.01,930,-4.800000000000001 -2013,2,17,2,30,0,0,0,4.5,2.8000000000000003,150.05,930,-4.9 -2013,2,17,3,30,0,0,0,4.4,2,138.95000000000002,930,-5 -2013,2,17,4,30,0,0,0,4.4,1.3,126.72,929,-5.1000000000000005 -2013,2,17,5,30,0,0,0,4.4,0.7000000000000001,114.10000000000001,929,-5.1000000000000005 -2013,2,17,6,30,0,0,0,4.6000000000000005,0.4,101.45,929,-5.1000000000000005 -2013,2,17,7,30,18,13,235,5,1.8,88.65,929,-5 -2013,2,17,8,30,215,46,747,5.5,5.300000000000001,76.94,929,-4.9 -2013,2,17,9,30,434,62,909,6.2,10.100000000000001,65.79,929,-4.800000000000001 -2013,2,17,10,30,621,71,984,7,14.5,56,928,-5.300000000000001 -2013,2,17,11,30,753,77,1020,7.4,17.7,48.480000000000004,927,-6.1000000000000005 -2013,2,17,12,30,819,79,1037,7.5,19.6,44.44,926,-7 -2013,2,17,13,30,812,80,1033,7.5,20.400000000000002,44.83,925,-7.1000000000000005 -2013,2,17,14,30,734,80,1009,7.4,20.5,49.56,924,-7 -2013,2,17,15,30,585,75,950,7,19.8,57.550000000000004,923,-6.9 -2013,2,17,16,30,294,130,429,6.1000000000000005,18,67.62,922,-6.4 -2013,2,17,17,30,114,68,240,5.4,16.7,78.93,922,-5.1000000000000005 -2013,2,17,18,30,0,0,0,5,12.8,91.09,923,-3.3000000000000003 -2013,2,17,19,30,0,0,0,5.4,11.700000000000001,103.59,923,-1.8 -2013,2,17,20,30,0,0,0,5.6000000000000005,10.600000000000001,116.24000000000001,922,0.1 -2013,2,17,21,30,0,0,0,5.800000000000001,9.8,128.8,922,2.1 -2013,2,17,22,30,0,0,0,5.9,9.1,140.87,922,3.9000000000000004 -2013,2,17,23,30,0,0,0,6,8.6,151.55,921,5.4 -2013,2,18,0,30,0,0,0,6,8.1,158.46,921,6.5 -2013,2,18,1,30,0,0,0,6.1000000000000005,7.9,157.67000000000002,921,7.4 -2013,2,18,2,30,0,0,0,6.4,8.1,149.78,920,8.1 -2013,2,18,3,30,0,0,0,7.1000000000000005,8.8,138.73,920,8.8 -2013,2,18,4,30,0,0,0,7.7,9.4,126.52,920,9.4 -2013,2,18,5,30,0,0,0,7.5,9.3,113.91,920,9.3 -2013,2,18,6,30,0,0,0,6.800000000000001,8.8,101.25,921,8.8 -2013,2,18,7,30,18,14,161,6.4,9.200000000000001,88.47,922,7.9 -2013,2,18,8,30,213,50,709,6.1000000000000005,11.5,76.71000000000001,923,5.6000000000000005 -2013,2,18,9,30,433,65,887,6.5,14,65.53,923,0.1 -2013,2,18,10,30,619,74,968,6.9,15.4,55.71,924,-4.800000000000001 -2013,2,18,11,30,752,77,1011,6.9,16.1,48.15,925,-5.4 -2013,2,18,12,30,817,78,1030,6.7,16.6,44.09,925,-4.800000000000001 -2013,2,18,13,30,812,77,1031,6.6000000000000005,16.8,44.49,925,-4.2 -2013,2,18,14,30,729,73,1006,6.4,16.5,49.25,926,-4 -2013,2,18,15,30,588,66,966,6,15.9,57.29,926,-4.1000000000000005 -2013,2,18,16,30,396,58,881,5.2,14.5,67.4,927,-4.3 -2013,2,18,17,30,176,41,691,4.5,13.5,78.74,927,-4.2 -2013,2,18,18,30,0,0,0,2.9000000000000004,9.200000000000001,90.92,929,-3.2 -2013,2,18,19,30,0,0,0,3.2,8,103.43,930,-3.5 -2013,2,18,20,30,0,0,0,3.2,6.800000000000001,116.08,931,-4.1000000000000005 -2013,2,18,21,30,0,0,0,3,5.9,128.63,932,-4.7 -2013,2,18,22,30,0,0,0,2.7,5,140.67000000000002,932,-5.2 -2013,2,18,23,30,0,0,0,2.4000000000000004,4.3,151.29,932,-5.6000000000000005 -2013,2,19,0,30,0,0,0,2.2,4,158.13,932,-5.800000000000001 -2013,2,19,1,30,0,0,0,2,3.7,157.33,932,-5.800000000000001 -2013,2,19,2,30,0,0,0,1.7000000000000002,3.3000000000000003,149.51,932,-5.6000000000000005 -2013,2,19,3,30,0,0,0,1.5,2.7,138.5,932,-5.300000000000001 -2013,2,19,4,30,0,0,0,1.4000000000000001,2.1,126.31,932,-5.2 -2013,2,19,5,30,0,0,0,1.3,1.8,113.71000000000001,933,-5.2 -2013,2,19,6,30,0,0,0,1.4000000000000001,2.2,101.05,934,-4.9 -2013,2,19,7,30,7,7,0,2.1,3.7,88.26,935,-4.6000000000000005 -2013,2,19,8,30,217,46,730,3.4000000000000004,6.4,76.47,935,-4.800000000000001 -2013,2,19,9,30,295,169,302,4.5,9.3,65.27,936,-5.2 -2013,2,19,10,30,507,170,594,4.9,11.200000000000001,55.410000000000004,935,-6 -2013,2,19,11,30,744,78,991,5.1000000000000005,12.4,47.82,935,-6.300000000000001 -2013,2,19,12,30,807,86,998,5.4,13.200000000000001,43.730000000000004,933,-6.4 -2013,2,19,13,30,654,259,550,5.7,13.600000000000001,44.14,932,-6.4 -2013,2,19,14,30,549,276,415,5.9,13.9,48.95,931,-6.2 -2013,2,19,15,30,337,253,155,5.9,13.700000000000001,57.03,930,-6 -2013,2,19,16,30,182,160,58,5.2,12.700000000000001,67.18,930,-5.7 -2013,2,19,17,30,57,57,0,4.7,11.9,78.55,930,-5.1000000000000005 -2013,2,19,18,30,0,0,0,3.1,9.4,90.19,930,-4 -2013,2,19,19,30,0,0,0,2.8000000000000003,8.5,103.26,931,-2.7 -2013,2,19,20,30,0,0,0,3.7,7.800000000000001,115.92,932,-1.7000000000000002 -2013,2,19,21,30,0,0,0,4.5,7.2,128.46,931,-1.1 -2013,2,19,22,30,0,0,0,4.6000000000000005,6.7,140.47,931,-0.30000000000000004 -2013,2,19,23,30,0,0,0,4.5,6.4,151.03,930,0.2 -2013,2,20,0,30,0,0,0,4.5,6.2,157.78,929,0.6000000000000001 -2013,2,20,1,30,0,0,0,4.6000000000000005,6.2,156.99,928,1 -2013,2,20,2,30,0,0,0,4.800000000000001,6.300000000000001,149.22,928,1.7000000000000002 -2013,2,20,3,30,0,0,0,4.4,6.1000000000000005,138.26,928,2.6 -2013,2,20,4,30,0,0,0,4,5.9,126.10000000000001,927,3.6 -2013,2,20,5,30,0,0,0,4.4,5.9,113.5,927,4.2 -2013,2,20,6,30,0,0,0,4.9,6,100.84,926,4.3 -2013,2,20,7,30,20,16,113,5,6.4,88.07000000000001,926,4.5 -2013,2,20,8,30,59,59,0,5.1000000000000005,7.1000000000000005,76.24,926,4.800000000000001 -2013,2,20,9,30,69,69,0,5.300000000000001,7.800000000000001,65,925,5.2 -2013,2,20,10,30,124,124,0,5.5,8.6,55.11,925,5.800000000000001 -2013,2,20,11,30,295,274,31,5.7,9.600000000000001,47.480000000000004,923,6.5 -2013,2,20,12,30,302,284,26,5.7,10.600000000000001,43.37,922,7.300000000000001 -2013,2,20,13,30,262,250,16,5.7,11.600000000000001,43.800000000000004,920,8.200000000000001 -2013,2,20,14,30,104,104,0,5.6000000000000005,12.4,48.64,919,9.1 -2013,2,20,15,30,115,115,0,5.4,12.8,56.76,918,9.8 -2013,2,20,16,30,35,35,0,5.2,12.3,66.96000000000001,918,10.200000000000001 -2013,2,20,17,30,6,6,0,5.1000000000000005,11.8,78.36,918,10.3 -2013,2,20,18,30,0,0,0,5.6000000000000005,9.9,90.05,918,9.9 -2013,2,20,19,30,0,0,0,5.9,9.3,103.10000000000001,918,9.3 -2013,2,20,20,30,0,0,0,6,9,115.76,917,9 -2013,2,20,21,30,0,0,0,5.9,9.1,128.28,916,9.1 -2013,2,20,22,30,0,0,0,5.800000000000001,9.700000000000001,140.26,916,9.700000000000001 -2013,2,20,23,30,0,0,0,5.800000000000001,10.700000000000001,150.77,915,10.700000000000001 -2013,2,21,0,30,0,0,0,6.1000000000000005,12,157.44,914,12 -2013,2,21,1,30,0,0,0,6.4,12.700000000000001,156.64000000000001,913,12.700000000000001 -2013,2,21,2,30,0,0,0,6.300000000000001,12.100000000000001,148.93,913,12.100000000000001 -2013,2,21,3,30,0,0,0,6,10.3,138.02,914,10.3 -2013,2,21,4,30,0,0,0,5.800000000000001,8.200000000000001,125.88000000000001,915,8.200000000000001 -2013,2,21,5,30,0,0,0,5.7,6.5,113.29,916,4.4 -2013,2,21,6,30,0,0,0,5.7,5.5,100.63,917,1.3 -2013,2,21,7,30,28,15,347,6.2,6.2,87.86,918,-0.9 -2013,2,21,8,30,236,43,796,7.5,8.4,76,918,-2.1 -2013,2,21,9,30,453,59,923,8.700000000000001,10.5,64.73,918,-4.5 -2013,2,21,10,30,634,72,976,9.3,12.200000000000001,54.800000000000004,918,-6.4 -2013,2,21,11,30,759,82,995,9.600000000000001,13.600000000000001,47.14,918,-6.2 -2013,2,21,12,30,823,88,1006,9.5,14.8,43.01,918,-4.9 -2013,2,21,13,30,817,87,1005,9.1,15.8,43.45,918,-4.2 -2013,2,21,14,30,739,83,988,8.4,16.5,48.33,918,-4.1000000000000005 -2013,2,21,15,30,598,74,950,7.4,16.5,56.5,918,-4.4 -2013,2,21,16,30,408,62,876,5.4,15.200000000000001,66.74,919,-4.9 -2013,2,21,17,30,186,44,692,4,14.100000000000001,78.17,919,-3.9000000000000004 -2013,2,21,18,30,0,0,0,2.1,8.200000000000001,89.9,921,-1.6 -2013,2,21,19,30,0,0,0,2.6,6.7,102.94,923,-1.4000000000000001 -2013,2,21,20,30,0,0,0,3.4000000000000004,5.1000000000000005,115.60000000000001,924,-1.4000000000000001 -2013,2,21,21,30,0,0,0,3.8000000000000003,3,128.11,925,-1.4000000000000001 -2013,2,21,22,30,0,0,0,3.8000000000000003,1.1,140.06,926,-1.8 -2013,2,21,23,30,0,0,0,4,-0.30000000000000004,150.5,926,-2.6 -2013,2,22,0,30,0,0,0,4.2,-1.5,157.09,926,-3.9000000000000004 -2013,2,22,1,30,0,0,0,4.4,-2.5,156.28,926,-5.300000000000001 -2013,2,22,2,30,0,0,0,3.9000000000000004,-3.3000000000000003,148.64000000000001,927,-6.5 -2013,2,22,3,30,0,0,0,3.2,-3.7,137.77,928,-7.2 -2013,2,22,4,30,0,0,0,2.7,-4.1000000000000005,125.66,929,-7.7 -2013,2,22,5,30,0,0,0,2.4000000000000004,-4.5,113.08,929,-8 -2013,2,22,6,30,0,0,0,2.5,-4.6000000000000005,100.41,930,-8.3 -2013,2,22,7,30,11,11,0,3.2,-3.4000000000000004,87.63,930,-8.6 -2013,2,22,8,30,200,55,589,3.7,-1.3,75.75,930,-9.700000000000001 -2013,2,22,9,30,374,113,605,3.4000000000000004,1.2000000000000002,64.46000000000001,930,-9.8 -2013,2,22,10,30,636,73,969,3,3.7,54.5,930,-9.3 -2013,2,22,11,30,767,78,1007,2.4000000000000004,6,46.79,929,-8.4 -2013,2,22,12,30,832,80,1023,1.9000000000000001,8.1,42.64,928,-7.2 -2013,2,22,13,30,821,80,1013,2,9.700000000000001,43.09,927,-6.300000000000001 -2013,2,22,14,30,742,80,990,2.4000000000000004,10.8,48.02,927,-5.7 -2013,2,22,15,30,601,72,952,2.6,11.100000000000001,56.24,927,-5.5 -2013,2,22,16,30,407,62,865,2.3000000000000003,10.200000000000001,66.52,928,-5.300000000000001 -2013,2,22,17,30,186,45,678,1.9000000000000001,9.3,77.98,928,-4.2 -2013,2,22,18,30,0,0,0,2.3000000000000003,4.4,89.75,928,-3.6 -2013,2,22,19,30,0,0,0,2.9000000000000004,3.2,102.78,928,-4.7 -2013,2,22,20,30,0,0,0,2.9000000000000004,1.9000000000000001,115.44,929,-5.1000000000000005 -2013,2,22,21,30,0,0,0,2.5,0.8,127.94,929,-5.300000000000001 -2013,2,22,22,30,0,0,0,2.1,-0.2,139.85,929,-5.4 -2013,2,22,23,30,0,0,0,1.7000000000000002,-1.1,150.23,929,-5.5 -2013,2,23,0,30,0,0,0,1.3,-1.8,156.74,929,-5.800000000000001 -2013,2,23,1,30,0,0,0,1.1,-2.4000000000000004,155.93,929,-6 -2013,2,23,2,30,0,0,0,1,-2.9000000000000004,148.34,928,-6.2 -2013,2,23,3,30,0,0,0,1,-3.2,137.52,927,-6.300000000000001 -2013,2,23,4,30,0,0,0,1.1,-3.5,125.43,927,-6.300000000000001 -2013,2,23,5,30,0,0,0,1.1,-3.8000000000000003,112.86,927,-6.1000000000000005 -2013,2,23,6,30,0,0,0,1.4000000000000001,-3.3000000000000003,100.19,928,-5.800000000000001 -2013,2,23,7,30,30,18,285,2.1,-1,87.42,928,-5.4 -2013,2,23,8,30,237,49,753,2.8000000000000003,2.9000000000000004,75.5,928,-5 -2013,2,23,9,30,464,61,923,3.2,7,64.18,928,-5.1000000000000005 -2013,2,23,10,30,651,69,995,3.7,10.4,54.18,927,-5.7 -2013,2,23,11,30,784,73,1031,4.2,12.9,46.45,926,-6.9 -2013,2,23,12,30,849,77,1043,4.3,14.600000000000001,42.27,926,-7.300000000000001 -2013,2,23,13,30,842,78,1040,4.2,15.600000000000001,42.74,925,-7.5 -2013,2,23,14,30,763,75,1022,3.9000000000000004,16.3,47.71,924,-7.9 -2013,2,23,15,30,619,69,983,3.3000000000000003,16.3,55.980000000000004,924,-8.5 -2013,2,23,16,30,422,59,904,2,14.9,66.3,923,-8.9 -2013,2,23,17,30,197,43,727,1,13.600000000000001,77.79,923,-2.5 -2013,2,23,18,30,0,0,0,1.4000000000000001,8.4,89.61,923,-5 -2013,2,23,19,30,0,0,0,1.8,6.5,102.62,923,-5.1000000000000005 -2013,2,23,20,30,0,0,0,2.3000000000000003,5.800000000000001,115.28,923,-5.9 -2013,2,23,21,30,0,0,0,3,5.6000000000000005,127.76,923,-6.7 -2013,2,23,22,30,0,0,0,3.6,5.2,139.64000000000001,923,-7.2 -2013,2,23,23,30,0,0,0,4,4.6000000000000005,149.96,922,-7.4 -2013,2,24,0,30,0,0,0,4.3,3.8000000000000003,156.39000000000001,922,-7.2 -2013,2,24,1,30,0,0,0,4.4,3,155.56,921,-6.9 -2013,2,24,2,30,0,0,0,4.3,2.3000000000000003,148.04,921,-6.4 -2013,2,24,3,30,0,0,0,4.1000000000000005,1.7000000000000002,137.26,921,-5.4 -2013,2,24,4,30,0,0,0,4.1000000000000005,1.3,125.2,920,-4.3 -2013,2,24,5,30,0,0,0,4.1000000000000005,1.1,112.64,920,-3.2 -2013,2,24,6,30,0,0,0,4.4,1.5,99.97,920,-2.1 -2013,2,24,7,30,32,19,280,4.9,3.6,87.21000000000001,920,-0.7000000000000001 -2013,2,24,8,30,234,52,715,5.7,7.5,75.25,920,0.7000000000000001 -2013,2,24,9,30,449,69,865,6.800000000000001,12.200000000000001,63.910000000000004,920,2.4000000000000004 -2013,2,24,10,30,633,80,937,7.4,16.3,53.870000000000005,919,3.8000000000000003 -2013,2,24,11,30,762,87,974,7.2,19.200000000000003,46.09,918,3.8000000000000003 -2013,2,24,12,30,827,88,992,6.800000000000001,21.200000000000003,41.9,917,3.2 -2013,2,24,13,30,819,90,987,6.300000000000001,22.3,42.39,916,2.4000000000000004 -2013,2,24,14,30,741,87,966,5.800000000000001,22.700000000000003,47.4,915,1.4000000000000001 -2013,2,24,15,30,602,80,927,5.4,22.400000000000002,55.72,914,0.30000000000000004 -2013,2,24,16,30,409,68,841,4.2,20.3,66.08,914,-0.1 -2013,2,24,17,30,189,49,653,3.4000000000000004,18.7,77.60000000000001,914,2.3000000000000003 -2013,2,24,18,30,0,0,0,4.2,14.200000000000001,89.48,913,3.4000000000000004 -2013,2,24,19,30,0,0,0,5.300000000000001,13.3,102.46000000000001,913,5 -2013,2,24,20,30,0,0,0,5.1000000000000005,12.200000000000001,115.12,913,6.7 -2013,2,24,21,30,0,0,0,4.5,11.5,127.59,913,7.800000000000001 -2013,2,24,22,30,0,0,0,4.5,11,139.43,914,8.4 -2013,2,24,23,30,0,0,0,4.800000000000001,10.200000000000001,149.69,914,8.200000000000001 -2013,2,25,0,30,0,0,0,4.7,8.9,156.04,914,6.300000000000001 -2013,2,25,1,30,0,0,0,4.7,7,155.20000000000002,914,3.1 -2013,2,25,2,30,0,0,0,5.1000000000000005,5.2,147.73,914,0.2 -2013,2,25,3,30,0,0,0,5,4,137,914,-0.8 -2013,2,25,4,30,0,0,0,4.6000000000000005,3.1,124.96000000000001,914,-1.1 -2013,2,25,5,30,0,0,0,4.4,2.5,112.41,914,-1.6 -2013,2,25,6,30,0,0,0,4.5,2.2,99.74000000000001,914,-2.3000000000000003 -2013,2,25,7,30,32,23,164,5.6000000000000005,3,86.98,915,-2.6 -2013,2,25,8,30,161,96,250,7.4,4.3,75,915,-2.2 -2013,2,25,9,30,264,197,151,8.6,4.800000000000001,63.620000000000005,915,-2.7 -2013,2,25,10,30,257,238,31,9.3,4.9,53.550000000000004,915,-3.6 -2013,2,25,11,30,167,164,4,10,5.1000000000000005,45.74,915,-4.1000000000000005 -2013,2,25,12,30,128,128,0,10.9,5.300000000000001,41.53,916,-4.2 -2013,2,25,13,30,208,202,9,11.5,5.1000000000000005,42.03,916,-4.3 -2013,2,25,14,30,214,207,10,11.8,4.6000000000000005,47.09,917,-4.2 -2013,2,25,15,30,227,214,22,11.5,4.2,55.46,918,-4 -2013,2,25,16,30,184,166,46,10.8,3.7,65.86,919,-3.8000000000000003 -2013,2,25,17,30,51,51,0,10.4,3.4000000000000004,77.41,920,-3.6 -2013,2,25,18,30,0,0,0,9,2.7,89.31,922,-3.5 -2013,2,25,19,30,0,0,0,8.4,2.6,102.3,923,-3.4000000000000004 -2013,2,25,20,30,0,0,0,7.800000000000001,2.4000000000000004,114.95,924,-3.5 -2013,2,25,21,30,0,0,0,6.9,1.9000000000000001,127.41,924,-3.7 -2013,2,25,22,30,0,0,0,6.1000000000000005,1.3,139.22,924,-4 -2013,2,25,23,30,0,0,0,5.5,0.6000000000000001,149.41,924,-4.2 -2013,2,26,0,30,0,0,0,4.9,-0.2,155.68,924,-4.5 -2013,2,26,1,30,0,0,0,4.7,-0.9,154.83,924,-4.9 -2013,2,26,2,30,0,0,0,4.5,-1.6,147.42000000000002,924,-5.300000000000001 -2013,2,26,3,30,0,0,0,4.2,-2.1,136.74,924,-5.7 -2013,2,26,4,30,0,0,0,3.8000000000000003,-2.7,124.72,924,-6.1000000000000005 -2013,2,26,5,30,0,0,0,3.4000000000000004,-3.3000000000000003,112.18,924,-6.4 -2013,2,26,6,30,0,0,0,3.5,-3.3000000000000003,99.51,924,-6.7 -2013,2,26,7,30,42,19,394,3.8000000000000003,-1.5,86.74,925,-6.800000000000001 -2013,2,26,8,30,254,47,785,4,1.8,74.74,925,-6.5 -2013,2,26,9,30,476,61,925,3.8000000000000003,5,63.34,925,-6.1000000000000005 -2013,2,26,10,30,662,69,992,3.4000000000000004,7.5,53.230000000000004,925,-6.1000000000000005 -2013,2,26,11,30,794,73,1026,3.1,9.700000000000001,45.38,925,-6.4 -2013,2,26,12,30,858,76,1040,3,11.5,41.15,924,-6.5 -2013,2,26,13,30,851,75,1039,3.1,13.100000000000001,41.67,923,-6.7 -2013,2,26,14,30,771,70,1023,3.1,14.200000000000001,46.78,922,-7.2 -2013,2,26,15,30,632,66,993,2.7,14.600000000000001,55.21,922,-7.7 -2013,2,26,16,30,435,57,918,1.6,13.9,65.65,921,-7.9 -2013,2,26,17,30,208,42,752,0.8,13,77.23,921,-2.3000000000000003 -2013,2,26,18,30,0,0,0,1.2000000000000002,8.5,89.17,921,-5.2 -2013,2,26,19,30,0,0,0,1.6,6.2,102.14,921,-5 -2013,2,26,20,30,0,0,0,1.9000000000000001,5,114.79,921,-5.2 -2013,2,26,21,30,0,0,0,2.3000000000000003,4.4,127.23,921,-5.6000000000000005 -2013,2,26,22,30,0,0,0,2.1,3.7,139.01,921,-5.7 -2013,2,26,23,30,0,0,0,1.2000000000000002,2.6,149.13,922,-5.6000000000000005 -2013,2,27,0,30,0,0,0,1.5,1.8,155.33,922,-5.5 -2013,2,27,1,30,0,0,0,3.1,0.9,154.46,923,-5.300000000000001 -2013,2,27,2,30,0,0,0,4.2,-0.30000000000000004,147.1,925,-4.6000000000000005 -2013,2,27,3,30,0,0,0,4.7,-1.3,136.47,926,-4.1000000000000005 -2013,2,27,4,30,0,0,0,4.6000000000000005,-2,124.48,928,-3.9000000000000004 -2013,2,27,5,30,0,0,0,4.1000000000000005,-2.5,111.95,929,-4.1000000000000005 -2013,2,27,6,30,0,0,0,3.9000000000000004,-2.3000000000000003,99.27,931,-4.7 -2013,2,27,7,30,44,21,380,4.4,-0.30000000000000004,86.51,931,-5.4 -2013,2,27,8,30,258,50,778,5.7,3.2,74.48,932,-5.4 -2013,2,27,9,30,480,65,915,6.6000000000000005,6.2,63.050000000000004,933,-4.6000000000000005 -2013,2,27,10,30,672,74,993,6.7,8.3,52.910000000000004,933,-4.800000000000001 -2013,2,27,11,30,805,78,1029,6.800000000000001,9.9,45.02,933,-6.4 -2013,2,27,12,30,870,78,1045,6.800000000000001,11,40.77,933,-8.6 -2013,2,27,13,30,862,77,1046,6.7,11.700000000000001,41.31,933,-10.200000000000001 -2013,2,27,14,30,782,73,1029,6.5,11.9,46.47,933,-10.5 -2013,2,27,15,30,637,69,989,6.2,11.3,54.95,933,-10.100000000000001 -2013,2,27,16,30,439,60,912,5.5,10,65.43,933,-9.3 -2013,2,27,17,30,209,45,732,5,9.1,77.05,933,-8.3 -2013,2,27,18,30,0,0,0,2.4000000000000004,4.3,89.01,934,-6.2 -2013,2,27,19,30,0,0,0,2.1,2.8000000000000003,101.98,935,-5.300000000000001 -2013,2,27,20,30,0,0,0,1.9000000000000001,1.8,114.63,936,-4.9 -2013,2,27,21,30,0,0,0,1.6,0.9,127.06,936,-4.6000000000000005 -2013,2,27,22,30,0,0,0,1.4000000000000001,0.1,138.79,936,-4.5 -2013,2,27,23,30,0,0,0,1.3,-0.5,148.85,936,-4.5 -2013,2,28,0,30,0,0,0,1.3,-1.2000000000000002,154.96,936,-4.5 -2013,2,28,1,30,0,0,0,1.4000000000000001,-1.7000000000000002,154.09,936,-4.6000000000000005 -2013,2,28,2,30,0,0,0,1.6,-2.2,146.78,936,-4.6000000000000005 -2013,2,28,3,30,0,0,0,1.7000000000000002,-2.7,136.19,936,-4.800000000000001 -2013,2,28,4,30,0,0,0,1.9000000000000001,-3.1,124.23,936,-5 -2013,2,28,5,30,0,0,0,1.9000000000000001,-3.6,111.71000000000001,937,-5.4 -2013,2,28,6,30,0,0,0,2.2,-3.2,99.04,937,-6 -2013,2,28,7,30,47,21,400,2.8000000000000003,-1,86.27,937,-6.4 -2013,2,28,8,30,263,49,785,3.2,3,74.22,937,-6.5 -2013,2,28,9,30,485,63,923,3.6,7.1000000000000005,62.76,938,-7.300000000000001 -2013,2,28,10,30,672,72,988,3.8000000000000003,9.8,52.59,937,-8.4 -2013,2,28,11,30,803,78,1019,3.7,11.5,44.660000000000004,937,-8.700000000000001 -2013,2,28,12,30,867,83,1029,3.7,12.700000000000001,40.39,936,-8.9 -2013,2,28,13,30,858,83,1026,3.7,13.3,40.95,935,-9 -2013,2,28,14,30,777,82,1004,3.8000000000000003,13.5,46.160000000000004,935,-9.1 -2013,2,28,15,30,632,77,959,3.8000000000000003,13.100000000000001,54.69,934,-9.3 -2013,2,28,16,30,435,67,877,3,11.8,65.22,934,-9.3 -2013,2,28,17,30,208,49,700,2.2,10.8,76.86,934,-6.7 -2013,2,28,18,30,15,12,159,1.2000000000000002,6.2,88.86,935,-4.9 -2013,2,28,19,30,0,0,0,1.2000000000000002,5.4,101.83,935,-5.800000000000001 -2013,2,28,20,30,0,0,0,1.2000000000000002,4.7,114.47,935,-6.4 -2013,2,28,21,30,0,0,0,1.2000000000000002,4,126.88000000000001,935,-6.800000000000001 -2013,2,28,22,30,0,0,0,1.1,3.2,138.58,935,-7 -2013,2,28,23,30,0,0,0,1.1,2.6,148.57,935,-7.300000000000001 -2013,3,1,0,30,0,0,0,1,2.2,154.6,935,-7.5 -2013,3,1,1,30,0,0,0,0.9,1.8,153.71,934,-7.800000000000001 -2013,3,1,2,30,0,0,0,0.8,1.4000000000000001,146.46,934,-7.9 -2013,3,1,3,30,0,0,0,0.9,0.9,135.91,934,-7.7 -2013,3,1,4,30,0,0,0,1,0.30000000000000004,123.98,934,-7.300000000000001 -2013,3,1,5,30,0,0,0,1,0,111.47,934,-7.1000000000000005 -2013,3,1,6,30,0,0,0,0.7000000000000001,0.4,98.8,934,-7 -2013,3,1,7,30,23,23,0,0.5,2.2,86.03,935,-5.9 -2013,3,1,8,30,263,52,766,0.8,5.6000000000000005,73.95,935,-6.5 -2013,3,1,9,30,485,65,909,1.1,9.3,62.47,935,-7.6000000000000005 -2013,3,1,10,30,676,73,985,1.8,12.100000000000001,52.26,935,-7.9 -2013,3,1,11,30,807,78,1018,3.3000000000000003,13.700000000000001,44.300000000000004,935,-7.9 -2013,3,1,12,30,865,81,1024,5.1000000000000005,14.4,40.01,935,-7.800000000000001 -2013,3,1,13,30,857,82,1021,6.300000000000001,14.4,40.59,934,-7.7 -2013,3,1,14,30,777,78,1004,6.9,13.8,45.85,934,-7.7 -2013,3,1,15,30,436,256,310,7.1000000000000005,12.8,54.44,935,-8 -2013,3,1,16,30,440,61,896,6.6000000000000005,11.4,65.01,935,-8.200000000000001 -2013,3,1,17,30,214,45,734,6.2,10.5,76.68,935,-7.800000000000001 -2013,3,1,18,30,17,12,203,3.2,6,88.72,936,-6.5 -2013,3,1,19,30,0,0,0,2.4000000000000004,4.1000000000000005,101.67,937,-5.5 -2013,3,1,20,30,0,0,0,1.9000000000000001,2.7,114.31,937,-4.9 -2013,3,1,21,30,0,0,0,1.5,1.6,126.7,937,-4.6000000000000005 -2013,3,1,22,30,0,0,0,1.3,0.8,138.36,938,-4.5 -2013,3,1,23,30,0,0,0,1.3,0.2,148.29,938,-4.5 -2013,3,2,0,30,0,0,0,1.3,-0.30000000000000004,154.24,938,-4.6000000000000005 -2013,3,2,1,30,0,0,0,1.4000000000000001,-0.8,153.34,939,-4.6000000000000005 -2013,3,2,2,30,0,0,0,1.5,-1.2000000000000002,146.13,939,-4.6000000000000005 -2013,3,2,3,30,0,0,0,1.5,-1.6,135.63,939,-4.7 -2013,3,2,4,30,0,0,0,1.6,-2.1,123.72,939,-4.7 -2013,3,2,5,30,0,0,0,1.5,-2.6,111.23,939,-4.7 -2013,3,2,6,30,0,0,0,1.7000000000000002,-2.1,98.55,940,-4.7 -2013,3,2,7,30,51,24,372,2.2,0.30000000000000004,85.79,940,-4.7 -2013,3,2,8,30,263,52,750,2.6,4.1000000000000005,73.68,941,-4.4 -2013,3,2,9,30,482,66,891,2.7,7.800000000000001,62.17,941,-5.2 -2013,3,2,10,30,666,75,958,3.1,10.8,51.93,940,-5.4 -2013,3,2,11,30,795,79,994,3.6,13.4,43.93,939,-5 -2013,3,2,12,30,858,84,1004,4,15.4,39.62,938,-3.9000000000000004 -2013,3,2,13,30,849,84,1003,4.2,16.7,40.230000000000004,937,-2.9000000000000004 -2013,3,2,14,30,770,80,985,4.1000000000000005,17.5,45.54,936,-2.2 -2013,3,2,15,30,627,72,949,3.8000000000000003,17.6,54.19,935,-1.9000000000000001 -2013,3,2,16,30,434,62,873,2.5,16.5,64.8,934,-1.8 -2013,3,2,17,30,211,46,706,1.5,15.5,76.5,934,1.6 -2013,3,2,18,30,17,12,204,0.9,12,88.57000000000001,934,0.1 -2013,3,2,19,30,0,0,0,1.1,10.5,101.51,934,-0.8 -2013,3,2,20,30,0,0,0,1.3,8.5,114.15,934,-1 -2013,3,2,21,30,0,0,0,1.5,6.9,126.52,934,-1.2000000000000002 -2013,3,2,22,30,0,0,0,1.7000000000000002,6.1000000000000005,138.14000000000001,934,-1.5 -2013,3,2,23,30,0,0,0,2.1,5.7,148,934,-1.9000000000000001 -2013,3,3,0,30,0,0,0,2.6,5.5,153.87,933,-2.3000000000000003 -2013,3,3,1,30,0,0,0,3.1,5.4,152.96,933,-2.6 -2013,3,3,2,30,0,0,0,3.6,5.1000000000000005,145.8,932,-3 -2013,3,3,3,30,0,0,0,3.9000000000000004,4.7,135.34,932,-3.2 -2013,3,3,4,30,0,0,0,4,4.2,123.46000000000001,932,-3.4000000000000004 -2013,3,3,5,30,0,0,0,4.3,3.8000000000000003,110.98,931,-3.7 -2013,3,3,6,30,0,0,0,4.7,4,98.31,931,-4.2 -2013,3,3,7,30,56,24,414,4.9,5.7,85.55,931,-4.800000000000001 -2013,3,3,8,30,274,51,779,5.1000000000000005,9.5,73.41,930,-5 -2013,3,3,9,30,495,65,913,6.300000000000001,14.100000000000001,61.88,930,-4.800000000000001 -2013,3,3,10,30,555,199,573,7.4,18.3,51.6,928,-5.800000000000001 -2013,3,3,11,30,809,105,971,7.5,21.400000000000002,43.56,927,-6.2 -2013,3,3,12,30,873,80,1024,7.5,23.6,39.24,926,-6.1000000000000005 -2013,3,3,13,30,869,81,1027,7.5,24.8,39.86,924,-5.9 -2013,3,3,14,30,788,80,1005,7.4,25.3,45.24,923,-5.800000000000001 -2013,3,3,15,30,642,75,963,6.800000000000001,25.200000000000003,53.93,922,-5.800000000000001 -2013,3,3,16,30,445,65,885,5.5,23.6,64.59,921,-5.5 -2013,3,3,17,30,180,62,502,4.5,22.200000000000003,76.32000000000001,921,-3.5 -2013,3,3,18,30,10,10,0,5,17.6,88.44,920,-3.1 -2013,3,3,19,30,0,0,0,6.300000000000001,17.2,101.35000000000001,920,-4.1000000000000005 -2013,3,3,20,30,0,0,0,6.9,16.400000000000002,113.99000000000001,920,-4.4 -2013,3,3,21,30,0,0,0,6.5,14.8,126.34,920,-4.6000000000000005 -2013,3,3,22,30,0,0,0,5.9,13.100000000000001,137.92000000000002,919,-4.6000000000000005 -2013,3,3,23,30,0,0,0,5.7,11.700000000000001,147.71,919,-4.7 -2013,3,4,0,30,0,0,0,5.4,10.5,153.51,919,-4.7 -2013,3,4,1,30,0,0,0,5.1000000000000005,9.4,152.57,919,-4.6000000000000005 -2013,3,4,2,30,0,0,0,4.800000000000001,8.700000000000001,145.46,919,-4.6000000000000005 -2013,3,4,3,30,0,0,0,4.5,8.3,135.05,919,-4.5 -2013,3,4,4,30,0,0,0,4.2,8.3,123.2,919,-4.3 -2013,3,4,5,30,0,0,0,4.1000000000000005,8.700000000000001,110.73,919,-4.1000000000000005 -2013,3,4,6,30,0,0,0,4.3,9.4,98.06,920,-3.9000000000000004 -2013,3,4,7,30,39,28,133,4.7,11.3,85.3,920,-3.7 -2013,3,4,8,30,179,112,231,4.9,14.3,73.14,920,-3.4000000000000004 -2013,3,4,9,30,379,175,429,4.800000000000001,17.900000000000002,61.58,920,-2.5 -2013,3,4,10,30,460,290,272,5.300000000000001,22.200000000000003,51.26,920,-1.9000000000000001 -2013,3,4,11,30,549,356,265,5.7,25.6,43.19,919,-2.5 -2013,3,4,12,30,737,288,576,5.5,26.8,38.85,918,-2.1 -2013,3,4,13,30,845,81,989,5.2,27.1,39.5,917,-1.2000000000000002 -2013,3,4,14,30,413,343,98,5,27,44.93,917,-0.5 -2013,3,4,15,30,421,274,247,4.7,26.3,53.68,916,-0.30000000000000004 -2013,3,4,16,30,342,151,441,4.2,24.3,64.38,916,0.1 -2013,3,4,17,30,119,94,105,4,23,76.15,916,0 -2013,3,4,18,30,19,14,169,4.7,18.6,88.29,917,-2.8000000000000003 -2013,3,4,19,30,0,0,0,5,17.400000000000002,101.2,917,-5.4 -2013,3,4,20,30,0,0,0,4.6000000000000005,16.3,113.82000000000001,918,-5.4 -2013,3,4,21,30,0,0,0,3.9000000000000004,15.100000000000001,126.15,919,-3.5 -2013,3,4,22,30,0,0,0,5.4,13.9,137.70000000000002,921,-0.9 -2013,3,4,23,30,0,0,0,8.700000000000001,11.700000000000001,147.42000000000002,925,1.4000000000000001 -2013,3,5,0,30,0,0,0,10.3,8.4,153.14000000000001,928,0.9 -2013,3,5,1,30,0,0,0,9.9,5.800000000000001,152.19,930,-1.2000000000000002 -2013,3,5,2,30,0,0,0,8.9,4.3,145.12,932,-2 -2013,3,5,3,30,0,0,0,7.7,3.6,134.76,934,-2.3000000000000003 -2013,3,5,4,30,0,0,0,6.7,3.1,122.93,935,-2.7 -2013,3,5,5,30,0,0,0,6,2.5,110.47,936,-3.3000000000000003 -2013,3,5,6,30,0,0,0,5.7,2.4000000000000004,97.81,937,-3.8000000000000003 -2013,3,5,7,30,65,27,451,6.300000000000001,3.4000000000000004,85.04,938,-4.6000000000000005 -2013,3,5,8,30,294,53,818,7.2,5.300000000000001,72.87,939,-7.6000000000000005 -2013,3,5,9,30,522,66,948,7.4,7,61.28,940,-11.3 -2013,3,5,10,30,721,74,1027,7.1000000000000005,8.6,50.93,940,-13.3 -2013,3,5,11,30,855,78,1059,6.6000000000000005,10.200000000000001,42.82,939,-13.9 -2013,3,5,12,30,920,79,1073,6.1000000000000005,11.5,38.45,939,-14 -2013,3,5,13,30,910,78,1073,5.5,12.5,39.13,938,-14 -2013,3,5,14,30,827,75,1056,4.9,12.9,44.62,938,-14 -2013,3,5,15,30,677,69,1021,4.4,12.600000000000001,53.43,938,-13.9 -2013,3,5,16,30,474,60,950,3.5,11.600000000000001,64.17,938,-13.8 -2013,3,5,17,30,239,46,797,3,10.8,75.97,938,-12.9 -2013,3,5,18,30,25,15,307,1.3,5.1000000000000005,88.12,938,-7.5 -2013,3,5,19,30,0,0,0,1.3,3.8000000000000003,101.04,939,-8 -2013,3,5,20,30,0,0,0,1.3,2.9000000000000004,113.66,939,-8.6 -2013,3,5,21,30,0,0,0,1.3,2.2,125.97,939,-9 -2013,3,5,22,30,0,0,0,1.2000000000000002,1.9000000000000001,137.47,939,-9.4 -2013,3,5,23,30,0,0,0,1.2000000000000002,1.6,147.13,939,-9.9 -2013,3,6,0,30,0,0,0,1.2000000000000002,1.1,152.77,939,-10.5 -2013,3,6,1,30,0,0,0,1.2000000000000002,0.5,151.8,938,-10.9 -2013,3,6,2,30,0,0,0,1.1,0.30000000000000004,144.78,938,-11.200000000000001 -2013,3,6,3,30,0,0,0,1,0.1,134.46,938,-11.600000000000001 -2013,3,6,4,30,0,0,0,1.1,-0.7000000000000001,122.66,938,-11.700000000000001 -2013,3,6,5,30,0,0,0,1.2000000000000002,-1.2000000000000002,110.22,939,-11.3 -2013,3,6,6,30,0,0,0,1.3,-0.5,97.55,939,-10.600000000000001 -2013,3,6,7,30,41,32,100,1.8,1.5,84.79,940,-9.200000000000001 -2013,3,6,8,30,226,89,457,2.8000000000000003,3.7,72.59,940,-10.700000000000001 -2013,3,6,9,30,518,76,912,3.5,5.9,60.980000000000004,940,-10.600000000000001 -2013,3,6,10,30,694,89,953,3.9000000000000004,7.6000000000000005,50.59,939,-11.100000000000001 -2013,3,6,11,30,615,329,388,4,9,42.45,938,-11.100000000000001 -2013,3,6,12,30,683,326,453,4,10.5,38.06,937,-10.9 -2013,3,6,13,30,464,385,101,3.9000000000000004,11.8,38.77,936,-10.8 -2013,3,6,14,30,553,338,300,4,12.9,44.31,935,-10.700000000000001 -2013,3,6,15,30,601,101,835,4.2,13.700000000000001,53.18,934,-10.5 -2013,3,6,16,30,433,80,805,3.9000000000000004,13.4,63.97,933,-10.3 -2013,3,6,17,30,213,58,633,3.4000000000000004,12.8,75.79,933,-8.9 -2013,3,6,18,30,15,15,0,2.7,8,87.97,933,-6.5 -2013,3,6,19,30,0,0,0,3.3000000000000003,7.2,100.89,933,-7.2 -2013,3,6,20,30,0,0,0,3.6,6.5,113.5,932,-7.4 -2013,3,6,21,30,0,0,0,3.8000000000000003,5.800000000000001,125.79,932,-7.2 -2013,3,6,22,30,0,0,0,3.8000000000000003,5.1000000000000005,137.25,932,-7.1000000000000005 -2013,3,6,23,30,0,0,0,3.8000000000000003,4.6000000000000005,146.84,931,-7 -2013,3,7,0,30,0,0,0,3.7,4.3,152.39000000000001,931,-7 -2013,3,7,1,30,0,0,0,3.6,3.9000000000000004,151.41,930,-7 -2013,3,7,2,30,0,0,0,3.3000000000000003,3.4000000000000004,144.44,930,-7 -2013,3,7,3,30,0,0,0,2.8000000000000003,2.8000000000000003,134.16,930,-6.9 -2013,3,7,4,30,0,0,0,2.4000000000000004,2.2,122.39,930,-6.800000000000001 -2013,3,7,5,30,0,0,0,2.4000000000000004,2,109.96000000000001,930,-6.800000000000001 -2013,3,7,6,30,0,0,0,3,2.9000000000000004,97.3,931,-6.800000000000001 -2013,3,7,7,30,66,31,366,4.1000000000000005,5.5,84.53,931,-6.9 -2013,3,7,8,30,209,107,336,5,9.3,72.32000000000001,931,-6.2 -2013,3,7,9,30,376,191,379,5.800000000000001,13,60.68,931,-3.6 -2013,3,7,10,30,673,103,890,6,16,50.25,931,-1.6 -2013,3,7,11,30,798,114,921,5.9,18.400000000000002,42.07,930,-0.8 -2013,3,7,12,30,865,102,964,5.800000000000001,20.5,37.67,929,0.1 -2013,3,7,13,30,734,294,562,5.800000000000001,22,38.4,928,0.9 -2013,3,7,14,30,766,110,912,5.800000000000001,22.6,44.01,928,1.4000000000000001 -2013,3,7,15,30,618,112,839,5.9,22.1,52.94,928,1.7000000000000002 -2013,3,7,16,30,332,168,372,5.4,20.5,63.77,928,2.1 -2013,3,7,17,30,202,75,509,4.9,19.5,75.62,928,2.7 -2013,3,7,18,30,15,15,0,3.6,14.8,87.83,928,3.5 -2013,3,7,19,30,0,0,0,3.9000000000000004,13.3,100.73,929,3.8000000000000003 -2013,3,7,20,30,0,0,0,4.1000000000000005,12.3,113.34,929,4.1000000000000005 -2013,3,7,21,30,0,0,0,4.2,11.700000000000001,125.60000000000001,929,4.6000000000000005 -2013,3,7,22,30,0,0,0,4.3,11.3,137.02,929,5.300000000000001 -2013,3,7,23,30,0,0,0,4,10.8,146.54,929,6.1000000000000005 -2013,3,8,0,30,0,0,0,3.7,10,152.02,928,7 -2013,3,8,1,30,0,0,0,3.7,9.700000000000001,151.02,928,8 -2013,3,8,2,30,0,0,0,4.1000000000000005,10.200000000000001,144.09,928,9 -2013,3,8,3,30,0,0,0,4.800000000000001,11,133.86,928,10.100000000000001 -2013,3,8,4,30,0,0,0,4.800000000000001,11.600000000000001,122.11,928,11.200000000000001 -2013,3,8,5,30,0,0,0,4.2,11.9,109.7,928,11.8 -2013,3,8,6,30,0,0,0,4.1000000000000005,12.3,97.04,929,12.3 -2013,3,8,7,30,9,9,0,4.3,13.200000000000001,84.28,929,12.700000000000001 -2013,3,8,8,30,14,14,0,4.5,14.700000000000001,72.04,929,13 -2013,3,8,9,30,42,42,0,5,16.7,60.370000000000005,929,13.3 -2013,3,8,10,30,297,271,41,5.5,18.400000000000002,49.92,929,13.100000000000001 -2013,3,8,11,30,277,263,18,5.9,19.200000000000003,41.69,928,12.600000000000001 -2013,3,8,12,30,419,371,60,6.1000000000000005,19.700000000000003,37.27,927,12.200000000000001 -2013,3,8,13,30,362,334,36,6.4,20.700000000000003,38.04,926,12 -2013,3,8,14,30,348,315,45,6.7,21.700000000000003,43.7,925,11.8 -2013,3,8,15,30,135,135,0,6.9,22,52.69,925,11.4 -2013,3,8,16,30,330,173,351,6.7,21.3,63.56,925,11.3 -2013,3,8,17,30,204,72,523,6.5,20.6,75.44,925,11.600000000000001 -2013,3,8,18,30,21,18,88,5.9,17.6,87.68,925,12.200000000000001 -2013,3,8,19,30,0,0,0,6,16.2,100.58,925,13 -2013,3,8,20,30,0,0,0,6,15.100000000000001,113.17,925,13.5 -2013,3,8,21,30,0,0,0,5.9,14.3,125.42,924,13.8 -2013,3,8,22,30,0,0,0,5.9,13.600000000000001,136.79,924,13.600000000000001 -2013,3,8,23,30,0,0,0,6.1000000000000005,13,146.24,923,13 -2013,3,9,0,30,0,0,0,6.300000000000001,12.700000000000001,151.64000000000001,923,12.700000000000001 -2013,3,9,1,30,0,0,0,6.4,12.600000000000001,150.63,922,12.600000000000001 -2013,3,9,2,30,0,0,0,6.5,12.700000000000001,143.74,922,12.600000000000001 -2013,3,9,3,30,0,0,0,6.5,12.9,133.55,921,12.700000000000001 -2013,3,9,4,30,0,0,0,6.7,13.100000000000001,121.83,921,12.9 -2013,3,9,5,30,0,0,0,6.5,13.200000000000001,109.43,921,13.100000000000001 -2013,3,9,6,30,0,0,0,6.300000000000001,13.4,96.78,921,13.200000000000001 -2013,3,9,7,30,71,33,372,6.6000000000000005,14.700000000000001,84.02,921,13.3 -2013,3,9,8,30,113,111,8,7.1000000000000005,17.3,71.76,921,13 -2013,3,9,9,30,399,185,429,6.9,19.900000000000002,60.07,921,11.4 -2013,3,9,10,30,511,287,345,6.4,21.8,49.58,921,8.8 -2013,3,9,11,30,475,376,131,6.1000000000000005,22.700000000000003,41.31,920,6.800000000000001 -2013,3,9,12,30,256,245,14,6,23.1,36.88,920,5.300000000000001 -2013,3,9,13,30,866,93,976,6.1000000000000005,23.200000000000003,37.67,919,4 -2013,3,9,14,30,400,344,77,6.2,22.8,43.4,918,2.8000000000000003 -2013,3,9,15,30,478,263,353,6.300000000000001,22.1,52.45,919,1.2000000000000002 -2013,3,9,16,30,454,67,863,5.9,20.700000000000003,63.36,919,-0.7000000000000001 -2013,3,9,17,30,229,50,704,5.4,19.900000000000002,75.27,919,-2.3000000000000003 -2013,3,9,18,30,27,17,240,2.5,14.9,87.53,920,-2 -2013,3,9,19,30,0,0,0,2.1,13.700000000000001,100.42,920,-1.8 -2013,3,9,20,30,0,0,0,2.5,13.200000000000001,113.01,920,-1.6 -2013,3,9,21,30,0,0,0,3.1,12.600000000000001,125.23,921,-1.4000000000000001 -2013,3,9,22,30,0,0,0,2.9000000000000004,11.4,136.56,922,-0.9 -2013,3,9,23,30,0,0,0,2.6,10.200000000000001,145.94,922,-0.2 -2013,3,10,0,30,0,0,0,2.7,9.3,151.27,922,-0.1 -2013,3,10,1,30,0,0,0,3.6,8.700000000000001,150.24,921,-0.7000000000000001 -2013,3,10,2,30,0,0,0,4.6000000000000005,7.9,143.38,922,-2.3000000000000003 -2013,3,10,3,30,0,0,0,5.4,6.6000000000000005,133.24,923,-2.7 -2013,3,10,4,30,0,0,0,6.4,5.2,121.55,925,-2.7 -2013,3,10,5,30,0,0,0,7.1000000000000005,4,109.17,926,-3.2 -2013,3,10,6,30,0,0,0,7.5,3.6,96.52,927,-3.6 -2013,3,10,7,30,81,33,443,8.1,4.7,83.75,928,-3.9000000000000004 -2013,3,10,8,30,307,59,780,8.700000000000001,6.300000000000001,71.47,928,-4.6000000000000005 -2013,3,10,9,30,534,70,921,8.700000000000001,7.800000000000001,59.76,928,-5.6000000000000005 -2013,3,10,10,30,720,76,986,8.4,9.200000000000001,49.230000000000004,928,-6.9 -2013,3,10,11,30,849,81,1017,7.9,10.5,40.93,928,-8 -2013,3,10,12,30,917,82,1039,7.4,11.700000000000001,36.480000000000004,928,-8.9 -2013,3,10,13,30,906,82,1036,7.1000000000000005,12.5,37.300000000000004,928,-9.9 -2013,3,10,14,30,823,80,1018,7,12.700000000000001,43.09,928,-10.8 -2013,3,10,15,30,675,73,981,7,12.4,52.2,928,-11.600000000000001 -2013,3,10,16,30,479,64,918,6.6000000000000005,11.4,63.160000000000004,928,-12.3 -2013,3,10,17,30,246,49,766,6.2,10.700000000000001,75.10000000000001,929,-12.5 -2013,3,10,18,30,32,18,319,3.1,6.7,87.37,930,-11.100000000000001 -2013,3,10,19,30,0,0,0,2.2,4.7,100.27,931,-9.200000000000001 -2013,3,10,20,30,0,0,0,1.9000000000000001,3.5,112.85000000000001,931,-8.4 -2013,3,10,21,30,0,0,0,1.8,2.7,125.04,932,-8.1 -2013,3,10,22,30,0,0,0,1.9000000000000001,1.9000000000000001,136.33,931,-8.200000000000001 -2013,3,10,23,30,0,0,0,2.2,1.3,145.64000000000001,931,-8.4 -2013,3,11,0,30,0,0,0,2.6,0.7000000000000001,150.89000000000001,931,-8.700000000000001 -2013,3,11,1,30,0,0,0,3,0.2,149.84,931,-9.1 -2013,3,11,2,30,0,0,0,2.8000000000000003,-0.6000000000000001,143.03,931,-9.3 -2013,3,11,3,30,0,0,0,2.3000000000000003,-1.7000000000000002,132.93,931,-9.4 -2013,3,11,4,30,0,0,0,1.8,-2.5,121.27,931,-9.5 -2013,3,11,5,30,0,0,0,1.6,-2.9000000000000004,108.9,931,-9.700000000000001 -2013,3,11,6,30,0,0,0,2,-1.8,96.25,932,-9.9 -2013,3,11,7,30,90,32,510,2.7,1.4000000000000001,83.48,932,-10 -2013,3,11,8,30,318,57,810,3,5.800000000000001,71.19,932,-10.4 -2013,3,11,9,30,543,70,930,3.2,9.9,59.45,932,-12 -2013,3,11,10,30,729,78,990,3.4000000000000004,13.100000000000001,48.89,932,-11.600000000000001 -2013,3,11,11,30,859,82,1023,3.5,15.8,40.550000000000004,931,-10.5 -2013,3,11,12,30,916,82,1031,3.4000000000000004,18,36.08,930,-9.4 -2013,3,11,13,30,904,81,1030,3.1,19.400000000000002,36.94,928,-8.6 -2013,3,11,14,30,822,78,1013,2.8000000000000003,20.1,42.79,927,-8.1 -2013,3,11,15,30,673,74,972,2.7,20.200000000000003,51.96,926,-7.800000000000001 -2013,3,11,16,30,473,66,896,2,19.1,62.97,926,-7.7 -2013,3,11,17,30,243,50,742,1.3,18.2,74.93,926,-1.7000000000000002 -2013,3,11,18,30,32,18,295,1.4000000000000001,12.3,87.23,926,-1.9000000000000001 -2013,3,11,19,30,0,0,0,1.6,10.3,100.11,926,-3 -2013,3,11,20,30,0,0,0,2,9.4,112.68,927,-3.6 -2013,3,11,21,30,0,0,0,2.6,9.1,124.86,927,-4.3 -2013,3,11,22,30,0,0,0,3.4000000000000004,8.9,136.1,927,-5 -2013,3,11,23,30,0,0,0,4,8.6,145.33,927,-5.300000000000001 -2013,3,12,0,30,0,0,0,4.3,8,150.51,927,-5.5 -2013,3,12,1,30,0,0,0,4.5,7.300000000000001,149.45000000000002,927,-5.6000000000000005 -2013,3,12,2,30,0,0,0,4.800000000000001,6.7,142.67000000000002,927,-6 -2013,3,12,3,30,0,0,0,4.7,6,132.61,927,-6.6000000000000005 -2013,3,12,4,30,0,0,0,4.5,5.300000000000001,120.98,927,-7.1000000000000005 -2013,3,12,5,30,0,0,0,4.2,4.5,108.63,927,-7.1000000000000005 -2013,3,12,6,30,0,0,0,4.2,4.6000000000000005,95.99000000000001,927,-6.9 -2013,3,12,7,30,91,32,500,4.2,6.6000000000000005,83.22,928,-6.6000000000000005 -2013,3,12,8,30,317,58,793,4.1000000000000005,9.600000000000001,70.91,929,-5.800000000000001 -2013,3,12,9,30,539,72,910,4.1000000000000005,12.200000000000001,59.14,930,-5 -2013,3,12,10,30,723,83,967,4.1000000000000005,14.200000000000001,48.550000000000004,931,-4 -2013,3,12,11,30,847,90,991,4.1000000000000005,15.8,40.17,932,-3.4000000000000004 -2013,3,12,12,30,910,86,1014,4.3,17.1,35.68,932,-3.1 -2013,3,12,13,30,894,87,1004,4.800000000000001,17.900000000000002,36.57,932,-2.9000000000000004 -2013,3,12,14,30,811,85,984,5.4,18,42.49,932,-3 -2013,3,12,15,30,664,79,944,5.800000000000001,17.5,51.72,932,-3.3000000000000003 -2013,3,12,16,30,467,69,870,5.800000000000001,16.400000000000002,62.77,933,-3.7 -2013,3,12,17,30,240,52,716,5.7,15.600000000000001,74.76,933,-3.9000000000000004 -2013,3,12,18,30,33,19,282,4.4,11.3,87.08,935,-3.5 -2013,3,12,19,30,0,0,0,4.3,9.600000000000001,99.96000000000001,936,-3.5 -2013,3,12,20,30,0,0,0,3.8000000000000003,8.200000000000001,112.52,937,-3.5 -2013,3,12,21,30,0,0,0,2.9000000000000004,6.800000000000001,124.67,938,-3.5 -2013,3,12,22,30,0,0,0,2.2,5.5,135.86,938,-3.3000000000000003 -2013,3,12,23,30,0,0,0,1.7000000000000002,4.5,145.03,938,-3.2 -2013,3,13,0,30,0,0,0,1.5,3.8000000000000003,150.13,938,-3.1 -2013,3,13,1,30,0,0,0,1.4000000000000001,3.3000000000000003,149.05,938,-3.1 -2013,3,13,2,30,0,0,0,1.3,2.9000000000000004,142.31,938,-3 -2013,3,13,3,30,0,0,0,1.3,2.6,132.3,938,-2.9000000000000004 -2013,3,13,4,30,0,0,0,1.2000000000000002,2.4000000000000004,120.69,939,-2.6 -2013,3,13,5,30,0,0,0,1.2000000000000002,2.3000000000000003,108.36,939,-2.4000000000000004 -2013,3,13,6,30,0,0,0,1.2000000000000002,3.4000000000000004,95.72,940,-2.1 -2013,3,13,7,30,94,33,496,1.7000000000000002,6.4,82.95,940,-1.5 -2013,3,13,8,30,320,59,786,3.1,10.5,70.62,941,-1.1 -2013,3,13,9,30,542,74,904,4.1000000000000005,14.100000000000001,58.83,940,-1.4000000000000001 -2013,3,13,10,30,725,83,963,4.1000000000000005,16.5,48.2,940,-0.9 -2013,3,13,11,30,853,89,994,3.9000000000000004,18.400000000000002,39.79,939,-0.30000000000000004 -2013,3,13,12,30,764,316,549,3.9000000000000004,20,35.29,938,-0.1 -2013,3,13,13,30,895,95,993,3.8000000000000003,21.1,36.21,937,-0.1 -2013,3,13,14,30,812,92,973,3.6,21.8,42.2,936,-0.2 -2013,3,13,15,30,666,83,937,3.2,21.900000000000002,51.49,935,-0.5 -2013,3,13,16,30,468,73,857,2.3000000000000003,21,62.58,935,-0.7000000000000001 -2013,3,13,17,30,241,56,695,1.6,20.1,74.59,935,2.5 -2013,3,13,18,30,33,20,249,1.5,14.3,86.93,935,2.9000000000000004 -2013,3,13,19,30,0,0,0,2,12.8,99.8,935,1.8 -2013,3,13,20,30,0,0,0,2.5,12,112.35000000000001,936,1.7000000000000002 -2013,3,13,21,30,0,0,0,3,11.3,124.48,936,1.7000000000000002 -2013,3,13,22,30,0,0,0,3.4000000000000004,10.600000000000001,135.63,936,1.7000000000000002 -2013,3,13,23,30,0,0,0,3.6,10,144.72,936,1.5 -2013,3,14,0,30,0,0,0,3.7,9.3,149.75,936,1.2000000000000002 -2013,3,14,1,30,0,0,0,3.5,8.4,148.65,936,1.1 -2013,3,14,2,30,0,0,0,3.2,7.6000000000000005,141.95000000000002,936,1.1 -2013,3,14,3,30,0,0,0,3.1,7,131.98,935,1.1 -2013,3,14,4,30,0,0,0,3,6.6000000000000005,120.41,935,1.4000000000000001 -2013,3,14,5,30,0,0,0,3,6.300000000000001,108.08,936,1.9000000000000001 -2013,3,14,6,30,0,0,0,3.6,7,95.45,936,2.5 -2013,3,14,7,30,94,37,448,4.7,9.600000000000001,82.68,936,3.3000000000000003 -2013,3,14,8,30,317,66,745,5.7,13.3,70.34,937,4.6000000000000005 -2013,3,14,9,30,536,82,870,6.1000000000000005,17.1,58.53,936,5.6000000000000005 -2013,3,14,10,30,718,92,934,5.800000000000001,20.400000000000002,47.86,936,5.4 -2013,3,14,11,30,842,98,964,5.4,23.1,39.410000000000004,935,4.5 -2013,3,14,12,30,906,90,994,5.2,25,34.89,934,3.6 -2013,3,14,13,30,893,91,989,5.2,26,35.84,933,2.8000000000000003 -2013,3,14,14,30,810,89,968,5.2,26.3,41.9,932,2.1 -2013,3,14,15,30,660,85,920,5.1000000000000005,25.900000000000002,51.25,932,1.6 -2013,3,14,16,30,464,75,839,4.4,24.6,62.38,932,1.3 -2013,3,14,17,30,177,94,310,3.8000000000000003,23.6,74.43,932,2.1 -2013,3,14,18,30,35,21,245,3.3000000000000003,18.1,86.79,932,3.4000000000000004 -2013,3,14,19,30,0,0,0,4.4,17.2,99.65,933,2.9000000000000004 -2013,3,14,20,30,0,0,0,5.2,16.400000000000002,112.19,933,2.9000000000000004 -2013,3,14,21,30,0,0,0,5.6000000000000005,15.3,124.29,933,2.9000000000000004 -2013,3,14,22,30,0,0,0,5.7,14.3,135.39000000000001,933,3 -2013,3,14,23,30,0,0,0,5.6000000000000005,13.4,144.41,932,3 -2013,3,15,0,30,0,0,0,5.2,12.5,149.37,932,3 -2013,3,15,1,30,0,0,0,4.800000000000001,11.4,148.25,932,2.9000000000000004 -2013,3,15,2,30,0,0,0,4.6000000000000005,10.5,141.59,932,2.8000000000000003 -2013,3,15,3,30,0,0,0,4.5,9.700000000000001,131.66,931,2.8000000000000003 -2013,3,15,4,30,0,0,0,4.3,9.1,120.11,931,2.9000000000000004 -2013,3,15,5,30,0,0,0,4.1000000000000005,8.5,107.81,931,3.3000000000000003 -2013,3,15,6,30,0,0,0,4.3,8.8,95.18,931,3.9000000000000004 -2013,3,15,7,30,102,35,505,4.9,11,82.42,931,4.5 -2013,3,15,8,30,328,60,788,5.6000000000000005,14.700000000000001,70.05,931,5.300000000000001 -2013,3,15,9,30,549,73,903,6,18.900000000000002,58.22,931,5.800000000000001 -2013,3,15,10,30,731,82,961,6.1000000000000005,22.700000000000003,47.52,930,5.300000000000001 -2013,3,15,11,30,858,88,992,6.1000000000000005,25.700000000000003,39.02,929,4.1000000000000005 -2013,3,15,12,30,918,88,1007,6.1000000000000005,27.6,34.49,928,2.6 -2013,3,15,13,30,906,88,1004,6.2,28.6,35.480000000000004,926,1.4000000000000001 -2013,3,15,14,30,819,86,981,6.1000000000000005,28.8,41.6,925,0.7000000000000001 -2013,3,15,15,30,672,80,941,5.9,28.3,51.02,924,0.1 -2013,3,15,16,30,475,72,866,5.300000000000001,27,62.190000000000005,924,-0.1 -2013,3,15,17,30,247,55,706,4.800000000000001,26,74.26,924,0.7000000000000001 -2013,3,15,18,30,37,21,279,4.800000000000001,20.8,86.65,924,2 -2013,3,15,19,30,0,0,0,5.7,19.3,99.5,924,2.2 -2013,3,15,20,30,0,0,0,5.800000000000001,17.8,112.03,924,2.6 -2013,3,15,21,30,0,0,0,5.7,16.3,124.09,924,3.1 -2013,3,15,22,30,0,0,0,5.800000000000001,15.200000000000001,135.15,924,3.2 -2013,3,15,23,30,0,0,0,5.800000000000001,14.3,144.11,923,3.2 -2013,3,16,0,30,0,0,0,5.800000000000001,13.5,148.99,923,3.2 -2013,3,16,1,30,0,0,0,5.7,12.9,147.85,922,3.1 -2013,3,16,2,30,0,0,0,5.5,12.3,141.23,922,3 -2013,3,16,3,30,0,0,0,5.300000000000001,11.5,131.33,921,2.9000000000000004 -2013,3,16,4,30,0,0,0,5.2,10.700000000000001,119.82000000000001,921,3 -2013,3,16,5,30,0,0,0,5,9.8,107.53,921,3.2 -2013,3,16,6,30,0,0,0,5,9.8,94.91,921,3.4000000000000004 -2013,3,16,7,30,107,37,515,5.4,11.700000000000001,82.15,921,3.6 -2013,3,16,8,30,339,61,804,5.800000000000001,15.5,69.77,921,3.6 -2013,3,16,9,30,563,74,920,5.800000000000001,20,57.910000000000004,921,3.1 -2013,3,16,10,30,747,83,978,5.300000000000001,24,47.17,920,1.6 -2013,3,16,11,30,870,88,1002,4.6000000000000005,27.3,38.64,920,-0.2 -2013,3,16,12,30,930,90,1014,4,29.700000000000003,34.08,919,-1.5 -2013,3,16,13,30,917,93,1007,3.5,31,35.11,918,-2.4000000000000004 -2013,3,16,14,30,715,253,614,3,31.5,41.31,917,-2.9000000000000004 -2013,3,16,15,30,609,150,726,2.3000000000000003,31.3,50.79,916,-3.2 -2013,3,16,16,30,390,153,505,1.1,29.5,62,916,-2.5 -2013,3,16,17,30,201,83,429,0.4,28,74.10000000000001,916,4.9 -2013,3,16,18,30,29,22,126,1.2000000000000002,22.200000000000003,86.5,917,2.7 -2013,3,16,19,30,0,0,0,1.5,19.5,99.35000000000001,917,2.8000000000000003 -2013,3,16,20,30,0,0,0,1.6,17.2,111.86,918,3.9000000000000004 -2013,3,16,21,30,0,0,0,1.5,15.4,123.9,919,4.6000000000000005 -2013,3,16,22,30,0,0,0,1.2000000000000002,14,134.91,919,5 -2013,3,16,23,30,0,0,0,1,13,143.79,919,5.1000000000000005 -2013,3,17,0,30,0,0,0,1.1,12,148.61,919,5.2 -2013,3,17,1,30,0,0,0,1.8,10.9,147.45000000000002,920,5.4 -2013,3,17,2,30,0,0,0,3.1,9.9,140.86,920,5.4 -2013,3,17,3,30,0,0,0,4.1000000000000005,8.9,131.01,920,4.800000000000001 -2013,3,17,4,30,0,0,0,4.1000000000000005,7.800000000000001,119.52,921,3.7 -2013,3,17,5,30,0,0,0,3.5,6.9,107.25,921,2.6 -2013,3,17,6,30,0,0,0,3.4000000000000004,6.800000000000001,94.64,922,1.7000000000000002 -2013,3,17,7,30,106,41,460,3.6,8.1,81.87,923,1.2000000000000002 -2013,3,17,8,30,332,68,751,3.4000000000000004,10.4,69.48,923,1.6 -2013,3,17,9,30,552,83,875,3.1,12.700000000000001,57.6,923,2.4000000000000004 -2013,3,17,10,30,734,91,938,2.8000000000000003,15,46.83,923,3.1 -2013,3,17,11,30,860,96,973,2.4000000000000004,17.1,38.26,922,3.7 -2013,3,17,12,30,919,97,988,2.3000000000000003,19,33.68,921,4.1000000000000005 -2013,3,17,13,30,910,94,993,2.5,20.5,34.75,920,4.3 -2013,3,17,14,30,826,90,976,2.8000000000000003,21.700000000000003,41.02,919,4.2 -2013,3,17,15,30,679,83,938,2.8000000000000003,22.3,50.56,918,3.7 -2013,3,17,16,30,480,72,864,2.2,22,61.82,918,3 -2013,3,17,17,30,252,56,708,1.6,21.6,73.94,918,3.8000000000000003 -2013,3,17,18,30,41,22,296,0.8,17.1,86.35000000000001,918,4.800000000000001 -2013,3,17,19,30,0,0,0,1.5,14.9,99.19,917,3.7 -2013,3,17,20,30,0,0,0,1.9000000000000001,14,111.7,917,3.3000000000000003 -2013,3,17,21,30,0,0,0,2.7,14.100000000000001,123.71000000000001,917,2.8000000000000003 -2013,3,17,22,30,0,0,0,3.7,14.700000000000001,134.67000000000002,917,2.3000000000000003 -2013,3,17,23,30,0,0,0,4.4,14.700000000000001,143.48,917,1.6 -2013,3,18,0,30,0,0,0,4.3,14,148.23,917,0.6000000000000001 -2013,3,18,1,30,0,0,0,4.1000000000000005,13,147.05,918,-0.5 -2013,3,18,2,30,0,0,0,4.2,12.3,140.5,918,-1.4000000000000001 -2013,3,18,3,30,0,0,0,4.3,11.600000000000001,130.68,919,-1.8 -2013,3,18,4,30,0,0,0,3.7,10.4,119.23,919,-1.9000000000000001 -2013,3,18,5,30,0,0,0,3.6,9.3,106.97,920,-1.8 -2013,3,18,6,30,0,0,0,4.800000000000001,9.5,94.36,922,-1.8 -2013,3,18,7,30,119,37,568,6.4,10.700000000000001,81.60000000000001,924,-1.3 -2013,3,18,8,30,350,61,812,7,12.200000000000001,69.19,925,0.8 -2013,3,18,9,30,571,79,911,6.800000000000001,13.9,57.29,926,2.1 -2013,3,18,10,30,749,92,953,6.2,15.600000000000001,46.480000000000004,927,2.6 -2013,3,18,11,30,874,101,978,5.4,17.3,37.87,926,2.8000000000000003 -2013,3,18,12,30,777,340,522,4.6000000000000005,18.8,33.28,926,2.8000000000000003 -2013,3,18,13,30,915,106,981,3.9000000000000004,19.8,34.39,926,2.6 -2013,3,18,14,30,824,115,935,3.7,20.1,40.730000000000004,926,2.2 -2013,3,18,15,30,598,175,663,3.8000000000000003,19.700000000000003,50.33,926,1.7000000000000002 -2013,3,18,16,30,307,208,207,3.6,18.900000000000002,61.63,926,1.2000000000000002 -2013,3,18,17,30,221,70,540,3.2,18.3,73.78,926,1.1 -2013,3,18,18,30,31,23,113,1.6,13.4,86.2,926,2.6 -2013,3,18,19,30,0,0,0,1.9000000000000001,11.700000000000001,99.04,926,2 -2013,3,18,20,30,0,0,0,2.3000000000000003,11,111.53,927,1.6 -2013,3,18,21,30,0,0,0,2.6,10.3,123.51,927,1.6 -2013,3,18,22,30,0,0,0,2.6,9.5,134.42000000000002,927,1.8 -2013,3,18,23,30,0,0,0,2.4000000000000004,8.700000000000001,143.17000000000002,926,2.1 -2013,3,19,0,30,0,0,0,2.1,7.9,147.84,926,2.5 -2013,3,19,1,30,0,0,0,2,7.2,146.65,926,3 -2013,3,19,2,30,0,0,0,1.9000000000000001,6.7,140.13,926,3.6 -2013,3,19,3,30,0,0,0,1.9000000000000001,6.2,130.36,926,4.1000000000000005 -2013,3,19,4,30,0,0,0,1.9000000000000001,5.7,118.93,926,4.6000000000000005 -2013,3,19,5,30,0,0,0,2,5.1000000000000005,106.69,927,5 -2013,3,19,6,30,0,0,0,2.9000000000000004,5.9,94.09,927,5.4 -2013,3,19,7,30,65,54,71,3.9000000000000004,8.4,81.33,927,5.6000000000000005 -2013,3,19,8,30,205,150,155,4.3,11.5,68.91,927,5.6000000000000005 -2013,3,19,9,30,404,231,317,4.3,14.600000000000001,56.980000000000004,927,5.300000000000001 -2013,3,19,10,30,471,338,192,4,17.7,46.14,927,4.6000000000000005 -2013,3,19,11,30,675,340,422,3.5,21.1,37.49,926,3.7 -2013,3,19,12,30,778,345,515,2.7,23.3,32.88,925,2.4000000000000004 -2013,3,19,13,30,713,356,431,2.6,23.3,34.03,925,1.1 -2013,3,19,14,30,500,382,156,3.2,21.900000000000002,40.44,925,0.4 -2013,3,19,15,30,340,292,75,4,19.8,50.1,925,1.7000000000000002 -2013,3,19,16,30,332,202,273,4.800000000000001,17.8,61.45,926,3 -2013,3,19,17,30,97,97,2,5.1000000000000005,16.8,73.62,926,4.3 -2013,3,19,18,30,24,23,4,5.800000000000001,13.700000000000001,86.06,928,5.5 -2013,3,19,19,30,0,0,0,5.9,12.3,98.89,929,5.7 -2013,3,19,20,30,0,0,0,5.6000000000000005,11.4,111.36,930,5.2 -2013,3,19,21,30,0,0,0,5,10.700000000000001,123.32000000000001,931,4.5 -2013,3,19,22,30,0,0,0,4.3,9.9,134.18,932,3.9000000000000004 -2013,3,19,23,30,0,0,0,3.8000000000000003,9.1,142.86,932,3.2 -2013,3,20,0,30,0,0,0,3.2,8.4,147.46,933,2.5 -2013,3,20,1,30,0,0,0,2.6,7.9,146.25,933,2 -2013,3,20,2,30,0,0,0,2.1,7.300000000000001,139.76,933,1.6 -2013,3,20,3,30,0,0,0,1.9000000000000001,6.7,130.03,934,1.4000000000000001 -2013,3,20,4,30,0,0,0,1.9000000000000001,5.9,118.63,934,1.3 -2013,3,20,5,30,0,0,0,1.9000000000000001,5.2,106.41,935,1.4000000000000001 -2013,3,20,6,30,0,0,0,2.6,5.6000000000000005,93.82000000000001,936,1.4000000000000001 -2013,3,20,7,30,121,42,507,3.4000000000000004,8,81.05,937,1.5 -2013,3,20,8,30,350,67,776,4,11.4,68.62,937,0.6000000000000001 -2013,3,20,9,30,574,81,897,4.4,14.3,56.67,937,-0.9 -2013,3,20,10,30,756,89,956,4.2,16.400000000000002,45.800000000000004,937,-1.9000000000000001 -2013,3,20,11,30,882,94,987,3.7,18,37.1,936,-2.6 -2013,3,20,12,30,939,98,998,3.3000000000000003,19.200000000000003,32.480000000000004,934,-2.8000000000000003 -2013,3,20,13,30,922,97,991,3.2,20,33.67,933,-2.6 -2013,3,20,14,30,837,95,971,3.3000000000000003,20.400000000000002,40.160000000000004,931,-2.3000000000000003 -2013,3,20,15,30,685,94,917,3.4000000000000004,20.1,49.88,930,-2 -2013,3,20,16,30,382,172,436,3.5,19.200000000000003,61.27,929,-1.9000000000000001 -2013,3,20,17,30,162,112,178,3.4000000000000004,18.5,73.46000000000001,929,-1.6 -2013,3,20,18,30,27,24,31,2.1,14.4,85.91,929,0.5 -2013,3,20,19,30,0,0,0,2.6,13.100000000000001,98.74000000000001,929,0.6000000000000001 -2013,3,20,20,30,0,0,0,3.4000000000000004,12.700000000000001,111.2,928,0.30000000000000004 -2013,3,20,21,30,0,0,0,4.2,12.4,123.12,928,0.4 -2013,3,20,22,30,0,0,0,4.4,11.8,133.94,927,0.8 -2013,3,20,23,30,0,0,0,4.2,11.200000000000001,142.54,926,1.4000000000000001 -2013,3,21,0,30,0,0,0,3.9000000000000004,10.5,147.08,925,2.1 -2013,3,21,1,30,0,0,0,4,9.9,145.85,924,2.5 -2013,3,21,2,30,0,0,0,4.2,9.5,139.39000000000001,923,2.6 -2013,3,21,3,30,0,0,0,4.3,9.1,129.7,922,2.6 -2013,3,21,4,30,0,0,0,4.5,8.700000000000001,118.33,921,2.4000000000000004 -2013,3,21,5,30,0,0,0,4.7,8.5,106.13,921,2.5 -2013,3,21,6,30,0,0,0,5,9,93.54,920,3.3000000000000003 -2013,3,21,7,30,89,55,212,6.300000000000001,11.3,80.78,919,4.6000000000000005 -2013,3,21,8,30,207,155,142,7.6000000000000005,15.200000000000001,68.33,919,7.6000000000000005 -2013,3,21,9,30,363,254,197,7.800000000000001,19.200000000000003,56.36,918,9.700000000000001 -2013,3,21,10,30,518,336,261,7.5,22.700000000000003,45.45,917,9.8 -2013,3,21,11,30,686,342,430,7.4,25.200000000000003,36.72,916,8.700000000000001 -2013,3,21,12,30,702,409,345,7.300000000000001,26.900000000000002,32.08,915,6.800000000000001 -2013,3,21,13,30,663,413,299,7.1000000000000005,28.1,33.31,914,4.5 -2013,3,21,14,30,827,108,937,7,29,39.87,912,1.9000000000000001 -2013,3,21,15,30,583,209,578,6.6000000000000005,29,49.660000000000004,912,-0.8 -2013,3,21,16,30,434,112,667,5.2,27.900000000000002,61.09,911,-2.5 -2013,3,21,17,30,230,70,556,4.1000000000000005,27,73.3,911,-1.6 -2013,3,21,18,30,39,25,188,2.1,20,85.78,912,1.1 -2013,3,21,19,30,0,0,0,2.1,18.2,98.59,912,0.8 -2013,3,21,20,30,0,0,0,2.2,17.1,111.03,913,0.6000000000000001 -2013,3,21,21,30,0,0,0,2.2,16,122.93,913,0.4 -2013,3,21,22,30,0,0,0,2.4000000000000004,15.200000000000001,133.69,913,0.30000000000000004 -2013,3,21,23,30,0,0,0,2.9000000000000004,14.8,142.23,914,0 -2013,3,22,0,30,0,0,0,3.6,14.3,146.70000000000002,914,-0.4 -2013,3,22,1,30,0,0,0,3.9000000000000004,13.600000000000001,145.45000000000002,915,-0.7000000000000001 -2013,3,22,2,30,0,0,0,3.8000000000000003,12.4,139.02,915,-0.7000000000000001 -2013,3,22,3,30,0,0,0,4.1000000000000005,10.8,129.37,916,0 -2013,3,22,4,30,0,0,0,4.7,9.3,118.03,918,2.3000000000000003 -2013,3,22,5,30,0,0,0,5.1000000000000005,8.1,105.84,919,4.6000000000000005 -2013,3,22,6,30,0,0,0,5.4,7.5,93.27,920,5.7 -2013,3,22,7,30,87,59,170,5.4,7.6000000000000005,80.51,921,5.800000000000001 -2013,3,22,8,30,80,80,0,5.2,8.1,68.05,921,5.300000000000001 -2013,3,22,9,30,211,202,18,4.7,8.6,56.050000000000004,922,4.9 -2013,3,22,10,30,348,312,52,4.2,8.9,45.11,923,4.6000000000000005 -2013,3,22,11,30,340,318,27,3.9000000000000004,9.3,36.34,923,4.4 -2013,3,22,12,30,498,423,89,3.5,9.8,31.68,922,4.3 -2013,3,22,13,30,510,422,105,3.1,10.200000000000001,32.96,922,4.2 -2013,3,22,14,30,455,378,100,2.8000000000000003,10.600000000000001,39.59,922,4.2 -2013,3,22,15,30,451,309,218,2.8000000000000003,10.9,49.44,922,4.1000000000000005 -2013,3,22,16,30,308,215,191,2.8000000000000003,10.9,60.910000000000004,922,4 -2013,3,22,17,30,174,112,213,2.8000000000000003,10.600000000000001,73.14,922,3.9000000000000004 -2013,3,22,18,30,16,16,0,2.4000000000000004,8.200000000000001,85.62,922,3.8000000000000003 -2013,3,22,19,30,0,0,0,2.4000000000000004,6.800000000000001,98.44,921,3.6 -2013,3,22,20,30,0,0,0,2.4000000000000004,5.7,110.86,921,3.5 -2013,3,22,21,30,0,0,0,1.9000000000000001,4.9,122.73,921,3.5 -2013,3,22,22,30,0,0,0,1.4000000000000001,4.2,133.44,921,3.5 -2013,3,22,23,30,0,0,0,1,4,141.91,921,3.5 -2013,3,23,0,30,0,0,0,1,4.2,146.31,921,3.6 -2013,3,23,1,30,0,0,0,1,4.3,145.05,921,3.6 -2013,3,23,2,30,0,0,0,1.1,4.2,138.65,921,3.7 -2013,3,23,3,30,0,0,0,1.3,4,129.04,921,3.7 -2013,3,23,4,30,0,0,0,1.6,3.7,117.73,921,3.7 -2013,3,23,5,30,0,0,0,2.1,3.7,105.56,920,3.7 -2013,3,23,6,30,0,0,0,2.7,4.3,92.99,920,3.7 -2013,3,23,7,30,124,56,401,3.1,6.300000000000001,80.23,920,4 -2013,3,23,8,30,115,115,0,3.3000000000000003,9.600000000000001,67.76,920,4.6000000000000005 -2013,3,23,9,30,213,203,18,3.3000000000000003,13.5,55.74,920,5.300000000000001 -2013,3,23,10,30,356,317,55,3.4000000000000004,17.8,44.77,919,5.9 -2013,3,23,11,30,889,103,971,3.8000000000000003,21.8,35.96,918,5.1000000000000005 -2013,3,23,12,30,951,102,994,4.4,24.700000000000003,31.28,917,2.5 -2013,3,23,13,30,944,100,1002,5.1000000000000005,26.1,32.6,916,-1.1 -2013,3,23,14,30,861,100,983,5.5,26.5,39.31,915,-4.7 -2013,3,23,15,30,711,97,941,5.5,26.1,49.230000000000004,915,-7.5 -2013,3,23,16,30,413,150,537,4.4,24.700000000000003,60.730000000000004,914,-8.8 -2013,3,23,17,30,270,65,700,3.5,23.700000000000003,72.99,914,-5.800000000000001 -2013,3,23,18,30,51,30,261,2.7,17.5,85.49,915,-2.8000000000000003 -2013,3,23,19,30,0,0,0,5.6000000000000005,16.7,98.29,917,-5.4 -2013,3,23,20,30,0,0,0,8.8,15.200000000000001,110.7,920,-10 -2013,3,23,21,30,0,0,0,9.200000000000001,12,122.53,923,-13.3 -2013,3,23,22,30,0,0,0,9.5,8.6,133.19,925,-9.8 -2013,3,23,23,30,0,0,0,9.4,5.1000000000000005,141.59,927,-5.300000000000001 -2013,3,24,0,30,0,0,0,8.3,2.6,145.93,929,-3.9000000000000004 -2013,3,24,1,30,0,0,0,7.5,1.3,144.66,929,-4.6000000000000005 -2013,3,24,2,30,0,0,0,7,0.30000000000000004,138.28,929,-5.800000000000001 -2013,3,24,3,30,0,0,0,6.6000000000000005,-0.5,128.71,930,-6.800000000000001 -2013,3,24,4,30,0,0,0,6.300000000000001,-1.1,117.43,930,-7.4 -2013,3,24,5,30,0,0,0,6,-1.6,105.28,931,-7.9 -2013,3,24,6,30,0,0,0,6.2,-1.5,92.72,932,-8.5 -2013,3,24,7,30,147,42,607,6.6000000000000005,-0.30000000000000004,79.96000000000001,933,-8.9 -2013,3,24,8,30,388,62,849,6.7,1.7000000000000002,67.47,934,-9.5 -2013,3,24,9,30,613,74,950,6.5,3.9000000000000004,55.43,934,-10 -2013,3,24,10,30,797,81,1002,6.1000000000000005,6,44.43,934,-10.5 -2013,3,24,11,30,922,86,1028,5.7,7.9,35.57,933,-11.100000000000001 -2013,3,24,12,30,979,88,1038,5.4,9.4,30.88,932,-11.700000000000001 -2013,3,24,13,30,963,88,1035,5.2,10.3,32.25,932,-12.3 -2013,3,24,14,30,875,85,1018,5.1000000000000005,10.700000000000001,39.04,931,-13 -2013,3,24,15,30,722,80,979,5,10.5,49.01,930,-13.700000000000001 -2013,3,24,16,30,519,69,914,4.7,9.8,60.56,930,-14.200000000000001 -2013,3,24,17,30,284,54,782,4.5,9.200000000000001,72.84,930,-14.5 -2013,3,24,18,30,59,25,420,2.6,5.2,85.33,931,-13 -2013,3,24,19,30,0,0,0,2.8000000000000003,3.6,98.14,931,-12 -2013,3,24,20,30,0,0,0,3.1,2.8000000000000003,110.53,932,-12.700000000000001 -2013,3,24,21,30,0,0,0,3.1,1.8,122.33,932,-12.700000000000001 -2013,3,24,22,30,0,0,0,2.9000000000000004,0.9,132.94,933,-12.5 -2013,3,24,23,30,0,0,0,2.7,0,141.27,933,-12.3 -2013,3,25,0,30,0,0,0,2.4000000000000004,-0.9,145.55,933,-11.9 -2013,3,25,1,30,0,0,0,2,-1.6,144.26,934,-11.600000000000001 -2013,3,25,2,30,0,0,0,1.7000000000000002,-2.4000000000000004,137.91,935,-11.3 -2013,3,25,3,30,0,0,0,1.4000000000000001,-3,128.38,935,-11.100000000000001 -2013,3,25,4,30,0,0,0,1.4000000000000001,-3.6,117.12,936,-11 -2013,3,25,5,30,0,0,0,1.5,-3.9000000000000004,104.99000000000001,937,-11.100000000000001 -2013,3,25,6,30,0,0,0,2.4000000000000004,-2.7,92.44,938,-11.200000000000001 -2013,3,25,7,30,154,43,621,3.7,0.30000000000000004,79.68,939,-11.3 -2013,3,25,8,30,392,65,844,4.3,3.5,67.19,939,-11.9 -2013,3,25,9,30,616,78,940,4,5.800000000000001,55.13,939,-11.9 -2013,3,25,10,30,799,88,989,3.4000000000000004,7.800000000000001,44.09,939,-12 -2013,3,25,11,30,924,94,1016,2.8000000000000003,9.4,35.19,938,-12 -2013,3,25,12,30,974,96,1019,2.6,10.600000000000001,30.48,938,-11.8 -2013,3,25,13,30,958,95,1016,2.7,11.3,31.89,937,-11.600000000000001 -2013,3,25,14,30,871,91,1001,3,11.5,38.76,936,-11.5 -2013,3,25,15,30,716,92,948,3.2,11.3,48.800000000000004,935,-11.5 -2013,3,25,16,30,513,79,879,3.2,10.5,60.38,936,-11.4 -2013,3,25,17,30,281,60,741,3.2,9.9,72.68,936,-11.4 -2013,3,25,18,30,59,27,378,1.7000000000000002,5.5,85.19,937,-8.6 -2013,3,25,19,30,0,0,0,1.7000000000000002,3.8000000000000003,97.98,937,-8.1 -2013,3,25,20,30,0,0,0,1.8,2.9000000000000004,110.36,938,-8.700000000000001 -2013,3,25,21,30,0,0,0,1.8,2,122.13,939,-8.9 -2013,3,25,22,30,0,0,0,1.6,1,132.69,939,-9 -2013,3,25,23,30,0,0,0,1.5,0.2,140.95000000000002,939,-9.1 -2013,3,26,0,30,0,0,0,1.3,-0.6000000000000001,145.17000000000002,939,-9.1 -2013,3,26,1,30,0,0,0,1.2000000000000002,-1.3,143.86,939,-9.200000000000001 -2013,3,26,2,30,0,0,0,1.2000000000000002,-1.8,137.54,939,-9.4 -2013,3,26,3,30,0,0,0,1.2000000000000002,-2.3000000000000003,128.04,939,-9.5 -2013,3,26,4,30,0,0,0,1.2000000000000002,-2.7,116.82000000000001,939,-9.600000000000001 -2013,3,26,5,30,0,0,0,1.2000000000000002,-3,104.71000000000001,940,-9.600000000000001 -2013,3,26,6,30,0,0,0,1.8,-1.5,92.17,940,-9.4 -2013,3,26,7,30,156,44,607,2.7,2,79.41,941,-8.700000000000001 -2013,3,26,8,30,392,66,830,3.5,6.2,66.91,941,-9.1 -2013,3,26,9,30,615,80,928,3.9000000000000004,9.700000000000001,54.82,940,-10.3 -2013,3,26,10,30,796,90,979,3.9000000000000004,12.3,43.75,940,-10.100000000000001 -2013,3,26,11,30,916,96,999,4,14.3,34.81,939,-10 -2013,3,26,12,30,972,96,1013,4.2,15.8,30.080000000000002,938,-10 -2013,3,26,13,30,956,96,1009,4.4,16.900000000000002,31.54,936,-10 -2013,3,26,14,30,868,94,989,4.5,17.400000000000002,38.49,935,-10 -2013,3,26,15,30,716,87,950,4.6000000000000005,17.5,48.59,934,-9.9 -2013,3,26,16,30,512,79,873,4.5,16.8,60.21,933,-9.9 -2013,3,26,17,30,279,62,723,4.3,16.3,72.53,933,-9.600000000000001 -2013,3,26,18,30,37,30,90,2.8000000000000003,10.9,85.05,933,-7 -2013,3,26,19,30,0,0,0,3.4000000000000004,9.4,97.83,933,-6.9 -2013,3,26,20,30,0,0,0,4.2,8.700000000000001,110.19,934,-7.1000000000000005 -2013,3,26,21,30,0,0,0,4.6000000000000005,7.800000000000001,121.93,934,-6.9 -2013,3,26,22,30,0,0,0,4.4,6.800000000000001,132.44,934,-6.800000000000001 -2013,3,26,23,30,0,0,0,4.3,5.9,140.64000000000001,933,-6.6000000000000005 -2013,3,27,0,30,0,0,0,4.5,5.300000000000001,144.78,933,-6.6000000000000005 -2013,3,27,1,30,0,0,0,4.6000000000000005,4.7,143.46,932,-6.7 -2013,3,27,2,30,0,0,0,4.7,4.2,137.17000000000002,932,-6.800000000000001 -2013,3,27,3,30,0,0,0,4.6000000000000005,3.8000000000000003,127.71000000000001,932,-6.800000000000001 -2013,3,27,4,30,0,0,0,4.5,3.5,116.52,932,-6.5 -2013,3,27,5,30,0,0,0,4.4,3.4000000000000004,104.43,932,-5.800000000000001 -2013,3,27,6,30,0,0,0,4.7,4.1000000000000005,91.89,932,-4.800000000000001 -2013,3,27,7,30,153,51,541,6.1000000000000005,6.7,79.14,933,-3.5 -2013,3,27,8,30,382,78,767,7.5,10.4,66.62,933,-0.1 -2013,3,27,9,30,601,95,872,7.6000000000000005,13.8,54.52,932,2.4000000000000004 -2013,3,27,10,30,777,106,924,7.300000000000001,16.8,43.410000000000004,932,2.9000000000000004 -2013,3,27,11,30,899,113,953,6.9,19.400000000000002,34.43,931,2.8000000000000003 -2013,3,27,12,30,953,110,970,6.6000000000000005,21.3,29.68,930,2.6 -2013,3,27,13,30,836,304,623,6.1000000000000005,22.6,31.2,929,2.4000000000000004 -2013,3,27,14,30,849,106,945,5.7,23.3,38.230000000000004,928,2.3000000000000003 -2013,3,27,15,30,698,100,900,5.5,23.200000000000003,48.39,928,2.2 -2013,3,27,16,30,436,131,610,5.300000000000001,22.200000000000003,60.04,928,2.2 -2013,3,27,17,30,272,67,677,5.1000000000000005,21.5,72.39,928,2.6 -2013,3,27,18,30,50,29,242,4.1000000000000005,16.7,84.92,928,3.6 -2013,3,27,19,30,0,0,0,4.7,14.8,97.68,929,4.2 -2013,3,27,20,30,0,0,0,5.1000000000000005,13.700000000000001,110.03,929,4.800000000000001 -2013,3,27,21,30,0,0,0,5.2,12.8,121.73,930,5.4 -2013,3,27,22,30,0,0,0,5.2,11.9,132.19,930,6 -2013,3,27,23,30,0,0,0,4.9,11.100000000000001,140.32,930,6.5 -2013,3,28,0,30,0,0,0,4.4,10.5,144.4,930,7 -2013,3,28,1,30,0,0,0,4.2,10.200000000000001,143.06,930,7.4 -2013,3,28,2,30,0,0,0,3.9000000000000004,9.9,136.81,929,7.7 -2013,3,28,3,30,0,0,0,3.6,9.3,127.38000000000001,929,8.1 -2013,3,28,4,30,0,0,0,3.4000000000000004,8.8,116.22,929,8.4 -2013,3,28,5,30,0,0,0,3.3000000000000003,8.6,104.14,929,8.6 -2013,3,28,6,30,0,0,0,3.6,9.3,91.62,930,9.1 -2013,3,28,7,30,149,58,470,4.4,11.3,78.87,930,9.4 -2013,3,28,8,30,373,88,711,4.9,14.3,66.34,931,9.9 -2013,3,28,9,30,589,105,828,4.7,17.5,54.22,931,10.100000000000001 -2013,3,28,10,30,764,114,889,4.6000000000000005,20.3,43.08,931,10.200000000000001 -2013,3,28,11,30,739,339,483,4.5,22.8,34.06,930,10.100000000000001 -2013,3,28,12,30,937,111,947,4.5,24.8,29.29,929,9.700000000000001 -2013,3,28,13,30,918,110,941,4.5,26.200000000000003,30.85,929,9.1 -2013,3,28,14,30,831,106,920,4.3,26.8,37.96,928,8.5 -2013,3,28,15,30,684,99,877,4.1000000000000005,26.900000000000002,48.18,927,7.9 -2013,3,28,16,30,488,87,799,3.8000000000000003,26.1,59.88,927,7.300000000000001 -2013,3,28,17,30,265,69,645,3.6,25.5,72.24,927,7.4 -2013,3,28,18,30,57,31,283,3.2,20.400000000000002,84.78,928,8.5 -2013,3,28,19,30,0,0,0,4.6000000000000005,19,97.53,929,8.200000000000001 -2013,3,28,20,30,0,0,0,5.300000000000001,18,109.86,929,8.5 -2013,3,28,21,30,0,0,0,5.2,16.7,121.53,930,8.9 -2013,3,28,22,30,0,0,0,5,15.5,131.94,930,9.600000000000001 -2013,3,28,23,30,0,0,0,4.9,14.600000000000001,140,930,10.5 -2013,3,29,0,30,0,0,0,4.6000000000000005,13.8,144.02,930,11.4 -2013,3,29,1,30,0,0,0,4.3,13.100000000000001,142.67000000000002,930,12 -2013,3,29,2,30,0,0,0,4,12.600000000000001,136.44,930,12.5 -2013,3,29,3,30,0,0,0,3.5,12.3,127.05,930,12.3 -2013,3,29,4,30,0,0,0,3.1,12.100000000000001,115.91,930,12.100000000000001 -2013,3,29,5,30,0,0,0,2.9000000000000004,11.9,103.86,930,11.9 -2013,3,29,6,30,0,0,0,3.2,12.4,91.35000000000001,930,12.4 -2013,3,29,7,30,102,73,146,4.1000000000000005,13.600000000000001,78.60000000000001,931,12.5 -2013,3,29,8,30,271,163,267,4.7,15.100000000000001,66.06,931,12.600000000000001 -2013,3,29,9,30,451,248,345,4.7,16.400000000000002,53.92,931,12.600000000000001 -2013,3,29,10,30,633,282,478,4.3,17.6,42.74,931,12.5 -2013,3,29,11,30,725,346,455,4.3,18.900000000000002,33.68,930,12.3 -2013,3,29,12,30,635,452,209,4.7,20.5,28.89,929,12.200000000000001 -2013,3,29,13,30,771,365,470,5,21.8,30.51,929,12 -2013,3,29,14,30,626,376,316,5,22.1,37.7,929,11.9 -2013,3,29,15,30,288,267,31,4.6000000000000005,21.900000000000002,47.980000000000004,928,11.9 -2013,3,29,16,30,240,211,56,4.1000000000000005,21.6,59.71,928,12.100000000000001 -2013,3,29,17,30,13,13,0,3.8000000000000003,21.3,72.09,927,12.3 -2013,3,29,18,30,41,32,99,2.6,17.8,84.64,928,12.600000000000001 -2013,3,29,19,30,0,0,0,3.2,16.400000000000002,97.38,928,13 -2013,3,29,20,30,0,0,0,3.8000000000000003,15.8,109.69,929,13.4 -2013,3,29,21,30,0,0,0,4.1000000000000005,15.100000000000001,121.32000000000001,929,13.700000000000001 -2013,3,29,22,30,0,0,0,4.2,14.600000000000001,131.68,929,13.700000000000001 -2013,3,29,23,30,0,0,0,4.2,14.200000000000001,139.68,929,13.5 -2013,3,30,0,30,0,0,0,4,13.8,143.64000000000001,929,13.200000000000001 -2013,3,30,1,30,0,0,0,3.9000000000000004,13.4,142.27,928,13 -2013,3,30,2,30,0,0,0,3.8000000000000003,12.9,136.07,928,12.8 -2013,3,30,3,30,0,0,0,3.8000000000000003,12.5,126.72,928,12.5 -2013,3,30,4,30,0,0,0,3.7,12,115.61,928,12 -2013,3,30,5,30,0,0,0,3.6,11.700000000000001,103.58,928,11.700000000000001 -2013,3,30,6,30,0,0,0,4,12.3,91.07000000000001,928,12.3 -2013,3,30,7,30,163,51,554,4.800000000000001,14.3,78.33,928,12.600000000000001 -2013,3,30,8,30,393,74,779,5.1000000000000005,17.3,65.78,928,12.700000000000001 -2013,3,30,9,30,613,85,890,4.5,20.700000000000003,53.620000000000005,928,12.4 -2013,3,30,10,30,768,128,867,3.6,24.1,42.410000000000004,928,11.600000000000001 -2013,3,30,11,30,878,175,842,2.9000000000000004,27.3,33.31,927,9.700000000000001 -2013,3,30,12,30,966,96,989,2.2,29.400000000000002,28.5,926,6.7 -2013,3,30,13,30,948,96,985,1.8,30.3,30.16,925,4.800000000000001 -2013,3,30,14,30,837,147,869,1.6,30.6,37.44,924,3.6 -2013,3,30,15,30,607,217,580,1.6,30.3,47.78,923,2.6 -2013,3,30,16,30,437,141,584,1.2000000000000002,29.200000000000003,59.550000000000004,923,1.7000000000000002 -2013,3,30,17,30,179,123,180,0.8,28.3,71.94,923,5.2 -2013,3,30,18,30,35,32,26,0.9,23.1,84.5,923,7.800000000000001 -2013,3,30,19,30,0,0,0,1.2000000000000002,21.1,97.23,923,6.2 -2013,3,30,20,30,0,0,0,1.5,20,109.52,923,5.800000000000001 -2013,3,30,21,30,0,0,0,1.8,19.3,121.12,924,5.300000000000001 -2013,3,30,22,30,0,0,0,2.1,18.7,131.43,923,4.6000000000000005 -2013,3,30,23,30,0,0,0,2.7,18.3,139.35,923,3.7 -2013,3,31,0,30,0,0,0,3.8000000000000003,18.1,143.26,923,2.5 -2013,3,31,1,30,0,0,0,5,18.400000000000002,141.88,923,1.3 -2013,3,31,2,30,0,0,0,5.7,18.8,135.7,923,0.7000000000000001 -2013,3,31,3,30,0,0,0,5.1000000000000005,18.7,126.38000000000001,924,1.3 -2013,3,31,4,30,0,0,0,4,18,115.31,924,2.6 -2013,3,31,5,30,0,0,0,3.5,17.1,103.3,925,3.9000000000000004 -2013,3,31,6,30,0,0,0,5,16.400000000000002,90.25,926,5.7 -2013,3,31,7,30,102,78,116,7,16.3,78.06,928,8 -2013,3,31,8,30,154,148,15,7.7,16.900000000000002,65.51,928,9.4 -2013,3,31,9,30,599,91,851,7.300000000000001,18.2,53.33,929,9.9 -2013,3,31,10,30,771,103,900,6.5,19.6,42.08,929,9.9 -2013,3,31,11,30,889,110,929,5.800000000000001,20.900000000000002,32.93,929,9.8 -2013,3,31,12,30,943,106,949,5,22.1,28.11,928,9.600000000000001 -2013,3,31,13,30,926,104,948,4.2,23,29.82,928,9.5 -2013,3,31,14,30,840,99,930,3.7,23.400000000000002,37.18,927,9.3 -2013,3,31,15,30,694,92,892,3.5,23.3,47.58,927,8.9 -2013,3,31,16,30,501,79,828,3.4000000000000004,22.5,59.38,926,8.4 -2013,3,31,17,30,278,60,696,3.4000000000000004,22,71.8,926,8 -2013,3,31,18,30,65,30,355,1.9000000000000001,18,84.36,927,8.1 -2013,3,31,19,30,0,0,0,1.7000000000000002,16.1,97.08,927,7.800000000000001 -2013,3,31,20,30,0,0,0,1.7000000000000002,15,109.35000000000001,928,7.4 -2013,3,31,21,30,0,0,0,1.6,13.9,120.92,928,7.1000000000000005 -2013,3,31,22,30,0,0,0,1.5,12.9,131.17000000000002,928,7 -2013,3,31,23,30,0,0,0,1.4000000000000001,12,139.03,928,7.1000000000000005 -2013,4,1,0,30,0,0,0,1.4000000000000001,11.3,142.89000000000001,928,7.300000000000001 -2013,4,1,1,30,0,0,0,1.4000000000000001,10.700000000000001,141.49,928,7.6000000000000005 -2013,4,1,2,30,0,0,0,1.4000000000000001,10.100000000000001,135.34,928,7.9 -2013,4,1,3,30,0,0,0,1.5,9.600000000000001,126.05,928,8.200000000000001 -2013,4,1,4,30,0,0,0,1.5,9.200000000000001,115.01,929,8.700000000000001 -2013,4,1,5,30,0,0,0,1.5,9,103.01,929,9 -2013,4,1,6,30,0,0,0,2.2,10.700000000000001,90.01,929,9.4 -2013,4,1,7,30,173,50,580,3.2,14.4,77.8,930,9.700000000000001 -2013,4,1,8,30,402,74,783,3.9000000000000004,18.5,65.23,930,9.5 -2013,4,1,9,30,617,88,878,4.3,22.1,53.03,930,8.4 -2013,4,1,10,30,789,98,926,4.3,24.6,41.76,929,7.9 -2013,4,1,11,30,905,104,950,4.3,26.5,32.56,929,7.7 -2013,4,1,12,30,959,103,967,4.4,27.900000000000002,27.71,927,7.5 -2013,4,1,13,30,941,102,963,4.4,28.6,29.48,926,7.300000000000001 -2013,4,1,14,30,853,99,944,4.5,28.8,36.92,925,7.1000000000000005 -2013,4,1,15,30,701,94,895,4.7,28.6,47.39,924,7 -2013,4,1,16,30,503,84,818,4.7,27.700000000000003,59.22,924,6.9 -2013,4,1,17,30,276,68,662,4.7,27,71.65,924,7.1000000000000005 -2013,4,1,18,30,64,34,303,4.3,23,84.22,924,8 -2013,4,1,19,30,0,0,0,4.7,21.3,96.93,924,8.4 -2013,4,1,20,30,0,0,0,4.7,20,109.18,925,9.1 -2013,4,1,21,30,0,0,0,4.4,18.900000000000002,120.71000000000001,925,9.9 -2013,4,1,22,30,0,0,0,3.9000000000000004,17.900000000000002,130.92000000000002,925,10.700000000000001 -2013,4,1,23,30,0,0,0,3.2,16.900000000000002,138.71,925,11.5 -2013,4,2,0,30,0,0,0,2.6,15.9,142.51,925,12.200000000000001 -2013,4,2,1,30,0,0,0,2.6,15.100000000000001,141.1,925,12.600000000000001 -2013,4,2,2,30,0,0,0,3,14.700000000000001,134.97,925,12.9 -2013,4,2,3,30,0,0,0,3.2,14.5,125.72,925,13.200000000000001 -2013,4,2,4,30,0,0,0,3,14.3,114.71000000000001,925,13.5 -2013,4,2,5,30,0,0,0,2.4000000000000004,14,102.74000000000001,925,13.700000000000001 -2013,4,2,6,30,0,0,0,2.1,14.100000000000001,89.79,926,13.700000000000001 -2013,4,2,7,30,6,6,0,2.5,14.5,77.53,927,13.600000000000001 -2013,4,2,8,30,34,34,0,3.4000000000000004,14.600000000000001,64.96000000000001,927,13 -2013,4,2,9,30,42,42,0,4.3,14,52.74,928,11.9 -2013,4,2,10,30,63,63,0,4.6000000000000005,13.200000000000001,41.43,928,10.3 -2013,4,2,11,30,106,106,0,4.5,12.700000000000001,32.19,928,9 -2013,4,2,12,30,104,104,0,4.3,12.5,27.32,928,8.1 -2013,4,2,13,30,185,178,8,4.1000000000000005,12.3,29.150000000000002,928,7.7 -2013,4,2,14,30,274,262,16,4,11.9,36.67,927,7.300000000000001 -2013,4,2,15,30,172,169,5,4.1000000000000005,11.3,47.19,927,6.9 -2013,4,2,16,30,162,160,4,4.1000000000000005,10.8,59.06,927,6.4 -2013,4,2,17,30,105,105,0,4.1000000000000005,10.600000000000001,71.51,927,6.1000000000000005 -2013,4,2,18,30,24,24,0,3.8000000000000003,9.8,84.08,927,6.2 -2013,4,2,19,30,0,0,0,3.7,9.5,96.78,928,6.5 -2013,4,2,20,30,0,0,0,3.8000000000000003,9.1,109.01,929,6.9 -2013,4,2,21,30,0,0,0,4,8.700000000000001,120.51,929,7.2 -2013,4,2,22,30,0,0,0,4.2,8.1,130.66,929,7.300000000000001 -2013,4,2,23,30,0,0,0,4.4,7.4,138.39000000000001,929,7.1000000000000005 -2013,4,3,0,30,0,0,0,4.7,6.800000000000001,142.13,929,6.5 -2013,4,3,1,30,0,0,0,4.9,6.2,140.71,929,5.800000000000001 -2013,4,3,2,30,0,0,0,4.9,5.6000000000000005,134.61,929,4.9 -2013,4,3,3,30,0,0,0,4.9,5.1000000000000005,125.4,929,4.2 -2013,4,3,4,30,0,0,0,4.800000000000001,4.7,114.41,930,3.6 -2013,4,3,5,30,0,0,0,4.7,4.4,102.46000000000001,930,3.2 -2013,4,3,6,30,0,0,0,4.6000000000000005,4.2,89.54,930,2.8000000000000003 -2013,4,3,7,30,159,89,315,4.6000000000000005,4.3,77.27,931,2.5 -2013,4,3,8,30,132,132,0,4.4,4.5,64.69,931,2.3000000000000003 -2013,4,3,9,30,102,102,0,4.3,5.1000000000000005,52.45,932,2.2 -2013,4,3,10,30,187,182,7,4.1000000000000005,5.800000000000001,41.11,932,2.2 -2013,4,3,11,30,89,89,0,3.8000000000000003,6.4,31.830000000000002,932,2.3000000000000003 -2013,4,3,12,30,99,99,0,3.7,6.800000000000001,26.94,932,2.5 -2013,4,3,13,30,217,207,11,3.8000000000000003,7.1000000000000005,28.82,931,2.7 -2013,4,3,14,30,98,98,0,4.4,7.6000000000000005,36.42,931,2.6 -2013,4,3,15,30,177,174,5,4.800000000000001,8.1,47,930,2.4000000000000004 -2013,4,3,16,30,185,179,13,4.7,8.200000000000001,58.910000000000004,930,2.1 -2013,4,3,17,30,157,128,91,4.5,8,71.37,931,1.9000000000000001 -2013,4,3,18,30,20,20,0,3.6,6.1000000000000005,83.94,932,1.8 -2013,4,3,19,30,0,0,0,3.2,4.7,96.63,933,1.7000000000000002 -2013,4,3,20,30,0,0,0,2.9000000000000004,3.6,108.83,933,1.6 -2013,4,3,21,30,0,0,0,2.6,2.8000000000000003,120.3,934,1.5 -2013,4,3,22,30,0,0,0,2.5,2.3000000000000003,130.4,934,1.5 -2013,4,3,23,30,0,0,0,2.6,1.9000000000000001,138.07,933,1.4000000000000001 -2013,4,4,0,30,0,0,0,2.8000000000000003,1.7000000000000002,141.76,933,1.3 -2013,4,4,1,30,0,0,0,3,1.5,140.32,933,1.1 -2013,4,4,2,30,0,0,0,3.3000000000000003,1.4000000000000001,134.24,932,0.9 -2013,4,4,3,30,0,0,0,3.5,1.3,125.07000000000001,933,0.6000000000000001 -2013,4,4,4,30,0,0,0,3.6,1.1,114.11,933,0.30000000000000004 -2013,4,4,5,30,0,0,0,3.6,0.9,102.18,933,-0.1 -2013,4,4,6,30,0,0,0,3.8000000000000003,1.2000000000000002,89.31,934,-0.30000000000000004 -2013,4,4,7,30,35,35,0,4.3,2.7,77,934,-0.7000000000000001 -2013,4,4,8,30,124,124,0,4.4,5.2,64.42,935,-0.8 -2013,4,4,9,30,207,201,11,4.3,8,52.160000000000004,935,-0.6000000000000001 -2013,4,4,10,30,404,351,70,4.2,10.8,40.79,934,-0.30000000000000004 -2013,4,4,11,30,730,365,427,4.3,13.5,31.46,934,0.1 -2013,4,4,12,30,992,103,993,4.3,15.700000000000001,26.55,933,0.5 -2013,4,4,13,30,977,99,1000,4.2,17.5,28.48,932,0.6000000000000001 -2013,4,4,14,30,889,91,988,4.1000000000000005,18.6,36.17,931,0.5 -2013,4,4,15,30,738,83,957,4,19,46.81,930,0.2 -2013,4,4,16,30,535,73,891,3.7,18.5,58.75,930,-0.1 -2013,4,4,17,30,303,58,762,3.5,18,71.23,930,-0.30000000000000004 -2013,4,4,18,30,79,30,451,1.8,12.100000000000001,83.8,931,1.9000000000000001 -2013,4,4,19,30,0,0,0,1.7000000000000002,9.5,96.48,932,1.5 -2013,4,4,20,30,0,0,0,1.6,8.1,108.66,932,1.3 -2013,4,4,21,30,0,0,0,1.4000000000000001,6.800000000000001,120.09,933,1.3 -2013,4,4,22,30,0,0,0,1.3,5.7,130.15,933,1.3 -2013,4,4,23,30,0,0,0,1.2000000000000002,4.800000000000001,137.75,933,1.5 -2013,4,5,0,30,0,0,0,1.3,4.1000000000000005,141.39000000000001,933,1.8 -2013,4,5,1,30,0,0,0,1.3,3.5,139.94,933,2 -2013,4,5,2,30,0,0,0,1.3,2.9000000000000004,133.88,933,2.2 -2013,4,5,3,30,0,0,0,1.3,2.5,124.74000000000001,933,2.4000000000000004 -2013,4,5,4,30,0,0,0,1.3,2.1,113.82000000000001,933,2.1 -2013,4,5,5,30,0,0,0,1.3,1.9000000000000001,101.9,933,1.9000000000000001 -2013,4,5,6,30,0,0,0,2.1,3.7,89.08,934,3 -2013,4,5,7,30,198,53,636,2.7,7.2,76.74,934,3.1 -2013,4,5,8,30,368,115,579,2.9000000000000004,11.3,64.15,934,3.3000000000000003 -2013,4,5,9,30,548,184,590,3.5,15.5,51.88,933,3.3000000000000003 -2013,4,5,10,30,648,303,454,3.9000000000000004,19,40.47,933,3 -2013,4,5,11,30,762,359,471,4.2,21.6,31.1,932,2.5 -2013,4,5,12,30,869,352,576,4.6000000000000005,23.400000000000002,26.16,930,2.3000000000000003 -2013,4,5,13,30,862,322,612,5,24.5,28.16,929,2.3000000000000003 -2013,4,5,14,30,733,318,512,5.300000000000001,25,35.93,928,2.4000000000000004 -2013,4,5,15,30,569,278,424,5.5,24.8,46.63,927,2.4000000000000004 -2013,4,5,16,30,519,97,810,5.300000000000001,23.8,58.6,926,2.4000000000000004 -2013,4,5,17,30,293,73,677,5,23.1,71.09,926,2.9000000000000004 -2013,4,5,18,30,75,35,360,3.7,18.2,83.67,926,4.3 -2013,4,5,19,30,0,0,0,4,16.3,96.33,926,4.9 -2013,4,5,20,30,0,0,0,4.6000000000000005,15.4,108.49000000000001,927,5.5 -2013,4,5,21,30,0,0,0,4.9,14.600000000000001,119.88,926,5.9 -2013,4,5,22,30,0,0,0,5.2,13.9,129.89000000000001,926,6.1000000000000005 -2013,4,5,23,30,0,0,0,5.4,13.3,137.43,925,6.2 -2013,4,6,0,30,0,0,0,5.4,12.700000000000001,141.01,925,6.2 -2013,4,6,1,30,0,0,0,5.4,12.200000000000001,139.55,924,6.1000000000000005 -2013,4,6,2,30,0,0,0,5.5,11.700000000000001,133.52,924,5.9 -2013,4,6,3,30,0,0,0,5.5,11.100000000000001,124.42,923,5.7 -2013,4,6,4,30,0,0,0,5.5,10.4,113.52,923,5.5 -2013,4,6,5,30,0,0,0,5.5,9.8,101.63,923,5.4 -2013,4,6,6,30,13,11,87,5.9,10.4,88.85000000000001,923,5.5 -2013,4,6,7,30,196,56,599,7.1000000000000005,13.100000000000001,76.49,923,6 -2013,4,6,8,30,429,77,799,7.4,17.2,63.89,923,6.6000000000000005 -2013,4,6,9,30,647,90,897,6.6000000000000005,21.3,51.6,923,6.300000000000001 -2013,4,6,10,30,826,99,952,5.800000000000001,25,40.160000000000004,923,4.9 -2013,4,6,11,30,945,106,976,5.2,27.900000000000002,30.740000000000002,922,3.4000000000000004 -2013,4,6,12,30,965,189,862,4.7,29.700000000000003,25.78,922,2.2 -2013,4,6,13,30,793,386,461,4.2,30.400000000000002,27.830000000000002,921,1.2000000000000002 -2013,4,6,14,30,646,388,319,3.6,30.200000000000003,35.69,920,0.4 -2013,4,6,15,30,588,256,482,2.7,29.5,46.44,920,-0.1 -2013,4,6,16,30,462,134,626,1.8,27.5,58.44,920,1.1 -2013,4,6,17,30,246,99,448,1.4000000000000001,26,70.95,920,7.800000000000001 -2013,4,6,18,30,60,37,205,1.8,21.200000000000003,83.53,921,7.1000000000000005 -2013,4,6,19,30,0,0,0,1.8,18.7,96.18,922,7 -2013,4,6,20,30,0,0,0,1.6,16.7,108.32000000000001,922,7.300000000000001 -2013,4,6,21,30,0,0,0,1.4000000000000001,15.200000000000001,119.68,923,7.6000000000000005 -2013,4,6,22,30,0,0,0,1.5,14.100000000000001,129.63,923,8.1 -2013,4,6,23,30,0,0,0,1.9000000000000001,13.600000000000001,137.11,923,8.5 -2013,4,7,0,30,0,0,0,2.5,13.3,140.64000000000001,923,8.9 -2013,4,7,1,30,0,0,0,3,13.100000000000001,139.17000000000002,922,9.200000000000001 -2013,4,7,2,30,0,0,0,3.3000000000000003,12.9,133.17000000000002,922,9.700000000000001 -2013,4,7,3,30,0,0,0,3.6,12.600000000000001,124.09,921,10.4 -2013,4,7,4,30,0,0,0,3.8000000000000003,12,113.23,921,11.100000000000001 -2013,4,7,5,30,0,0,0,4,11.600000000000001,101.36,922,11.600000000000001 -2013,4,7,6,30,6,6,0,4.5,12.5,88.62,922,11.700000000000001 -2013,4,7,7,30,56,56,0,5.2,15.200000000000001,76.23,922,11.8 -2013,4,7,8,30,239,191,108,5.7,18.900000000000002,63.63,922,12 -2013,4,7,9,30,404,294,175,6,22.200000000000003,51.32,922,11.5 -2013,4,7,10,30,677,294,499,6.1000000000000005,24.900000000000002,39.85,922,10.100000000000001 -2013,4,7,11,30,828,330,577,6.1000000000000005,27.200000000000003,30.38,921,8 -2013,4,7,12,30,985,114,964,6.1000000000000005,29.200000000000003,25.400000000000002,920,6.2 -2013,4,7,13,30,966,108,968,6.2,30.6,27.51,919,4.5 -2013,4,7,14,30,880,103,954,6.2,31.200000000000003,35.45,918,3.2 -2013,4,7,15,30,727,99,908,6.1000000000000005,31.1,46.26,917,2.1 -2013,4,7,16,30,361,229,251,5.5,30.1,58.29,917,1.4000000000000001 -2013,4,7,17,30,297,71,688,4.9,29.3,70.81,917,2.3000000000000003 -2013,4,7,18,30,78,37,360,3.4000000000000004,23.200000000000003,83.39,917,5.1000000000000005 -2013,4,7,19,30,0,0,0,4.1000000000000005,21.200000000000003,96.03,918,6.7 -2013,4,7,20,30,0,0,0,4.7,20.3,108.14,918,8.700000000000001 -2013,4,7,21,30,0,0,0,4.800000000000001,19.200000000000003,119.47,918,10.700000000000001 -2013,4,7,22,30,0,0,0,4.7,18.1,129.37,918,12.200000000000001 -2013,4,7,23,30,0,0,0,4.7,17.2,136.79,918,13 -2013,4,8,0,30,0,0,0,4.800000000000001,16.400000000000002,140.28,918,13.4 -2013,4,8,1,30,0,0,0,5,15.700000000000001,138.79,918,13.8 -2013,4,8,2,30,0,0,0,5.1000000000000005,15.100000000000001,132.81,918,14.3 -2013,4,8,3,30,0,0,0,4.9,14.600000000000001,123.77,917,14.600000000000001 -2013,4,8,4,30,0,0,0,4.7,14.3,112.94,917,14.3 -2013,4,8,5,30,0,0,0,4.4,14.3,101.08,917,14.3 -2013,4,8,6,30,15,13,56,4.9,15,88.39,918,14.9 -2013,4,8,7,30,194,70,511,5.9,17.2,75.98,918,14.9 -2013,4,8,8,30,351,154,441,6.4,20.400000000000002,63.370000000000005,918,14.9 -2013,4,8,9,30,557,196,574,6.1000000000000005,23.700000000000003,51.04,918,14.100000000000001 -2013,4,8,10,30,813,110,912,5.7,26.8,39.54,917,12.3 -2013,4,8,11,30,930,111,946,5.4,29.400000000000002,30.03,916,9.8 -2013,4,8,12,30,981,110,961,5.300000000000001,31,25.02,915,7.800000000000001 -2013,4,8,13,30,965,105,966,5.5,31.900000000000002,27.19,914,6.4 -2013,4,8,14,30,876,99,951,5.800000000000001,32.1,35.21,913,5.4 -2013,4,8,15,30,724,97,903,6,31.700000000000003,46.08,913,4.800000000000001 -2013,4,8,16,30,524,87,828,5.9,30.5,58.14,913,4.800000000000001 -2013,4,8,17,30,297,70,687,5.800000000000001,29.700000000000003,70.67,913,5.6000000000000005 -2013,4,8,18,30,79,37,366,5.6000000000000005,25,83.26,913,7.300000000000001 -2013,4,8,19,30,0,0,0,6.1000000000000005,22.6,95.88,914,9 -2013,4,8,20,30,0,0,0,6.6000000000000005,21.1,107.97,914,10.8 -2013,4,8,21,30,0,0,0,7,19.8,119.26,914,12.9 -2013,4,8,22,30,0,0,0,7.1000000000000005,18.8,129.11,914,15 -2013,4,8,23,30,0,0,0,6.9,17.8,136.47,914,16.3 -2013,4,9,0,30,0,0,0,7.1000000000000005,17.400000000000002,139.91,914,17 -2013,4,9,1,30,0,0,0,7.6000000000000005,17.3,138.41,914,17 -2013,4,9,2,30,0,0,0,7.800000000000001,17.3,132.46,914,16.900000000000002 -2013,4,9,3,30,0,0,0,7.7,17.3,123.45,914,16.7 -2013,4,9,4,30,0,0,0,7.2,17.1,112.64,914,16.7 -2013,4,9,5,30,0,0,0,6.6000000000000005,16.7,100.82000000000001,914,16.7 -2013,4,9,6,30,17,15,77,6.5,17.2,88.15,915,16.7 -2013,4,9,7,30,201,68,537,7,19.1,75.73,915,16.8 -2013,4,9,8,30,431,89,757,7.5,22.1,63.11,915,16.3 -2013,4,9,9,30,645,99,862,7.5,25.200000000000003,50.77,915,14.200000000000001 -2013,4,9,10,30,819,108,918,7,27.700000000000003,39.24,915,11.3 -2013,4,9,11,30,936,112,948,6.2,29.5,29.68,915,8.9 -2013,4,9,12,30,989,111,966,5.4,30.8,24.650000000000002,914,7.1000000000000005 -2013,4,9,13,30,968,110,961,4.7,31.6,26.87,914,5.7 -2013,4,9,14,30,880,108,943,4,31.8,34.980000000000004,913,4.5 -2013,4,9,15,30,727,104,895,3.3000000000000003,31.3,45.9,913,3.7 -2013,4,9,16,30,527,93,817,2.7,30,57.99,913,3.4000000000000004 -2013,4,9,17,30,297,75,666,2.3000000000000003,29.1,70.53,913,4.2 -2013,4,9,18,30,56,41,118,1.2000000000000002,23.1,83.12,914,9.1 -2013,4,9,19,30,0,0,0,1.2000000000000002,20.400000000000002,95.73,915,8.200000000000001 -2013,4,9,20,30,0,0,0,1.9000000000000001,18.6,107.8,916,8.6 -2013,4,9,21,30,0,0,0,3.9000000000000004,16.7,119.05,918,8.9 -2013,4,9,22,30,0,0,0,6.5,14,128.85,920,8.700000000000001 -2013,4,9,23,30,0,0,0,7.800000000000001,10.5,136.16,922,7 -2013,4,10,0,30,0,0,0,7.9,7.4,139.54,923,4.3 -2013,4,10,1,30,0,0,0,7.9,5.2,138.04,924,1.9000000000000001 -2013,4,10,2,30,0,0,0,7.7,3.5,132.11,925,0.8 -2013,4,10,3,30,0,0,0,7.2,2.1,123.14,925,0.4 -2013,4,10,4,30,0,0,0,6.5,1.3,112.36,926,-0.1 -2013,4,10,5,30,0,0,0,6.1000000000000005,0.8,100.55,927,-0.6000000000000001 -2013,4,10,6,30,4,4,0,6,0.4,87.89,928,-1.1 -2013,4,10,7,30,99,92,30,6.2,0.6000000000000001,75.48,928,-1.7000000000000002 -2013,4,10,8,30,135,135,0,6.2,1.6,62.86,929,-2.2 -2013,4,10,9,30,479,280,312,5.9,3.5,50.5,929,-2.5 -2013,4,10,10,30,601,369,299,5.4,6.1000000000000005,38.94,928,-2.4000000000000004 -2013,4,10,11,30,624,448,202,5,8.6,29.330000000000002,927,-2.1 -2013,4,10,12,30,777,409,404,4.7,10.8,24.27,927,-1.8 -2013,4,10,13,30,992,114,982,4.5,12.5,26.560000000000002,926,-1.7000000000000002 -2013,4,10,14,30,901,108,966,4.4,13.600000000000001,34.75,925,-1.9000000000000001 -2013,4,10,15,30,748,99,930,4.3,13.9,45.730000000000004,925,-2.4000000000000004 -2013,4,10,16,30,545,86,862,4.1000000000000005,13.5,57.84,925,-2.9000000000000004 -2013,4,10,17,30,313,69,728,3.9000000000000004,13.100000000000001,70.39,925,-3.2 -2013,4,10,18,30,88,38,413,2,9,82.98,925,-1.5 -2013,4,10,19,30,0,0,0,1.8,6.7,95.58,926,-0.5 -2013,4,10,20,30,0,0,0,2,5.7,107.62,927,-1.2000000000000002 -2013,4,10,21,30,0,0,0,2,4.800000000000001,118.84,927,-1.8 -2013,4,10,22,30,0,0,0,1.8,4.1000000000000005,128.59,927,-2 -2013,4,10,23,30,0,0,0,1.8,3.6,135.84,927,-2.1 -2013,4,11,0,30,0,0,0,1.6,3.3000000000000003,139.18,927,-2.3000000000000003 -2013,4,11,1,30,0,0,0,1.3,2.8000000000000003,137.67000000000002,927,-2.3000000000000003 -2013,4,11,2,30,0,0,0,1,2.2,131.76,926,-2.1 -2013,4,11,3,30,0,0,0,0.9,1.4000000000000001,122.82000000000001,926,-2.4000000000000004 -2013,4,11,4,30,0,0,0,1,0.6000000000000001,112.07000000000001,926,-2.9000000000000004 -2013,4,11,5,30,0,0,0,1.1,0.30000000000000004,100.28,925,-3.4000000000000004 -2013,4,11,6,30,24,17,163,1.7000000000000002,1.3,87.66,926,-3.5 -2013,4,11,7,30,222,59,640,1.9000000000000001,3.5,75.23,926,-5.300000000000001 -2013,4,11,8,30,457,80,820,1.2000000000000002,5.9,62.61,926,-6.7 -2013,4,11,9,30,674,93,908,0.7000000000000001,8.5,50.24,926,-6.4 -2013,4,11,10,30,849,102,956,1.1,11.3,38.64,925,-5.7 -2013,4,11,11,30,962,108,977,1.9000000000000001,14,28.98,924,-4.800000000000001 -2013,4,11,12,30,1014,104,995,2.4000000000000004,16.400000000000002,23.900000000000002,923,-3.9000000000000004 -2013,4,11,13,30,992,103,992,2.5,18.400000000000002,26.25,922,-3.2 -2013,4,11,14,30,901,99,973,2.4000000000000004,19.700000000000003,34.52,920,-2.7 -2013,4,11,15,30,748,93,935,2.3000000000000003,20.200000000000003,45.56,920,-2.6 -2013,4,11,16,30,546,83,866,1.9000000000000001,20,57.7,920,-2.6 -2013,4,11,17,30,315,66,737,1.6,19.700000000000003,70.26,920,-2.5 -2013,4,11,18,30,91,36,437,0.5,15.8,82.84,920,2.4000000000000004 -2013,4,11,19,30,0,0,0,1,13.600000000000001,95.43,921,-0.4 -2013,4,11,20,30,0,0,0,1.3,11.600000000000001,107.45,921,-0.1 -2013,4,11,21,30,0,0,0,1.7000000000000002,10,118.63,922,0.1 -2013,4,11,22,30,0,0,0,2.2,9.200000000000001,128.33,922,-0.30000000000000004 -2013,4,11,23,30,0,0,0,2.9000000000000004,8.6,135.52,923,-0.4 -2013,4,12,0,30,0,0,0,3.1,7.9,138.82,923,-0.2 -2013,4,12,1,30,0,0,0,3.1,7.1000000000000005,137.3,923,0.2 -2013,4,12,2,30,0,0,0,2.7,6.300000000000001,131.41,923,0.6000000000000001 -2013,4,12,3,30,0,0,0,2.1,5.6000000000000005,122.51,923,0.9 -2013,4,12,4,30,0,0,0,1.7000000000000002,5,111.79,924,1.2000000000000002 -2013,4,12,5,30,0,0,0,1.4000000000000001,4.800000000000001,100.02,924,1.4000000000000001 -2013,4,12,6,30,27,18,202,1.9000000000000001,6.6000000000000005,87.43,925,1.5 -2013,4,12,7,30,227,57,658,2.3000000000000003,10.100000000000001,74.99,926,1.8 -2013,4,12,8,30,459,78,821,2.8000000000000003,14.4,62.36,926,2.4000000000000004 -2013,4,12,9,30,673,93,902,3.5,18.900000000000002,49.97,926,2.4000000000000004 -2013,4,12,10,30,843,104,942,3.7,22.1,38.35,926,1 -2013,4,12,11,30,957,111,964,4.1000000000000005,24,28.64,925,0.2 -2013,4,12,12,30,1003,113,970,4.5,25.3,23.53,924,0 -2013,4,12,13,30,980,117,960,4.7,26,25.94,923,0 -2013,4,12,14,30,801,276,635,4.7,26.1,34.300000000000004,922,0.30000000000000004 -2013,4,12,15,30,730,115,876,4.6000000000000005,25.8,45.39,921,0.6000000000000001 -2013,4,12,16,30,527,106,785,4.2,25,57.56,921,1.1 -2013,4,12,17,30,300,86,628,3.9000000000000004,24.5,70.12,921,2.2 -2013,4,12,18,30,84,44,313,3.1,19.700000000000003,82.71000000000001,921,4.3 -2013,4,12,19,30,0,0,0,3.9000000000000004,17.900000000000002,95.27,922,4.2 -2013,4,12,20,30,0,0,0,4.800000000000001,17.2,107.27,922,4.4 -2013,4,12,21,30,0,0,0,5.1000000000000005,16.3,118.42,923,4.9 -2013,4,12,22,30,0,0,0,4.9,15.3,128.08,923,5.2 -2013,4,12,23,30,0,0,0,4.5,14.200000000000001,135.21,924,5.5 -2013,4,13,0,30,0,0,0,4.1000000000000005,13.3,138.46,924,5.7 -2013,4,13,1,30,0,0,0,4,12.5,136.93,924,5.9 -2013,4,13,2,30,0,0,0,3.7,11.700000000000001,131.07,924,6 -2013,4,13,3,30,0,0,0,3.2,11.100000000000001,122.2,924,6.1000000000000005 -2013,4,13,4,30,0,0,0,2.6,10.4,111.5,924,6.2 -2013,4,13,5,30,0,0,0,2,9.9,99.76,924,6.4 -2013,4,13,6,30,17,17,0,2.3000000000000003,10.700000000000001,87.2,924,6.800000000000001 -2013,4,13,7,30,187,78,415,3.3000000000000003,13,74.75,925,7.5 -2013,4,13,8,30,392,132,555,4,15.8,62.120000000000005,925,8.3 -2013,4,13,9,30,582,194,600,4.7,19,49.72,925,8 -2013,4,13,10,30,822,127,882,5.2,21.900000000000002,38.06,924,6.6000000000000005 -2013,4,13,11,30,821,369,514,5.5,24,28.3,923,5.4 -2013,4,13,12,30,986,125,937,5.5,25.3,23.16,922,5 -2013,4,13,13,30,962,128,925,5.4,26,25.63,921,4.9 -2013,4,13,14,30,867,130,890,5.2,26.1,34.08,921,5 -2013,4,13,15,30,687,166,739,5.1000000000000005,25.6,45.22,920,5 -2013,4,13,16,30,427,202,417,4.9,24.5,57.410000000000004,919,5.1000000000000005 -2013,4,13,17,30,290,101,551,4.800000000000001,23.8,69.99,919,5.4 -2013,4,13,18,30,48,44,32,3.5,20.3,82.57000000000001,920,6.300000000000001 -2013,4,13,19,30,0,0,0,3.8000000000000003,18.8,95.12,920,6.7 -2013,4,13,20,30,0,0,0,4.2,17.7,107.10000000000001,920,6.7 -2013,4,13,21,30,0,0,0,4.1000000000000005,16.3,118.21000000000001,920,7 -2013,4,13,22,30,0,0,0,4,15.200000000000001,127.82000000000001,920,7.300000000000001 -2013,4,13,23,30,0,0,0,4,14.200000000000001,134.9,919,7.6000000000000005 -2013,4,14,0,30,0,0,0,4.1000000000000005,13.5,138.1,919,7.9 -2013,4,14,1,30,0,0,0,4.3,12.8,136.57,918,8 -2013,4,14,2,30,0,0,0,4.4,12.3,130.73,918,8.200000000000001 -2013,4,14,3,30,0,0,0,4.5,11.8,121.89,917,8.3 -2013,4,14,4,30,0,0,0,4.6000000000000005,11.4,111.22,917,8.5 -2013,4,14,5,30,0,0,0,4.800000000000001,11.200000000000001,99.5,917,8.9 -2013,4,14,6,30,30,21,157,5.5,12.3,86.97,917,9.5 -2013,4,14,7,30,229,64,617,6.6000000000000005,15.700000000000001,74.52,917,10.4 -2013,4,14,8,30,464,84,805,6.9,20.400000000000002,61.88,917,10.700000000000001 -2013,4,14,9,30,677,98,892,6.800000000000001,25,49.46,917,8.6 -2013,4,14,10,30,853,107,944,6.9,28.200000000000003,37.77,916,2.8000000000000003 -2013,4,14,11,30,969,113,969,6.7,29.900000000000002,27.97,916,-0.8 -2013,4,14,12,30,1022,114,985,6.5,30.900000000000002,22.8,915,-2.2 -2013,4,14,13,30,999,113,981,6.300000000000001,31.400000000000002,25.330000000000002,914,-2.7 -2013,4,14,14,30,908,108,963,6.1000000000000005,31.6,33.86,913,-2.9000000000000004 -2013,4,14,15,30,754,101,923,5.7,31.200000000000003,45.050000000000004,913,-2.8000000000000003 -2013,4,14,16,30,552,89,856,4.800000000000001,30.200000000000003,57.27,913,-2.6 -2013,4,14,17,30,321,71,725,4.2,29.5,69.86,913,-0.9 -2013,4,14,18,30,94,40,414,2.4000000000000004,22.900000000000002,82.44,914,2.6 -2013,4,14,19,30,0,0,0,2.6,20.5,94.97,914,1.6 -2013,4,14,20,30,0,0,0,3,19.8,106.92,915,0.7000000000000001 -2013,4,14,21,30,0,0,0,3.6,19.200000000000003,118,916,0 -2013,4,14,22,30,0,0,0,4.2,18.8,127.56,916,-0.9 -2013,4,14,23,30,0,0,0,4.800000000000001,18.2,134.58,916,-1.6 -2013,4,15,0,30,0,0,0,4.9,17.2,137.75,916,-2 -2013,4,15,1,30,0,0,0,4.7,15.9,136.2,916,-1.9000000000000001 -2013,4,15,2,30,0,0,0,4.5,14.9,130.39000000000001,916,-1.6 -2013,4,15,3,30,0,0,0,4.2,14.100000000000001,121.58,917,-1.2000000000000002 -2013,4,15,4,30,0,0,0,4,13.5,110.95,917,-0.7000000000000001 -2013,4,15,5,30,0,0,0,3.8000000000000003,13,99.25,918,-0.2 -2013,4,15,6,30,34,21,228,3.9000000000000004,14.100000000000001,86.74,918,0.6000000000000001 -2013,4,15,7,30,237,60,657,3.9000000000000004,17.3,74.28,919,1.4000000000000001 -2013,4,15,8,30,470,80,822,3.8000000000000003,21.200000000000003,61.64,919,2.2 -2013,4,15,9,30,684,92,906,3.7,24.900000000000002,49.21,920,1.6 -2013,4,15,10,30,856,100,953,3.5,27.8,37.49,920,0.6000000000000001 -2013,4,15,11,30,971,105,977,3.4000000000000004,30.200000000000003,27.64,919,0.30000000000000004 -2013,4,15,12,30,979,217,824,3.4000000000000004,32.1,22.44,919,0.30000000000000004 -2013,4,15,13,30,896,324,632,3.7,33.300000000000004,25.03,918,0.4 -2013,4,15,14,30,902,102,960,4.3,33.7,33.65,917,0.4 -2013,4,15,15,30,749,97,921,4.7,33.5,44.89,916,0.2 -2013,4,15,16,30,512,100,759,4.5,32.4,57.13,916,-0.2 -2013,4,15,17,30,321,69,728,4.1000000000000005,31.6,69.73,916,1 -2013,4,15,18,30,79,42,275,2.1,24.700000000000003,82.3,917,4.6000000000000005 -2013,4,15,19,30,0,0,0,2.4000000000000004,22.1,94.82000000000001,917,4.2 -2013,4,15,20,30,0,0,0,3.3000000000000003,21.6,106.75,918,4.5 -2013,4,15,21,30,0,0,0,4.1000000000000005,21.200000000000003,117.79,919,5.1000000000000005 -2013,4,15,22,30,0,0,0,4.6000000000000005,20.5,127.3,919,5.4 -2013,4,15,23,30,0,0,0,4.3,19.400000000000002,134.27,919,5.6000000000000005 -2013,4,16,0,30,0,0,0,3.7,18.1,137.4,919,6 -2013,4,16,1,30,0,0,0,3.3000000000000003,17.1,135.85,919,6.6000000000000005 -2013,4,16,2,30,0,0,0,3.1,16.5,130.05,920,7.2 -2013,4,16,3,30,0,0,0,2.9000000000000004,16,121.28,920,7.9 -2013,4,16,4,30,0,0,0,2.9000000000000004,15.600000000000001,110.67,921,8.9 -2013,4,16,5,30,0,0,0,3,15.4,98.99000000000001,921,10.200000000000001 -2013,4,16,6,30,24,21,41,3.6,16.5,86.51,922,11.700000000000001 -2013,4,16,7,30,210,70,511,4.5,19.1,74.05,923,13.3 -2013,4,16,8,30,389,157,483,4.5,22.1,61.410000000000004,923,14.700000000000001 -2013,4,16,9,30,563,226,513,3.7,25,48.96,923,14.600000000000001 -2013,4,16,10,30,830,121,890,2.9000000000000004,27.6,37.21,923,13.8 -2013,4,16,11,30,940,127,915,2.8000000000000003,29.700000000000003,27.310000000000002,923,13 -2013,4,16,12,30,983,132,918,3.2,31.200000000000003,22.080000000000002,922,12.600000000000001 -2013,4,16,13,30,955,132,907,3.9000000000000004,32.300000000000004,24.740000000000002,921,12.5 -2013,4,16,14,30,862,132,876,4.6000000000000005,32.6,33.44,920,12.8 -2013,4,16,15,30,703,142,790,5.1000000000000005,32.4,44.730000000000004,919,13.3 -2013,4,16,16,30,380,237,264,5.4,31.5,56.99,919,13.8 -2013,4,16,17,30,257,113,414,5.5,30.900000000000002,69.59,919,14.3 -2013,4,16,18,30,71,46,186,5.300000000000001,27.6,82.17,920,14.600000000000001 -2013,4,16,19,30,0,0,0,5.9,25.700000000000003,94.67,920,14.700000000000001 -2013,4,16,20,30,0,0,0,6.2,24.3,106.57000000000001,921,14.8 -2013,4,16,21,30,0,0,0,6.4,22.900000000000002,117.58,921,15.200000000000001 -2013,4,16,22,30,0,0,0,6.4,21.6,127.05,921,15.9 -2013,4,16,23,30,0,0,0,6.300000000000001,20.3,133.96,921,16.7 -2013,4,17,0,30,0,0,0,6.2,19.3,137.05,921,17.3 -2013,4,17,1,30,0,0,0,6,18.8,135.49,921,17.8 -2013,4,17,2,30,0,0,0,5.7,18.6,129.72,920,18.1 -2013,4,17,3,30,0,0,0,5.300000000000001,18.7,120.98,920,18.3 -2013,4,17,4,30,0,0,0,4.9,18.8,110.4,920,18.400000000000002 -2013,4,17,5,30,0,0,0,4.7,19,98.74000000000001,920,18.6 -2013,4,17,6,30,25,22,38,5,19.900000000000002,86.29,920,18.8 -2013,4,17,7,30,200,124,272,6,21.6,73.82000000000001,920,19.1 -2013,4,17,8,30,408,199,433,7.1000000000000005,23.8,61.18,920,19.200000000000003 -2013,4,17,9,30,607,239,558,7.7,26,48.72,920,18.8 -2013,4,17,10,30,774,248,659,7.7,27.900000000000002,36.94,919,18 -2013,4,17,11,30,890,236,735,7.5,29.6,26.990000000000002,918,17 -2013,4,17,12,30,945,215,785,7.2,31,21.73,917,16 -2013,4,17,13,30,928,192,809,7,32.1,24.45,916,14.9 -2013,4,17,14,30,847,171,807,6.800000000000001,32.6,33.230000000000004,915,13.700000000000001 -2013,4,17,15,30,552,324,320,6.6000000000000005,32.5,44.57,914,12.4 -2013,4,17,16,30,462,170,535,6.1000000000000005,31.6,56.86,913,11.200000000000001 -2013,4,17,17,30,243,126,332,5.800000000000001,30.900000000000002,69.46000000000001,913,11.3 -2013,4,17,18,30,91,47,313,5.9,26.5,82.04,913,13.100000000000001 -2013,4,17,19,30,0,0,0,6.4,24.3,94.52,913,14.9 -2013,4,17,20,30,0,0,0,6.4,23,106.4,914,16.3 -2013,4,17,21,30,0,0,0,6,21.900000000000002,117.37,915,17.3 -2013,4,17,22,30,0,0,0,4.9,21,126.79,916,18 -2013,4,17,23,30,0,0,0,3.8000000000000003,20.400000000000002,133.66,917,17.8 -2013,4,18,0,30,0,0,0,3.7,19.700000000000003,136.70000000000002,918,16.1 -2013,4,18,1,30,0,0,0,4.7,18.1,135.14000000000001,920,11.600000000000001 -2013,4,18,2,30,0,0,0,6.2,15.200000000000001,129.39000000000001,921,4.800000000000001 -2013,4,18,3,30,0,0,0,7.300000000000001,11.5,120.68,923,-0.2 -2013,4,18,4,30,0,0,0,7.800000000000001,8.1,110.13,924,-0.2 -2013,4,18,5,30,0,0,0,7.800000000000001,5.7,98.5,926,0 -2013,4,18,6,30,34,23,151,7.9,4.9,86.05,927,-1 -2013,4,18,7,30,189,95,336,7.9,5.6000000000000005,73.59,928,-2.6 -2013,4,18,8,30,494,79,856,7.7,7.2,60.95,928,-4.1000000000000005 -2013,4,18,9,30,711,88,941,7.300000000000001,9.1,48.480000000000004,928,-5.2 -2013,4,18,10,30,891,92,996,7,11.200000000000001,36.67,928,-6 -2013,4,18,11,30,1007,94,1022,6.800000000000001,13,26.67,928,-6.6000000000000005 -2013,4,18,12,30,1055,93,1033,6.800000000000001,14.4,21.37,928,-7.1000000000000005 -2013,4,18,13,30,1032,91,1031,6.7,15.4,24.16,928,-7.6000000000000005 -2013,4,18,14,30,939,87,1016,6.6000000000000005,15.700000000000001,33.03,928,-8.200000000000001 -2013,4,18,15,30,782,86,974,6.4,15.600000000000001,44.410000000000004,928,-8.8 -2013,4,18,16,30,578,77,913,6.2,14.8,56.72,928,-9.5 -2013,4,18,17,30,343,63,795,6,14.200000000000001,69.33,928,-10 -2013,4,18,18,30,112,37,527,4.6000000000000005,11.100000000000001,81.89,930,-10.100000000000001 -2013,4,18,19,30,0,0,0,3.6,9,94.37,931,-9.1 -2013,4,18,20,30,0,0,0,3.1,7.5,106.22,932,-8.200000000000001 -2013,4,18,21,30,0,0,0,2.8000000000000003,6.300000000000001,117.16,933,-7.5 -2013,4,18,22,30,0,0,0,2.7,5.4,126.53,933,-7.1000000000000005 -2013,4,18,23,30,0,0,0,2.7,4.6000000000000005,133.35,934,-7.1000000000000005 -2013,4,19,0,30,0,0,0,2.7,3.9000000000000004,136.36,934,-7.300000000000001 -2013,4,19,1,30,0,0,0,2.6,3.1,134.79,934,-7.6000000000000005 -2013,4,19,2,30,0,0,0,2.3000000000000003,2.4000000000000004,129.06,934,-7.9 -2013,4,19,3,30,0,0,0,2,1.6,120.38,935,-8.1 -2013,4,19,4,30,0,0,0,1.8,0.9,109.86,935,-8.200000000000001 -2013,4,19,5,30,0,0,0,2,0.8,98.25,936,-8.4 -2013,4,19,6,30,49,25,324,2.8000000000000003,2.5,85.82000000000001,937,-8.700000000000001 -2013,4,19,7,30,264,63,706,3.6,5.6000000000000005,73.37,937,-9.600000000000001 -2013,4,19,8,30,502,86,850,3.7,8.8,60.72,938,-10 -2013,4,19,9,30,718,101,926,3.4000000000000004,11.5,48.24,937,-9.8 -2013,4,19,10,30,892,110,972,3.2,13.8,36.410000000000004,937,-9.5 -2013,4,19,11,30,1008,114,998,2.9000000000000004,15.8,26.36,936,-9.5 -2013,4,19,12,30,1057,113,1011,2.6,17.2,21.03,935,-9.9 -2013,4,19,13,30,1033,109,1011,2.3000000000000003,18.1,23.88,934,-10.3 -2013,4,19,14,30,940,105,994,2.3000000000000003,18.7,32.82,933,-10.600000000000001 -2013,4,19,15,30,783,98,957,2.2,18.8,44.25,932,-11 -2013,4,19,16,30,578,86,893,2.1,18.400000000000002,56.58,932,-11.3 -2013,4,19,17,30,344,69,775,2.1,18.1,69.2,931,-11.600000000000001 -2013,4,19,18,30,113,40,507,1.1,13.200000000000001,81.76,931,-3.6 -2013,4,19,19,30,0,0,0,1.4000000000000001,10.3,94.22,931,-4.2 -2013,4,19,20,30,0,0,0,2,9.4,106.05,931,-5.5 -2013,4,19,21,30,0,0,0,3.1,9.200000000000001,116.95,931,-6.800000000000001 -2013,4,19,22,30,0,0,0,4.1000000000000005,8.9,126.28,931,-7.300000000000001 -2013,4,19,23,30,0,0,0,4.7,8.200000000000001,133.05,931,-6.7 -2013,4,20,0,30,0,0,0,4.9,7.5,136.02,930,-6.2 -2013,4,20,1,30,0,0,0,4.800000000000001,6.800000000000001,134.45,930,-5.9 -2013,4,20,2,30,0,0,0,4.4,5.9,128.74,930,-5.6000000000000005 -2013,4,20,3,30,0,0,0,4,5.300000000000001,120.09,929,-5.1000000000000005 -2013,4,20,4,30,0,0,0,4.1000000000000005,4.9,109.60000000000001,929,-4.6000000000000005 -2013,4,20,5,30,0,0,0,4.3,4.800000000000001,98.01,930,-4 -2013,4,20,6,30,50,27,294,4.7,5.800000000000001,85.61,930,-3.4000000000000004 -2013,4,20,7,30,263,64,686,5.9,8.8,73.15,930,-3.1 -2013,4,20,8,30,498,84,842,7.300000000000001,12.9,60.51,930,-3.7 -2013,4,20,9,30,714,97,921,7.9,16.400000000000002,48.01,930,-4.4 -2013,4,20,10,30,880,106,959,7.800000000000001,19.200000000000003,36.15,929,-4.7 -2013,4,20,11,30,994,111,983,7.6000000000000005,21.3,26.05,928,-4.6000000000000005 -2013,4,20,12,30,1041,112,993,7.4,22.900000000000002,20.68,927,-4.6000000000000005 -2013,4,20,13,30,1017,113,986,7.2,23.900000000000002,23.6,926,-4.6000000000000005 -2013,4,20,14,30,923,110,965,7.1000000000000005,24.3,32.62,925,-4.7 -2013,4,20,15,30,764,105,918,6.800000000000001,24.1,44.1,924,-4.7 -2013,4,20,16,30,561,95,844,6.4,23.3,56.45,924,-4.7 -2013,4,20,17,30,328,78,698,6.1000000000000005,22.700000000000003,69.07000000000001,924,-4.4 -2013,4,20,18,30,103,47,386,5.2,18.8,81.63,924,-3.6 -2013,4,20,19,30,0,0,0,5.1000000000000005,16.3,94.07000000000001,925,-2.7 -2013,4,20,20,30,0,0,0,5,14.700000000000001,105.88,926,-1.9000000000000001 -2013,4,20,21,30,0,0,0,4.9,13.200000000000001,116.74000000000001,926,-1.2000000000000002 -2013,4,20,22,30,0,0,0,5.1000000000000005,12,126.02,926,-1 -2013,4,20,23,30,0,0,0,5,11,132.74,926,-0.9 -2013,4,21,0,30,0,0,0,4.800000000000001,10.100000000000001,135.68,926,-0.7000000000000001 -2013,4,21,1,30,0,0,0,4.6000000000000005,9.200000000000001,134.1,926,-0.5 -2013,4,21,2,30,0,0,0,4.1000000000000005,8.4,128.42000000000002,926,0.30000000000000004 -2013,4,21,3,30,0,0,0,3.6,7.5,119.8,926,1.2000000000000002 -2013,4,21,4,30,0,0,0,3.2,6.9,109.34,927,2.1 -2013,4,21,5,30,0,0,0,3.3000000000000003,6.6000000000000005,97.77,927,2.9000000000000004 -2013,4,21,6,30,49,29,247,4.1000000000000005,7.9,85.39,928,3.8000000000000003 -2013,4,21,7,30,256,72,626,5,10.700000000000001,72.94,929,5 -2013,4,21,8,30,486,96,786,5.2,14,60.29,929,6.1000000000000005 -2013,4,21,9,30,697,111,873,4.7,17.5,47.78,930,6.1000000000000005 -2013,4,21,10,30,864,120,918,4.1000000000000005,20.700000000000003,35.89,929,5.7 -2013,4,21,11,30,976,125,944,3.8000000000000003,23.3,25.740000000000002,929,5 -2013,4,21,12,30,1021,126,954,3.7,25.200000000000003,20.34,928,4.3 -2013,4,21,13,30,998,124,952,3.7,26.400000000000002,23.32,927,3.6 -2013,4,21,14,30,907,118,935,3.7,27.1,32.43,926,2.8000000000000003 -2013,4,21,15,30,756,107,901,3.8000000000000003,27.200000000000003,43.95,926,1.9000000000000001 -2013,4,21,16,30,559,94,839,3.8000000000000003,26.6,56.32,925,1 -2013,4,21,17,30,332,75,716,3.9000000000000004,26.200000000000003,68.95,925,0.8 -2013,4,21,18,30,109,43,444,3.5,21,81.5,926,3.7 -2013,4,21,19,30,0,0,0,4.3,18.400000000000002,93.92,926,5.1000000000000005 -2013,4,21,20,30,0,0,0,4.9,16.900000000000002,105.7,927,6.300000000000001 -2013,4,21,21,30,0,0,0,5.2,15.700000000000001,116.53,928,7.2 -2013,4,21,22,30,0,0,0,5.300000000000001,14.700000000000001,125.77,928,7.6000000000000005 -2013,4,21,23,30,0,0,0,5.2,13.8,132.44,927,8 -2013,4,22,0,30,0,0,0,5.1000000000000005,13,135.35,927,8.200000000000001 -2013,4,22,1,30,0,0,0,5.2,12.600000000000001,133.77,927,8.3 -2013,4,22,2,30,0,0,0,5.2,12.3,128.11,927,8.3 -2013,4,22,3,30,0,0,0,4.800000000000001,12,119.52,927,8.4 -2013,4,22,4,30,0,0,0,4.6000000000000005,11.600000000000001,109.09,927,8.9 -2013,4,22,5,30,0,0,0,4.7,11.5,97.54,927,9.9 -2013,4,22,6,30,50,32,209,5.5,12.8,85.18,927,11 -2013,4,22,7,30,253,80,583,6.800000000000001,15.4,72.73,927,12 -2013,4,22,8,30,483,99,768,7.4,18.8,60.08,927,12.3 -2013,4,22,9,30,694,109,867,7.2,22.200000000000003,47.56,927,11.9 -2013,4,22,10,30,861,116,916,6.800000000000001,25.200000000000003,35.64,926,10.8 -2013,4,22,11,30,972,120,944,6.5,27.700000000000003,25.44,925,9.600000000000001 -2013,4,22,12,30,1019,117,960,6.300000000000001,29.6,20,924,8.5 -2013,4,22,13,30,994,118,952,6.2,30.700000000000003,23.05,923,7.4 -2013,4,22,14,30,902,116,930,6.1000000000000005,31.3,32.24,922,6.4 -2013,4,22,15,30,750,109,888,5.9,31.400000000000002,43.800000000000004,921,5.4 -2013,4,22,16,30,554,97,821,5.5,30.8,56.19,920,4.3 -2013,4,22,17,30,329,78,697,5.2,30.3,68.82000000000001,920,3.7 -2013,4,22,18,30,108,45,420,4.2,25.5,81.37,920,4.9 -2013,4,22,19,30,0,0,0,5.1000000000000005,23.3,93.77,921,6.1000000000000005 -2013,4,22,20,30,0,0,0,5.6000000000000005,22,105.53,921,7.1000000000000005 -2013,4,22,21,30,0,0,0,5.5,20.5,116.32000000000001,921,8.1 -2013,4,22,22,30,0,0,0,5.6000000000000005,19.200000000000003,125.52,921,9 -2013,4,22,23,30,0,0,0,5.6000000000000005,18.2,132.14000000000001,921,9.9 -2013,4,23,0,30,0,0,0,5.300000000000001,17.3,135.02,921,10.600000000000001 -2013,4,23,1,30,0,0,0,4.5,16.400000000000002,133.43,921,11.100000000000001 -2013,4,23,2,30,0,0,0,2.6,15.100000000000001,127.79,921,11.4 -2013,4,23,3,30,0,0,0,2,13.600000000000001,119.24000000000001,922,11.4 -2013,4,23,4,30,0,0,0,3.6,12.200000000000001,108.83,924,10.600000000000001 -2013,4,23,5,30,0,0,0,5.2,10.5,97.31,926,8.700000000000001 -2013,4,23,6,30,15,15,0,6.1000000000000005,9.1,84.97,927,5.800000000000001 -2013,4,23,7,30,64,64,0,6.6000000000000005,8.6,72.52,929,3.4000000000000004 -2013,4,23,8,30,183,175,15,6.5,8.5,59.870000000000005,930,2 -2013,4,23,9,30,246,235,17,6.2,8.5,47.34,930,1.1 -2013,4,23,10,30,405,363,51,5.7,9.200000000000001,35.4,931,0.4 -2013,4,23,11,30,384,358,28,5.1000000000000005,10.200000000000001,25.150000000000002,931,0.2 -2013,4,23,12,30,447,410,39,4.4,11.4,19.66,930,0.2 -2013,4,23,13,30,531,455,82,4,12.5,22.78,930,0.30000000000000004 -2013,4,23,14,30,483,411,85,3.9000000000000004,13.100000000000001,32.05,929,0.30000000000000004 -2013,4,23,15,30,382,330,71,4,13.200000000000001,43.65,929,0.2 -2013,4,23,16,30,434,217,387,4.3,12.600000000000001,56.06,929,-0.30000000000000004 -2013,4,23,17,30,192,149,120,4.4,12.100000000000001,68.69,929,-0.8 -2013,4,23,18,30,112,45,438,4.2,9.200000000000001,81.23,930,-1.2000000000000002 -2013,4,23,19,30,0,0,0,4.4,7.300000000000001,93.62,931,-1.5 -2013,4,23,20,30,0,0,0,5,5.9,105.35000000000001,933,-1.6 -2013,4,23,21,30,0,0,0,5.6000000000000005,4.6000000000000005,116.12,934,-1.8 -2013,4,23,22,30,0,0,0,5.7,3.4000000000000004,125.27,935,-2.2 -2013,4,23,23,30,0,0,0,5.2,2.3000000000000003,131.85,936,-2.8000000000000003 -2013,4,24,0,30,0,0,0,4.6000000000000005,1.4000000000000001,134.69,936,-3.4000000000000004 -2013,4,24,1,30,0,0,0,4.3,0.7000000000000001,133.1,936,-3.8000000000000003 -2013,4,24,2,30,0,0,0,4.1000000000000005,0.2,127.49000000000001,936,-4.2 -2013,4,24,3,30,0,0,0,3.7,0,118.96000000000001,936,-4.4 -2013,4,24,4,30,0,0,0,3.3000000000000003,-0.2,108.58,936,-4.6000000000000005 -2013,4,24,5,30,0,0,0,3.3000000000000003,-0.30000000000000004,97.08,937,-4.7 -2013,4,24,6,30,60,30,332,3.9000000000000004,0.7000000000000001,84.75,937,-4.800000000000001 -2013,4,24,7,30,273,64,689,4.3,2.8000000000000003,72.32000000000001,938,-4.9 -2013,4,24,8,30,504,82,836,4.2,5.2,59.67,938,-4.800000000000001 -2013,4,24,9,30,715,94,912,3.9000000000000004,7.800000000000001,47.13,938,-4.6000000000000005 -2013,4,24,10,30,883,102,955,3.6,10.4,35.160000000000004,937,-4.5 -2013,4,24,11,30,994,107,977,3.2,12.8,24.85,936,-4.4 -2013,4,24,12,30,1035,109,982,2.8000000000000003,14.8,19.330000000000002,935,-4.3 -2013,4,24,13,30,1006,110,970,2.4000000000000004,16.400000000000002,22.51,935,-4.3 -2013,4,24,14,30,914,109,948,2.1,17.3,31.86,934,-4.2 -2013,4,24,15,30,757,106,898,2.1,17.6,43.51,934,-4 -2013,4,24,16,30,560,95,829,2.1,17.2,55.93,933,-3.8000000000000003 -2013,4,24,17,30,207,149,159,2.2,16.8,68.57000000000001,933,-3.6 -2013,4,24,18,30,113,45,438,1.6,13.200000000000001,81.10000000000001,934,-2.7 -2013,4,24,19,30,0,0,0,1.5,10.8,93.47,934,-0.7000000000000001 -2013,4,24,20,30,0,0,0,2.1,10.100000000000001,105.18,935,-2 -2013,4,24,21,30,0,0,0,2.6,9.600000000000001,115.91,936,-2.7 -2013,4,24,22,30,0,0,0,2.7,9,125.02,936,-2.7 -2013,4,24,23,30,0,0,0,2.6,8.5,131.55,936,-2.4000000000000004 -2013,4,25,0,30,0,0,0,2.5,7.800000000000001,134.37,936,-2 -2013,4,25,1,30,0,0,0,2.1,7.2,132.77,936,-1.7000000000000002 -2013,4,25,2,30,0,0,0,1.7000000000000002,6.800000000000001,127.18,936,-1.3 -2013,4,25,3,30,0,0,0,1.5,6.6000000000000005,118.69,937,-1 -2013,4,25,4,30,0,0,0,1.4000000000000001,6.5,108.34,937,-0.8 -2013,4,25,5,30,0,0,0,1.6,6.7,96.85000000000001,937,-0.7000000000000001 -2013,4,25,6,30,60,33,280,2.3000000000000003,8.3,84.55,937,-0.7000000000000001 -2013,4,25,7,30,72,72,0,3.1,11,72.12,938,-1.1 -2013,4,25,8,30,345,215,256,3.7,13.700000000000001,59.47,937,-1.8 -2013,4,25,9,30,598,226,545,4.1000000000000005,16.400000000000002,46.92,937,-1.5 -2013,4,25,10,30,638,389,303,4.1000000000000005,18.900000000000002,34.92,936,-0.6000000000000001 -2013,4,25,11,30,792,396,435,4.1000000000000005,21.1,24.57,935,0.6000000000000001 -2013,4,25,12,30,773,456,335,4.4,22.8,19.01,934,1.9000000000000001 -2013,4,25,13,30,371,349,24,4.800000000000001,23.900000000000002,22.25,933,3.2 -2013,4,25,14,30,385,355,35,5.300000000000001,24.3,31.68,932,4.3 -2013,4,25,15,30,455,352,142,5.6000000000000005,24.1,43.36,931,5 -2013,4,25,16,30,332,254,138,5.7,23.400000000000002,55.800000000000004,930,5.300000000000001 -2013,4,25,17,30,323,87,642,5.7,23,68.44,930,5.7 -2013,4,25,18,30,109,49,379,4.6000000000000005,19.6,80.97,930,6.2 -2013,4,25,19,30,0,0,0,4.5,17.3,93.32000000000001,930,6.800000000000001 -2013,4,25,20,30,0,0,0,4.7,15.9,105.01,931,7.300000000000001 -2013,4,25,21,30,0,0,0,4.6000000000000005,14.8,115.7,931,7.9 -2013,4,25,22,30,0,0,0,4.4,14,124.77,931,8.4 -2013,4,25,23,30,0,0,0,4.6000000000000005,13.5,131.26,931,8.9 -2013,4,26,0,30,0,0,0,4.9,13.3,134.04,930,9.4 -2013,4,26,1,30,0,0,0,4.9,13.100000000000001,132.45,930,9.9 -2013,4,26,2,30,0,0,0,4.7,12.9,126.88000000000001,929,10.3 -2013,4,26,3,30,0,0,0,4.5,12.700000000000001,118.41,929,10.600000000000001 -2013,4,26,4,30,0,0,0,4.5,12.4,108.09,929,10.9 -2013,4,26,5,30,0,0,0,4.7,12.4,96.63,929,11.200000000000001 -2013,4,26,6,30,57,36,211,5.1000000000000005,13.5,84.36,929,11.5 -2013,4,26,7,30,257,86,551,6,15.8,71.92,929,11.700000000000001 -2013,4,26,8,30,382,198,360,6.5,18.8,59.28,929,12 -2013,4,26,9,30,606,225,556,6.4,21.8,46.72,929,12 -2013,4,26,10,30,863,121,902,5.800000000000001,24.700000000000003,34.69,929,11.5 -2013,4,26,11,30,977,120,940,5.1000000000000005,27.400000000000002,24.29,928,10.3 -2013,4,26,12,30,1025,116,960,4.6000000000000005,29.5,18.68,927,8.3 -2013,4,26,13,30,1005,112,964,4.4,30.900000000000002,21.990000000000002,926,5.9 -2013,4,26,14,30,918,105,954,4.3,31.700000000000003,31.5,926,3.4000000000000004 -2013,4,26,15,30,758,112,887,4.2,31.900000000000002,43.22,925,1 -2013,4,26,16,30,578,82,879,3.7,31.3,55.68,925,-1.2000000000000002 -2013,4,26,17,30,353,65,779,3.4000000000000004,30.8,68.32000000000001,925,-2.1 -2013,4,26,18,30,125,40,536,1.6,23.700000000000003,80.84,926,3.8000000000000003 -2013,4,26,19,30,0,0,0,1.9000000000000001,20.700000000000003,93.18,926,3.4000000000000004 -2013,4,26,20,30,0,0,0,2,19.400000000000002,104.83,927,3.9000000000000004 -2013,4,26,21,30,0,0,0,1.5,18.3,115.5,928,5.1000000000000005 -2013,4,26,22,30,0,0,0,1.3,17,124.53,929,6.5 -2013,4,26,23,30,0,0,0,1.5,15.4,130.97,930,7.800000000000001 -2013,4,27,0,30,0,0,0,1.4000000000000001,14.200000000000001,133.73,930,7.9 -2013,4,27,1,30,0,0,0,1.4000000000000001,13.200000000000001,132.13,930,7.7 -2013,4,27,2,30,0,0,0,1.4000000000000001,12.200000000000001,126.58,931,7.9 -2013,4,27,3,30,0,0,0,1.6,11.5,118.15,931,8.3 -2013,4,27,4,30,0,0,0,1.9000000000000001,11,107.85000000000001,931,9.1 -2013,4,27,5,30,0,0,0,2.5,11.100000000000001,96.42,932,9.9 -2013,4,27,6,30,65,35,295,3.5,12.4,84.16,932,10.4 -2013,4,27,7,30,273,74,637,4.1000000000000005,14.700000000000001,71.73,933,11.100000000000001 -2013,4,27,8,30,502,91,800,4.1000000000000005,17.5,59.08,933,11.200000000000001 -2013,4,27,9,30,710,100,885,3.9000000000000004,20.1,46.52,933,10.5 -2013,4,27,10,30,875,107,931,3.7,22.6,34.47,933,9 -2013,4,27,11,30,984,111,955,3.6,24.6,24.01,932,7 -2013,4,27,12,30,1028,111,967,3.5,26,18.36,931,5 -2013,4,27,13,30,1007,109,967,3.4000000000000004,26.900000000000002,21.740000000000002,930,3.7 -2013,4,27,14,30,915,104,949,3.3000000000000003,27.3,31.32,929,2.7 -2013,4,27,15,30,764,98,912,3.2,27.200000000000003,43.08,929,1.9000000000000001 -2013,4,27,16,30,570,86,855,3.2,26.5,55.550000000000004,928,1.3 -2013,4,27,17,30,345,69,742,3.2,25.900000000000002,68.2,928,1 -2013,4,27,18,30,122,42,492,1.9000000000000001,21,80.71000000000001,928,2.7 -2013,4,27,19,30,0,0,0,1.9000000000000001,18.1,93.03,929,3.8000000000000003 -2013,4,27,20,30,0,0,0,2.2,16.900000000000002,104.66,930,3.4000000000000004 -2013,4,27,21,30,0,0,0,2.4000000000000004,16,115.29,930,3.5 -2013,4,27,22,30,0,0,0,2.5,15,124.28,930,3.8000000000000003 -2013,4,27,23,30,0,0,0,2.6,14.200000000000001,130.69,929,4.2 -2013,4,28,0,30,0,0,0,2.6,13.5,133.41,929,4.7 -2013,4,28,1,30,0,0,0,2.6,12.8,131.82,928,5.5 -2013,4,28,2,30,0,0,0,2.5,12.3,126.29,928,6.7 -2013,4,28,3,30,0,0,0,2.5,11.9,117.89,928,8.1 -2013,4,28,4,30,0,0,0,2.5,11.9,107.62,928,9.9 -2013,4,28,5,30,0,0,0,2.8000000000000003,12.600000000000001,96.2,928,11.600000000000001 -2013,4,28,6,30,66,36,288,3.4000000000000004,14.8,83.97,928,13.200000000000001 -2013,4,28,7,30,273,74,628,4.1000000000000005,18.3,71.55,928,14.5 -2013,4,28,8,30,499,91,790,4.5,21.900000000000002,58.9,928,15.3 -2013,4,28,9,30,704,102,872,4.1000000000000005,24.6,46.33,928,13.9 -2013,4,28,10,30,868,111,915,3.7,26.900000000000002,34.25,927,11.9 -2013,4,28,11,30,976,117,938,3.5,28.700000000000003,23.740000000000002,927,10.100000000000001 -2013,4,28,12,30,1021,120,948,3.7,30,18.05,926,8.200000000000001 -2013,4,28,13,30,935,299,684,4,30.6,21.490000000000002,925,6.7 -2013,4,28,14,30,356,333,27,4.3,30.6,31.14,924,5.7 -2013,4,28,15,30,494,355,190,4.7,30.1,42.94,923,5.1000000000000005 -2013,4,28,16,30,556,99,805,4.9,28.900000000000002,55.43,923,5 -2013,4,28,17,30,333,82,673,4.9,28.200000000000003,68.07000000000001,923,5.4 -2013,4,28,18,30,115,50,402,3.8000000000000003,24.3,80.58,923,6.5 -2013,4,28,19,30,0,0,0,3.5,21.900000000000002,92.88,924,8.200000000000001 -2013,4,28,20,30,0,0,0,3.7,20.700000000000003,104.49000000000001,924,9.5 -2013,4,28,21,30,0,0,0,3.8000000000000003,19.700000000000003,115.09,925,10.8 -2013,4,28,22,30,0,0,0,3.8000000000000003,18.8,124.04,925,11.9 -2013,4,28,23,30,0,0,0,3.7,17.8,130.4,925,12.8 -2013,4,29,0,30,0,0,0,3.6,16.900000000000002,133.1,924,13.600000000000001 -2013,4,29,1,30,0,0,0,3.6,16.1,131.51,924,14.100000000000001 -2013,4,29,2,30,0,0,0,3.5,15.4,126,924,14.4 -2013,4,29,3,30,0,0,0,3.3000000000000003,14.700000000000001,117.63,924,14.600000000000001 -2013,4,29,4,30,0,0,0,3.1,14.3,107.39,924,14.3 -2013,4,29,5,30,0,0,0,3.1,14.3,96,924,14.3 -2013,4,29,6,30,69,36,306,3.6,15.600000000000001,83.78,925,14.700000000000001 -2013,4,29,7,30,279,72,646,4.1000000000000005,18.5,71.36,925,14.8 -2013,4,29,8,30,507,89,805,4.3,22.1,58.72,925,14 -2013,4,29,9,30,714,100,887,4.3,25.5,46.14,925,10.8 -2013,4,29,10,30,879,108,931,4.4,27.900000000000002,34.04,924,7.6000000000000005 -2013,4,29,11,30,988,112,955,4.5,29.5,23.48,923,6.2 -2013,4,29,12,30,1032,112,966,4.6000000000000005,30.5,17.740000000000002,922,5.800000000000001 -2013,4,29,13,30,1007,111,962,4.6000000000000005,31,21.240000000000002,921,5.800000000000001 -2013,4,29,14,30,916,107,944,4.6000000000000005,31,30.970000000000002,921,5.9 -2013,4,29,15,30,763,99,906,4.5,30.6,42.81,920,6 -2013,4,29,16,30,568,87,844,4.5,29.6,55.300000000000004,920,6 -2013,4,29,17,30,345,70,731,4.5,29,67.95,920,6.2 -2013,4,29,18,30,123,43,480,3.8000000000000003,25.200000000000003,80.45,920,7.1000000000000005 -2013,4,29,19,30,0,0,0,4,22.8,92.73,920,8.700000000000001 -2013,4,29,20,30,0,0,0,4.6000000000000005,21.400000000000002,104.32000000000001,920,10 -2013,4,29,21,30,0,0,0,4.9,20.1,114.88,921,11.4 -2013,4,29,22,30,0,0,0,4.9,19,123.8,921,12.600000000000001 -2013,4,29,23,30,0,0,0,4.9,17.900000000000002,130.12,921,13.5 -2013,4,30,0,30,0,0,0,4.800000000000001,16.900000000000002,132.8,920,14.3 -2013,4,30,1,30,0,0,0,4.6000000000000005,16.1,131.2,920,14.9 -2013,4,30,2,30,0,0,0,4.3,15.5,125.72,920,15.200000000000001 -2013,4,30,3,30,0,0,0,4.1000000000000005,15.200000000000001,117.37,920,15.200000000000001 -2013,4,30,4,30,0,0,0,3.9000000000000004,15.100000000000001,107.16,920,15.100000000000001 -2013,4,30,5,30,0,0,0,4,15.100000000000001,95.79,920,15.100000000000001 -2013,4,30,6,30,71,36,313,4.7,16.2,83.59,921,15 -2013,4,30,7,30,278,72,638,5.300000000000001,18.6,71.19,921,14.8 -2013,4,30,8,30,502,90,789,5.4,21.700000000000003,58.54,921,14.3 -2013,4,30,9,30,707,102,870,5.4,24.900000000000002,45.95,920,13.4 -2013,4,30,10,30,870,108,916,5.2,27.6,33.83,920,12.200000000000001 -2013,4,30,11,30,977,112,942,5.1000000000000005,29.8,23.22,919,11 -2013,4,30,12,30,1020,113,950,4.9,31.3,17.43,919,10.100000000000001 -2013,4,30,13,30,995,112,946,4.7,32.2,21,918,9.4 -2013,4,30,14,30,905,108,928,4.7,32.6,30.8,917,8.700000000000001 -2013,4,30,15,30,755,102,889,4.7,32.5,42.67,917,8.1 -2013,4,30,16,30,562,90,827,4.800000000000001,31.8,55.18,917,7.7 -2013,4,30,17,30,343,72,716,4.800000000000001,31.3,67.83,917,7.6000000000000005 -2013,4,30,18,30,123,45,463,4.2,27.1,80.32000000000001,917,8.5 -2013,4,30,19,30,0,0,0,4.4,24.5,92.59,918,9.600000000000001 -2013,4,30,20,30,0,0,0,4.800000000000001,22.8,104.15,919,10.200000000000001 -2013,4,30,21,30,0,0,0,4.9,21.3,114.68,919,10.8 -2013,4,30,22,30,0,0,0,4.9,20,123.56,919,11.3 -2013,4,30,23,30,0,0,0,4.7,18.900000000000002,129.85,919,11.9 -2013,5,1,0,30,0,0,0,4.4,18,132.49,919,12.5 -2013,5,1,1,30,0,0,0,4.2,17.3,130.9,920,13.100000000000001 -2013,5,1,2,30,0,0,0,3.9000000000000004,16.900000000000002,125.44,920,13.600000000000001 -2013,5,1,3,30,0,0,0,3.7,16.400000000000002,117.12,920,13.9 -2013,5,1,4,30,0,0,0,3.4000000000000004,15.8,106.94,920,14.200000000000001 -2013,5,1,5,30,0,0,0,3.3000000000000003,15.600000000000001,95.59,920,14.4 -2013,5,1,6,30,50,39,94,3.8000000000000003,16.900000000000002,83.41,921,14.700000000000001 -2013,5,1,7,30,251,88,501,4.6000000000000005,19.900000000000002,71.01,921,15.3 -2013,5,1,8,30,410,193,413,4.5,23.5,58.370000000000005,922,15.5 -2013,5,1,9,30,603,243,516,3.3000000000000003,26.6,45.77,922,13.700000000000001 -2013,5,1,10,30,755,330,511,1.9000000000000001,28.900000000000002,33.63,922,11.200000000000001 -2013,5,1,11,30,856,402,493,1.5,30.200000000000003,22.97,922,9.4 -2013,5,1,12,30,1012,138,915,1.9000000000000001,30.8,17.13,922,8.4 -2013,5,1,13,30,987,133,913,2.4000000000000004,31.1,20.76,922,8 -2013,5,1,14,30,898,125,898,2.8000000000000003,31,30.63,922,7.9 -2013,5,1,15,30,752,113,867,3.1,30.6,42.54,923,7.7 -2013,5,1,16,30,261,235,46,3.3000000000000003,29.700000000000003,55.06,923,7.5 -2013,5,1,17,30,340,78,690,3.3000000000000003,29.1,67.71000000000001,923,7.6000000000000005 -2013,5,1,18,30,108,50,341,2.9000000000000004,24.5,80.19,925,9.600000000000001 -2013,5,1,19,30,0,0,0,3.3000000000000003,21.3,92.44,926,10.600000000000001 -2013,5,1,20,30,0,0,0,4.2,19,103.98,927,10.5 -2013,5,1,21,30,0,0,0,5.2,16.8,114.48,929,9.9 -2013,5,1,22,30,0,0,0,6,14.600000000000001,123.32000000000001,930,9.1 -2013,5,1,23,30,0,0,0,6.6000000000000005,12.200000000000001,129.57,931,8.1 -2013,5,2,0,30,0,0,0,7.2,9.8,132.2,932,6.9 -2013,5,2,1,30,0,0,0,7.5,8,130.6,933,5.4 -2013,5,2,2,30,0,0,0,7.7,6.6000000000000005,125.17,934,4.1000000000000005 -2013,5,2,3,30,0,0,0,7.9,5.4,116.88,935,2.9000000000000004 -2013,5,2,4,30,0,0,0,7.9,4.5,106.72,936,1.8 -2013,5,2,5,30,0,0,0,7.800000000000001,4,95.39,937,1 -2013,5,2,6,30,71,45,215,7.9,4.3,83.23,938,0.6000000000000001 -2013,5,2,7,30,91,91,0,8.200000000000001,5.300000000000001,70.84,939,0.2 -2013,5,2,8,30,66,66,0,8.5,6.800000000000001,58.2,939,-0.2 -2013,5,2,9,30,160,158,3,8.8,8.3,45.6,939,-0.30000000000000004 -2013,5,2,10,30,161,156,5,8.9,9.600000000000001,33.43,940,-0.30000000000000004 -2013,5,2,11,30,162,156,6,8.8,10.600000000000001,22.72,940,-0.4 -2013,5,2,12,30,157,151,6,8.5,11.5,16.830000000000002,940,-0.8 -2013,5,2,13,30,276,262,15,8.200000000000001,12.5,20.52,939,-1.2000000000000002 -2013,5,2,14,30,360,336,27,8.1,13.3,30.47,939,-1.6 -2013,5,2,15,30,337,307,40,8.1,13.4,42.410000000000004,939,-1.9000000000000001 -2013,5,2,16,30,237,220,30,8,12.8,54.94,939,-2.4000000000000004 -2013,5,2,17,30,129,127,5,7.9,12.3,67.58,939,-3.1 -2013,5,2,18,30,130,51,456,6.300000000000001,10,80.05,940,-3.8000000000000003 -2013,5,2,19,30,0,0,0,5.1000000000000005,8.5,92.29,940,-4.4 -2013,5,2,20,30,0,0,0,4.5,7.4,103.81,941,-4.800000000000001 -2013,5,2,21,30,0,0,0,4.2,6.5,114.28,941,-5.300000000000001 -2013,5,2,22,30,0,0,0,4.2,5.9,123.08,941,-5.7 -2013,5,2,23,30,0,0,0,4.4,5.4,129.3,941,-6.300000000000001 -2013,5,3,0,30,0,0,0,4.4,4.9,131.9,940,-6.9 -2013,5,3,1,30,0,0,0,4.1000000000000005,4.2,130.31,940,-7.300000000000001 -2013,5,3,2,30,0,0,0,3.7,3.5,124.9,940,-7.5 -2013,5,3,3,30,0,0,0,3.2,2.7,116.64,940,-7.7 -2013,5,3,4,30,0,0,0,2.8000000000000003,1.9000000000000001,106.51,940,-7.7 -2013,5,3,5,30,0,0,0,2.9000000000000004,2,95.2,940,-7.800000000000001 -2013,5,3,6,30,87,40,389,3.5,3.8000000000000003,83.05,940,-8.200000000000001 -2013,5,3,7,30,309,74,711,4.1000000000000005,7.5,70.67,940,-8.5 -2013,5,3,8,30,544,93,853,4.5,11,58.04,939,-9.4 -2013,5,3,9,30,750,105,919,4.6000000000000005,13.3,45.43,939,-10.200000000000001 -2013,5,3,10,30,918,112,964,4.4,15.100000000000001,33.24,938,-10.9 -2013,5,3,11,30,1028,115,988,4.2,16.7,22.48,936,-11.3 -2013,5,3,12,30,1073,113,1001,4,18.1,16.53,934,-11.3 -2013,5,3,13,30,1049,111,1000,3.8000000000000003,19,20.29,933,-11.3 -2013,5,3,14,30,956,105,986,3.6,19.6,30.310000000000002,932,-11.200000000000001 -2013,5,3,15,30,802,99,950,3.4000000000000004,19.8,42.28,931,-11.200000000000001 -2013,5,3,16,30,601,87,892,3.1,19.6,54.82,930,-11.100000000000001 -2013,5,3,17,30,372,71,787,2.9000000000000004,19.3,67.46000000000001,930,-11 -2013,5,3,18,30,142,45,554,1,15.9,79.93,929,-4.3 -2013,5,3,19,30,0,0,0,1,13.4,92.15,929,-4.800000000000001 -2013,5,3,20,30,0,0,0,1.3,11.200000000000001,103.64,929,-5.1000000000000005 -2013,5,3,21,30,0,0,0,1.6,9.8,114.08,929,-5.300000000000001 -2013,5,3,22,30,0,0,0,1.9000000000000001,9.200000000000001,122.85000000000001,928,-6.4 -2013,5,3,23,30,0,0,0,2.3000000000000003,8.8,129.03,928,-7.2 -2013,5,4,0,30,0,0,0,2.4000000000000004,8.3,131.61,928,-7.7 -2013,5,4,1,30,0,0,0,2.4000000000000004,7.6000000000000005,130.03,928,-7.9 -2013,5,4,2,30,0,0,0,2.2,6.7,124.63000000000001,928,-7.9 -2013,5,4,3,30,0,0,0,2.1,5.800000000000001,116.4,928,-7.800000000000001 -2013,5,4,4,30,0,0,0,2,5.2,106.3,928,-7.800000000000001 -2013,5,4,5,30,0,0,0,2.2,5.4,95.01,928,-7.7 -2013,5,4,6,30,93,34,481,2.7,7.7,82.89,929,-7.5 -2013,5,4,7,30,316,59,771,3.1,11.700000000000001,70.51,929,-7.6000000000000005 -2013,5,4,8,30,545,74,887,3.3000000000000003,16.1,57.88,929,-8.3 -2013,5,4,9,30,753,84,951,3.4000000000000004,19.5,45.27,929,-9 -2013,5,4,10,30,919,91,988,3.3000000000000003,21.6,33.05,929,-8.5 -2013,5,4,11,30,1027,96,1006,3.1,23.200000000000003,22.240000000000002,928,-7.800000000000001 -2013,5,4,12,30,1065,101,1004,3,24.3,16.240000000000002,927,-7.4 -2013,5,4,13,30,1038,103,995,3,25,20.06,927,-7 -2013,5,4,14,30,796,349,517,3,25.3,30.150000000000002,926,-6.9 -2013,5,4,15,30,635,276,484,3.1,25,42.15,926,-6.800000000000001 -2013,5,4,16,30,592,87,874,3.1,24.3,54.7,926,-6.7 -2013,5,4,17,30,367,70,771,3.2,23.8,67.34,926,-6.5 -2013,5,4,18,30,140,45,536,1.9000000000000001,18.8,79.8,926,-3.5 -2013,5,4,19,30,0,0,0,2,15.700000000000001,92,927,-1.7000000000000002 -2013,5,4,20,30,0,0,0,2.5,14.5,103.47,928,-2.8000000000000003 -2013,5,4,21,30,0,0,0,2.8000000000000003,13.3,113.88,929,-3.4000000000000004 -2013,5,4,22,30,0,0,0,2.6,11.9,122.61,929,-3.8000000000000003 -2013,5,4,23,30,0,0,0,2.2,10.3,128.76,930,-4 -2013,5,5,0,30,0,0,0,2,9,131.33,930,-4.1000000000000005 -2013,5,5,1,30,0,0,0,2.2,8.1,129.74,931,-4 -2013,5,5,2,30,0,0,0,2.4000000000000004,7.300000000000001,124.37,931,-3.2 -2013,5,5,3,30,0,0,0,2.3000000000000003,6.5,116.17,932,-1.8 -2013,5,5,4,30,0,0,0,2,5.6000000000000005,106.09,932,-0.30000000000000004 -2013,5,5,5,30,0,0,0,2.1,5.6000000000000005,94.83,933,0.8 -2013,5,5,6,30,89,39,397,3,7.5,82.72,933,1.5 -2013,5,5,7,30,305,73,690,3.9000000000000004,10.5,70.36,934,1.6 -2013,5,5,8,30,531,93,821,4.3,13.4,57.730000000000004,934,1.1 -2013,5,5,9,30,736,106,893,4.4,16,45.11,934,0.1 -2013,5,5,10,30,900,115,934,4.2,18.3,32.87,933,-0.8 -2013,5,5,11,30,1007,122,955,4.1000000000000005,20.3,22.01,933,-1.3 -2013,5,5,12,30,1046,123,960,4,21.900000000000002,15.96,932,-1.5 -2013,5,5,13,30,1019,127,949,3.9000000000000004,22.900000000000002,19.84,931,-1.7000000000000002 -2013,5,5,14,30,922,127,918,3.7,23.3,29.990000000000002,930,-1.9000000000000001 -2013,5,5,15,30,773,109,894,3.5,23.3,42.02,930,-2.2 -2013,5,5,16,30,578,97,831,3.3000000000000003,22.8,54.58,929,-2.3000000000000003 -2013,5,5,17,30,356,78,717,3.2,22.5,67.22,929,-2.3000000000000003 -2013,5,5,18,30,52,52,0,1.7000000000000002,18.1,79.67,929,-0.5 -2013,5,5,19,30,0,0,0,1.3,15,91.86,930,2 -2013,5,5,20,30,0,0,0,1.5,13.700000000000001,103.3,930,2 -2013,5,5,21,30,0,0,0,1.6,12.9,113.69,930,2.5 -2013,5,5,22,30,0,0,0,1.7000000000000002,12.200000000000001,122.38,931,3.1 -2013,5,5,23,30,0,0,0,1.8,11.5,128.5,931,3.5 -2013,5,6,0,30,0,0,0,1.8,10.8,131.05,930,3.8000000000000003 -2013,5,6,1,30,0,0,0,1.8,10.100000000000001,129.47,930,4 -2013,5,6,2,30,0,0,0,1.7000000000000002,9.4,124.11,930,4.3 -2013,5,6,3,30,0,0,0,1.4000000000000001,8.8,115.94,930,4.5 -2013,5,6,4,30,0,0,0,1.2000000000000002,8.4,105.89,930,4.7 -2013,5,6,5,30,0,0,0,1.3,8.9,94.65,930,5 -2013,5,6,6,30,86,43,333,1.8,10.700000000000001,82.56,931,5.2 -2013,5,6,7,30,192,134,171,2.1,13.200000000000001,70.21000000000001,931,5.5 -2013,5,6,8,30,371,227,269,2.4000000000000004,15.4,57.58,932,5.5 -2013,5,6,9,30,525,323,286,2.6,16.900000000000002,44.96,932,5.300000000000001 -2013,5,6,10,30,695,364,394,2.8000000000000003,18.2,32.7,931,5.2 -2013,5,6,11,30,773,419,381,2.8000000000000003,19.400000000000002,21.79,931,5.2 -2013,5,6,12,30,481,436,47,2.3000000000000003,20.200000000000003,15.68,931,5.6000000000000005 -2013,5,6,13,30,245,233,14,1.9000000000000001,20.900000000000002,19.62,930,6.4 -2013,5,6,14,30,160,155,6,1.8,21.400000000000002,29.84,929,7 -2013,5,6,15,30,120,120,0,2.2,21.6,41.9,929,7.300000000000001 -2013,5,6,16,30,274,243,54,2.6,21.400000000000002,54.47,928,7.2 -2013,5,6,17,30,239,156,214,2.7,21.200000000000003,67.11,928,6.9 -2013,5,6,18,30,123,69,297,1.9000000000000001,18.1,79.54,928,7.2 -2013,5,6,19,30,0,0,0,1.6,15.700000000000001,91.71000000000001,928,7.6000000000000005 -2013,5,6,20,30,0,0,0,1.7000000000000002,14.600000000000001,103.14,929,7.1000000000000005 -2013,5,6,21,30,0,0,0,1.9000000000000001,13.8,113.49000000000001,929,6.7 -2013,5,6,22,30,0,0,0,2.1,13.100000000000001,122.16,929,6.4 -2013,5,6,23,30,0,0,0,2.2,12.5,128.24,929,6.300000000000001 -2013,5,7,0,30,0,0,0,2.2,11.9,130.77,929,6.2 -2013,5,7,1,30,0,0,0,2.1,11.200000000000001,129.19,928,6.2 -2013,5,7,2,30,0,0,0,1.9000000000000001,10.600000000000001,123.86,928,6.4 -2013,5,7,3,30,0,0,0,1.8,9.9,115.72,929,6.7 -2013,5,7,4,30,0,0,0,1.7000000000000002,9.4,105.69,929,7 -2013,5,7,5,30,0,0,0,2.3000000000000003,9.9,94.48,929,7.2 -2013,5,7,6,30,89,40,369,3,12,82.41,929,7.300000000000001 -2013,5,7,7,30,298,74,654,3.8000000000000003,15.8,70.06,929,7.4 -2013,5,7,8,30,519,95,789,4.7,20,57.44,929,6.9 -2013,5,7,9,30,720,108,862,5.1000000000000005,23.3,44.81,929,6.4 -2013,5,7,10,30,878,117,902,5.2,25.700000000000003,32.53,928,6.7 -2013,5,7,11,30,980,121,924,5.2,27.5,21.580000000000002,928,7.300000000000001 -2013,5,7,12,30,1021,118,936,5.300000000000001,28.6,15.4,927,7.800000000000001 -2013,5,7,13,30,993,119,927,5.300000000000001,29.200000000000003,19.400000000000002,926,8.3 -2013,5,7,14,30,903,115,907,5.4,29.200000000000003,29.69,925,8.700000000000001 -2013,5,7,15,30,757,106,873,5.5,28.700000000000003,41.77,924,9 -2013,5,7,16,30,568,94,813,5.4,27.900000000000002,54.35,924,9 -2013,5,7,17,30,350,77,698,5.4,27.400000000000002,66.99,924,8.9 -2013,5,7,18,30,135,50,461,4,23.700000000000003,79.42,924,9 -2013,5,7,19,30,0,0,0,3.5,21.200000000000003,91.57000000000001,925,9.600000000000001 -2013,5,7,20,30,0,0,0,4.1000000000000005,20.1,102.97,925,9.5 -2013,5,7,21,30,0,0,0,4.6000000000000005,19.400000000000002,113.3,925,9.600000000000001 -2013,5,7,22,30,0,0,0,4.7,18.8,121.93,925,10 -2013,5,7,23,30,0,0,0,4.7,18.2,127.99000000000001,925,11 -2013,5,8,0,30,0,0,0,4.6000000000000005,17.6,130.5,925,12.200000000000001 -2013,5,8,1,30,0,0,0,4.2,16.900000000000002,128.93,925,13 -2013,5,8,2,30,0,0,0,3.7,16.3,123.62,924,13.600000000000001 -2013,5,8,3,30,0,0,0,3.6,15.9,115.5,924,13.9 -2013,5,8,4,30,0,0,0,3.9000000000000004,15.600000000000001,105.5,925,14.3 -2013,5,8,5,30,0,0,0,4.2,15.600000000000001,94.31,925,14.600000000000001 -2013,5,8,6,30,84,48,266,4.7,16.6,82.26,926,14.9 -2013,5,8,7,30,282,97,539,5.4,18.400000000000002,69.92,926,15.3 -2013,5,8,8,30,371,231,260,5.7,20.3,57.300000000000004,926,15.8 -2013,5,8,9,30,517,330,263,5.800000000000001,22.5,44.67,926,16 -2013,5,8,10,30,357,333,29,5.7,25,32.37,926,15.700000000000001 -2013,5,8,11,30,740,459,302,5.6000000000000005,27.3,21.37,925,15.100000000000001 -2013,5,8,12,30,741,493,256,5.5,29.3,15.13,924,14.3 -2013,5,8,13,30,903,394,538,5.4,30.8,19.19,923,13.3 -2013,5,8,14,30,606,441,189,5.2,31.400000000000002,29.54,922,12.200000000000001 -2013,5,8,15,30,717,199,693,4.9,31.3,41.65,922,11 -2013,5,8,16,30,248,229,33,4.5,30.8,54.24,921,9.8 -2013,5,8,17,30,344,92,643,4.3,30.5,66.87,921,8.700000000000001 -2013,5,8,18,30,135,54,439,3.3000000000000003,26.200000000000003,79.29,921,9.4 -2013,5,8,19,30,0,0,0,3.3000000000000003,23.3,91.42,922,9.600000000000001 -2013,5,8,20,30,0,0,0,3.6,21.8,102.81,922,9.4 -2013,5,8,21,30,0,0,0,4.1000000000000005,20.900000000000002,113.11,923,9.9 -2013,5,8,22,30,0,0,0,4.4,20.200000000000003,121.71000000000001,923,11.100000000000001 -2013,5,8,23,30,0,0,0,4.3,19.400000000000002,127.74000000000001,923,12.4 -2013,5,9,0,30,0,0,0,4.3,18.8,130.23,923,13.4 -2013,5,9,1,30,0,0,0,4.3,18.2,128.66,923,14.100000000000001 -2013,5,9,2,30,0,0,0,4,17.8,123.38000000000001,923,14.600000000000001 -2013,5,9,3,30,0,0,0,3.8000000000000003,17.7,115.29,923,15.200000000000001 -2013,5,9,4,30,0,0,0,4.1000000000000005,17.8,105.32000000000001,924,15.8 -2013,5,9,5,30,0,0,0,4.3,18,94.14,924,16.3 -2013,5,9,6,30,87,48,279,4.1000000000000005,18.5,82.11,925,16.6 -2013,5,9,7,30,258,104,448,3.9000000000000004,19.8,69.78,926,16.8 -2013,5,9,8,30,382,228,284,3.8000000000000003,21.400000000000002,57.17,926,16.7 -2013,5,9,9,30,507,334,243,3.4000000000000004,23.1,44.53,926,16.3 -2013,5,9,10,30,532,422,129,2.6,25.1,32.21,926,15.5 -2013,5,9,11,30,205,195,11,1.7000000000000002,27,21.16,925,14.100000000000001 -2013,5,9,12,30,758,488,280,1.7000000000000002,28.1,14.870000000000001,925,12.700000000000001 -2013,5,9,13,30,832,430,425,2.3000000000000003,28.3,18.98,924,12.100000000000001 -2013,5,9,14,30,94,94,0,2.9000000000000004,27.400000000000002,29.39,924,12.100000000000001 -2013,5,9,15,30,111,111,0,3.5,26.200000000000003,41.53,924,12.4 -2013,5,9,16,30,209,200,15,3.9000000000000004,25.1,54.120000000000005,923,13 -2013,5,9,17,30,344,89,645,4,24.6,66.75,923,13.600000000000001 -2013,5,9,18,30,134,55,421,2.9000000000000004,21.5,79.16,924,14.3 -2013,5,9,19,30,0,0,0,2.1,19.3,91.28,924,15.100000000000001 -2013,5,9,20,30,0,0,0,1.8,18,102.64,925,15.3 -2013,5,9,21,30,0,0,0,1.5,16.900000000000002,112.92,925,15.700000000000001 -2013,5,9,22,30,0,0,0,1.2000000000000002,16.1,121.49000000000001,926,16.1 -2013,5,9,23,30,0,0,0,0.9,15.600000000000001,127.49000000000001,926,15.600000000000001 -2013,5,10,0,30,0,0,0,0.7000000000000001,15.3,129.97,926,15.3 -2013,5,10,1,30,0,0,0,0.5,15.100000000000001,128.41,927,15.100000000000001 -2013,5,10,2,30,0,0,0,0.6000000000000001,14.9,123.14,927,14.9 -2013,5,10,3,30,0,0,0,1.4000000000000001,14.700000000000001,115.08,928,14.700000000000001 -2013,5,10,4,30,0,0,0,2.5,14.600000000000001,105.14,928,14.600000000000001 -2013,5,10,5,30,0,0,0,3.1,14.3,93.98,928,14.3 -2013,5,10,6,30,58,49,67,3.5,14.200000000000001,81.97,929,13.8 -2013,5,10,7,30,290,91,572,4.1000000000000005,14.8,69.65,929,13.3 -2013,5,10,8,30,509,112,728,4.6000000000000005,16.3,57.04,929,13 -2013,5,10,9,30,325,296,41,4.800000000000001,18.400000000000002,44.4,929,12.8 -2013,5,10,10,30,866,126,874,4.9,20.400000000000002,32.06,929,12.600000000000001 -2013,5,10,11,30,974,126,908,4.800000000000001,21.700000000000003,20.96,929,12.5 -2013,5,10,12,30,168,161,8,4.6000000000000005,22.400000000000002,14.61,929,12.200000000000001 -2013,5,10,13,30,223,212,12,4.5,22.5,18.78,928,11.9 -2013,5,10,14,30,135,133,2,4.7,22.3,29.25,928,11.4 -2013,5,10,15,30,679,254,566,4.800000000000001,22.1,41.410000000000004,928,11 -2013,5,10,16,30,234,219,25,4,21.400000000000002,54.01,928,10.5 -2013,5,10,17,30,97,97,0,3.3000000000000003,20.700000000000003,66.64,929,10.4 -2013,5,10,18,30,70,66,22,1.7000000000000002,18.2,79.04,930,10.9 -2013,5,10,19,30,0,0,0,1.2000000000000002,16.7,91.14,930,11.4 -2013,5,10,20,30,0,0,0,1.1,15.8,102.48,931,10.9 -2013,5,10,21,30,0,0,0,1.1,14.9,112.73,931,10.200000000000001 -2013,5,10,22,30,0,0,0,1.1,14.100000000000001,121.27,931,9.600000000000001 -2013,5,10,23,30,0,0,0,1.2000000000000002,13.4,127.25,931,9.200000000000001 -2013,5,11,0,30,0,0,0,1.3,12.8,129.71,932,8.9 -2013,5,11,1,30,0,0,0,1.3,12.200000000000001,128.15,932,8.700000000000001 -2013,5,11,2,30,0,0,0,1.3,11.600000000000001,122.91,932,8.700000000000001 -2013,5,11,3,30,0,0,0,1.2000000000000002,11.200000000000001,114.88,933,8.8 -2013,5,11,4,30,0,0,0,1.1,10.8,104.96000000000001,933,8.9 -2013,5,11,5,30,0,0,0,1.3,11.3,93.83,934,9 -2013,5,11,6,30,98,41,397,2,13.4,81.83,934,9.200000000000001 -2013,5,11,7,30,309,71,681,3,16.8,69.52,934,9.4 -2013,5,11,8,30,533,88,815,4,19.700000000000003,56.92,934,8.5 -2013,5,11,9,30,733,99,886,4.5,21.700000000000003,44.27,934,7.1000000000000005 -2013,5,11,10,30,893,106,926,4.7,23.400000000000002,31.92,934,6.4 -2013,5,11,11,30,997,111,947,5,24.6,20.77,933,5.9 -2013,5,11,12,30,1036,119,946,5,25.6,14.35,933,5.7 -2013,5,11,13,30,1007,119,936,4.7,26,18.580000000000002,933,5.7 -2013,5,11,14,30,666,428,273,4.4,25.900000000000002,29.11,932,5.5 -2013,5,11,15,30,767,119,862,4.3,25.400000000000002,41.29,932,5.1000000000000005 -2013,5,11,16,30,578,103,807,4.1000000000000005,24.900000000000002,53.9,932,4.5 -2013,5,11,17,30,361,82,700,3.9000000000000004,24.5,66.52,932,4 -2013,5,11,18,30,144,52,478,2.1,20.700000000000003,78.91,933,4.9 -2013,5,11,19,30,0,0,0,1.5,17.8,91,933,6.6000000000000005 -2013,5,11,20,30,0,0,0,1.5,16.6,102.32000000000001,934,6.300000000000001 -2013,5,11,21,30,0,0,0,1.5,15.8,112.54,934,6.2 -2013,5,11,22,30,0,0,0,1.4000000000000001,14.8,121.06,934,6.1000000000000005 -2013,5,11,23,30,0,0,0,1.3,14,127.01,934,6 -2013,5,12,0,30,0,0,0,1.3,13.3,129.46,934,6 -2013,5,12,1,30,0,0,0,1.3,12.600000000000001,127.91,934,6 -2013,5,12,2,30,0,0,0,1.4000000000000001,11.9,122.69,934,6.1000000000000005 -2013,5,12,3,30,0,0,0,1.5,11.3,114.68,934,6.4 -2013,5,12,4,30,0,0,0,1.7000000000000002,10.8,104.79,935,6.9 -2013,5,12,5,30,0,0,0,2.3000000000000003,11.3,93.68,936,7.4 -2013,5,12,6,30,74,49,171,3.2,13.3,81.69,936,7.7 -2013,5,12,7,30,273,96,502,3.7,16.2,69.39,937,6.9 -2013,5,12,8,30,530,100,786,3.7,19.200000000000003,56.800000000000004,937,6.300000000000001 -2013,5,12,9,30,730,115,858,3.2,21.700000000000003,44.15,937,6.800000000000001 -2013,5,12,10,30,889,124,900,2.5,23.6,31.78,936,7.300000000000001 -2013,5,12,11,30,994,133,920,2,24.900000000000002,20.59,935,7.2 -2013,5,12,12,30,988,288,722,1.7000000000000002,25.8,14.1,935,6.6000000000000005 -2013,5,12,13,30,845,431,437,1.7000000000000002,26.3,18.38,934,6 -2013,5,12,14,30,770,366,462,2,26.400000000000002,28.97,933,5.6000000000000005 -2013,5,12,15,30,623,298,431,2.5,26.1,41.17,932,5.300000000000001 -2013,5,12,16,30,524,153,628,2.9000000000000004,25.3,53.79,932,5.1000000000000005 -2013,5,12,17,30,342,80,654,3,24.8,66.41,932,5 -2013,5,12,18,30,89,71,96,2.3000000000000003,21.400000000000002,78.79,932,5.9 -2013,5,12,19,30,0,0,0,2.4000000000000004,19.1,90.86,933,7.4 -2013,5,12,20,30,0,0,0,3,18.1,102.16,934,7.4 -2013,5,12,21,30,0,0,0,3.3000000000000003,17.2,112.36,934,7.6000000000000005 -2013,5,12,22,30,0,0,0,3.4000000000000004,16.3,120.85000000000001,934,7.7 -2013,5,12,23,30,0,0,0,3.4000000000000004,15.5,126.77,934,7.800000000000001 -2013,5,13,0,30,0,0,0,3.5,14.700000000000001,129.21,934,7.800000000000001 -2013,5,13,1,30,0,0,0,3.5,14,127.67,934,7.7 -2013,5,13,2,30,0,0,0,3.4000000000000004,13.3,122.47,934,7.7 -2013,5,13,3,30,0,0,0,3.3000000000000003,12.700000000000001,114.49000000000001,934,7.7 -2013,5,13,4,30,0,0,0,3.2,12.100000000000001,104.62,935,7.4 -2013,5,13,5,30,0,0,0,3.5,12.4,93.53,935,7 -2013,5,13,6,30,106,41,446,3.8000000000000003,14.3,81.57000000000001,936,6.6000000000000005 -2013,5,13,7,30,321,68,715,4.1000000000000005,18,69.27,936,6.4 -2013,5,13,8,30,546,84,841,4.4,22.200000000000003,56.68,936,5.1000000000000005 -2013,5,13,9,30,748,93,910,4.2,25.200000000000003,44.03,935,3.1 -2013,5,13,10,30,908,100,949,4,27.200000000000003,31.650000000000002,935,2.4000000000000004 -2013,5,13,11,30,1013,104,971,4.1000000000000005,28.700000000000003,20.41,934,2 -2013,5,13,12,30,1055,103,981,4.4,29.700000000000003,13.86,934,2.1 -2013,5,13,13,30,1027,102,974,4.7,30.200000000000003,18.19,933,2.4000000000000004 -2013,5,13,14,30,936,99,956,4.9,30.200000000000003,28.830000000000002,932,2.7 -2013,5,13,15,30,789,96,918,4.800000000000001,29.700000000000003,41.06,932,2.8000000000000003 -2013,5,13,16,30,596,86,860,4.6000000000000005,28.8,53.68,932,2.8000000000000003 -2013,5,13,17,30,375,71,756,4.4,28.200000000000003,66.29,932,2.7 -2013,5,13,18,30,154,48,540,2.8000000000000003,23.700000000000003,78.67,932,3.8000000000000003 -2013,5,13,19,30,0,0,0,2.5,20.700000000000003,90.19,932,5.6000000000000005 -2013,5,13,20,30,0,0,0,3.2,19.700000000000003,102,933,5.6000000000000005 -2013,5,13,21,30,0,0,0,3.9000000000000004,19,112.18,933,5.9 -2013,5,13,22,30,0,0,0,4,18.1,120.64,933,6.6000000000000005 -2013,5,13,23,30,0,0,0,3.9000000000000004,17.2,126.54,933,7.7 -2013,5,14,0,30,0,0,0,3.8000000000000003,16.5,128.97,932,8.9 -2013,5,14,1,30,0,0,0,3.6,15.9,127.43,932,9.9 -2013,5,14,2,30,0,0,0,3.5,15.4,122.26,932,10.5 -2013,5,14,3,30,0,0,0,3.2,14.8,114.3,932,11 -2013,5,14,4,30,0,0,0,2.8000000000000003,14.200000000000001,104.46000000000001,932,11.3 -2013,5,14,5,30,0,0,0,2.9000000000000004,14.3,93.39,932,11.600000000000001 -2013,5,14,6,30,100,45,374,3.7,16.2,81.44,932,12 -2013,5,14,7,30,305,82,626,4.800000000000001,19.400000000000002,69.16,932,12.3 -2013,5,14,8,30,516,108,742,5.300000000000001,22.400000000000002,56.57,932,12.100000000000001 -2013,5,14,9,30,708,131,801,5.300000000000001,24.8,43.92,932,11.9 -2013,5,14,10,30,859,148,834,5.300000000000001,26.700000000000003,31.52,931,11.9 -2013,5,14,11,30,957,159,850,5.5,27.900000000000002,20.240000000000002,930,12.100000000000001 -2013,5,14,12,30,1004,138,892,5.800000000000001,28.400000000000002,13.620000000000001,930,12.5 -2013,5,14,13,30,977,143,877,6.1000000000000005,28.1,18,929,13 -2013,5,14,14,30,887,146,845,6.300000000000001,27.200000000000003,28.7,928,13.5 -2013,5,14,15,30,748,126,824,6.300000000000001,26.200000000000003,40.94,928,14 -2013,5,14,16,30,561,114,753,5.9,25.200000000000003,53.57,928,14.4 -2013,5,14,17,30,350,93,636,5.7,24.700000000000003,66.18,928,14.700000000000001 -2013,5,14,18,30,142,58,422,4.4,22.5,78.55,927,15 -2013,5,14,19,30,0,0,0,3.7,21.1,90.08,928,15.3 -2013,5,14,20,30,0,0,0,3.5,20.1,101.85000000000001,928,15.4 -2013,5,14,21,30,0,0,0,3.6,19.3,112,928,15.3 -2013,5,14,22,30,0,0,0,3.7,18.5,120.44,928,15.100000000000001 -2013,5,14,23,30,0,0,0,3.8000000000000003,18,126.31,928,15.100000000000001 -2013,5,15,0,30,0,0,0,3.8000000000000003,17.7,128.73,928,15.3 -2013,5,15,1,30,0,0,0,3.7,17.5,127.2,927,15.600000000000001 -2013,5,15,2,30,0,0,0,3.6,17.2,122.05,927,16.2 -2013,5,15,3,30,0,0,0,3.6,17,114.12,926,16.7 -2013,5,15,4,30,0,0,0,3.6,16.900000000000002,104.3,926,16.900000000000002 -2013,5,15,5,30,0,0,0,3.8000000000000003,17.1,93.25,926,17.1 -2013,5,15,6,30,46,46,0,4.3,17.7,81.32000000000001,926,17.5 -2013,5,15,7,30,193,144,135,5.300000000000001,19.1,69.05,926,17.900000000000002 -2013,5,15,8,30,331,247,153,6.1000000000000005,21.5,56.47,926,17.7 -2013,5,15,9,30,711,139,793,6.1000000000000005,24,43.82,925,16.8 -2013,5,15,10,30,866,143,847,5.800000000000001,26,31.400000000000002,925,15.8 -2013,5,15,11,30,968,149,872,5.5,27.6,20.080000000000002,924,14.8 -2013,5,15,12,30,654,507,151,5.2,28.900000000000002,13.39,923,14 -2013,5,15,13,30,981,146,877,4.9,30,17.82,922,13.200000000000001 -2013,5,15,14,30,891,146,848,4.6000000000000005,30.8,28.560000000000002,921,12.600000000000001 -2013,5,15,15,30,160,157,5,4.3,31.200000000000003,40.83,920,12 -2013,5,15,16,30,561,123,736,3.7,30.6,53.46,919,11.600000000000001 -2013,5,15,17,30,84,84,0,3.3000000000000003,30,66.07000000000001,919,13.200000000000001 -2013,5,15,18,30,71,69,12,2.4000000000000004,25.6,78.43,919,16.2 -2013,5,15,19,30,0,0,0,2.5,23.200000000000003,89.97,919,15.700000000000001 -2013,5,15,20,30,0,0,0,2.6,21.900000000000002,101.69,919,15 -2013,5,15,21,30,0,0,0,2.5,20.8,111.82000000000001,920,14.4 -2013,5,15,22,30,0,0,0,2.6,19.700000000000003,120.23,920,14.100000000000001 -2013,5,15,23,30,0,0,0,3.1,18.900000000000002,126.09,920,14 -2013,5,16,0,30,0,0,0,3.5,18.400000000000002,128.5,920,14.5 -2013,5,16,1,30,0,0,0,3.5,17.900000000000002,126.98,920,15.700000000000001 -2013,5,16,2,30,0,0,0,3.3000000000000003,17.400000000000002,121.85000000000001,920,16.900000000000002 -2013,5,16,3,30,0,0,0,2.9000000000000004,17.1,113.94,920,17.1 -2013,5,16,4,30,0,0,0,2.4000000000000004,16.900000000000002,104.15,920,16.900000000000002 -2013,5,16,5,30,0,0,0,2.3000000000000003,17.2,93.12,920,17.2 -2013,5,16,6,30,103,49,351,2.9000000000000004,18.5,81.21000000000001,920,17.900000000000002 -2013,5,16,7,30,309,81,635,3.3000000000000003,20.900000000000002,68.95,921,17.900000000000002 -2013,5,16,8,30,529,94,786,2.8000000000000003,23.900000000000002,56.370000000000005,921,17 -2013,5,16,9,30,729,103,867,1.9000000000000001,26.900000000000002,43.72,921,15.9 -2013,5,16,10,30,887,108,911,1.8,29.8,31.29,921,14.8 -2013,5,16,11,30,992,111,938,2.2,32.300000000000004,19.92,921,13 -2013,5,16,12,30,1033,112,945,2.3000000000000003,33.9,13.16,920,11.200000000000001 -2013,5,16,13,30,1005,111,938,2.1,34.6,17.64,920,10.700000000000001 -2013,5,16,14,30,917,107,921,1.7000000000000002,34.9,28.43,919,10.4 -2013,5,16,15,30,772,101,886,1.2000000000000002,34.7,40.72,919,10.200000000000001 -2013,5,16,16,30,584,90,828,1,34.1,53.35,919,10 -2013,5,16,17,30,369,74,724,1.2000000000000002,33.7,65.96000000000001,919,10.200000000000001 -2013,5,16,18,30,153,50,507,1.8,28.8,78.31,919,13.5 -2013,5,16,19,30,0,0,0,2.9000000000000004,26.1,89.86,919,13 -2013,5,16,20,30,0,0,0,3.8000000000000003,24.900000000000002,101.54,920,12.8 -2013,5,16,21,30,0,0,0,4.1000000000000005,23.6,111.65,921,14.3 -2013,5,16,22,30,0,0,0,4,22.400000000000002,120.04,921,15.600000000000001 -2013,5,16,23,30,0,0,0,3.8000000000000003,21.400000000000002,125.87,921,16.5 -2013,5,17,0,30,0,0,0,3.6,20.5,128.27,921,17 -2013,5,17,1,30,0,0,0,3.5,19.6,126.76,921,17.2 -2013,5,17,2,30,0,0,0,3.6,18.6,121.65,921,16.8 -2013,5,17,3,30,0,0,0,3.6,17.900000000000002,113.77,921,15.8 -2013,5,17,4,30,0,0,0,3.6,17.2,104,921,14.4 -2013,5,17,5,30,0,0,0,3.9000000000000004,17.2,92.99,922,12.600000000000001 -2013,5,17,6,30,112,43,445,4.2,19,81.10000000000001,922,11.100000000000001 -2013,5,17,7,30,328,71,713,4.1000000000000005,22.5,68.85000000000001,922,10.3 -2013,5,17,8,30,552,87,837,3.8000000000000003,26.8,56.28,922,10.3 -2013,5,17,9,30,753,98,905,3.7,30.8,43.62,922,10 -2013,5,17,10,30,913,105,944,3.9000000000000004,34.4,31.18,922,8.9 -2013,5,17,11,30,1014,109,962,4,36.9,19.77,922,6.300000000000001 -2013,5,17,12,30,1056,110,971,3.8000000000000003,38.2,12.94,921,5.300000000000001 -2013,5,17,13,30,1027,110,961,3.7,38.800000000000004,17.46,921,4.9 -2013,5,17,14,30,934,109,937,3.6,38.800000000000004,28.310000000000002,920,4.800000000000001 -2013,5,17,15,30,782,105,892,3.7,38.2,40.61,920,5.1000000000000005 -2013,5,17,16,30,586,98,816,3.7,37,53.25,920,5.800000000000001 -2013,5,17,17,30,287,150,335,3.6,36.1,65.85,919,8.3 -2013,5,17,18,30,150,58,448,3.3000000000000003,31.400000000000002,78.19,920,12.100000000000001 -2013,5,17,19,30,0,0,0,4.2,29.400000000000002,89.75,920,13.4 -2013,5,17,20,30,0,0,0,4.800000000000001,28.1,101.39,921,14.200000000000001 -2013,5,17,21,30,0,0,0,4.800000000000001,26.700000000000003,111.48,922,14.700000000000001 -2013,5,17,22,30,0,0,0,4.7,25.5,119.84,922,15.200000000000001 -2013,5,17,23,30,0,0,0,4.800000000000001,24.6,125.66,922,15.700000000000001 -2013,5,18,0,30,0,0,0,5,24.1,128.05,922,16.1 -2013,5,18,1,30,0,0,0,5.300000000000001,23.700000000000003,126.55,922,16.6 -2013,5,18,2,30,0,0,0,5.4,23.3,121.46000000000001,922,17.1 -2013,5,18,3,30,0,0,0,5.4,22.8,113.61,922,17.7 -2013,5,18,4,30,0,0,0,5.1000000000000005,22.1,103.86,922,18.3 -2013,5,18,5,30,0,0,0,5,21.700000000000003,92.87,922,18.8 -2013,5,18,6,30,104,50,342,5.2,22.700000000000003,80.99,923,19.200000000000003 -2013,5,18,7,30,308,85,615,5.800000000000001,25.200000000000003,68.75,923,19.5 -2013,5,18,8,30,312,247,117,6.2,28.5,56.19,923,19.1 -2013,5,18,9,30,629,255,516,6.300000000000001,31.3,43.53,923,17.7 -2013,5,18,10,30,769,350,489,6.6000000000000005,33.300000000000004,31.07,922,16.400000000000002 -2013,5,18,11,30,741,466,292,6.9,34.5,19.63,922,15.9 -2013,5,18,12,30,834,448,396,7.2,35.1,12.72,921,15.8 -2013,5,18,13,30,538,466,75,7.4,35.2,17.29,920,15.5 -2013,5,18,14,30,804,368,495,7.5,34.800000000000004,28.18,920,15.200000000000001 -2013,5,18,15,30,633,300,437,7.6000000000000005,34,40.5,919,15 -2013,5,18,16,30,557,134,705,7.5,33,53.14,919,14.700000000000001 -2013,5,18,17,30,354,100,618,7.5,32.4,65.74,919,14.700000000000001 -2013,5,18,18,30,147,62,410,7.2,29.1,78.07000000000001,919,15.700000000000001 -2013,5,18,19,30,0,0,0,7,27,89.63,920,17.1 -2013,5,18,20,30,0,0,0,6.9,25.6,101.24000000000001,920,18.1 -2013,5,18,21,30,0,0,0,6.800000000000001,24.700000000000003,111.31,921,18.5 -2013,5,18,22,30,0,0,0,6.6000000000000005,24.1,119.65,921,18.2 -2013,5,18,23,30,0,0,0,6.2,23.3,125.45,921,17.6 -2013,5,19,0,30,0,0,0,5.800000000000001,22.5,127.83,921,17.3 -2013,5,19,1,30,0,0,0,5.300000000000001,21.6,126.34,921,17.2 -2013,5,19,2,30,0,0,0,4.800000000000001,20.8,121.27,920,17.1 -2013,5,19,3,30,0,0,0,4.6000000000000005,20,113.45,920,17.1 -2013,5,19,4,30,0,0,0,4.6000000000000005,19.3,103.72,920,17.1 -2013,5,19,5,30,0,0,0,4.7,19.1,92.75,920,17.1 -2013,5,19,6,30,108,50,367,5.2,20.5,80.89,920,16.900000000000002 -2013,5,19,7,30,321,82,655,5.6000000000000005,23.6,68.66,920,16.2 -2013,5,19,8,30,544,97,801,5.300000000000001,27.400000000000002,56.1,920,13.4 -2013,5,19,9,30,747,104,885,5,30.8,43.44,920,9 -2013,5,19,10,30,910,109,934,5,33.1,30.98,920,4.9 -2013,5,19,11,30,1019,109,965,5.300000000000001,34.7,19.490000000000002,919,2.6 -2013,5,19,12,30,1067,105,985,5.5,35.7,12.51,919,1.5 -2013,5,19,13,30,1042,105,980,5.6000000000000005,36.2,17.12,918,0.8 -2013,5,19,14,30,951,103,960,5.5,36.300000000000004,28.060000000000002,918,0.2 -2013,5,19,15,30,804,97,928,5.4,36,40.4,917,-0.4 -2013,5,19,16,30,610,89,866,5.2,35.2,53.04,917,-1 -2013,5,19,17,30,389,76,758,5,34.6,65.63,917,-1.1 -2013,5,19,18,30,166,54,536,2.6,29.1,77.95,918,2 -2013,5,19,19,30,0,0,0,2.1,25.400000000000002,89.51,918,4.5 -2013,5,19,20,30,0,0,0,2.2,23.900000000000002,101.10000000000001,919,4.2 -2013,5,19,21,30,0,0,0,2.3000000000000003,22.900000000000002,111.14,919,4.3 -2013,5,19,22,30,0,0,0,2.6,22.200000000000003,119.46000000000001,919,5.2 -2013,5,19,23,30,0,0,0,3.1,21.6,125.24000000000001,919,7.2 -2013,5,20,0,30,0,0,0,3.8000000000000003,21.1,127.62,919,9.9 -2013,5,20,1,30,0,0,0,4,20.700000000000003,126.14,919,12.600000000000001 -2013,5,20,2,30,0,0,0,4,20.1,121.09,919,14.700000000000001 -2013,5,20,3,30,0,0,0,4,19.5,113.29,920,16.6 -2013,5,20,4,30,0,0,0,3.8000000000000003,19,103.59,920,17.8 -2013,5,20,5,30,0,0,0,3.9000000000000004,19.200000000000003,92.64,920,18.5 -2013,5,20,6,30,103,59,274,4.9,20.700000000000003,80.8,921,18.8 -2013,5,20,7,30,305,108,540,6.1000000000000005,23.5,68.58,921,19 -2013,5,20,8,30,523,128,707,6.4,26.700000000000003,56.02,921,18.6 -2013,5,20,9,30,724,134,811,6.2,29.700000000000003,43.36,921,17.1 -2013,5,20,10,30,883,138,868,5.800000000000001,32.4,30.88,920,14.600000000000001 -2013,5,20,11,30,991,138,903,5.4,34.5,19.36,920,11.8 -2013,5,20,12,30,1037,131,927,4.9,36,12.31,919,9.1 -2013,5,20,13,30,1017,126,931,4.6000000000000005,36.9,16.96,918,6.7 -2013,5,20,14,30,932,118,921,4.4,37.1,27.94,918,4.800000000000001 -2013,5,20,15,30,787,116,880,4.2,36.800000000000004,40.29,917,3.1 -2013,5,20,16,30,600,102,826,3.7,35.9,52.94,917,1.7000000000000002 -2013,5,20,17,30,385,83,728,3.5,35.4,65.52,917,0.8 -2013,5,20,18,30,166,56,521,1.3,29.6,77.84,917,6.6000000000000005 -2013,5,20,19,30,0,0,0,1.1,26.6,89.4,918,8.1 -2013,5,20,20,30,0,0,0,0.9,25.900000000000002,100.95,918,6.9 -2013,5,20,21,30,0,0,0,1.1,24.700000000000003,110.98,919,6.300000000000001 -2013,5,20,22,30,0,0,0,1.8,22.6,119.28,919,7.5 -2013,5,20,23,30,0,0,0,2.8000000000000003,21.700000000000003,125.04,919,10 -2013,5,21,0,30,0,0,0,3.9000000000000004,21.6,127.42,919,13.4 -2013,5,21,1,30,0,0,0,4.3,21.200000000000003,125.95,919,16.6 -2013,5,21,2,30,0,0,0,4.1000000000000005,20.6,120.92,919,18.5 -2013,5,21,3,30,0,0,0,3.3000000000000003,19.900000000000002,113.14,919,19 -2013,5,21,4,30,0,0,0,2.3000000000000003,19.200000000000003,103.47,919,19 -2013,5,21,5,30,0,0,0,1.7000000000000002,19.3,92.53,919,18.7 -2013,5,21,6,30,96,64,202,2.2,20.900000000000002,80.71000000000001,920,18.3 -2013,5,21,7,30,149,137,34,3.1,23.3,68.49,920,18.3 -2013,5,21,8,30,290,243,83,3.3000000000000003,25.5,55.95,921,17.8 -2013,5,21,9,30,687,211,654,3.8000000000000003,26.8,43.29,921,16.3 -2013,5,21,10,30,121,121,0,5.300000000000001,27.1,30.8,922,14.4 -2013,5,21,11,30,294,279,16,6.6000000000000005,26.400000000000002,19.23,923,12.600000000000001 -2013,5,21,12,30,727,505,227,6.800000000000001,25.8,12.11,923,10.8 -2013,5,21,13,30,1005,151,892,6.4,25.700000000000003,16.79,923,9.3 -2013,5,21,14,30,931,124,912,6.1000000000000005,25.8,27.82,923,7.800000000000001 -2013,5,21,15,30,792,100,906,5.7,25.700000000000003,40.19,923,6.800000000000001 -2013,5,21,16,30,604,87,856,5.2,25,52.83,923,6.6000000000000005 -2013,5,21,17,30,388,71,762,4.9,24.6,65.42,923,6.7 -2013,5,21,18,30,170,49,566,3.1,21.8,77.72,924,7 -2013,5,21,19,30,0,0,0,1.7000000000000002,19.400000000000002,89.28,924,7.9 -2013,5,21,20,30,0,0,0,1.3,18,100.81,925,8.5 -2013,5,21,21,30,0,0,0,1.3,17,110.82000000000001,925,8.5 -2013,5,21,22,30,0,0,0,1.3,16.2,119.10000000000001,925,8.4 -2013,5,21,23,30,0,0,0,1.3,15.600000000000001,124.85000000000001,925,8.3 -2013,5,22,0,30,0,0,0,1.4000000000000001,15,127.22,924,8.3 -2013,5,22,1,30,0,0,0,1.4000000000000001,14.5,125.76,924,8.3 -2013,5,22,2,30,0,0,0,1.4000000000000001,14,120.75,924,8.4 -2013,5,22,3,30,0,0,0,1.3,13.5,113,925,8.5 -2013,5,22,4,30,0,0,0,1.2000000000000002,13,103.34,925,8.700000000000001 -2013,5,22,5,30,0,0,0,1.6,13.8,92.43,925,8.8 -2013,5,22,6,30,123,38,520,2.1,16.3,80.62,926,8.9 -2013,5,22,7,30,336,60,751,2.9000000000000004,20.3,68.42,926,9.1 -2013,5,22,8,30,555,74,859,3.9000000000000004,24.6,55.88,926,5.800000000000001 -2013,5,22,9,30,754,84,920,4.3,27.400000000000002,43.22,926,3.5 -2013,5,22,10,30,911,91,954,4.5,29.5,30.72,926,3.2 -2013,5,22,11,30,1013,96,971,4.7,31.200000000000003,19.11,925,3.2 -2013,5,22,12,30,1053,99,975,4.9,32.5,11.92,924,3.1 -2013,5,22,13,30,1028,100,968,5,33.4,16.64,923,3.1 -2013,5,22,14,30,939,98,950,5.1000000000000005,33.9,27.7,922,3.1 -2013,5,22,15,30,796,95,916,5.1000000000000005,33.9,40.09,922,3.1 -2013,5,22,16,30,603,88,849,5,33.2,52.730000000000004,921,3.2 -2013,5,22,17,30,384,78,734,5,32.800000000000004,65.31,921,3.5 -2013,5,22,18,30,164,56,505,4.2,29,77.61,921,4.800000000000001 -2013,5,22,19,30,0,0,0,4.5,26.400000000000002,89.18,922,6.1000000000000005 -2013,5,22,20,30,0,0,0,4.9,24.700000000000003,100.67,922,7.1000000000000005 -2013,5,22,21,30,0,0,0,5,23.400000000000002,110.66,923,8.5 -2013,5,22,22,30,0,0,0,5.1000000000000005,22.6,118.92,923,10.100000000000001 -2013,5,22,23,30,0,0,0,5.1000000000000005,22.200000000000003,124.66,923,11.700000000000001 -2013,5,23,0,30,0,0,0,4.9,21.8,127.02,923,13.3 -2013,5,23,1,30,0,0,0,4.6000000000000005,21.3,125.57000000000001,924,14.700000000000001 -2013,5,23,2,30,0,0,0,4.2,20.900000000000002,120.59,924,15.8 -2013,5,23,3,30,0,0,0,4,20.5,112.86,924,17 -2013,5,23,4,30,0,0,0,3.9000000000000004,20.200000000000003,103.23,925,18.3 -2013,5,23,5,30,0,0,0,4,20.400000000000002,92.34,925,19.400000000000002 -2013,5,23,6,30,105,59,275,4.5,21.700000000000003,80.54,926,20.200000000000003 -2013,5,23,7,30,304,102,548,5.2,23.900000000000002,68.35000000000001,926,20.900000000000002 -2013,5,23,8,30,519,118,713,5.4,26.1,55.81,926,20.6 -2013,5,23,9,30,712,127,801,5.1000000000000005,27.5,43.15,926,20 -2013,5,23,10,30,865,134,850,4.9,28.400000000000002,30.64,927,20 -2013,5,23,11,30,966,138,876,5,28.8,19,926,20.400000000000002 -2013,5,23,12,30,1004,150,872,5.2,29.1,11.73,926,20.700000000000003 -2013,5,23,13,30,981,146,871,5.5,29.200000000000003,16.48,926,20.8 -2013,5,23,14,30,898,139,856,5.800000000000001,29,27.59,926,20.6 -2013,5,23,15,30,753,144,795,6,28.6,39.980000000000004,926,20.3 -2013,5,23,16,30,573,123,740,6,27.8,52.63,926,19.900000000000002 -2013,5,23,17,30,115,115,0,6.1000000000000005,27.3,65.21000000000001,925,19.5 -2013,5,23,18,30,57,57,0,5.7,24.700000000000003,77.5,925,19.5 -2013,5,23,19,30,0,0,0,4,23.1,89.06,926,19.8 -2013,5,23,20,30,0,0,0,2.7,22.1,100.53,928,20.1 -2013,5,23,21,30,0,0,0,2.7,21.700000000000003,110.51,929,20.3 -2013,5,23,22,30,0,0,0,3.5,21.3,118.75,929,20.1 -2013,5,23,23,30,0,0,0,4,20.900000000000002,124.47,929,20 -2013,5,24,0,30,0,0,0,4.1000000000000005,20.5,126.84,928,20 -2013,5,24,1,30,0,0,0,3.7,20.200000000000003,125.4,928,20 -2013,5,24,2,30,0,0,0,3.2,19.900000000000002,120.43,928,19.900000000000002 -2013,5,24,3,30,0,0,0,2.7,19.5,112.73,928,19.5 -2013,5,24,4,30,0,0,0,2.7,19.3,103.12,929,19.3 -2013,5,24,5,30,0,0,0,3,19.3,92.24,929,19.3 -2013,5,24,6,30,45,45,0,3.5,19.700000000000003,80.46000000000001,929,19.6 -2013,5,24,7,30,207,149,155,4.1000000000000005,20.8,68.28,930,19.700000000000003 -2013,5,24,8,30,369,247,215,4.2,22.200000000000003,55.75,931,19.6 -2013,5,24,9,30,490,348,194,4.1000000000000005,23.400000000000002,43.09,931,19.400000000000002 -2013,5,24,10,30,659,414,284,4,24.3,30.57,931,19.3 -2013,5,24,11,30,760,457,320,4,24.700000000000003,18.900000000000002,931,19.200000000000003 -2013,5,24,12,30,712,507,210,4.2,24.900000000000002,11.56,931,19 -2013,5,24,13,30,780,453,341,4.3,24.8,16.330000000000002,930,18.900000000000002 -2013,5,24,14,30,720,403,356,4.6000000000000005,24.5,27.48,930,19 -2013,5,24,15,30,595,346,325,4.7,24,39.89,930,19.1 -2013,5,24,16,30,452,254,325,4.7,23.400000000000002,52.53,930,19.200000000000003 -2013,5,24,17,30,213,173,94,4.7,23,65.11,930,19.200000000000003 -2013,5,24,18,30,110,80,137,3.9000000000000004,21.5,77.39,930,19.3 -2013,5,24,19,30,4,4,0,3.7,20.5,88.95,931,19.400000000000002 -2013,5,24,20,30,0,0,0,3.7,19.900000000000002,100.4,931,19.6 -2013,5,24,21,30,0,0,0,3.8000000000000003,19.400000000000002,110.35000000000001,931,19.400000000000002 -2013,5,24,22,30,0,0,0,3.6,18.8,118.59,931,18.8 -2013,5,24,23,30,0,0,0,3.4000000000000004,18.3,124.29,931,18.3 -2013,5,25,0,30,0,0,0,3.3000000000000003,18,126.66,931,18 -2013,5,25,1,30,0,0,0,3.3000000000000003,17.900000000000002,125.23,930,17.900000000000002 -2013,5,25,2,30,0,0,0,3.2,17.8,120.28,931,17.8 -2013,5,25,3,30,0,0,0,3,17.7,112.60000000000001,931,17.7 -2013,5,25,4,30,0,0,0,3.1,17.6,103.01,931,17.6 -2013,5,25,5,30,0,0,0,3.5,17.8,92.16,931,17.8 -2013,5,25,6,30,114,47,403,4.3,18.7,80.39,931,18.1 -2013,5,25,7,30,105,105,0,5.2,20,68.21000000000001,932,18 -2013,5,25,8,30,153,152,1,5.5,21.6,55.69,932,17.400000000000002 -2013,5,25,9,30,717,105,838,5.4,23.3,43.04,932,17.1 -2013,5,25,10,30,869,114,877,5.2,24.900000000000002,30.51,931,17 -2013,5,25,11,30,763,452,329,5.1000000000000005,26.400000000000002,18.8,931,17.1 -2013,5,25,12,30,1008,123,903,5,27.700000000000003,11.38,930,17.1 -2013,5,25,13,30,837,437,417,4.9,28.3,16.19,929,17.2 -2013,5,25,14,30,784,377,459,4.800000000000001,28.400000000000002,27.37,928,17.2 -2013,5,25,15,30,725,223,654,4.7,28.1,39.79,928,17.3 -2013,5,25,16,30,375,278,160,4.5,27.400000000000002,52.44,928,17.3 -2013,5,25,17,30,304,150,363,4.4,26.900000000000002,65.01,927,17.5 -2013,5,25,18,30,162,63,449,3.7,24.5,77.28,927,18.1 -2013,5,25,19,30,11,10,48,3.8000000000000003,23.1,88.84,928,18.6 -2013,5,25,20,30,0,0,0,4,22,100.26,928,19.200000000000003 -2013,5,25,21,30,0,0,0,4.1000000000000005,21.1,110.21000000000001,928,19.700000000000003 -2013,5,25,22,30,0,0,0,4.3,20.400000000000002,118.42,928,20 -2013,5,25,23,30,0,0,0,4.2,19.900000000000002,124.12,928,19.900000000000002 -2013,5,26,0,30,0,0,0,3.7,19.700000000000003,126.48,928,19.700000000000003 -2013,5,26,1,30,0,0,0,3.3000000000000003,19.5,125.06,928,19.5 -2013,5,26,2,30,0,0,0,3.5,19.400000000000002,120.14,928,19.400000000000002 -2013,5,26,3,30,0,0,0,3.8000000000000003,19.3,112.48,928,19.3 -2013,5,26,4,30,0,0,0,3.9000000000000004,19.200000000000003,102.91,928,19.200000000000003 -2013,5,26,5,30,0,0,0,3.7,19.400000000000002,92.07000000000001,928,19.400000000000002 -2013,5,26,6,30,83,59,142,4.1000000000000005,20.5,80.32000000000001,928,19.700000000000003 -2013,5,26,7,30,192,150,111,4.800000000000001,22.6,68.16,929,19.8 -2013,5,26,8,30,455,195,462,5.1000000000000005,24.8,55.64,929,19.3 -2013,5,26,9,30,715,116,819,4.9,26.700000000000003,42.99,929,18.8 -2013,5,26,10,30,868,122,865,4.9,28.3,30.45,929,18.2 -2013,5,26,11,30,969,126,889,4.800000000000001,29.6,18.71,928,17.6 -2013,5,26,12,30,1012,116,913,4.800000000000001,30.700000000000003,11.22,927,17.1 -2013,5,26,13,30,991,114,913,4.9,31.400000000000002,16.05,927,16.8 -2013,5,26,14,30,907,108,898,5,31.8,27.26,926,16.5 -2013,5,26,15,30,756,173,758,5.2,31.700000000000003,39.69,925,16.3 -2013,5,26,16,30,588,88,818,5.4,31,52.34,925,16.3 -2013,5,26,17,30,380,73,723,5.5,30.5,64.91,925,16.5 -2013,5,26,18,30,170,51,537,4.9,27.700000000000003,77.17,925,16.900000000000002 -2013,5,26,19,30,12,10,96,4.5,25.900000000000002,88.74,925,17.5 -2013,5,26,20,30,0,0,0,4.5,24.5,100.13,926,18.1 -2013,5,26,21,30,0,0,0,4.9,23.5,110.06,926,18.6 -2013,5,26,22,30,0,0,0,5.300000000000001,22.400000000000002,118.26,926,19.200000000000003 -2013,5,26,23,30,0,0,0,5.300000000000001,21.3,123.95,926,19.8 -2013,5,27,0,30,0,0,0,5.2,20.400000000000002,126.31,925,19.900000000000002 -2013,5,27,1,30,0,0,0,5.1000000000000005,19.700000000000003,124.91,925,19.700000000000003 -2013,5,27,2,30,0,0,0,4.7,19.200000000000003,120,925,19.200000000000003 -2013,5,27,3,30,0,0,0,4.3,18.8,112.37,925,18.8 -2013,5,27,4,30,0,0,0,4.1000000000000005,18.6,102.82000000000001,925,18.6 -2013,5,27,5,30,0,0,0,4.4,18.8,92,925,18.400000000000002 -2013,5,27,6,30,114,53,361,5.300000000000001,20.3,80.26,925,18.400000000000002 -2013,5,27,7,30,317,87,615,6.2,22.6,68.1,925,18.3 -2013,5,27,8,30,528,105,749,6.6000000000000005,25.3,55.59,925,18.400000000000002 -2013,5,27,9,30,720,115,826,6.7,27.700000000000003,42.94,925,18.2 -2013,5,27,10,30,872,122,869,6.6000000000000005,29.700000000000003,30.39,924,17.8 -2013,5,27,11,30,971,127,891,6.7,31.3,18.62,924,17.400000000000002 -2013,5,27,12,30,1011,123,905,6.7,32.4,11.06,923,17.2 -2013,5,27,13,30,986,127,893,6.9,33,15.91,922,17 -2013,5,27,14,30,897,130,862,7,32.9,27.16,921,16.900000000000002 -2013,5,27,15,30,760,118,833,6.9,32.2,39.6,921,17 -2013,5,27,16,30,575,114,754,6.7,30.900000000000002,52.25,920,17.1 -2013,5,27,17,30,184,165,44,6.5,30.200000000000003,64.81,920,17.3 -2013,5,27,18,30,59,59,0,5.800000000000001,27.700000000000003,77.07000000000001,921,17.5 -2013,5,27,19,30,6,6,0,5.4,26,88.63,921,17.8 -2013,5,27,20,30,0,0,0,5.300000000000001,24.6,100,922,18.1 -2013,5,27,21,30,0,0,0,5.4,23.6,109.92,922,18.2 -2013,5,27,22,30,0,0,0,5.5,22.900000000000002,118.11,922,18.3 -2013,5,27,23,30,0,0,0,5.5,22.200000000000003,123.79,922,18.6 -2013,5,28,0,30,0,0,0,5.5,21.5,126.15,922,18.900000000000002 -2013,5,28,1,30,0,0,0,5.4,20.900000000000002,124.75,922,19.1 -2013,5,28,2,30,0,0,0,5.300000000000001,20.400000000000002,119.87,922,19.200000000000003 -2013,5,28,3,30,0,0,0,5.2,20.1,112.26,922,19.1 -2013,5,28,4,30,0,0,0,5.1000000000000005,19.900000000000002,102.73,922,18.900000000000002 -2013,5,28,5,30,0,0,0,5.2,19.900000000000002,91.92,921,18.7 -2013,5,28,6,30,70,60,56,5.800000000000001,20.400000000000002,80.2,921,18.3 -2013,5,28,7,30,37,37,0,6.6000000000000005,21.700000000000003,68.05,922,17.900000000000002 -2013,5,28,8,30,80,80,0,7.4,23.400000000000002,55.550000000000004,922,17.6 -2013,5,28,9,30,84,84,0,7.4,25.3,42.9,922,17.6 -2013,5,28,10,30,457,401,65,6.9,27.400000000000002,30.34,921,16.7 -2013,5,28,11,30,303,287,17,6.5,29,18.55,921,14.5 -2013,5,28,12,30,178,169,9,6.1000000000000005,29.6,10.9,921,13 -2013,5,28,13,30,455,417,39,5.6000000000000005,28.900000000000002,15.77,920,12.9 -2013,5,28,14,30,255,243,14,5.7,27.8,27.05,920,13.9 -2013,5,28,15,30,634,313,415,6.2,26.8,39.5,920,15.4 -2013,5,28,16,30,241,227,24,6.5,26.1,52.15,919,17 -2013,5,28,17,30,170,158,28,6.4,25.700000000000003,64.71000000000001,919,17.900000000000002 -2013,5,28,18,30,77,76,5,5.9,24.700000000000003,76.96000000000001,919,18.2 -2013,5,28,19,30,8,8,0,5.7,23.700000000000003,88.53,919,18.3 -2013,5,28,20,30,0,0,0,5.7,23,99.88,919,18.400000000000002 -2013,5,28,21,30,0,0,0,5.800000000000001,22.5,109.78,919,18.6 -2013,5,28,22,30,0,0,0,6.2,22,117.96000000000001,919,18.900000000000002 -2013,5,28,23,30,0,0,0,6.6000000000000005,21.6,123.63000000000001,919,19.400000000000002 -2013,5,29,0,30,0,0,0,6.800000000000001,21.200000000000003,125.99000000000001,919,19.700000000000003 -2013,5,29,1,30,0,0,0,6.5,21,124.61,919,19.700000000000003 -2013,5,29,2,30,0,0,0,6.1000000000000005,20.8,119.75,919,19.700000000000003 -2013,5,29,3,30,0,0,0,5.7,20.700000000000003,112.16,919,19.6 -2013,5,29,4,30,0,0,0,5.4,20.6,102.65,919,19.5 -2013,5,29,5,30,0,0,0,5.4,20.700000000000003,91.86,919,19.400000000000002 -2013,5,29,6,30,78,61,98,5.9,21.3,80.14,919,19.400000000000002 -2013,5,29,7,30,212,151,163,6.7,22.5,68.01,919,19.3 -2013,5,29,8,30,326,253,129,7.4,24.1,55.51,919,19.1 -2013,5,29,9,30,446,350,130,7.5,25.6,42.86,919,19 -2013,5,29,10,30,851,151,811,7.4,26.700000000000003,30.3,918,19 -2013,5,29,11,30,949,163,828,7.1000000000000005,27.8,18.47,918,18.8 -2013,5,29,12,30,986,173,828,7,29.1,10.76,917,18.400000000000002 -2013,5,29,13,30,454,417,39,7,30.200000000000003,15.64,917,17.900000000000002 -2013,5,29,14,30,640,449,214,7.1000000000000005,30.8,26.95,916,17.5 -2013,5,29,15,30,541,373,217,7.2,30.700000000000003,39.410000000000004,916,17.1 -2013,5,29,16,30,567,135,703,7.4,30.3,52.06,915,16.6 -2013,5,29,17,30,366,106,607,7.5,30,64.62,915,16.400000000000002 -2013,5,29,18,30,163,69,412,7.300000000000001,27.6,76.86,915,16.6 -2013,5,29,19,30,12,11,40,7.4,25.900000000000002,88.43,916,17.2 -2013,5,29,20,30,0,0,0,7.5,24.700000000000003,99.76,917,18.1 -2013,5,29,21,30,0,0,0,7.5,23.700000000000003,109.65,918,19 -2013,5,29,22,30,0,0,0,7.4,22.8,117.81,918,19.6 -2013,5,29,23,30,0,0,0,7,22,123.48,918,20 -2013,5,30,0,30,0,0,0,6.7,21.400000000000002,125.84,918,20.3 -2013,5,30,1,30,0,0,0,6.300000000000001,20.900000000000002,124.47,918,20.3 -2013,5,30,2,30,0,0,0,6.2,20.6,119.63,918,20.1 -2013,5,30,3,30,0,0,0,6.2,20.400000000000002,112.06,918,19.900000000000002 -2013,5,30,4,30,0,0,0,5.9,20.200000000000003,102.57000000000001,919,19.8 -2013,5,30,5,30,0,0,0,5.9,20.5,91.8,919,19.700000000000003 -2013,5,30,6,30,113,59,312,6.4,21.8,80.10000000000001,920,19.700000000000003 -2013,5,30,7,30,205,152,141,6.9,23.900000000000002,67.97,920,19.6 -2013,5,30,8,30,531,109,744,6.7,26.5,55.480000000000004,920,19.3 -2013,5,30,9,30,726,115,834,6.2,29.1,42.83,920,18.7 -2013,5,30,10,30,882,119,883,5.6000000000000005,31.400000000000002,30.26,920,17.5 -2013,5,30,11,30,986,122,911,5.2,33.4,18.41,920,16 -2013,5,30,12,30,1029,125,920,4.800000000000001,34.800000000000004,10.620000000000001,919,14.3 -2013,5,30,13,30,1009,122,921,4.7,35.7,15.52,918,12.600000000000001 -2013,5,30,14,30,927,114,911,4.7,36,26.85,918,11.100000000000001 -2013,5,30,15,30,744,206,695,4.6000000000000005,35.9,39.32,917,9.3 -2013,5,30,16,30,605,92,832,4.3,35.2,51.97,917,7.5 -2013,5,30,17,30,403,73,766,4.1000000000000005,34.7,64.52,917,6.5 -2013,5,30,18,30,186,51,590,2.3000000000000003,29.6,76.76,918,10.5 -2013,5,30,19,30,17,13,128,2.4000000000000004,26.3,88.33,919,11.600000000000001 -2013,5,30,20,30,0,0,0,3.2,24.900000000000002,99.64,919,11.200000000000001 -2013,5,30,21,30,0,0,0,4.3,24.200000000000003,109.52,920,12.5 -2013,5,30,22,30,0,0,0,5.1000000000000005,23.400000000000002,117.67,920,14.5 -2013,5,30,23,30,0,0,0,5.300000000000001,22.5,123.33,920,16.400000000000002 -2013,5,31,0,30,0,0,0,5.4,21.8,125.69,921,17.900000000000002 -2013,5,31,1,30,0,0,0,5.4,21.400000000000002,124.34,921,19 -2013,5,31,2,30,0,0,0,5.5,21.200000000000003,119.52,921,19.8 -2013,5,31,3,30,0,0,0,5.5,20.8,111.97,921,20.200000000000003 -2013,5,31,4,30,0,0,0,5.300000000000001,20.400000000000002,102.5,921,20.400000000000002 -2013,5,31,5,30,0,0,0,5.5,20.5,91.74,921,20.400000000000002 -2013,5,31,6,30,122,51,407,6.300000000000001,22,80.05,922,20.3 -2013,5,31,7,30,329,80,664,7,24.700000000000003,67.94,922,20.200000000000003 -2013,5,31,8,30,543,95,790,7.1000000000000005,27.8,55.45,922,19.900000000000002 -2013,5,31,9,30,737,106,860,6.9,30.6,42.800000000000004,922,19.1 -2013,5,31,10,30,890,114,899,6.6000000000000005,33.1,30.23,921,17.900000000000002 -2013,5,31,11,30,989,118,918,6.4,35.1,18.35,921,16.7 -2013,5,31,12,30,1032,114,934,6.300000000000001,36.5,10.48,920,15.600000000000001 -2013,5,31,13,30,1009,115,927,6.300000000000001,37.4,15.39,919,14.600000000000001 -2013,5,31,14,30,923,113,906,6.300000000000001,37.7,26.75,918,13.5 -2013,5,31,15,30,782,108,870,6.2,37.6,39.230000000000004,918,12.5 -2013,5,31,16,30,598,99,808,6,37,51.88,917,11.600000000000001 -2013,5,31,17,30,389,83,707,5.800000000000001,36.5,64.43,917,11.5 -2013,5,31,18,30,176,58,511,5.300000000000001,32.9,76.67,917,13.100000000000001 -2013,5,31,19,30,16,13,87,5.6000000000000005,30.5,88.23,917,15.200000000000001 -2013,5,31,20,30,0,0,0,6,29,99.52,918,17.2 -2013,5,31,21,30,0,0,0,6.1000000000000005,27.8,109.39,918,18.6 -2013,5,31,22,30,0,0,0,6.2,26.900000000000002,117.53,919,19.5 -2013,5,31,23,30,0,0,0,6.4,26,123.19,919,20.1 -2013,6,1,0,30,0,0,0,6.6000000000000005,25.200000000000003,125.55,919,20.200000000000003 -2013,6,1,1,30,0,0,0,6.800000000000001,24.3,124.21000000000001,919,20.1 -2013,6,1,2,30,0,0,0,6.5,23.5,119.41,919,20 -2013,6,1,3,30,0,0,0,5.5,22.700000000000003,111.88,920,20 -2013,6,1,4,30,0,0,0,3.9000000000000004,21.900000000000002,102.43,920,20 -2013,6,1,5,30,0,0,0,2.9000000000000004,21.900000000000002,91.69,921,20 -2013,6,1,6,30,119,51,394,3,23.400000000000002,80.01,922,19.700000000000003 -2013,6,1,7,30,321,84,629,3.2,25.5,67.91,923,19.200000000000003 -2013,6,1,8,30,239,220,34,3.5,27.400000000000002,55.43,924,18.8 -2013,6,1,9,30,634,260,510,4.3,28.8,42.78,924,18.1 -2013,6,1,10,30,872,134,854,5.4,29.6,30.2,925,17.2 -2013,6,1,11,30,805,424,402,6.1000000000000005,30.3,18.29,925,16.1 -2013,6,1,12,30,949,404,554,6.300000000000001,30.900000000000002,10.36,925,15 -2013,6,1,13,30,950,342,630,6.300000000000001,31.200000000000003,15.27,925,13.8 -2013,6,1,14,30,905,151,844,6.2,31.200000000000003,26.66,925,12.8 -2013,6,1,15,30,767,144,802,5.9,30.8,39.14,925,11.8 -2013,6,1,16,30,590,122,757,5.6000000000000005,30,51.800000000000004,925,10.700000000000001 -2013,6,1,17,30,384,95,667,5.4,29.400000000000002,64.34,925,9.8 -2013,6,1,18,30,177,63,492,3.8000000000000003,26.3,76.57000000000001,926,8.9 -2013,6,1,19,30,17,14,85,2.7,23.700000000000003,88.12,927,8.8 -2013,6,1,20,30,0,0,0,2.4000000000000004,21.900000000000002,99.41,928,8.6 -2013,6,1,21,30,0,0,0,2.4000000000000004,20.900000000000002,109.27,928,8.3 -2013,6,1,22,30,0,0,0,2.2,19.8,117.4,929,8.4 -2013,6,1,23,30,0,0,0,2,18.900000000000002,123.05,929,8.6 -2013,6,2,0,30,0,0,0,1.9000000000000001,18.1,125.42,929,8.8 -2013,6,2,1,30,0,0,0,1.9000000000000001,17.5,124.09,929,9 -2013,6,2,2,30,0,0,0,1.9000000000000001,16.8,119.31,929,9.1 -2013,6,2,3,30,0,0,0,1.9000000000000001,16.2,111.8,929,9.3 -2013,6,2,4,30,0,0,0,1.9000000000000001,15.600000000000001,102.37,930,9.700000000000001 -2013,6,2,5,30,0,0,0,2.5,15.9,91.64,931,10.200000000000001 -2013,6,2,6,30,127,46,463,3.6,18,79.97,932,10.700000000000001 -2013,6,2,7,30,336,74,697,4.6000000000000005,20.900000000000002,67.88,932,10.700000000000001 -2013,6,2,8,30,552,89,814,4.800000000000001,23.400000000000002,55.4,932,10 -2013,6,2,9,30,747,98,884,4.4,25.400000000000002,42.76,932,9.700000000000001 -2013,6,2,10,30,901,102,924,3.8000000000000003,27.3,30.17,931,9.4 -2013,6,2,11,30,1005,104,949,3.3000000000000003,28.8,18.240000000000002,931,9.1 -2013,6,2,12,30,1043,108,951,2.9000000000000004,30.1,10.24,930,8.700000000000001 -2013,6,2,13,30,1018,105,947,2.5,31,15.16,929,8.4 -2013,6,2,14,30,934,102,930,2.2,31.400000000000002,26.57,928,8.1 -2013,6,2,15,30,792,100,891,1.9000000000000001,31.5,39.050000000000004,927,7.7 -2013,6,2,16,30,608,92,833,1.9000000000000001,31.1,51.71,927,7.300000000000001 -2013,6,2,17,30,398,78,735,2,30.700000000000003,64.25,926,6.9 -2013,6,2,18,30,184,56,550,1.5,27.1,76.47,926,8.1 -2013,6,2,19,30,18,14,129,1.5,24.3,88.03,926,10.700000000000001 -2013,6,2,20,30,0,0,0,2.1,23.200000000000003,99.3,926,9.5 -2013,6,2,21,30,0,0,0,3,22.700000000000003,109.15,925,8.8 -2013,6,2,22,30,0,0,0,3.1,21.700000000000003,117.28,925,8.700000000000001 -2013,6,2,23,30,0,0,0,2.1,20.400000000000002,122.92,926,9.4 -2013,6,3,0,30,0,0,0,1.4000000000000001,19.3,125.3,927,10.4 -2013,6,3,1,30,0,0,0,1.9000000000000001,18.6,123.98,928,10.700000000000001 -2013,6,3,2,30,0,0,0,2.7,18.2,119.22,927,10.600000000000001 -2013,6,3,3,30,0,0,0,3,17.900000000000002,111.73,927,10.9 -2013,6,3,4,30,0,0,0,3,17.5,102.31,927,11.4 -2013,6,3,5,30,0,0,0,3.4000000000000004,17.900000000000002,91.60000000000001,927,11.8 -2013,6,3,6,30,85,61,135,4.1000000000000005,19.6,79.95,927,11.9 -2013,6,3,7,30,231,148,222,4.4,22.200000000000003,67.86,927,11.700000000000001 -2013,6,3,8,30,369,250,208,4.6000000000000005,25,55.39,927,11.700000000000001 -2013,6,3,9,30,561,327,319,4.7,27.5,42.74,927,13.600000000000001 -2013,6,3,10,30,870,130,856,4.800000000000001,29.5,30.150000000000002,926,15.100000000000001 -2013,6,3,11,30,908,379,557,4.7,30.8,18.2,925,15.600000000000001 -2013,6,3,12,30,1011,126,899,4.4,31.5,10.13,924,15.700000000000001 -2013,6,3,13,30,987,128,889,4.2,32,15.05,923,15.8 -2013,6,3,14,30,903,127,867,4.2,32.5,26.48,923,16 -2013,6,3,15,30,768,116,839,4.4,33,38.97,922,16.1 -2013,6,3,16,30,589,106,779,4.5,33,51.620000000000005,922,16.1 -2013,6,3,17,30,383,92,668,4.5,32.9,64.16,922,16.1 -2013,6,3,18,30,175,66,464,3.6,30.400000000000002,76.38,922,16.2 -2013,6,3,19,30,17,15,79,3.5,28.3,87.94,922,16.6 -2013,6,3,20,30,0,0,0,4.1000000000000005,27.1,99.19,923,16.7 -2013,6,3,21,30,0,0,0,4.4,26.1,109.03,923,16.900000000000002 -2013,6,3,22,30,0,0,0,4.3,25,117.15,923,17.2 -2013,6,3,23,30,0,0,0,4.3,24,122.8,923,17.5 -2013,6,4,0,30,0,0,0,4.4,23,125.18,923,17.5 -2013,6,4,1,30,0,0,0,4.4,22.1,123.87,923,17.400000000000002 -2013,6,4,2,30,0,0,0,4.2,21.3,119.13,923,17 -2013,6,4,3,30,0,0,0,4,20.700000000000003,111.66,923,16.5 -2013,6,4,4,30,0,0,0,3.8000000000000003,20.3,102.26,923,16.2 -2013,6,4,5,30,0,0,0,4,20.5,91.56,923,16 -2013,6,4,6,30,120,51,392,4.9,22.400000000000002,79.92,923,16.1 -2013,6,4,7,30,320,83,629,5.9,25.5,67.84,923,16.8 -2013,6,4,8,30,531,102,755,6.1000000000000005,29,55.38,923,16.900000000000002 -2013,6,4,9,30,722,115,826,5.800000000000001,32,42.730000000000004,923,16.6 -2013,6,4,10,30,875,124,869,5.5,34.4,30.14,922,16.3 -2013,6,4,11,30,976,127,893,5.2,36.300000000000004,18.17,922,16.2 -2013,6,4,12,30,1024,112,926,5.1000000000000005,37.7,10.02,921,16 -2013,6,4,13,30,1000,111,920,5.1000000000000005,38.6,14.94,920,15.600000000000001 -2013,6,4,14,30,914,108,901,5.2,39,26.39,919,15.3 -2013,6,4,15,30,723,250,608,5.2,38.900000000000006,38.89,919,14.9 -2013,6,4,16,30,596,92,810,5.2,38.300000000000004,51.54,918,14.4 -2013,6,4,17,30,389,79,709,5.2,37.800000000000004,64.07000000000001,918,14.4 -2013,6,4,18,30,180,57,520,5.300000000000001,34.1,76.29,919,15.700000000000001 -2013,6,4,19,30,19,14,118,5.6000000000000005,31.6,87.85000000000001,919,16.3 -2013,6,4,20,30,0,0,0,6,29.8,99.08,920,16.5 -2013,6,4,21,30,0,0,0,5.9,28.3,108.92,921,16.2 -2013,6,4,22,30,0,0,0,5.800000000000001,26.700000000000003,117.04,921,15.4 -2013,6,4,23,30,0,0,0,5.7,25.200000000000003,122.68,922,14.600000000000001 -2013,6,5,0,30,0,0,0,5.7,24,125.06,922,14.200000000000001 -2013,6,5,1,30,0,0,0,5.5,23,123.77,922,14.100000000000001 -2013,6,5,2,30,0,0,0,5.300000000000001,22.200000000000003,119.05,922,14.4 -2013,6,5,3,30,0,0,0,5,21.5,111.60000000000001,922,14.9 -2013,6,5,4,30,0,0,0,4.6000000000000005,20.8,102.22,922,15.5 -2013,6,5,5,30,0,0,0,4.6000000000000005,20.6,91.53,923,16.1 -2013,6,5,6,30,84,62,128,5.4,22,79.9,923,16.6 -2013,6,5,7,30,284,115,447,5.9,24.6,67.83,923,16.7 -2013,6,5,8,30,512,126,678,5.7,27.700000000000003,55.370000000000005,923,16.5 -2013,6,5,9,30,508,348,219,5.2,30.700000000000003,42.730000000000004,923,16 -2013,6,5,10,30,880,116,883,4.7,33.300000000000004,30.13,923,15.600000000000001 -2013,6,5,11,30,977,122,900,4.3,35.2,18.13,922,15.3 -2013,6,5,12,30,1018,119,913,4,36.4,9.92,922,15.3 -2013,6,5,13,30,992,119,903,3.8000000000000003,37,14.83,921,15.4 -2013,6,5,14,30,907,118,880,3.7,37,26.3,921,15.600000000000001 -2013,6,5,15,30,767,113,839,3.8000000000000003,36.300000000000004,38.800000000000004,920,15.8 -2013,6,5,16,30,586,106,770,3.8000000000000003,35.1,51.46,920,16 -2013,6,5,17,30,380,94,653,3.7,34.300000000000004,63.99,920,16.5 -2013,6,5,18,30,173,70,432,2.2,29.900000000000002,76.2,921,18.8 -2013,6,5,19,30,14,14,0,2.1,27.200000000000003,87.76,922,20 -2013,6,5,20,30,0,0,0,2.5,25.700000000000003,98.98,922,19 -2013,6,5,21,30,0,0,0,2.3000000000000003,24.200000000000003,108.81,923,18.3 -2013,6,5,22,30,0,0,0,1.6,22.8,116.92,924,18.3 -2013,6,5,23,30,0,0,0,1.5,21.8,122.56,924,18.900000000000002 -2013,6,6,0,30,0,0,0,1.9000000000000001,21.200000000000003,124.96000000000001,925,19.200000000000003 -2013,6,6,1,30,0,0,0,2.1,20.6,123.68,924,19.3 -2013,6,6,2,30,0,0,0,2.2,20.1,118.97,924,19.400000000000002 -2013,6,6,3,30,0,0,0,2.4000000000000004,19.6,111.54,925,19.400000000000002 -2013,6,6,4,30,0,0,0,2.7,19.1,102.17,925,19.1 -2013,6,6,5,30,0,0,0,3.4000000000000004,18.900000000000002,91.5,925,18.900000000000002 -2013,6,6,6,30,115,61,307,4.4,19.3,79.88,926,18.900000000000002 -2013,6,6,7,30,308,111,524,4.9,20.5,67.82000000000001,926,18.400000000000002 -2013,6,6,8,30,512,145,646,4.9,22.200000000000003,55.36,927,17.8 -2013,6,6,9,30,698,168,721,4.9,23.900000000000002,42.72,927,17.400000000000002 -2013,6,6,10,30,678,407,313,4.800000000000001,25.5,30.12,927,17.2 -2013,6,6,11,30,762,457,321,4.7,26.8,18.11,927,17 -2013,6,6,12,30,614,503,112,4.7,27.8,9.83,926,16.8 -2013,6,6,13,30,744,485,268,4.7,28.200000000000003,14.73,926,16.6 -2013,6,6,14,30,572,451,134,4.7,28.200000000000003,26.21,926,16.5 -2013,6,6,15,30,478,377,129,4.5,27.700000000000003,38.72,925,16.2 -2013,6,6,16,30,583,128,728,4.3,26.8,51.38,925,16 -2013,6,6,17,30,278,179,227,4.2,26.200000000000003,63.910000000000004,925,15.700000000000001 -2013,6,6,18,30,176,70,440,3.5,24,76.11,926,15.5 -2013,6,6,19,30,19,15,87,2.8000000000000003,22.400000000000002,87.67,926,15.600000000000001 -2013,6,6,20,30,0,0,0,2.5,21.200000000000003,98.89,927,15.8 -2013,6,6,21,30,0,0,0,2.3000000000000003,20.400000000000002,108.71000000000001,928,15.700000000000001 -2013,6,6,22,30,0,0,0,2,19.6,116.82000000000001,928,15.700000000000001 -2013,6,6,23,30,0,0,0,1.7000000000000002,18.900000000000002,122.46000000000001,928,15.600000000000001 -2013,6,7,0,30,0,0,0,1.4000000000000001,18.2,124.86,928,15.5 -2013,6,7,1,30,0,0,0,1,17.5,123.60000000000001,928,15.5 -2013,6,7,2,30,0,0,0,0.8,16.900000000000002,118.91,929,15.5 -2013,6,7,3,30,0,0,0,0.7000000000000001,16.5,111.49000000000001,929,15.5 -2013,6,7,4,30,0,0,0,0.6000000000000001,16.1,102.14,929,15.5 -2013,6,7,5,30,0,0,0,0.7000000000000001,16.7,91.48,929,15.5 -2013,6,7,6,30,79,62,96,1.3,18.7,79.87,929,15.4 -2013,6,7,7,30,234,147,232,1.9000000000000001,21.1,67.81,929,13.9 -2013,6,7,8,30,372,249,216,2.3000000000000003,23.5,55.36,929,12.4 -2013,6,7,9,30,491,350,193,2.5,25.5,42.730000000000004,929,11.4 -2013,6,7,10,30,691,399,338,2.5,27.3,30.12,929,10.700000000000001 -2013,6,7,11,30,732,473,273,2.5,28.6,18.09,928,10.3 -2013,6,7,12,30,857,458,405,2.4000000000000004,29.6,9.75,928,10 -2013,6,7,13,30,766,476,300,2.4000000000000004,30.200000000000003,14.64,927,9.8 -2013,6,7,14,30,746,388,398,2.5,30.400000000000002,26.13,926,9.700000000000001 -2013,6,7,15,30,763,182,744,2.7,30.200000000000003,38.65,926,9.600000000000001 -2013,6,7,16,30,608,92,825,2.8000000000000003,29.700000000000003,51.300000000000004,926,9.3 -2013,6,7,17,30,401,77,734,2.8000000000000003,29.3,63.83,925,9.1 -2013,6,7,18,30,191,54,568,2.4000000000000004,26.1,76.03,925,9.600000000000001 -2013,6,7,19,30,23,16,171,2.7,23.700000000000003,87.58,925,11.200000000000001 -2013,6,7,20,30,0,0,0,3.6,22.6,98.79,925,10.4 -2013,6,7,21,30,0,0,0,3.3000000000000003,21.5,108.61,925,10.5 -2013,6,7,22,30,0,0,0,2.5,20.200000000000003,116.71000000000001,926,11.100000000000001 -2013,6,7,23,30,0,0,0,2.5,19.3,122.36,926,11.5 -2013,6,8,0,30,0,0,0,3.1,18.8,124.76,927,11.700000000000001 -2013,6,8,1,30,0,0,0,3.5,18.2,123.52,927,12.100000000000001 -2013,6,8,2,30,0,0,0,3.4000000000000004,17.5,118.84,926,12.9 -2013,6,8,3,30,0,0,0,3.1,16.900000000000002,111.45,926,13.700000000000001 -2013,6,8,4,30,0,0,0,3,16.5,102.11,925,14.3 -2013,6,8,5,30,0,0,0,3.2,16.8,91.46000000000001,925,14.8 -2013,6,8,6,30,69,61,41,3.9000000000000004,18.7,79.86,925,15.200000000000001 -2013,6,8,7,30,268,128,372,4.800000000000001,21.5,67.81,925,14.700000000000001 -2013,6,8,8,30,290,245,79,5.4,24,55.370000000000005,925,13.200000000000001 -2013,6,8,9,30,456,351,143,5.5,25.8,42.730000000000004,925,13.200000000000001 -2013,6,8,10,30,487,414,84,5.5,27,30.12,925,14.200000000000001 -2013,6,8,11,30,827,430,418,5.4,27.6,18.07,924,15.200000000000001 -2013,6,8,12,30,885,469,422,5.4,27.5,9.67,924,16.1 -2013,6,8,13,30,825,439,399,5.300000000000001,26.8,14.540000000000001,923,16.900000000000002 -2013,6,8,14,30,744,391,393,5.2,26,26.05,922,17.6 -2013,6,8,15,30,766,120,825,5,25.6,38.57,922,18.1 -2013,6,8,16,30,591,105,775,4.7,25.400000000000002,51.22,922,18.5 -2013,6,8,17,30,389,86,684,4.5,25.3,63.75,921,18.8 -2013,6,8,18,30,184,61,509,3.1,23.5,75.95,922,19.400000000000002 -2013,6,8,19,30,22,17,125,2.8000000000000003,22.1,87.5,922,19.8 -2013,6,8,20,30,0,0,0,3.2,21.3,98.7,923,19.6 -2013,6,8,21,30,0,0,0,3.6,20.8,108.52,923,19.5 -2013,6,8,22,30,0,0,0,3.7,20.200000000000003,116.62,923,19.5 -2013,6,8,23,30,0,0,0,3.5,19.8,122.26,923,19.6 -2013,6,9,0,30,0,0,0,3.1,19.400000000000002,124.68,923,19.400000000000002 -2013,6,9,1,30,0,0,0,2.5,19.3,123.44,923,19.3 -2013,6,9,2,30,0,0,0,2,19.1,118.79,924,19.1 -2013,6,9,3,30,0,0,0,1.7000000000000002,18.8,111.41,924,18.8 -2013,6,9,4,30,0,0,0,1.9000000000000001,18.7,102.09,924,18.7 -2013,6,9,5,30,0,0,0,2.5,18.900000000000002,91.45,925,18.900000000000002 -2013,6,9,6,30,28,28,0,2.9000000000000004,19.8,79.86,926,19.5 -2013,6,9,7,30,275,122,405,3,21.6,67.81,926,19.8 -2013,6,9,8,30,527,107,739,2.7,24,55.370000000000005,926,19.8 -2013,6,9,9,30,579,315,358,2.1,26.3,42.74,926,19.5 -2013,6,9,10,30,878,116,881,1.9000000000000001,28.3,30.13,926,18.900000000000002 -2013,6,9,11,30,982,118,909,2.1,29.700000000000003,18.06,926,18.3 -2013,6,9,12,30,1028,107,934,2.4000000000000004,30.700000000000003,9.6,926,17.8 -2013,6,9,13,30,1008,103,935,2.6,31.400000000000002,14.450000000000001,926,17.2 -2013,6,9,14,30,927,98,922,2.8000000000000003,31.700000000000003,25.98,925,16.6 -2013,6,9,15,30,793,91,897,2.9000000000000004,31.6,38.5,925,16.1 -2013,6,9,16,30,613,81,847,2.9000000000000004,31,51.15,925,15.5 -2013,6,9,17,30,407,69,762,2.9000000000000004,30.6,63.67,925,15 -2013,6,9,18,30,196,50,597,1.7000000000000002,27.3,75.87,925,15.9 -2013,6,9,19,30,25,16,193,1.3,24.6,87.43,926,17.400000000000002 -2013,6,9,20,30,0,0,0,1.4000000000000001,23.200000000000003,98.62,927,16.400000000000002 -2013,6,9,21,30,0,0,0,1.5,22.400000000000002,108.43,927,16 -2013,6,9,22,30,0,0,0,1.6,21.700000000000003,116.53,928,15.8 -2013,6,9,23,30,0,0,0,1.9000000000000001,21.200000000000003,122.17,928,15.700000000000001 -2013,6,10,0,30,0,0,0,2.2,20.700000000000003,124.59,928,15.9 -2013,6,10,1,30,0,0,0,2.6,20.200000000000003,123.38000000000001,927,16.3 -2013,6,10,2,30,0,0,0,2.8000000000000003,19.700000000000003,118.74000000000001,927,17 -2013,6,10,3,30,0,0,0,2.7,19.200000000000003,111.38,927,17.7 -2013,6,10,4,30,0,0,0,2.6,18.6,102.07000000000001,927,18.400000000000002 -2013,6,10,5,30,0,0,0,3.1,19.200000000000003,91.44,927,18.8 -2013,6,10,6,30,131,43,502,3.8000000000000003,21.5,79.86,928,19.200000000000003 -2013,6,10,7,30,340,65,728,4.3,24.5,67.82000000000001,928,19.400000000000002 -2013,6,10,8,30,554,78,838,4.5,27.3,55.38,928,18.5 -2013,6,10,9,30,747,87,900,4.5,29.5,42.75,928,17.2 -2013,6,10,10,30,900,92,934,4.4,31.400000000000002,30.14,928,16.1 -2013,6,10,11,30,1003,95,955,4.3,32.9,18.06,928,15.100000000000001 -2013,6,10,12,30,1042,98,957,4.2,33.9,9.540000000000001,927,14.5 -2013,6,10,13,30,1021,98,953,4.1000000000000005,34.5,14.370000000000001,927,14.100000000000001 -2013,6,10,14,30,939,95,938,3.9000000000000004,34.7,25.900000000000002,926,13.8 -2013,6,10,15,30,799,94,900,3.9000000000000004,34.4,38.42,925,13.3 -2013,6,10,16,30,620,86,850,3.9000000000000004,33.6,51.08,925,12.700000000000001 -2013,6,10,17,30,411,73,762,3.9000000000000004,33.1,63.6,925,12.200000000000001 -2013,6,10,18,30,199,53,596,2.7,29.1,75.79,926,13.100000000000001 -2013,6,10,19,30,26,17,184,2.7,26.400000000000002,87.35000000000001,926,13.600000000000001 -2013,6,10,20,30,0,0,0,3.4000000000000004,25.200000000000003,98.53,927,12.4 -2013,6,10,21,30,0,0,0,3.8000000000000003,24.3,108.34,927,12 -2013,6,10,22,30,0,0,0,3.8000000000000003,23.200000000000003,116.44,927,12.3 -2013,6,10,23,30,0,0,0,3.6,22.3,122.09,927,12.9 -2013,6,11,0,30,0,0,0,3.5,21.6,124.52,927,13.700000000000001 -2013,6,11,1,30,0,0,0,3.3000000000000003,21,123.32000000000001,927,14.3 -2013,6,11,2,30,0,0,0,3.1,20.6,118.7,928,14.8 -2013,6,11,3,30,0,0,0,2.8000000000000003,20.1,111.35000000000001,928,15.200000000000001 -2013,6,11,4,30,0,0,0,2.4000000000000004,19.6,102.05,928,15.600000000000001 -2013,6,11,5,30,0,0,0,2.8000000000000003,20.1,91.44,928,16.2 -2013,6,11,6,30,126,49,438,3.8000000000000003,22.3,79.86,929,17 -2013,6,11,7,30,331,77,673,4.4,25.3,67.83,929,18.3 -2013,6,11,8,30,544,95,791,4.5,28,55.4,929,18.7 -2013,6,11,9,30,735,107,854,4.4,30,42.77,929,18 -2013,6,11,10,30,886,116,891,4.4,31.6,30.150000000000002,929,17.2 -2013,6,11,11,30,987,121,910,4.5,32.9,18.06,928,16.7 -2013,6,11,12,30,1026,118,921,4.5,33.9,9.48,928,16.6 -2013,6,11,13,30,1005,117,916,4.6000000000000005,34.6,14.290000000000001,927,16.5 -2013,6,11,14,30,921,113,897,4.6000000000000005,34.800000000000004,25.830000000000002,926,16.6 -2013,6,11,15,30,784,104,868,4.5,34.6,38.35,926,16.6 -2013,6,11,16,30,606,92,817,4.5,34,51.01,925,16.5 -2013,6,11,17,30,402,77,727,4.5,33.5,63.53,925,16.400000000000002 -2013,6,11,18,30,193,56,555,3.3000000000000003,30.700000000000003,75.72,925,16.5 -2013,6,11,19,30,25,18,144,3.1,28.6,87.28,926,17 -2013,6,11,20,30,0,0,0,3.9000000000000004,27.3,98.45,926,16.7 -2013,6,11,21,30,0,0,0,4.6000000000000005,26.200000000000003,108.26,927,16.900000000000002 -2013,6,11,22,30,0,0,0,4.9,25,116.36,927,17.6 -2013,6,11,23,30,0,0,0,4.9,24,122.01,928,18.6 -2013,6,12,0,30,0,0,0,4.6000000000000005,23.1,124.45,928,19.400000000000002 -2013,6,12,1,30,0,0,0,4.4,22.400000000000002,123.27,928,20 -2013,6,12,2,30,0,0,0,4.2,21.8,118.66,928,20.200000000000003 -2013,6,12,3,30,0,0,0,3.9000000000000004,21.200000000000003,111.33,928,20.3 -2013,6,12,4,30,0,0,0,3.6,20.700000000000003,102.04,928,20.200000000000003 -2013,6,12,5,30,0,0,0,3.8000000000000003,20.900000000000002,91.44,929,20.1 -2013,6,12,6,30,124,47,437,4.7,22.5,79.87,929,19.900000000000002 -2013,6,12,7,30,325,72,673,5.2,24.8,67.84,930,19.3 -2013,6,12,8,30,534,86,790,5.1000000000000005,27.1,55.42,930,18.8 -2013,6,12,9,30,723,95,855,5,29.200000000000003,42.79,930,18.2 -2013,6,12,10,30,875,101,895,5,31,30.17,929,17.8 -2013,6,12,11,30,976,105,916,5.1000000000000005,32.300000000000004,18.06,929,17.6 -2013,6,12,12,30,1019,104,927,5.4,33.1,9.44,928,17.400000000000002 -2013,6,12,13,30,998,106,920,5.6000000000000005,33.4,14.21,927,17.3 -2013,6,12,14,30,917,107,900,5.800000000000001,33.2,25.76,927,17.1 -2013,6,12,15,30,604,357,315,5.800000000000001,32.7,38.29,927,16.900000000000002 -2013,6,12,16,30,602,105,788,5.6000000000000005,31.8,50.94,926,16.6 -2013,6,12,17,30,395,91,681,5.4,31.3,63.46,926,16.5 -2013,6,12,18,30,187,67,485,3.8000000000000003,29,75.65,927,16.6 -2013,6,12,19,30,23,18,100,2.6,27.1,87.21000000000001,927,17.2 -2013,6,12,20,30,0,0,0,2.4000000000000004,25.900000000000002,98.38,928,17.7 -2013,6,12,21,30,0,0,0,2.7,25.200000000000003,108.19,928,18 -2013,6,12,22,30,0,0,0,3,24.6,116.29,929,18.5 -2013,6,12,23,30,0,0,0,3,23.900000000000002,121.94,929,19 -2013,6,13,0,30,0,0,0,2.9000000000000004,23.200000000000003,124.39,929,19.700000000000003 -2013,6,13,1,30,0,0,0,2.7,22.6,123.22,929,20.200000000000003 -2013,6,13,2,30,0,0,0,2.6,22,118.63,929,20.5 -2013,6,13,3,30,0,0,0,2.5,21.5,111.31,929,20.700000000000003 -2013,6,13,4,30,0,0,0,2.4000000000000004,21.200000000000003,102.04,929,20.8 -2013,6,13,5,30,0,0,0,2.9000000000000004,21.5,91.44,929,20.900000000000002 -2013,6,13,6,30,118,53,374,3.8000000000000003,23.1,79.88,930,20.8 -2013,6,13,7,30,319,82,629,4.1000000000000005,25.6,67.86,930,20.200000000000003 -2013,6,13,8,30,527,98,756,3.7,28,55.44,930,19.6 -2013,6,13,9,30,717,109,829,3.4000000000000004,29.900000000000002,42.81,930,19 -2013,6,13,10,30,866,116,868,3.5,31.3,30.19,930,18.400000000000002 -2013,6,13,11,30,966,120,889,3.8000000000000003,32.4,18.07,929,17.8 -2013,6,13,12,30,1010,115,907,4.1000000000000005,32.9,9.39,929,17.2 -2013,6,13,13,30,990,114,904,4.3,32.9,14.14,928,16.900000000000002 -2013,6,13,14,30,850,340,565,4.5,32.6,25.69,928,16.7 -2013,6,13,15,30,443,370,92,4.7,32,38.22,927,16.5 -2013,6,13,16,30,600,92,805,4.7,31.200000000000003,50.870000000000005,927,16.400000000000002 -2013,6,13,17,30,398,79,712,4.7,30.8,63.39,927,16.2 -2013,6,13,18,30,187,58,517,3.8000000000000003,28.400000000000002,75.58,927,16.400000000000002 -2013,6,13,19,30,16,16,0,3.4000000000000004,26.5,87.14,927,17 -2013,6,13,20,30,0,0,0,3.4000000000000004,25.1,98.31,927,17.3 -2013,6,13,21,30,0,0,0,3.2,24,108.11,928,17.8 -2013,6,13,22,30,0,0,0,2.8000000000000003,23,116.22,928,18.3 -2013,6,13,23,30,0,0,0,2.4000000000000004,22.3,121.88,928,18.8 -2013,6,14,0,30,0,0,0,2.1,21.8,124.34,928,19.200000000000003 -2013,6,14,1,30,0,0,0,1.8,21.3,123.18,928,19.6 -2013,6,14,2,30,0,0,0,1.6,20.900000000000002,118.61,928,19.900000000000002 -2013,6,14,3,30,0,0,0,1.5,20.700000000000003,111.3,928,20.200000000000003 -2013,6,14,4,30,0,0,0,1.6,20.6,102.04,928,20.400000000000002 -2013,6,14,5,30,0,0,0,2.1,20.900000000000002,91.45,928,20.6 -2013,6,14,6,30,29,29,0,3,21.8,79.9,929,20.700000000000003 -2013,6,14,7,30,12,12,0,3.9000000000000004,22.900000000000002,67.88,929,20.200000000000003 -2013,6,14,8,30,88,88,0,4.6000000000000005,23.900000000000002,55.46,929,18.400000000000002 -2013,6,14,9,30,63,63,0,4.9,24.900000000000002,42.84,929,16.400000000000002 -2013,6,14,10,30,287,273,16,5.1000000000000005,25.900000000000002,30.21,929,15.600000000000001 -2013,6,14,11,30,472,427,48,5.300000000000001,26.700000000000003,18.09,928,15.4 -2013,6,14,12,30,301,285,17,5.4,27,9.36,928,15.700000000000001 -2013,6,14,13,30,396,371,26,5.4,26.900000000000002,14.07,927,16.1 -2013,6,14,14,30,245,233,13,5.300000000000001,26.5,25.62,927,16.6 -2013,6,14,15,30,350,321,36,5,25.8,38.160000000000004,927,17.1 -2013,6,14,16,30,214,206,13,4.5,24.8,50.81,927,17.6 -2013,6,14,17,30,28,28,0,4.1000000000000005,24.3,63.32,927,18.1 -2013,6,14,18,30,54,54,0,2.5,22.700000000000003,75.51,927,18.8 -2013,6,14,19,30,14,14,0,1.6,21.8,87.07000000000001,927,19.5 -2013,6,14,20,30,0,0,0,1.4000000000000001,21.200000000000003,98.24000000000001,927,19.8 -2013,6,14,21,30,0,0,0,1.4000000000000001,20.8,108.05,927,19.700000000000003 -2013,6,14,22,30,0,0,0,1.3,20.400000000000002,116.15,927,19.400000000000002 -2013,6,14,23,30,0,0,0,1.1,20.1,121.82000000000001,928,19.3 -2013,6,15,0,30,0,0,0,1,19.900000000000002,124.29,928,19.200000000000003 -2013,6,15,1,30,0,0,0,0.9,20,123.15,928,19.200000000000003 -2013,6,15,2,30,0,0,0,0.7000000000000001,20,118.59,927,19.3 -2013,6,15,3,30,0,0,0,0.7000000000000001,19.900000000000002,111.3,927,19.3 -2013,6,15,4,30,0,0,0,1,19.8,102.05,928,19.400000000000002 -2013,6,15,5,30,0,0,0,1.7000000000000002,20.1,91.47,928,19.400000000000002 -2013,6,15,6,30,116,53,358,2.6,21,79.92,928,19.5 -2013,6,15,7,30,123,122,3,3.4000000000000004,22.5,67.91,929,19.6 -2013,6,15,8,30,180,176,8,4.1000000000000005,24.6,55.49,929,19.1 -2013,6,15,9,30,428,345,113,4.5,26.700000000000003,42.86,929,17.6 -2013,6,15,10,30,329,310,22,4.6000000000000005,28.700000000000003,30.240000000000002,928,16.6 -2013,6,15,11,30,270,256,15,4.6000000000000005,30.200000000000003,18.1,928,16.5 -2013,6,15,12,30,484,440,45,4.7,30.900000000000002,9.33,927,16.7 -2013,6,15,13,30,976,133,869,4.800000000000001,31,14.01,926,17 -2013,6,15,14,30,895,131,847,4.800000000000001,30.900000000000002,25.560000000000002,926,17.3 -2013,6,15,15,30,763,122,815,4.7,30.400000000000002,38.1,925,17.5 -2013,6,15,16,30,589,108,761,4.6000000000000005,29.8,50.75,925,17.7 -2013,6,15,17,30,391,89,670,4.5,29.400000000000002,63.26,925,17.8 -2013,6,15,18,30,189,63,503,3.6,27.400000000000002,75.45,925,18 -2013,6,15,19,30,26,19,141,2.9000000000000004,25.900000000000002,87.02,926,18.3 -2013,6,15,20,30,0,0,0,2.9000000000000004,24.8,98.18,926,18.5 -2013,6,15,21,30,0,0,0,3,24,107.99000000000001,927,18.6 -2013,6,15,22,30,0,0,0,2.8000000000000003,23.3,116.09,927,18.900000000000002 -2013,6,15,23,30,0,0,0,2.7,22.6,121.77,927,19.200000000000003 -2013,6,16,0,30,0,0,0,2.5,21.900000000000002,124.25,927,19.5 -2013,6,16,1,30,0,0,0,2.4000000000000004,21.400000000000002,123.12,927,19.8 -2013,6,16,2,30,0,0,0,2.2,20.900000000000002,118.58,927,20.1 -2013,6,16,3,30,0,0,0,1.9000000000000001,20.5,111.3,927,20.3 -2013,6,16,4,30,0,0,0,1.6,20.1,102.06,928,20.1 -2013,6,16,5,30,0,0,0,2.2,20.700000000000003,91.48,928,20.400000000000002 -2013,6,16,6,30,115,56,333,3.4000000000000004,22.6,79.94,929,20.5 -2013,6,16,7,30,312,91,586,4.1000000000000005,25.200000000000003,67.93,929,20.5 -2013,6,16,8,30,521,106,734,4.2,27.900000000000002,55.52,928,20.5 -2013,6,16,9,30,713,113,818,4,30.1,42.9,928,20.400000000000002 -2013,6,16,10,30,865,120,862,4,31.8,30.27,928,20.200000000000003 -2013,6,16,11,30,965,123,886,4.2,33,18.13,927,20 -2013,6,16,12,30,1011,116,907,4.5,33.800000000000004,9.31,927,19.8 -2013,6,16,13,30,991,114,904,4.6000000000000005,34.300000000000004,13.950000000000001,926,19.6 -2013,6,16,14,30,910,110,886,4.6000000000000005,34.4,25.5,926,19.3 -2013,6,16,15,30,777,103,855,4.5,34.1,38.04,925,19.1 -2013,6,16,16,30,601,93,802,4.4,33.300000000000004,50.69,925,19 -2013,6,16,17,30,400,79,711,4.4,32.9,63.21,925,19 -2013,6,16,18,30,193,58,539,3.7,30.400000000000002,75.4,925,19 -2013,6,16,19,30,21,18,44,3.1,28.5,86.96000000000001,925,19.3 -2013,6,16,20,30,0,0,0,3.1,27.1,98.12,926,19.5 -2013,6,16,21,30,0,0,0,3.3000000000000003,26.200000000000003,107.93,927,19.6 -2013,6,16,22,30,0,0,0,3.4000000000000004,25.400000000000002,116.04,927,19.6 -2013,6,16,23,30,0,0,0,3.5,24.6,121.73,927,19.6 -2013,6,17,0,30,0,0,0,3.5,23.900000000000002,124.22,927,19.6 -2013,6,17,1,30,0,0,0,3.4000000000000004,23.200000000000003,123.10000000000001,927,19.6 -2013,6,17,2,30,0,0,0,3.3000000000000003,22.6,118.57000000000001,926,19.6 -2013,6,17,3,30,0,0,0,3,21.900000000000002,111.3,926,19.700000000000003 -2013,6,17,4,30,0,0,0,2.4000000000000004,21.3,102.07000000000001,927,19.900000000000002 -2013,6,17,5,30,0,0,0,2.6,21.5,91.51,927,20.1 -2013,6,17,6,30,57,57,0,3.5,22.8,79.97,928,20.400000000000002 -2013,6,17,7,30,12,12,0,4,24.900000000000002,67.96000000000001,928,20.700000000000003 -2013,6,17,8,30,250,226,43,3.9000000000000004,26.900000000000002,55.550000000000004,928,20.700000000000003 -2013,6,17,9,30,514,342,234,3.7,28.3,42.93,928,20.700000000000003 -2013,6,17,10,30,697,382,365,3.6,29,30.3,927,20.900000000000002 -2013,6,17,11,30,944,154,831,3.4000000000000004,29.5,18.150000000000002,927,21.3 -2013,6,17,12,30,990,150,851,3,29.700000000000003,9.3,927,21.700000000000003 -2013,6,17,13,30,973,144,854,2.5,29.900000000000002,13.89,926,22 -2013,6,17,14,30,897,134,845,2.1,30.200000000000003,25.45,926,22.1 -2013,6,17,15,30,602,362,304,1.8,30.3,37.980000000000004,925,22.200000000000003 -2013,6,17,16,30,411,289,192,1.6,30.1,50.63,925,22.200000000000003 -2013,6,17,17,30,180,167,29,1.6,29.8,63.15,925,22.400000000000002 -2013,6,17,18,30,161,82,311,1.4000000000000001,27.400000000000002,75.34,925,23.400000000000002 -2013,6,17,19,30,16,16,0,1.4000000000000001,25.3,86.91,925,23.700000000000003 -2013,6,17,20,30,0,0,0,1.1,24.3,98.07000000000001,926,23.1 -2013,6,17,21,30,0,0,0,0.9,23.8,107.88,927,23.1 -2013,6,17,22,30,0,0,0,0.9,23.3,116,928,22.900000000000002 -2013,6,17,23,30,0,0,0,0.9,22.6,121.69,927,22.6 -2013,6,18,0,30,0,0,0,1,22,124.19,927,22 -2013,6,18,1,30,0,0,0,0.9,21.5,123.09,927,21.5 -2013,6,18,2,30,0,0,0,0.8,21.200000000000003,118.57000000000001,927,21.200000000000003 -2013,6,18,3,30,0,0,0,0.8,21,111.32000000000001,928,21 -2013,6,18,4,30,0,0,0,0.8,20.900000000000002,102.09,928,20.900000000000002 -2013,6,18,5,30,0,0,0,1,21,91.53,928,21 -2013,6,18,6,30,63,59,21,1.5,21.6,80,928,21.400000000000002 -2013,6,18,7,30,232,145,232,1.9000000000000001,22.6,68,928,21.3 -2013,6,18,8,30,513,111,711,2.7,24.1,55.59,929,21.1 -2013,6,18,9,30,700,124,788,3.2,25.900000000000002,42.97,929,20.8 -2013,6,18,10,30,854,129,839,3.3000000000000003,27.200000000000003,30.34,929,20.5 -2013,6,18,11,30,958,130,871,3,28.3,18.18,928,20.1 -2013,6,18,12,30,1013,105,920,2.5,29,9.290000000000001,928,19.8 -2013,6,18,13,30,996,101,922,2.1,29.5,13.84,927,19.6 -2013,6,18,14,30,921,96,913,2,29.8,25.39,927,19.400000000000002 -2013,6,18,15,30,788,97,876,2,29.8,37.93,927,18.900000000000002 -2013,6,18,16,30,613,85,832,2.1,29.5,50.58,926,18.400000000000002 -2013,6,18,17,30,410,72,749,2.1,29.200000000000003,63.1,926,18 -2013,6,18,18,30,203,52,593,1.5,26.700000000000003,75.29,926,18.400000000000002 -2013,6,18,19,30,30,18,219,1.3,24.5,86.86,926,19.6 -2013,6,18,20,30,0,0,0,1.5,23.400000000000002,98.02,927,18.5 -2013,6,18,21,30,0,0,0,1.7000000000000002,22.700000000000003,107.83,927,18.1 -2013,6,18,22,30,0,0,0,1.8,22.1,115.96000000000001,927,18 -2013,6,18,23,30,0,0,0,2.1,21.5,121.66,927,17.900000000000002 -2013,6,19,0,30,0,0,0,2.4000000000000004,21,124.18,927,17.900000000000002 -2013,6,19,1,30,0,0,0,2.6,20.6,123.08,927,18.1 -2013,6,19,2,30,0,0,0,2.7,20.200000000000003,118.58,927,18.3 -2013,6,19,3,30,0,0,0,2.4000000000000004,19.900000000000002,111.33,927,18.6 -2013,6,19,4,30,0,0,0,2.2,19.700000000000003,102.12,927,18.8 -2013,6,19,5,30,0,0,0,2.6,20.3,91.56,927,18.900000000000002 -2013,6,19,6,30,117,50,390,3.4000000000000004,22.200000000000003,80.04,928,19.1 -2013,6,19,7,30,315,81,626,4.1000000000000005,24.900000000000002,68.04,928,19.400000000000002 -2013,6,19,8,30,523,99,750,4.5,27.3,55.63,927,19.5 -2013,6,19,9,30,710,111,820,4.5,29.200000000000003,43.01,927,19.5 -2013,6,19,10,30,861,120,859,4.4,30.5,30.38,927,19.6 -2013,6,19,11,30,960,127,878,4.2,31.400000000000002,18.22,927,19.700000000000003 -2013,6,19,12,30,997,144,864,4.2,31.8,9.290000000000001,926,19.8 -2013,6,19,13,30,931,391,557,4.2,32,13.8,926,19.8 -2013,6,19,14,30,374,350,27,4.3,31.900000000000002,25.34,925,19.700000000000003 -2013,6,19,15,30,672,301,470,4.2,31.5,37.88,925,19.5 -2013,6,19,16,30,580,143,688,3.9000000000000004,30.900000000000002,50.53,924,19.400000000000002 -2013,6,19,17,30,382,118,583,3.7,30.6,63.050000000000004,924,19.6 -2013,6,19,18,30,157,86,277,2.5,27.900000000000002,75.24,924,20.3 -2013,6,19,19,30,21,19,38,2.3000000000000003,26,86.81,925,20.400000000000002 -2013,6,19,20,30,0,0,0,2.6,25,97.97,925,19.6 -2013,6,19,21,30,0,0,0,2.9000000000000004,24.3,107.79,926,19 -2013,6,19,22,30,0,0,0,3,23.400000000000002,115.92,926,18.5 -2013,6,19,23,30,0,0,0,2.9000000000000004,22.5,121.63,926,18 -2013,6,20,0,30,0,0,0,2.9000000000000004,21.8,124.16,926,17.5 -2013,6,20,1,30,0,0,0,3.1,21.200000000000003,123.09,926,17 -2013,6,20,2,30,0,0,0,3.4000000000000004,20.8,118.59,926,16.8 -2013,6,20,3,30,0,0,0,3.6,20.400000000000002,111.36,927,17 -2013,6,20,4,30,0,0,0,3.6,20.1,102.15,927,17.6 -2013,6,20,5,30,0,0,0,3.8000000000000003,20.400000000000002,91.60000000000001,927,18.1 -2013,6,20,6,30,88,59,164,4.9,21.900000000000002,80.07000000000001,928,18.7 -2013,6,20,7,30,308,94,573,5.9,24.200000000000003,68.08,928,19.200000000000003 -2013,6,20,8,30,515,118,705,6.2,26.6,55.67,928,19.5 -2013,6,20,9,30,703,134,780,6.300000000000001,28.6,43.050000000000004,928,19.5 -2013,6,20,10,30,854,144,823,6.300000000000001,30.1,30.42,928,19.200000000000003 -2013,6,20,11,30,957,150,849,6.300000000000001,31.3,18.25,928,18.7 -2013,6,20,12,30,996,160,847,6.2,32.300000000000004,9.3,927,18.2 -2013,6,20,13,30,815,437,388,6.1000000000000005,33.1,13.76,927,17.7 -2013,6,20,14,30,805,388,461,6,33.5,25.3,926,17.2 -2013,6,20,15,30,758,210,693,5.9,33.2,37.83,926,16.900000000000002 -2013,6,20,16,30,574,162,646,5.6000000000000005,32.2,50.480000000000004,926,16.7 -2013,6,20,17,30,403,83,705,5.4,31.5,63,926,16.8 -2013,6,20,18,30,158,86,285,4.2,28.700000000000003,75.19,926,17.2 -2013,6,20,19,30,22,19,48,3.8000000000000003,27.1,86.77,927,17.5 -2013,6,20,20,30,0,0,0,3.7,25.900000000000002,97.93,927,17.5 -2013,6,20,21,30,0,0,0,3.5,24.900000000000002,107.76,927,17.5 -2013,6,20,22,30,0,0,0,3.4000000000000004,24.1,115.89,928,17.5 -2013,6,20,23,30,0,0,0,3.4000000000000004,23.400000000000002,121.61,928,17.5 -2013,6,21,0,30,0,0,0,3.5,22.900000000000002,124.16,928,17.6 -2013,6,21,1,30,0,0,0,3.5,22.5,123.09,928,17.8 -2013,6,21,2,30,0,0,0,3.6,22.1,118.61,929,18.1 -2013,6,21,3,30,0,0,0,3.8000000000000003,21.8,111.38,929,18.400000000000002 -2013,6,21,4,30,0,0,0,3.9000000000000004,21.400000000000002,102.18,929,18.6 -2013,6,21,5,30,0,0,0,4.1000000000000005,21.6,91.64,929,18.8 -2013,6,21,6,30,48,48,0,5,22.700000000000003,80.11,929,19 -2013,6,21,7,30,296,95,540,5.7,24.5,68.12,929,19 -2013,6,21,8,30,382,241,250,6,26.400000000000002,55.72,930,18.900000000000002 -2013,6,21,9,30,601,276,445,6.1000000000000005,28.3,43.1,930,18.400000000000002 -2013,6,21,10,30,707,367,395,6,30.1,30.47,929,17.8 -2013,6,21,11,30,852,428,446,6,31.6,18.3,929,17.400000000000002 -2013,6,21,12,30,1010,120,901,5.9,32.6,9.32,928,17 -2013,6,21,13,30,993,120,899,5.9,33.2,13.72,928,16.6 -2013,6,21,14,30,913,118,879,6,33.300000000000004,25.25,927,16.2 -2013,6,21,15,30,781,113,844,6,33,37.78,927,16 -2013,6,21,16,30,604,103,787,6,32.300000000000004,50.44,926,15.8 -2013,6,21,17,30,402,88,692,5.9,31.8,62.96,926,15.8 -2013,6,21,18,30,195,64,511,4.9,29.3,75.15,926,16 -2013,6,21,19,30,29,22,118,4.6000000000000005,27.5,86.73,927,16.3 -2013,6,21,20,30,0,0,0,4.5,26.3,97.9,927,16.3 -2013,6,21,21,30,0,0,0,4.1000000000000005,25.3,107.73,927,16.5 -2013,6,21,22,30,0,0,0,3.7,24.3,115.87,927,16.6 -2013,6,21,23,30,0,0,0,3.5,23.5,121.60000000000001,927,16.7 -2013,6,22,0,30,0,0,0,3.4000000000000004,22.900000000000002,124.16,927,16.7 -2013,6,22,1,30,0,0,0,3.4000000000000004,22.3,123.11,927,16.7 -2013,6,22,2,30,0,0,0,3.4000000000000004,21.6,118.64,927,16.8 -2013,6,22,3,30,0,0,0,3.7,21,111.42,927,17.1 -2013,6,22,4,30,0,0,0,3.9000000000000004,20.5,102.22,928,17.6 -2013,6,22,5,30,0,0,0,4.4,20.6,91.68,928,18.2 -2013,6,22,6,30,105,65,234,5.4,22,80.16,928,18.8 -2013,6,22,7,30,302,104,532,6.300000000000001,24.400000000000002,68.17,928,19.3 -2013,6,22,8,30,515,119,704,6.7,26.8,55.76,928,19 -2013,6,22,9,30,705,127,793,6.800000000000001,28.900000000000002,43.15,928,18.1 -2013,6,22,10,30,861,132,847,6.800000000000001,30.6,30.52,928,17.2 -2013,6,22,11,30,964,134,874,6.7,31.8,18.34,927,16.6 -2013,6,22,12,30,1009,133,888,6.6000000000000005,32.7,9.34,927,16.2 -2013,6,22,13,30,990,135,881,6.4,33.1,13.69,926,15.8 -2013,6,22,14,30,910,134,858,6.2,33.1,25.21,925,15.600000000000001 -2013,6,22,15,30,774,134,810,6,32.800000000000004,37.74,925,15.4 -2013,6,22,16,30,598,122,747,5.800000000000001,32.2,50.4,924,15.200000000000001 -2013,6,22,17,30,349,150,436,5.6000000000000005,31.900000000000002,62.910000000000004,924,15.200000000000001 -2013,6,22,18,30,166,82,328,4.7,29.5,75.11,924,15.4 -2013,6,22,19,30,21,20,29,4.5,27.700000000000003,86.7,924,15.700000000000001 -2013,6,22,20,30,0,0,0,4.6000000000000005,26.5,97.86,925,15.700000000000001 -2013,6,22,21,30,0,0,0,4.4,25.400000000000002,107.7,925,15.9 -2013,6,22,22,30,0,0,0,4.1000000000000005,24.5,115.85000000000001,926,16.1 -2013,6,22,23,30,0,0,0,4.2,23.900000000000002,121.60000000000001,925,16.3 -2013,6,23,0,30,0,0,0,4.5,23.3,124.17,925,16.5 -2013,6,23,1,30,0,0,0,4.7,22.700000000000003,123.13000000000001,925,16.8 -2013,6,23,2,30,0,0,0,4.7,22.1,118.67,925,17.2 -2013,6,23,3,30,0,0,0,4.4,21.6,111.46000000000001,925,17.5 -2013,6,23,4,30,0,0,0,3.9000000000000004,21.1,102.27,925,17.7 -2013,6,23,5,30,0,0,0,3.9000000000000004,21.200000000000003,91.73,926,17.900000000000002 -2013,6,23,6,30,85,59,152,4.800000000000001,22.3,80.21000000000001,926,18.2 -2013,6,23,7,30,234,141,250,5.9,24.200000000000003,68.22,926,18.400000000000002 -2013,6,23,8,30,439,206,414,6.5,26.400000000000002,55.81,926,18.400000000000002 -2013,6,23,9,30,698,141,764,6.800000000000001,28.5,43.2,926,17.900000000000002 -2013,6,23,10,30,850,148,816,6.9,30.6,30.57,926,17.3 -2013,6,23,11,30,826,428,420,6.9,32.300000000000004,18.39,925,16.900000000000002 -2013,6,23,12,30,868,465,408,6.800000000000001,33.6,9.370000000000001,925,16.7 -2013,6,23,13,30,940,376,580,6.7,34.5,13.67,924,16.5 -2013,6,23,14,30,908,135,854,6.7,34.800000000000004,25.17,923,16.3 -2013,6,23,15,30,776,128,818,6.7,34.5,37.7,923,16.1 -2013,6,23,16,30,602,115,762,6.6000000000000005,33.7,50.36,923,15.9 -2013,6,23,17,30,400,95,669,6.5,33.1,62.88,923,15.8 -2013,6,23,18,30,197,67,504,5.4,30.3,75.08,924,15.8 -2013,6,23,19,30,30,21,145,4.800000000000001,28.3,86.67,924,16 -2013,6,23,20,30,0,0,0,4.7,26.900000000000002,97.84,925,16.1 -2013,6,23,21,30,0,0,0,4.5,25.8,107.68,926,16.2 -2013,6,23,22,30,0,0,0,4.1000000000000005,24.700000000000003,115.84,926,16.400000000000002 -2013,6,23,23,30,0,0,0,3.9000000000000004,23.8,121.60000000000001,926,16.5 -2013,6,24,0,30,0,0,0,4.1000000000000005,23.1,124.18,926,16.6 -2013,6,24,1,30,0,0,0,4.3,22.400000000000002,123.16,926,16.7 -2013,6,24,2,30,0,0,0,4.6000000000000005,21.8,118.71000000000001,926,17 -2013,6,24,3,30,0,0,0,4.6000000000000005,21.200000000000003,111.5,927,17.6 -2013,6,24,4,30,0,0,0,4.4,20.900000000000002,102.31,927,18.2 -2013,6,24,5,30,0,0,0,4.6000000000000005,20.900000000000002,91.78,927,18.7 -2013,6,24,6,30,107,63,259,5.5,22,80.26,928,19.200000000000003 -2013,6,24,7,30,300,111,511,6.2,23.8,68.27,928,19.3 -2013,6,24,8,30,425,215,373,6.5,25.8,55.870000000000005,928,19.200000000000003 -2013,6,24,9,30,689,180,699,6.6000000000000005,27.8,43.25,927,19 -2013,6,24,10,30,837,249,683,6.5,29.5,30.62,927,18.6 -2013,6,24,11,30,960,155,849,6.300000000000001,31,18.44,927,18.2 -2013,6,24,12,30,1003,157,858,6.1000000000000005,32.2,9.4,926,17.8 -2013,6,24,13,30,756,483,280,6,32.800000000000004,13.64,925,17.5 -2013,6,24,14,30,791,390,443,5.9,32.9,25.14,925,17.3 -2013,6,24,15,30,781,120,835,5.9,32.7,37.67,924,17.2 -2013,6,24,16,30,607,105,786,5.9,32.4,50.32,924,17.1 -2013,6,24,17,30,406,86,700,5.800000000000001,32.1,62.84,924,16.900000000000002 -2013,6,24,18,30,199,62,534,4.9,30,75.05,924,16.8 -2013,6,24,19,30,31,21,167,4.4,28.200000000000003,86.64,924,16.7 -2013,6,24,20,30,0,0,0,4.3,26.900000000000002,97.82000000000001,925,16.6 -2013,6,24,21,30,0,0,0,3.9000000000000004,25.700000000000003,107.67,925,16.5 -2013,6,24,22,30,0,0,0,3.6,24.700000000000003,115.84,926,16.6 -2013,6,24,23,30,0,0,0,3.7,23.900000000000002,121.60000000000001,926,16.5 -2013,6,25,0,30,0,0,0,3.9000000000000004,23.3,124.2,926,16.6 -2013,6,25,1,30,0,0,0,4.2,22.6,123.19,926,16.8 -2013,6,25,2,30,0,0,0,4.3,21.900000000000002,118.75,926,17.3 -2013,6,25,3,30,0,0,0,4.2,21.3,111.55,926,18 -2013,6,25,4,30,0,0,0,4.2,20.8,102.37,926,18.6 -2013,6,25,5,30,0,0,0,4.6000000000000005,21,91.83,926,19.1 -2013,6,25,6,30,108,59,293,5.800000000000001,22.6,80.31,927,19.6 -2013,6,25,7,30,304,96,562,6.6000000000000005,25,68.32000000000001,927,19.700000000000003 -2013,6,25,8,30,512,116,707,6.6000000000000005,27.700000000000003,55.92,927,19.5 -2013,6,25,9,30,699,129,783,6.2,30.3,43.300000000000004,926,19.200000000000003 -2013,6,25,10,30,849,139,825,5.7,32.5,30.67,926,19 -2013,6,25,11,30,950,146,848,5.2,34.4,18.5,925,19 -2013,6,25,12,30,1000,123,890,4.7,35.800000000000004,9.44,925,19 -2013,6,25,13,30,981,126,880,4.5,36.7,13.63,924,18.900000000000002 -2013,6,25,14,30,903,125,859,4.5,37.2,25.11,923,18.8 -2013,6,25,15,30,772,119,824,4.7,37.1,37.63,923,18.7 -2013,6,25,16,30,599,108,767,4.9,36.6,50.29,922,18.400000000000002 -2013,6,25,17,30,398,92,668,5,36.1,62.81,922,18 -2013,6,25,18,30,181,72,423,4.7,33.300000000000004,75.02,922,17.8 -2013,6,25,19,30,26,20,94,4.4,30.900000000000002,86.62,923,17.5 -2013,6,25,20,30,0,0,0,4.5,29.200000000000003,97.8,923,16.900000000000002 -2013,6,25,21,30,0,0,0,4.6000000000000005,27.900000000000002,107.66,924,16.5 -2013,6,25,22,30,0,0,0,4.6000000000000005,26.900000000000002,115.84,924,16.3 -2013,6,25,23,30,0,0,0,4.6000000000000005,25.900000000000002,121.62,924,16.2 -2013,6,26,0,30,0,0,0,4.5,25.1,124.23,924,16.2 -2013,6,26,1,30,0,0,0,4.4,24.3,123.23,924,16.3 -2013,6,26,2,30,0,0,0,4.3,23.6,118.8,924,16.3 -2013,6,26,3,30,0,0,0,4.2,22.900000000000002,111.61,924,16.6 -2013,6,26,4,30,0,0,0,4.2,22.3,102.42,924,17 -2013,6,26,5,30,0,0,0,4.6000000000000005,22.400000000000002,91.89,925,17.5 -2013,6,26,6,30,78,59,118,5.7,23.8,80.37,925,18 -2013,6,26,7,30,241,135,288,6.300000000000001,26.3,68.38,925,18.7 -2013,6,26,8,30,491,141,626,5.9,29.1,55.980000000000004,925,19.1 -2013,6,26,9,30,677,162,708,5.4,31.6,43.36,925,19.200000000000003 -2013,6,26,10,30,829,179,756,4.9,33.800000000000004,30.73,925,19.200000000000003 -2013,6,26,11,30,931,187,785,4.7,35.6,18.56,925,19.1 -2013,6,26,12,30,976,190,798,4.6000000000000005,36.9,9.49,925,18.900000000000002 -2013,6,26,13,30,959,185,796,4.7,37.800000000000004,13.620000000000001,924,18.6 -2013,6,26,14,30,885,175,783,4.800000000000001,38.300000000000004,25.080000000000002,924,18.2 -2013,6,26,15,30,762,143,782,5,38.2,37.6,923,17.7 -2013,6,26,16,30,593,125,732,5,37.5,50.26,923,17.2 -2013,6,26,17,30,395,103,639,5,37,62.79,923,16.8 -2013,6,26,18,30,192,71,466,3.9000000000000004,33.800000000000004,75,923,16.6 -2013,6,26,19,30,28,21,117,3.6,31.5,86.61,924,16.900000000000002 -2013,6,26,20,30,0,0,0,4,30.1,97.79,925,16.5 -2013,6,26,21,30,0,0,0,4.3,28.900000000000002,107.65,925,16.6 -2013,6,26,22,30,0,0,0,4.1000000000000005,27.8,115.85000000000001,926,16.900000000000002 -2013,6,26,23,30,0,0,0,3.8000000000000003,26.8,121.64,926,17.400000000000002 -2013,6,27,0,30,0,0,0,3.4000000000000004,25.900000000000002,124.27,926,17.8 -2013,6,27,1,30,0,0,0,3.2,25.1,123.28,926,18.1 -2013,6,27,2,30,0,0,0,3.1,24.3,118.85000000000001,926,18.3 -2013,6,27,3,30,0,0,0,2.9000000000000004,23.6,111.67,926,18.400000000000002 -2013,6,27,4,30,0,0,0,2.9000000000000004,22.900000000000002,102.49000000000001,927,18.6 -2013,6,27,5,30,0,0,0,3.4000000000000004,23,91.95,928,18.8 -2013,6,27,6,30,108,53,331,4.5,24.5,80.43,928,19 -2013,6,27,7,30,305,90,585,5.1000000000000005,27,68.44,929,19.1 -2013,6,27,8,30,516,111,725,4.9,29.8,56.04,929,18.8 -2013,6,27,9,30,708,123,805,4.4,32.5,43.42,929,18 -2013,6,27,10,30,863,131,853,4.1000000000000005,34.800000000000004,30.79,928,17 -2013,6,27,11,30,968,135,880,3.8000000000000003,36.6,18.62,928,16 -2013,6,27,12,30,1020,123,909,3.8000000000000003,37.9,9.540000000000001,927,15 -2013,6,27,13,30,1003,121,908,3.7,38.7,13.61,927,14.200000000000001 -2013,6,27,14,30,926,116,894,3.7,39,25.060000000000002,926,13.600000000000001 -2013,6,27,15,30,794,106,869,3.6,38.800000000000004,37.58,926,13.200000000000001 -2013,6,27,16,30,618,95,817,3.4000000000000004,38.1,50.230000000000004,926,13 -2013,6,27,17,30,415,80,732,3.4000000000000004,37.5,62.76,926,12.8 -2013,6,27,18,30,206,58,571,2,33.5,74.98,926,13.8 -2013,6,27,19,30,32,21,193,1.6,30.3,86.59,926,15.600000000000001 -2013,6,27,20,30,0,0,0,1.9000000000000001,28.8,97.78,927,14.700000000000001 -2013,6,27,21,30,0,0,0,2.1,27.900000000000002,107.66,928,13.9 -2013,6,27,22,30,0,0,0,2.4000000000000004,26.900000000000002,115.86,928,13.3 -2013,6,27,23,30,0,0,0,2.6,26,121.67,928,12.9 -2013,6,28,0,30,0,0,0,2.8000000000000003,25,124.31,928,12.600000000000001 -2013,6,28,1,30,0,0,0,2.8000000000000003,24.200000000000003,123.33,928,12.5 -2013,6,28,2,30,0,0,0,2.9000000000000004,23.5,118.92,927,12.5 -2013,6,28,3,30,0,0,0,3,22.900000000000002,111.73,927,12.5 -2013,6,28,4,30,0,0,0,3,22.3,102.55,927,12.600000000000001 -2013,6,28,5,30,0,0,0,3.3000000000000003,22.400000000000002,92.02,928,12.700000000000001 -2013,6,28,6,30,75,58,106,3.5,24.200000000000003,80.5,929,12.9 -2013,6,28,7,30,220,143,210,3.7,27.5,68.51,929,13.4 -2013,6,28,8,30,354,244,196,4,31.3,56.1,929,12.9 -2013,6,28,9,30,536,327,288,3.9000000000000004,34.2,43.480000000000004,929,12.100000000000001 -2013,6,28,10,30,666,403,306,3.6,36.300000000000004,30.85,929,12 -2013,6,28,11,30,815,422,415,3.4000000000000004,37.9,18.68,928,12.600000000000001 -2013,6,28,12,30,861,460,406,3.5,39.1,9.6,927,13.100000000000001 -2013,6,28,13,30,938,377,577,3.6,39.800000000000004,13.61,926,13.600000000000001 -2013,6,28,14,30,786,390,437,3.8000000000000003,40.1,25.04,925,14 -2013,6,28,15,30,766,202,711,3.9000000000000004,39.7,37.550000000000004,925,14.100000000000001 -2013,6,28,16,30,613,99,804,4,38.900000000000006,50.21,924,14 -2013,6,28,17,30,412,80,725,4,38.300000000000004,62.74,924,13.700000000000001 -2013,6,28,18,30,206,57,573,2.8000000000000003,34.5,74.96000000000001,924,13.700000000000001 -2013,6,28,19,30,32,20,208,2.1,31.200000000000003,86.58,925,15.100000000000001 -2013,6,28,20,30,0,0,0,2.4000000000000004,29.5,97.78,926,14.600000000000001 -2013,6,28,21,30,0,0,0,2.8000000000000003,28.5,107.66,926,14.100000000000001 -2013,6,28,22,30,0,0,0,2.9000000000000004,27.5,115.88,926,13.9 -2013,6,28,23,30,0,0,0,2.7,26.5,121.7,926,14.200000000000001 -2013,6,29,0,30,0,0,0,2.3000000000000003,25.5,124.36,926,14.600000000000001 -2013,6,29,1,30,0,0,0,1.8,24.5,123.39,926,15 -2013,6,29,2,30,0,0,0,1.4000000000000001,23.6,118.98,926,15.100000000000001 -2013,6,29,3,30,0,0,0,1.1,22.900000000000002,111.8,926,15.100000000000001 -2013,6,29,4,30,0,0,0,0.9,22.400000000000002,102.62,927,15.200000000000001 -2013,6,29,5,30,0,0,0,0.8,23.3,92.09,927,15.3 -2013,6,29,6,30,77,57,123,0.8,25.400000000000002,80.56,927,15.9 -2013,6,29,7,30,239,134,288,1.1,29.1,68.57000000000001,927,16 -2013,6,29,8,30,522,94,770,1.8,32.9,56.17,927,13.3 -2013,6,29,9,30,711,109,830,2.4000000000000004,34.9,43.550000000000004,927,11.4 -2013,6,29,10,30,755,348,475,2.5,36.2,30.92,927,11.200000000000001 -2013,6,29,11,30,825,425,422,2.6,37,18.75,926,11.200000000000001 -2013,6,29,12,30,869,464,411,2.7,37.5,9.67,926,11.4 -2013,6,29,13,30,871,453,430,2.9000000000000004,37.7,13.620000000000001,925,11.600000000000001 -2013,6,29,14,30,796,391,447,3.1,37.6,25.03,924,11.9 -2013,6,29,15,30,505,386,150,3.1,37.300000000000004,37.53,924,12.100000000000001 -2013,6,29,16,30,593,142,705,3.2,36.7,50.19,923,12.200000000000001 -2013,6,29,17,30,363,141,483,3.2,36.2,62.72,923,12.3 -2013,6,29,18,30,151,92,225,2.3000000000000003,32.7,74.95,923,12.700000000000001 -2013,6,29,19,30,33,20,207,1.7000000000000002,29.700000000000003,86.57000000000001,924,14.8 -2013,6,29,20,30,0,0,0,1.8,28.200000000000003,97.78,924,14.8 -2013,6,29,21,30,0,0,0,2,27.3,107.68,925,14.4 -2013,6,29,22,30,0,0,0,1.9000000000000001,26.400000000000002,115.91,925,14.4 -2013,6,29,23,30,0,0,0,1.7000000000000002,25.6,121.74000000000001,926,14.4 -2013,6,30,0,30,0,0,0,1.4000000000000001,25.1,124.41,926,14.600000000000001 -2013,6,30,1,30,0,0,0,1,24.6,123.46000000000001,926,14.9 -2013,6,30,2,30,0,0,0,0.7000000000000001,24.1,119.06,926,16.2 -2013,6,30,3,30,0,0,0,0.6000000000000001,23.3,111.87,927,18 -2013,6,30,4,30,0,0,0,1,22.3,102.7,927,18.400000000000002 -2013,6,30,5,30,0,0,0,1.6,21.5,92.16,928,18 -2013,6,30,6,30,58,55,19,2,21.700000000000003,80.63,928,17.7 -2013,6,30,7,30,193,146,129,2.3000000000000003,23,68.64,929,17.7 -2013,6,30,8,30,421,212,377,2.5,24.700000000000003,56.230000000000004,929,17.3 -2013,6,30,9,30,525,330,269,2.4000000000000004,26.3,43.61,929,16.900000000000002 -2013,6,30,10,30,733,350,447,2.1,28,30.990000000000002,928,16.400000000000002 -2013,6,30,11,30,788,419,390,1.8,29.700000000000003,18.82,928,16 -2013,6,30,12,30,893,464,434,1.8,31,9.74,927,15.8 -2013,6,30,13,30,989,123,890,1.9000000000000001,31.900000000000002,13.63,927,15.5 -2013,6,30,14,30,691,442,274,2.2,32.300000000000004,25.01,926,15.100000000000001 -2013,6,30,15,30,583,374,263,2.5,32.2,37.52,926,14.700000000000001 -2013,6,30,16,30,469,275,303,2.7,31.8,50.18,925,14.200000000000001 -2013,6,30,17,30,411,83,717,2.7,31.5,62.71,925,13.700000000000001 -2013,6,30,18,30,204,58,562,1.9000000000000001,29,74.94,926,13.700000000000001 -2013,6,30,19,30,33,20,211,1.4000000000000001,26.700000000000003,86.57000000000001,926,15.700000000000001 -2013,6,30,20,30,0,0,0,1.6,25.200000000000003,97.78,927,15 -2013,6,30,21,30,0,0,0,2,24.1,107.69,927,13.9 -2013,6,30,22,30,0,0,0,2.4000000000000004,23.200000000000003,115.94,927,12.9 -2013,6,30,23,30,0,0,0,2.3000000000000003,22.200000000000003,121.79,928,12.100000000000001 -2013,7,1,0,30,0,0,0,2,21.200000000000003,124.47,928,11.700000000000001 -2013,7,1,1,30,0,0,0,1.8,20.5,123.53,928,11.600000000000001 -2013,7,1,2,30,0,0,0,1.8,20.200000000000003,119.14,929,11.600000000000001 -2013,7,1,3,30,0,0,0,1.8,20,111.95,929,11.700000000000001 -2013,7,1,4,30,0,0,0,1.6,19.700000000000003,102.77,930,12 -2013,7,1,5,30,0,0,0,2,19.8,92.24,930,12.3 -2013,7,1,6,30,35,35,0,2.6,20.900000000000002,80.7,931,12.4 -2013,7,1,7,30,90,90,0,3.3000000000000003,22.900000000000002,68.71000000000001,931,11.8 -2013,7,1,8,30,107,107,0,4.2,25.1,56.300000000000004,931,10.8 -2013,7,1,9,30,308,285,33,4.9,26.8,43.68,931,10 -2013,7,1,10,30,661,403,301,5.300000000000001,28.1,31.05,931,9.600000000000001 -2013,7,1,11,30,798,417,403,5.4,29.200000000000003,18.900000000000002,931,9.4 -2013,7,1,12,30,976,336,650,5.4,30,9.82,930,9.1 -2013,7,1,13,30,1008,141,892,5.2,30.400000000000002,13.65,930,8.700000000000001 -2013,7,1,14,30,930,137,875,5.1000000000000005,30.400000000000002,25.01,929,8.200000000000001 -2013,7,1,15,30,424,365,75,4.9,30,37.5,929,7.7 -2013,7,1,16,30,607,138,733,4.7,29.1,50.160000000000004,929,7.1000000000000005 -2013,7,1,17,30,404,112,638,4.5,28.6,62.7,929,6.6000000000000005 -2013,7,1,18,30,196,74,470,2.9000000000000004,25.400000000000002,74.93,930,6.4 -2013,7,1,19,30,29,20,155,1.6,22.700000000000003,86.57000000000001,930,8.3 -2013,7,1,20,30,0,0,0,1.4000000000000001,21.1,97.8,931,9.1 -2013,7,1,21,30,0,0,0,1.3,20.200000000000003,107.72,931,9.3 -2013,7,1,22,30,0,0,0,1.3,19.400000000000002,115.98,931,9.4 -2013,7,1,23,30,0,0,0,1.3,18.7,121.84,931,9.600000000000001 -2013,7,2,0,30,0,0,0,1.2000000000000002,18,124.54,931,9.700000000000001 -2013,7,2,1,30,0,0,0,1.1,17.400000000000002,123.61,931,9.700000000000001 -2013,7,2,2,30,0,0,0,1,16.900000000000002,119.22,931,9.600000000000001 -2013,7,2,3,30,0,0,0,0.9,16.6,112.04,932,9.4 -2013,7,2,4,30,0,0,0,0.9,16.2,102.86,932,9.200000000000001 -2013,7,2,5,30,0,0,0,1.1,16.900000000000002,92.31,932,9.1 -2013,7,2,6,30,98,55,266,1.6,18.900000000000002,80.78,933,9.700000000000001 -2013,7,2,7,30,294,111,505,2.4000000000000004,21.900000000000002,68.78,933,9.3 -2013,7,2,8,30,506,143,655,3.2,24.700000000000003,56.370000000000005,933,7.9 -2013,7,2,9,30,701,163,745,3.7,26.400000000000002,43.75,933,7 -2013,7,2,10,30,861,173,803,3.9000000000000004,27.700000000000003,31.13,933,6.800000000000001 -2013,7,2,11,30,971,176,841,3.9000000000000004,28.8,18.98,932,6.6000000000000005 -2013,7,2,12,30,1034,141,906,3.8000000000000003,29.700000000000003,9.91,932,6.4 -2013,7,2,13,30,1020,137,909,3.7,30.200000000000003,13.67,931,6.2 -2013,7,2,14,30,943,128,899,3.6,30.3,25,930,6.1000000000000005 -2013,7,2,15,30,812,116,877,3.5,30.1,37.5,930,5.9 -2013,7,2,16,30,634,102,832,3.4000000000000004,29.5,50.15,929,5.5 -2013,7,2,17,30,427,83,749,3.3000000000000003,29,62.7,929,5.300000000000001 -2013,7,2,18,30,213,60,589,1.9000000000000001,25.6,74.93,930,5.5 -2013,7,2,19,30,24,20,67,1.1,22.700000000000003,86.58,930,9.3 -2013,7,2,20,30,0,0,0,1.2000000000000002,21.3,97.81,930,9 -2013,7,2,21,30,0,0,0,1.3,20.5,107.75,931,8.4 -2013,7,2,22,30,0,0,0,1.6,19.700000000000003,116.02,931,7.7 -2013,7,2,23,30,0,0,0,1.7000000000000002,18.900000000000002,121.91,931,7.1000000000000005 -2013,7,3,0,30,0,0,0,1.7000000000000002,18.2,124.62,931,6.9 -2013,7,3,1,30,0,0,0,1.7000000000000002,17.7,123.7,931,6.7 -2013,7,3,2,30,0,0,0,1.7000000000000002,17.2,119.31,931,6.6000000000000005 -2013,7,3,3,30,0,0,0,1.7000000000000002,16.7,112.13,930,6.5 -2013,7,3,4,30,0,0,0,1.6,16.2,102.94,930,6.4 -2013,7,3,5,30,0,0,0,2,17.1,92.4,931,6.5 -2013,7,3,6,30,114,41,460,2.7,19.700000000000003,80.86,931,6.5 -2013,7,3,7,30,244,126,329,2.5,23.400000000000002,68.86,931,6.4 -2013,7,3,8,30,532,88,804,1.7000000000000002,26.900000000000002,56.44,931,6 -2013,7,3,9,30,707,134,795,1.5,29,43.82,931,5.7 -2013,7,3,10,30,882,115,897,1.8,30.400000000000002,31.2,930,5.800000000000001 -2013,7,3,11,30,986,124,912,2,31.5,19.06,930,6 -2013,7,3,12,30,977,333,654,2.2,32.2,10,929,6.2 -2013,7,3,13,30,867,451,429,2.2,32.5,13.700000000000001,928,6.300000000000001 -2013,7,3,14,30,749,393,393,2.4000000000000004,32.5,25.01,927,6.4 -2013,7,3,15,30,636,341,372,2.6,32.2,37.49,927,6.300000000000001 -2013,7,3,16,30,550,195,554,2.8000000000000003,31.5,50.15,926,5.9 -2013,7,3,17,30,249,193,123,2.8000000000000003,31.1,62.690000000000005,926,5.6000000000000005 -2013,7,3,18,30,203,67,520,2.1,27.6,74.94,926,5.800000000000001 -2013,7,3,19,30,31,20,179,1.9000000000000001,24.700000000000003,86.59,927,8.5 -2013,7,3,20,30,0,0,0,2.5,23.400000000000002,97.84,927,7.6000000000000005 -2013,7,3,21,30,0,0,0,3,22.700000000000003,107.78,927,7.1000000000000005 -2013,7,3,22,30,0,0,0,3.5,22,116.07000000000001,928,7 -2013,7,3,23,30,0,0,0,3.7,21.200000000000003,121.97,928,7 -2013,7,4,0,30,0,0,0,3.8000000000000003,20.400000000000002,124.7,927,7.1000000000000005 -2013,7,4,1,30,0,0,0,3.6,19.700000000000003,123.79,927,7.2 -2013,7,4,2,30,0,0,0,3.4000000000000004,19.1,119.41,927,7.4 -2013,7,4,3,30,0,0,0,3.2,18.6,112.22,927,7.7 -2013,7,4,4,30,0,0,0,2.8000000000000003,18,103.03,927,8.1 -2013,7,4,5,30,0,0,0,2.9000000000000004,18.2,92.48,927,8.5 -2013,7,4,6,30,79,53,163,3.3000000000000003,19.8,80.94,928,8.700000000000001 -2013,7,4,7,30,204,142,173,3.8000000000000003,23,68.93,928,8.9 -2013,7,4,8,30,412,213,360,4.1000000000000005,26.400000000000002,56.52,928,9.3 -2013,7,4,9,30,689,161,732,3.6,28.5,43.89,928,9.600000000000001 -2013,7,4,10,30,839,180,771,3.1,29,31.27,929,9.600000000000001 -2013,7,4,11,30,944,184,804,2.9000000000000004,28.400000000000002,19.14,929,9.9 -2013,7,4,12,30,952,387,574,2.8000000000000003,28,10.1,929,10.200000000000001 -2013,7,4,13,30,979,170,833,3,28.3,13.74,928,10.600000000000001 -2013,7,4,14,30,905,158,825,3.2,28.8,25.01,927,10.8 -2013,7,4,15,30,784,124,832,3.7,29.400000000000002,37.49,927,10.8 -2013,7,4,16,30,613,106,791,4,29.400000000000002,50.15,926,10.600000000000001 -2013,7,4,17,30,411,86,710,4.1000000000000005,29.3,62.7,926,10.4 -2013,7,4,18,30,204,61,551,3,26.8,74.95,926,10.4 -2013,7,4,19,30,31,20,194,2,24.3,86.61,926,11.3 -2013,7,4,20,30,0,0,0,1.9000000000000001,23.1,97.86,927,11.4 -2013,7,4,21,30,0,0,0,2,22.6,107.82000000000001,927,11.200000000000001 -2013,7,4,22,30,0,0,0,2.3000000000000003,22.3,116.13,927,11 -2013,7,4,23,30,0,0,0,3,22.200000000000003,122.05,927,10.700000000000001 -2013,7,5,0,30,0,0,0,3.5,21.8,124.79,927,10.600000000000001 -2013,7,5,1,30,0,0,0,3.6,21,123.89,927,10.600000000000001 -2013,7,5,2,30,0,0,0,3.4000000000000004,20.1,119.51,927,10.700000000000001 -2013,7,5,3,30,0,0,0,3.2,19.400000000000002,112.32000000000001,927,10.8 -2013,7,5,4,30,0,0,0,3.2,19,103.13,927,11.200000000000001 -2013,7,5,5,30,0,0,0,3.4000000000000004,19.3,92.57000000000001,927,11.700000000000001 -2013,7,5,6,30,104,47,362,4.3,21.200000000000003,81.02,928,12.4 -2013,7,5,7,30,303,83,614,5.2,24.400000000000002,69.01,928,13 -2013,7,5,8,30,514,104,746,5.6000000000000005,27.700000000000003,56.59,928,12.5 -2013,7,5,9,30,708,117,822,5.5,30.400000000000002,43.97,928,11.8 -2013,7,5,10,30,866,125,868,5.300000000000001,32.300000000000004,31.35,927,11.100000000000001 -2013,7,5,11,30,973,129,894,5.300000000000001,33.7,19.23,927,10.5 -2013,7,5,12,30,1023,132,905,5.2,34.7,10.200000000000001,926,9.9 -2013,7,5,13,30,1008,129,905,5.1000000000000005,35.300000000000004,13.780000000000001,925,9.3 -2013,7,5,14,30,931,125,889,5,35.5,25.02,924,8.9 -2013,7,5,15,30,797,121,851,4.9,35.2,37.49,924,8.4 -2013,7,5,16,30,621,111,795,4.800000000000001,34.4,50.15,923,8 -2013,7,5,17,30,415,93,702,4.7,33.800000000000004,62.7,923,7.7 -2013,7,5,18,30,169,82,333,3.5,30.5,74.96000000000001,923,8 -2013,7,5,19,30,31,21,174,3.2,28,86.63,924,9.3 -2013,7,5,20,30,0,0,0,4,27,97.9,924,9.5 -2013,7,5,21,30,0,0,0,4,26.1,107.87,925,9.8 -2013,7,5,22,30,0,0,0,3.6,25.1,116.19,926,10.4 -2013,7,5,23,30,0,0,0,3.4000000000000004,24.3,122.13,926,10.8 -2013,7,6,0,30,0,0,0,3.5,23.6,124.89,926,11.200000000000001 -2013,7,6,1,30,0,0,0,3.4000000000000004,22.900000000000002,123.99000000000001,925,11.4 -2013,7,6,2,30,0,0,0,3.3000000000000003,22.200000000000003,119.61,925,11.700000000000001 -2013,7,6,3,30,0,0,0,3.3000000000000003,21.700000000000003,112.42,926,12.200000000000001 -2013,7,6,4,30,0,0,0,3.4000000000000004,21.3,103.22,926,12.700000000000001 -2013,7,6,5,30,0,0,0,3.6,21.5,92.66,926,13.4 -2013,7,6,6,30,102,48,347,4.4,23,81.11,926,13.9 -2013,7,6,7,30,230,131,279,5.2,25.6,69.09,927,13.9 -2013,7,6,8,30,382,229,279,5.300000000000001,28.400000000000002,56.67,927,13.5 -2013,7,6,9,30,659,205,631,5.1000000000000005,30.700000000000003,44.04,927,13.4 -2013,7,6,10,30,613,418,229,5.1000000000000005,32.5,31.43,927,13.200000000000001 -2013,7,6,11,30,841,425,441,5.2,33.7,19.32,926,13 -2013,7,6,12,30,1003,145,872,5.300000000000001,34.5,10.31,925,12.700000000000001 -2013,7,6,13,30,938,377,577,5.5,34.9,13.83,924,12.5 -2013,7,6,14,30,911,135,856,5.6000000000000005,34.9,25.04,924,12.5 -2013,7,6,15,30,783,120,836,5.7,34.7,37.5,923,12.100000000000001 -2013,7,6,16,30,611,106,789,5.5,34.1,50.160000000000004,923,11.3 -2013,7,6,17,30,410,88,701,5.4,33.6,62.71,923,10.3 -2013,7,6,18,30,202,63,536,4,30.700000000000003,74.98,924,9.5 -2013,7,6,19,30,31,20,181,3.3000000000000003,28.400000000000002,86.65,924,9.700000000000001 -2013,7,6,20,30,0,0,0,3.2,26.900000000000002,97.93,925,9.8 -2013,7,6,21,30,0,0,0,3.1,25.700000000000003,107.92,926,10 -2013,7,6,22,30,0,0,0,3,24.700000000000003,116.26,926,10.4 -2013,7,6,23,30,0,0,0,2.7,23.8,122.21000000000001,926,10.9 -2013,7,7,0,30,0,0,0,2.4000000000000004,22.900000000000002,124.99000000000001,926,11.3 -2013,7,7,1,30,0,0,0,2.2,22.3,124.11,926,11.700000000000001 -2013,7,7,2,30,0,0,0,2.2,22,119.72,926,12 -2013,7,7,3,30,0,0,0,2.3000000000000003,21.900000000000002,112.53,926,12.3 -2013,7,7,4,30,0,0,0,2.4000000000000004,21.6,103.33,927,12.9 -2013,7,7,5,30,0,0,0,2.9000000000000004,22,92.76,927,13.700000000000001 -2013,7,7,6,30,99,47,341,4,23.8,81.19,928,14.9 -2013,7,7,7,30,295,80,605,4.7,26.400000000000002,69.18,928,17 -2013,7,7,8,30,503,98,739,4.7,28.900000000000002,56.75,928,17.6 -2013,7,7,9,30,696,111,815,4.5,31,44.12,928,17.2 -2013,7,7,10,30,852,122,856,4.4,32.6,31.51,928,16.6 -2013,7,7,11,30,957,126,882,4.3,33.9,19.41,928,15.9 -2013,7,7,12,30,1004,133,885,4.2,34.9,10.42,927,15.200000000000001 -2013,7,7,13,30,991,128,889,4.1000000000000005,35.5,13.88,926,14.600000000000001 -2013,7,7,14,30,918,120,880,4,35.7,25.060000000000002,926,14 -2013,7,7,15,30,780,132,816,4.1000000000000005,35.4,37.51,925,13.700000000000001 -2013,7,7,16,30,591,146,695,4.1000000000000005,34.7,50.17,925,13.4 -2013,7,7,17,30,289,188,219,4.1000000000000005,34.2,62.730000000000004,925,13.200000000000001 -2013,7,7,18,30,196,69,492,3.2,31.400000000000002,75,926,13.200000000000001 -2013,7,7,19,30,29,21,142,2.3000000000000003,29,86.68,927,13.9 -2013,7,7,20,30,0,0,0,2.3000000000000003,27.6,97.98,927,14.3 -2013,7,7,21,30,0,0,0,2.4000000000000004,26.900000000000002,107.98,928,14.4 -2013,7,7,22,30,0,0,0,2.8000000000000003,26.400000000000002,116.34,928,14.5 -2013,7,7,23,30,0,0,0,3.3000000000000003,26,122.31,928,14.700000000000001 -2013,7,8,0,30,0,0,0,3.6,25.6,125.10000000000001,928,15.4 -2013,7,8,1,30,0,0,0,3.7,25.200000000000003,124.22,928,16.5 -2013,7,8,2,30,0,0,0,3.5,24.8,119.84,929,17.5 -2013,7,8,3,30,0,0,0,3.1,24.200000000000003,112.64,929,18.3 -2013,7,8,4,30,0,0,0,2.7,23.5,103.43,929,18.8 -2013,7,8,5,30,0,0,0,3,23.6,92.85000000000001,930,19.200000000000003 -2013,7,8,6,30,97,46,338,3.6,25.1,81.28,931,19.6 -2013,7,8,7,30,291,81,591,3.6,27.3,69.26,931,19.6 -2013,7,8,8,30,499,104,722,3.3000000000000003,29.5,56.83,931,19.3 -2013,7,8,9,30,688,119,794,3.1,31.400000000000002,44.2,931,18.8 -2013,7,8,10,30,841,130,834,3.2,32.9,31.59,931,18.3 -2013,7,8,11,30,944,137,856,3.3000000000000003,34,19.5,930,17.8 -2013,7,8,12,30,992,137,869,3.5,34.800000000000004,10.540000000000001,929,17.400000000000002 -2013,7,8,13,30,907,425,496,3.7,35.2,13.94,928,17.2 -2013,7,8,14,30,900,133,847,3.9000000000000004,35.2,25.080000000000002,928,17 -2013,7,8,15,30,749,231,654,4,34.800000000000004,37.52,928,16.8 -2013,7,8,16,30,600,108,769,4.1000000000000005,34.1,50.18,927,16.6 -2013,7,8,17,30,401,89,681,4.2,33.6,62.75,927,16.400000000000002 -2013,7,8,18,30,196,63,516,3.9000000000000004,31.400000000000002,75.02,928,16.3 -2013,7,8,19,30,30,20,163,3.7,29.700000000000003,86.72,929,16.400000000000002 -2013,7,8,20,30,0,0,0,3.9000000000000004,28.400000000000002,98.02,930,16.5 -2013,7,8,21,30,0,0,0,4.2,27.3,108.04,931,16.5 -2013,7,8,22,30,0,0,0,4.4,26.200000000000003,116.42,931,16.400000000000002 -2013,7,8,23,30,0,0,0,4.4,25.3,122.41,931,16.3 -2013,7,9,0,30,0,0,0,4.3,24.5,125.21000000000001,931,16.1 -2013,7,9,1,30,0,0,0,4,23.8,124.35000000000001,931,16 -2013,7,9,2,30,0,0,0,3.6,23.3,119.96000000000001,931,16.1 -2013,7,9,3,30,0,0,0,3.2,22.8,112.76,931,16.2 -2013,7,9,4,30,0,0,0,2.9000000000000004,22.3,103.54,931,16.5 -2013,7,9,5,30,0,0,0,3.4000000000000004,22.6,92.95,932,17 -2013,7,9,6,30,98,42,374,4.6000000000000005,24.1,81.37,932,18 -2013,7,9,7,30,294,69,638,5.2,26.3,69.35000000000001,932,18.8 -2013,7,9,8,30,504,82,773,5,28.700000000000003,56.910000000000004,932,18.2 -2013,7,9,9,30,696,90,847,4.800000000000001,30.900000000000002,44.28,932,17.2 -2013,7,9,10,30,852,95,890,4.6000000000000005,32.7,31.67,932,16.2 -2013,7,9,11,30,960,97,915,4.6000000000000005,34.2,19.6,931,15.4 -2013,7,9,12,30,1009,98,928,4.7,35.300000000000004,10.67,930,14.700000000000001 -2013,7,9,13,30,994,96,925,4.800000000000001,36,14.01,929,14.3 -2013,7,9,14,30,920,94,912,4.800000000000001,36.300000000000004,25.11,929,14 -2013,7,9,15,30,790,89,884,4.800000000000001,36.1,37.54,928,13.8 -2013,7,9,16,30,617,81,837,4.800000000000001,35.5,50.2,928,13.700000000000001 -2013,7,9,17,30,414,69,754,4.7,35.1,62.77,928,13.600000000000001 -2013,7,9,18,30,205,51,597,3.6,32.4,75.05,928,13.700000000000001 -2013,7,9,19,30,31,19,221,2.7,30.1,86.76,929,14.3 -2013,7,9,20,30,0,0,0,2.9000000000000004,28.8,98.08,929,14.700000000000001 -2013,7,9,21,30,0,0,0,3.2,28,108.11,930,15 -2013,7,9,22,30,0,0,0,3.2,27.1,116.5,930,15.3 -2013,7,9,23,30,0,0,0,3,26.3,122.51,930,15.600000000000001 -2013,7,10,0,30,0,0,0,2.9000000000000004,25.6,125.34,930,15.8 -2013,7,10,1,30,0,0,0,2.9000000000000004,25,124.47,930,16 -2013,7,10,2,30,0,0,0,3,24.5,120.09,930,16.3 -2013,7,10,3,30,0,0,0,3.2,23.900000000000002,112.88,930,16.900000000000002 -2013,7,10,4,30,0,0,0,3.2,23.3,103.65,930,17.6 -2013,7,10,5,30,0,0,0,3.6,23.3,93.05,931,18.5 -2013,7,10,6,30,67,51,108,4.6000000000000005,24.8,81.47,931,19.200000000000003 -2013,7,10,7,30,209,135,211,4.800000000000001,27.3,69.43,932,19.3 -2013,7,10,8,30,380,225,285,4.3,30,57,932,18.8 -2013,7,10,9,30,604,250,494,3.6,32.300000000000004,44.36,931,18.2 -2013,7,10,10,30,682,378,357,3.1,34,31.76,931,17.7 -2013,7,10,11,30,904,350,588,3,35.300000000000004,19.7,930,17.2 -2013,7,10,12,30,839,448,398,3.1,36.300000000000004,10.8,929,16.8 -2013,7,10,13,30,985,117,895,3.1,37,14.09,928,16.5 -2013,7,10,14,30,910,113,880,3.1,37.2,25.14,927,16.2 -2013,7,10,15,30,645,326,403,3.1,37,37.57,927,16 -2013,7,10,16,30,607,94,802,3,36.300000000000004,50.230000000000004,926,15.600000000000001 -2013,7,10,17,30,406,79,715,3,35.9,62.800000000000004,926,15.4 -2013,7,10,18,30,199,57,552,2.2,33.300000000000004,75.09,927,15.3 -2013,7,10,19,30,20,19,14,1.6,31.1,86.8,927,16.2 -2013,7,10,20,30,0,0,0,1.8,29.900000000000002,98.14,927,16.2 -2013,7,10,21,30,0,0,0,2.2,29.400000000000002,108.19,928,15.9 -2013,7,10,22,30,0,0,0,2.7,28.8,116.60000000000001,928,15.600000000000001 -2013,7,10,23,30,0,0,0,3.1,28.1,122.63,928,15.4 -2013,7,11,0,30,0,0,0,3.3000000000000003,27.3,125.46000000000001,928,15.3 -2013,7,11,1,30,0,0,0,3.3000000000000003,26.6,124.61,928,15.200000000000001 -2013,7,11,2,30,0,0,0,3.2,25.900000000000002,120.22,928,15.3 -2013,7,11,3,30,0,0,0,3,25.200000000000003,113,928,15.5 -2013,7,11,4,30,0,0,0,2.9000000000000004,24.6,103.76,928,15.9 -2013,7,11,5,30,0,0,0,3.3000000000000003,24.6,93.16,928,16.3 -2013,7,11,6,30,67,51,109,4.2,26.200000000000003,81.56,929,16.900000000000002 -2013,7,11,7,30,216,132,240,4.4,28.8,69.52,929,17.2 -2013,7,11,8,30,399,213,341,3.4000000000000004,31.8,57.08,929,16.6 -2013,7,11,9,30,554,305,348,2.3000000000000003,34.300000000000004,44.45,928,15.3 -2013,7,11,10,30,699,355,405,1.7000000000000002,35.9,31.85,928,14.700000000000001 -2013,7,11,11,30,760,435,346,1.7000000000000002,37,19.8,928,14.700000000000001 -2013,7,11,12,30,781,483,304,2.1,37.5,10.94,927,14.8 -2013,7,11,13,30,698,497,208,2.6,37.5,14.17,926,14.700000000000001 -2013,7,11,14,30,801,389,455,3,37,25.18,926,14.8 -2013,7,11,15,30,502,385,148,3.4000000000000004,36.7,37.6,925,14.700000000000001 -2013,7,11,16,30,511,243,419,3.6,36.300000000000004,50.25,925,14.600000000000001 -2013,7,11,17,30,313,177,298,3.7,36,62.83,925,14.3 -2013,7,11,18,30,190,63,495,3.1,33.5,75.13,925,14.100000000000001 -2013,7,11,19,30,23,19,74,2.4000000000000004,31.200000000000003,86.85000000000001,925,14.600000000000001 -2013,7,11,20,30,0,0,0,2.5,29.8,98.2,926,14.9 -2013,7,11,21,30,0,0,0,2.9000000000000004,28.900000000000002,108.27,926,15 -2013,7,11,22,30,0,0,0,3,28,116.7,927,15.200000000000001 -2013,7,11,23,30,0,0,0,3,27.200000000000003,122.75,927,15.4 -2013,7,12,0,30,0,0,0,3,26.5,125.60000000000001,927,15.4 -2013,7,12,1,30,0,0,0,3.1,25.900000000000002,124.75,927,15.5 -2013,7,12,2,30,0,0,0,3,25.5,120.36,927,15.5 -2013,7,12,3,30,0,0,0,2.9000000000000004,25.1,113.13,927,15.600000000000001 -2013,7,12,4,30,0,0,0,2.9000000000000004,24.700000000000003,103.88,927,15.700000000000001 -2013,7,12,5,30,0,0,0,3.3000000000000003,24.8,93.27,927,15.8 -2013,7,12,6,30,68,50,130,4.1000000000000005,26.1,81.66,928,16.3 -2013,7,12,7,30,289,72,623,4.2,28.6,69.62,928,16.900000000000002 -2013,7,12,8,30,497,90,751,3.2,31.400000000000002,57.17,928,16.3 -2013,7,12,9,30,689,103,823,2.7,33.800000000000004,44.53,928,15.3 -2013,7,12,10,30,846,110,867,3.2,35.5,31.94,928,14.600000000000001 -2013,7,12,11,30,953,114,892,3.7,36.800000000000004,19.91,927,14.200000000000001 -2013,7,12,12,30,1000,120,897,4.1000000000000005,37.5,11.08,926,14 -2013,7,12,13,30,986,119,894,4.3,37.9,14.25,926,13.8 -2013,7,12,14,30,912,117,878,4.3,37.9,25.23,925,13.600000000000001 -2013,7,12,15,30,776,123,824,4.3,37.4,37.63,925,13.3 -2013,7,12,16,30,427,289,216,4.3,36.6,50.29,925,13.200000000000001 -2013,7,12,17,30,402,92,679,4.2,36.1,62.870000000000005,925,13.100000000000001 -2013,7,12,18,30,195,65,507,3.3000000000000003,33.6,75.17,925,13.100000000000001 -2013,7,12,19,30,28,20,139,2.4000000000000004,31.400000000000002,86.9,925,13.600000000000001 -2013,7,12,20,30,0,0,0,2.4000000000000004,30.1,98.27,926,13.9 -2013,7,12,21,30,0,0,0,2.8000000000000003,29.3,108.35000000000001,927,14 -2013,7,12,22,30,0,0,0,3.1,28.5,116.8,927,14 -2013,7,12,23,30,0,0,0,3.3000000000000003,27.700000000000003,122.87,927,14 -2013,7,13,0,30,0,0,0,3.2,26.8,125.74000000000001,927,13.700000000000001 -2013,7,13,1,30,0,0,0,3,25.900000000000002,124.9,927,13.200000000000001 -2013,7,13,2,30,0,0,0,2.7,25.1,120.5,927,12.700000000000001 -2013,7,13,3,30,0,0,0,2.3000000000000003,24.3,113.26,927,12.200000000000001 -2013,7,13,4,30,0,0,0,2.2,23.700000000000003,104,928,12 -2013,7,13,5,30,0,0,0,2.7,24.1,93.38,928,11.9 -2013,7,13,6,30,97,40,395,3.4000000000000004,26.200000000000003,81.76,929,12.200000000000001 -2013,7,13,7,30,297,69,659,3.5,29.200000000000003,69.71000000000001,929,13.200000000000001 -2013,7,13,8,30,511,85,789,2.9000000000000004,32.1,57.26,929,13.4 -2013,7,13,9,30,707,95,860,2.4000000000000004,34.300000000000004,44.62,929,13.100000000000001 -2013,7,13,10,30,866,102,901,2.3000000000000003,36,32.03,928,12.9 -2013,7,13,11,30,974,107,923,2.4000000000000004,37.2,20.02,928,12.600000000000001 -2013,7,13,12,30,1023,109,933,2.6,38.1,11.23,927,12.100000000000001 -2013,7,13,13,30,958,326,652,2.7,38.6,14.35,926,11.600000000000001 -2013,7,13,14,30,564,452,124,2.8000000000000003,38.7,25.28,926,11.200000000000001 -2013,7,13,15,30,755,218,678,2.8000000000000003,38.300000000000004,37.67,925,10.700000000000001 -2013,7,13,16,30,265,246,31,2.7,37.6,50.32,925,10.200000000000001 -2013,7,13,17,30,339,158,396,2.7,37.1,62.910000000000004,924,9.8 -2013,7,13,18,30,203,57,575,1.8,34,75.22,925,9.700000000000001 -2013,7,13,19,30,29,19,182,1.2000000000000002,31.5,86.96000000000001,925,12.100000000000001 -2013,7,13,20,30,0,0,0,1.4000000000000001,30.200000000000003,98.34,926,12.200000000000001 -2013,7,13,21,30,0,0,0,1.7000000000000002,29.6,108.45,926,12 -2013,7,13,22,30,0,0,0,2,29,116.92,926,12.100000000000001 -2013,7,13,23,30,0,0,0,2.2,28.400000000000002,123.01,926,12.3 -2013,7,14,0,30,0,0,0,2.4000000000000004,27.700000000000003,125.89,926,12.5 -2013,7,14,1,30,0,0,0,2.4000000000000004,26.900000000000002,125.05,926,12.600000000000001 -2013,7,14,2,30,0,0,0,2.3000000000000003,25.900000000000002,120.65,926,12.600000000000001 -2013,7,14,3,30,0,0,0,2.3000000000000003,25,113.4,925,12.4 -2013,7,14,4,30,0,0,0,2.6,24.400000000000002,104.12,925,12.100000000000001 -2013,7,14,5,30,0,0,0,3.2,24.5,93.49,926,11.9 -2013,7,14,6,30,94,41,378,3.6,26.1,81.86,926,11.9 -2013,7,14,7,30,292,71,641,3.9000000000000004,29.1,69.8,926,12 -2013,7,14,8,30,504,89,769,3.9000000000000004,32.4,57.34,925,11.9 -2013,7,14,9,30,452,336,163,3.3000000000000003,34.800000000000004,44.7,925,11.200000000000001 -2013,7,14,10,30,856,110,881,2.4000000000000004,36.4,32.12,925,10.600000000000001 -2013,7,14,11,30,962,117,900,1.6,37.300000000000004,20.13,924,10.4 -2013,7,14,12,30,954,373,593,1.1,37.4,11.38,924,10.4 -2013,7,14,13,30,985,136,877,1.5,37,14.450000000000001,923,10.700000000000001 -2013,7,14,14,30,795,390,448,2.5,36.1,25.34,923,11.3 -2013,7,14,15,30,686,298,491,3.8000000000000003,34.7,37.71,922,12 -2013,7,14,16,30,307,270,57,5.1000000000000005,33,50.36,922,13.100000000000001 -2013,7,14,17,30,253,192,135,5.800000000000001,31.900000000000002,62.95,923,14.4 -2013,7,14,18,30,90,87,13,6.5,27.3,75.28,924,16 -2013,7,14,19,30,9,9,0,6.300000000000001,24.400000000000002,87.02,925,17.5 -2013,7,14,20,30,0,0,0,5.7,22.3,98.42,926,18.5 -2013,7,14,21,30,0,0,0,5,21.1,108.54,926,18.900000000000002 -2013,7,14,22,30,0,0,0,4.6000000000000005,20.3,117.04,927,18.7 -2013,7,14,23,30,0,0,0,4.2,19.6,123.14,927,18.400000000000002 -2013,7,15,0,30,0,0,0,3.8000000000000003,19,126.04,928,18.3 -2013,7,15,1,30,0,0,0,3.6,18.6,125.21000000000001,927,18.1 -2013,7,15,2,30,0,0,0,3.4000000000000004,18.3,120.8,927,18 -2013,7,15,3,30,0,0,0,3.3000000000000003,18.1,113.54,927,17.900000000000002 -2013,7,15,4,30,0,0,0,3.3000000000000003,17.900000000000002,104.25,927,17.8 -2013,7,15,5,30,0,0,0,3.4000000000000004,17.8,93.60000000000001,927,17.7 -2013,7,15,6,30,16,16,0,3.6,17.900000000000002,81.96000000000001,928,17.5 -2013,7,15,7,30,5,5,0,3.7,18.3,69.89,928,17.3 -2013,7,15,8,30,71,71,0,3.8000000000000003,19.200000000000003,57.43,928,17.3 -2013,7,15,9,30,118,118,0,3.9000000000000004,20.200000000000003,44.79,929,17.2 -2013,7,15,10,30,91,91,0,3.8000000000000003,21.400000000000002,32.21,928,17.2 -2013,7,15,11,30,173,165,8,3.7,22.700000000000003,20.240000000000002,928,17.3 -2013,7,15,12,30,245,231,14,3.6,23.900000000000002,11.540000000000001,928,17.400000000000002 -2013,7,15,13,30,202,191,11,3.6,24.5,14.56,927,17.5 -2013,7,15,14,30,260,247,14,3.5,24.5,25.400000000000002,927,17.7 -2013,7,15,15,30,209,201,10,3.3000000000000003,24,37.76,927,17.900000000000002 -2013,7,15,16,30,264,245,31,3.1,23.1,50.410000000000004,927,18.3 -2013,7,15,17,30,61,61,0,3,22.6,63,927,18.7 -2013,7,15,18,30,72,72,0,2.3000000000000003,21.1,75.33,928,19.1 -2013,7,15,19,30,16,16,0,1.8,20.3,87.08,928,19.5 -2013,7,15,20,30,0,0,0,1.5,19.900000000000002,98.51,929,19.700000000000003 -2013,7,15,21,30,0,0,0,1.6,19.8,108.65,929,19.8 -2013,7,15,22,30,0,0,0,2.2,19.700000000000003,117.16,930,19.700000000000003 -2013,7,15,23,30,0,0,0,2.8000000000000003,19.6,123.29,929,19.6 -2013,7,16,0,30,0,0,0,3.3000000000000003,19.5,126.2,929,19.5 -2013,7,16,1,30,0,0,0,3.5,19.5,125.37,929,19.5 -2013,7,16,2,30,0,0,0,3.6,19.5,120.96000000000001,929,19.5 -2013,7,16,3,30,0,0,0,3.7,19.6,113.68,929,19.6 -2013,7,16,4,30,0,0,0,4,19.700000000000003,104.38,929,19.700000000000003 -2013,7,16,5,30,0,0,0,4.3,20,93.72,930,20 -2013,7,16,6,30,10,10,0,4.5,20.700000000000003,82.06,930,20.400000000000002 -2013,7,16,7,30,6,6,0,5,21.700000000000003,69.99,931,20.700000000000003 -2013,7,16,8,30,171,167,7,5.300000000000001,22.700000000000003,57.52,931,20.200000000000003 -2013,7,16,9,30,50,50,0,5.1000000000000005,23.5,44.88,932,19.5 -2013,7,16,10,30,370,342,33,4.800000000000001,24.400000000000002,32.3,932,19.200000000000003 -2013,7,16,11,30,441,404,40,4.5,24.900000000000002,20.36,932,19.200000000000003 -2013,7,16,12,30,332,314,18,4.1000000000000005,24.900000000000002,11.700000000000001,932,19 -2013,7,16,13,30,298,282,16,3.7,24.5,14.67,932,19.200000000000003 -2013,7,16,14,30,147,143,4,3.5,24,25.46,932,19.6 -2013,7,16,15,30,200,193,9,3.3000000000000003,23.400000000000002,37.81,932,20 -2013,7,16,16,30,301,267,53,3,22.8,50.46,932,20.400000000000002 -2013,7,16,17,30,41,41,0,2.8000000000000003,22.6,63.06,932,20.8 -2013,7,16,18,30,138,92,185,2.4000000000000004,21.6,75.4,933,21.1 -2013,7,16,19,30,15,15,0,2.5,21,87.16,933,21 -2013,7,16,20,30,0,0,0,2.7,20.8,98.60000000000001,933,20.8 -2013,7,16,21,30,0,0,0,2.8000000000000003,20.6,108.76,934,20.6 -2013,7,16,22,30,0,0,0,2.7,20.5,117.29,934,20.5 -2013,7,16,23,30,0,0,0,2.5,20.5,123.44,934,20.5 -2013,7,17,0,30,0,0,0,2.5,20.400000000000002,126.37,934,20.400000000000002 -2013,7,17,1,30,0,0,0,2.6,20.400000000000002,125.54,934,20.400000000000002 -2013,7,17,2,30,0,0,0,2.8000000000000003,20.3,121.12,933,20.3 -2013,7,17,3,30,0,0,0,2.9000000000000004,20.200000000000003,113.83,933,20.200000000000003 -2013,7,17,4,30,0,0,0,2.8000000000000003,20.1,104.51,933,20.1 -2013,7,17,5,30,0,0,0,2.8000000000000003,20.1,93.83,934,20.1 -2013,7,17,6,30,13,13,0,3.1,20.3,82.17,934,20.3 -2013,7,17,7,30,15,15,0,3.3000000000000003,20.700000000000003,70.09,935,20.700000000000003 -2013,7,17,8,30,122,122,0,3.4000000000000004,21.400000000000002,57.61,935,20.6 -2013,7,17,9,30,274,258,23,3.3000000000000003,22.3,44.97,935,20.5 -2013,7,17,10,30,544,417,150,3.3000000000000003,23.200000000000003,32.4,935,20.3 -2013,7,17,11,30,296,281,16,3.3000000000000003,23.900000000000002,20.48,935,20.3 -2013,7,17,12,30,642,503,142,3.4000000000000004,24.3,11.870000000000001,935,20.400000000000002 -2013,7,17,13,30,766,478,298,3.5,24.3,14.8,934,20.5 -2013,7,17,14,30,616,454,179,3.6,24.1,25.54,934,20.700000000000003 -2013,7,17,15,30,156,152,4,3.6,23.700000000000003,37.87,934,21 -2013,7,17,16,30,126,126,0,3.4000000000000004,23,50.52,934,21.400000000000002 -2013,7,17,17,30,192,174,41,3.2,22.700000000000003,63.120000000000005,934,21.700000000000003 -2013,7,17,18,30,127,93,135,2.6,21.700000000000003,75.46000000000001,934,21.700000000000003 -2013,7,17,19,30,14,14,0,2.4000000000000004,21.200000000000003,87.23,934,21.200000000000003 -2013,7,17,20,30,0,0,0,2.3000000000000003,20.900000000000002,98.7,934,20.900000000000002 -2013,7,17,21,30,0,0,0,2.3000000000000003,20.700000000000003,108.87,934,20.700000000000003 -2013,7,17,22,30,0,0,0,2.3000000000000003,20.5,117.43,934,20.5 -2013,7,17,23,30,0,0,0,2.3000000000000003,20.3,123.60000000000001,934,20.3 -2013,7,18,0,30,0,0,0,2.1,20.1,126.54,934,20.1 -2013,7,18,1,30,0,0,0,1.9000000000000001,20,125.71000000000001,934,20 -2013,7,18,2,30,0,0,0,1.8,19.8,121.28,934,19.8 -2013,7,18,3,30,0,0,0,1.7000000000000002,19.700000000000003,113.98,934,19.700000000000003 -2013,7,18,4,30,0,0,0,1.7000000000000002,19.6,104.64,934,19.6 -2013,7,18,5,30,0,0,0,2,19.8,93.95,934,19.8 -2013,7,18,6,30,27,27,0,2.7,20.400000000000002,82.27,934,20.400000000000002 -2013,7,18,7,30,74,74,0,3.3000000000000003,21.400000000000002,70.18,935,20.6 -2013,7,18,8,30,325,233,172,3.7,22.6,57.71,935,20.400000000000002 -2013,7,18,9,30,475,330,206,3.9000000000000004,23.900000000000002,45.06,934,20.1 -2013,7,18,10,30,620,407,254,4,25,32.5,934,20 -2013,7,18,11,30,601,474,136,3.9000000000000004,25.900000000000002,20.6,934,19.8 -2013,7,18,12,30,586,490,98,3.8000000000000003,26.5,12.05,933,19.700000000000003 -2013,7,18,13,30,980,101,910,3.6,26.8,14.93,932,19.700000000000003 -2013,7,18,14,30,410,377,37,3.4000000000000004,26.8,25.62,932,19.700000000000003 -2013,7,18,15,30,170,166,6,3.2,26.700000000000003,37.93,931,19.6 -2013,7,18,16,30,605,81,824,2.9000000000000004,26.400000000000002,50.58,931,19.700000000000003 -2013,7,18,17,30,403,69,739,2.8000000000000003,26.200000000000003,63.18,931,19.700000000000003 -2013,7,18,18,30,195,50,577,1.5,24.200000000000003,75.54,931,20.400000000000002 -2013,7,18,19,30,25,16,192,1,22.6,87.32000000000001,931,21.3 -2013,7,18,20,30,0,0,0,1,21.8,98.8,931,20.8 -2013,7,18,21,30,0,0,0,1,21.200000000000003,108.99000000000001,931,20.5 -2013,7,18,22,30,0,0,0,1,20.700000000000003,117.57000000000001,931,20.200000000000003 -2013,7,18,23,30,0,0,0,1.1,20.200000000000003,123.76,931,19.900000000000002 -2013,7,19,0,30,0,0,0,1.1,19.8,126.72,931,19.700000000000003 -2013,7,19,1,30,0,0,0,1.1,19.400000000000002,125.89,931,19.400000000000002 -2013,7,19,2,30,0,0,0,1.1,19,121.45,930,19 -2013,7,19,3,30,0,0,0,1.1,18.7,114.13,930,18.7 -2013,7,19,4,30,0,0,0,1.1,18.400000000000002,104.78,930,18.400000000000002 -2013,7,19,5,30,0,0,0,1.5,19.1,94.07000000000001,931,19.1 -2013,7,19,6,30,86,38,362,2.1,20.900000000000002,82.38,931,19.5 -2013,7,19,7,30,281,69,630,2.7,23.5,70.28,931,20 -2013,7,19,8,30,491,87,757,3,25.8,57.800000000000004,931,19.6 -2013,7,19,9,30,685,101,828,3.1,27.200000000000003,45.15,931,19.6 -2013,7,19,10,30,842,111,868,3.1,28.1,32.59,931,19.5 -2013,7,19,11,30,950,117,890,3.1,28.8,20.72,930,19.6 -2013,7,19,12,30,1000,116,905,3,29.3,12.22,929,19.6 -2013,7,19,13,30,987,113,905,2.9000000000000004,29.5,15.06,929,19.6 -2013,7,19,14,30,912,108,892,2.8000000000000003,29.5,25.7,928,19.5 -2013,7,19,15,30,783,101,864,2.7,29.200000000000003,38,927,19.400000000000002 -2013,7,19,16,30,607,90,815,2.7,28.6,50.64,927,19.3 -2013,7,19,17,30,404,76,729,2.6,28.200000000000003,63.25,927,19.200000000000003 -2013,7,19,18,30,194,55,561,1.6,25.6,75.62,927,20.3 -2013,7,19,19,30,24,17,170,1.3,23.900000000000002,87.4,928,21.1 -2013,7,19,20,30,0,0,0,1.3,23,98.9,928,20.400000000000002 -2013,7,19,21,30,0,0,0,1.5,22.400000000000002,109.12,929,20 -2013,7,19,22,30,0,0,0,1.8,21.900000000000002,117.72,929,19.700000000000003 -2013,7,19,23,30,0,0,0,2.2,21.400000000000002,123.93,928,19.3 -2013,7,20,0,30,0,0,0,2.4000000000000004,20.8,126.9,928,19.1 -2013,7,20,1,30,0,0,0,2.4000000000000004,20.200000000000003,126.08,928,18.900000000000002 -2013,7,20,2,30,0,0,0,2.2,19.6,121.63,928,18.900000000000002 -2013,7,20,3,30,0,0,0,1.9000000000000001,19.200000000000003,114.29,928,18.8 -2013,7,20,4,30,0,0,0,1.7000000000000002,18.900000000000002,104.92,928,18.8 -2013,7,20,5,30,0,0,0,2.3000000000000003,19.400000000000002,94.2,928,18.900000000000002 -2013,7,20,6,30,85,36,373,2.9000000000000004,21.3,82.49,928,19.3 -2013,7,20,7,30,281,65,643,3.4000000000000004,23.900000000000002,70.38,928,20 -2013,7,20,8,30,492,83,771,3.3000000000000003,26.400000000000002,57.89,928,20.1 -2013,7,20,9,30,686,95,839,2.7,27.900000000000002,45.25,928,20.1 -2013,7,20,10,30,843,105,876,2.5,29,32.7,928,20 -2013,7,20,11,30,950,113,895,2.6,29.700000000000003,20.85,927,19.900000000000002 -2013,7,20,12,30,1002,102,922,2.9000000000000004,30.1,12.41,927,19.700000000000003 -2013,7,20,13,30,986,105,912,3.1,30.3,15.200000000000001,926,19.5 -2013,7,20,14,30,909,105,893,3.3000000000000003,30.200000000000003,25.79,926,19.3 -2013,7,20,15,30,778,100,861,3.3000000000000003,29.900000000000002,38.07,925,19.1 -2013,7,20,16,30,602,91,808,3.2,29.3,50.71,925,19 -2013,7,20,17,30,399,77,717,3.1,28.900000000000002,63.33,925,19 -2013,7,20,18,30,155,80,304,1.9000000000000001,26.400000000000002,75.7,925,20.200000000000003 -2013,7,20,19,30,23,16,161,1.6,24.700000000000003,87.5,926,20.900000000000002 -2013,7,20,20,30,0,0,0,1.6,23.8,99.02,926,20.5 -2013,7,20,21,30,0,0,0,1.8,23.1,109.25,927,20.3 -2013,7,20,22,30,0,0,0,1.9000000000000001,22.5,117.87,927,20.1 -2013,7,20,23,30,0,0,0,2.1,22,124.11,927,20 -2013,7,21,0,30,0,0,0,2.2,21.400000000000002,127.09,926,19.900000000000002 -2013,7,21,1,30,0,0,0,2.2,20.900000000000002,126.27,926,19.8 -2013,7,21,2,30,0,0,0,2,20.5,121.81,926,19.6 -2013,7,21,3,30,0,0,0,1.9000000000000001,20.200000000000003,114.45,926,19.3 -2013,7,21,4,30,0,0,0,2,19.900000000000002,105.06,926,19.1 -2013,7,21,5,30,0,0,0,2.5,20.3,94.32000000000001,926,18.900000000000002 -2013,7,21,6,30,83,35,376,3.1,22,82.60000000000001,927,19.1 -2013,7,21,7,30,279,62,651,3.6,24.400000000000002,70.49,927,19.400000000000002 -2013,7,21,8,30,490,77,780,3.8000000000000003,26.700000000000003,57.99,927,19.200000000000003 -2013,7,21,9,30,685,87,850,3.6,28.5,45.34,927,19 -2013,7,21,10,30,844,93,893,3.5,29.8,32.8,927,18.900000000000002 -2013,7,21,11,30,953,96,917,3.7,30.8,20.98,926,18.900000000000002 -2013,7,21,12,30,1002,97,928,4,31.400000000000002,12.6,926,18.900000000000002 -2013,7,21,13,30,989,96,926,4.1000000000000005,31.700000000000003,15.35,925,18.900000000000002 -2013,7,21,14,30,914,92,914,4.1000000000000005,31.700000000000003,25.89,925,18.900000000000002 -2013,7,21,15,30,780,96,869,4.1000000000000005,31.400000000000002,38.15,924,18.8 -2013,7,21,16,30,603,88,815,4,30.700000000000003,50.79,924,18.8 -2013,7,21,17,30,398,76,721,3.9000000000000004,30.200000000000003,63.410000000000004,924,19 -2013,7,21,18,30,188,55,544,2.7,27.400000000000002,75.79,925,20 -2013,7,21,19,30,22,16,143,2.5,25.700000000000003,87.59,925,20.5 -2013,7,21,20,30,0,0,0,2.8000000000000003,25,99.13,926,20.3 -2013,7,21,21,30,0,0,0,2.9000000000000004,24.3,109.39,926,20.400000000000002 -2013,7,21,22,30,0,0,0,2.9000000000000004,23.6,118.03,927,20.400000000000002 -2013,7,21,23,30,0,0,0,2.9000000000000004,23,124.29,927,20.400000000000002 -2013,7,22,0,30,0,0,0,2.7,22.5,127.29,927,20.3 -2013,7,22,1,30,0,0,0,2.5,21.900000000000002,126.46000000000001,926,20.200000000000003 -2013,7,22,2,30,0,0,0,2.3000000000000003,21.400000000000002,121.99000000000001,926,20.1 -2013,7,22,3,30,0,0,0,2.2,21,114.61,927,20.1 -2013,7,22,4,30,0,0,0,2.2,20.700000000000003,105.2,927,20.1 -2013,7,22,5,30,0,0,0,2.6,21,94.45,927,20.1 -2013,7,22,6,30,76,41,281,3.4000000000000004,22.5,82.71000000000001,927,20.3 -2013,7,22,7,30,266,79,564,4.1000000000000005,24.8,70.59,927,20.6 -2013,7,22,8,30,473,102,701,4.3,26.8,58.08,927,20.8 -2013,7,22,9,30,663,120,775,4.2,28.5,45.43,927,21 -2013,7,22,10,30,816,137,809,4.1000000000000005,29.6,32.9,927,21 -2013,7,22,11,30,920,151,824,4.1000000000000005,30.200000000000003,21.11,927,21 -2013,7,22,12,30,970,149,841,4.3,30.5,12.790000000000001,926,20.900000000000002 -2013,7,22,13,30,895,427,486,4.5,30.5,15.51,926,21 -2013,7,22,14,30,878,148,813,4.800000000000001,30.3,25.990000000000002,925,21.1 -2013,7,22,15,30,752,132,790,4.9,30.1,38.24,925,21.1 -2013,7,22,16,30,582,113,743,4.7,29.6,50.870000000000005,925,21 -2013,7,22,17,30,383,91,653,4.6000000000000005,29.3,63.49,925,20.8 -2013,7,22,18,30,179,62,482,3.2,27.400000000000002,75.88,925,21.1 -2013,7,22,19,30,12,12,0,2.6,26.200000000000003,87.69,925,21.1 -2013,7,22,20,30,0,0,0,2.6,25.5,99.26,926,20.8 -2013,7,22,21,30,0,0,0,2.8000000000000003,25,109.53,926,20.700000000000003 -2013,7,22,22,30,0,0,0,2.8000000000000003,24.400000000000002,118.2,927,20.6 -2013,7,22,23,30,0,0,0,2.6,23.8,124.48,927,20.5 -2013,7,23,0,30,0,0,0,2.4000000000000004,23.200000000000003,127.49000000000001,927,20.400000000000002 -2013,7,23,1,30,0,0,0,2.5,22.700000000000003,126.66,927,20.3 -2013,7,23,2,30,0,0,0,2.8000000000000003,22.3,122.18,927,20.200000000000003 -2013,7,23,3,30,0,0,0,3.1,21.900000000000002,114.78,927,20.200000000000003 -2013,7,23,4,30,0,0,0,3.3000000000000003,21.6,105.35000000000001,927,20.3 -2013,7,23,5,30,0,0,0,3.6,21.8,94.58,927,20.400000000000002 -2013,7,23,6,30,76,39,300,4.6000000000000005,23.1,82.82000000000001,927,20.700000000000003 -2013,7,23,7,30,268,72,592,5.4,25.400000000000002,70.69,927,21.1 -2013,7,23,8,30,477,91,733,5.300000000000001,27.8,58.18,927,21.400000000000002 -2013,7,23,9,30,670,103,809,4.9,29.8,45.53,927,21.400000000000002 -2013,7,23,10,30,827,114,850,4.5,31.400000000000002,33,927,21.400000000000002 -2013,7,23,11,30,932,122,870,4.3,32.5,21.240000000000002,927,21.400000000000002 -2013,7,23,12,30,985,110,898,4.2,33.1,12.99,926,21.3 -2013,7,23,13,30,969,113,890,4.2,33.300000000000004,15.67,926,21.200000000000003 -2013,7,23,14,30,892,113,867,4.2,33.2,26.1,925,21.1 -2013,7,23,15,30,761,111,827,4.3,32.800000000000004,38.33,925,21 -2013,7,23,16,30,586,103,767,4.3,32,50.95,924,20.900000000000002 -2013,7,23,17,30,384,87,666,4.3,31.5,63.58,924,21 -2013,7,23,18,30,178,62,478,3.3000000000000003,28.900000000000002,75.98,924,21.5 -2013,7,23,19,30,19,15,84,3.2,27.6,87.8,925,21.6 -2013,7,23,20,30,0,0,0,3.2,26.8,99.38,925,21.5 -2013,7,23,21,30,0,0,0,2.9000000000000004,26.200000000000003,109.68,926,21.400000000000002 -2013,7,23,22,30,0,0,0,2.7,25.6,118.37,926,21.200000000000003 -2013,7,23,23,30,0,0,0,2.5,25.1,124.67,926,21 -2013,7,24,0,30,0,0,0,2.6,24.700000000000003,127.69,926,20.700000000000003 -2013,7,24,1,30,0,0,0,2.8000000000000003,24.3,126.87,926,20.3 -2013,7,24,2,30,0,0,0,3,23.8,122.37,926,19.6 -2013,7,24,3,30,0,0,0,3,23.200000000000003,114.95,926,18.900000000000002 -2013,7,24,4,30,0,0,0,3,22.5,105.5,926,18.5 -2013,7,24,5,30,0,0,0,3.3000000000000003,22.3,94.7,927,18.400000000000002 -2013,7,24,6,30,74,40,280,3.6,23,82.94,927,18.5 -2013,7,24,7,30,268,76,584,3.7,24.700000000000003,70.79,927,18.900000000000002 -2013,7,24,8,30,480,95,732,3.7,26.900000000000002,58.28,927,19.400000000000002 -2013,7,24,9,30,675,107,813,3.4000000000000004,29,45.63,927,19.700000000000003 -2013,7,24,10,30,834,115,858,2.9000000000000004,30.8,33.11,927,19.6 -2013,7,24,11,30,797,409,417,2.7,32.1,21.38,927,19.700000000000003 -2013,7,24,12,30,859,452,417,2.8000000000000003,32.800000000000004,13.19,927,20 -2013,7,24,13,30,794,435,373,3.1,32.6,15.85,927,20.200000000000003 -2013,7,24,14,30,740,390,390,3.1,32.1,26.21,927,20.400000000000002 -2013,7,24,15,30,689,287,514,3,31.5,38.42,927,20.5 -2013,7,24,16,30,591,102,778,2.5,30.700000000000003,51.04,927,20.6 -2013,7,24,17,30,387,87,677,2.2,30.3,63.67,927,21.200000000000003 -2013,7,24,18,30,179,62,486,1.2000000000000002,28,76.08,927,22.5 -2013,7,24,19,30,18,15,81,1.1,26.8,87.91,927,22.200000000000003 -2013,7,24,20,30,0,0,0,1.2000000000000002,26.200000000000003,99.52,928,21.700000000000003 -2013,7,24,21,30,0,0,0,1.4000000000000001,25.8,109.83,928,21.5 -2013,7,24,22,30,0,0,0,1.5,25.400000000000002,118.55,928,21.400000000000002 -2013,7,24,23,30,0,0,0,1.6,25,124.87,928,21.3 -2013,7,25,0,30,0,0,0,1.8,24.6,127.91,928,21.200000000000003 -2013,7,25,1,30,0,0,0,1.8,24.200000000000003,127.08,928,21.1 -2013,7,25,2,30,0,0,0,1.8,23.900000000000002,122.56,929,21 -2013,7,25,3,30,0,0,0,1.6,23.6,115.12,929,20.8 -2013,7,25,4,30,0,0,0,1.2000000000000002,23.200000000000003,105.65,929,20.6 -2013,7,25,5,30,0,0,0,1,23.200000000000003,94.84,929,20.400000000000002 -2013,7,25,6,30,72,40,265,1.2000000000000002,23.900000000000002,83.05,929,20.6 -2013,7,25,7,30,264,77,571,1.3,25.3,70.9,930,20.3 -2013,7,25,8,30,474,97,719,1.3,27,58.38,930,19.900000000000002 -2013,7,25,9,30,669,110,800,1.3,28.6,45.72,930,19.6 -2013,7,25,10,30,828,117,850,1.4000000000000001,29.8,33.22,930,19.900000000000002 -2013,7,25,11,30,801,408,423,1.7000000000000002,30.200000000000003,21.52,930,20.3 -2013,7,25,12,30,784,462,331,2.1,30.200000000000003,13.4,930,20.6 -2013,7,25,13,30,450,413,39,2.5,30.1,16.02,930,20.900000000000002 -2013,7,25,14,30,823,364,512,2.8000000000000003,29.8,26.330000000000002,929,21.200000000000003 -2013,7,25,15,30,756,127,805,3,29.400000000000002,38.52,929,21.400000000000002 -2013,7,25,16,30,581,112,747,3,28.8,51.14,929,21.5 -2013,7,25,17,30,169,159,22,3,28.5,63.77,929,21.900000000000002 -2013,7,25,18,30,98,87,46,2.5,26.8,76.19,929,22.400000000000002 -2013,7,25,19,30,9,9,0,2.6,25.900000000000002,88.02,929,22.3 -2013,7,25,20,30,0,0,0,2.9000000000000004,25.5,99.66,929,22.1 -2013,7,25,21,30,0,0,0,3.1,25.1,109.99000000000001,929,21.900000000000002 -2013,7,25,22,30,0,0,0,3.2,24.700000000000003,118.73,929,21.6 -2013,7,25,23,30,0,0,0,3.2,24.200000000000003,125.08,929,21.3 -2013,7,26,0,30,0,0,0,3,23.8,128.13,929,21 -2013,7,26,1,30,0,0,0,2.8000000000000003,23.400000000000002,127.3,928,20.700000000000003 -2013,7,26,2,30,0,0,0,2.7,23.1,122.76,928,20.5 -2013,7,26,3,30,0,0,0,2.6,22.700000000000003,115.29,928,20.200000000000003 -2013,7,26,4,30,0,0,0,2.6,22.200000000000003,105.8,928,19.900000000000002 -2013,7,26,5,30,0,0,0,2.8000000000000003,22.200000000000003,94.97,928,19.700000000000003 -2013,7,26,6,30,21,21,0,3.2,23.1,83.17,929,19.6 -2013,7,26,7,30,190,124,205,3.7,25.200000000000003,71,929,19.6 -2013,7,26,8,30,376,206,325,4.1000000000000005,27.900000000000002,58.47,929,19.3 -2013,7,26,9,30,663,118,783,4,30.3,45.82,929,18.8 -2013,7,26,10,30,795,261,639,3.7,32.300000000000004,33.33,929,18.3 -2013,7,26,11,30,927,133,855,3.5,33.7,21.67,928,18.2 -2013,7,26,12,30,975,137,862,3.8000000000000003,34.4,13.620000000000001,928,18.5 -2013,7,26,13,30,881,433,466,4.3,34.2,16.21,927,18.7 -2013,7,26,14,30,883,140,829,4.7,33.5,26.46,927,18.7 -2013,7,26,15,30,756,128,804,5,32.9,38.63,927,18.400000000000002 -2013,7,26,16,30,587,106,769,5,32,51.24,927,17.900000000000002 -2013,7,26,17,30,388,82,693,5,31.5,63.88,927,17.5 -2013,7,26,18,30,180,55,529,4,28.200000000000003,76.3,928,17.6 -2013,7,26,19,30,17,13,127,3.5,26.1,88.14,929,18 -2013,7,26,20,30,0,0,0,3.4000000000000004,24.8,99.8,930,18.2 -2013,7,26,21,30,0,0,0,3.1,23.8,110.16,930,18.400000000000002 -2013,7,26,22,30,0,0,0,2.8000000000000003,23,118.92,931,18.7 -2013,7,26,23,30,0,0,0,2.7,22.3,125.29,931,18.8 -2013,7,27,0,30,0,0,0,2.7,21.700000000000003,128.35,931,18.8 -2013,7,27,1,30,0,0,0,2.5,21,127.52,930,18.7 -2013,7,27,2,30,0,0,0,2.3000000000000003,20.1,122.96000000000001,930,18.6 -2013,7,27,3,30,0,0,0,2.2,19.400000000000002,115.47,930,18.5 -2013,7,27,4,30,0,0,0,2.1,18.900000000000002,105.95,930,18.5 -2013,7,27,5,30,0,0,0,2.6,19.1,95.10000000000001,930,18.400000000000002 -2013,7,27,6,30,76,35,357,3.4000000000000004,20.8,83.28,931,18.400000000000002 -2013,7,27,7,30,277,65,653,3.8000000000000003,23.1,71.11,931,18 -2013,7,27,8,30,430,150,538,3.8000000000000003,25.1,58.57,931,17.5 -2013,7,27,9,30,606,225,549,3.6,26.900000000000002,45.92,931,17.2 -2013,7,27,10,30,836,184,782,3.5,28.400000000000002,33.44,931,17 -2013,7,27,11,30,841,405,470,3.4000000000000004,29.700000000000003,21.81,930,16.7 -2013,7,27,12,30,968,313,675,3.4000000000000004,30.700000000000003,13.83,929,16.2 -2013,7,27,13,30,958,298,689,3.4000000000000004,31.200000000000003,16.4,929,15.8 -2013,7,27,14,30,931,93,938,3.4000000000000004,31.400000000000002,26.59,928,15.4 -2013,7,27,15,30,796,87,909,3.4000000000000004,31.1,38.74,928,15 -2013,7,27,16,30,616,79,859,3.3000000000000003,30.3,51.35,927,14.4 -2013,7,27,17,30,328,148,409,3.3000000000000003,29.8,63.980000000000004,927,13.8 -2013,7,27,18,30,155,71,358,1.9000000000000001,26.200000000000003,76.41,927,14.700000000000001 -2013,7,27,19,30,17,13,146,1.4000000000000001,23.900000000000002,88.26,927,15.8 -2013,7,27,20,30,0,0,0,1.5,23,99.95,928,15.3 -2013,7,27,21,30,0,0,0,1.7000000000000002,22.3,110.33,928,15 -2013,7,27,22,30,0,0,0,1.9000000000000001,21.700000000000003,119.12,928,14.8 -2013,7,27,23,30,0,0,0,2.1,21,125.51,928,14.600000000000001 -2013,7,28,0,30,0,0,0,2.2,20.3,128.58,928,14.700000000000001 -2013,7,28,1,30,0,0,0,2.1,19.700000000000003,127.74000000000001,928,14.8 -2013,7,28,2,30,0,0,0,2,19,123.16,928,15.100000000000001 -2013,7,28,3,30,0,0,0,1.8,18.3,115.65,928,15.4 -2013,7,28,4,30,0,0,0,1.8,17.7,106.11,928,15.600000000000001 -2013,7,28,5,30,0,0,0,2.2,18,95.24,928,15.8 -2013,7,28,6,30,78,32,407,3,19.900000000000002,83.4,928,16.1 -2013,7,28,7,30,282,59,692,3.5,22.700000000000003,71.22,928,16.3 -2013,7,28,8,30,501,75,820,3.4000000000000004,25.200000000000003,58.67,928,16.2 -2013,7,28,9,30,700,84,887,2.9000000000000004,27.200000000000003,46.02,928,15.600000000000001 -2013,7,28,10,30,862,91,925,2.6,28.900000000000002,33.55,927,14.9 -2013,7,28,11,30,971,95,945,2.6,30.3,21.96,927,14.3 -2013,7,28,12,30,1018,103,943,2.7,31.400000000000002,14.06,926,14 -2013,7,28,13,30,1001,103,938,2.9000000000000004,32.2,16.59,925,13.700000000000001 -2013,7,28,14,30,920,100,918,3.1,32.6,26.73,925,13.700000000000001 -2013,7,28,15,30,782,101,875,3.3000000000000003,32.6,38.85,924,13.700000000000001 -2013,7,28,16,30,600,93,814,3.4000000000000004,32.1,51.46,924,13.700000000000001 -2013,7,28,17,30,389,82,702,3.4000000000000004,31.700000000000003,64.1,924,14 -2013,7,28,18,30,126,84,182,2.3000000000000003,28.6,76.54,924,16 -2013,7,28,19,30,13,12,37,2.3000000000000003,26.900000000000002,88.39,925,16.5 -2013,7,28,20,30,0,0,0,3,26.5,100.10000000000001,925,16.2 -2013,7,28,21,30,0,0,0,3.6,26.200000000000003,110.5,925,16.7 -2013,7,28,22,30,0,0,0,3.9000000000000004,25.700000000000003,119.32000000000001,925,17.6 -2013,7,28,23,30,0,0,0,3.8000000000000003,25.3,125.73,925,18.5 -2013,7,29,0,30,0,0,0,3.6,24.900000000000002,128.81,925,19.200000000000003 -2013,7,29,1,30,0,0,0,3.4000000000000004,24.5,127.97,925,19.6 -2013,7,29,2,30,0,0,0,3.4000000000000004,24,123.37,925,19.900000000000002 -2013,7,29,3,30,0,0,0,3.5,23.6,115.83,925,19.900000000000002 -2013,7,29,4,30,0,0,0,3.6,23.200000000000003,106.26,926,19.900000000000002 -2013,7,29,5,30,0,0,0,3.9000000000000004,23.1,95.37,926,20.1 -2013,7,29,6,30,31,31,0,4.7,24,83.52,927,20.5 -2013,7,29,7,30,114,110,12,5.6000000000000005,25.5,71.32000000000001,927,21.1 -2013,7,29,8,30,441,145,570,5.800000000000001,27.400000000000002,58.78,927,21.1 -2013,7,29,9,30,635,159,687,5.800000000000001,29.200000000000003,46.12,927,20.700000000000003 -2013,7,29,10,30,547,412,163,5.7,30.6,33.67,927,20.400000000000002 -2013,7,29,11,30,810,408,433,5.4,31.6,22.12,927,20.1 -2013,7,29,12,30,523,461,64,5.2,32.1,14.280000000000001,927,20 -2013,7,29,13,30,845,438,425,4.9,32.1,16.8,926,19.8 -2013,7,29,14,30,677,436,270,4.4,31.8,26.88,926,19.700000000000003 -2013,7,29,15,30,743,132,785,3.8000000000000003,31.200000000000003,38.97,926,19.700000000000003 -2013,7,29,16,30,568,118,725,2.9000000000000004,30.5,51.57,926,19.900000000000002 -2013,7,29,17,30,325,146,411,2.3000000000000003,30.200000000000003,64.22,926,20.900000000000002 -2013,7,29,18,30,85,81,21,1.5,28.200000000000003,76.66,926,21.900000000000002 -2013,7,29,19,30,5,5,0,1.8,27.200000000000003,88.51,927,21 -2013,7,29,20,30,0,0,0,2.2,26.700000000000003,100.26,927,20.1 -2013,7,29,21,30,0,0,0,2.6,26.1,110.69,928,19.3 -2013,7,29,22,30,0,0,0,2.6,25.3,119.52,928,18.7 -2013,7,29,23,30,0,0,0,2.8000000000000003,24.5,125.96000000000001,928,18.400000000000002 -2013,7,30,0,30,0,0,0,3.2,23.900000000000002,129.05,928,18 -2013,7,30,1,30,0,0,0,3.6,23.3,128.2,928,17.6 -2013,7,30,2,30,0,0,0,3.8000000000000003,22.8,123.59,928,17.3 -2013,7,30,3,30,0,0,0,3.8000000000000003,22.5,116.02,928,17.400000000000002 -2013,7,30,4,30,0,0,0,3.8000000000000003,22.400000000000002,106.42,929,18 -2013,7,30,5,30,0,0,0,4,22.400000000000002,95.51,929,18.8 -2013,7,30,6,30,36,36,5,4.800000000000001,23.3,83.63,929,19.6 -2013,7,30,7,30,192,118,230,5.6000000000000005,25.1,71.43,930,20.400000000000002 -2013,7,30,8,30,338,219,232,5.7,27.5,58.88,930,20.5 -2013,7,30,9,30,388,318,101,5.1000000000000005,29.700000000000003,46.230000000000004,930,20 -2013,7,30,10,30,709,331,455,4.4,31.400000000000002,33.78,930,19.700000000000003 -2013,7,30,11,30,811,407,436,3.7,32.6,22.27,929,19.6 -2013,7,30,12,30,870,448,436,3.2,33.300000000000004,14.52,929,19.6 -2013,7,30,13,30,859,436,442,2.7,33.6,17.01,929,19.6 -2013,7,30,14,30,786,377,459,2.4000000000000004,33.7,27.03,928,19.700000000000003 -2013,7,30,15,30,649,299,450,2.3000000000000003,33.7,39.1,928,19.700000000000003 -2013,7,30,16,30,453,263,305,2.2,33.300000000000004,51.69,928,19.700000000000003 -2013,7,30,17,30,310,156,354,2.1,33,64.34,928,20.1 -2013,7,30,18,30,146,71,329,1.5,30.3,76.79,928,21.700000000000003 -2013,7,30,19,30,8,8,0,1.5,28.700000000000003,88.65,928,21.3 -2013,7,30,20,30,0,0,0,1.7000000000000002,27.900000000000002,100.42,928,20.8 -2013,7,30,21,30,0,0,0,1.8,27.3,110.87,929,20.6 -2013,7,30,22,30,0,0,0,1.9000000000000001,26.900000000000002,119.73,929,20.400000000000002 -2013,7,30,23,30,0,0,0,2.2,26.5,126.19,929,20.3 -2013,7,31,0,30,0,0,0,2.5,26.3,129.3,929,20 -2013,7,31,1,30,0,0,0,2.7,26,128.44,929,19.700000000000003 -2013,7,31,2,30,0,0,0,3,25.6,123.8,929,19.400000000000002 -2013,7,31,3,30,0,0,0,3.2,25,116.21000000000001,929,19.1 -2013,7,31,4,30,0,0,0,3.4000000000000004,24.5,106.58,930,19 -2013,7,31,5,30,0,0,0,3.7,24.3,95.65,931,19 -2013,7,31,6,30,42,36,50,3.9000000000000004,25.200000000000003,83.75,931,19.1 -2013,7,31,7,30,239,105,425,3.8000000000000003,27.200000000000003,71.54,932,19.3 -2013,7,31,8,30,449,137,605,3.1,29.6,58.980000000000004,932,19.3 -2013,7,31,9,30,643,158,702,2,31.8,46.33,931,19.3 -2013,7,31,10,30,800,172,757,1.3,33.4,33.9,931,19.5 -2013,7,31,11,30,878,354,568,1.6,34.4,22.43,931,19.8 -2013,7,31,12,30,964,161,830,2.3000000000000003,34.800000000000004,14.75,930,20 -2013,7,31,13,30,948,160,825,2.8000000000000003,34.6,17.22,929,20.1 -2013,7,31,14,30,871,155,804,3.1,34.1,27.19,929,20 -2013,7,31,15,30,413,355,74,3.1,33.5,39.230000000000004,929,19.900000000000002 -2013,7,31,16,30,490,240,404,2.8000000000000003,32.800000000000004,51.82,929,19.700000000000003 -2013,7,31,17,30,129,129,0,2.5,32.4,64.47,929,19.700000000000003 -2013,7,31,18,30,158,70,389,1.3,30.200000000000003,76.93,929,20.700000000000003 -2013,7,31,19,30,7,7,0,1,28.8,88.79,929,20.6 -2013,7,31,20,30,0,0,0,0.9,28,100.59,930,20.1 -2013,7,31,21,30,0,0,0,0.8,27.5,111.06,930,19.8 -2013,7,31,22,30,0,0,0,0.8,27,119.95,930,19.5 -2013,7,31,23,30,0,0,0,0.9,26.5,126.43,930,19.400000000000002 -2013,8,1,0,30,0,0,0,1.1,25.900000000000002,129.55,930,19.3 -2013,8,1,1,30,0,0,0,1.2000000000000002,25.400000000000002,128.68,930,19.400000000000002 -2013,8,1,2,30,0,0,0,1.2000000000000002,24.900000000000002,124.02,929,19.6 -2013,8,1,3,30,0,0,0,1.1,24.400000000000002,116.4,929,19.900000000000002 -2013,8,1,4,30,0,0,0,0.9,24,106.75,929,20.3 -2013,8,1,5,30,0,0,0,1.1,24.1,95.79,930,20.6 -2013,8,1,6,30,46,36,97,1.4000000000000001,25.3,83.87,930,21.1 -2013,8,1,7,30,163,123,127,1.5,27.400000000000002,71.65,930,21 -2013,8,1,8,30,405,175,447,1.5,29.700000000000003,59.08,930,20.8 -2013,8,1,9,30,593,227,531,1.9000000000000001,31.400000000000002,46.44,930,20.400000000000002 -2013,8,1,10,30,793,250,655,2.3000000000000003,32.5,34.02,930,20.400000000000002 -2013,8,1,11,30,926,126,867,2.5,33.1,22.59,930,20.200000000000003 -2013,8,1,12,30,979,119,891,2.5,33.300000000000004,15,929,19.900000000000002 -2013,8,1,13,30,966,116,891,2.2,33.300000000000004,17.45,929,19.5 -2013,8,1,14,30,890,111,878,1.9000000000000001,33.2,27.35,928,19.1 -2013,8,1,15,30,757,108,839,1.7000000000000002,32.9,39.37,927,18.7 -2013,8,1,16,30,379,281,160,1.6,32.6,51.95,927,18.2 -2013,8,1,17,30,289,165,289,1.6,32.300000000000004,64.6,927,18 -2013,8,1,18,30,143,69,328,1,29.700000000000003,77.07000000000001,927,19.5 -2013,8,1,19,30,5,5,0,1,27.8,88.93,927,19.8 -2013,8,1,20,30,0,0,0,1.2000000000000002,26.900000000000002,100.76,928,19.3 -2013,8,1,21,30,0,0,0,1.5,26.400000000000002,111.26,928,19.1 -2013,8,1,22,30,0,0,0,1.7000000000000002,26,120.17,928,19 -2013,8,1,23,30,0,0,0,2,25.700000000000003,126.68,927,19 -2013,8,2,0,30,0,0,0,2.1,25.400000000000002,129.81,927,19 -2013,8,2,1,30,0,0,0,2.2,25,128.93,927,19.1 -2013,8,2,2,30,0,0,0,2.2,24.700000000000003,124.24000000000001,926,19.1 -2013,8,2,3,30,0,0,0,2.3000000000000003,24.200000000000003,116.59,926,19.1 -2013,8,2,4,30,0,0,0,2.6,23.8,106.91,926,19 -2013,8,2,5,30,0,0,0,3.2,23.8,95.93,927,18.7 -2013,8,2,6,30,62,35,263,4.2,24.900000000000002,83.99,927,18.2 -2013,8,2,7,30,255,72,586,5.300000000000001,27.200000000000003,71.76,928,17.400000000000002 -2013,8,2,8,30,471,92,739,5.9,30,59.19,928,15.8 -2013,8,2,9,30,670,105,820,5.6000000000000005,32.7,46.54,928,14.8 -2013,8,2,10,30,832,115,866,5,34.7,34.14,928,15.100000000000001 -2013,8,2,11,30,941,120,890,4.6000000000000005,36.1,22.76,927,15.600000000000001 -2013,8,2,12,30,993,118,907,4.4,37,15.24,926,15.8 -2013,8,2,13,30,977,118,901,4.3,37.4,17.67,925,15.600000000000001 -2013,8,2,14,30,899,116,882,4.3,37.5,27.52,925,15.600000000000001 -2013,8,2,15,30,766,106,855,4.2,37.1,39.51,924,15.5 -2013,8,2,16,30,586,95,798,4.1000000000000005,36.300000000000004,52.08,924,15.4 -2013,8,2,17,30,377,80,697,4.1000000000000005,35.800000000000004,64.74,924,15.4 -2013,8,2,18,30,166,55,501,2.7,32.1,77.22,924,16.3 -2013,8,2,19,30,0,0,0,2.6,29.900000000000002,89.07000000000001,925,17.1 -2013,8,2,20,30,0,0,0,3.3000000000000003,29,100.94,925,16.6 -2013,8,2,21,30,0,0,0,4,28.200000000000003,111.46000000000001,926,16.3 -2013,8,2,22,30,0,0,0,4.3,27.3,120.4,926,15.9 -2013,8,2,23,30,0,0,0,4.4,26.400000000000002,126.93,926,15.4 -2013,8,3,0,30,0,0,0,4.4,25.5,130.07,927,15.100000000000001 -2013,8,3,1,30,0,0,0,4.4,24.900000000000002,129.18,927,14.9 -2013,8,3,2,30,0,0,0,4.2,24.3,124.47,927,14.9 -2013,8,3,3,30,0,0,0,4.1000000000000005,23.8,116.78,927,15.200000000000001 -2013,8,3,4,30,0,0,0,4.1000000000000005,23.200000000000003,107.07000000000001,927,15.9 -2013,8,3,5,30,0,0,0,4.1000000000000005,23,96.07000000000001,927,16.8 -2013,8,3,6,30,62,33,284,4.9,24.200000000000003,84.11,928,17.6 -2013,8,3,7,30,259,68,614,5.7,26.8,71.87,928,18.1 -2013,8,3,8,30,476,86,763,5.6000000000000005,29.8,59.29,928,17.7 -2013,8,3,9,30,676,98,843,5,32.4,46.65,928,17 -2013,8,3,10,30,839,105,888,4.2,34.5,34.27,928,16.3 -2013,8,3,11,30,949,110,911,3.8000000000000003,36,22.93,928,15.8 -2013,8,3,12,30,1002,105,930,3.6,37,15.49,927,15.4 -2013,8,3,13,30,986,104,927,3.6,37.6,17.91,926,15.200000000000001 -2013,8,3,14,30,906,100,910,3.8000000000000003,37.7,27.7,926,15.200000000000001 -2013,8,3,15,30,771,94,880,4,37.300000000000004,39.660000000000004,926,15.200000000000001 -2013,8,3,16,30,589,85,823,4.1000000000000005,36.4,52.22,926,15.4 -2013,8,3,17,30,380,71,727,4.1000000000000005,35.9,64.88,926,15.5 -2013,8,3,18,30,167,50,534,2.8000000000000003,32.4,77.36,926,16.1 -2013,8,3,19,30,0,0,0,2.7,30.3,89.22,927,17 -2013,8,3,20,30,0,0,0,3.4000000000000004,29.400000000000002,101.12,928,16.7 -2013,8,3,21,30,0,0,0,3.8000000000000003,28.5,111.66,928,16.3 -2013,8,3,22,30,0,0,0,3.8000000000000003,27.5,120.63,929,15.8 -2013,8,3,23,30,0,0,0,3.7,26.6,127.18,929,15.3 -2013,8,4,0,30,0,0,0,3.5,25.700000000000003,130.33,929,14.9 -2013,8,4,1,30,0,0,0,3.6,25.1,129.44,929,14.9 -2013,8,4,2,30,0,0,0,3.7,24.6,124.69,929,14.9 -2013,8,4,3,30,0,0,0,3.5,24,116.98,929,15.600000000000001 -2013,8,4,4,30,0,0,0,3.4000000000000004,23.5,107.24000000000001,930,16.900000000000002 -2013,8,4,5,30,0,0,0,3.5,23.400000000000002,96.21000000000001,930,18.2 -2013,8,4,6,30,60,31,289,4.4,24.6,84.23,931,19.400000000000002 -2013,8,4,7,30,254,65,610,5.1000000000000005,27,71.98,931,20.3 -2013,8,4,8,30,466,84,752,4.800000000000001,29.400000000000002,59.4,931,20.400000000000002 -2013,8,4,9,30,663,96,828,4.2,31.6,46.76,930,20 -2013,8,4,10,30,823,107,869,3.7,33.2,34.39,930,19.6 -2013,8,4,11,30,932,113,891,3.6,34.300000000000004,23.1,929,19.5 -2013,8,4,12,30,980,116,898,3.6,35,15.75,928,19.3 -2013,8,4,13,30,963,116,891,3.7,35.300000000000004,18.150000000000002,928,19.200000000000003 -2013,8,4,14,30,885,113,874,3.8000000000000003,35.2,27.88,927,19.1 -2013,8,4,15,30,721,225,645,3.8000000000000003,34.7,39.82,927,18.900000000000002 -2013,8,4,16,30,434,264,279,3.8000000000000003,34,52.370000000000005,927,18.7 -2013,8,4,17,30,366,83,670,3.7,33.6,65.02,926,18.400000000000002 -2013,8,4,18,30,157,56,471,2.3000000000000003,31.3,77.52,927,18.5 -2013,8,4,19,30,0,0,0,1.8,29.6,89.37,927,19 -2013,8,4,20,30,0,0,0,2.3000000000000003,28.900000000000002,101.31,928,18.6 -2013,8,4,21,30,0,0,0,3.1,28.5,111.87,928,18.3 -2013,8,4,22,30,0,0,0,3.7,28,120.87,928,18.1 -2013,8,4,23,30,0,0,0,3.9000000000000004,27.400000000000002,127.44,928,18 -2013,8,5,0,30,0,0,0,3.8000000000000003,26.700000000000003,130.6,928,17.8 -2013,8,5,1,30,0,0,0,3.5,26,129.7,928,17.6 -2013,8,5,2,30,0,0,0,3.5,25.3,124.93,928,17.400000000000002 -2013,8,5,3,30,0,0,0,3.6,24.6,117.17,928,17.2 -2013,8,5,4,30,0,0,0,3.6,23.8,107.41,928,17.1 -2013,8,5,5,30,0,0,0,3.6,23.5,96.35000000000001,929,17.1 -2013,8,5,6,30,60,30,308,4.2,24.6,84.36,929,17.1 -2013,8,5,7,30,256,61,634,4.9,27,72.09,929,16.900000000000002 -2013,8,5,8,30,472,79,776,4.800000000000001,29.700000000000003,59.5,929,16.5 -2013,8,5,9,30,672,90,851,4.2,32.2,46.87,929,16.2 -2013,8,5,10,30,833,97,893,3.8000000000000003,34.2,34.52,928,16 -2013,8,5,11,30,944,101,918,3.7,35.7,23.28,928,15.8 -2013,8,5,12,30,998,99,935,3.9000000000000004,36.7,16.01,927,15.600000000000001 -2013,8,5,13,30,984,96,936,4.1000000000000005,37.300000000000004,18.400000000000002,926,15.3 -2013,8,5,14,30,906,91,924,4.2,37.6,28.07,925,14.8 -2013,8,5,15,30,772,87,893,4.3,37.4,39.980000000000004,924,14.4 -2013,8,5,16,30,590,79,841,4.2,36.800000000000004,52.52,924,14 -2013,8,5,17,30,381,66,750,4.1000000000000005,36.300000000000004,65.18,924,13.600000000000001 -2013,8,5,18,30,165,46,558,2.6,32.6,77.68,924,14.100000000000001 -2013,8,5,19,30,0,0,0,2.4000000000000004,30.1,89.52,924,15 -2013,8,5,20,30,0,0,0,3.2,29.3,101.5,925,14.600000000000001 -2013,8,5,21,30,0,0,0,3.9000000000000004,28.700000000000003,112.09,925,14.5 -2013,8,5,22,30,0,0,0,4.2,27.8,121.11,925,14.8 -2013,8,5,23,30,0,0,0,4,26.8,127.71000000000001,925,15.100000000000001 -2013,8,6,0,30,0,0,0,3.8000000000000003,26,130.88,925,15.3 -2013,8,6,1,30,0,0,0,3.8000000000000003,25.400000000000002,129.96,925,15.200000000000001 -2013,8,6,2,30,0,0,0,3.8000000000000003,24.8,125.16,925,15.100000000000001 -2013,8,6,3,30,0,0,0,3.8000000000000003,24.200000000000003,117.37,925,15.100000000000001 -2013,8,6,4,30,0,0,0,3.8000000000000003,23.700000000000003,107.57000000000001,925,15.5 -2013,8,6,5,30,0,0,0,3.9000000000000004,23.5,96.49000000000001,925,15.9 -2013,8,6,6,30,59,30,306,4.7,24.700000000000003,84.48,926,16.5 -2013,8,6,7,30,256,61,638,5.6000000000000005,27.400000000000002,72.2,926,17.1 -2013,8,6,8,30,474,78,782,5.6000000000000005,30.5,59.61,926,17 -2013,8,6,9,30,675,89,858,5.1000000000000005,33.300000000000004,46.980000000000004,926,16.5 -2013,8,6,10,30,839,97,901,4.5,35.5,34.65,925,16.1 -2013,8,6,11,30,950,103,924,4.2,37,23.46,925,15.8 -2013,8,6,12,30,999,103,934,4.2,38.1,16.27,924,15.4 -2013,8,6,13,30,982,103,928,4.2,38.7,18.650000000000002,923,14.9 -2013,8,6,14,30,903,102,909,4.2,38.900000000000006,28.26,923,14.600000000000001 -2013,8,6,15,30,762,107,856,4.1000000000000005,38.6,40.14,922,14.200000000000001 -2013,8,6,16,30,578,101,787,4,37.9,52.67,922,13.600000000000001 -2013,8,6,17,30,365,89,662,3.9000000000000004,37.300000000000004,65.33,922,13.3 -2013,8,6,18,30,151,63,414,2.2,33.2,77.84,922,14.4 -2013,8,6,19,30,0,0,0,2,30.700000000000003,89.68,923,15.3 -2013,8,6,20,30,0,0,0,2.5,29.700000000000003,101.7,923,14.5 -2013,8,6,21,30,0,0,0,3.1,29,112.31,924,14.100000000000001 -2013,8,6,22,30,0,0,0,3.6,28.200000000000003,121.36,924,14.200000000000001 -2013,8,6,23,30,0,0,0,3.9000000000000004,27.3,127.98,924,14.4 -2013,8,7,0,30,0,0,0,3.9000000000000004,26.400000000000002,131.16,924,14.600000000000001 -2013,8,7,1,30,0,0,0,3.9000000000000004,25.6,130.23,924,14.8 -2013,8,7,2,30,0,0,0,3.6,24.900000000000002,125.39,924,14.9 -2013,8,7,3,30,0,0,0,3.3000000000000003,24.3,117.57000000000001,924,15.200000000000001 -2013,8,7,4,30,0,0,0,3.1,23.700000000000003,107.74000000000001,924,15.600000000000001 -2013,8,7,5,30,0,0,0,3.3000000000000003,23.700000000000003,96.64,924,16.1 -2013,8,7,6,30,49,36,137,4.2,25,84.60000000000001,925,16.6 -2013,8,7,7,30,234,89,478,5.2,27.6,72.32000000000001,925,17.400000000000002 -2013,8,7,8,30,445,118,649,5.4,30.700000000000003,59.72,925,17.6 -2013,8,7,9,30,642,136,742,5,33.7,47.09,925,17 -2013,8,7,10,30,803,148,798,4.2,36.300000000000004,34.78,924,16.2 -2013,8,7,11,30,912,155,827,3.5,38,23.64,924,15.8 -2013,8,7,12,30,981,106,913,3.2,38.800000000000004,16.54,923,15.700000000000001 -2013,8,7,13,30,964,109,904,3.2,38.900000000000006,18.91,923,15.9 -2013,8,7,14,30,883,109,880,3.4000000000000004,38.6,28.46,922,16.1 -2013,8,7,15,30,747,105,842,3.5,37.9,40.31,922,16.400000000000002 -2013,8,7,16,30,566,96,777,3.6,36.800000000000004,52.83,922,16.6 -2013,8,7,17,30,358,81,669,3.6,36.1,65.49,922,17.400000000000002 -2013,8,7,18,30,149,55,452,2.3000000000000003,32.1,78.01,922,20 -2013,8,7,19,30,0,0,0,2,30.200000000000003,89.84,923,21 -2013,8,7,20,30,0,0,0,2,29.3,101.9,923,20.8 -2013,8,7,21,30,0,0,0,2,28.6,112.54,924,20.8 -2013,8,7,22,30,0,0,0,2.1,27.700000000000003,121.61,924,20.6 -2013,8,7,23,30,0,0,0,2.3000000000000003,26.8,128.25,924,20.200000000000003 -2013,8,8,0,30,0,0,0,2.5,26,131.44,923,19.700000000000003 -2013,8,8,1,30,0,0,0,2.6,25.200000000000003,130.5,923,19.200000000000003 -2013,8,8,2,30,0,0,0,2.4000000000000004,24.5,125.63000000000001,924,18.8 -2013,8,8,3,30,0,0,0,2.1,23.8,117.77,924,18.6 -2013,8,8,4,30,0,0,0,2,23.3,107.91,924,18.5 -2013,8,8,5,30,0,0,0,2.5,23.200000000000003,96.78,924,18.400000000000002 -2013,8,8,6,30,23,23,0,3.5,24.5,84.72,924,18.3 -2013,8,8,7,30,164,116,157,4.3,27.1,72.43,924,18.400000000000002 -2013,8,8,8,30,445,107,673,4.5,30.1,59.82,924,18.400000000000002 -2013,8,8,9,30,460,315,212,4.4,32.7,47.2,924,18 -2013,8,8,10,30,588,400,230,4.2,34.5,34.910000000000004,924,17.400000000000002 -2013,8,8,11,30,914,141,845,4,35.800000000000004,23.82,924,17.3 -2013,8,8,12,30,969,129,877,4.1000000000000005,36.5,16.81,923,17.3 -2013,8,8,13,30,954,127,876,4.1000000000000005,36.800000000000004,19.17,923,17.2 -2013,8,8,14,30,876,124,856,4.1000000000000005,36.800000000000004,28.66,922,17.1 -2013,8,8,15,30,334,307,35,4,36.5,40.49,922,16.8 -2013,8,8,16,30,556,115,733,3.6,35.800000000000004,53,922,16.2 -2013,8,8,17,30,131,130,2,3.3000000000000003,35.300000000000004,65.66,922,16.3 -2013,8,8,18,30,70,69,7,1.9000000000000001,31.1,78.18,922,19.1 -2013,8,8,19,30,0,0,0,1.9000000000000001,29,90,923,18.900000000000002 -2013,8,8,20,30,0,0,0,2.3000000000000003,28.3,102.10000000000001,923,17.6 -2013,8,8,21,30,0,0,0,2.7,27.8,112.76,924,16.6 -2013,8,8,22,30,0,0,0,3.1,27.1,121.86,924,15.8 -2013,8,8,23,30,0,0,0,3.4000000000000004,26.400000000000002,128.53,924,15.3 -2013,8,9,0,30,0,0,0,3.4000000000000004,25.6,131.73,924,15 -2013,8,9,1,30,0,0,0,3.3000000000000003,25,130.77,924,14.9 -2013,8,9,2,30,0,0,0,3.1,24.3,125.87,925,14.8 -2013,8,9,3,30,0,0,0,3,23.6,117.98,925,14.9 -2013,8,9,4,30,0,0,0,3,22.900000000000002,108.08,925,15.3 -2013,8,9,5,30,0,0,0,3,22.700000000000003,96.92,926,16.2 -2013,8,9,6,30,46,36,108,3.7,23.900000000000002,84.85000000000001,926,17.2 -2013,8,9,7,30,230,93,456,4.2,26.200000000000003,72.54,927,18.6 -2013,8,9,8,30,443,123,638,4,29,59.93,927,19.3 -2013,8,9,9,30,641,142,735,3.3000000000000003,31.5,47.32,927,19.200000000000003 -2013,8,9,10,30,802,156,789,2.4000000000000004,33.5,35.050000000000004,927,18.7 -2013,8,9,11,30,911,163,819,1.4000000000000001,34.9,24.01,927,18.5 -2013,8,9,12,30,978,118,900,0.6000000000000001,35.800000000000004,17.080000000000002,927,18.2 -2013,8,9,13,30,964,119,896,0.6000000000000001,36.300000000000004,19.44,926,17.8 -2013,8,9,14,30,883,115,876,1.2000000000000002,36.4,28.88,926,17.400000000000002 -2013,8,9,15,30,744,114,832,1.8,36,40.67,926,17.1 -2013,8,9,16,30,476,229,413,2.3000000000000003,35.1,53.17,926,16.900000000000002 -2013,8,9,17,30,292,144,361,2.6,34.5,65.83,926,16.900000000000002 -2013,8,9,18,30,145,54,452,2.3000000000000003,31.400000000000002,78.36,927,17.400000000000002 -2013,8,9,19,30,0,0,0,2.5,29.400000000000002,90.16,928,18.400000000000002 -2013,8,9,20,30,0,0,0,3.1,28.200000000000003,102.31,929,18.5 -2013,8,9,21,30,0,0,0,3.3000000000000003,27.3,113,930,18.6 -2013,8,9,22,30,0,0,0,3.3000000000000003,26.3,122.12,930,18.7 -2013,8,9,23,30,0,0,0,3.3000000000000003,25.5,128.82,930,18.8 -2013,8,10,0,30,0,0,0,3.2,24.700000000000003,132.02,930,18.7 -2013,8,10,1,30,0,0,0,3.1,23.900000000000002,131.05,931,18.6 -2013,8,10,2,30,0,0,0,3,23.200000000000003,126.12,931,18.400000000000002 -2013,8,10,3,30,0,0,0,3,22.6,118.18,931,18.3 -2013,8,10,4,30,0,0,0,3.1,22,108.25,931,18.1 -2013,8,10,5,30,0,0,0,3.4000000000000004,21.700000000000003,97.07000000000001,932,18 -2013,8,10,6,30,48,31,197,4.2,22.6,84.97,932,18.1 -2013,8,10,7,30,236,74,542,4.800000000000001,24.6,72.65,933,18.1 -2013,8,10,8,30,172,167,11,4.800000000000001,26.8,60.04,933,17.3 -2013,8,10,9,30,268,251,25,4.6000000000000005,28.8,47.43,933,17 -2013,8,10,10,30,278,265,16,4.3,30.6,35.19,933,16.8 -2013,8,10,11,30,609,464,159,3.9000000000000004,32.1,24.2,932,16.7 -2013,8,10,12,30,973,123,890,3.7,33.300000000000004,17.36,931,16.7 -2013,8,10,13,30,959,118,893,3.5,34.1,19.72,930,16.7 -2013,8,10,14,30,881,111,881,3.4000000000000004,34.300000000000004,29.09,930,16.7 -2013,8,10,15,30,745,101,852,3.4000000000000004,34.2,40.85,929,16.6 -2013,8,10,16,30,566,89,800,3.4000000000000004,33.5,53.34,929,16.5 -2013,8,10,17,30,357,72,701,3.3000000000000003,33,66,929,16.5 -2013,8,10,18,30,146,48,493,2.2,30,78.54,929,16.7 -2013,8,10,19,30,0,0,0,1.7000000000000002,28,90.86,930,17.7 -2013,8,10,20,30,0,0,0,2,27.1,102.53,931,17.6 -2013,8,10,21,30,0,0,0,2.2,26.400000000000002,113.24000000000001,931,17.5 -2013,8,10,22,30,0,0,0,2.2,25.6,122.39,931,17.5 -2013,8,10,23,30,0,0,0,2,24.900000000000002,129.11,931,17.5 -2013,8,11,0,30,0,0,0,1.7000000000000002,24.200000000000003,132.32,931,17.5 -2013,8,11,1,30,0,0,0,1.5,23.5,131.33,931,17.6 -2013,8,11,2,30,0,0,0,1.3,22.900000000000002,126.36,931,17.7 -2013,8,11,3,30,0,0,0,1.2000000000000002,22.3,118.39,930,17.900000000000002 -2013,8,11,4,30,0,0,0,1.1,21.8,108.42,931,18.1 -2013,8,11,5,30,0,0,0,1.4000000000000001,21.900000000000002,97.21000000000001,931,18.3 -2013,8,11,6,30,48,30,209,1.8,23.6,85.09,931,18.5 -2013,8,11,7,30,236,72,553,1.8,26.6,72.77,932,18.900000000000002 -2013,8,11,8,30,450,96,710,1.6,29.700000000000003,60.15,932,18.900000000000002 -2013,8,11,9,30,648,112,794,1.4000000000000001,31.900000000000002,47.550000000000004,932,18.5 -2013,8,11,10,30,810,123,842,1.4000000000000001,33.6,35.33,931,18 -2013,8,11,11,30,921,131,867,1.7000000000000002,34.800000000000004,24.400000000000002,930,17.5 -2013,8,11,12,30,973,123,892,2.1,35.7,17.650000000000002,930,17 -2013,8,11,13,30,658,482,188,2.5,36.300000000000004,20,929,16.5 -2013,8,11,14,30,683,414,308,2.8000000000000003,36.300000000000004,29.32,928,16.2 -2013,8,11,15,30,478,364,152,3.2,36,41.050000000000004,928,15.9 -2013,8,11,16,30,544,132,693,3.5,35.1,53.52,928,15.600000000000001 -2013,8,11,17,30,304,129,433,3.5,34.6,66.18,928,15.5 -2013,8,11,18,30,111,66,232,2.7,31.700000000000003,78.72,928,16 -2013,8,11,19,30,0,0,0,2.4000000000000004,30.1,91.06,929,17.1 -2013,8,11,20,30,0,0,0,2.7,29.400000000000002,102.75,929,17.400000000000002 -2013,8,11,21,30,0,0,0,3,28.6,113.48,930,17.6 -2013,8,11,22,30,0,0,0,3.2,27.8,122.66,930,17.7 -2013,8,11,23,30,0,0,0,3.2,26.900000000000002,129.4,930,17.7 -2013,8,12,0,30,0,0,0,3.1,25.900000000000002,132.62,930,17.7 -2013,8,12,1,30,0,0,0,3.2,25.1,131.61,930,17.7 -2013,8,12,2,30,0,0,0,3,24.400000000000002,126.61,929,17.8 -2013,8,12,3,30,0,0,0,2.8000000000000003,23.700000000000003,118.60000000000001,929,17.900000000000002 -2013,8,12,4,30,0,0,0,2.6,23,108.60000000000001,930,18.2 -2013,8,12,5,30,0,0,0,2.8000000000000003,22.8,97.36,930,18.400000000000002 -2013,8,12,6,30,49,27,257,3.6,23.900000000000002,85.21000000000001,930,18.6 -2013,8,12,7,30,241,63,605,4.2,26.3,72.88,931,18.8 -2013,8,12,8,30,459,82,761,3.9000000000000004,29.1,60.26,931,18.400000000000002 -2013,8,12,9,30,661,93,843,3.4000000000000004,31.400000000000002,47.660000000000004,931,17.6 -2013,8,12,10,30,823,100,887,3.2,33.2,35.47,930,16.8 -2013,8,12,11,30,935,103,915,3,34.6,24.6,930,16.2 -2013,8,12,12,30,986,97,934,3,35.6,17.94,929,15.700000000000001 -2013,8,12,13,30,968,96,930,3.1,36.1,20.28,928,15.4 -2013,8,12,14,30,887,92,914,3.1,36.2,29.55,927,15.200000000000001 -2013,8,12,15,30,749,86,882,3.1,35.800000000000004,41.24,927,15.200000000000001 -2013,8,12,16,30,567,77,827,3.1,35,53.71,927,15.3 -2013,8,12,17,30,355,64,727,3.1,34.4,66.36,927,15.5 -2013,8,12,18,30,143,43,519,2.2,31.400000000000002,78.91,927,16 -2013,8,12,19,30,0,0,0,2,29.5,91.26,928,17.3 -2013,8,12,20,30,0,0,0,2.5,28.700000000000003,102.97,928,17.400000000000002 -2013,8,12,21,30,0,0,0,2.9000000000000004,28.1,113.73,929,17.5 -2013,8,12,22,30,0,0,0,3,27.400000000000002,122.93,929,17.6 -2013,8,12,23,30,0,0,0,3,26.8,129.7,929,17.5 -2013,8,13,0,30,0,0,0,3,26.1,132.93,928,17.3 -2013,8,13,1,30,0,0,0,3,25.5,131.9,928,17.1 -2013,8,13,2,30,0,0,0,2.8000000000000003,24.8,126.86,928,16.900000000000002 -2013,8,13,3,30,0,0,0,2.7,24.3,118.8,929,16.7 -2013,8,13,4,30,0,0,0,2.7,23.900000000000002,108.77,929,16.6 -2013,8,13,5,30,0,0,0,3,23.8,97.5,930,16.7 -2013,8,13,6,30,48,24,293,4.1000000000000005,24.900000000000002,85.34,930,17.1 -2013,8,13,7,30,240,55,634,5,27.1,73,930,17.8 -2013,8,13,8,30,455,71,776,4.7,29.5,60.370000000000005,930,17.8 -2013,8,13,9,30,654,83,850,3.8000000000000003,31.5,47.78,930,17.5 -2013,8,13,10,30,815,90,892,2.9000000000000004,33,35.61,930,17.400000000000002 -2013,8,13,11,30,926,94,916,2.1,34,24.8,929,17.400000000000002 -2013,8,13,12,30,973,106,913,1.4000000000000001,34.6,18.23,929,17.400000000000002 -2013,8,13,13,30,956,104,910,0.8,35,20.57,928,17.2 -2013,8,13,14,30,876,101,893,0.8,35,29.78,927,17.1 -2013,8,13,15,30,730,119,815,1.2000000000000002,34.800000000000004,41.45,927,16.900000000000002 -2013,8,13,16,30,548,106,749,1.7000000000000002,34.2,53.9,926,16.6 -2013,8,13,17,30,338,87,632,2,33.7,66.55,926,16.6 -2013,8,13,18,30,131,54,404,1.7000000000000002,30.6,79.11,927,18.400000000000002 -2013,8,13,19,30,0,0,0,2.1,28.900000000000002,91.47,927,19.3 -2013,8,13,20,30,0,0,0,2.8000000000000003,28.200000000000003,103.2,928,18.8 -2013,8,13,21,30,0,0,0,3.2,27.6,113.98,928,18.8 -2013,8,13,22,30,0,0,0,3.3000000000000003,26.900000000000002,123.21000000000001,928,19 -2013,8,13,23,30,0,0,0,3.1,26.3,130,929,19.3 -2013,8,14,0,30,0,0,0,2.9000000000000004,25.6,133.24,929,19.5 -2013,8,14,1,30,0,0,0,2.5,24.900000000000002,132.19,929,19.700000000000003 -2013,8,14,2,30,0,0,0,2.1,24.200000000000003,127.11,929,19.8 -2013,8,14,3,30,0,0,0,1.9000000000000001,23.400000000000002,119.01,929,19.900000000000002 -2013,8,14,4,30,0,0,0,1.8,22.8,108.94,929,20 -2013,8,14,5,30,0,0,0,2.1,22.6,97.65,929,20.200000000000003 -2013,8,14,6,30,24,24,0,2.5,23.400000000000002,85.46000000000001,929,20.400000000000002 -2013,8,14,7,30,22,22,0,2.4000000000000004,25.3,73.11,930,20.400000000000002 -2013,8,14,8,30,21,21,0,1.8,27.3,60.480000000000004,930,20 -2013,8,14,9,30,38,38,0,2.1,28.900000000000002,47.9,930,19.6 -2013,8,14,10,30,204,197,9,3.1,29.5,35.76,930,19.400000000000002 -2013,8,14,11,30,544,450,103,3.8000000000000003,29.400000000000002,25.01,930,19.5 -2013,8,14,12,30,528,458,73,4,29,18.52,930,19.8 -2013,8,14,13,30,347,328,21,3.8000000000000003,28.6,20.87,929,19.900000000000002 -2013,8,14,14,30,544,432,129,3.3000000000000003,28.3,30.02,929,19.900000000000002 -2013,8,14,15,30,688,231,612,2.9000000000000004,28.1,41.65,928,19.700000000000003 -2013,8,14,16,30,546,95,770,2.7,27.900000000000002,54.09,928,19.5 -2013,8,14,17,30,339,76,667,2.6,27.700000000000003,66.74,928,19.3 -2013,8,14,18,30,132,48,450,1.7000000000000002,25.900000000000002,79.3,929,19.6 -2013,8,14,19,30,0,0,0,1.2000000000000002,24.700000000000003,91.68,929,20.200000000000003 -2013,8,14,20,30,0,0,0,1.2000000000000002,24,103.43,930,20 -2013,8,14,21,30,0,0,0,1.3,23.400000000000002,114.23,930,19.8 -2013,8,14,22,30,0,0,0,1.5,22.900000000000002,123.5,930,19.6 -2013,8,14,23,30,0,0,0,1.5,22.5,130.31,930,19.700000000000003 -2013,8,15,0,30,0,0,0,1.5,22,133.55,929,19.8 -2013,8,15,1,30,0,0,0,1.3,21.6,132.48,929,20 -2013,8,15,2,30,0,0,0,1.1,21.1,127.36,929,20.200000000000003 -2013,8,15,3,30,0,0,0,0.8,20.700000000000003,119.22,929,20.3 -2013,8,15,4,30,0,0,0,0.6000000000000001,20.400000000000002,109.12,930,20.400000000000002 -2013,8,15,5,30,0,0,0,0.7000000000000001,20.6,97.8,930,20.6 -2013,8,15,6,30,25,25,7,0.9,21.8,85.58,930,20.700000000000003 -2013,8,15,7,30,68,68,0,0.6000000000000001,24,73.22,930,20.8 -2013,8,15,8,30,230,201,60,0.6000000000000001,26.6,60.6,930,19.900000000000002 -2013,8,15,9,30,647,99,818,1.1,28.6,48.02,930,18.900000000000002 -2013,8,15,10,30,701,315,476,1.4000000000000001,30,35.9,930,18.5 -2013,8,15,11,30,837,373,513,1.8,31.1,25.22,929,18.3 -2013,8,15,12,30,816,423,416,2.1,31.8,18.82,929,18.1 -2013,8,15,13,30,877,387,526,2.4000000000000004,32.1,21.17,928,17.900000000000002 -2013,8,15,14,30,875,111,885,2.6,32,30.27,928,17.6 -2013,8,15,15,30,732,115,828,2.9000000000000004,31.5,41.87,928,17.400000000000002 -2013,8,15,16,30,550,101,770,3,30.6,54.29,928,17.400000000000002 -2013,8,15,17,30,338,81,657,3.1,30.1,66.94,928,17.7 -2013,8,15,18,30,128,51,425,2.4000000000000004,27.200000000000003,79.5,928,18.7 -2013,8,15,19,30,0,0,0,2.3000000000000003,25.5,91.9,929,19.5 -2013,8,15,20,30,0,0,0,2.4000000000000004,24.6,103.66,929,19.6 -2013,8,15,21,30,0,0,0,2.4000000000000004,23.900000000000002,114.49000000000001,929,19.8 -2013,8,15,22,30,0,0,0,2.3000000000000003,23.3,123.78,929,19.8 -2013,8,15,23,30,0,0,0,2.2,22.700000000000003,130.62,929,19.8 -2013,8,16,0,30,0,0,0,2.2,22.1,133.87,929,19.900000000000002 -2013,8,16,1,30,0,0,0,2,21.5,132.78,929,20 -2013,8,16,2,30,0,0,0,1.8,21,127.62,929,20.3 -2013,8,16,3,30,0,0,0,1.6,20.6,119.43,929,20.5 -2013,8,16,4,30,0,0,0,1.5,20.3,109.29,929,20.3 -2013,8,16,5,30,0,0,0,1.7000000000000002,20.5,97.94,930,20.5 -2013,8,16,6,30,18,18,0,2.3000000000000003,21.8,85.71000000000001,930,20.900000000000002 -2013,8,16,7,30,149,110,135,2.6,24.200000000000003,73.34,930,21.1 -2013,8,16,8,30,21,21,0,2.3000000000000003,26.900000000000002,60.71,930,20.8 -2013,8,16,9,30,72,72,0,1.7000000000000002,29.1,48.14,930,19.5 -2013,8,16,10,30,562,396,205,1.8,30.6,36.050000000000004,930,18.5 -2013,8,16,11,30,922,115,894,2.5,31.5,25.43,929,17.900000000000002 -2013,8,16,12,30,976,111,915,3,32,19.13,929,17.6 -2013,8,16,13,30,961,108,917,3.4000000000000004,31.8,21.47,929,17.6 -2013,8,16,14,30,880,104,900,3.6,31.1,30.52,928,17.8 -2013,8,16,15,30,741,96,869,3.6,30.3,42.08,928,18.1 -2013,8,16,16,30,556,86,809,3.4000000000000004,29.3,54.49,928,18.2 -2013,8,16,17,30,343,71,700,3.3000000000000003,28.700000000000003,67.14,928,18.3 -2013,8,16,18,30,129,45,472,1.7000000000000002,25.6,79.71000000000001,929,19.5 -2013,8,16,19,30,0,0,0,1.3,23.900000000000002,92.12,930,20.3 -2013,8,16,20,30,0,0,0,1.3,23.1,103.9,930,19.700000000000003 -2013,8,16,21,30,0,0,0,1.4000000000000001,22.5,114.75,931,19.200000000000003 -2013,8,16,22,30,0,0,0,1.4000000000000001,21.900000000000002,124.07000000000001,931,18.6 -2013,8,16,23,30,0,0,0,1.4000000000000001,21.3,130.93,931,18.3 -2013,8,17,0,30,0,0,0,1.4000000000000001,20.700000000000003,134.19,931,18 -2013,8,17,1,30,0,0,0,1.4000000000000001,20.200000000000003,133.08,931,17.900000000000002 -2013,8,17,2,30,0,0,0,1.5,19.6,127.87,931,17.8 -2013,8,17,3,30,0,0,0,1.5,19,119.65,931,17.7 -2013,8,17,4,30,0,0,0,1.4000000000000001,18.400000000000002,109.46000000000001,931,17.6 -2013,8,17,5,30,0,0,0,1.7000000000000002,18.2,98.09,931,17.5 -2013,8,17,6,30,41,25,228,2.5,19.5,85.83,932,17.400000000000002 -2013,8,17,7,30,230,68,570,2.9000000000000004,22,73.45,932,17 -2013,8,17,8,30,444,94,718,2.7,24.900000000000002,60.82,932,16.7 -2013,8,17,9,30,643,112,798,2.5,27.8,48.27,932,16.400000000000002 -2013,8,17,10,30,805,125,844,2.5,29.900000000000002,36.21,931,15.4 -2013,8,17,11,30,914,133,867,2.6,31.3,25.64,931,14.9 -2013,8,17,12,30,964,130,884,2.7,32.2,19.43,930,14.700000000000001 -2013,8,17,13,30,944,133,873,2.8000000000000003,32.6,21.78,929,14.700000000000001 -2013,8,17,14,30,858,136,840,3,32.4,30.77,928,14.600000000000001 -2013,8,17,15,30,716,131,791,3.3000000000000003,31.5,42.300000000000004,928,14.600000000000001 -2013,8,17,16,30,531,118,715,3.7,30.200000000000003,54.7,928,14.8 -2013,8,17,17,30,323,93,596,3.9000000000000004,29.5,67.35,928,15.100000000000001 -2013,8,17,18,30,118,55,364,3.1,26.6,79.92,928,15.700000000000001 -2013,8,17,19,30,0,0,0,2.5,25,92.34,929,16.2 -2013,8,17,20,30,0,0,0,2.2,24,104.14,929,16.3 -2013,8,17,21,30,0,0,0,2.1,23.3,115.02,929,16.3 -2013,8,17,22,30,0,0,0,2.1,22.8,124.37,930,16.1 -2013,8,17,23,30,0,0,0,2.2,22.200000000000003,131.25,930,15.700000000000001 -2013,8,18,0,30,0,0,0,2.3000000000000003,21.6,134.51,930,15.4 -2013,8,18,1,30,0,0,0,2.2,21,133.38,930,14.9 -2013,8,18,2,30,0,0,0,2.1,20.3,128.13,930,14.600000000000001 -2013,8,18,3,30,0,0,0,2.2,19.900000000000002,119.86,930,14.4 -2013,8,18,4,30,0,0,0,2.2,19.6,109.64,930,14.3 -2013,8,18,5,30,0,0,0,2.3000000000000003,19.5,98.23,930,14.4 -2013,8,18,6,30,31,25,84,2.4000000000000004,20.200000000000003,85.95,931,14.5 -2013,8,18,7,30,207,109,346,2.8000000000000003,22.1,73.57000000000001,931,14.5 -2013,8,18,8,30,416,158,531,3.3000000000000003,24.700000000000003,60.94,932,13.700000000000001 -2013,8,18,9,30,616,180,657,3.4000000000000004,27.3,48.39,932,12.9 -2013,8,18,10,30,782,188,738,3.2,29.400000000000002,36.36,931,12.8 -2013,8,18,11,30,896,191,783,3.2,31,25.86,931,12.9 -2013,8,18,12,30,949,179,818,3.3000000000000003,32.2,19.740000000000002,930,13.100000000000001 -2013,8,18,13,30,831,411,453,3.6,33,22.1,929,13.3 -2013,8,18,14,30,852,163,805,3.9000000000000004,33.2,31.03,929,13.3 -2013,8,18,15,30,715,148,770,4.3,32.800000000000004,42.53,928,13.3 -2013,8,18,16,30,534,125,710,4.5,31.900000000000002,54.910000000000004,928,13.3 -2013,8,18,17,30,323,97,594,4.6000000000000005,31.200000000000003,67.56,928,13.3 -2013,8,18,18,30,116,54,364,3.9000000000000004,27.700000000000003,80.13,928,13.8 -2013,8,18,19,30,0,0,0,3.9000000000000004,25.8,92.57000000000001,928,14 -2013,8,18,20,30,0,0,0,4,24.6,104.39,929,14.100000000000001 -2013,8,18,21,30,0,0,0,3.8000000000000003,23.8,115.29,929,14.3 -2013,8,18,22,30,0,0,0,3.6,23,124.67,929,14.4 -2013,8,18,23,30,0,0,0,3.4000000000000004,22.400000000000002,131.58,929,14.5 -2013,8,19,0,30,0,0,0,3.1,21.8,134.84,929,14.5 -2013,8,19,1,30,0,0,0,2.7,21.3,133.68,929,14.600000000000001 -2013,8,19,2,30,0,0,0,2.7,20.900000000000002,128.39000000000001,929,14.700000000000001 -2013,8,19,3,30,0,0,0,3,20.8,120.07000000000001,929,14.8 -2013,8,19,4,30,0,0,0,3.2,20.700000000000003,109.81,929,14.8 -2013,8,19,5,30,0,0,0,3.3000000000000003,20.6,98.38,930,15 -2013,8,19,6,30,31,25,90,3.6,21.3,86.07000000000001,930,15.100000000000001 -2013,8,19,7,30,206,104,362,4.1000000000000005,23,73.68,930,15.200000000000001 -2013,8,19,8,30,413,156,531,4.800000000000001,25.3,61.050000000000004,931,14.8 -2013,8,19,9,30,610,186,640,5.300000000000001,27.5,48.52,931,14.200000000000001 -2013,8,19,10,30,774,202,711,5.4,29.5,36.52,931,13.700000000000001 -2013,8,19,11,30,886,206,757,5.2,31.1,26.09,930,13.600000000000001 -2013,8,19,12,30,925,239,730,4.9,32.4,20.06,929,13.700000000000001 -2013,8,19,13,30,912,221,747,4.6000000000000005,33.300000000000004,22.41,928,13.9 -2013,8,19,14,30,834,201,742,4.3,33.7,31.3,928,14.100000000000001 -2013,8,19,15,30,701,176,715,4,33.5,42.76,927,14.100000000000001 -2013,8,19,16,30,517,147,647,3.7,32.7,55.13,927,14.200000000000001 -2013,8,19,17,30,309,111,524,3.6,32.1,67.77,927,14.200000000000001 -2013,8,19,18,30,108,59,292,2.3000000000000003,28.400000000000002,80.35000000000001,927,15.4 -2013,8,19,19,30,0,0,0,2.4000000000000004,26.6,92.8,927,15.5 -2013,8,19,20,30,0,0,0,2.8000000000000003,25.900000000000002,104.64,928,15.3 -2013,8,19,21,30,0,0,0,3.1,25.200000000000003,115.57000000000001,928,15.4 -2013,8,19,22,30,0,0,0,3.4000000000000004,24.6,124.97,928,15.600000000000001 -2013,8,19,23,30,0,0,0,3.5,23.900000000000002,131.9,928,15.8 -2013,8,20,0,30,0,0,0,3.5,23.3,135.18,928,15.9 -2013,8,20,1,30,0,0,0,3.4000000000000004,22.8,133.99,928,16 -2013,8,20,2,30,0,0,0,3.3000000000000003,22.400000000000002,128.65,928,16 -2013,8,20,3,30,0,0,0,3.1,22.1,120.28,928,15.9 -2013,8,20,4,30,0,0,0,2.9000000000000004,21.900000000000002,109.99000000000001,929,15.8 -2013,8,20,5,30,0,0,0,2.8000000000000003,21.900000000000002,98.53,929,15.700000000000001 -2013,8,20,6,30,26,22,57,3,22.400000000000002,86.2,930,15.600000000000001 -2013,8,20,7,30,201,108,334,3.7,24,73.8,930,15.5 -2013,8,20,8,30,416,146,560,4.2,26.8,61.17,930,15.200000000000001 -2013,8,20,9,30,620,159,698,3.9000000000000004,29.700000000000003,48.64,930,14.600000000000001 -2013,8,20,10,30,789,162,781,3.3000000000000003,32,36.68,929,14.4 -2013,8,20,11,30,904,165,824,3,33.6,26.310000000000002,929,14.600000000000001 -2013,8,20,12,30,951,172,831,3,34.6,20.38,928,14.700000000000001 -2013,8,20,13,30,935,167,832,3.3000000000000003,35.2,22.740000000000002,927,14.600000000000001 -2013,8,20,14,30,811,292,609,3.6,35.2,31.57,927,14.4 -2013,8,20,15,30,707,164,742,4,34.6,43,926,14.200000000000001 -2013,8,20,16,30,523,139,674,4.1000000000000005,33.6,55.35,926,14 -2013,8,20,17,30,312,106,550,4.2,32.9,67.99,926,13.700000000000001 -2013,8,20,18,30,108,56,318,3.4000000000000004,29.3,80.57000000000001,927,13.9 -2013,8,20,19,30,0,0,0,3.6,27.400000000000002,93.03,928,13.8 -2013,8,20,20,30,0,0,0,3.9000000000000004,26.200000000000003,104.89,928,13.3 -2013,8,20,21,30,0,0,0,3.8000000000000003,25.1,115.84,929,13.100000000000001 -2013,8,20,22,30,0,0,0,3.5,24.1,125.28,929,13 -2013,8,20,23,30,0,0,0,3.3000000000000003,23.200000000000003,132.23,929,13 -2013,8,21,0,30,0,0,0,3.1,22.400000000000002,135.51,929,13.200000000000001 -2013,8,21,1,30,0,0,0,2.8000000000000003,21.700000000000003,134.3,929,13.700000000000001 -2013,8,21,2,30,0,0,0,2.7,21.1,128.91,930,14.4 -2013,8,21,3,30,0,0,0,2.5,20.400000000000002,120.5,930,15.200000000000001 -2013,8,21,4,30,0,0,0,2.2,19.8,110.16,930,15.8 -2013,8,21,5,30,0,0,0,2.2,19.6,98.67,930,16.2 -2013,8,21,6,30,35,23,186,2.6,21,86.32000000000001,931,16.5 -2013,8,21,7,30,224,71,554,2.7,24.1,73.92,931,17.1 -2013,8,21,8,30,445,96,726,2.3000000000000003,27.200000000000003,61.28,931,16.3 -2013,8,21,9,30,650,111,818,2.2,29.3,48.77,931,14.200000000000001 -2013,8,21,10,30,815,120,868,2.3000000000000003,30.700000000000003,36.84,931,13.5 -2013,8,21,11,30,926,123,897,2.7,31.8,26.54,931,13.200000000000001 -2013,8,21,12,30,933,293,684,2.9000000000000004,32.5,20.7,930,13.200000000000001 -2013,8,21,13,30,871,369,546,3.1,32.800000000000004,23.06,929,13.4 -2013,8,21,14,30,636,414,262,3.1,32.9,31.85,929,13.700000000000001 -2013,8,21,15,30,460,349,152,3.2,32.7,43.24,928,14 -2013,8,21,16,30,350,253,171,3.3000000000000003,32,55.57,928,14.200000000000001 -2013,8,21,17,30,233,144,241,3.3000000000000003,31.5,68.21000000000001,928,14.600000000000001 -2013,8,21,18,30,44,44,0,2.5,28.700000000000003,80.8,928,15.600000000000001 -2013,8,21,19,30,0,0,0,2.6,27.200000000000003,93.27,929,16.5 -2013,8,21,20,30,0,0,0,3.1,26.700000000000003,105.15,930,16.8 -2013,8,21,21,30,0,0,0,3.3000000000000003,26,116.13,930,17.2 -2013,8,21,22,30,0,0,0,3.4000000000000004,25.3,125.59,930,17.400000000000002 -2013,8,21,23,30,0,0,0,3.3000000000000003,24.700000000000003,132.57,930,17.5 -2013,8,22,0,30,0,0,0,3.3000000000000003,24.1,135.85,930,17.5 -2013,8,22,1,30,0,0,0,3.1,23.5,134.61,930,17.7 -2013,8,22,2,30,0,0,0,2.8000000000000003,23,129.18,930,18 -2013,8,22,3,30,0,0,0,2.6,22.400000000000002,120.71000000000001,930,18.400000000000002 -2013,8,22,4,30,0,0,0,2.3000000000000003,21.900000000000002,110.34,931,18.8 -2013,8,22,5,30,0,0,0,2.3000000000000003,21.700000000000003,98.82000000000001,931,19.1 -2013,8,22,6,30,33,22,188,2.8000000000000003,22.900000000000002,86.44,931,19.3 -2013,8,22,7,30,218,65,557,3.2,25.400000000000002,74.03,932,19.200000000000003 -2013,8,22,8,30,434,87,725,2.9000000000000004,27.700000000000003,61.4,932,18.8 -2013,8,22,9,30,633,100,811,2.7,29.400000000000002,48.9,932,18.2 -2013,8,22,10,30,796,108,862,2.9000000000000004,30.700000000000003,37,931,17.7 -2013,8,22,11,30,907,112,890,3.3000000000000003,31.6,26.77,930,17.3 -2013,8,22,12,30,951,125,884,3.5,32.300000000000004,21.02,930,16.900000000000002 -2013,8,22,13,30,932,124,881,3.5,32.6,23.39,929,16.6 -2013,8,22,14,30,850,118,864,3.5,32.6,32.13,928,16.400000000000002 -2013,8,22,15,30,714,102,843,3.4000000000000004,32.4,43.49,927,16.2 -2013,8,22,16,30,452,200,448,3.2,31.900000000000002,55.800000000000004,927,16 -2013,8,22,17,30,315,73,658,3.1,31.6,68.43,927,15.8 -2013,8,22,18,30,107,43,407,1.5,28.8,81.02,927,16.900000000000002 -2013,8,22,19,30,0,0,0,1.4000000000000001,27.3,93.51,928,17.2 -2013,8,22,20,30,0,0,0,1.8,26.700000000000003,105.41,928,16.7 -2013,8,22,21,30,0,0,0,2.4000000000000004,26.1,116.41,929,16.5 -2013,8,22,22,30,0,0,0,3,25.6,125.9,929,16.400000000000002 -2013,8,22,23,30,0,0,0,3.3000000000000003,25.1,132.91,929,16.400000000000002 -2013,8,23,0,30,0,0,0,3.3000000000000003,24.700000000000003,136.19,929,16.6 -2013,8,23,1,30,0,0,0,3.1,24.3,134.92000000000002,929,16.7 -2013,8,23,2,30,0,0,0,2.7,23.900000000000002,129.44,929,16.7 -2013,8,23,3,30,0,0,0,2.2,23.5,120.93,929,16.7 -2013,8,23,4,30,0,0,0,1.8,23,110.51,929,16.7 -2013,8,23,5,30,0,0,0,1.8,23,98.96000000000001,929,16.7 -2013,8,23,6,30,31,21,163,2.2,23.900000000000002,86.57000000000001,930,16.7 -2013,8,23,7,30,214,68,536,2.5,26.3,74.15,930,16.8 -2013,8,23,8,30,429,90,710,2,29.3,61.52,930,16.8 -2013,8,23,9,30,630,103,804,1.5,31.400000000000002,49.03,930,16.6 -2013,8,23,10,30,793,112,854,2,32.6,37.17,930,16.400000000000002 -2013,8,23,11,30,832,355,535,2.7,33.4,27.01,929,16.3 -2013,8,23,12,30,894,364,569,3.2,33.7,21.35,928,16.3 -2013,8,23,13,30,937,105,909,3.5,33.5,23.73,928,16.2 -2013,8,23,14,30,853,103,888,3.7,32.9,32.410000000000004,927,16.2 -2013,8,23,15,30,710,96,850,3.7,32.2,43.74,927,16.3 -2013,8,23,16,30,525,85,787,3.7,31.5,56.04,927,16.5 -2013,8,23,17,30,238,136,280,3.6,31.1,68.66,927,16.8 -2013,8,23,18,30,71,53,116,2.4000000000000004,28.400000000000002,81.25,927,17.8 -2013,8,23,19,30,0,0,0,2.3000000000000003,27,93.76,927,18.5 -2013,8,23,20,30,0,0,0,2.5,26.400000000000002,105.67,928,18.5 -2013,8,23,21,30,0,0,0,2.4000000000000004,25.700000000000003,116.7,928,18.7 -2013,8,23,22,30,0,0,0,2.3000000000000003,25.1,126.22,929,19 -2013,8,23,23,30,0,0,0,2,24.5,133.25,929,19.1 -2013,8,24,0,30,0,0,0,1.8,23.900000000000002,136.54,929,19.200000000000003 -2013,8,24,1,30,0,0,0,1.5,23.3,135.23,929,19.3 -2013,8,24,2,30,0,0,0,1.4000000000000001,22.8,129.7,929,19.3 -2013,8,24,3,30,0,0,0,1.3,22.3,121.14,929,19.400000000000002 -2013,8,24,4,30,0,0,0,1.2000000000000002,21.900000000000002,110.69,929,19.400000000000002 -2013,8,24,5,30,0,0,0,1.3,21.8,99.11,930,19.3 -2013,8,24,6,30,32,20,198,1.8,23.1,86.69,931,19.3 -2013,8,24,7,30,218,61,579,2.2,26.3,74.27,931,19.1 -2013,8,24,8,30,435,82,742,2,29.5,61.64,931,17.7 -2013,8,24,9,30,636,96,826,1.9000000000000001,31.5,49.17,931,17.2 -2013,8,24,10,30,798,106,870,2.3000000000000003,32.9,37.34,931,16.8 -2013,8,24,11,30,841,338,566,2.8000000000000003,33.9,27.25,930,16.400000000000002 -2013,8,24,12,30,317,300,18,3.3000000000000003,34.6,21.68,929,16.1 -2013,8,24,13,30,855,375,526,3.7,34.7,24.07,929,15.9 -2013,8,24,14,30,714,345,438,4,34.4,32.7,928,15.8 -2013,8,24,15,30,521,334,261,4.1000000000000005,33.7,43.99,928,15.8 -2013,8,24,16,30,505,122,689,4.1000000000000005,32.6,56.27,928,15.9 -2013,8,24,17,30,293,100,534,4.1000000000000005,32,68.89,928,16.2 -2013,8,24,18,30,91,52,263,2.6,29.5,81.49,929,16.8 -2013,8,24,19,30,0,0,0,1.9000000000000001,28,94,930,17.6 -2013,8,24,20,30,0,0,0,1.6,27.1,105.94,930,17.900000000000002 -2013,8,24,21,30,0,0,0,1.4000000000000001,26.400000000000002,116.99000000000001,931,18.1 -2013,8,24,22,30,0,0,0,1.3,25.8,126.54,931,18.1 -2013,8,24,23,30,0,0,0,1.3,25.200000000000003,133.59,931,18 -2013,8,25,0,30,0,0,0,1.3,24.700000000000003,136.88,931,17.900000000000002 -2013,8,25,1,30,0,0,0,1.3,24.200000000000003,135.55,931,17.8 -2013,8,25,2,30,0,0,0,1.3,23.700000000000003,129.97,931,17.8 -2013,8,25,3,30,0,0,0,1.3,23.1,121.35000000000001,932,17.900000000000002 -2013,8,25,4,30,0,0,0,1.2000000000000002,22.6,110.86,932,17.900000000000002 -2013,8,25,5,30,0,0,0,1.2000000000000002,22.400000000000002,99.25,932,18 -2013,8,25,6,30,26,20,104,1.6,23.700000000000003,86.81,933,18.2 -2013,8,25,7,30,203,84,440,2,26.8,74.39,933,18.2 -2013,8,25,8,30,415,120,622,2.2,29.900000000000002,61.75,933,17.5 -2013,8,25,9,30,614,141,725,2.7,31.700000000000003,49.300000000000004,933,17 -2013,8,25,10,30,777,153,786,3.4000000000000004,33,37.51,933,16.7 -2013,8,25,11,30,333,314,21,4,34,27.490000000000002,932,16.400000000000002 -2013,8,25,12,30,943,135,871,4.3,34.5,22.01,932,16.2 -2013,8,25,13,30,583,463,132,4.5,34.800000000000004,24.41,931,16 -2013,8,25,14,30,756,330,508,4.6000000000000005,34.7,33,930,15.9 -2013,8,25,15,30,234,225,13,4.6000000000000005,34.300000000000004,44.25,930,15.700000000000001 -2013,8,25,16,30,461,167,533,4.6000000000000005,33.4,56.51,930,15.4 -2013,8,25,17,30,308,66,680,4.5,32.800000000000004,69.13,930,15.3 -2013,8,25,18,30,99,38,425,3,29.6,81.72,930,15.4 -2013,8,25,19,30,0,0,0,2.4000000000000004,27.700000000000003,94.25,931,16 -2013,8,25,20,30,0,0,0,2.4000000000000004,26.8,106.2,932,16.1 -2013,8,25,21,30,0,0,0,2.3000000000000003,25.900000000000002,117.28,933,16.2 -2013,8,25,22,30,0,0,0,2.1,25.1,126.86,933,16.3 -2013,8,25,23,30,0,0,0,1.9000000000000001,24.400000000000002,133.94,933,16.400000000000002 -2013,8,26,0,30,0,0,0,1.8,23.8,137.23,933,16.5 -2013,8,26,1,30,0,0,0,1.6,23.200000000000003,135.87,933,16.7 -2013,8,26,2,30,0,0,0,1.4000000000000001,22.5,130.24,933,17.1 -2013,8,26,3,30,0,0,0,1.2000000000000002,22,121.57000000000001,933,17.5 -2013,8,26,4,30,0,0,0,1.2000000000000002,21.5,111.03,933,17.900000000000002 -2013,8,26,5,30,0,0,0,1.5,21.400000000000002,99.4,933,18.2 -2013,8,26,6,30,30,19,206,2.4000000000000004,22.6,86.93,934,18.6 -2013,8,26,7,30,217,56,602,3.2,25,74.5,934,19 -2013,8,26,8,30,437,74,770,3.6,27.3,61.88,934,18.7 -2013,8,26,9,30,640,86,853,4,29.200000000000003,49.44,934,18 -2013,8,26,10,30,805,92,901,4.3,30.8,37.69,934,17.2 -2013,8,26,11,30,916,94,929,4.6000000000000005,32.1,27.740000000000002,933,16.6 -2013,8,26,12,30,830,409,455,4.800000000000001,33,22.35,932,16 -2013,8,26,13,30,942,91,938,4.9,33.5,24.76,931,15.700000000000001 -2013,8,26,14,30,532,416,139,4.9,33.7,33.29,930,15.5 -2013,8,26,15,30,714,81,889,4.800000000000001,33.4,44.51,930,15.4 -2013,8,26,16,30,409,217,350,4.7,32.5,56.76,930,15.4 -2013,8,26,17,30,310,58,714,4.6000000000000005,32,69.36,930,15.4 -2013,8,26,18,30,98,34,457,3.1,29.1,81.96000000000001,930,15.5 -2013,8,26,19,30,0,0,0,2.6,27.5,94.51,930,16.1 -2013,8,26,20,30,0,0,0,2.7,26.6,106.48,931,16.400000000000002 -2013,8,26,21,30,0,0,0,2.7,25.8,117.58,931,16.6 -2013,8,26,22,30,0,0,0,2.6,24.900000000000002,127.19,931,16.900000000000002 -2013,8,26,23,30,0,0,0,2.4000000000000004,24,134.29,931,17.3 -2013,8,27,0,30,0,0,0,2.3000000000000003,23.200000000000003,137.59,931,17.8 -2013,8,27,1,30,0,0,0,1.9000000000000001,22.400000000000002,136.19,931,18.5 -2013,8,27,2,30,0,0,0,1.5,21.700000000000003,130.5,931,19.200000000000003 -2013,8,27,3,30,0,0,0,1.2000000000000002,21.3,121.78,931,19.700000000000003 -2013,8,27,4,30,0,0,0,1.1,21,111.21000000000001,931,20.1 -2013,8,27,5,30,0,0,0,1.3,21,99.55,931,20.3 -2013,8,27,6,30,28,18,177,1.9000000000000001,21.900000000000002,87.05,931,20.400000000000002 -2013,8,27,7,30,210,56,581,2.4000000000000004,23.8,74.62,932,20.3 -2013,8,27,8,30,426,72,753,2.8000000000000003,25.700000000000003,62,931,19.6 -2013,8,27,9,30,547,218,508,3.2,27.200000000000003,49.58,931,19.1 -2013,8,27,10,30,441,373,86,3.5,28.1,37.86,931,19 -2013,8,27,11,30,285,271,16,4,28.1,27.990000000000002,930,19.1 -2013,8,27,12,30,615,474,153,4.6000000000000005,27.700000000000003,22.69,930,19.400000000000002 -2013,8,27,13,30,662,458,225,5.2,27.200000000000003,25.1,929,19.6 -2013,8,27,14,30,712,338,449,5.4,26.700000000000003,33.6,929,19.6 -2013,8,27,15,30,549,311,336,5.4,26.5,44.78,929,19.5 -2013,8,27,16,30,455,163,537,4.9,26.6,57.01,929,19.200000000000003 -2013,8,27,17,30,185,140,129,4.7,26.6,69.61,929,18.900000000000002 -2013,8,27,18,30,54,47,52,3.2,25.700000000000003,82.21000000000001,929,18.6 -2013,8,27,19,30,0,0,0,2.8000000000000003,24.900000000000002,94.76,929,18.3 -2013,8,27,20,30,0,0,0,3.2,24.400000000000002,106.75,929,18 -2013,8,27,21,30,0,0,0,3.6,23.700000000000003,117.88,930,17.8 -2013,8,27,22,30,0,0,0,3.7,23.1,127.51,930,17.6 -2013,8,27,23,30,0,0,0,3.6,22.5,134.65,930,17.400000000000002 -2013,8,28,0,30,0,0,0,3.5,22,137.94,930,17.400000000000002 -2013,8,28,1,30,0,0,0,3.3000000000000003,21.6,136.51,930,17.5 -2013,8,28,2,30,0,0,0,3.1,21.200000000000003,130.77,930,17.6 -2013,8,28,3,30,0,0,0,2.9000000000000004,20.900000000000002,122,930,17.900000000000002 -2013,8,28,4,30,0,0,0,2.7,20.6,111.38,930,18.2 -2013,8,28,5,30,0,0,0,2.7,20.5,99.69,931,18.6 -2013,8,28,6,30,24,20,88,3.4000000000000004,21.400000000000002,87.17,931,19 -2013,8,28,7,30,200,70,496,4.5,23.8,74.74,932,19.5 -2013,8,28,8,30,417,92,694,4.800000000000001,26.5,62.120000000000005,932,19.3 -2013,8,28,9,30,618,106,792,4.5,29,49.72,932,18.6 -2013,8,28,10,30,781,114,847,4.1000000000000005,30.900000000000002,38.04,932,18.1 -2013,8,28,11,30,892,116,881,4.1000000000000005,32.300000000000004,28.25,931,17.6 -2013,8,28,12,30,943,104,911,4.3,33.4,23.03,931,17 -2013,8,28,13,30,923,102,909,4.5,34.1,25.46,930,16.3 -2013,8,28,14,30,839,97,894,4.5,34.300000000000004,33.9,929,15.600000000000001 -2013,8,28,15,30,697,89,861,4.4,33.9,45.050000000000004,929,15 -2013,8,28,16,30,511,77,801,4.2,33.1,57.26,928,14.4 -2013,8,28,17,30,297,61,686,4.1000000000000005,32.5,69.85000000000001,929,13.9 -2013,8,28,18,30,89,34,417,2.3000000000000003,28.700000000000003,82.45,929,14.3 -2013,8,28,19,30,0,0,0,2,26.6,95.02,930,15 -2013,8,28,20,30,0,0,0,2.1,25.700000000000003,107.03,930,14.700000000000001 -2013,8,28,21,30,0,0,0,2.1,24.900000000000002,118.18,931,14.700000000000001 -2013,8,28,22,30,0,0,0,1.9000000000000001,24.1,127.85000000000001,931,14.700000000000001 -2013,8,28,23,30,0,0,0,1.7000000000000002,23.400000000000002,135,931,14.9 -2013,8,29,0,30,0,0,0,1.6,22.8,138.3,931,15 -2013,8,29,1,30,0,0,0,1.6,22.400000000000002,136.84,931,15.200000000000001 -2013,8,29,2,30,0,0,0,1.7000000000000002,22,131.04,931,15.5 -2013,8,29,3,30,0,0,0,1.9000000000000001,21.700000000000003,122.21000000000001,931,15.8 -2013,8,29,4,30,0,0,0,2.1,21.3,111.56,931,16.1 -2013,8,29,5,30,0,0,0,2.4000000000000004,21.3,99.84,932,16.2 -2013,8,29,6,30,27,17,208,3,22.400000000000002,87.3,932,16.400000000000002 -2013,8,29,7,30,214,51,623,3.7,25.400000000000002,74.86,933,16.7 -2013,8,29,8,30,433,70,780,4.1000000000000005,28.8,62.24,933,16.6 -2013,8,29,9,30,635,81,859,3.7,31.200000000000003,49.86,933,16.2 -2013,8,29,10,30,798,90,901,3.3000000000000003,33,38.230000000000004,932,15.9 -2013,8,29,11,30,906,96,922,3.1,34.4,28.5,931,15.600000000000001 -2013,8,29,12,30,950,104,922,2.9000000000000004,35.5,23.38,930,15.3 -2013,8,29,13,30,929,103,918,2.8000000000000003,36.1,25.810000000000002,930,15 -2013,8,29,14,30,843,99,899,2.7,36.300000000000004,34.21,929,14.8 -2013,8,29,15,30,700,92,864,2.6,36,45.32,928,14.600000000000001 -2013,8,29,16,30,510,82,797,2.6,35.2,57.51,928,14.5 -2013,8,29,17,30,294,65,672,2.6,34.6,70.10000000000001,928,14.4 -2013,8,29,18,30,85,35,391,1.8,30.400000000000002,82.7,928,16 -2013,8,29,19,30,0,0,0,2.2,28.5,95.28,929,16.2 -2013,8,29,20,30,0,0,0,2.7,27.700000000000003,107.3,929,15.700000000000001 -2013,8,29,21,30,0,0,0,2.8000000000000003,26.900000000000002,118.48,929,15.700000000000001 -2013,8,29,22,30,0,0,0,2.7,26.1,128.18,929,15.8 -2013,8,29,23,30,0,0,0,2.6,25.400000000000002,135.36,929,15.8 -2013,8,30,0,30,0,0,0,2.5,24.700000000000003,138.66,929,15.9 -2013,8,30,1,30,0,0,0,2.4000000000000004,24.1,137.16,929,15.9 -2013,8,30,2,30,0,0,0,2.4000000000000004,23.6,131.31,929,16 -2013,8,30,3,30,0,0,0,2.3000000000000003,23,122.43,929,16.1 -2013,8,30,4,30,0,0,0,2.1,22.5,111.73,929,16.1 -2013,8,30,5,30,0,0,0,2.3000000000000003,22.200000000000003,99.98,930,16.2 -2013,8,30,6,30,25,17,179,2.8000000000000003,23.400000000000002,87.42,930,16.3 -2013,8,30,7,30,210,57,589,3.1,26.400000000000002,74.98,931,16.400000000000002 -2013,8,30,8,30,429,78,756,2.7,30.1,62.370000000000005,931,16.1 -2013,8,30,9,30,633,92,842,2.2,32.7,50,930,14.700000000000001 -2013,8,30,10,30,797,101,889,2.1,34.2,38.410000000000004,930,14.3 -2013,8,30,11,30,908,105,915,2.1,35.4,28.76,929,13.9 -2013,8,30,12,30,959,99,939,2.3000000000000003,36.2,23.73,929,13.5 -2013,8,30,13,30,938,98,936,2.4000000000000004,36.7,26.17,928,12.9 -2013,8,30,14,30,852,93,921,2.4000000000000004,36.800000000000004,34.53,927,12.4 -2013,8,30,15,30,704,93,874,2.4000000000000004,36.4,45.6,926,12 -2013,8,30,16,30,512,82,807,2.4000000000000004,35.5,57.77,926,11.700000000000001 -2013,8,30,17,30,294,65,681,2.4000000000000004,35,70.35000000000001,926,11.600000000000001 -2013,8,30,18,30,83,35,393,1.3,30.3,82.95,926,14.600000000000001 -2013,8,30,19,30,0,0,0,1.3,28.1,95.55,926,14.8 -2013,8,30,20,30,0,0,0,1.5,27.200000000000003,107.59,927,14.4 -2013,8,30,21,30,0,0,0,1.6,26.5,118.79,927,14.4 -2013,8,30,22,30,0,0,0,1.8,25.900000000000002,128.52,927,14.5 -2013,8,30,23,30,0,0,0,1.9000000000000001,25.400000000000002,135.72,927,14.600000000000001 -2013,8,31,0,30,0,0,0,2.1,24.900000000000002,139.03,927,14.8 -2013,8,31,1,30,0,0,0,2.2,24.5,137.49,926,15 -2013,8,31,2,30,0,0,0,2.3000000000000003,24.1,131.58,926,15.3 -2013,8,31,3,30,0,0,0,2.3000000000000003,23.5,122.64,926,15.600000000000001 -2013,8,31,4,30,0,0,0,2.2,23,111.9,926,15.8 -2013,8,31,5,30,0,0,0,2.3000000000000003,22.700000000000003,100.13,927,15.8 -2013,8,31,6,30,24,17,168,2.8000000000000003,23.700000000000003,87.54,927,15.9 -2013,8,31,7,30,207,59,579,3.1,26.700000000000003,75.11,927,16 -2013,8,31,8,30,428,80,753,2.6,30.700000000000003,62.5,927,15.9 -2013,8,31,9,30,632,94,840,2,33.800000000000004,50.15,927,14.700000000000001 -2013,8,31,10,30,797,103,888,1.8,35.4,38.6,927,14.3 -2013,8,31,11,30,907,108,914,2,36.5,29.03,926,14 -2013,8,31,12,30,948,124,903,2.1,37.300000000000004,24.080000000000002,925,13.700000000000001 -2013,8,31,13,30,926,123,898,2.1,37.7,26.53,924,13.5 -2013,8,31,14,30,838,118,877,2.1,37.7,34.84,924,13.4 -2013,8,31,15,30,688,118,819,2,37.300000000000004,45.88,923,13.200000000000001 -2013,8,31,16,30,495,103,741,2,36.4,58.03,923,13 -2013,8,31,17,30,279,80,599,2,35.800000000000004,70.60000000000001,923,12.9 -2013,8,31,18,30,75,39,303,1.1,31.3,83.21000000000001,923,16 -2013,8,31,19,30,0,0,0,1.3,29.200000000000003,95.81,924,16 -2013,8,31,20,30,0,0,0,1.6,28.400000000000002,107.87,924,15.600000000000001 -2013,8,31,21,30,0,0,0,1.9000000000000001,27.700000000000003,119.10000000000001,924,15.5 -2013,8,31,22,30,0,0,0,2.1,27.1,128.85,924,15.5 -2013,8,31,23,30,0,0,0,2.5,26.5,136.09,924,15.4 -2013,9,1,0,30,0,0,0,2.7,26,139.39000000000001,924,15.5 -2013,9,1,1,30,0,0,0,2.7,25.3,137.82,924,15.600000000000001 -2013,9,1,2,30,0,0,0,2.7,24.700000000000003,131.84,925,15.8 -2013,9,1,3,30,0,0,0,2.8000000000000003,24.1,122.86,925,16.1 -2013,9,1,4,30,0,0,0,2.9000000000000004,23.5,112.08,925,16.400000000000002 -2013,9,1,5,30,0,0,0,3.2,23.200000000000003,100.27,926,16.6 -2013,9,1,6,30,20,16,104,3.5,24,87.66,926,16.7 -2013,9,1,7,30,196,71,488,3.8000000000000003,26.8,75.23,926,16.900000000000002 -2013,9,1,8,30,409,102,668,3.4000000000000004,30.400000000000002,62.620000000000005,927,17 -2013,9,1,9,30,608,122,762,2.3000000000000003,33.4,50.300000000000004,927,16.3 -2013,9,1,10,30,770,136,813,1.1,35.4,38.79,926,15.5 -2013,9,1,11,30,876,147,836,0.9,36.7,29.3,926,15.100000000000001 -2013,9,1,12,30,855,377,526,1.1,37.5,24.43,925,14.9 -2013,9,1,13,30,910,116,891,1.3,37.7,26.900000000000002,924,14.700000000000001 -2013,9,1,14,30,172,166,7,1.4000000000000001,37.7,35.160000000000004,924,14.600000000000001 -2013,9,1,15,30,628,211,602,1.5,37.2,46.17,923,14.4 -2013,9,1,16,30,489,89,762,1.5,36.4,58.300000000000004,923,14.100000000000001 -2013,9,1,17,30,188,129,182,1.5,35.9,70.86,923,14.100000000000001 -2013,9,1,18,30,55,38,151,0.9,32.1,83.46000000000001,924,17 -2013,9,1,19,30,0,0,0,1.1,30.200000000000003,96.08,925,17.8 -2013,9,1,20,30,0,0,0,1.3,29.3,108.16,925,17.3 -2013,9,1,21,30,0,0,0,1.5,28.5,119.41,925,17.3 -2013,9,1,22,30,0,0,0,1.4000000000000001,27.8,129.2,926,17.5 -2013,9,1,23,30,0,0,0,1.1,26.900000000000002,136.46,926,17.8 -2013,9,2,0,30,0,0,0,1,26.200000000000003,139.76,926,18 -2013,9,2,1,30,0,0,0,0.9,25.6,138.15,926,18.2 -2013,9,2,2,30,0,0,0,0.9,25.200000000000003,132.11,926,18.3 -2013,9,2,3,30,0,0,0,0.9,24.8,123.07000000000001,927,18.5 -2013,9,2,4,30,0,0,0,0.9,24.3,112.25,927,18.7 -2013,9,2,5,30,0,0,0,1.1,23.900000000000002,100.42,927,18.7 -2013,9,2,6,30,19,15,93,1.8,24.1,87.78,928,18.7 -2013,9,2,7,30,193,68,495,2.5,25.700000000000003,75.35000000000001,929,18.400000000000002 -2013,9,2,8,30,409,94,689,2.9000000000000004,28.1,62.75,929,18.3 -2013,9,2,9,30,612,108,791,3.3000000000000003,30.400000000000002,50.45,929,18 -2013,9,2,10,30,775,115,849,3.7,32.300000000000004,38.980000000000004,929,17.900000000000002 -2013,9,2,11,30,884,119,880,4.1000000000000005,33.6,29.57,928,17.8 -2013,9,2,12,30,924,138,866,4.2,34.5,24.79,927,17.7 -2013,9,2,13,30,904,131,870,4.4,34.800000000000004,27.26,926,17.7 -2013,9,2,14,30,819,122,856,4.4,34.7,35.49,926,17.5 -2013,9,2,15,30,654,167,706,4.3,34.2,46.45,925,17 -2013,9,2,16,30,487,95,751,4.1000000000000005,33.2,58.56,925,16.5 -2013,9,2,17,30,218,112,330,3.9000000000000004,32.6,71.12,925,16.2 -2013,9,2,18,30,68,35,306,2.2,29.400000000000002,83.72,926,16.8 -2013,9,2,19,30,0,0,0,1.5,27.5,96.35000000000001,927,17.8 -2013,9,2,20,30,0,0,0,1.4000000000000001,26.5,108.44,928,18.2 -2013,9,2,21,30,0,0,0,1.2000000000000002,25.700000000000003,119.72,928,18.3 -2013,9,2,22,30,0,0,0,1,25.1,129.54,928,18.400000000000002 -2013,9,2,23,30,0,0,0,0.8,24.6,136.83,928,18.400000000000002 -2013,9,3,0,30,0,0,0,0.7000000000000001,24.3,140.13,928,18.400000000000002 -2013,9,3,1,30,0,0,0,0.5,24.3,138.48,929,18.400000000000002 -2013,9,3,2,30,0,0,0,0.30000000000000004,24.1,132.38,929,18.400000000000002 -2013,9,3,3,30,0,0,0,0.4,23.6,123.29,929,18.400000000000002 -2013,9,3,4,30,0,0,0,0.6000000000000001,22.8,112.42,929,18.400000000000002 -2013,9,3,5,30,0,0,0,0.8,22.200000000000003,100.56,929,18.5 -2013,9,3,6,30,20,15,136,1.5,23.1,87.9,930,18.5 -2013,9,3,7,30,201,59,566,2,25.900000000000002,75.47,930,18.3 -2013,9,3,8,30,421,80,748,2.2,28.8,62.88,930,17.7 -2013,9,3,9,30,627,92,842,2.5,31,50.6,930,17.5 -2013,9,3,10,30,793,98,897,2.9000000000000004,32.800000000000004,39.18,930,17.1 -2013,9,3,11,30,906,100,929,3.2,34.1,29.84,929,16.3 -2013,9,3,12,30,952,99,942,3.3000000000000003,35.1,25.150000000000002,928,15.200000000000001 -2013,9,3,13,30,932,96,943,3.4000000000000004,35.7,27.63,928,13.9 -2013,9,3,14,30,845,91,929,3.5,35.800000000000004,35.81,927,12.8 -2013,9,3,15,30,697,90,886,3.5,35.4,46.75,926,11.8 -2013,9,3,16,30,505,77,825,3.4000000000000004,34.4,58.83,926,10.8 -2013,9,3,17,30,284,60,703,3.3000000000000003,33.800000000000004,71.38,926,10 -2013,9,3,18,30,54,34,186,1.6,28.8,83.97,927,12 -2013,9,3,19,30,0,0,0,1.4000000000000001,26.400000000000002,96.62,928,12.600000000000001 -2013,9,3,20,30,0,0,0,1.5,25.3,108.73,928,12.3 -2013,9,3,21,30,0,0,0,1.5,24.400000000000002,120.03,929,12.200000000000001 -2013,9,3,22,30,0,0,0,1.4000000000000001,23.5,129.88,929,12.200000000000001 -2013,9,3,23,30,0,0,0,1.3,22.8,137.20000000000002,929,12.3 -2013,9,4,0,30,0,0,0,1.2000000000000002,22.200000000000003,140.5,929,12.3 -2013,9,4,1,30,0,0,0,1.1,21.700000000000003,138.81,929,12.4 -2013,9,4,2,30,0,0,0,1,21.200000000000003,132.65,929,12.4 -2013,9,4,3,30,0,0,0,0.9,20.900000000000002,123.5,929,12.4 -2013,9,4,4,30,0,0,0,0.9,20.6,112.59,930,12.4 -2013,9,4,5,30,0,0,0,0.9,20.400000000000002,100.7,930,12.4 -2013,9,4,6,30,21,14,211,1.4000000000000001,21.400000000000002,88.02,930,12.600000000000001 -2013,9,4,7,30,213,49,657,2.1,24.3,75.60000000000001,931,12.8 -2013,9,4,8,30,439,66,823,2.4000000000000004,28.3,63.01,931,13 -2013,9,4,9,30,648,75,906,2.8000000000000003,31.6,50.75,931,12.3 -2013,9,4,10,30,817,81,952,3.2,33.300000000000004,39.38,931,11.200000000000001 -2013,9,4,11,30,926,84,973,3.4000000000000004,34.5,30.12,931,10.3 -2013,9,4,12,30,972,85,983,3.5,35.4,25.51,930,9.5 -2013,9,4,13,30,948,83,980,3.5,35.800000000000004,28,929,8.8 -2013,9,4,14,30,857,79,964,3.4000000000000004,35.9,36.14,929,8.200000000000001 -2013,9,4,15,30,709,73,932,3.4000000000000004,35.4,47.04,928,7.6000000000000005 -2013,9,4,16,30,511,65,869,3.2,34.5,59.11,928,7.2 -2013,9,4,17,30,286,52,745,3.1,33.9,71.64,928,7.2 -2013,9,4,18,30,70,27,432,1.4000000000000001,28.5,84.23,929,10.700000000000001 -2013,9,4,19,30,0,0,0,1.3,26.3,96.9,930,11.4 -2013,9,4,20,30,0,0,0,1.3,25.400000000000002,109.02,930,11.600000000000001 -2013,9,4,21,30,0,0,0,1.3,24.8,120.35000000000001,930,12.100000000000001 -2013,9,4,22,30,0,0,0,1.2000000000000002,24.200000000000003,130.23,930,12.9 -2013,9,4,23,30,0,0,0,1.2000000000000002,23.700000000000003,137.57,930,13.700000000000001 -2013,9,5,0,30,0,0,0,1.1,23.200000000000003,140.88,930,14.5 -2013,9,5,1,30,0,0,0,1.1,22.8,139.14000000000001,930,15.4 -2013,9,5,2,30,0,0,0,1.1,22.400000000000002,132.92000000000002,930,16.1 -2013,9,5,3,30,0,0,0,1.2000000000000002,21.900000000000002,123.71000000000001,930,16.7 -2013,9,5,4,30,0,0,0,1.2000000000000002,21.5,112.76,931,17.1 -2013,9,5,5,30,0,0,0,1.2000000000000002,21.3,100.85000000000001,931,17.3 -2013,9,5,6,30,17,14,113,1.7000000000000002,22.6,88.14,932,17.5 -2013,9,5,7,30,194,64,530,1.9000000000000001,25.8,75.72,932,17.7 -2013,9,5,8,30,411,90,712,1,29.5,63.14,932,17.2 -2013,9,5,9,30,614,107,803,1,32.1,50.910000000000004,932,15.9 -2013,9,5,10,30,774,120,849,1.6,33.7,39.58,932,15.100000000000001 -2013,9,5,11,30,791,347,515,2,34.800000000000004,30.400000000000002,931,14.9 -2013,9,5,12,30,583,459,138,2.3000000000000003,35.4,25.87,931,14.8 -2013,9,5,13,30,833,337,564,2.6,35.7,28.38,930,14.8 -2013,9,5,14,30,542,399,178,2.9000000000000004,35.4,36.480000000000004,929,14.9 -2013,9,5,15,30,514,299,318,3.2,34.5,47.34,929,15.100000000000001 -2013,9,5,16,30,247,213,66,3.5,33.4,59.38,929,15.4 -2013,9,5,17,30,189,117,232,3.5,32.800000000000004,71.91,929,15.700000000000001 -2013,9,5,18,30,51,31,208,2.5,29.8,84.5,930,16.6 -2013,9,5,19,30,0,0,0,2.5,28.1,97.17,930,17.400000000000002 -2013,9,5,20,30,0,0,0,2.6,27.200000000000003,109.32000000000001,931,17.6 -2013,9,5,21,30,0,0,0,2.5,26.400000000000002,120.67,931,17.8 -2013,9,5,22,30,0,0,0,2.4000000000000004,25.700000000000003,130.58,931,17.8 -2013,9,5,23,30,0,0,0,2.2,25.1,137.95000000000002,931,17.7 -2013,9,6,0,30,0,0,0,2.1,24.6,141.25,931,17.6 -2013,9,6,1,30,0,0,0,2.1,24.1,139.47,931,17.6 -2013,9,6,2,30,0,0,0,2,23.6,133.19,931,17.5 -2013,9,6,3,30,0,0,0,1.9000000000000001,23,123.92,931,17.6 -2013,9,6,4,30,0,0,0,1.7000000000000002,22.5,112.93,931,17.6 -2013,9,6,5,30,0,0,0,1.6,22.200000000000003,100.99000000000001,931,17.7 -2013,9,6,6,30,15,13,83,2.1,23.1,88.26,932,17.900000000000002 -2013,9,6,7,30,187,70,479,2.2,26.200000000000003,75.84,932,17.900000000000002 -2013,9,6,8,30,401,102,665,1.5,29.5,63.28,932,17.3 -2013,9,6,9,30,601,123,761,1.5,31.700000000000003,51.06,932,16.7 -2013,9,6,10,30,762,139,810,2,33.2,39.79,932,16.2 -2013,9,6,11,30,801,333,544,2.5,34.2,30.68,931,15.700000000000001 -2013,9,6,12,30,928,107,915,2.7,34.9,26.240000000000002,930,15.4 -2013,9,6,13,30,904,105,912,2.9000000000000004,35.300000000000004,28.75,929,15.100000000000001 -2013,9,6,14,30,815,99,894,3,35.2,36.81,929,14.700000000000001 -2013,9,6,15,30,629,175,673,3.1,34.800000000000004,47.64,928,14.4 -2013,9,6,16,30,473,80,778,3,33.9,59.660000000000004,928,14.200000000000001 -2013,9,6,17,30,257,63,635,3,33.300000000000004,72.18,928,14.100000000000001 -2013,9,6,18,30,55,28,296,1.8,30,84.76,928,14.8 -2013,9,6,19,30,0,0,0,1.8,28.5,97.45,929,15.600000000000001 -2013,9,6,20,30,0,0,0,2.1,27.8,109.61,929,15.5 -2013,9,6,21,30,0,0,0,2.4000000000000004,27.1,120.99000000000001,929,15.5 -2013,9,6,22,30,0,0,0,2.7,26.3,130.93,929,15.600000000000001 -2013,9,6,23,30,0,0,0,2.9000000000000004,25.6,138.33,929,15.700000000000001 -2013,9,7,0,30,0,0,0,3,24.900000000000002,141.63,929,15.9 -2013,9,7,1,30,0,0,0,3,24.3,139.81,929,16.1 -2013,9,7,2,30,0,0,0,2.8000000000000003,23.700000000000003,133.46,929,16.3 -2013,9,7,3,30,0,0,0,2.5,23,124.13000000000001,929,16.5 -2013,9,7,4,30,0,0,0,2.1,22.400000000000002,113.10000000000001,929,16.7 -2013,9,7,5,30,0,0,0,1.9000000000000001,22.1,101.13,929,16.900000000000002 -2013,9,7,6,30,14,12,86,2.2,22.900000000000002,88.38,930,17 -2013,9,7,7,30,184,67,483,2.4000000000000004,25.8,75.97,930,17.1 -2013,9,7,8,30,396,99,665,1.8,29.400000000000002,63.410000000000004,930,16.6 -2013,9,7,9,30,470,268,321,1.6,31.8,51.22,930,15.3 -2013,9,7,10,30,676,282,514,2,33.300000000000004,39.99,930,14.9 -2013,9,7,11,30,812,316,578,2.6,34.2,30.96,929,14.9 -2013,9,7,12,30,536,446,101,2.9000000000000004,34.7,26.6,929,14.9 -2013,9,7,13,30,817,346,539,3.2,34.9,29.13,928,14.9 -2013,9,7,14,30,227,218,11,3.4000000000000004,34.7,37.15,927,14.700000000000001 -2013,9,7,15,30,628,169,685,3.5,34,47.94,927,14.5 -2013,9,7,16,30,441,140,601,3.5,33.1,59.94,927,14.3 -2013,9,7,17,30,233,98,450,3.5,32.5,72.45,927,14.100000000000001 -2013,9,7,18,30,46,32,160,2.2,29.3,85.03,927,14.600000000000001 -2013,9,7,19,30,0,0,0,2,27.8,97.73,928,15.100000000000001 -2013,9,7,20,30,0,0,0,2.3000000000000003,26.900000000000002,109.91,928,14.8 -2013,9,7,21,30,0,0,0,2.5,26.1,121.31,929,14.700000000000001 -2013,9,7,22,30,0,0,0,2.8000000000000003,25.200000000000003,131.28,928,14.700000000000001 -2013,9,7,23,30,0,0,0,2.9000000000000004,24.400000000000002,138.71,928,15 -2013,9,8,0,30,0,0,0,2.8000000000000003,23.6,142.01,928,15.600000000000001 -2013,9,8,1,30,0,0,0,2.5,22.900000000000002,140.14000000000001,928,16.400000000000002 -2013,9,8,2,30,0,0,0,2,22.1,133.73,928,17.2 -2013,9,8,3,30,0,0,0,1.5,21.400000000000002,124.35000000000001,928,17.900000000000002 -2013,9,8,4,30,0,0,0,1.1,20.700000000000003,113.27,928,18.400000000000002 -2013,9,8,5,30,0,0,0,1,20.400000000000002,101.28,928,18.7 -2013,9,8,6,30,14,12,108,1.4000000000000001,21.200000000000003,88.5,928,19 -2013,9,8,7,30,189,57,549,1.7000000000000002,24.3,76.10000000000001,929,19.200000000000003 -2013,9,8,8,30,407,78,738,1.9000000000000001,27.8,63.550000000000004,929,17.6 -2013,9,8,9,30,610,90,833,2.7,30,51.38,929,16.1 -2013,9,8,10,30,772,96,885,3.4000000000000004,31.5,40.2,928,15.600000000000001 -2013,9,8,11,30,880,100,913,3.9000000000000004,32.6,31.25,928,15.200000000000001 -2013,9,8,12,30,923,97,927,4.2,33.300000000000004,26.97,927,15 -2013,9,8,13,30,809,349,528,4.4,33.5,29.51,926,15 -2013,9,8,14,30,807,92,901,4.4,33.300000000000004,37.49,925,15 -2013,9,8,15,30,656,89,851,4.5,32.7,48.24,925,15.100000000000001 -2013,9,8,16,30,259,214,92,4.6000000000000005,31.700000000000003,60.22,925,15.200000000000001 -2013,9,8,17,30,247,61,625,4.5,31,72.72,925,15.3 -2013,9,8,18,30,30,27,33,3.5,28.6,85.29,925,15.600000000000001 -2013,9,8,19,30,0,0,0,3.2,27.400000000000002,98.01,926,16 -2013,9,8,20,30,0,0,0,3.2,26.6,110.2,926,16.3 -2013,9,8,21,30,0,0,0,3.2,25.700000000000003,121.63,927,16.7 -2013,9,8,22,30,0,0,0,3.1,24.900000000000002,131.63,927,17 -2013,9,8,23,30,0,0,0,3,24.200000000000003,139.09,927,17.5 -2013,9,9,0,30,0,0,0,3,23.6,142.39000000000001,927,18 -2013,9,9,1,30,0,0,0,3.1,23.1,140.48,928,18.5 -2013,9,9,2,30,0,0,0,2.9000000000000004,22.6,134,928,19 -2013,9,9,3,30,0,0,0,2.4000000000000004,22,124.56,927,19.400000000000002 -2013,9,9,4,30,0,0,0,2,21.5,113.44,927,19.5 -2013,9,9,5,30,0,0,0,1.9000000000000001,21.1,101.42,928,19.6 -2013,9,9,6,30,13,11,89,2.5,21.400000000000002,88.62,928,19.700000000000003 -2013,9,9,7,30,184,57,530,3.2,22.700000000000003,76.22,929,19.5 -2013,9,9,8,30,400,78,727,3.6,24.6,63.68,929,18.8 -2013,9,9,9,30,601,88,825,3.9000000000000004,26.400000000000002,51.550000000000004,929,17.900000000000002 -2013,9,9,10,30,763,96,876,4.2,27.900000000000002,40.42,929,17.1 -2013,9,9,11,30,869,100,903,4.4,28.900000000000002,31.54,928,16.5 -2013,9,9,12,30,858,322,604,4.6000000000000005,29.6,27.34,928,16.3 -2013,9,9,13,30,891,88,926,4.6000000000000005,30,29.89,927,16 -2013,9,9,14,30,800,86,905,4.6000000000000005,30,37.84,926,15.8 -2013,9,9,15,30,649,87,849,4.7,29.8,48.550000000000004,926,15.700000000000001 -2013,9,9,16,30,230,202,57,4.7,29.3,60.51,926,15.4 -2013,9,9,17,30,241,61,615,4.7,28.900000000000002,73,926,15.3 -2013,9,9,18,30,45,25,250,3.6,26.900000000000002,85.56,926,15.5 -2013,9,9,19,30,0,0,0,3.4000000000000004,25.8,98.29,927,15.9 -2013,9,9,20,30,0,0,0,3.7,25.1,110.5,928,16.3 -2013,9,9,21,30,0,0,0,3.9000000000000004,24.3,121.95,928,16.900000000000002 -2013,9,9,22,30,0,0,0,3.9000000000000004,23.5,131.99,928,17.5 -2013,9,9,23,30,0,0,0,3.8000000000000003,22.8,139.47,929,18.2 -2013,9,10,0,30,0,0,0,3.6,22.1,142.77,929,18.8 -2013,9,10,1,30,0,0,0,3.4000000000000004,21.5,140.81,928,19.200000000000003 -2013,9,10,2,30,0,0,0,3.3000000000000003,21,134.26,928,19.6 -2013,9,10,3,30,0,0,0,3.2,20.700000000000003,124.76,928,19.900000000000002 -2013,9,10,4,30,0,0,0,2.9000000000000004,20.400000000000002,113.61,929,20 -2013,9,10,5,30,0,0,0,2.7,20.3,101.56,929,20 -2013,9,10,6,30,13,11,93,3.4000000000000004,20.900000000000002,88.74,930,19.8 -2013,9,10,7,30,183,54,545,4.1000000000000005,22.700000000000003,76.35000000000001,931,19.400000000000002 -2013,9,10,8,30,113,113,0,4.5,25,63.82,931,18.6 -2013,9,10,9,30,259,241,30,4.7,27.1,51.71,931,18 -2013,9,10,10,30,187,182,7,5,28.700000000000003,40.63,931,17.6 -2013,9,10,11,30,488,413,89,5.2,29.900000000000002,31.84,930,17.3 -2013,9,10,12,30,685,437,280,5.4,30.5,27.72,929,17.2 -2013,9,10,13,30,489,418,83,5.4,30.5,30.28,929,17.2 -2013,9,10,14,30,786,99,874,5.4,30.200000000000003,38.18,928,17.3 -2013,9,10,15,30,502,286,328,5.4,29.700000000000003,48.86,928,17.5 -2013,9,10,16,30,251,208,87,5.300000000000001,28.8,60.800000000000004,928,17.7 -2013,9,10,17,30,229,67,562,5.2,28.3,73.27,928,17.900000000000002 -2013,9,10,18,30,39,26,185,4,26.700000000000003,85.83,929,18.2 -2013,9,10,19,30,0,0,0,3.4000000000000004,26,98.58,930,18.5 -2013,9,10,20,30,0,0,0,3.2,25.400000000000002,110.8,930,18.900000000000002 -2013,9,10,21,30,0,0,0,3.1,24.8,122.27,930,19.1 -2013,9,10,22,30,0,0,0,3,24.200000000000003,132.34,931,19.400000000000002 -2013,9,10,23,30,0,0,0,2.9000000000000004,23.6,139.86,931,19.700000000000003 -2013,9,11,0,30,0,0,0,2.9000000000000004,23,143.16,931,19.900000000000002 -2013,9,11,1,30,0,0,0,2.8000000000000003,22.400000000000002,141.15,931,20.200000000000003 -2013,9,11,2,30,0,0,0,2.7,21.900000000000002,134.53,931,20.400000000000002 -2013,9,11,3,30,0,0,0,2.6,21.6,124.97,931,20.6 -2013,9,11,4,30,0,0,0,2.5,21.3,113.78,931,20.6 -2013,9,11,5,30,0,0,0,2.5,21.200000000000003,101.71000000000001,931,20.5 -2013,9,11,6,30,11,10,61,2.7,21.6,88.86,932,20.400000000000002 -2013,9,11,7,30,100,87,58,3.1,23.1,76.48,932,19.900000000000002 -2013,9,11,8,30,239,186,120,3.4000000000000004,25.3,63.96,932,18.6 -2013,9,11,9,30,597,85,831,3.6,27.3,51.88,933,17.400000000000002 -2013,9,11,10,30,653,284,488,3.8000000000000003,29.1,40.85,932,16.8 -2013,9,11,11,30,759,343,491,3.9000000000000004,30.5,32.14,932,16.400000000000002 -2013,9,11,12,30,611,451,182,4.1000000000000005,31.6,28.09,931,16.1 -2013,9,11,13,30,622,433,219,4.2,32.2,30.66,930,15.9 -2013,9,11,14,30,787,97,882,4.2,32.300000000000004,38.53,929,15.700000000000001 -2013,9,11,15,30,348,295,80,4.1000000000000005,32.1,49.17,929,15.4 -2013,9,11,16,30,447,78,762,3.9000000000000004,31.3,61.08,929,15.100000000000001 -2013,9,11,17,30,151,110,144,3.8000000000000003,30.8,73.55,929,14.8 -2013,9,11,18,30,23,23,8,2.1,27.700000000000003,86.10000000000001,930,15.100000000000001 -2013,9,11,19,30,0,0,0,1.8,26.1,98.86,930,15.5 -2013,9,11,20,30,0,0,0,2.1,25.400000000000002,111.10000000000001,930,15.3 -2013,9,11,21,30,0,0,0,2.5,24.700000000000003,122.60000000000001,930,15.3 -2013,9,11,22,30,0,0,0,2.8000000000000003,24,132.7,931,15.600000000000001 -2013,9,11,23,30,0,0,0,2.7,23.200000000000003,140.24,930,15.9 -2013,9,12,0,30,0,0,0,2.4000000000000004,22.3,143.54,930,16.3 -2013,9,12,1,30,0,0,0,2,21.400000000000002,141.48,930,16.8 -2013,9,12,2,30,0,0,0,1.6,20.700000000000003,134.8,930,17.1 -2013,9,12,3,30,0,0,0,1.4000000000000001,20.1,125.18,930,17.400000000000002 -2013,9,12,4,30,0,0,0,1.4000000000000001,19.6,113.94,930,17.7 -2013,9,12,5,30,0,0,0,1.4000000000000001,19.3,101.85000000000001,931,18 -2013,9,12,6,30,11,10,61,1.9000000000000001,20.200000000000003,88.97,931,18.3 -2013,9,12,7,30,177,61,502,2.5,23,76.61,931,18.400000000000002 -2013,9,12,8,30,392,89,695,2.6,26.3,64.1,932,17.6 -2013,9,12,9,30,591,107,787,2.7,28.5,52.050000000000004,932,17.1 -2013,9,12,10,30,752,119,839,2.9000000000000004,30.1,41.07,932,17.1 -2013,9,12,11,30,832,247,694,3,31.200000000000003,32.43,931,16.900000000000002 -2013,9,12,12,30,690,429,297,3.2,32.1,28.47,930,16.6 -2013,9,12,13,30,509,423,100,3.3000000000000003,32.6,31.05,929,16.3 -2013,9,12,14,30,782,113,860,3.4000000000000004,32.6,38.88,928,16.1 -2013,9,12,15,30,628,115,790,3.4000000000000004,32.300000000000004,49.480000000000004,928,15.700000000000001 -2013,9,12,16,30,347,187,334,3.3000000000000003,31.5,61.370000000000005,927,15.4 -2013,9,12,17,30,222,71,541,3.3000000000000003,30.900000000000002,73.83,927,15.100000000000001 -2013,9,12,18,30,24,22,32,1.6,27.700000000000003,86.37,928,15.600000000000001 -2013,9,12,19,30,0,0,0,1.3,26.200000000000003,99.15,928,16.1 -2013,9,12,20,30,0,0,0,1.3,25.400000000000002,111.4,929,16.1 -2013,9,12,21,30,0,0,0,1.3,24.8,122.92,929,15.9 -2013,9,12,22,30,0,0,0,1.2000000000000002,24.1,133.06,929,15.8 -2013,9,12,23,30,0,0,0,1.2000000000000002,23.5,140.63,929,15.600000000000001 -2013,9,13,0,30,0,0,0,1.2000000000000002,23,143.93,929,15.5 -2013,9,13,1,30,0,0,0,1.1,22.400000000000002,141.82,928,15.4 -2013,9,13,2,30,0,0,0,1.1,21.900000000000002,135.06,928,15.4 -2013,9,13,3,30,0,0,0,1,21.5,125.39,928,15.4 -2013,9,13,4,30,0,0,0,1,21.200000000000003,114.11,928,15.5 -2013,9,13,5,30,0,0,0,0.9,21,101.99000000000001,928,15.5 -2013,9,13,6,30,0,0,0,1.5,21.8,89.09,929,15.600000000000001 -2013,9,13,7,30,166,75,396,1.6,24.1,76.74,929,15.8 -2013,9,13,8,30,376,115,602,1.1,27.1,64.25,929,15.600000000000001 -2013,9,13,9,30,577,136,720,1.2000000000000002,29.3,52.22,929,15.200000000000001 -2013,9,13,10,30,618,315,403,1.8,30.6,41.29,928,15.200000000000001 -2013,9,13,11,30,73,73,0,2.3000000000000003,31.8,32.74,928,15.200000000000001 -2013,9,13,12,30,815,356,525,2.7,32.800000000000004,28.85,927,14.9 -2013,9,13,13,30,564,433,154,2.8000000000000003,33.4,31.44,926,14.4 -2013,9,13,14,30,778,130,836,2.9000000000000004,33.5,39.230000000000004,925,14 -2013,9,13,15,30,626,123,779,3,33.2,49.800000000000004,924,13.5 -2013,9,13,16,30,429,110,672,3.1,32.300000000000004,61.67,924,13.200000000000001 -2013,9,13,17,30,214,82,484,3.1,31.700000000000003,74.11,924,13.100000000000001 -2013,9,13,18,30,29,22,115,2.3000000000000003,28.700000000000003,86.64,925,14.4 -2013,9,13,19,30,0,0,0,2.8000000000000003,27.5,99.43,925,15.4 -2013,9,13,20,30,0,0,0,3.3000000000000003,26.700000000000003,111.7,926,16.1 -2013,9,13,21,30,0,0,0,3.4000000000000004,25.700000000000003,123.25,926,17 -2013,9,13,22,30,0,0,0,3,24.8,133.42000000000002,926,17.900000000000002 -2013,9,13,23,30,0,0,0,2.5,24,141.02,926,18.5 -2013,9,14,0,30,0,0,0,1.9000000000000001,23.3,144.31,926,18.7 -2013,9,14,1,30,0,0,0,1.4000000000000001,22.5,142.15,926,18.7 -2013,9,14,2,30,0,0,0,1.1,21.900000000000002,135.33,926,18.5 -2013,9,14,3,30,0,0,0,0.8,21.3,125.59,925,18.2 -2013,9,14,4,30,0,0,0,0.6000000000000001,20.8,114.28,926,17.900000000000002 -2013,9,14,5,30,0,0,0,0.5,20.400000000000002,102.13,926,17.7 -2013,9,14,6,30,0,0,0,0.8,21.3,89.21000000000001,927,17.6 -2013,9,14,7,30,175,61,504,1.4000000000000001,24.1,76.87,927,17.3 -2013,9,14,8,30,391,88,702,1.9000000000000001,27.6,64.39,927,15.9 -2013,9,14,9,30,591,105,796,1.9000000000000001,30.200000000000003,52.39,928,14.9 -2013,9,14,10,30,752,115,851,2,32,41.52,927,14.5 -2013,9,14,11,30,592,422,204,2.2,33.1,33.04,927,14.3 -2013,9,14,12,30,743,374,423,2.5,33.7,29.23,926,14.100000000000001 -2013,9,14,13,30,861,148,838,2.8000000000000003,34,31.830000000000002,925,13.9 -2013,9,14,14,30,173,168,6,3,33.800000000000004,39.58,925,13.8 -2013,9,14,15,30,519,258,408,3.4000000000000004,33.2,50.120000000000005,924,13.700000000000001 -2013,9,14,16,30,411,137,584,3.6,32.300000000000004,61.96,924,13.8 -2013,9,14,17,30,163,98,241,3.7,31.700000000000003,74.39,924,14 -2013,9,14,18,30,19,19,1,2.9000000000000004,29,86.91,925,14.700000000000001 -2013,9,14,19,30,0,0,0,3.2,27.900000000000002,99.72,925,15.600000000000001 -2013,9,14,20,30,0,0,0,3.5,27.3,112,926,16.1 -2013,9,14,21,30,0,0,0,3.6,26.8,123.58,926,16.7 -2013,9,14,22,30,0,0,0,3.6,26.3,133.78,926,17.1 -2013,9,14,23,30,0,0,0,3.5,25.900000000000002,141.41,927,17.400000000000002 -2013,9,15,0,30,0,0,0,3.4000000000000004,25.400000000000002,144.70000000000002,927,17.5 -2013,9,15,1,30,0,0,0,3.2,24.8,142.49,927,17.3 -2013,9,15,2,30,0,0,0,2.9000000000000004,24.1,135.59,927,17 -2013,9,15,3,30,0,0,0,2.7,23.400000000000002,125.8,927,16.6 -2013,9,15,4,30,0,0,0,2.5,22.700000000000003,114.44,927,16.2 -2013,9,15,5,30,0,0,0,2.4000000000000004,22.200000000000003,102.27,928,15.8 -2013,9,15,6,30,0,0,0,2.7,22.400000000000002,89.33,928,15.600000000000001 -2013,9,15,7,30,79,77,6,3.3000000000000003,24.200000000000003,77,929,15.9 -2013,9,15,8,30,346,129,505,3.6,26.5,64.53,929,17.1 -2013,9,15,9,30,464,254,346,3.5,28.200000000000003,52.57,929,17.5 -2013,9,15,10,30,724,159,758,3.2,29.200000000000003,41.75,929,17.7 -2013,9,15,11,30,827,168,790,3.2,30.1,33.35,929,17.8 -2013,9,15,12,30,849,291,641,3.4000000000000004,30.700000000000003,29.61,929,17.7 -2013,9,15,13,30,585,428,185,3.7,30.8,32.22,928,17.5 -2013,9,15,14,30,584,360,292,3.9000000000000004,30.700000000000003,39.94,928,17.3 -2013,9,15,15,30,564,192,584,4.1000000000000005,30.400000000000002,50.44,928,17.1 -2013,9,15,16,30,320,189,282,4.1000000000000005,29.8,62.26,928,16.8 -2013,9,15,17,30,94,92,9,4,29.400000000000002,74.67,928,16.6 -2013,9,15,18,30,20,20,0,2.6,27.3,87.17,929,16.7 -2013,9,15,19,30,0,0,0,2,26.200000000000003,100,929,16.7 -2013,9,15,20,30,0,0,0,1.8,25.700000000000003,112.3,929,16.5 -2013,9,15,21,30,0,0,0,1.7000000000000002,25.3,123.9,930,16.5 -2013,9,15,22,30,0,0,0,1.7000000000000002,25,134.13,930,16.5 -2013,9,15,23,30,0,0,0,1.9000000000000001,24.700000000000003,141.8,930,16.5 -2013,9,16,0,30,0,0,0,2.1,24.3,145.09,930,16.5 -2013,9,16,1,30,0,0,0,2.1,23.900000000000002,142.82,930,16.5 -2013,9,16,2,30,0,0,0,2.1,23.400000000000002,135.85,930,16.6 -2013,9,16,3,30,0,0,0,2,22.900000000000002,126,930,16.8 -2013,9,16,4,30,0,0,0,1.8,22.400000000000002,114.61,930,17.1 -2013,9,16,5,30,0,0,0,1.7000000000000002,22,102.41,931,17.5 -2013,9,16,6,30,0,0,0,2,22.5,89.44,931,17.8 -2013,9,16,7,30,87,80,29,2.4000000000000004,24.5,77.13,931,18.1 -2013,9,16,8,30,268,177,213,2.5,26.8,64.68,932,18.3 -2013,9,16,9,30,481,239,401,2.5,28.400000000000002,52.75,932,18.3 -2013,9,16,10,30,44,44,0,2.9000000000000004,29.6,41.980000000000004,931,18.2 -2013,9,16,11,30,393,359,42,3.3000000000000003,30.400000000000002,33.660000000000004,931,18.1 -2013,9,16,12,30,696,413,327,3.7,30.8,29.990000000000002,930,17.900000000000002 -2013,9,16,13,30,652,409,289,3.9000000000000004,30.700000000000003,32.61,930,17.7 -2013,9,16,14,30,579,359,288,3.9000000000000004,30.200000000000003,40.29,929,17.400000000000002 -2013,9,16,15,30,17,17,0,3.7,29.3,50.76,929,17.2 -2013,9,16,16,30,117,117,0,3.1,28.3,62.550000000000004,929,17 -2013,9,16,17,30,178,80,375,2.7,27.8,74.96000000000001,929,17.2 -2013,9,16,18,30,12,12,0,1.1,25.200000000000003,87.44,930,19.1 -2013,9,16,19,30,0,0,0,0.9,24.200000000000003,100.29,930,19.3 -2013,9,16,20,30,0,0,0,1,23.700000000000003,112.61,931,18.900000000000002 -2013,9,16,21,30,0,0,0,1,23.1,124.23,931,18.5 -2013,9,16,22,30,0,0,0,1.1,22.6,134.49,931,18.3 -2013,9,16,23,30,0,0,0,1.1,22.1,142.19,931,18 -2013,9,17,0,30,0,0,0,1.1,21.700000000000003,145.48,931,17.900000000000002 -2013,9,17,1,30,0,0,0,1.1,21.400000000000002,143.16,931,18 -2013,9,17,2,30,0,0,0,1.1,21.3,136.11,931,18.2 -2013,9,17,3,30,0,0,0,1.1,21.1,126.2,931,18.5 -2013,9,17,4,30,0,0,0,1,20.900000000000002,114.77,931,18.900000000000002 -2013,9,17,5,30,0,0,0,1,20.8,102.55,931,19.3 -2013,9,17,6,30,0,0,0,1.3,21.200000000000003,89.55,931,19.6 -2013,9,17,7,30,58,58,0,1.8,22.400000000000002,77.26,932,19.900000000000002 -2013,9,17,8,30,182,165,39,2.2,23.900000000000002,64.83,932,19.900000000000002 -2013,9,17,9,30,207,200,12,2.5,25.1,52.93,932,19.3 -2013,9,17,10,30,353,318,46,2.8000000000000003,26,42.21,932,18.7 -2013,9,17,11,30,292,277,17,3.1,26.5,33.97,931,18.2 -2013,9,17,12,30,471,410,71,3.4000000000000004,26.900000000000002,30.37,931,17.8 -2013,9,17,13,30,562,424,165,3.5,27.200000000000003,33,930,17.5 -2013,9,17,14,30,480,372,142,3.4000000000000004,27.5,40.65,929,17.1 -2013,9,17,15,30,342,285,90,3.3000000000000003,27.700000000000003,51.08,929,16.7 -2013,9,17,16,30,217,188,63,3,27.6,62.85,928,16.2 -2013,9,17,17,30,67,67,0,2.8000000000000003,27.400000000000002,75.24,928,15.9 -2013,9,17,18,30,13,13,0,1.3,25,87.71000000000001,928,16.6 -2013,9,17,19,30,0,0,0,1.4000000000000001,24.1,100.58,929,16.6 -2013,9,17,20,30,0,0,0,1.7000000000000002,23.8,112.91,929,16.3 -2013,9,17,21,30,0,0,0,2.2,23.400000000000002,124.55,929,16.3 -2013,9,17,22,30,0,0,0,2.5,23,134.85,929,16.6 -2013,9,17,23,30,0,0,0,2.7,22.6,142.58,929,17.1 -2013,9,18,0,30,0,0,0,2.7,22.200000000000003,145.87,929,17.7 -2013,9,18,1,30,0,0,0,2.5,21.8,143.49,929,18.3 -2013,9,18,2,30,0,0,0,2.3000000000000003,21.400000000000002,136.37,929,18.8 -2013,9,18,3,30,0,0,0,2,20.900000000000002,126.4,928,19.200000000000003 -2013,9,18,4,30,0,0,0,1.9000000000000001,20.5,114.93,928,19.400000000000002 -2013,9,18,5,30,0,0,0,1.8,20.1,102.69,929,19.700000000000003 -2013,9,18,6,30,0,0,0,2.3000000000000003,20.700000000000003,89.67,929,19.900000000000002 -2013,9,18,7,30,6,6,0,3.4000000000000004,22.8,77.39,929,20.1 -2013,9,18,8,30,62,62,0,4.1000000000000005,25.200000000000003,64.98,929,19.8 -2013,9,18,9,30,281,251,49,4.4,27.400000000000002,53.11,929,18.5 -2013,9,18,10,30,492,360,179,4.7,29.1,42.45,929,17.3 -2013,9,18,11,30,560,417,174,4.9,30.5,34.28,928,16.6 -2013,9,18,12,30,826,310,601,5,31.400000000000002,30.75,927,16.3 -2013,9,18,13,30,802,285,619,5.1000000000000005,31.8,33.39,926,16.1 -2013,9,18,14,30,553,362,253,5.1000000000000005,31.8,41.01,925,16.1 -2013,9,18,15,30,613,74,864,5.1000000000000005,31.3,51.4,925,16 -2013,9,18,16,30,419,65,783,4.9,30.400000000000002,63.15,925,15.8 -2013,9,18,17,30,104,93,46,4.800000000000001,29.8,75.53,925,15.700000000000001 -2013,9,18,18,30,20,14,169,3.2,26.900000000000002,87.98,925,15.9 -2013,9,18,19,30,0,0,0,2.8000000000000003,25.6,100.87,926,16.2 -2013,9,18,20,30,0,0,0,2.9000000000000004,24.900000000000002,113.21000000000001,926,16.400000000000002 -2013,9,18,21,30,0,0,0,3.1,24.3,124.88000000000001,927,16.8 -2013,9,18,22,30,0,0,0,3.1,23.700000000000003,135.21,927,17.2 -2013,9,18,23,30,0,0,0,3,23.200000000000003,142.97,927,17.7 -2013,9,19,0,30,0,0,0,2.8000000000000003,22.700000000000003,146.26,927,18.1 -2013,9,19,1,30,0,0,0,2.8000000000000003,22.5,143.83,927,18.5 -2013,9,19,2,30,0,0,0,3,22.3,136.63,926,18.900000000000002 -2013,9,19,3,30,0,0,0,3,22.1,126.61,926,19.3 -2013,9,19,4,30,0,0,0,2.8000000000000003,21.8,115.09,926,19.700000000000003 -2013,9,19,5,30,0,0,0,2.8000000000000003,21.6,102.84,927,20.1 -2013,9,19,6,30,0,0,0,3.1,21.6,89.78,927,20.3 -2013,9,19,7,30,30,30,0,3.7,22.200000000000003,77.53,927,20.5 -2013,9,19,8,30,67,67,0,4.2,23,65.13,928,20 -2013,9,19,9,30,144,144,0,4.3,23.700000000000003,53.29,928,18.8 -2013,9,19,10,30,124,124,0,4.1000000000000005,24.3,42.68,928,18.1 -2013,9,19,11,30,139,137,2,3.9000000000000004,24.6,34.6,928,17.900000000000002 -2013,9,19,12,30,205,197,10,3.6,24.6,31.14,927,17.900000000000002 -2013,9,19,13,30,346,323,27,3.5,24.400000000000002,33.78,926,18.1 -2013,9,19,14,30,357,323,45,3.4000000000000004,24.1,41.37,926,18.400000000000002 -2013,9,19,15,30,172,169,4,3.2,23.6,51.730000000000004,926,18.8 -2013,9,19,16,30,105,105,0,2.8000000000000003,22.8,63.45,926,19.3 -2013,9,19,17,30,68,68,0,2.5,22.400000000000002,75.81,926,19.8 -2013,9,19,18,30,5,5,0,1.7000000000000002,21.1,88.23,926,20.5 -2013,9,19,19,30,0,0,0,1.7000000000000002,20.8,101.15,926,20.700000000000003 -2013,9,19,20,30,0,0,0,1.7000000000000002,20.6,113.51,926,20.6 -2013,9,19,21,30,0,0,0,1.5,20.6,125.21000000000001,926,20.6 -2013,9,19,22,30,0,0,0,1.2000000000000002,20.5,135.57,926,20.5 -2013,9,19,23,30,0,0,0,1,20.5,143.36,925,20.5 -2013,9,20,0,30,0,0,0,0.9,20.400000000000002,146.65,925,20.400000000000002 -2013,9,20,1,30,0,0,0,0.9,20.3,144.16,925,20.3 -2013,9,20,2,30,0,0,0,1.2000000000000002,20.200000000000003,136.89000000000001,925,20.200000000000003 -2013,9,20,3,30,0,0,0,1.6,20,126.8,925,20 -2013,9,20,4,30,0,0,0,2.3000000000000003,19.8,115.26,925,19.8 -2013,9,20,5,30,0,0,0,3,19.6,102.98,926,19.6 -2013,9,20,6,30,0,0,0,3.7,19.400000000000002,89.89,926,19.400000000000002 -2013,9,20,7,30,3,3,0,4.6000000000000005,19.5,77.66,927,19.5 -2013,9,20,8,30,48,48,0,5.5,19.700000000000003,65.28,927,19.5 -2013,9,20,9,30,154,154,1,5.9,20.200000000000003,53.480000000000004,927,19.3 -2013,9,20,10,30,184,179,7,5.800000000000001,20.6,42.92,927,19 -2013,9,20,11,30,185,179,8,5.5,21,34.910000000000004,927,18.6 -2013,9,20,12,30,241,230,13,5.300000000000001,21.3,31.52,927,18.400000000000002 -2013,9,20,13,30,161,157,5,5.1000000000000005,21.3,34.18,927,18.1 -2013,9,20,14,30,210,203,9,4.9,21.1,41.730000000000004,926,17.8 -2013,9,20,15,30,108,108,0,4.7,20.6,52.050000000000004,926,17.5 -2013,9,20,16,30,249,190,135,4.4,19.8,63.75,926,17.1 -2013,9,20,17,30,91,86,21,4.3,19.400000000000002,76.09,926,16.6 -2013,9,20,18,30,7,7,0,3.8000000000000003,17.8,88.49,927,16.2 -2013,9,20,19,30,0,0,0,3.7,16.900000000000002,101.44,927,15.8 -2013,9,20,20,30,0,0,0,3.5,16.2,113.81,928,15.3 -2013,9,20,21,30,0,0,0,3.5,15.700000000000001,125.53,928,15 -2013,9,20,22,30,0,0,0,3.5,15.3,135.93,929,14.600000000000001 -2013,9,20,23,30,0,0,0,3.5,14.8,143.75,929,14.100000000000001 -2013,9,21,0,30,0,0,0,3.5,14.200000000000001,147.04,929,13.5 -2013,9,21,1,30,0,0,0,3.4000000000000004,13.700000000000001,144.49,929,12.700000000000001 -2013,9,21,2,30,0,0,0,3.2,13.100000000000001,137.15,929,11.8 -2013,9,21,3,30,0,0,0,3,12.600000000000001,127,929,11 -2013,9,21,4,30,0,0,0,2.9000000000000004,12.100000000000001,115.42,929,10.200000000000001 -2013,9,21,5,30,0,0,0,2.7,11.600000000000001,103.12,929,9.600000000000001 -2013,9,21,6,30,0,0,0,2.9000000000000004,12,89.99,929,9.200000000000001 -2013,9,21,7,30,181,40,664,3.4000000000000004,14.4,77.8,930,9.200000000000001 -2013,9,21,8,30,409,56,851,3.8000000000000003,17.6,65.43,930,9 -2013,9,21,9,30,618,64,935,4,20.3,53.660000000000004,930,8.200000000000001 -2013,9,21,10,30,780,69,974,3.9000000000000004,22.3,43.17,930,7.7 -2013,9,21,11,30,887,73,997,3.6,23.700000000000003,35.230000000000004,929,7.6000000000000005 -2013,9,21,12,30,923,77,997,3.3000000000000003,24.8,31.91,929,7.7 -2013,9,21,13,30,892,76,992,3,25.400000000000002,34.57,928,7.9 -2013,9,21,14,30,794,73,972,2.8000000000000003,25.6,42.09,927,8.200000000000001 -2013,9,21,15,30,635,68,928,2.8000000000000003,25.3,52.38,926,8.5 -2013,9,21,16,30,432,58,853,2.5,24.400000000000002,64.05,926,8.5 -2013,9,21,17,30,206,43,692,2.2,23.700000000000003,76.38,926,9.5 -2013,9,21,18,30,16,11,213,1.2000000000000002,18.8,88.75,926,12.200000000000001 -2013,9,21,19,30,0,0,0,1.3,17.2,101.73,926,10.8 -2013,9,21,20,30,0,0,0,1.3,16.3,114.11,927,10.200000000000001 -2013,9,21,21,30,0,0,0,1.3,15.5,125.86,927,9.8 -2013,9,21,22,30,0,0,0,1.1,14.8,136.29,926,9.3 -2013,9,21,23,30,0,0,0,1.1,14.5,144.15,926,8.700000000000001 -2013,9,22,0,30,0,0,0,1,14.3,147.43,926,8.1 -2013,9,22,1,30,0,0,0,0.9,14.200000000000001,144.82,926,7.6000000000000005 -2013,9,22,2,30,0,0,0,0.9,13.9,137.4,926,7.1000000000000005 -2013,9,22,3,30,0,0,0,0.9,13.600000000000001,127.2,926,6.800000000000001 -2013,9,22,4,30,0,0,0,0.9,13.200000000000001,115.58,926,6.6000000000000005 -2013,9,22,5,30,0,0,0,0.9,12.9,103.26,926,6.5 -2013,9,22,6,30,0,0,0,0.8,13.700000000000001,90.11,926,6.5 -2013,9,22,7,30,181,39,679,1,15.8,77.94,927,8.6 -2013,9,22,8,30,409,55,857,1.6,19.1,65.59,927,8 -2013,9,22,9,30,618,64,938,2,22.1,53.85,927,7 -2013,9,22,10,30,783,70,982,1.8,23.900000000000002,43.410000000000004,927,6.7 -2013,9,22,11,30,890,73,1004,1.7000000000000002,25.200000000000003,35.550000000000004,926,7.2 -2013,9,22,12,30,929,76,1009,1.9000000000000001,26.1,32.3,925,7.5 -2013,9,22,13,30,897,74,1004,2.2,26.700000000000003,34.97,924,7.5 -2013,9,22,14,30,801,71,990,2.7,26.700000000000003,42.45,923,7.2 -2013,9,22,15,30,640,67,945,3.1,26.3,52.7,923,6.9 -2013,9,22,16,30,434,58,868,3.1,25,64.35,922,6.6000000000000005 -2013,9,22,17,30,205,42,704,2.8000000000000003,24.200000000000003,76.67,922,7.9 -2013,9,22,18,30,0,0,0,1.6,18.900000000000002,89.01,922,10.3 -2013,9,22,19,30,0,0,0,1.6,17.400000000000002,102.02,923,9.600000000000001 -2013,9,22,20,30,0,0,0,1.7000000000000002,16.5,114.41,923,9.4 -2013,9,22,21,30,0,0,0,1.7000000000000002,15.700000000000001,126.18,923,9.3 -2013,9,22,22,30,0,0,0,1.8,15.100000000000001,136.65,923,9.200000000000001 -2013,9,22,23,30,0,0,0,1.9000000000000001,14.600000000000001,144.54,923,9.200000000000001 -2013,9,23,0,30,0,0,0,2.1,14.100000000000001,147.82,923,9.200000000000001 -2013,9,23,1,30,0,0,0,2.3000000000000003,13.600000000000001,145.15,923,9.4 -2013,9,23,2,30,0,0,0,2.6,13.100000000000001,137.66,923,9.8 -2013,9,23,3,30,0,0,0,2.8000000000000003,12.700000000000001,127.4,923,10.100000000000001 -2013,9,23,4,30,0,0,0,3.1,12.3,115.74000000000001,922,10.3 -2013,9,23,5,30,0,0,0,3.2,11.9,103.4,922,10.3 -2013,9,23,6,30,0,0,0,3.6,12.4,90.22,922,10.4 -2013,9,23,7,30,169,44,604,3.9000000000000004,14.700000000000001,78.07000000000001,923,10.700000000000001 -2013,9,23,8,30,388,65,785,4.2,18.6,65.75,923,11.3 -2013,9,23,9,30,589,78,871,4.800000000000001,22.8,54.050000000000004,923,10.700000000000001 -2013,9,23,10,30,749,86,916,4.7,25.6,43.660000000000004,922,9.4 -2013,9,23,11,30,851,90,939,4.4,27.5,35.88,922,10 -2013,9,23,12,30,889,92,946,4.1000000000000005,28.900000000000002,32.68,921,10.9 -2013,9,23,13,30,859,92,941,4,29.900000000000002,35.36,920,11.700000000000001 -2013,9,23,14,30,762,88,919,3.7,30.400000000000002,42.81,919,12.3 -2013,9,23,15,30,605,83,868,3.4000000000000004,30.400000000000002,53.03,919,12.5 -2013,9,23,16,30,405,73,776,2.6,29.400000000000002,64.65,919,12.600000000000001 -2013,9,23,17,30,184,52,587,2,28.5,76.96000000000001,919,14.9 -2013,9,23,18,30,0,0,0,1.7000000000000002,23.6,89.27,920,15.3 -2013,9,23,19,30,0,0,0,1.8,22.1,102.3,921,13.600000000000001 -2013,9,23,20,30,0,0,0,1.7000000000000002,20.900000000000002,114.71000000000001,922,13.100000000000001 -2013,9,23,21,30,0,0,0,1.7000000000000002,19.900000000000002,126.5,922,12.600000000000001 -2013,9,23,22,30,0,0,0,1.7000000000000002,19,137.01,923,12.3 -2013,9,23,23,30,0,0,0,1.7000000000000002,18.1,144.93,923,12.100000000000001 -2013,9,24,0,30,0,0,0,1.5,17.2,148.21,923,11.8 -2013,9,24,1,30,0,0,0,1.1,16.3,145.48,924,11.5 -2013,9,24,2,30,0,0,0,1,15.4,137.91,924,11.100000000000001 -2013,9,24,3,30,0,0,0,1.2000000000000002,14.700000000000001,127.59,924,10.9 -2013,9,24,4,30,0,0,0,1.7000000000000002,14.3,115.9,925,11 -2013,9,24,5,30,0,0,0,2.3000000000000003,14.200000000000001,103.54,925,11.5 -2013,9,24,6,30,0,0,0,3.2,15.100000000000001,90.91,926,12 -2013,9,24,7,30,167,46,594,3.9000000000000004,17.7,78.21000000000001,927,12.600000000000001 -2013,9,24,8,30,388,66,789,4.3,21.3,65.91,928,13 -2013,9,24,9,30,593,78,882,5,25,54.24,928,12.9 -2013,9,24,10,30,756,85,932,5.2,27.5,43.910000000000004,928,11.600000000000001 -2013,9,24,11,30,860,88,957,4.9,28.900000000000002,36.2,928,11 -2013,9,24,12,30,902,86,974,4.4,29.6,33.07,927,10.8 -2013,9,24,13,30,870,83,969,3.9000000000000004,30,35.76,926,10.5 -2013,9,24,14,30,771,79,948,3.7,29.900000000000002,43.18,926,10.100000000000001 -2013,9,24,15,30,612,73,902,3.4000000000000004,29.3,53.36,926,9.700000000000001 -2013,9,24,16,30,411,62,824,2.8000000000000003,28,64.95,925,9.4 -2013,9,24,17,30,187,44,650,2.3000000000000003,27.1,77.24,926,11.5 -2013,9,24,18,30,0,0,0,1.4000000000000001,21.8,89.51,926,12.9 -2013,9,24,19,30,0,0,0,1.4000000000000001,20.3,102.59,926,11.5 -2013,9,24,20,30,0,0,0,1.4000000000000001,19.5,115.01,927,10.9 -2013,9,24,21,30,0,0,0,1.3,18.900000000000002,126.82000000000001,927,10.4 -2013,9,24,22,30,0,0,0,1.3,18.400000000000002,137.36,927,9.9 -2013,9,24,23,30,0,0,0,1.2000000000000002,18.1,145.32,927,9.4 -2013,9,25,0,30,0,0,0,1.1,17.900000000000002,148.6,927,9 -2013,9,25,1,30,0,0,0,1.1,17.7,145.81,927,8.6 -2013,9,25,2,30,0,0,0,1.1,17.3,138.16,926,8.3 -2013,9,25,3,30,0,0,0,1.2000000000000002,16.7,127.79,926,8.1 -2013,9,25,4,30,0,0,0,1.3,16,116.06,926,8 -2013,9,25,5,30,0,0,0,1.3,15.3,103.68,926,8.1 -2013,9,25,6,30,0,0,0,1.5,16.2,91.04,926,8.4 -2013,9,25,7,30,168,42,624,2.2,19.200000000000003,78.36,926,10.5 -2013,9,25,8,30,392,62,813,2.9000000000000004,22.900000000000002,66.07000000000001,926,10.4 -2013,9,25,9,30,595,75,895,3.3000000000000003,26.5,54.44,926,11.8 -2013,9,25,10,30,755,83,937,3.6,29,44.160000000000004,926,12 -2013,9,25,11,30,857,89,956,3.6,30.200000000000003,36.53,925,12.3 -2013,9,25,12,30,894,92,961,3.6,31.1,33.46,924,12.4 -2013,9,25,13,30,859,91,950,3.7,31.700000000000003,36.15,922,12.5 -2013,9,25,14,30,756,88,921,3.7,31.900000000000002,43.54,922,12.600000000000001 -2013,9,25,15,30,597,84,865,3.7,31.5,53.68,921,12.700000000000001 -2013,9,25,16,30,393,74,764,3.3000000000000003,30.3,65.26,921,13 -2013,9,25,17,30,173,53,556,2.8000000000000003,29.5,77.53,921,14.5 -2013,9,25,18,30,0,0,0,2.8000000000000003,25.1,89.76,921,15.700000000000001 -2013,9,25,19,30,0,0,0,3.8000000000000003,24.3,102.87,921,15.600000000000001 -2013,9,25,20,30,0,0,0,4.6000000000000005,23.700000000000003,115.31,922,15.9 -2013,9,25,21,30,0,0,0,4.9,22.900000000000002,127.14,922,15.9 -2013,9,25,22,30,0,0,0,5.1000000000000005,22.200000000000003,137.72,922,15.8 -2013,9,25,23,30,0,0,0,5.1000000000000005,21.5,145.71,922,15.5 -2013,9,26,0,30,0,0,0,4.9,20.8,148.99,922,15.100000000000001 -2013,9,26,1,30,0,0,0,4.7,20.1,146.14000000000001,922,14.9 -2013,9,26,2,30,0,0,0,4.3,19.3,138.41,922,14.700000000000001 -2013,9,26,3,30,0,0,0,3.9000000000000004,18.5,127.98,922,14.700000000000001 -2013,9,26,4,30,0,0,0,3.7,17.900000000000002,116.21000000000001,922,14.8 -2013,9,26,5,30,0,0,0,3.7,17.400000000000002,103.82000000000001,923,14.9 -2013,9,26,6,30,0,0,0,4,17.7,91.18,923,14.9 -2013,9,26,7,30,156,50,533,4.7,19.700000000000003,78.5,924,15 -2013,9,26,8,30,374,75,742,5.6000000000000005,23,66.23,924,15.4 -2013,9,26,9,30,576,89,840,6.2,26.1,54.63,924,15.8 -2013,9,26,10,30,734,99,889,6,28.400000000000002,44.42,924,15.5 -2013,9,26,11,30,837,105,915,5.7,30,36.86,924,15.200000000000001 -2013,9,26,12,30,882,88,957,5.4,31.1,33.85,923,15.100000000000001 -2013,9,26,13,30,849,87,948,5.2,31.6,36.54,923,14.9 -2013,9,26,14,30,751,83,927,5.1000000000000005,31.5,43.9,922,14.600000000000001 -2013,9,26,15,30,593,78,877,5.2,30.900000000000002,54.01,922,14.4 -2013,9,26,16,30,393,66,791,5,29.6,65.56,922,14.200000000000001 -2013,9,26,17,30,174,46,602,4.800000000000001,28.8,77.81,922,14.3 -2013,9,26,18,30,0,0,0,3.7,24.8,90,922,14.700000000000001 -2013,9,26,19,30,0,0,0,4,23.5,103.15,923,14.600000000000001 -2013,9,26,20,30,0,0,0,4.2,22.5,115.60000000000001,923,14.5 -2013,9,26,21,30,0,0,0,4.3,21.5,127.46000000000001,924,14.3 -2013,9,26,22,30,0,0,0,4.4,20.700000000000003,138.07,924,14.100000000000001 -2013,9,26,23,30,0,0,0,4.3,20,146.1,924,14 -2013,9,27,0,30,0,0,0,3.9000000000000004,19.3,149.38,924,13.9 -2013,9,27,1,30,0,0,0,3.5,18.7,146.47,924,14 -2013,9,27,2,30,0,0,0,3.4000000000000004,18.2,138.66,924,14.5 -2013,9,27,3,30,0,0,0,3.5,17.900000000000002,128.17000000000002,924,15.4 -2013,9,27,4,30,0,0,0,3.5,17.900000000000002,116.37,924,16.7 -2013,9,27,5,30,0,0,0,3.4000000000000004,18.1,103.96000000000001,924,17.8 -2013,9,27,6,30,0,0,0,3.7,18.8,91.31,924,18.7 -2013,9,27,7,30,148,54,480,4.6000000000000005,20.700000000000003,78.64,925,19.400000000000002 -2013,9,27,8,30,260,161,246,5.7,23.3,66.39,925,20.200000000000003 -2013,9,27,9,30,446,234,368,6.2,25.900000000000002,54.83,925,20.1 -2013,9,27,10,30,717,98,870,6.1000000000000005,28,44.67,924,19.700000000000003 -2013,9,27,11,30,820,99,905,6.1000000000000005,29.700000000000003,37.19,924,19.200000000000003 -2013,9,27,12,30,857,98,918,6,30.8,34.230000000000004,923,18.6 -2013,9,27,13,30,823,95,910,6.1000000000000005,31.5,36.94,922,18.3 -2013,9,27,14,30,725,89,887,6.2,31.5,44.26,921,18 -2013,9,27,15,30,569,81,836,6.2,31,54.34,921,18 -2013,9,27,16,30,372,69,741,6,29.8,65.86,921,18.3 -2013,9,27,17,30,159,48,540,5.800000000000001,29.1,78.10000000000001,921,18.8 -2013,9,27,18,30,0,0,0,4.5,26.1,90.25,922,19.5 -2013,9,27,19,30,0,0,0,4.2,24.8,103.44,922,19.900000000000002 -2013,9,27,20,30,0,0,0,4.2,24.1,115.9,923,20.3 -2013,9,27,21,30,0,0,0,4.6000000000000005,23.6,127.78,923,20.6 -2013,9,27,22,30,0,0,0,4.9,23.200000000000003,138.42000000000002,923,20.900000000000002 -2013,9,27,23,30,0,0,0,5,22.8,146.49,923,21.200000000000003 -2013,9,28,0,30,0,0,0,4.9,22.400000000000002,149.77,923,21.400000000000002 -2013,9,28,1,30,0,0,0,4.800000000000001,22.1,146.79,923,21.700000000000003 -2013,9,28,2,30,0,0,0,4.6000000000000005,21.900000000000002,138.91,924,21.8 -2013,9,28,3,30,0,0,0,4.1000000000000005,21.8,128.36,924,21.8 -2013,9,28,4,30,0,0,0,3.7,21.700000000000003,116.53,924,21.700000000000003 -2013,9,28,5,30,0,0,0,3.2,21.5,104.10000000000001,925,21.5 -2013,9,28,6,30,0,0,0,2.6,21.200000000000003,91.45,926,21.200000000000003 -2013,9,28,7,30,32,32,0,3,20.400000000000002,78.78,927,20.400000000000002 -2013,9,28,8,30,16,16,0,4.3,19.400000000000002,66.56,928,19.200000000000003 -2013,9,28,9,30,23,23,0,5.4,18.6,55.04,929,17 -2013,9,28,10,30,100,100,0,5.9,18.8,44.93,930,15.700000000000001 -2013,9,28,11,30,128,128,0,5.9,19.6,37.52,930,15.4 -2013,9,28,12,30,231,221,12,5.7,20.6,34.62,929,15.5 -2013,9,28,13,30,422,369,66,5.4,21.3,37.33,929,15.3 -2013,9,28,14,30,590,290,422,5.2,21.5,44.62,929,14.9 -2013,9,28,15,30,342,265,132,4.800000000000001,21.400000000000002,54.660000000000004,929,14.200000000000001 -2013,9,28,16,30,359,84,679,4.3,20.8,66.16,929,13.200000000000001 -2013,9,28,17,30,151,53,489,4,20.3,78.38,930,12.3 -2013,9,28,18,30,0,0,0,2.1,17.1,91.05,930,12.700000000000001 -2013,9,28,19,30,0,0,0,1.9000000000000001,15.9,103.72,931,12.3 -2013,9,28,20,30,0,0,0,1.7000000000000002,15,116.19,932,11.600000000000001 -2013,9,28,21,30,0,0,0,1.6,14.4,128.1,932,10.9 -2013,9,28,22,30,0,0,0,1.8,14,138.77,932,10.3 -2013,9,28,23,30,0,0,0,2,13.700000000000001,146.88,932,9.600000000000001 -2013,9,29,0,30,0,0,0,2.3000000000000003,13.4,150.16,932,9 -2013,9,29,1,30,0,0,0,2.3000000000000003,13,147.12,932,8.6 -2013,9,29,2,30,0,0,0,2.2,12.700000000000001,139.16,932,8.4 -2013,9,29,3,30,0,0,0,2,12.3,128.55,932,8.200000000000001 -2013,9,29,4,30,0,0,0,1.9000000000000001,11.8,116.69,932,8 -2013,9,29,5,30,0,0,0,1.8,11.3,104.24000000000001,932,7.800000000000001 -2013,9,29,6,30,0,0,0,2.3000000000000003,11.700000000000001,91.59,932,7.5 -2013,9,29,7,30,161,39,636,3,13.700000000000001,78.93,932,7.5 -2013,9,29,8,30,387,55,842,3.6,16.900000000000002,66.73,932,7.6000000000000005 -2013,9,29,9,30,596,63,935,4.1000000000000005,19.900000000000002,55.24,932,5.6000000000000005 -2013,9,29,10,30,760,69,979,4.1000000000000005,21.700000000000003,45.19,931,4.5 -2013,9,29,11,30,864,73,1002,3.6,23,37.85,931,4.6000000000000005 -2013,9,29,12,30,903,74,1012,3,24,35.01,930,4.800000000000001 -2013,9,29,13,30,869,73,1006,2.4000000000000004,24.5,37.72,929,4.9 -2013,9,29,14,30,766,70,984,1.9000000000000001,24.6,44.99,928,5 -2013,9,29,15,30,603,63,941,1.6,24.3,54.99,928,5 -2013,9,29,16,30,397,54,858,1.1,23.400000000000002,66.46000000000001,927,4.9 -2013,9,29,17,30,170,38,673,0.8,22.700000000000003,78.66,927,6.7 -2013,9,29,18,30,0,0,0,0.9,18.400000000000002,91.33,927,9.200000000000001 -2013,9,29,19,30,0,0,0,1.2000000000000002,16.5,104,927,7.9 -2013,9,29,20,30,0,0,0,1.3,15.200000000000001,116.48,928,7.7 -2013,9,29,21,30,0,0,0,1.4000000000000001,14.3,128.41,928,7.4 -2013,9,29,22,30,0,0,0,1.5,13.600000000000001,139.12,927,7.2 -2013,9,29,23,30,0,0,0,1.6,13,147.27,927,7 -2013,9,30,0,30,0,0,0,1.8,12.5,150.55,927,6.800000000000001 -2013,9,30,1,30,0,0,0,2,12.200000000000001,147.44,926,6.7 -2013,9,30,2,30,0,0,0,2.2,11.8,139.4,926,6.7 -2013,9,30,3,30,0,0,0,2.4000000000000004,11.5,128.74,925,6.7 -2013,9,30,4,30,0,0,0,2.4000000000000004,11.200000000000001,116.84,925,6.9 -2013,9,30,5,30,0,0,0,2.4000000000000004,10.9,104.38,925,7.1000000000000005 -2013,9,30,6,30,0,0,0,3,11.700000000000001,91.73,925,7.4 -2013,9,30,7,30,159,41,624,3.5,14.200000000000001,79.07000000000001,925,8.1 -2013,9,30,8,30,383,59,826,3.7,17.900000000000002,66.89,925,9.3 -2013,9,30,9,30,587,69,914,4.2,22,55.45,924,11 -2013,9,30,10,30,750,76,961,4.6000000000000005,25.6,45.46,924,11.9 -2013,9,30,11,30,853,80,984,4.5,28.200000000000003,38.18,924,11.3 -2013,9,30,12,30,886,82,987,4.3,29.8,35.4,923,10.4 -2013,9,30,13,30,851,81,979,4.1000000000000005,30.5,38.12,922,9.9 -2013,9,30,14,30,746,77,952,3.9000000000000004,30.700000000000003,45.35,922,9.600000000000001 -2013,9,30,15,30,585,72,903,3.5,30.200000000000003,55.32,921,9.4 -2013,9,30,16,30,381,61,811,2.8000000000000003,28.3,66.76,921,10.200000000000001 -2013,9,30,17,30,158,42,605,2.4000000000000004,26.900000000000002,78.94,921,14.100000000000001 -2013,9,30,18,30,0,0,0,3.1,22.3,91.60000000000001,922,13 -2013,9,30,19,30,0,0,0,3.9000000000000004,21.400000000000002,104.27,922,12.200000000000001 -2013,9,30,20,30,0,0,0,4.2,20.6,116.77,922,12.100000000000001 -2013,9,30,21,30,0,0,0,4.4,19.700000000000003,128.72,923,12.200000000000001 -2013,9,30,22,30,0,0,0,4.5,18.900000000000002,139.47,923,12.4 -2013,9,30,23,30,0,0,0,4.4,18.2,147.66,923,12.700000000000001 -2013,10,1,0,30,0,0,0,4.3,17.7,150.94,923,13.100000000000001 -2013,10,1,1,30,0,0,0,4.2,17.3,147.77,923,13.5 -2013,10,1,2,30,0,0,0,4.1000000000000005,17,139.64000000000001,923,13.700000000000001 -2013,10,1,3,30,0,0,0,4,16.7,128.93,923,13.9 -2013,10,1,4,30,0,0,0,3.7,16.3,117,923,14.100000000000001 -2013,10,1,5,30,0,0,0,3.5,15.9,104.52,923,14.3 -2013,10,1,6,30,0,0,0,3.8000000000000003,16.3,91.87,923,14.5 -2013,10,1,7,30,149,44,562,4,18.2,79.22,924,14.8 -2013,10,1,8,30,366,65,772,4.5,21.700000000000003,67.07000000000001,924,15.600000000000001 -2013,10,1,9,30,567,77,868,5.2,25.3,55.660000000000004,925,16.7 -2013,10,1,10,30,724,85,915,5.4,27.700000000000003,45.72,924,16.2 -2013,10,1,11,30,825,90,940,5.300000000000001,29.3,38.52,924,15.600000000000001 -2013,10,1,12,30,860,83,957,5.2,30.3,35.79,924,15.200000000000001 -2013,10,1,13,30,823,84,946,5.2,30.8,38.51,923,14.9 -2013,10,1,14,30,722,80,919,5.1000000000000005,30.8,45.71,922,14.8 -2013,10,1,15,30,563,74,866,4.9,30.3,55.64,922,14.8 -2013,10,1,16,30,362,63,769,4.3,29,67.06,922,15 -2013,10,1,17,30,147,43,557,3.8000000000000003,28.1,79.22,923,16 -2013,10,1,18,30,0,0,0,3.2,24.3,91.88,923,16.6 -2013,10,1,19,30,0,0,0,3.8000000000000003,23.3,104.55,924,16.6 -2013,10,1,20,30,0,0,0,4.1000000000000005,22.400000000000002,117.05,924,16.7 -2013,10,1,21,30,0,0,0,4.2,21.5,129.03,925,17 -2013,10,1,22,30,0,0,0,4.2,20.700000000000003,139.82,925,17.2 -2013,10,1,23,30,0,0,0,4.1000000000000005,19.900000000000002,148.04,925,17.400000000000002 -2013,10,2,0,30,0,0,0,3.9000000000000004,19.3,151.33,925,17.6 -2013,10,2,1,30,0,0,0,3.7,18.7,148.09,925,17.8 -2013,10,2,2,30,0,0,0,3.5,18.1,139.89000000000001,924,18 -2013,10,2,3,30,0,0,0,3.2,17.7,129.12,924,17.7 -2013,10,2,4,30,0,0,0,3,17.6,117.15,924,17.6 -2013,10,2,5,30,0,0,0,2.9000000000000004,17.6,104.66,925,17.6 -2013,10,2,6,30,0,0,0,3.2,18.1,92.01,925,18.1 -2013,10,2,7,30,139,52,473,4,20.1,79.37,926,18.7 -2013,10,2,8,30,352,79,707,4.9,23,67.24,926,19.5 -2013,10,2,9,30,553,92,821,5.300000000000001,25.8,55.870000000000005,926,19.900000000000002 -2013,10,2,10,30,712,98,884,5.4,28,45.99,926,19.5 -2013,10,2,11,30,814,100,917,5.300000000000001,29.6,38.85,925,18.900000000000002 -2013,10,2,12,30,852,92,941,5.300000000000001,30.700000000000003,36.17,924,18.2 -2013,10,2,13,30,814,92,928,5.2,31.400000000000002,38.9,923,17.5 -2013,10,2,14,30,712,90,897,5.2,31.5,46.07,922,16.900000000000002 -2013,10,2,15,30,556,79,852,5,31.1,55.97,922,16.400000000000002 -2013,10,2,16,30,355,68,745,4.4,29.900000000000002,67.35,922,15.9 -2013,10,2,17,30,140,46,515,3.9000000000000004,29.1,79.5,922,16.5 -2013,10,2,18,30,0,0,0,3.8000000000000003,25.5,92.15,923,17.1 -2013,10,2,19,30,0,0,0,4.3,24.6,104.82000000000001,923,17.2 -2013,10,2,20,30,0,0,0,4.6000000000000005,23.8,117.34,924,17.5 -2013,10,2,21,30,0,0,0,4.6000000000000005,22.900000000000002,129.34,924,17.8 -2013,10,2,22,30,0,0,0,4.4,22,140.16,924,18 -2013,10,2,23,30,0,0,0,4.4,21.200000000000003,148.43,924,18.1 -2013,10,3,0,30,0,0,0,4.3,20.6,151.72,924,18.2 -2013,10,3,1,30,0,0,0,4.2,20,148.4,924,18.3 -2013,10,3,2,30,0,0,0,4,19.400000000000002,140.13,924,18.3 -2013,10,3,3,30,0,0,0,3.7,18.8,129.3,924,18.3 -2013,10,3,4,30,0,0,0,3.6,18.3,117.31,924,18.3 -2013,10,3,5,30,0,0,0,3.7,18.1,104.8,924,18.1 -2013,10,3,6,30,0,0,0,4.2,18.5,92.15,924,18.2 -2013,10,3,7,30,139,48,500,5.1000000000000005,20.400000000000002,79.52,925,18.3 -2013,10,3,8,30,353,71,734,5.800000000000001,23.400000000000002,67.41,925,18.6 -2013,10,3,9,30,552,84,837,6.2,26.200000000000003,56.08,925,18.6 -2013,10,3,10,30,707,93,888,6.2,28.400000000000002,46.25,924,18.1 -2013,10,3,11,30,805,99,911,6,30.1,39.19,924,17.7 -2013,10,3,12,30,844,83,948,5.800000000000001,31.3,36.56,923,17.2 -2013,10,3,13,30,807,85,933,5.7,32,39.29,922,16.8 -2013,10,3,14,30,706,83,902,5.6000000000000005,32.1,46.42,921,16.400000000000002 -2013,10,3,15,30,548,75,852,5.5,31.6,56.29,921,16.1 -2013,10,3,16,30,350,63,754,5.1000000000000005,30.3,67.65,921,15.700000000000001 -2013,10,3,17,30,136,42,529,4.7,29.400000000000002,79.78,921,15.9 -2013,10,3,18,30,0,0,0,4,25.700000000000003,92.42,921,16 -2013,10,3,19,30,0,0,0,4.2,24.3,105.10000000000001,922,15.9 -2013,10,3,20,30,0,0,0,4.4,23.400000000000002,117.62,922,16 -2013,10,3,21,30,0,0,0,4.4,22.8,129.64000000000001,922,16.2 -2013,10,3,22,30,0,0,0,4.4,22.3,140.5,922,16.5 -2013,10,3,23,30,0,0,0,4.3,21.8,148.81,922,16.8 -2013,10,4,0,30,0,0,0,4.2,21.400000000000002,152.1,923,17.1 -2013,10,4,1,30,0,0,0,4.1000000000000005,21,148.72,923,17.400000000000002 -2013,10,4,2,30,0,0,0,4,20.6,140.36,923,17.7 -2013,10,4,3,30,0,0,0,3.9000000000000004,20.1,129.49,923,18.1 -2013,10,4,4,30,0,0,0,3.9000000000000004,19.8,117.46000000000001,923,18.5 -2013,10,4,5,30,0,0,0,3.8000000000000003,19.6,104.95,923,18.8 -2013,10,4,6,30,0,0,0,3.9000000000000004,19.700000000000003,92.29,923,19.1 -2013,10,4,7,30,67,63,22,4.7,20.700000000000003,79.67,924,19.400000000000002 -2013,10,4,8,30,257,147,288,5.800000000000001,22.400000000000002,67.59,924,19.6 -2013,10,4,9,30,534,98,786,6.2,24.400000000000002,56.29,924,19.400000000000002 -2013,10,4,10,30,690,105,850,6.1000000000000005,26.1,46.52,924,18.900000000000002 -2013,10,4,11,30,790,108,884,5.800000000000001,27.5,39.52,924,18.2 -2013,10,4,12,30,576,400,221,5.5,28.700000000000003,36.94,923,17.6 -2013,10,4,13,30,719,270,584,5.300000000000001,29.900000000000002,39.67,922,17.1 -2013,10,4,14,30,582,257,475,5.2,30.700000000000003,46.78,922,16.8 -2013,10,4,15,30,380,244,247,5.1000000000000005,30.900000000000002,56.61,921,16.5 -2013,10,4,16,30,338,68,720,4.5,30,67.95,921,16.3 -2013,10,4,17,30,128,44,487,4.1000000000000005,29.200000000000003,80.06,922,16.7 -2013,10,4,18,30,0,0,0,3.7,25.700000000000003,92.69,922,16.900000000000002 -2013,10,4,19,30,0,0,0,4,24.8,105.36,923,16.8 -2013,10,4,20,30,0,0,0,4.3,24.1,117.9,923,16.8 -2013,10,4,21,30,0,0,0,4.4,23.5,129.94,924,16.900000000000002 -2013,10,4,22,30,0,0,0,4.3,22.700000000000003,140.84,924,17.1 -2013,10,4,23,30,0,0,0,3.8000000000000003,21.8,149.19,924,17.3 -2013,10,5,0,30,0,0,0,3,21.200000000000003,152.49,924,17.400000000000002 -2013,10,5,1,30,0,0,0,2.1,20.5,149.04,925,17.2 -2013,10,5,2,30,0,0,0,2.4000000000000004,19.5,140.6,926,16.400000000000002 -2013,10,5,3,30,0,0,0,3.7,18.2,129.67000000000002,927,14.600000000000001 -2013,10,5,4,30,0,0,0,5,16.400000000000002,117.62,927,11.8 -2013,10,5,5,30,0,0,0,5.800000000000001,14.3,105.09,929,8.200000000000001 -2013,10,5,6,30,0,0,0,6.2,12.5,92.43,930,4.5 -2013,10,5,7,30,126,57,391,6.300000000000001,12,79.82000000000001,931,1.6 -2013,10,5,8,30,51,51,0,6.300000000000001,12.9,67.76,931,0.1 -2013,10,5,9,30,361,249,202,6.1000000000000005,14.4,56.51,932,0.30000000000000004 -2013,10,5,10,30,96,96,0,5.800000000000001,15.9,46.79,932,1.1 -2013,10,5,11,30,101,101,0,5.5,17.5,39.86,932,2 -2013,10,5,12,30,665,344,404,5.1000000000000005,18.8,37.33,931,2.8000000000000003 -2013,10,5,13,30,798,102,909,4.9,19.900000000000002,40.06,931,3.5 -2013,10,5,14,30,431,328,152,4.7,20.5,47.14,930,4 -2013,10,5,15,30,546,83,848,4.6000000000000005,20.400000000000002,56.93,930,4 -2013,10,5,16,30,348,65,765,4.1000000000000005,19.6,68.24,930,3.4000000000000004 -2013,10,5,17,30,134,40,560,3.8000000000000003,19,80.33,930,2.9000000000000004 -2013,10,5,18,30,0,0,0,1.4000000000000001,14.5,92.96000000000001,931,4.9 -2013,10,5,19,30,0,0,0,1.2000000000000002,13,105.63,932,5.1000000000000005 -2013,10,5,20,30,0,0,0,1.1,12.100000000000001,118.18,932,4.9 -2013,10,5,21,30,0,0,0,1,11.3,130.24,933,4.6000000000000005 -2013,10,5,22,30,0,0,0,1.1,10.700000000000001,141.17000000000002,933,4.2 -2013,10,5,23,30,0,0,0,1.1,10.100000000000001,149.57,933,3.6 -2013,10,6,0,30,0,0,0,1.2000000000000002,9.5,152.87,933,3 -2013,10,6,1,30,0,0,0,1.2000000000000002,8.8,149.35,933,2.3000000000000003 -2013,10,6,2,30,0,0,0,1.3,8.3,140.84,933,1.8 -2013,10,6,3,30,0,0,0,1.4000000000000001,7.800000000000001,129.85,933,1.2000000000000002 -2013,10,6,4,30,0,0,0,1.7000000000000002,7.4,117.77,933,0.7000000000000001 -2013,10,6,5,30,0,0,0,1.9000000000000001,7.2,105.23,933,0.2 -2013,10,6,6,30,0,0,0,2.5,8.1,92.57000000000001,933,-0.4 -2013,10,6,7,30,152,35,668,3.3000000000000003,10.600000000000001,79.98,934,-0.8 -2013,10,6,8,30,380,53,871,4,14.3,67.94,934,-1.1 -2013,10,6,9,30,588,64,957,4.4,17.6,56.72,935,-2.7 -2013,10,6,10,30,752,70,1002,4.3,19.700000000000003,47.07,934,-4 -2013,10,6,11,30,850,74,1017,3.9000000000000004,21.3,40.2,934,-3.9000000000000004 -2013,10,6,12,30,885,76,1023,3.6,22.5,37.71,933,-3.6 -2013,10,6,13,30,843,74,1010,3.5,23.400000000000002,40.45,933,-3.2 -2013,10,6,14,30,737,70,987,3.5,23.8,47.49,932,-2.9000000000000004 -2013,10,6,15,30,568,64,933,3.2,23.700000000000003,57.25,932,-2.9000000000000004 -2013,10,6,16,30,361,53,841,2.1,22.5,68.53,931,-2.9000000000000004 -2013,10,6,17,30,136,35,621,1.2000000000000002,21.5,80.60000000000001,931,4.3 -2013,10,6,18,30,0,0,0,0.7000000000000001,19,93.22,932,2.7 -2013,10,6,19,30,0,0,0,0.5,18.400000000000002,105.9,932,0.30000000000000004 -2013,10,6,20,30,0,0,0,0.6000000000000001,17.400000000000002,118.45,932,0 -2013,10,6,21,30,0,0,0,0.9,15.9,130.54,932,-0.1 -2013,10,6,22,30,0,0,0,1.2000000000000002,14.3,141.51,933,0.7000000000000001 -2013,10,6,23,30,0,0,0,1.3,12.8,149.95000000000002,933,1.1 -2013,10,7,0,30,0,0,0,1.4000000000000001,11.8,153.25,933,1.3 -2013,10,7,1,30,0,0,0,1.5,11.200000000000001,149.66,933,1.1 -2013,10,7,2,30,0,0,0,1.5,10.9,141.07,933,0.9 -2013,10,7,3,30,0,0,0,1.6,10.600000000000001,130.03,933,0.6000000000000001 -2013,10,7,4,30,0,0,0,1.6,10.200000000000001,117.93,933,0.4 -2013,10,7,5,30,0,0,0,1.6,9.8,105.37,933,0.4 -2013,10,7,6,30,0,0,0,1.7000000000000002,10.5,92.72,933,0.7000000000000001 -2013,10,7,7,30,143,33,640,2.2,13.3,80.13,934,1.8 -2013,10,7,8,30,363,48,845,2.3000000000000003,16.900000000000002,68.12,934,1.5 -2013,10,7,9,30,566,57,933,1.9000000000000001,20.900000000000002,56.94,934,2.6 -2013,10,7,10,30,725,62,979,1.8,23.900000000000002,47.34,934,2.8000000000000003 -2013,10,7,11,30,824,66,997,1.8,25.400000000000002,40.53,933,3.5 -2013,10,7,12,30,858,75,995,1.8,26.200000000000003,38.1,932,4 -2013,10,7,13,30,821,75,986,1.9000000000000001,26.700000000000003,40.83,931,4.2 -2013,10,7,14,30,714,71,958,1.9000000000000001,26.700000000000003,47.84,931,4.3 -2013,10,7,15,30,551,68,901,1.9000000000000001,26.200000000000003,57.57,931,4.3 -2013,10,7,16,30,346,56,801,1.6,24.8,68.82000000000001,931,4.3 -2013,10,7,17,30,127,36,572,1.2000000000000002,23.700000000000003,80.87,931,7.800000000000001 -2013,10,7,18,30,0,0,0,1.2000000000000002,18.3,93.49,931,8.5 -2013,10,7,19,30,0,0,0,1.4000000000000001,16.900000000000002,106.16,931,7.1000000000000005 -2013,10,7,20,30,0,0,0,1.4000000000000001,16,118.72,931,6.7 -2013,10,7,21,30,0,0,0,1.4000000000000001,15.100000000000001,130.83,931,6.300000000000001 -2013,10,7,22,30,0,0,0,1.4000000000000001,14.3,141.84,931,6.1000000000000005 -2013,10,7,23,30,0,0,0,1.5,13.600000000000001,150.32,931,5.800000000000001 -2013,10,8,0,30,0,0,0,1.5,12.9,153.63,931,5.6000000000000005 -2013,10,8,1,30,0,0,0,1.5,12.3,149.97,931,5.5 -2013,10,8,2,30,0,0,0,1.5,11.8,141.3,930,5.300000000000001 -2013,10,8,3,30,0,0,0,1.5,11.3,130.22,930,5.2 -2013,10,8,4,30,0,0,0,1.4000000000000001,10.9,118.08,930,5 -2013,10,8,5,30,0,0,0,1.3,10.5,105.52,930,4.9 -2013,10,8,6,30,0,0,0,1.4000000000000001,11.100000000000001,92.86,930,4.800000000000001 -2013,10,8,7,30,139,36,610,2,13.8,80.29,930,5.6000000000000005 -2013,10,8,8,30,360,55,824,2.3000000000000003,17.5,68.3,930,5.5 -2013,10,8,9,30,563,66,917,2.9000000000000004,21.900000000000002,57.160000000000004,930,5.9 -2013,10,8,10,30,723,73,964,3.7,25.5,47.62,930,3.4000000000000004 -2013,10,8,11,30,824,77,987,3.8000000000000003,27.1,40.87,929,3.5 -2013,10,8,12,30,751,256,633,3.9000000000000004,28,38.480000000000004,928,3.7 -2013,10,8,13,30,721,232,650,3.9000000000000004,28.6,41.21,927,3.8000000000000003 -2013,10,8,14,30,610,204,610,3.9000000000000004,28.5,48.2,926,3.8000000000000003 -2013,10,8,15,30,520,80,828,3.8000000000000003,27.700000000000003,57.89,926,3.9000000000000004 -2013,10,8,16,30,342,61,789,3.1,26,69.11,926,4.2 -2013,10,8,17,30,113,37,492,2.4000000000000004,24.700000000000003,81.14,926,7 -2013,10,8,18,30,0,0,0,2.2,19.5,93.75,926,7.300000000000001 -2013,10,8,19,30,0,0,0,2.6,18.5,106.42,926,6.800000000000001 -2013,10,8,20,30,0,0,0,3,17.7,118.99000000000001,927,6.7 -2013,10,8,21,30,0,0,0,3.3000000000000003,16.8,131.12,927,6.9 -2013,10,8,22,30,0,0,0,3.4000000000000004,15.8,142.16,926,7 -2013,10,8,23,30,0,0,0,3.4000000000000004,14.9,150.70000000000002,927,7.1000000000000005 -2013,10,9,0,30,0,0,0,3.4000000000000004,14.100000000000001,154.01,927,7.2 -2013,10,9,1,30,0,0,0,3.3000000000000003,13.4,150.28,927,7.2 -2013,10,9,2,30,0,0,0,3.1,12.8,141.53,927,7.2 -2013,10,9,3,30,0,0,0,2.9000000000000004,12.200000000000001,130.39000000000001,927,7.2 -2013,10,9,4,30,0,0,0,2.8000000000000003,11.8,118.23,927,7.1000000000000005 -2013,10,9,5,30,0,0,0,2.9000000000000004,11.5,105.66,927,7.2 -2013,10,9,6,30,0,0,0,3.3000000000000003,11.8,93.01,928,7.6000000000000005 -2013,10,9,7,30,97,55,252,3.9000000000000004,13.700000000000001,80.45,928,8.4 -2013,10,9,8,30,265,129,372,5,17.1,68.49,929,10 -2013,10,9,9,30,553,73,891,6,20.700000000000003,57.39,929,11.700000000000001 -2013,10,9,10,30,698,99,894,6,23.5,47.89,928,11.3 -2013,10,9,11,30,810,84,964,5.7,25.6,41.21,928,10.600000000000001 -2013,10,9,12,30,843,84,974,5.4,27,38.86,927,10.100000000000001 -2013,10,9,13,30,802,82,963,5.2,28,41.59,926,9.700000000000001 -2013,10,9,14,30,695,80,930,5,28.200000000000003,48.550000000000004,926,9.4 -2013,10,9,15,30,533,70,878,4.800000000000001,27.700000000000003,58.2,925,9.200000000000001 -2013,10,9,16,30,330,59,769,4,26.200000000000003,69.4,925,9.200000000000001 -2013,10,9,17,30,114,37,517,3.4000000000000004,25.200000000000003,81.41,925,10.100000000000001 -2013,10,9,18,30,0,0,0,3,21.1,94.01,926,10.5 -2013,10,9,19,30,0,0,0,3.6,20.3,106.68,926,10.3 -2013,10,9,20,30,0,0,0,4.1000000000000005,19.3,119.26,927,10.3 -2013,10,9,21,30,0,0,0,4.3,18.3,131.41,927,10.4 -2013,10,9,22,30,0,0,0,4.2,17.400000000000002,142.49,927,10.600000000000001 -2013,10,9,23,30,0,0,0,4.1000000000000005,16.6,151.07,927,10.700000000000001 -2013,10,10,0,30,0,0,0,3.8000000000000003,15.9,154.39000000000001,927,10.9 -2013,10,10,1,30,0,0,0,3.5,15.200000000000001,150.59,927,11.100000000000001 -2013,10,10,2,30,0,0,0,3.4000000000000004,14.700000000000001,141.76,927,11.4 -2013,10,10,3,30,0,0,0,3.4000000000000004,14.3,130.57,927,11.9 -2013,10,10,4,30,0,0,0,3.4000000000000004,14,118.39,927,12.600000000000001 -2013,10,10,5,30,0,0,0,3.4000000000000004,13.8,105.8,927,13.4 -2013,10,10,6,30,0,0,0,3.7,14.3,93.15,927,14.200000000000001 -2013,10,10,7,30,120,48,443,4.6000000000000005,16.1,80.61,928,14.700000000000001 -2013,10,10,8,30,330,77,695,5.800000000000001,19.1,68.67,928,15.5 -2013,10,10,9,30,528,90,819,6.300000000000001,22,57.61,928,15.9 -2013,10,10,10,30,687,93,890,6.2,24.5,48.17,927,15.600000000000001 -2013,10,10,11,30,785,93,925,6.2,26.6,41.550000000000004,926,15 -2013,10,10,12,30,821,81,956,6.2,28.200000000000003,39.24,925,14.200000000000001 -2013,10,10,13,30,783,81,943,6.2,29.1,41.97,924,13.5 -2013,10,10,14,30,677,79,909,6.300000000000001,29.400000000000002,48.89,923,12.9 -2013,10,10,15,30,516,71,853,6.4,29.1,58.52,922,12.4 -2013,10,10,16,30,316,60,739,6,27.900000000000002,69.68,922,12 -2013,10,10,17,30,106,37,480,5.7,27.1,81.67,922,12 -2013,10,10,18,30,0,0,0,4.3,23.3,94.26,922,12.4 -2013,10,10,19,30,0,0,0,4.6000000000000005,21.8,106.93,923,12.700000000000001 -2013,10,10,20,30,0,0,0,4.800000000000001,20.8,119.52,923,12.9 -2013,10,10,21,30,0,0,0,5,19.900000000000002,131.69,923,13.200000000000001 -2013,10,10,22,30,0,0,0,5,19.200000000000003,142.81,923,13.5 -2013,10,10,23,30,0,0,0,4.800000000000001,18.7,151.43,923,13.9 -2013,10,11,0,30,0,0,0,4.3,18.3,154.77,923,14.3 -2013,10,11,1,30,0,0,0,4.2,17.900000000000002,150.89000000000001,923,14.600000000000001 -2013,10,11,2,30,0,0,0,4.3,17.6,141.98,923,15.100000000000001 -2013,10,11,3,30,0,0,0,3.7,17.1,130.75,923,15.4 -2013,10,11,4,30,0,0,0,3,16.5,118.54,924,15.700000000000001 -2013,10,11,5,30,0,0,0,2.6,16.1,105.95,924,15.9 -2013,10,11,6,30,0,0,0,2.8000000000000003,16.3,93.3,924,16 -2013,10,11,7,30,119,44,472,3.7,18.1,80.77,925,16.1 -2013,10,11,8,30,332,67,734,4.4,21.1,68.86,925,15.9 -2013,10,11,9,30,533,76,858,4.2,23.900000000000002,57.83,925,14.5 -2013,10,11,10,30,694,80,925,3.7,26.5,48.45,925,12.4 -2013,10,11,11,30,796,81,960,3.7,28.6,41.88,924,10.100000000000001 -2013,10,11,12,30,827,84,963,3.8000000000000003,30,39.61,924,7.800000000000001 -2013,10,11,13,30,791,81,962,3.8000000000000003,30.700000000000003,42.34,923,6.1000000000000005 -2013,10,11,14,30,687,75,937,3.8000000000000003,30.8,49.24,922,5 -2013,10,11,15,30,526,69,884,3.6,30.3,58.83,922,4.5 -2013,10,11,16,30,325,57,782,2.6,28.400000000000002,69.96000000000001,922,4.4 -2013,10,11,17,30,109,35,530,1.7000000000000002,27,81.93,922,8.8 -2013,10,11,18,30,0,0,0,1.4000000000000001,21.6,94.51,923,8.8 -2013,10,11,19,30,0,0,0,1.4000000000000001,20.400000000000002,107.18,924,8.1 -2013,10,11,20,30,0,0,0,1.4000000000000001,19.5,119.78,924,7.800000000000001 -2013,10,11,21,30,0,0,0,1.4000000000000001,18.7,131.97,924,7.7 -2013,10,11,22,30,0,0,0,1.5,17.8,143.12,925,7.6000000000000005 -2013,10,11,23,30,0,0,0,1.5,17.1,151.8,925,7.6000000000000005 -2013,10,12,0,30,0,0,0,1.6,16.400000000000002,155.14000000000001,925,7.6000000000000005 -2013,10,12,1,30,0,0,0,1.7000000000000002,15.700000000000001,151.20000000000002,926,7.5 -2013,10,12,2,30,0,0,0,1.6,15,142.21,926,6.9 -2013,10,12,3,30,0,0,0,1.5,14.3,130.93,927,6 -2013,10,12,4,30,0,0,0,1.3,13.700000000000001,118.69,927,5 -2013,10,12,5,30,0,0,0,1.3,13.200000000000001,106.09,928,4 -2013,10,12,6,30,0,0,0,1.6,13.4,93.45,928,3.3000000000000003 -2013,10,12,7,30,120,42,492,2.3000000000000003,15.3,80.92,929,2.5 -2013,10,12,8,30,332,66,743,2.7,18.2,69.04,929,1.2000000000000002 -2013,10,12,9,30,529,80,850,2.7,21.6,58.06,929,2.2 -2013,10,12,10,30,686,87,908,2.1,24.8,48.730000000000004,929,4.4 -2013,10,12,11,30,784,90,938,1.6,27.200000000000003,42.22,929,7.2 -2013,10,12,12,30,816,88,950,1.6,28.6,39.99,929,8.4 -2013,10,12,13,30,778,85,943,1.8,29.3,42.72,928,8.9 -2013,10,12,14,30,674,81,915,2.2,29.400000000000002,49.58,928,9 -2013,10,12,15,30,512,72,857,2.7,28.8,59.13,928,8.9 -2013,10,12,16,30,311,59,746,2.7,27.200000000000003,70.24,928,8.700000000000001 -2013,10,12,17,30,101,35,484,2.4000000000000004,26.1,82.19,928,10.100000000000001 -2013,10,12,18,30,0,0,0,2.9000000000000004,21.900000000000002,94.77,929,9.700000000000001 -2013,10,12,19,30,0,0,0,3.6,21,107.43,930,8.700000000000001 -2013,10,12,20,30,0,0,0,3.9000000000000004,20.200000000000003,120.03,930,8.5 -2013,10,12,21,30,0,0,0,3.7,19.3,132.24,931,8.9 -2013,10,12,22,30,0,0,0,3.4000000000000004,18.400000000000002,143.44,931,9.700000000000001 -2013,10,12,23,30,0,0,0,3.1,17.6,152.16,931,10.600000000000001 -2013,10,13,0,30,0,0,0,3,17,155.51,932,11.5 -2013,10,13,1,30,0,0,0,3.1,16.5,151.5,932,12.200000000000001 -2013,10,13,2,30,0,0,0,3.1,16.2,142.43,932,13 -2013,10,13,3,30,0,0,0,2.9000000000000004,15.8,131.1,932,13.8 -2013,10,13,4,30,0,0,0,2.8000000000000003,15.600000000000001,118.84,932,14.4 -2013,10,13,5,30,0,0,0,2.8000000000000003,15.5,106.23,932,14.8 -2013,10,13,6,30,0,0,0,2.8000000000000003,15.5,93.59,932,15.100000000000001 -2013,10,13,7,30,39,39,0,3,15.9,81.09,933,15.3 -2013,10,13,8,30,137,130,20,3.2,16.8,69.23,933,15.8 -2013,10,13,9,30,246,219,51,3.3000000000000003,18,58.29,934,16.400000000000002 -2013,10,13,10,30,254,241,20,3.5,19.200000000000003,49,933,17.2 -2013,10,13,11,30,229,221,11,3.7,20.200000000000003,42.56,933,17.900000000000002 -2013,10,13,12,30,299,283,22,4,20.900000000000002,40.36,932,18.5 -2013,10,13,13,30,393,340,73,4.2,21.200000000000003,43.09,931,18.900000000000002 -2013,10,13,14,30,280,259,33,4.3,21.200000000000003,49.92,931,19.1 -2013,10,13,15,30,283,226,111,3.9000000000000004,20.8,59.44,931,19.1 -2013,10,13,16,30,146,130,48,3.2,20,70.52,931,19.1 -2013,10,13,17,30,33,33,0,2.7,19.5,82.44,931,19 -2013,10,13,18,30,0,0,0,2.5,18.2,95.01,932,18.2 -2013,10,13,19,30,0,0,0,2.5,17.900000000000002,107.68,932,17.900000000000002 -2013,10,13,20,30,0,0,0,1.7000000000000002,17.6,120.29,932,17.6 -2013,10,13,21,30,0,0,0,1,17.5,132.52,932,17.5 -2013,10,13,22,30,0,0,0,0.9,17.400000000000002,143.74,932,17.400000000000002 -2013,10,13,23,30,0,0,0,0.9,17.3,152.52,931,17.3 -2013,10,14,0,30,0,0,0,1,17.3,155.88,931,17.3 -2013,10,14,1,30,0,0,0,1.5,17.3,151.79,930,17.3 -2013,10,14,2,30,0,0,0,2,17.400000000000002,142.65,930,17.400000000000002 -2013,10,14,3,30,0,0,0,2.1,17.6,131.28,929,17.6 -2013,10,14,4,30,0,0,0,2.2,17.7,118.99000000000001,929,17.7 -2013,10,14,5,30,0,0,0,2.3000000000000003,17.900000000000002,106.38,929,17.900000000000002 -2013,10,14,6,30,0,0,0,2.6,18.2,93.74,929,18.2 -2013,10,14,7,30,38,38,0,3.2,18.900000000000002,81.25,929,18.900000000000002 -2013,10,14,8,30,56,56,0,4.2,19.900000000000002,69.42,929,19.5 -2013,10,14,9,30,137,137,0,5.300000000000001,21.3,58.52,928,19.900000000000002 -2013,10,14,10,30,99,99,0,5.9,22.700000000000003,49.29,928,19.6 -2013,10,14,11,30,282,267,21,5.7,23.6,42.89,927,19.3 -2013,10,14,12,30,388,344,57,5.4,24.1,40.74,926,19.3 -2013,10,14,13,30,415,347,93,5.300000000000001,24.3,43.46,926,19.3 -2013,10,14,14,30,133,133,0,5,24.1,50.26,925,19.200000000000003 -2013,10,14,15,30,216,199,34,4.3,23.8,59.74,925,19.1 -2013,10,14,16,30,170,134,110,3.5,23.1,70.8,925,19.1 -2013,10,14,17,30,28,28,0,3.1,22.700000000000003,82.7,925,19.3 -2013,10,14,18,30,0,0,0,3,21.200000000000003,95.26,926,19.200000000000003 -2013,10,14,19,30,0,0,0,3.2,20.900000000000002,107.92,926,19.200000000000003 -2013,10,14,20,30,0,0,0,3.3000000000000003,20.5,120.53,926,19.200000000000003 -2013,10,14,21,30,0,0,0,3.3000000000000003,20.1,132.78,926,19.200000000000003 -2013,10,14,22,30,0,0,0,3.3000000000000003,19.700000000000003,144.05,926,19.200000000000003 -2013,10,14,23,30,0,0,0,3.3000000000000003,19.3,152.88,926,19.200000000000003 -2013,10,15,0,30,0,0,0,3.3000000000000003,19.1,156.25,926,19.1 -2013,10,15,1,30,0,0,0,3.6,19,152.09,926,19 -2013,10,15,2,30,0,0,0,3.7,19,142.87,926,19 -2013,10,15,3,30,0,0,0,3.1,18.900000000000002,131.45,926,18.900000000000002 -2013,10,15,4,30,0,0,0,2.3000000000000003,18.6,119.14,927,18.6 -2013,10,15,5,30,0,0,0,2.5,17.900000000000002,106.52,927,17.900000000000002 -2013,10,15,6,30,0,0,0,3.7,16.7,93.89,928,16.7 -2013,10,15,7,30,11,11,0,4.9,15.200000000000001,81.41,929,15.200000000000001 -2013,10,15,8,30,64,64,0,5.7,14.100000000000001,69.61,929,12.100000000000001 -2013,10,15,9,30,80,80,0,5.9,13.600000000000001,58.74,930,9.3 -2013,10,15,10,30,159,158,2,5.800000000000001,13.600000000000001,49.57,930,7.800000000000001 -2013,10,15,11,30,108,108,0,5.6000000000000005,13.8,43.230000000000004,930,7.4 -2013,10,15,12,30,71,71,0,5.2,13.8,41.11,929,7.4 -2013,10,15,13,30,386,334,72,4.800000000000001,13.8,43.82,929,7.4 -2013,10,15,14,30,273,253,32,4.4,13.8,50.6,929,7.300000000000001 -2013,10,15,15,30,109,109,0,4.2,13.4,60.04,929,7.2 -2013,10,15,16,30,56,56,0,3.8000000000000003,12.700000000000001,71.07000000000001,929,7 -2013,10,15,17,30,30,30,0,3.6,12.200000000000001,82.94,929,7.2 -2013,10,15,18,30,0,0,0,2.5,10.600000000000001,95.5,930,7.800000000000001 -2013,10,15,19,30,0,0,0,2.2,10.100000000000001,108.15,931,8 -2013,10,15,20,30,0,0,0,2.2,9.700000000000001,120.78,931,8 -2013,10,15,21,30,0,0,0,2.2,9.5,133.05,931,8 -2013,10,15,22,30,0,0,0,2.3000000000000003,9.4,144.35,931,8 -2013,10,15,23,30,0,0,0,2.5,9.200000000000001,153.23,931,7.9 -2013,10,16,0,30,0,0,0,2.7,9,156.62,931,7.9 -2013,10,16,1,30,0,0,0,3,8.9,152.38,931,7.7 -2013,10,16,2,30,0,0,0,3.2,8.8,143.08,931,7.5 -2013,10,16,3,30,0,0,0,3.4000000000000004,8.9,131.62,931,7.1000000000000005 -2013,10,16,4,30,0,0,0,3.5,8.8,119.3,931,6.7 -2013,10,16,5,30,0,0,0,3.6,8.700000000000001,106.67,931,6.1000000000000005 -2013,10,16,6,30,0,0,0,3.7,8.6,94.04,932,5.4 -2013,10,16,7,30,26,26,0,4.1000000000000005,9,81.57000000000001,932,4.6000000000000005 -2013,10,16,8,30,96,96,0,4.3,10.100000000000001,69.8,933,3.7 -2013,10,16,9,30,520,61,891,4.1000000000000005,11.600000000000001,58.97,933,3.4000000000000004 -2013,10,16,10,30,383,305,120,3.7,13.3,49.85,932,3.6 -2013,10,16,11,30,774,71,970,3.3000000000000003,15,43.56,931,4 -2013,10,16,12,30,558,364,259,2.9000000000000004,16.3,41.47,931,4.5 -2013,10,16,13,30,471,353,165,2.8000000000000003,17.3,44.19,930,5 -2013,10,16,14,30,305,272,52,2.9000000000000004,17.6,50.93,929,5.4 -2013,10,16,15,30,211,195,34,3.1,17.400000000000002,60.34,929,5.6000000000000005 -2013,10,16,16,30,152,128,76,3,16.400000000000002,71.34,929,5.5 -2013,10,16,17,30,87,31,471,2.8000000000000003,15.700000000000001,83.19,930,5.6000000000000005 -2013,10,16,18,30,0,0,0,1.4000000000000001,11.8,95.74000000000001,930,6.800000000000001 -2013,10,16,19,30,0,0,0,1.4000000000000001,10.600000000000001,108.39,931,6.2 -2013,10,16,20,30,0,0,0,1.3,9.600000000000001,121.02,931,5.6000000000000005 -2013,10,16,21,30,0,0,0,1.3,8.700000000000001,133.31,932,5 -2013,10,16,22,30,0,0,0,1.1,7.800000000000001,144.64000000000001,931,4.5 -2013,10,16,23,30,0,0,0,1,7,153.58,931,4 -2013,10,17,0,30,0,0,0,0.8,6.5,156.98,931,3.6 -2013,10,17,1,30,0,0,0,0.7000000000000001,6.300000000000001,152.67000000000002,931,3.1 -2013,10,17,2,30,0,0,0,0.5,6.300000000000001,143.3,931,2.7 -2013,10,17,3,30,0,0,0,0.4,6.2,131.79,931,2.4000000000000004 -2013,10,17,4,30,0,0,0,0.6000000000000001,5.800000000000001,119.45,931,2.3000000000000003 -2013,10,17,5,30,0,0,0,0.8,5.300000000000001,106.81,931,2.3000000000000003 -2013,10,17,6,30,0,0,0,1,5.5,94.19,931,2.3000000000000003 -2013,10,17,7,30,116,34,573,1.7000000000000002,7.5,81.74,932,3.1 -2013,10,17,8,30,332,53,814,2,11,70,932,3.5 -2013,10,17,9,30,530,64,910,1.8,14.5,59.21,932,5.2 -2013,10,17,10,30,686,71,960,1.9000000000000001,16.900000000000002,50.13,931,6.6000000000000005 -2013,10,17,11,30,781,76,979,2.2,18.7,43.9,930,7.5 -2013,10,17,12,30,809,79,980,2.5,20.1,41.84,929,8 -2013,10,17,13,30,769,78,969,2.8000000000000003,21,44.550000000000004,928,8.3 -2013,10,17,14,30,660,75,935,3,21.3,51.26,928,8.4 -2013,10,17,15,30,495,68,871,3.1,21,60.64,927,8.6 -2013,10,17,16,30,291,56,745,2.7,19.700000000000003,71.61,927,8.8 -2013,10,17,17,30,83,32,450,2.3000000000000003,18.7,83.44,927,10.100000000000001 -2013,10,17,18,30,0,0,0,2.6,15,95.97,927,9.9 -2013,10,17,19,30,0,0,0,3.4000000000000004,14.200000000000001,108.62,927,9.4 -2013,10,17,20,30,0,0,0,3.7,13.5,121.25,928,9.3 -2013,10,17,21,30,0,0,0,3.7,12.9,133.56,927,9.4 -2013,10,17,22,30,0,0,0,3.6,12.4,144.94,927,9.600000000000001 -2013,10,17,23,30,0,0,0,3.5,12,153.92000000000002,927,9.8 -2013,10,18,0,30,0,0,0,3.3000000000000003,11.700000000000001,157.34,927,10.100000000000001 -2013,10,18,1,30,0,0,0,3.1,11.4,152.96,926,10.3 -2013,10,18,2,30,0,0,0,2.9000000000000004,11.200000000000001,143.51,926,10.600000000000001 -2013,10,18,3,30,0,0,0,2.7,11.100000000000001,131.96,926,10.9 -2013,10,18,4,30,0,0,0,2.4000000000000004,10.9,119.60000000000001,926,10.9 -2013,10,18,5,30,0,0,0,2.5,10.8,106.96000000000001,926,10.8 -2013,10,18,6,30,0,0,0,3,11.200000000000001,94.35000000000001,926,11.100000000000001 -2013,10,18,7,30,38,38,0,3.6,12.600000000000001,81.91,926,11.200000000000001 -2013,10,18,8,30,62,62,0,4.3,15.100000000000001,70.19,926,11.600000000000001 -2013,10,18,9,30,94,94,0,4.7,17.6,59.44,926,12.3 -2013,10,18,10,30,205,199,9,4.7,19.8,50.410000000000004,926,13.4 -2013,10,18,11,30,260,248,17,4.3,21.700000000000003,44.230000000000004,925,14.200000000000001 -2013,10,18,12,30,595,340,345,3.9000000000000004,23.200000000000003,42.2,924,14.600000000000001 -2013,10,18,13,30,740,101,902,3.4000000000000004,24.200000000000003,44.910000000000004,923,14.3 -2013,10,18,14,30,636,94,873,3.1,24.3,51.59,923,13.5 -2013,10,18,15,30,465,107,737,3.4000000000000004,23.5,60.93,923,12.4 -2013,10,18,16,30,27,27,0,5.4,20.5,71.87,925,11.4 -2013,10,18,17,30,17,17,0,6.9,18.400000000000002,83.68,926,10.600000000000001 -2013,10,18,18,30,0,0,0,8.6,9.4,96.2,930,7.2 -2013,10,18,19,30,0,0,0,7.800000000000001,6.5,108.85000000000001,932,3.9000000000000004 -2013,10,18,20,30,0,0,0,7.1000000000000005,5.5,121.49000000000001,933,2.3000000000000003 -2013,10,18,21,30,0,0,0,6.300000000000001,4.800000000000001,133.81,934,1.4000000000000001 -2013,10,18,22,30,0,0,0,5.300000000000001,4.1000000000000005,145.22,934,0.8 -2013,10,18,23,30,0,0,0,4.4,3.5,154.27,935,0.6000000000000001 -2013,10,19,0,30,0,0,0,3.6,2.9000000000000004,157.70000000000002,935,0.5 -2013,10,19,1,30,0,0,0,2.9000000000000004,2.3000000000000003,153.24,934,0.4 -2013,10,19,2,30,0,0,0,2.6,1.9000000000000001,143.72,934,0.30000000000000004 -2013,10,19,3,30,0,0,0,2.6,1.6,132.13,934,0.1 -2013,10,19,4,30,0,0,0,2.6,1.4000000000000001,119.75,934,0 -2013,10,19,5,30,0,0,0,2.6,1.3,107.10000000000001,934,-0.2 -2013,10,19,6,30,0,0,0,2.8000000000000003,1.6,94.5,935,-0.30000000000000004 -2013,10,19,7,30,114,33,590,3.1,3.5,82.07000000000001,935,-0.4 -2013,10,19,8,30,333,52,835,3.1,6.9,70.38,935,-0.5 -2013,10,19,9,30,536,63,937,2.7,10.3,59.67,935,-1 -2013,10,19,10,30,694,69,987,2.4000000000000004,12.9,50.69,935,-1.4000000000000001 -2013,10,19,11,30,789,72,1006,2,15,44.56,934,-1.6 -2013,10,19,12,30,819,73,1013,1.5,16.6,42.56,933,-1.4000000000000001 -2013,10,19,13,30,778,71,1004,0.9,17.5,45.26,932,-1.1 -2013,10,19,14,30,666,67,971,0.5,18,51.910000000000004,931,-0.7000000000000001 -2013,10,19,15,30,501,61,914,0.6000000000000001,17.8,61.22,930,-0.4 -2013,10,19,16,30,295,50,800,0.8,16.7,72.13,930,0 -2013,10,19,17,30,82,27,509,0.8,15.700000000000001,83.91,930,4.3 -2013,10,19,18,30,0,0,0,1.2000000000000002,10.9,96.43,930,3.7 -2013,10,19,19,30,0,0,0,1.6,9.700000000000001,109.07000000000001,930,2.9000000000000004 -2013,10,19,20,30,0,0,0,2.1,9.200000000000001,121.71000000000001,930,2.3000000000000003 -2013,10,19,21,30,0,0,0,2.6,8.9,134.05,930,2 -2013,10,19,22,30,0,0,0,3.1,8.5,145.5,930,2 -2013,10,19,23,30,0,0,0,3.2,7.9,154.6,930,2.2 -2013,10,20,0,30,0,0,0,3.2,7.4,158.06,930,2.4000000000000004 -2013,10,20,1,30,0,0,0,3.1,6.9,153.53,929,2.6 -2013,10,20,2,30,0,0,0,3,6.5,143.93,929,2.8000000000000003 -2013,10,20,3,30,0,0,0,3,6.2,132.3,928,3 -2013,10,20,4,30,0,0,0,2.9000000000000004,6,119.9,928,3.3000000000000003 -2013,10,20,5,30,0,0,0,3,5.800000000000001,107.25,927,3.6 -2013,10,20,6,30,0,0,0,3.2,6,94.65,927,4 -2013,10,20,7,30,105,36,511,3.7,7.7,82.24,927,4.4 -2013,10,20,8,30,318,60,774,4.2,11.200000000000001,70.58,927,5.1000000000000005 -2013,10,20,9,30,515,74,880,5.1000000000000005,15.3,59.910000000000004,927,5.9 -2013,10,20,10,30,671,81,935,5.9,18.8,50.97,926,7 -2013,10,20,11,30,767,86,962,6.1000000000000005,21.400000000000002,44.89,925,8.4 -2013,10,20,12,30,796,81,977,6,23.3,42.92,924,9.1 -2013,10,20,13,30,755,82,962,5.9,24.400000000000002,45.61,923,9.3 -2013,10,20,14,30,645,79,923,5.7,24.700000000000003,52.230000000000004,922,9.3 -2013,10,20,15,30,483,67,873,5.300000000000001,24.3,61.51,922,9.200000000000001 -2013,10,20,16,30,279,55,739,4.2,22.6,72.39,922,9.4 -2013,10,20,17,30,72,30,417,3.5,21.200000000000003,84.15,922,10.700000000000001 -2013,10,20,18,30,0,0,0,4.2,17.7,96.65,922,10.8 -2013,10,20,19,30,0,0,0,5,16.8,109.29,923,11.100000000000001 -2013,10,20,20,30,0,0,0,5.300000000000001,15.8,121.94,923,11.3 -2013,10,20,21,30,0,0,0,5.1000000000000005,14.700000000000001,134.29,924,11.4 -2013,10,20,22,30,0,0,0,4.800000000000001,13.700000000000001,145.78,924,11.5 -2013,10,20,23,30,0,0,0,4.5,13,154.94,924,11.5 -2013,10,21,0,30,0,0,0,4,12.200000000000001,158.41,924,11.5 -2013,10,21,1,30,0,0,0,3.3000000000000003,11.5,153.81,925,11.5 -2013,10,21,2,30,0,0,0,2.8000000000000003,10.8,144.14000000000001,925,10.8 -2013,10,21,3,30,0,0,0,2.4000000000000004,10.100000000000001,132.47,925,10.100000000000001 -2013,10,21,4,30,0,0,0,2.2,9.600000000000001,120.05,926,9.600000000000001 -2013,10,21,5,30,0,0,0,2.3000000000000003,9,107.4,926,8.700000000000001 -2013,10,21,6,30,0,0,0,2.8000000000000003,8.700000000000001,94.81,926,7 -2013,10,21,7,30,101,35,502,4,9.700000000000001,82.41,927,5.6000000000000005 -2013,10,21,8,30,124,119,15,5.1000000000000005,12,70.78,928,5 -2013,10,21,9,30,191,182,18,5.6000000000000005,14.3,60.14,928,6 -2013,10,21,10,30,369,295,118,5.9,16.3,51.25,929,7.2 -2013,10,21,11,30,506,341,235,6.2,17.8,45.22,929,8 -2013,10,21,12,30,568,340,314,6.4,18.7,43.28,929,8.3 -2013,10,21,13,30,524,327,284,6.4,19,45.96,929,8.200000000000001 -2013,10,21,14,30,629,93,880,6.300000000000001,18.900000000000002,52.550000000000004,929,7.6000000000000005 -2013,10,21,15,30,471,75,836,5.9,18.400000000000002,61.79,929,6.9 -2013,10,21,16,30,271,58,713,5.1000000000000005,17.1,72.64,929,6 -2013,10,21,17,30,69,29,405,4.5,16.3,84.37,930,5.6000000000000005 -2013,10,21,18,30,0,0,0,2.1,12.100000000000001,96.87,931,5.800000000000001 -2013,10,21,19,30,0,0,0,1.8,10.8,109.5,932,5.6000000000000005 -2013,10,21,20,30,0,0,0,1.6,9.8,122.15,932,5.4 -2013,10,21,21,30,0,0,0,1.4000000000000001,8.9,134.53,933,5.2 -2013,10,21,22,30,0,0,0,1.2000000000000002,8.1,146.05,933,4.9 -2013,10,21,23,30,0,0,0,1.1,7.6000000000000005,155.27,933,4.7 -2013,10,22,0,30,0,0,0,1,7.300000000000001,158.77,933,4.4 -2013,10,22,1,30,0,0,0,1,6.9,154.09,933,4.1000000000000005 -2013,10,22,2,30,0,0,0,1,6.6000000000000005,144.35,933,3.7 -2013,10,22,3,30,0,0,0,1,6.2,132.63,933,3.2 -2013,10,22,4,30,0,0,0,1.1,5.9,120.2,933,2.8000000000000003 -2013,10,22,5,30,0,0,0,1.2000000000000002,5.6000000000000005,107.55,933,2.4000000000000004 -2013,10,22,6,30,0,0,0,1.3,5.800000000000001,94.96000000000001,934,2.1 -2013,10,22,7,30,102,30,560,2.1,8.4,82.58,934,2.3000000000000003 -2013,10,22,8,30,312,49,809,2.6,12.3,70.98,934,2.7 -2013,10,22,9,30,510,59,912,2.3000000000000003,16.1,60.38,934,2.6 -2013,10,22,10,30,664,64,965,2.3000000000000003,19.200000000000003,51.54,934,1.2000000000000002 -2013,10,22,11,30,760,67,990,2.3000000000000003,20.900000000000002,45.550000000000004,933,1.6 -2013,10,22,12,30,790,69,996,2.2,22.1,43.63,932,2 -2013,10,22,13,30,746,67,984,2.1,22.8,46.300000000000004,931,2.4000000000000004 -2013,10,22,14,30,640,63,955,2.1,23,52.86,931,2.6 -2013,10,22,15,30,477,56,898,2,22.6,62.07,931,2.8000000000000003 -2013,10,22,16,30,275,46,781,1.3,21,72.89,930,3.3000000000000003 -2013,10,22,17,30,69,24,477,0.8,19.700000000000003,84.60000000000001,930,9 -2013,10,22,18,30,0,0,0,1.3,15.700000000000001,97.09,931,5.4 -2013,10,22,19,30,0,0,0,1.5,14.100000000000001,109.71000000000001,931,5.2 -2013,10,22,20,30,0,0,0,1.7000000000000002,13.100000000000001,122.37,931,4.800000000000001 -2013,10,22,21,30,0,0,0,2,12.600000000000001,134.76,932,4.3 -2013,10,22,22,30,0,0,0,2.3000000000000003,12.100000000000001,146.32,932,3.8000000000000003 -2013,10,22,23,30,0,0,0,2.4000000000000004,11.600000000000001,155.59,932,3.4000000000000004 -2013,10,23,0,30,0,0,0,2.4000000000000004,11.100000000000001,159.12,932,3.1 -2013,10,23,1,30,0,0,0,2.4000000000000004,10.4,154.36,932,3 -2013,10,23,2,30,0,0,0,2.4000000000000004,9.8,144.55,932,3 -2013,10,23,3,30,0,0,0,2.4000000000000004,9.3,132.8,932,3 -2013,10,23,4,30,0,0,0,2.5,8.8,120.35000000000001,932,3.1 -2013,10,23,5,30,0,0,0,2.5,8.3,107.69,932,3.2 -2013,10,23,6,30,0,0,0,2.7,8.4,95.12,933,3.3000000000000003 -2013,10,23,7,30,99,29,551,3.2,10.100000000000001,82.75,933,3.5 -2013,10,23,8,30,309,48,807,3.2,13.3,71.18,933,3.8000000000000003 -2013,10,23,9,30,506,58,913,3,17.7,60.61,933,5 -2013,10,23,10,30,660,64,965,3.5,21.900000000000002,51.82,933,4.3 -2013,10,23,11,30,755,66,991,3.8000000000000003,24.200000000000003,45.88,932,3.4000000000000004 -2013,10,23,12,30,782,71,987,3.9000000000000004,25.200000000000003,43.980000000000004,932,3.8000000000000003 -2013,10,23,13,30,741,70,978,4,25.6,46.65,931,4.1000000000000005 -2013,10,23,14,30,635,67,948,4,25.5,53.18,930,4.3 -2013,10,23,15,30,472,61,884,3.8000000000000003,24.700000000000003,62.35,930,4.3 -2013,10,23,16,30,270,50,758,2.8000000000000003,22.400000000000002,73.14,929,4.9 -2013,10,23,17,30,65,25,435,1.9000000000000001,20.6,84.82000000000001,929,8.200000000000001 -2013,10,23,18,30,0,0,0,2.2,16.2,97.3,930,6.9 -2013,10,23,19,30,0,0,0,2.6,15.4,109.92,930,6.1000000000000005 -2013,10,23,20,30,0,0,0,3,14.600000000000001,122.58,931,5.6000000000000005 -2013,10,23,21,30,0,0,0,3.3000000000000003,13.700000000000001,134.98,931,5 -2013,10,23,22,30,0,0,0,3.4000000000000004,12.8,146.58,931,4.7 -2013,10,23,23,30,0,0,0,3.4000000000000004,12,155.91,932,4.6000000000000005 -2013,10,24,0,30,0,0,0,3.2,11.200000000000001,159.46,932,4.5 -2013,10,24,1,30,0,0,0,2.9000000000000004,10.5,154.64000000000001,932,4.4 -2013,10,24,2,30,0,0,0,2.5,9.700000000000001,144.75,932,4.3 -2013,10,24,3,30,0,0,0,2.1,9,132.97,932,4.2 -2013,10,24,4,30,0,0,0,1.7000000000000002,8.3,120.5,932,4.1000000000000005 -2013,10,24,5,30,0,0,0,1.4000000000000001,8,107.84,933,4.1000000000000005 -2013,10,24,6,30,0,0,0,1.2000000000000002,8.4,95.28,933,4.2 -2013,10,24,7,30,58,43,123,1.6,10.100000000000001,82.92,934,4.6000000000000005 -2013,10,24,8,30,302,56,772,1.8,12.700000000000001,71.38,935,5 -2013,10,24,9,30,499,69,884,1.3,15.8,60.85,935,5.5 -2013,10,24,10,30,654,76,942,1.1,19.5,52.1,935,5.5 -2013,10,24,11,30,750,79,969,0.9,22.200000000000003,46.2,935,5 -2013,10,24,12,30,777,77,978,0.7000000000000001,23.6,44.33,934,5 -2013,10,24,13,30,736,75,969,1,24.3,46.980000000000004,933,5 -2013,10,24,14,30,630,71,939,1.6,24.400000000000002,53.480000000000004,933,5.1000000000000005 -2013,10,24,15,30,466,65,871,2,23.8,62.620000000000005,932,5.1000000000000005 -2013,10,24,16,30,264,52,743,1.7000000000000002,21.700000000000003,73.38,932,5.4 -2013,10,24,17,30,61,26,409,1.2000000000000002,20,85.04,932,9.4 -2013,10,24,18,30,0,0,0,1.5,15.600000000000001,97.51,933,7.800000000000001 -2013,10,24,19,30,0,0,0,1.7000000000000002,14.600000000000001,110.12,934,7.5 -2013,10,24,20,30,0,0,0,1.7000000000000002,13.700000000000001,122.78,935,7.5 -2013,10,24,21,30,0,0,0,1.6,12.600000000000001,135.2,935,7.5 -2013,10,24,22,30,0,0,0,1.5,11.600000000000001,146.83,936,7.5 -2013,10,24,23,30,0,0,0,1.3,10.700000000000001,156.23,936,7.6000000000000005 -2013,10,25,0,30,0,0,0,1.3,9.9,159.8,936,7.800000000000001 -2013,10,25,1,30,0,0,0,1.3,9.1,154.91,936,8 -2013,10,25,2,30,0,0,0,1.4000000000000001,8.4,144.95000000000002,936,8.1 -2013,10,25,3,30,0,0,0,1.4000000000000001,7.800000000000001,133.13,937,7.800000000000001 -2013,10,25,4,30,0,0,0,1.7000000000000002,7.5,120.65,937,7.5 -2013,10,25,5,30,0,0,0,2,7.4,107.99000000000001,938,7.4 -2013,10,25,6,30,0,0,0,2.4000000000000004,7.5,95.43,938,7.5 -2013,10,25,7,30,47,42,41,2.8000000000000003,8.700000000000001,83.09,938,7.7 -2013,10,25,8,30,289,64,712,3.1,11.3,71.58,938,7.7 -2013,10,25,9,30,482,77,838,3.2,14.4,61.09,938,8.3 -2013,10,25,10,30,632,85,897,3.5,17.3,52.38,938,9.1 -2013,10,25,11,30,576,283,426,3.8000000000000003,19.8,46.52,937,9.5 -2013,10,25,12,30,634,254,534,3.9000000000000004,21.400000000000002,44.68,936,9 -2013,10,25,13,30,716,85,931,3.7,22.1,47.32,935,8.5 -2013,10,25,14,30,610,81,896,3.7,22.200000000000003,53.79,935,8.1 -2013,10,25,15,30,449,70,830,3.9000000000000004,21.700000000000003,62.89,934,7.9 -2013,10,25,16,30,251,56,691,3.3000000000000003,20.200000000000003,73.62,934,7.9 -2013,10,25,17,30,54,26,339,2.6,19.1,85.25,933,8.9 -2013,10,25,18,30,0,0,0,2.1,15.700000000000001,97.71000000000001,934,9.4 -2013,10,25,19,30,0,0,0,3,15.5,110.31,934,9.700000000000001 -2013,10,25,20,30,0,0,0,3.7,15.3,122.98,934,10.200000000000001 -2013,10,25,21,30,0,0,0,4,15.100000000000001,135.42000000000002,934,10.9 -2013,10,25,22,30,0,0,0,4,14.9,147.08,934,11.600000000000001 -2013,10,25,23,30,0,0,0,3.8000000000000003,14.9,156.54,933,12.200000000000001 -2013,10,26,0,30,0,0,0,3.7,14.700000000000001,160.14000000000001,933,12.8 -2013,10,26,1,30,0,0,0,3.7,14.4,155.17000000000002,933,13.4 -2013,10,26,2,30,0,0,0,3.4000000000000004,14,145.15,932,13.9 -2013,10,26,3,30,0,0,0,3,13.600000000000001,133.3,932,13.600000000000001 -2013,10,26,4,30,0,0,0,2.8000000000000003,13.5,120.8,932,13.5 -2013,10,26,5,30,0,0,0,3,13.600000000000001,108.14,932,13.600000000000001 -2013,10,26,6,30,0,0,0,3.4000000000000004,13.9,95.59,932,13.9 -2013,10,26,7,30,74,44,258,3.9000000000000004,14.9,83.27,933,14.600000000000001 -2013,10,26,8,30,98,98,0,4.5,16.7,71.78,933,15 -2013,10,26,9,30,454,103,731,5.2,18.900000000000002,61.32,933,15.200000000000001 -2013,10,26,10,30,280,254,43,5.5,20.8,52.660000000000004,932,14.8 -2013,10,26,11,30,117,117,0,5.2,22.200000000000003,46.84,932,14.3 -2013,10,26,12,30,728,114,868,4.800000000000001,23.1,45.02,931,14 -2013,10,26,13,30,688,112,855,4.3,23.700000000000003,47.65,930,13.5 -2013,10,26,14,30,586,104,821,3.8000000000000003,23.900000000000002,54.08,930,13 -2013,10,26,15,30,431,89,757,3.2,23.8,63.15,929,12.4 -2013,10,26,16,30,100,98,7,1.9000000000000001,22.5,73.85000000000001,930,11.9 -2013,10,26,17,30,50,28,278,1,21.400000000000002,85.46000000000001,930,14.200000000000001 -2013,10,26,18,30,0,0,0,0.8,18.900000000000002,97.91,930,12.200000000000001 -2013,10,26,19,30,0,0,0,0.9,17.8,110.5,931,11.700000000000001 -2013,10,26,20,30,0,0,0,1.7000000000000002,16.6,123.17,931,11.600000000000001 -2013,10,26,21,30,0,0,0,2.7,15.3,135.62,932,11.4 -2013,10,26,22,30,0,0,0,3.5,13.9,147.32,932,11.200000000000001 -2013,10,26,23,30,0,0,0,3.9000000000000004,12.700000000000001,156.84,932,11.4 -2013,10,27,0,30,0,0,0,4,11.8,160.48,932,11.600000000000001 -2013,10,27,1,30,0,0,0,3.9000000000000004,11.3,155.44,932,11.3 -2013,10,27,2,30,0,0,0,3.7,10.8,145.35,932,10.8 -2013,10,27,3,30,0,0,0,3.3000000000000003,10.3,133.46,932,10.200000000000001 -2013,10,27,4,30,0,0,0,2.7,9.700000000000001,120.95,932,9.4 -2013,10,27,5,30,0,0,0,2.4000000000000004,8.9,108.29,932,8.4 -2013,10,27,6,30,0,0,0,2.4000000000000004,8.4,95.75,932,7.1000000000000005 -2013,10,27,7,30,83,32,444,2.7,9.1,83.44,932,5.7 -2013,10,27,8,30,88,88,0,2.8000000000000003,11.600000000000001,71.98,933,4.5 -2013,10,27,9,30,308,209,207,2.5,14.4,61.56,932,4.4 -2013,10,27,10,30,409,282,211,2.1,16.6,52.94,932,4.9 -2013,10,27,11,30,733,76,966,1.7000000000000002,18.3,47.160000000000004,931,4.9 -2013,10,27,12,30,497,343,219,1.3,19.6,45.35,930,5.1000000000000005 -2013,10,27,13,30,719,78,957,1.1,20.400000000000002,47.97,929,5.300000000000001 -2013,10,27,14,30,613,72,928,1.2000000000000002,20.8,54.38,928,5.4 -2013,10,27,15,30,452,65,865,1.2000000000000002,20.6,63.410000000000004,928,5.300000000000001 -2013,10,27,16,30,252,51,735,1.1,19.3,74.08,928,5.2 -2013,10,27,17,30,53,23,384,0.8,18.2,85.66,928,8.3 -2013,10,27,18,30,0,0,0,1.2000000000000002,14.100000000000001,98.10000000000001,928,7.1000000000000005 -2013,10,27,19,30,0,0,0,1.4000000000000001,13,110.69,928,7 -2013,10,27,20,30,0,0,0,1.8,12.700000000000001,123.36,928,7.300000000000001 -2013,10,27,21,30,0,0,0,2.4000000000000004,12.8,135.83,928,8.1 -2013,10,27,22,30,0,0,0,2.7,12.600000000000001,147.56,928,9 -2013,10,27,23,30,0,0,0,2.8000000000000003,12,157.14000000000001,928,10 -2013,10,28,0,30,0,0,0,2.9000000000000004,11.700000000000001,160.82,928,10.9 -2013,10,28,1,30,0,0,0,3,11.8,155.70000000000002,928,11.8 -2013,10,28,2,30,0,0,0,3.1,12.200000000000001,145.55,927,12.200000000000001 -2013,10,28,3,30,0,0,0,2.9000000000000004,12.5,133.62,927,12.5 -2013,10,28,4,30,0,0,0,2.9000000000000004,12.8,121.10000000000001,927,12.8 -2013,10,28,5,30,0,0,0,2.9000000000000004,13.100000000000001,108.44,927,13.100000000000001 -2013,10,28,6,30,0,0,0,3,13.5,95.91,928,13.5 -2013,10,28,7,30,28,28,0,3.4000000000000004,14.5,83.62,928,14.3 -2013,10,28,8,30,263,69,633,4.4,16.5,72.19,928,15 -2013,10,28,9,30,312,206,224,5.7,19.400000000000002,61.800000000000004,928,16.2 -2013,10,28,10,30,335,277,98,6.4,21.900000000000002,53.22,928,16.7 -2013,10,28,11,30,562,287,407,6.300000000000001,23.3,47.480000000000004,927,16.400000000000002 -2013,10,28,12,30,582,300,404,6.1000000000000005,24.3,45.69,926,15.9 -2013,10,28,13,30,504,308,296,6,24.900000000000002,48.300000000000004,926,15.5 -2013,10,28,14,30,388,269,206,5.800000000000001,24.900000000000002,54.67,925,15 -2013,10,28,15,30,238,193,101,5.5,24.400000000000002,63.67,925,14.600000000000001 -2013,10,28,16,30,149,106,156,5.2,23.3,74.31,926,14.4 -2013,10,28,17,30,29,25,59,4.9,22.6,85.86,926,14.3 -2013,10,28,18,30,0,0,0,4.6000000000000005,20.400000000000002,98.29,927,14.3 -2013,10,28,19,30,0,0,0,4.7,19.5,110.87,927,14.5 -2013,10,28,20,30,0,0,0,4.7,18.8,123.54,928,14.8 -2013,10,28,21,30,0,0,0,4.6000000000000005,18.3,136.02,928,15.200000000000001 -2013,10,28,22,30,0,0,0,4.5,17.900000000000002,147.79,928,15.700000000000001 -2013,10,28,23,30,0,0,0,4.5,17.5,157.44,928,16.1 -2013,10,29,0,30,0,0,0,4.6000000000000005,17.3,161.15,927,16.3 -2013,10,29,1,30,0,0,0,4.6000000000000005,17,155.96,928,16.5 -2013,10,29,2,30,0,0,0,4.4,16.900000000000002,145.74,928,16.6 -2013,10,29,3,30,0,0,0,4.1000000000000005,16.900000000000002,133.79,928,16.8 -2013,10,29,4,30,0,0,0,3.8000000000000003,16.900000000000002,121.25,928,16.900000000000002 -2013,10,29,5,30,0,0,0,3.4000000000000004,16.900000000000002,108.60000000000001,928,16.900000000000002 -2013,10,29,6,30,0,0,0,3.3000000000000003,17,96.07000000000001,928,17 -2013,10,29,7,30,37,36,7,3.5,17.7,83.8,928,17.5 -2013,10,29,8,30,118,112,21,4.2,19.200000000000003,72.39,929,17.900000000000002 -2013,10,29,9,30,268,208,129,5,21,62.04,929,18.400000000000002 -2013,10,29,10,30,433,269,275,5.4,22.6,53.5,928,18.900000000000002 -2013,10,29,11,30,529,302,338,5.2,23.8,47.79,928,19 -2013,10,29,12,30,583,290,422,4.9,24.8,46.02,927,18.8 -2013,10,29,13,30,543,280,396,4.5,25.400000000000002,48.620000000000005,926,18.6 -2013,10,29,14,30,463,229,408,4.1000000000000005,25.400000000000002,54.96,926,18.3 -2013,10,29,15,30,287,188,224,3.5,25,63.92,926,18.1 -2013,10,29,16,30,153,103,184,2.7,23.8,74.53,926,18.3 -2013,10,29,17,30,23,23,0,2.2,22.900000000000002,86.05,926,18.5 -2013,10,29,18,30,0,0,0,3.3000000000000003,21.400000000000002,98.48,927,18.400000000000002 -2013,10,29,19,30,0,0,0,4.2,21,111.05,927,18.400000000000002 -2013,10,29,20,30,0,0,0,4.5,20.5,123.72,927,18.400000000000002 -2013,10,29,21,30,0,0,0,4.4,19.8,136.21,927,18.3 -2013,10,29,22,30,0,0,0,4.1000000000000005,19,148.02,927,18.2 -2013,10,29,23,30,0,0,0,3.9000000000000004,18.5,157.72,926,18.2 -2013,10,30,0,30,0,0,0,3.9000000000000004,18.2,161.47,926,18.2 -2013,10,30,1,30,0,0,0,3.8000000000000003,18.1,156.22,926,18.1 -2013,10,30,2,30,0,0,0,3.9000000000000004,18.2,145.93,925,18.2 -2013,10,30,3,30,0,0,0,4.3,18.400000000000002,133.95,925,18.400000000000002 -2013,10,30,4,30,0,0,0,4.800000000000001,18.6,121.4,925,18.6 -2013,10,30,5,30,0,0,0,5,18.7,108.75,925,18.6 -2013,10,30,6,30,0,0,0,4.800000000000001,18.8,96.24000000000001,925,18.6 -2013,10,30,7,30,22,22,0,5,19.400000000000002,83.98,926,18.6 -2013,10,30,8,30,27,27,0,5.7,20.700000000000003,72.60000000000001,926,18.7 -2013,10,30,9,30,126,126,0,6.1000000000000005,22.3,62.28,926,18.7 -2013,10,30,10,30,173,171,4,5.9,23.900000000000002,53.77,925,18.5 -2013,10,30,11,30,95,95,0,5.4,25.400000000000002,48.1,925,18.1 -2013,10,30,12,30,119,119,0,5,26.1,46.35,924,17.5 -2013,10,30,13,30,137,137,0,4.5,26.3,48.93,923,16.7 -2013,10,30,14,30,114,114,0,4.3,26.3,55.24,922,16 -2013,10,30,15,30,85,85,0,4.1000000000000005,26,64.17,922,15.5 -2013,10,30,16,30,123,103,74,3.3000000000000003,24.700000000000003,74.75,922,15.100000000000001 -2013,10,30,17,30,12,12,0,2.7,23.700000000000003,86.24,922,15.9 -2013,10,30,18,30,0,0,0,2.9000000000000004,21.5,98.65,922,16 -2013,10,30,19,30,0,0,0,3.6,21.1,111.22,922,16.2 -2013,10,30,20,30,0,0,0,3.9000000000000004,20.5,123.89,922,16.5 -2013,10,30,21,30,0,0,0,4.1000000000000005,19.900000000000002,136.4,922,16.5 -2013,10,30,22,30,0,0,0,4.5,19.3,148.23,921,16.2 -2013,10,30,23,30,0,0,0,4.800000000000001,18.7,158.01,921,15.8 -2013,10,31,0,30,0,0,0,5.1000000000000005,18.3,161.8,921,15.5 -2013,10,31,1,30,0,0,0,5.2,18,156.47,921,15.200000000000001 -2013,10,31,2,30,0,0,0,4.800000000000001,17.400000000000002,146.13,921,14.9 -2013,10,31,3,30,0,0,0,4.5,16.3,134.11,922,13.9 -2013,10,31,4,30,0,0,0,4.2,14.700000000000001,121.55,922,11.5 -2013,10,31,5,30,0,0,0,4,12.9,108.9,923,8.200000000000001 -2013,10,31,6,30,0,0,0,4.1000000000000005,11.600000000000001,96.4,924,5.4 -2013,10,31,7,30,83,26,560,4.7,12,84.15,924,3.5 -2013,10,31,8,30,292,46,832,5.800000000000001,14,72.8,925,2.1 -2013,10,31,9,30,491,57,940,6.7,16.400000000000002,62.51,925,-0.30000000000000004 -2013,10,31,10,30,646,64,992,7,18.400000000000002,54.050000000000004,925,-1.3 -2013,10,31,11,30,738,68,1009,6.800000000000001,19.900000000000002,48.410000000000004,924,-1.8 -2013,10,31,12,30,766,69,1016,6.300000000000001,21,46.67,924,-2 -2013,10,31,13,30,724,67,1006,5.6000000000000005,21.6,49.24,923,-2.1 -2013,10,31,14,30,615,63,976,4.7,21.700000000000003,55.52,923,-2.3000000000000003 -2013,10,31,15,30,451,55,915,3.6,21.3,64.41,923,-2.5 -2013,10,31,16,30,247,44,784,2,19.400000000000002,74.96000000000001,923,-2.5 -2013,10,31,17,30,46,19,420,1,17.8,86.42,923,4.1000000000000005 -2013,10,31,18,30,0,0,0,0.7000000000000001,15.600000000000001,98.83,924,1.2000000000000002 -2013,10,31,19,30,0,0,0,0.9,14.4,111.39,924,0.30000000000000004 -2013,10,31,20,30,0,0,0,1.2000000000000002,12.700000000000001,124.06,924,0.5 -2013,10,31,21,30,0,0,0,1.4000000000000001,11.3,136.58,924,0.7000000000000001 -2013,10,31,22,30,0,0,0,1.6,10.4,148.44,923,0.4 -2013,10,31,23,30,0,0,0,1.9000000000000001,10,158.28,923,0 -2013,11,1,0,30,0,0,0,2.5,9.8,162.12,923,-0.4 -2013,11,1,1,30,0,0,0,3,9.5,156.73,923,-0.6000000000000001 -2013,11,1,2,30,0,0,0,3.4000000000000004,8.9,146.32,922,-0.6000000000000001 -2013,11,1,3,30,0,0,0,3.4000000000000004,8.3,134.27,922,-0.5 -2013,11,1,4,30,0,0,0,3.4000000000000004,7.9,121.71000000000001,922,-0.6000000000000001 -2013,11,1,5,30,0,0,0,3.4000000000000004,7.6000000000000005,109.05,923,-0.8 -2013,11,1,6,30,0,0,0,3.5,7.5,96.56,923,-0.9 -2013,11,1,7,30,77,25,527,4,8.8,84.32000000000001,924,-1 -2013,11,1,8,30,283,45,815,4.7,11.600000000000001,73,925,-0.9 -2013,11,1,9,30,479,56,925,4.9,14.9,62.75,925,-0.8 -2013,11,1,10,30,633,63,977,5.1000000000000005,17.7,54.32,925,-0.6000000000000001 -2013,11,1,11,30,729,68,1001,5.5,19.900000000000002,48.72,925,-0.4 -2013,11,1,12,30,753,71,999,6.1000000000000005,21.3,46.99,925,-0.4 -2013,11,1,13,30,711,71,987,6.6000000000000005,21.8,49.54,925,-0.30000000000000004 -2013,11,1,14,30,601,66,951,6.7,21.6,55.79,926,-0.5 -2013,11,1,15,30,438,59,886,6.300000000000001,20.900000000000002,64.65,927,-0.8 -2013,11,1,16,30,238,45,753,5.2,19.200000000000003,75.17,927,-0.9 -2013,11,1,17,30,42,19,382,4.4,18,86.60000000000001,928,-0.1 -2013,11,1,18,30,0,0,0,3.2,14,99,930,1 -2013,11,1,19,30,0,0,0,3.1,12.9,111.55,931,1.3 -2013,11,1,20,30,0,0,0,2.9000000000000004,11.8,124.22,932,1.7000000000000002 -2013,11,1,21,30,0,0,0,2.6,10.700000000000001,136.75,933,1.8 -2013,11,1,22,30,0,0,0,2.3000000000000003,9.600000000000001,148.65,934,1.6 -2013,11,1,23,30,0,0,0,2,8.700000000000001,158.55,934,1.2000000000000002 -2013,11,2,0,30,0,0,0,1.9000000000000001,7.9,162.43,935,0.8 -2013,11,2,1,30,0,0,0,1.9000000000000001,7.300000000000001,156.98,935,0.5 -2013,11,2,2,30,0,0,0,2,6.800000000000001,146.51,935,0.2 -2013,11,2,3,30,0,0,0,2,6.300000000000001,134.43,936,0.1 -2013,11,2,4,30,0,0,0,1.9000000000000001,5.7,121.86,936,0 -2013,11,2,5,30,0,0,0,1.8,5.2,109.21000000000001,936,-0.1 -2013,11,2,6,30,0,0,0,1.6,5,96.72,937,-0.30000000000000004 -2013,11,2,7,30,74,26,505,2.1,6.7,84.5,938,-0.30000000000000004 -2013,11,2,8,30,279,47,805,2.6,10.100000000000001,73.21000000000001,938,-0.30000000000000004 -2013,11,2,9,30,475,57,919,2.8000000000000003,13.700000000000001,62.99,938,-1.1 -2013,11,2,10,30,625,63,969,2.7,16.400000000000002,54.59,938,-3.3000000000000003 -2013,11,2,11,30,720,67,995,2.1,18,49.02,938,-3.5 -2013,11,2,12,30,748,69,1000,1.7000000000000002,19,47.300000000000004,937,-2.9000000000000004 -2013,11,2,13,30,706,67,991,1.4000000000000001,19.700000000000003,49.84,936,-2.3000000000000003 -2013,11,2,14,30,599,63,960,1.1,19.8,56.06,935,-1.9000000000000001 -2013,11,2,15,30,437,59,890,0.8,19.400000000000002,64.88,934,-1.7000000000000002 -2013,11,2,16,30,236,45,754,0.7000000000000001,17.6,75.37,934,-1.6 -2013,11,2,17,30,40,19,374,0.7000000000000001,16.3,86.77,934,3.8000000000000003 -2013,11,2,18,30,0,0,0,1.3,11.8,99.16,934,1.9000000000000001 -2013,11,2,19,30,0,0,0,1.6,10.700000000000001,111.7,934,1.2000000000000002 -2013,11,2,20,30,0,0,0,2,10.100000000000001,124.37,934,0.5 -2013,11,2,21,30,0,0,0,2.4000000000000004,9.600000000000001,136.91,934,0.2 -2013,11,2,22,30,0,0,0,2.8000000000000003,9.1,148.85,934,0.2 -2013,11,2,23,30,0,0,0,3,8.5,158.81,933,0.5 -2013,11,3,0,30,0,0,0,3,7.9,162.75,933,0.8 -2013,11,3,1,30,0,0,0,3.1,7.300000000000001,157.22,933,1.2000000000000002 -2013,11,3,2,30,0,0,0,3.3000000000000003,6.9,146.69,933,1.5 -2013,11,3,3,30,0,0,0,3.7,6.5,134.59,932,1.7000000000000002 -2013,11,3,4,30,0,0,0,3.9000000000000004,6.1000000000000005,122.01,931,1.8 -2013,11,3,5,30,0,0,0,3.6,5.5,109.36,932,1.8 -2013,11,3,6,30,0,0,0,3.7,5.5,96.89,933,1.8 -2013,11,3,7,30,70,25,478,4.3,6.5,84.68,932,1.7000000000000002 -2013,11,3,8,30,272,48,784,4.7,8,73.41,932,1.6 -2013,11,3,9,30,342,171,379,5.5,10,63.22,931,1.4000000000000001 -2013,11,3,10,30,451,241,365,6.4,12.200000000000001,54.86,931,0.30000000000000004 -2013,11,3,11,30,232,222,14,6.7,14.3,49.32,929,-0.30000000000000004 -2013,11,3,12,30,251,239,17,6.9,16.1,47.62,928,-0.2 -2013,11,3,13,30,208,202,10,6.9,17.5,50.14,926,0 -2013,11,3,14,30,75,75,0,6.800000000000001,18.3,56.32,926,0.30000000000000004 -2013,11,3,15,30,102,102,0,6.6000000000000005,18,65.11,925,0.7000000000000001 -2013,11,3,16,30,124,98,104,5.6000000000000005,16.5,75.57000000000001,926,1.3 -2013,11,3,17,30,15,15,0,4.800000000000001,15.5,86.94,926,2.3000000000000003 -2013,11,3,18,30,0,0,0,4.800000000000001,12.600000000000001,99.32000000000001,926,3.3000000000000003 -2013,11,3,19,30,0,0,0,5.300000000000001,11.4,111.85000000000001,926,4.2 -2013,11,3,20,30,0,0,0,5.4,10.3,124.52,927,5.5 -2013,11,3,21,30,0,0,0,5.1000000000000005,9.700000000000001,137.07,927,6.4 -2013,11,3,22,30,0,0,0,4.9,9.5,149.04,926,6.6000000000000005 -2013,11,3,23,30,0,0,0,4.800000000000001,9.600000000000001,159.07,926,6.1000000000000005 -2013,11,4,0,30,0,0,0,4.6000000000000005,9.8,163.06,926,5.2 -2013,11,4,1,30,0,0,0,4.2,9.8,157.47,925,4.3 -2013,11,4,2,30,0,0,0,4,9.8,146.88,925,3.9000000000000004 -2013,11,4,3,30,0,0,0,3.8000000000000003,9.8,134.75,925,3.9000000000000004 -2013,11,4,4,30,0,0,0,3.7,9.9,122.16,925,4.3 -2013,11,4,5,30,0,0,0,3.5,9.9,109.51,925,4.9 -2013,11,4,6,30,0,0,0,3.7,10.100000000000001,97.05,926,5.5 -2013,11,4,7,30,38,31,74,4.2,10.9,84.86,926,6.300000000000001 -2013,11,4,8,30,95,95,0,4.800000000000001,12.700000000000001,73.62,926,7.2 -2013,11,4,9,30,148,147,3,5.2,15.200000000000001,63.46,927,7.7 -2013,11,4,10,30,462,229,408,5.2,17.7,55.13,927,8.1 -2013,11,4,11,30,544,262,436,5,19.8,49.620000000000005,926,8.9 -2013,11,4,12,30,704,78,933,4.9,21.200000000000003,47.92,926,9.700000000000001 -2013,11,4,13,30,663,78,918,4.9,21.8,50.43,925,10.200000000000001 -2013,11,4,14,30,559,75,880,5.1000000000000005,21.5,56.58,924,10.4 -2013,11,4,15,30,403,65,810,5.4,20.400000000000002,65.33,924,10.5 -2013,11,4,16,30,151,90,247,5.5,18.400000000000002,75.76,925,10.700000000000001 -2013,11,4,17,30,12,12,0,5.4,17.2,87.11,925,10.9 -2013,11,4,18,30,0,0,0,4.3,14.200000000000001,99.48,926,11.4 -2013,11,4,19,30,0,0,0,4,13.3,112,927,11.700000000000001 -2013,11,4,20,30,0,0,0,3.7,12.8,124.66,927,12 -2013,11,4,21,30,0,0,0,3.1,12.4,137.23,928,12.200000000000001 -2013,11,4,22,30,0,0,0,2.6,12.200000000000001,149.22,927,12.200000000000001 -2013,11,4,23,30,0,0,0,2.5,12.200000000000001,159.32,927,12.200000000000001 -2013,11,5,0,30,0,0,0,2.5,12.4,163.36,927,12.4 -2013,11,5,1,30,0,0,0,2.7,12.5,157.71,926,12.5 -2013,11,5,2,30,0,0,0,2.7,12.600000000000001,147.06,926,12.600000000000001 -2013,11,5,3,30,0,0,0,2.7,12.600000000000001,134.91,926,12.600000000000001 -2013,11,5,4,30,0,0,0,2.7,12.700000000000001,122.31,926,12.700000000000001 -2013,11,5,5,30,0,0,0,3,12.9,109.67,926,12.9 -2013,11,5,6,30,0,0,0,3.4000000000000004,13.3,97.22,926,13.3 -2013,11,5,7,30,55,30,295,4,14.3,85.04,927,14.3 -2013,11,5,8,30,241,62,643,4.800000000000001,16.1,73.82000000000001,927,15 -2013,11,5,9,30,226,190,80,5.6000000000000005,18.2,63.690000000000005,927,15.600000000000001 -2013,11,5,10,30,418,252,293,6.300000000000001,20.1,55.4,927,15.600000000000001 -2013,11,5,11,30,350,298,80,6.5,21.6,49.92,926,15.600000000000001 -2013,11,5,12,30,208,202,9,6.300000000000001,22.400000000000002,48.22,925,15.5 -2013,11,5,13,30,294,267,42,6,22.900000000000002,50.71,924,15.4 -2013,11,5,14,30,157,156,1,5.5,23.1,56.83,923,15.200000000000001 -2013,11,5,15,30,81,81,0,4.800000000000001,22.8,65.55,923,15 -2013,11,5,16,30,130,95,144,3.6,21.700000000000003,75.95,924,14.700000000000001 -2013,11,5,17,30,26,20,121,2.7,20.8,87.27,924,14.8 -2013,11,5,18,30,0,0,0,2.4000000000000004,17.900000000000002,99.62,925,14.4 -2013,11,5,19,30,0,0,0,2.8000000000000003,17.1,112.14,926,14 -2013,11,5,20,30,0,0,0,3.1,16.5,124.8,926,13.700000000000001 -2013,11,5,21,30,0,0,0,3.2,15.8,137.37,927,13.5 -2013,11,5,22,30,0,0,0,2.7,15,149.4,928,13.3 -2013,11,5,23,30,0,0,0,2.9000000000000004,14,159.57,929,12.9 -2013,11,6,0,30,0,0,0,4.3,12.4,163.66,930,11.700000000000001 -2013,11,6,1,30,0,0,0,5.300000000000001,10.4,157.95000000000002,931,9.4 -2013,11,6,2,30,0,0,0,5.6000000000000005,8.3,147.25,932,6.5 -2013,11,6,3,30,0,0,0,5.5,7.1000000000000005,135.07,932,3.9000000000000004 -2013,11,6,4,30,0,0,0,5.4,6.6000000000000005,122.46000000000001,933,2.3000000000000003 -2013,11,6,5,30,0,0,0,5.300000000000001,6.300000000000001,109.82000000000001,934,1.3 -2013,11,6,6,30,0,0,0,5.1000000000000005,6,97.38,936,0.5 -2013,11,6,7,30,56,27,348,5.1000000000000005,6.1000000000000005,85.21000000000001,937,0.2 -2013,11,6,8,30,247,54,700,5.4,6.9,74.03,937,-0.30000000000000004 -2013,11,6,9,30,373,126,561,5.5,8.6,63.93,938,-1.3 -2013,11,6,10,30,595,69,931,5.5,10.8,55.67,937,-2.5 -2013,11,6,11,30,693,71,972,5.5,13,50.21,937,-3.8000000000000003 -2013,11,6,12,30,726,70,990,5.4,14.8,48.52,936,-4.7 -2013,11,6,13,30,692,67,992,5.300000000000001,15.9,50.99,936,-5 -2013,11,6,14,30,593,63,975,5.1000000000000005,16.1,57.08,936,-5.2 -2013,11,6,15,30,433,55,921,4.7,15.600000000000001,65.76,936,-5.4 -2013,11,6,16,30,230,42,784,3.4000000000000004,13.600000000000001,76.13,936,-5.6000000000000005 -2013,11,6,17,30,33,16,375,2.4000000000000004,12.100000000000001,87.41,937,-3.5 -2013,11,6,18,30,0,0,0,1.6,7.6000000000000005,99.77,937,-2.3000000000000003 -2013,11,6,19,30,0,0,0,1.5,6.6000000000000005,112.27,938,-2.5 -2013,11,6,20,30,0,0,0,1.5,5.7,124.93,939,-2.7 -2013,11,6,21,30,0,0,0,1.4000000000000001,4.9,137.51,939,-2.8000000000000003 -2013,11,6,22,30,0,0,0,1.3,4.2,149.57,939,-2.9000000000000004 -2013,11,6,23,30,0,0,0,1.2000000000000002,3.6,159.8,940,-3.1 -2013,11,7,0,30,0,0,0,1.1,3.1,163.96,940,-3.3000000000000003 -2013,11,7,1,30,0,0,0,1.1,2.7,158.18,940,-3.5 -2013,11,7,2,30,0,0,0,1,2.5,147.43,940,-3.7 -2013,11,7,3,30,0,0,0,0.9,2.4000000000000004,135.23,941,-4 -2013,11,7,4,30,0,0,0,0.9,2.2,122.62,941,-4.3 -2013,11,7,5,30,0,0,0,1,1.7000000000000002,109.98,942,-4.5 -2013,11,7,6,30,0,0,0,1.1,1.4000000000000001,97.55,943,-4.5 -2013,11,7,7,30,39,28,134,1.5,3.3000000000000003,85.39,943,-4.2 -2013,11,7,8,30,194,86,397,1.9000000000000001,6.800000000000001,74.23,943,-3.5 -2013,11,7,9,30,459,52,934,1.8,10.600000000000001,64.16,943,-3.8000000000000003 -2013,11,7,10,30,613,60,989,2.1,13.9,55.93,943,-5.9 -2013,11,7,11,30,621,142,754,2.4000000000000004,15.5,50.49,942,-5.9 -2013,11,7,12,30,598,212,586,2.4000000000000004,16.400000000000002,48.82,941,-5.5 -2013,11,7,13,30,520,252,430,2.3000000000000003,16.7,51.27,941,-5.2 -2013,11,7,14,30,483,147,624,2.3000000000000003,16.5,57.32,940,-4.9 -2013,11,7,15,30,262,171,224,2,15.600000000000001,65.97,940,-4.5 -2013,11,7,16,30,110,92,78,1.4000000000000001,13.4,76.31,940,-2 -2013,11,7,17,30,17,17,0,1.1,11.8,87.56,940,1.1 -2013,11,7,18,30,0,0,0,1.5,9.4,99.91,940,0.1 -2013,11,7,19,30,0,0,0,1.6,8.700000000000001,112.4,940,-0.2 -2013,11,7,20,30,0,0,0,1.7000000000000002,8.200000000000001,125.06,940,-0.30000000000000004 -2013,11,7,21,30,0,0,0,1.7000000000000002,7.800000000000001,137.65,940,-0.4 -2013,11,7,22,30,0,0,0,1.7000000000000002,7.300000000000001,149.73,940,-0.4 -2013,11,7,23,30,0,0,0,1.8,7,160.03,940,-0.5 -2013,11,8,0,30,0,0,0,1.9000000000000001,6.7,164.25,939,-0.6000000000000001 -2013,11,8,1,30,0,0,0,2,6.5,158.42000000000002,939,-0.6000000000000001 -2013,11,8,2,30,0,0,0,2.3000000000000003,6.4,147.61,939,-0.6000000000000001 -2013,11,8,3,30,0,0,0,2.4000000000000004,6.300000000000001,135.38,938,-0.5 -2013,11,8,4,30,0,0,0,2.5,6.2,122.77,938,-0.4 -2013,11,8,5,30,0,0,0,2.5,6.1000000000000005,110.13,937,-0.2 -2013,11,8,6,30,0,0,0,2.8000000000000003,6.300000000000001,97.72,937,0 -2013,11,8,7,30,55,23,421,3.3000000000000003,7.1000000000000005,85.57000000000001,937,0.2 -2013,11,8,8,30,247,47,744,3.7,8.6,74.44,937,0.5 -2013,11,8,9,30,300,177,284,4.5,10.5,64.39,937,0.8 -2013,11,8,10,30,246,226,36,5.5,12.100000000000001,56.19,937,-0.4 -2013,11,8,11,30,326,284,66,5.9,13.200000000000001,50.78,936,-1.9000000000000001 -2013,11,8,12,30,335,295,62,6.2,13.8,49.1,935,-2.8000000000000003 -2013,11,8,13,30,174,172,4,6.300000000000001,14,51.54,934,-3.1 -2013,11,8,14,30,293,242,94,6.300000000000001,13.8,57.56,933,-2.8000000000000003 -2013,11,8,15,30,91,91,0,5.800000000000001,12.9,66.17,932,-1.7000000000000002 -2013,11,8,16,30,50,50,0,5,11.600000000000001,76.48,932,-0.1 -2013,11,8,17,30,7,7,0,4.5,10.8,87.7,932,1.3 -2013,11,8,18,30,0,0,0,4.5,9,100.04,932,2.3000000000000003 -2013,11,8,19,30,0,0,0,4.6000000000000005,8.4,112.52,932,3 -2013,11,8,20,30,0,0,0,4.6000000000000005,8,125.18,931,3.3000000000000003 -2013,11,8,21,30,0,0,0,4.7,7.7,137.78,931,3.4000000000000004 -2013,11,8,22,30,0,0,0,4.6000000000000005,7.5,149.89000000000001,931,3.3000000000000003 -2013,11,8,23,30,0,0,0,4.4,7.300000000000001,160.25,931,3.2 -2013,11,9,0,30,0,0,0,4.2,6.9,164.54,930,3.1 -2013,11,9,1,30,0,0,0,3.9000000000000004,6.5,158.65,930,3 -2013,11,9,2,30,0,0,0,3.6,6,147.79,929,3 -2013,11,9,3,30,0,0,0,3.4000000000000004,5.6000000000000005,135.54,929,2.9000000000000004 -2013,11,9,4,30,0,0,0,3.3000000000000003,5.2,122.92,929,3 -2013,11,9,5,30,0,0,0,3.2,4.9,110.29,929,3.1 -2013,11,9,6,30,0,0,0,3.3000000000000003,4.800000000000001,97.88,930,3.3000000000000003 -2013,11,9,7,30,51,24,369,3.7,5.7,85.74,930,3.5 -2013,11,9,8,30,242,52,719,4.1000000000000005,8.200000000000001,74.64,930,4.2 -2013,11,9,9,30,434,65,861,4.1000000000000005,11.5,64.62,931,5.7 -2013,11,9,10,30,584,71,928,3.8000000000000003,14.700000000000001,56.45,930,6.800000000000001 -2013,11,9,11,30,677,74,959,3.6,17.6,51.06,930,7.7 -2013,11,9,12,30,703,72,969,3.5,19.900000000000002,49.39,929,8.200000000000001 -2013,11,9,13,30,663,71,958,3.4000000000000004,21.400000000000002,51.800000000000004,929,8.4 -2013,11,9,14,30,558,67,922,3.3000000000000003,22.200000000000003,57.79,928,8 -2013,11,9,15,30,400,60,849,2.9000000000000004,22.1,66.37,928,7.6000000000000005 -2013,11,9,16,30,206,46,694,2,19.8,76.65,929,8 -2013,11,9,17,30,25,15,262,1.3,17.8,87.84,929,9.3 -2013,11,9,18,30,0,0,0,2.2,14.600000000000001,100.17,930,8.200000000000001 -2013,11,9,19,30,0,0,0,2.8000000000000003,14,112.64,930,8.6 -2013,11,9,20,30,0,0,0,3.1,13,125.29,931,9 -2013,11,9,21,30,0,0,0,2.8000000000000003,11.700000000000001,137.9,931,9.1 -2013,11,9,22,30,0,0,0,2.5,10.4,150.04,932,9.1 -2013,11,9,23,30,0,0,0,2.3000000000000003,9.4,160.47,932,8.9 -2013,11,10,0,30,0,0,0,2,8.5,164.82,932,8.5 -2013,11,10,1,30,0,0,0,1.8,7.7,158.87,933,7.7 -2013,11,10,2,30,0,0,0,1.6,7.2,147.96,933,7.2 -2013,11,10,3,30,0,0,0,1.4000000000000001,6.800000000000001,135.7,934,6.800000000000001 -2013,11,10,4,30,0,0,0,1.2000000000000002,6.6000000000000005,123.07000000000001,934,6.6000000000000005 -2013,11,10,5,30,0,0,0,1,6.5,110.45,935,6.5 -2013,11,10,6,30,0,0,0,1,6.6000000000000005,98.05,935,6.6000000000000005 -2013,11,10,7,30,46,25,298,1.4000000000000001,7.800000000000001,85.92,936,7.800000000000001 -2013,11,10,8,30,231,59,660,2,10.200000000000001,74.84,937,8.1 -2013,11,10,9,30,417,76,802,2.5,13,64.85,937,8.8 -2013,11,10,10,30,565,88,868,3.2,15.9,56.71,937,10 -2013,11,10,11,30,657,93,903,3.6,18.3,51.34,936,10.9 -2013,11,10,12,30,352,300,80,3.8000000000000003,20,49.67,936,11.200000000000001 -2013,11,10,13,30,334,283,83,3.9000000000000004,21,52.06,935,11.200000000000001 -2013,11,10,14,30,398,223,330,3.8000000000000003,21.400000000000002,58.02,934,11 -2013,11,10,15,30,384,77,774,3.4000000000000004,21.1,66.56,934,10.8 -2013,11,10,16,30,194,57,602,2.3000000000000003,19.1,76.81,934,10.600000000000001 -2013,11,10,17,30,22,16,156,1.5,17.400000000000002,87.97,934,11.100000000000001 -2013,11,10,18,30,0,0,0,1.8,14,100.29,935,10.600000000000001 -2013,11,10,19,30,0,0,0,2.3000000000000003,13.4,112.75,935,10.8 -2013,11,10,20,30,0,0,0,2.7,12.700000000000001,125.4,935,10.9 -2013,11,10,21,30,0,0,0,2.9000000000000004,11.8,138.01,936,11 -2013,11,10,22,30,0,0,0,2.9000000000000004,11,150.18,936,11 -2013,11,10,23,30,0,0,0,2.9000000000000004,10.5,160.67000000000002,936,10.5 -2013,11,11,0,30,0,0,0,3,10.200000000000001,165.1,935,10.200000000000001 -2013,11,11,1,30,0,0,0,3,10.100000000000001,159.1,935,10.100000000000001 -2013,11,11,2,30,0,0,0,2.8000000000000003,9.9,148.14000000000001,935,9.9 -2013,11,11,3,30,0,0,0,2.4000000000000004,9.600000000000001,135.85,935,9.600000000000001 -2013,11,11,4,30,0,0,0,2.2,9.4,123.22,935,9.4 -2013,11,11,5,30,0,0,0,2.1,9.1,110.60000000000001,935,9.1 -2013,11,11,6,30,0,0,0,2.1,8.9,98.21000000000001,935,8.9 -2013,11,11,7,30,44,25,266,2.2,9.5,86.10000000000001,936,9.200000000000001 -2013,11,11,8,30,48,48,0,2.5,11.700000000000001,75.04,936,9.5 -2013,11,11,9,30,163,156,18,2.9000000000000004,15.100000000000001,65.08,936,10.3 -2013,11,11,10,30,263,233,54,3.3000000000000003,18.5,56.96,936,11.5 -2013,11,11,11,30,488,271,349,3.2,20.700000000000003,51.61,935,11.5 -2013,11,11,12,30,526,273,393,3,22,49.94,934,10.8 -2013,11,11,13,30,648,80,928,2.8000000000000003,22.8,52.32,933,10.100000000000001 -2013,11,11,14,30,545,74,895,2.5,22.900000000000002,58.24,933,9.5 -2013,11,11,15,30,388,63,823,2.2,22.3,66.75,932,9.1 -2013,11,11,16,30,197,47,667,1.5,20,76.97,932,9.200000000000001 -2013,11,11,17,30,22,14,224,0.9,18.2,88.09,933,10.9 -2013,11,11,18,30,0,0,0,1.2000000000000002,14.700000000000001,100.41,933,9.8 -2013,11,11,19,30,0,0,0,1.2000000000000002,13.600000000000001,112.85000000000001,934,10.3 -2013,11,11,20,30,0,0,0,1.2000000000000002,12.8,125.5,935,10.8 -2013,11,11,21,30,0,0,0,1.2000000000000002,12.100000000000001,138.12,935,11.200000000000001 -2013,11,11,22,30,0,0,0,0.9,12,150.31,936,11.3 -2013,11,11,23,30,0,0,0,0.7000000000000001,11.9,160.87,937,11.4 -2013,11,12,0,30,0,0,0,1.7000000000000002,11.4,165.37,938,11.3 -2013,11,12,1,30,0,0,0,4.2,10.8,159.32,939,10.8 -2013,11,12,2,30,0,0,0,6.4,9.9,148.31,941,9.5 -2013,11,12,3,30,0,0,0,7.300000000000001,7.9,136.01,942,6.5 -2013,11,12,4,30,0,0,0,7.4,6,123.37,944,2.6 -2013,11,12,5,30,0,0,0,7.300000000000001,4.6000000000000005,110.76,945,-0.2 -2013,11,12,6,30,0,0,0,7.300000000000001,3.8000000000000003,98.38,946,-1.7000000000000002 -2013,11,12,7,30,40,26,226,7.4,3.2,86.27,948,-2.7 -2013,11,12,8,30,65,65,0,7.300000000000001,3,75.24,948,-4.1000000000000005 -2013,11,12,9,30,119,119,0,7.2,3.6,65.3,949,-5.5 -2013,11,12,10,30,110,110,0,7.1000000000000005,5,57.21,949,-6.6000000000000005 -2013,11,12,11,30,412,293,192,6.9,6.6000000000000005,51.88,948,-7.300000000000001 -2013,11,12,12,30,691,81,953,6.7,8,50.21,947,-7.7 -2013,11,12,13,30,655,75,955,6.6000000000000005,8.9,52.56,947,-7.800000000000001 -2013,11,12,14,30,555,66,933,6.300000000000001,9.1,58.45,946,-8.200000000000001 -2013,11,12,15,30,398,57,870,5.9,8.6,66.93,946,-9 -2013,11,12,16,30,203,41,726,5,7.300000000000001,77.11,947,-10.100000000000001 -2013,11,12,17,30,22,13,295,4.3,6.5,88.2,947,-10.8 -2013,11,12,18,30,0,0,0,2.2,3.4000000000000004,100.52,948,-9.9 -2013,11,12,19,30,0,0,0,2,2.5,112.95,948,-9.700000000000001 -2013,11,12,20,30,0,0,0,1.9000000000000001,1.6,125.60000000000001,948,-9.9 -2013,11,12,21,30,0,0,0,1.8,0.9,138.22,948,-10.200000000000001 -2013,11,12,22,30,0,0,0,1.7000000000000002,0.1,150.44,948,-10.5 -2013,11,12,23,30,0,0,0,1.7000000000000002,-0.7000000000000001,161.06,948,-10.8 -2013,11,13,0,30,0,0,0,1.6,-1.5,165.64000000000001,948,-11 -2013,11,13,1,30,0,0,0,1.5,-2.3000000000000003,159.54,948,-11.200000000000001 -2013,11,13,2,30,0,0,0,1.3,-3.1,148.48,948,-11.200000000000001 -2013,11,13,3,30,0,0,0,1.1,-3.8000000000000003,136.16,948,-11 -2013,11,13,4,30,0,0,0,0.9,-4.3,123.52,947,-10.9 -2013,11,13,5,30,0,0,0,0.8,-4.5,110.91,947,-10.9 -2013,11,13,6,30,0,0,0,0.7000000000000001,-4.4,98.55,947,-11.200000000000001 -2013,11,13,7,30,47,18,469,0.8,-3.1,86.44,947,-11.200000000000001 -2013,11,13,8,30,246,38,828,1.2000000000000002,-0.2,75.44,947,-11.4 -2013,11,13,9,30,441,47,951,1.5,2.8000000000000003,65.53,946,-13.3 -2013,11,13,10,30,595,52,1009,1.7000000000000002,5.5,57.46,946,-13.600000000000001 -2013,11,13,11,30,684,55,1025,1.9000000000000001,7.9,52.14,944,-13.600000000000001 -2013,11,13,12,30,714,59,1030,2.1,9.9,50.47,943,-13.600000000000001 -2013,11,13,13,30,674,58,1020,2.3000000000000003,11.200000000000001,52.81,942,-13.5 -2013,11,13,14,30,568,55,988,2.5,11.9,58.660000000000004,941,-13.3 -2013,11,13,15,30,408,50,918,2.6,11.600000000000001,67.1,940,-13.200000000000001 -2013,11,13,16,30,209,39,771,1.9000000000000001,9.3,77.26,939,-12.700000000000001 -2013,11,13,17,30,23,13,327,1.3,7.300000000000001,88.31,939,-6.800000000000001 -2013,11,13,18,30,0,0,0,1.8,3.8000000000000003,100.62,939,-7.300000000000001 -2013,11,13,19,30,0,0,0,2.1,3.3000000000000003,113.05,939,-7.800000000000001 -2013,11,13,20,30,0,0,0,2.5,2.8000000000000003,125.69,938,-7.800000000000001 -2013,11,13,21,30,0,0,0,2.9000000000000004,2.4000000000000004,138.32,938,-7.4 -2013,11,13,22,30,0,0,0,3.2,2,150.56,938,-6.800000000000001 -2013,11,13,23,30,0,0,0,3.3000000000000003,1.5,161.25,937,-6.2 -2013,11,14,0,30,0,0,0,3.4000000000000004,1.2000000000000002,165.9,936,-5.5 -2013,11,14,1,30,0,0,0,3.5,1.1,159.75,936,-4.9 -2013,11,14,2,30,0,0,0,3.5,1.2000000000000002,148.66,935,-4.3 -2013,11,14,3,30,0,0,0,3.4000000000000004,1.3,136.32,934,-3.8000000000000003 -2013,11,14,4,30,0,0,0,3.3000000000000003,1.4000000000000001,123.67,934,-3.4000000000000004 -2013,11,14,5,30,0,0,0,3.2,1.5,111.07000000000001,933,-3.2 -2013,11,14,6,30,0,0,0,3.3000000000000003,1.6,98.71000000000001,933,-3 -2013,11,14,7,30,19,19,0,3.5,2.2,86.62,933,-2.9000000000000004 -2013,11,14,8,30,132,97,141,3.9000000000000004,3.7,75.64,933,-2.9000000000000004 -2013,11,14,9,30,177,162,35,4.5,5.9,65.75,932,-3.2 -2013,11,14,10,30,229,212,31,5,8.200000000000001,57.7,932,-2.6 -2013,11,14,11,30,293,263,49,5.4,11,52.4,930,-1 -2013,11,14,12,30,259,244,24,5.6000000000000005,13.4,50.730000000000004,929,0.5 -2013,11,14,13,30,441,276,275,5.6000000000000005,14.4,53.04,928,1.9000000000000001 -2013,11,14,14,30,521,86,840,5.4,14.4,58.86,927,2.8000000000000003 -2013,11,14,15,30,369,74,762,5.2,14,67.27,927,3.2 -2013,11,14,16,30,61,61,0,4.6000000000000005,12.9,77.4,927,3.4000000000000004 -2013,11,14,17,30,17,14,134,4.1000000000000005,12.100000000000001,88.43,927,3.7 -2013,11,14,18,30,0,0,0,4,9.600000000000001,100.72,927,3.7 -2013,11,14,19,30,0,0,0,4.3,9,113.14,927,3.9000000000000004 -2013,11,14,20,30,0,0,0,4.5,8.4,125.77,926,4.1000000000000005 -2013,11,14,21,30,0,0,0,4.6000000000000005,7.7,138.41,926,4.3 -2013,11,14,22,30,0,0,0,4.5,6.9,150.67000000000002,926,4.4 -2013,11,14,23,30,0,0,0,4.3,6.2,161.42000000000002,926,4.3 -2013,11,15,0,30,0,0,0,4.1000000000000005,5.6000000000000005,166.16,926,4.3 -2013,11,15,1,30,0,0,0,3.9000000000000004,5.1000000000000005,159.97,926,4.4 -2013,11,15,2,30,0,0,0,3.6,4.6000000000000005,148.83,926,4.3 -2013,11,15,3,30,0,0,0,3.2,4.2,136.47,925,4.2 -2013,11,15,4,30,0,0,0,3,3.9000000000000004,123.83,925,3.9000000000000004 -2013,11,15,5,30,0,0,0,2.8000000000000003,3.6,111.22,926,3.6 -2013,11,15,6,30,0,0,0,2.8000000000000003,3.6,98.88,926,3.6 -2013,11,15,7,30,39,19,345,3.2,4.9,86.79,926,4.1000000000000005 -2013,11,15,8,30,226,46,737,3.1,7.800000000000001,75.84,927,4.1000000000000005 -2013,11,15,9,30,416,57,882,2.4000000000000004,11.8,65.97,927,4.3 -2013,11,15,10,30,566,63,949,2,16,57.94,927,4.9 -2013,11,15,11,30,660,66,980,2.3000000000000003,19.700000000000003,52.660000000000004,925,5.1000000000000005 -2013,11,15,12,30,686,67,984,3.3000000000000003,22.700000000000003,50.99,924,4.4 -2013,11,15,13,30,574,141,725,4,24.3,53.27,923,3.5 -2013,11,15,14,30,537,65,919,4.4,24.6,59.06,922,3.5 -2013,11,15,15,30,378,59,833,4,23.8,67.44,921,3.9000000000000004 -2013,11,15,16,30,187,44,660,3.2,21.1,77.53,921,5.4 -2013,11,15,17,30,17,12,190,2.9000000000000004,19.1,88.54,921,6.5 -2013,11,15,18,30,0,0,0,4.5,17.8,100.81,922,6.6000000000000005 -2013,11,15,19,30,0,0,0,5.1000000000000005,17.3,113.22,922,7.4 -2013,11,15,20,30,0,0,0,5.2,16.7,125.85000000000001,922,8.3 -2013,11,15,21,30,0,0,0,5.2,15.9,138.49,922,8.700000000000001 -2013,11,15,22,30,0,0,0,5,14.700000000000001,150.77,922,8.9 -2013,11,15,23,30,0,0,0,4.9,13.8,161.59,922,8.9 -2013,11,16,0,30,0,0,0,4.800000000000001,13.100000000000001,166.42000000000002,921,8.9 -2013,11,16,1,30,0,0,0,4.7,12.8,160.18,921,9 -2013,11,16,2,30,0,0,0,4.6000000000000005,12.600000000000001,149,921,9.1 -2013,11,16,3,30,0,0,0,4.2,12.5,136.62,921,9.200000000000001 -2013,11,16,4,30,0,0,0,3.8000000000000003,12.3,123.98,921,9.4 -2013,11,16,5,30,0,0,0,3.6,12.200000000000001,111.38,921,9.600000000000001 -2013,11,16,6,30,0,0,0,3.6,11.9,99.04,921,9.8 -2013,11,16,7,30,33,19,274,4.3,12.4,86.97,921,9.9 -2013,11,16,8,30,209,46,677,5.300000000000001,14.5,76.04,922,10.200000000000001 -2013,11,16,9,30,390,58,824,6.1000000000000005,17.6,66.19,921,10.600000000000001 -2013,11,16,10,30,417,211,391,6.5,20.700000000000003,58.18,921,11.100000000000001 -2013,11,16,11,30,483,256,376,6.6000000000000005,23.400000000000002,52.910000000000004,921,11.600000000000001 -2013,11,16,12,30,655,71,932,6.7,25.3,51.230000000000004,919,11.700000000000001 -2013,11,16,13,30,527,193,563,6.7,26.200000000000003,53.5,918,11.4 -2013,11,16,14,30,471,121,684,6.6000000000000005,26.400000000000002,59.25,918,11.100000000000001 -2013,11,16,15,30,364,61,797,6,26,67.6,917,10.9 -2013,11,16,16,30,180,45,631,4.9,24.200000000000003,77.66,917,10.8 -2013,11,16,17,30,16,12,168,4.3,22.8,88.64,917,11.200000000000001 -2013,11,16,18,30,0,0,0,4.800000000000001,19.8,100.9,918,11.4 -2013,11,16,19,30,0,0,0,5.1000000000000005,18.7,113.29,918,11.9 -2013,11,16,20,30,0,0,0,5.300000000000001,17.7,125.92,918,12.5 -2013,11,16,21,30,0,0,0,5.7,17.1,138.56,919,13.100000000000001 -2013,11,16,22,30,0,0,0,5.800000000000001,16.6,150.87,919,13.5 -2013,11,16,23,30,0,0,0,5.4,16.1,161.75,919,13.8 -2013,11,17,0,30,0,0,0,4.800000000000001,15.5,166.67000000000002,920,13.9 -2013,11,17,1,30,0,0,0,4.5,14.9,160.39000000000001,920,13.9 -2013,11,17,2,30,0,0,0,4.7,14.600000000000001,149.16,921,13.700000000000001 -2013,11,17,3,30,0,0,0,4.7,14.3,136.78,921,13.100000000000001 -2013,11,17,4,30,0,0,0,4.3,13.8,124.13000000000001,921,12.3 -2013,11,17,5,30,0,0,0,3.9000000000000004,13.200000000000001,111.54,922,11.100000000000001 -2013,11,17,6,30,0,0,0,3.7,12.600000000000001,99.21000000000001,923,10 -2013,11,17,7,30,35,17,356,4,13.5,87.14,924,9.1 -2013,11,17,8,30,222,41,757,4.3,16.2,76.24,924,8.5 -2013,11,17,9,30,411,53,894,4.800000000000001,19.700000000000003,66.41,925,8.3 -2013,11,17,10,30,561,59,958,5.7,22.900000000000002,58.42,925,6 -2013,11,17,11,30,656,64,987,5.800000000000001,24.6,53.160000000000004,925,3.2 -2013,11,17,12,30,685,65,995,5.6000000000000005,25.6,51.47,924,1.5 -2013,11,17,13,30,646,64,983,5.300000000000001,26,53.72,923,0.30000000000000004 -2013,11,17,14,30,543,60,949,4.800000000000001,26,59.44,923,-0.5 -2013,11,17,15,30,385,53,878,3.5,24.8,67.75,923,-0.8 -2013,11,17,16,30,193,41,718,1.9000000000000001,21.6,77.78,924,2.7 -2013,11,17,17,30,17,12,235,1.3,19.200000000000003,88.73,924,5.4 -2013,11,17,18,30,0,0,0,1.2000000000000002,17.3,100.99000000000001,925,4.2 -2013,11,17,19,30,0,0,0,1.2000000000000002,16.8,113.36,926,4 -2013,11,17,20,30,0,0,0,1.2000000000000002,15.9,125.98,927,3.8000000000000003 -2013,11,17,21,30,0,0,0,1.4000000000000001,14.4,138.63,927,3.7 -2013,11,17,22,30,0,0,0,1.6,12.8,150.96,928,3.6 -2013,11,17,23,30,0,0,0,2,11.4,161.9,929,3.7 -2013,11,18,0,30,0,0,0,2.6,10.5,166.91,929,3.6 -2013,11,18,1,30,0,0,0,3.3000000000000003,9.8,160.59,930,3.6 -2013,11,18,2,30,0,0,0,3.5,9.200000000000001,149.33,930,3.5 -2013,11,18,3,30,0,0,0,3.3000000000000003,8.9,136.93,931,3.1 -2013,11,18,4,30,0,0,0,2.9000000000000004,8.700000000000001,124.28,931,2.3000000000000003 -2013,11,18,5,30,0,0,0,2.5,8.5,111.69,932,1.2000000000000002 -2013,11,18,6,30,0,0,0,2.5,8.3,99.37,933,0.4 -2013,11,18,7,30,18,18,0,2.8000000000000003,8.6,87.31,933,-0.2 -2013,11,18,8,30,103,90,55,3.1,9.700000000000001,76.43,934,-0.6000000000000001 -2013,11,18,9,30,272,160,281,3.3000000000000003,11.5,66.62,934,-1.1 -2013,11,18,10,30,339,238,195,3.3000000000000003,13.4,58.65,934,-1.9000000000000001 -2013,11,18,11,30,369,283,143,3,15,53.4,934,-2.1 -2013,11,18,12,30,492,269,359,2.5,16.2,51.71,933,-1.7000000000000002 -2013,11,18,13,30,623,70,940,2.3000000000000003,16.7,53.93,932,-1.1 -2013,11,18,14,30,521,65,902,2.2,16.8,59.620000000000005,931,-0.5 -2013,11,18,15,30,254,151,274,2.1,16.5,67.89,931,0.1 -2013,11,18,16,30,111,80,150,1.7000000000000002,14.9,77.9,932,1.8 -2013,11,18,17,30,5,5,0,1.5,13.700000000000001,88.81,932,3.2 -2013,11,18,18,30,0,0,0,1.9000000000000001,12.200000000000001,101.06,932,2.4000000000000004 -2013,11,18,19,30,0,0,0,2,11.8,113.43,932,2.2 -2013,11,18,20,30,0,0,0,2,11.4,126.04,932,2.5 -2013,11,18,21,30,0,0,0,2.2,11.100000000000001,138.70000000000002,932,3 -2013,11,18,22,30,0,0,0,2.4000000000000004,10.600000000000001,151.04,932,3.6 -2013,11,18,23,30,0,0,0,2.2,9.9,162.04,931,4.2 -2013,11,19,0,30,0,0,0,1.7000000000000002,9.200000000000001,167.14000000000001,931,4.7 -2013,11,19,1,30,0,0,0,1.4000000000000001,8.700000000000001,160.79,931,5.1000000000000005 -2013,11,19,2,30,0,0,0,1.2000000000000002,8.3,149.49,931,5.5 -2013,11,19,3,30,0,0,0,1.2000000000000002,7.800000000000001,137.08,931,5.800000000000001 -2013,11,19,4,30,0,0,0,1.4000000000000001,7.300000000000001,124.43,931,6.2 -2013,11,19,5,30,0,0,0,1.8,7.2,111.85000000000001,931,6.6000000000000005 -2013,11,19,6,30,0,0,0,2.3000000000000003,7.4,99.54,931,7 -2013,11,19,7,30,27,18,211,3.1,8.700000000000001,87.48,931,7.1000000000000005 -2013,11,19,8,30,197,55,617,4.2,11.3,76.62,931,7 -2013,11,19,9,30,283,151,335,5,14.200000000000001,66.83,931,5.9 -2013,11,19,10,30,411,202,404,5.2,16.8,58.88,931,5.4 -2013,11,19,11,30,616,88,890,5.1000000000000005,19.1,53.63,929,7 -2013,11,19,12,30,648,81,920,5,20.700000000000003,51.94,928,8.6 -2013,11,19,13,30,609,79,904,4.9,21.6,54.14,927,9.200000000000001 -2013,11,19,14,30,509,75,862,4.9,22,59.79,926,9.5 -2013,11,19,15,30,358,64,787,4.9,21.6,68.03,925,9.700000000000001 -2013,11,19,16,30,174,48,610,4.4,20.200000000000003,78.01,925,9.9 -2013,11,19,17,30,14,11,130,3.9000000000000004,19.1,88.89,925,10.200000000000001 -2013,11,19,18,30,0,0,0,4.7,16.900000000000002,101.13,925,10.200000000000001 -2013,11,19,19,30,0,0,0,5.300000000000001,16,113.49000000000001,925,10.4 -2013,11,19,20,30,0,0,0,5.4,15.100000000000001,126.10000000000001,925,10.8 -2013,11,19,21,30,0,0,0,5.1000000000000005,14.100000000000001,138.75,925,11.4 -2013,11,19,22,30,0,0,0,4.800000000000001,13.200000000000001,151.12,925,11.9 -2013,11,19,23,30,0,0,0,4.6000000000000005,12.600000000000001,162.18,925,12.200000000000001 -2013,11,20,0,30,0,0,0,4.5,12.200000000000001,167.38,925,12.200000000000001 -2013,11,20,1,30,0,0,0,4.4,11.9,160.99,925,11.9 -2013,11,20,2,30,0,0,0,4.3,11.8,149.66,925,11.8 -2013,11,20,3,30,0,0,0,4.2,11.8,137.23,924,11.8 -2013,11,20,4,30,0,0,0,4.1000000000000005,11.8,124.58,924,11.8 -2013,11,20,5,30,0,0,0,4.1000000000000005,11.8,112,924,11.8 -2013,11,20,6,30,0,0,0,4.2,11.9,99.7,925,11.9 -2013,11,20,7,30,8,8,0,4.5,12.600000000000001,87.65,925,12.5 -2013,11,20,8,30,95,86,38,5.5,14.4,76.82000000000001,925,12.8 -2013,11,20,9,30,249,164,218,6.4,17.1,67.04,925,13.4 -2013,11,20,10,30,368,225,279,6.5,20,59.1,925,13.8 -2013,11,20,11,30,501,222,472,6.300000000000001,22.3,53.870000000000005,924,13.9 -2013,11,20,12,30,640,78,916,6.2,24,52.160000000000004,923,13.700000000000001 -2013,11,20,13,30,599,79,893,6,24.700000000000003,54.34,922,13.3 -2013,11,20,14,30,498,77,841,5.5,24.400000000000002,59.96,922,13.100000000000001 -2013,11,20,15,30,269,139,347,4.7,23.3,68.16,921,13.100000000000001 -2013,11,20,16,30,140,65,368,3.6,21.6,78.12,922,13.3 -2013,11,20,17,30,4,4,0,3,20.5,88.97,922,13.600000000000001 -2013,11,20,18,30,0,0,0,3.3000000000000003,18.2,101.2,923,13.700000000000001 -2013,11,20,19,30,0,0,0,3.9000000000000004,17.5,113.54,924,13.9 -2013,11,20,20,30,0,0,0,4.1000000000000005,16.7,126.14,924,14.200000000000001 -2013,11,20,21,30,0,0,0,4.1000000000000005,15.8,138.8,924,14.5 -2013,11,20,22,30,0,0,0,3.9000000000000004,15,151.19,925,14.9 -2013,11,20,23,30,0,0,0,3.7,14.600000000000001,162.3,925,14.600000000000001 -2013,11,21,0,30,0,0,0,3.4000000000000004,14.5,167.6,925,14.5 -2013,11,21,1,30,0,0,0,3,14.4,161.19,925,14.4 -2013,11,21,2,30,0,0,0,2.7,14.200000000000001,149.82,925,14.200000000000001 -2013,11,21,3,30,0,0,0,2.4000000000000004,14.200000000000001,137.38,925,14.200000000000001 -2013,11,21,4,30,0,0,0,2.3000000000000003,14.3,124.73,925,14.3 -2013,11,21,5,30,0,0,0,2.3000000000000003,14.5,112.16,925,14.5 -2013,11,21,6,30,0,0,0,2,14.600000000000001,99.87,926,14.600000000000001 -2013,11,21,7,30,14,14,0,2.1,15.200000000000001,87.82000000000001,927,15.200000000000001 -2013,11,21,8,30,138,81,252,2.7,16.6,77.01,927,15.8 -2013,11,21,9,30,258,158,257,3.6,18.900000000000002,67.25,928,16.400000000000002 -2013,11,21,10,30,352,228,243,4.4,21.5,59.33,928,17 -2013,11,21,11,30,328,272,95,4.3,23.5,54.09,927,16.6 -2013,11,21,12,30,484,265,359,3.7,24.6,52.38,927,16 -2013,11,21,13,30,422,265,271,3,25.3,54.53,926,15.4 -2013,11,21,14,30,194,185,19,2.2,25.400000000000002,60.120000000000005,926,14.8 -2013,11,21,15,30,342,72,730,1.1,24.700000000000003,68.29,926,14.3 -2013,11,21,16,30,163,52,541,1,22.900000000000002,78.21000000000001,927,14.200000000000001 -2013,11,21,17,30,0,0,0,1.4000000000000001,21.5,89.04,927,15.100000000000001 -2013,11,21,18,30,0,0,0,4.9,17.900000000000002,101.26,929,13.700000000000001 -2013,11,21,19,30,0,0,0,7.300000000000001,14.3,113.59,932,12.200000000000001 -2013,11,21,20,30,0,0,0,8.1,9.600000000000001,126.19,934,8.700000000000001 -2013,11,21,21,30,0,0,0,7.7,5.6000000000000005,138.85,935,3.4000000000000004 -2013,11,21,22,30,0,0,0,7.2,3.6,151.25,936,-0.9 -2013,11,21,23,30,0,0,0,7,2.6,162.42000000000002,936,-2.8000000000000003 -2013,11,22,0,30,0,0,0,7,1.7000000000000002,167.82,937,-3.7 -2013,11,22,1,30,0,0,0,7.1000000000000005,0.7000000000000001,161.38,937,-4.7 -2013,11,22,2,30,0,0,0,7.2,-0.2,149.98,938,-5.6000000000000005 -2013,11,22,3,30,0,0,0,7.2,-1,137.53,939,-6.2 -2013,11,22,4,30,0,0,0,7.1000000000000005,-1.6,124.88000000000001,939,-6.4 -2013,11,22,5,30,0,0,0,7.2,-2.2,112.31,940,-6.800000000000001 -2013,11,22,6,30,0,0,0,7.300000000000001,-2.7,100.03,941,-7.2 -2013,11,22,7,30,6,6,0,7.300000000000001,-2.9000000000000004,87.96000000000001,942,-7.5 -2013,11,22,8,30,186,54,598,7.1000000000000005,-2.6,77.19,943,-7.6000000000000005 -2013,11,22,9,30,366,71,769,6.800000000000001,-1.8,67.45,943,-7.4 -2013,11,22,10,30,512,81,850,6.6000000000000005,-0.9,59.54,943,-6.9 -2013,11,22,11,30,26,26,0,6.4,0,54.31,943,-6.1000000000000005 -2013,11,22,12,30,120,120,0,6.4,0.7000000000000001,52.59,942,-5.4 -2013,11,22,13,30,195,190,9,6.4,1.2000000000000002,54.71,941,-4.9 -2013,11,22,14,30,186,179,15,6.300000000000001,1.4000000000000001,60.27,941,-4.4 -2013,11,22,15,30,52,52,0,6.1000000000000005,1.3,68.41,941,-4.2 -2013,11,22,16,30,29,29,0,5.7,0.5,78.3,941,-4 -2013,11,22,17,30,0,0,0,5.4,-0.1,89.07000000000001,941,-4.2 -2013,11,22,18,30,0,0,0,4.9,-1.4000000000000001,101.31,942,-4.4 -2013,11,22,19,30,0,0,0,4.9,-1.8,113.63,942,-4.6000000000000005 -2013,11,22,20,30,0,0,0,4.800000000000001,-2,126.22,942,-4.7 -2013,11,22,21,30,0,0,0,4.800000000000001,-2.1,138.88,942,-4.9 -2013,11,22,22,30,0,0,0,4.9,-2.1,151.3,942,-5 -2013,11,22,23,30,0,0,0,5,-2.1,162.53,942,-5.2 -2013,11,23,0,30,0,0,0,5.1000000000000005,-2.1,168.03,942,-5.4 -2013,11,23,1,30,0,0,0,5.2,-2,161.57,942,-5.6000000000000005 -2013,11,23,2,30,0,0,0,5.300000000000001,-2,150.14000000000001,942,-5.800000000000001 -2013,11,23,3,30,0,0,0,5.4,-2,137.68,942,-6.1000000000000005 -2013,11,23,4,30,0,0,0,5.5,-2,125.03,942,-6.4 -2013,11,23,5,30,0,0,0,5.6000000000000005,-1.9000000000000001,112.46000000000001,942,-6.7 -2013,11,23,6,30,0,0,0,5.5,-1.9000000000000001,100.19,943,-6.9 -2013,11,23,7,30,21,15,160,5.5,-1.5,88.12,944,-6.800000000000001 -2013,11,23,8,30,15,15,0,5.7,-0.9,77.38,944,-6.4 -2013,11,23,9,30,62,62,0,5.9,-0.1,67.65,944,-5.7 -2013,11,23,10,30,37,37,0,6,0.7000000000000001,59.75,944,-4.9 -2013,11,23,11,30,88,88,0,6,1.5,54.53,943,-4.5 -2013,11,23,12,30,204,198,9,5.9,2,52.800000000000004,943,-4.5 -2013,11,23,13,30,216,207,16,5.5,2.3000000000000003,54.89,942,-4.7 -2013,11,23,14,30,240,211,59,5.1000000000000005,2.1,60.410000000000004,942,-5 -2013,11,23,15,30,158,144,37,5,1.5,68.52,942,-4.9 -2013,11,23,16,30,84,75,43,4.6000000000000005,0.9,78.38,942,-4.7 -2013,11,23,17,30,0,0,0,4.3,0.6000000000000001,89.12,943,-4.7 -2013,11,23,18,30,0,0,0,3.9000000000000004,0.1,101.36,943,-4.7 -2013,11,23,19,30,0,0,0,4,-0.1,113.67,943,-4.9 -2013,11,23,20,30,0,0,0,4.1000000000000005,-0.2,126.25,943,-5 -2013,11,23,21,30,0,0,0,4.3,-0.4,138.91,944,-5.1000000000000005 -2013,11,23,22,30,0,0,0,4.6000000000000005,-0.7000000000000001,151.35,944,-5.4 -2013,11,23,23,30,0,0,0,4.800000000000001,-1.1,162.63,944,-6 -2013,11,24,0,30,0,0,0,4.800000000000001,-1.4000000000000001,168.24,943,-6.4 -2013,11,24,1,30,0,0,0,4.5,-1.7000000000000002,161.76,944,-6.5 -2013,11,24,2,30,0,0,0,4,-1.9000000000000001,150.3,944,-6.300000000000001 -2013,11,24,3,30,0,0,0,3.8000000000000003,-2,137.83,944,-6.2 -2013,11,24,4,30,0,0,0,3.8000000000000003,-2.1,125.17,944,-5.9 -2013,11,24,5,30,0,0,0,3.8000000000000003,-2.3000000000000003,112.62,944,-5.7 -2013,11,24,6,30,0,0,0,3.8000000000000003,-2.5,100.35000000000001,944,-5.6000000000000005 -2013,11,24,7,30,7,7,0,4,-2.6,88.28,944,-5.4 -2013,11,24,8,30,7,7,0,4.2,-2.4000000000000004,77.56,943,-5.4 -2013,11,24,9,30,132,131,4,4.2,-1.7000000000000002,67.85,943,-5.6000000000000005 -2013,11,24,10,30,146,146,0,3.8000000000000003,-0.7000000000000001,59.96,942,-5.4 -2013,11,24,11,30,264,240,40,3.2,0.2,54.74,942,-5 -2013,11,24,12,30,355,285,118,2.5,0.8,53,940,-4.5 -2013,11,24,13,30,319,264,97,2,1.2000000000000002,55.07,939,-4 -2013,11,24,14,30,279,222,116,1.7000000000000002,1.3,60.550000000000004,938,-3.7 -2013,11,24,15,30,361,74,789,1.6,1.1,68.63,938,-3.5 -2013,11,24,16,30,173,51,608,1.5,0.5,78.46000000000001,938,-3.4000000000000004 -2013,11,24,17,30,0,0,0,1.4000000000000001,0,89.18,938,-3.5 -2013,11,24,18,30,0,0,0,1.5,-1,101.4,938,-3.7 -2013,11,24,19,30,0,0,0,1.5,-1.3,113.7,938,-3.7 -2013,11,24,20,30,0,0,0,1.6,-1.7000000000000002,126.27,937,-3.7 -2013,11,24,21,30,0,0,0,1.6,-2,138.94,937,-3.7 -2013,11,24,22,30,0,0,0,1.6,-2.2,151.39000000000001,936,-3.7 -2013,11,24,23,30,0,0,0,1.6,-2.2,162.72,936,-3.7 -2013,11,25,0,30,0,0,0,1.5,-2.2,168.44,935,-3.7 -2013,11,25,1,30,0,0,0,1.5,-2.3000000000000003,161.95000000000002,934,-3.6 -2013,11,25,2,30,0,0,0,1.6,-2.5,150.46,934,-3.7 -2013,11,25,3,30,0,0,0,1.6,-2.6,137.98,933,-3.7 -2013,11,25,4,30,0,0,0,1.4000000000000001,-2.7,125.32000000000001,933,-3.7 -2013,11,25,5,30,0,0,0,1.3,-2.7,112.77,932,-3.7 -2013,11,25,6,30,0,0,0,1.4000000000000001,-2.8000000000000003,100.51,932,-3.7 -2013,11,25,7,30,4,4,0,1.9000000000000001,-2.3000000000000003,88.44,933,-3.9000000000000004 -2013,11,25,8,30,111,82,140,2.4000000000000004,-1.3,77.74,933,-3.6 -2013,11,25,9,30,122,122,0,2.4000000000000004,-0.30000000000000004,68.04,933,-3.3000000000000003 -2013,11,25,10,30,95,95,0,2.2,0.6000000000000001,60.17,933,-2.9000000000000004 -2013,11,25,11,30,102,102,0,2,1.7000000000000002,54.95,932,-2.4000000000000004 -2013,11,25,12,30,140,140,0,1.9000000000000001,2.9000000000000004,53.19,931,-2 -2013,11,25,13,30,126,126,0,1.9000000000000001,4.1000000000000005,55.230000000000004,930,-1.8 -2013,11,25,14,30,86,86,0,1.7000000000000002,4.800000000000001,60.69,930,-1.6 -2013,11,25,15,30,60,60,0,1.5,5,68.73,930,-1.4000000000000001 -2013,11,25,16,30,176,43,673,1.1,3.8000000000000003,78.54,930,-1.3 -2013,11,25,17,30,0,0,0,0.8,2.7,89.23,930,-0.7000000000000001 -2013,11,25,18,30,0,0,0,1.4000000000000001,-0.1,101.44,931,-2 -2013,11,25,19,30,0,0,0,2,-0.7000000000000001,113.72,932,-2.2 -2013,11,25,20,30,0,0,0,2.5,-1.2000000000000002,126.29,933,-2.1 -2013,11,25,21,30,0,0,0,2.8000000000000003,-1.6,138.96,933,-2.2 -2013,11,25,22,30,0,0,0,2.8000000000000003,-2,151.42000000000002,934,-2.3000000000000003 -2013,11,25,23,30,0,0,0,2.8000000000000003,-2.5,162.8,934,-2.6 -2013,11,26,0,30,0,0,0,2.9000000000000004,-3,168.64000000000001,934,-3 -2013,11,26,1,30,0,0,0,3.2,-3.3000000000000003,162.13,934,-3.4000000000000004 -2013,11,26,2,30,0,0,0,3.5,-3.3000000000000003,150.62,934,-3.6 -2013,11,26,3,30,0,0,0,3.6,-3.2,138.13,934,-3.5 -2013,11,26,4,30,0,0,0,3.3000000000000003,-3.2,125.47,934,-3.5 -2013,11,26,5,30,0,0,0,2.9000000000000004,-3.5,112.92,934,-3.7 -2013,11,26,6,30,0,0,0,2.7,-3.8000000000000003,100.67,935,-4.1000000000000005 -2013,11,26,7,30,3,3,0,3.4000000000000004,-3.1,88.59,936,-4.5 -2013,11,26,8,30,191,42,708,4.4,-0.8,77.92,937,-4 -2013,11,26,9,30,378,54,873,5.300000000000001,1.8,68.23,937,-3.3000000000000003 -2013,11,26,10,30,529,60,948,5.9,4,60.370000000000005,937,-3.2 -2013,11,26,11,30,624,62,983,6.300000000000001,5.800000000000001,55.15,937,-3.5 -2013,11,26,12,30,655,61,996,6.6000000000000005,7.2,53.38,936,-4.5 -2013,11,26,13,30,619,60,985,6.800000000000001,8.200000000000001,55.39,936,-5.4 -2013,11,26,14,30,520,56,951,6.7,8.4,60.81,936,-5.800000000000001 -2013,11,26,15,30,367,49,879,6.2,8,68.82000000000001,936,-5.800000000000001 -2013,11,26,16,30,178,36,718,4.7,6.2,78.61,937,-5.6000000000000005 -2013,11,26,17,30,0,0,0,3.5,4.7,89.27,937,-4.5 -2013,11,26,18,30,0,0,0,2.4000000000000004,1.6,101.47,938,-4.3 -2013,11,26,19,30,0,0,0,2.5,0.9,113.74000000000001,939,-4.5 -2013,11,26,20,30,0,0,0,2.8000000000000003,0.4,126.3,939,-4.800000000000001 -2013,11,26,21,30,0,0,0,3.1,0.1,138.97,940,-5.1000000000000005 -2013,11,26,22,30,0,0,0,3.2,-0.4,151.45000000000002,940,-5.300000000000001 -2013,11,26,23,30,0,0,0,3.2,-1.1,162.88,940,-5.6000000000000005 -2013,11,27,0,30,0,0,0,3,-1.9000000000000001,168.82,940,-5.800000000000001 -2013,11,27,1,30,0,0,0,2.8000000000000003,-2.7,162.31,940,-6.1000000000000005 -2013,11,27,2,30,0,0,0,2.4000000000000004,-3.5,150.77,940,-6.4 -2013,11,27,3,30,0,0,0,2.1,-4.4,138.28,940,-6.7 -2013,11,27,4,30,0,0,0,1.8,-5.300000000000001,125.62,941,-7 -2013,11,27,5,30,0,0,0,1.5,-6,113.07000000000001,941,-7.300000000000001 -2013,11,27,6,30,0,0,0,1.3,-6.4,100.83,941,-7.6000000000000005 -2013,11,27,7,30,18,12,312,1.6,-4.9,88.74,942,-7.800000000000001 -2013,11,27,8,30,197,37,777,2,-1.7000000000000002,78.10000000000001,942,-7.5 -2013,11,27,9,30,389,48,927,1.9000000000000001,1,68.42,941,-9.200000000000001 -2013,11,27,10,30,542,54,994,1.6,3.1,60.56,941,-9.700000000000001 -2013,11,27,11,30,640,57,1025,1,4.800000000000001,55.34,940,-9.5 -2013,11,27,12,30,666,59,1022,0.6000000000000001,6.4,53.56,939,-9 -2013,11,27,13,30,631,58,1012,0.7000000000000001,7.5,55.550000000000004,938,-8.1 -2013,11,27,14,30,531,56,977,0.9,8,60.93,937,-7.300000000000001 -2013,11,27,15,30,376,55,891,0.9,7.7,68.91,936,-6.800000000000001 -2013,11,27,16,30,183,41,724,0.9,5.9,78.67,936,-5.7 -2013,11,27,17,30,0,0,0,0.9,4.5,89.31,936,-3.4000000000000004 -2013,11,27,18,30,0,0,0,1.3,2.4000000000000004,101.49000000000001,937,-4.2 -2013,11,27,19,30,0,0,0,1.5,2,113.75,937,-4.5 -2013,11,27,20,30,0,0,0,1.8,1.8,126.31,937,-5 -2013,11,27,21,30,0,0,0,2.1,1.7000000000000002,138.97,936,-5.6000000000000005 -2013,11,27,22,30,0,0,0,2.5,1.6,151.46,936,-6.1000000000000005 -2013,11,27,23,30,0,0,0,2.7,1.4000000000000001,162.94,936,-6.4 -2013,11,28,0,30,0,0,0,2.8000000000000003,1.2000000000000002,169,936,-6.4 -2013,11,28,1,30,0,0,0,2.8000000000000003,0.9,162.49,936,-6.2 -2013,11,28,2,30,0,0,0,2.7,0.7000000000000001,150.92000000000002,936,-5.9 -2013,11,28,3,30,0,0,0,2.3000000000000003,0.30000000000000004,138.42000000000002,936,-5.6000000000000005 -2013,11,28,4,30,0,0,0,2,-0.30000000000000004,125.76,936,-5.2 -2013,11,28,5,30,0,0,0,1.8,-1.2000000000000002,113.22,936,-5.2 -2013,11,28,6,30,0,0,0,1.7000000000000002,-2,100.99000000000001,937,-5.300000000000001 -2013,11,28,7,30,16,11,227,2.4000000000000004,-1,88.89,937,-5.300000000000001 -2013,11,28,8,30,123,72,253,3,1.6,78.28,937,-4.6000000000000005 -2013,11,28,9,30,372,55,870,3.4000000000000004,4.800000000000001,68.61,937,-3.9000000000000004 -2013,11,28,10,30,523,62,943,3.8000000000000003,8.200000000000001,60.76,937,-3.9000000000000004 -2013,11,28,11,30,619,66,976,3.6,10.700000000000001,55.53,937,-3.6 -2013,11,28,12,30,646,59,992,3.4000000000000004,12.200000000000001,53.730000000000004,936,-3.2 -2013,11,28,13,30,612,60,979,3.2,13.100000000000001,55.69,936,-2.9000000000000004 -2013,11,28,14,30,514,58,943,2.8000000000000003,13.3,61.050000000000004,936,-2.6 -2013,11,28,15,30,362,49,872,2.2,12.700000000000001,68.99,935,-2.3000000000000003 -2013,11,28,16,30,175,37,709,1.5,9.8,78.72,936,-0.9 -2013,11,28,17,30,0,0,0,1.2000000000000002,7.6000000000000005,89.34,936,0.4 -2013,11,28,18,30,0,0,0,1.7000000000000002,4.800000000000001,101.51,937,-1.1 -2013,11,28,19,30,0,0,0,2,4.1000000000000005,113.76,938,-1.5 -2013,11,28,20,30,0,0,0,2.1,3.4000000000000004,126.31,938,-1.8 -2013,11,28,21,30,0,0,0,2.2,2.5,138.97,938,-2 -2013,11,28,22,30,0,0,0,2.2,1.7000000000000002,151.48,939,-2 -2013,11,28,23,30,0,0,0,2.1,1,163,939,-1.8 -2013,11,29,0,30,0,0,0,2,0.2,169.18,939,-1.6 -2013,11,29,1,30,0,0,0,1.8,-0.4,162.66,939,-1.4000000000000001 -2013,11,29,2,30,0,0,0,1.7000000000000002,-0.9,151.08,939,-1.3 -2013,11,29,3,30,0,0,0,1.6,-1.4000000000000001,138.57,939,-1.5 -2013,11,29,4,30,0,0,0,1.5,-1.8,125.91,939,-1.8 -2013,11,29,5,30,0,0,0,1.4000000000000001,-2.1,113.37,939,-2.2 -2013,11,29,6,30,0,0,0,1.3,-2.4000000000000004,101.15,940,-2.5 -2013,11,29,7,30,0,0,0,1.8,-0.9,89.04,940,-2.8000000000000003 -2013,11,29,8,30,138,61,385,2.4000000000000004,2,78.45,940,-2.7 -2013,11,29,9,30,368,56,863,3,5.6000000000000005,68.79,940,-2.2 -2013,11,29,10,30,519,64,937,3.8000000000000003,9.3,60.94,940,-2.1 -2013,11,29,11,30,462,222,427,4.3,11.700000000000001,55.72,940,-1.7000000000000002 -2013,11,29,12,30,516,198,539,4.4,13.200000000000001,53.9,938,-1 -2013,11,29,13,30,610,68,966,4.4,14.100000000000001,55.83,937,-0.4 -2013,11,29,14,30,512,63,930,4.2,14.5,61.15,937,0.1 -2013,11,29,15,30,256,132,347,3.7,14,69.07000000000001,936,0.6000000000000001 -2013,11,29,16,30,174,41,684,2.5,11.3,78.77,936,1.3 -2013,11,29,17,30,0,0,0,1.7000000000000002,9.1,89.37,936,2.3000000000000003 -2013,11,29,18,30,0,0,0,2.2,6.9,101.52,936,1.8 -2013,11,29,19,30,0,0,0,2.6,6.6000000000000005,113.76,936,1.9000000000000001 -2013,11,29,20,30,0,0,0,3.1,6.2,126.31,937,2.2 -2013,11,29,21,30,0,0,0,3.4000000000000004,5.7,138.97,937,2.4000000000000004 -2013,11,29,22,30,0,0,0,3.5,5,151.48,937,2.5 -2013,11,29,23,30,0,0,0,3.4000000000000004,4.4,163.05,937,2.4000000000000004 -2013,11,30,0,30,0,0,0,3.3000000000000003,3.7,169.34,937,2.4000000000000004 -2013,11,30,1,30,0,0,0,3.2,3.2,162.83,936,2.4000000000000004 -2013,11,30,2,30,0,0,0,3.1,2.8000000000000003,151.23,936,2.7 -2013,11,30,3,30,0,0,0,2.9000000000000004,2.7,138.71,936,2.7 -2013,11,30,4,30,0,0,0,2.9000000000000004,2.8000000000000003,126.06,936,2.8000000000000003 -2013,11,30,5,30,0,0,0,2.9000000000000004,3.1,113.52,936,3.1 -2013,11,30,6,30,0,0,0,3,3.4000000000000004,101.3,936,3.4000000000000004 -2013,11,30,7,30,0,0,0,3.3000000000000003,4,89.19,937,4 -2013,11,30,8,30,168,51,595,3.6,5.4,78.62,937,4.4 -2013,11,30,9,30,351,69,787,4.3,8.1,68.97,936,5 -2013,11,30,10,30,362,197,342,4.9,11.700000000000001,61.120000000000005,936,5.9 -2013,11,30,11,30,597,76,929,5,14.9,55.9,935,6.300000000000001 -2013,11,30,12,30,632,67,962,4.7,17.3,54.06,934,6.4 -2013,11,30,13,30,598,66,952,4.4,18.900000000000002,55.97,933,6.5 -2013,11,30,14,30,500,63,910,4.1000000000000005,19.400000000000002,61.25,932,6.5 -2013,11,30,15,30,314,76,669,3.2,18.6,69.14,931,6.5 -2013,11,30,16,30,168,41,656,2.1,15.600000000000001,78.82000000000001,931,7.6000000000000005 -2013,11,30,17,30,0,0,0,1.6,13.3,89.4,931,7.6000000000000005 -2013,11,30,18,30,0,0,0,2.3000000000000003,11.200000000000001,101.53,932,7.1000000000000005 -2013,11,30,19,30,0,0,0,3.1,11,113.76,932,7.5 -2013,11,30,20,30,0,0,0,3.5,10.4,126.3,932,7.800000000000001 -2013,11,30,21,30,0,0,0,3.7,9.600000000000001,138.96,932,8.1 -2013,11,30,22,30,0,0,0,3.7,8.9,151.48,932,8.5 -2013,11,30,23,30,0,0,0,3.6,8.3,163.09,932,8.3 -2013,12,1,0,30,0,0,0,3.6,8.1,169.5,932,8.1 -2013,12,1,1,30,0,0,0,3.6,8.200000000000001,163,932,8.200000000000001 -2013,12,1,2,30,0,0,0,3.4000000000000004,8,151.38,932,8 -2013,12,1,3,30,0,0,0,3.4000000000000004,7.9,138.86,932,7.9 -2013,12,1,4,30,0,0,0,3.4000000000000004,8,126.2,931,8 -2013,12,1,5,30,0,0,0,3.3000000000000003,8,113.67,931,8 -2013,12,1,6,30,0,0,0,3.3000000000000003,7.800000000000001,101.46000000000001,931,7.800000000000001 -2013,12,1,7,30,0,0,0,3.4000000000000004,8.1,89.34,931,7.9 -2013,12,1,8,30,80,73,40,3.5,9.3,78.79,931,7.7 -2013,12,1,9,30,110,110,0,3.5,11.600000000000001,69.14,931,7.800000000000001 -2013,12,1,10,30,99,99,0,3.5,14.100000000000001,61.300000000000004,931,7.7 -2013,12,1,11,30,85,85,0,3.4000000000000004,16.3,56.07,930,7.300000000000001 -2013,12,1,12,30,160,159,1,3.4000000000000004,18,54.22,929,6.6000000000000005 -2013,12,1,13,30,116,116,0,3.6,19.3,56.09,929,5.5 -2013,12,1,14,30,114,114,0,3.6,19.8,61.34,928,4.5 -2013,12,1,15,30,140,133,20,2.6,18.900000000000002,69.2,927,4.1000000000000005 -2013,12,1,16,30,110,71,205,1.6,16.2,78.85000000000001,927,6.5 -2013,12,1,17,30,0,0,0,1.5,14.4,89.41,927,6.2 -2013,12,1,18,30,0,0,0,1.9000000000000001,12.8,101.53,927,5.300000000000001 -2013,12,1,19,30,0,0,0,2.1,12.3,113.75,927,5 -2013,12,1,20,30,0,0,0,2.3000000000000003,11.5,126.28,927,4.5 -2013,12,1,21,30,0,0,0,2.4000000000000004,10.4,138.94,927,3.9000000000000004 -2013,12,1,22,30,0,0,0,2.4000000000000004,9.1,151.47,926,3.2 -2013,12,1,23,30,0,0,0,2.4000000000000004,7.800000000000001,163.12,926,2.5 -2013,12,2,0,30,0,0,0,2.5,6.9,169.65,926,1.8 -2013,12,2,1,30,0,0,0,2.6,6,163.17000000000002,925,1.1 -2013,12,2,2,30,0,0,0,2.6,5.1000000000000005,151.53,925,0.4 -2013,12,2,3,30,0,0,0,2.4000000000000004,4.4,139,924,-0.30000000000000004 -2013,12,2,4,30,0,0,0,2.4000000000000004,3.9000000000000004,126.34,924,-0.8 -2013,12,2,5,30,0,0,0,2.4000000000000004,3.5,113.82000000000001,923,-1.3 -2013,12,2,6,30,0,0,0,2.6,3.2,101.61,923,-1.6 -2013,12,2,7,30,0,0,0,3.4000000000000004,4.2,89.48,923,-1.9000000000000001 -2013,12,2,8,30,122,64,301,4,6.800000000000001,78.95,923,-1.8 -2013,12,2,9,30,279,112,474,4,10.200000000000001,69.31,923,-1.5 -2013,12,2,10,30,511,49,966,3.9000000000000004,13.700000000000001,61.47,922,-1.6 -2013,12,2,11,30,604,52,993,3.7,16.3,56.230000000000004,921,-1.4000000000000001 -2013,12,2,12,30,638,53,1003,3.7,18.3,54.36,920,-1 -2013,12,2,13,30,602,54,986,3.8000000000000003,19.5,56.21,919,-0.7000000000000001 -2013,12,2,14,30,506,50,952,3.6,20.1,61.43,919,-0.4 -2013,12,2,15,30,356,44,880,2.5,19.3,69.26,918,-0.1 -2013,12,2,16,30,172,33,719,1.4000000000000001,16.5,78.88,918,4.2 -2013,12,2,17,30,0,0,0,1.2000000000000002,14.5,89.43,918,3.4000000000000004 -2013,12,2,18,30,0,0,0,1.2000000000000002,13.100000000000001,101.52,919,1.5 -2013,12,2,19,30,0,0,0,1.3,11.9,113.73,919,1.2000000000000002 -2013,12,2,20,30,0,0,0,1.4000000000000001,10.4,126.26,919,1 -2013,12,2,21,30,0,0,0,1.7000000000000002,9.200000000000001,138.92000000000002,918,0.8 -2013,12,2,22,30,0,0,0,2.4000000000000004,8.8,151.46,918,0.5 -2013,12,2,23,30,0,0,0,3.1,8.8,163.15,918,-0.1 -2013,12,3,0,30,0,0,0,3.6,8.700000000000001,169.79,918,-0.9 -2013,12,3,1,30,0,0,0,4,8.5,163.33,917,-1.6 -2013,12,3,2,30,0,0,0,4.3,8.1,151.67000000000002,917,-1.8 -2013,12,3,3,30,0,0,0,4.5,7.6000000000000005,139.14000000000001,917,-1.7000000000000002 -2013,12,3,4,30,0,0,0,4.4,7.4,126.48,916,-1.6 -2013,12,3,5,30,0,0,0,4.3,7.300000000000001,113.96000000000001,916,-1.5 -2013,12,3,6,30,0,0,0,4.2,7.2,101.76,917,-1.4000000000000001 -2013,12,3,7,30,0,0,0,4.3,7.800000000000001,89.62,917,-1.3 -2013,12,3,8,30,172,35,721,4.6000000000000005,9.8,79.11,917,-1.1 -2013,12,3,9,30,299,88,601,4.4,13.200000000000001,69.48,917,-0.7000000000000001 -2013,12,3,10,30,418,133,600,4.3,17.400000000000002,61.64,917,0.2 -2013,12,3,11,30,470,205,478,4.5,21.400000000000002,56.39,917,-0.1 -2013,12,3,12,30,641,56,1007,4.7,23.900000000000002,54.5,916,-1.4000000000000001 -2013,12,3,13,30,605,55,991,4.7,24.900000000000002,56.32,915,-2.7 -2013,12,3,14,30,398,166,484,4.3,24.700000000000003,61.51,914,-2.4000000000000004 -2013,12,3,15,30,263,126,388,3.1,22.700000000000003,69.31,914,-0.5 -2013,12,3,16,30,130,61,362,2.1,18.6,78.91,914,4.2 -2013,12,3,17,30,0,0,0,1.9000000000000001,16.2,89.44,914,3.7 -2013,12,3,18,30,0,0,0,2.4000000000000004,13.9,101.52,915,2.5 -2013,12,3,19,30,0,0,0,3,13.4,113.71000000000001,915,1.7000000000000002 -2013,12,3,20,30,0,0,0,3.6,13,126.23,916,0.9 -2013,12,3,21,30,0,0,0,3.8000000000000003,12.4,138.89000000000001,916,0.30000000000000004 -2013,12,3,22,30,0,0,0,4,11.9,151.44,916,0.1 -2013,12,3,23,30,0,0,0,4,11.600000000000001,163.17000000000002,916,0.30000000000000004 -2013,12,4,0,30,0,0,0,4.1000000000000005,11.5,169.93,916,0.9 -2013,12,4,1,30,0,0,0,4.4,11.9,163.49,916,1.9000000000000001 -2013,12,4,2,30,0,0,0,4.3,12.3,151.82,916,3.2 -2013,12,4,3,30,0,0,0,3.9000000000000004,12.3,139.28,917,4.5 -2013,12,4,4,30,0,0,0,3.7,12.3,126.63000000000001,917,5.5 -2013,12,4,5,30,0,0,0,3.6,12.4,114.11,917,6.2 -2013,12,4,6,30,0,0,0,3.3000000000000003,12.3,101.91,918,6.6000000000000005 -2013,12,4,7,30,0,0,0,3.4000000000000004,12.700000000000001,89.76,918,6.7 -2013,12,4,8,30,112,66,247,3.5,14.4,79.27,919,7 -2013,12,4,9,30,342,52,832,3.5,17.2,69.64,919,7.4 -2013,12,4,10,30,491,58,916,4.3,20.700000000000003,61.800000000000004,919,7.800000000000001 -2013,12,4,11,30,587,61,954,5.300000000000001,23.200000000000003,56.550000000000004,919,6.9 -2013,12,4,12,30,619,63,961,5.300000000000001,24.400000000000002,54.64,918,5.9 -2013,12,4,13,30,464,211,457,5,24.900000000000002,56.42,917,5.300000000000001 -2013,12,4,14,30,367,189,373,4.2,24.8,61.58,917,5.2 -2013,12,4,15,30,310,78,657,2.6,23.400000000000002,69.35000000000001,917,5.6000000000000005 -2013,12,4,16,30,85,73,61,1,20.5,78.93,917,9.4 -2013,12,4,17,30,0,0,0,0.6000000000000001,18.7,89.44,917,8.6 -2013,12,4,18,30,0,0,0,1,16.400000000000002,101.5,919,7.300000000000001 -2013,12,4,19,30,0,0,0,1.7000000000000002,14.700000000000001,113.69,919,7.300000000000001 -2013,12,4,20,30,0,0,0,2.6,13.100000000000001,126.2,920,7 -2013,12,4,21,30,0,0,0,3.7,11.3,138.86,922,5.9 -2013,12,4,22,30,0,0,0,4.800000000000001,9.1,151.41,923,4 -2013,12,4,23,30,0,0,0,5.5,6.5,163.18,924,1.6 -2013,12,5,0,30,0,0,0,6,4.1000000000000005,170.06,925,-1.3 -2013,12,5,1,30,0,0,0,6.300000000000001,2.1,163.65,926,-4 -2013,12,5,2,30,0,0,0,6.6000000000000005,0.6000000000000001,151.96,927,-5.800000000000001 -2013,12,5,3,30,0,0,0,6.800000000000001,-0.7000000000000001,139.42000000000002,928,-7 -2013,12,5,4,30,0,0,0,6.800000000000001,-1.9000000000000001,126.77,929,-7.9 -2013,12,5,5,30,0,0,0,6.800000000000001,-3,114.25,930,-8.8 -2013,12,5,6,30,0,0,0,6.6000000000000005,-3.8000000000000003,102.05,931,-9.600000000000001 -2013,12,5,7,30,0,0,0,6.300000000000001,-4.3,89.85000000000001,931,-10 -2013,12,5,8,30,41,41,0,6,-4.4,79.42,932,-10.100000000000001 -2013,12,5,9,30,163,141,63,5.800000000000001,-4.3,69.8,932,-10 -2013,12,5,10,30,272,212,128,5.6000000000000005,-3.7,61.96,932,-9.8 -2013,12,5,11,30,146,146,0,5.5,-2.8000000000000003,56.69,932,-9.700000000000001 -2013,12,5,12,30,142,142,0,5.1000000000000005,-1.8,54.76,931,-9.600000000000001 -2013,12,5,13,30,111,111,0,4.7,-1,56.52,930,-9.5 -2013,12,5,14,30,63,63,0,4.2,-0.9,61.64,930,-9.200000000000001 -2013,12,5,15,30,151,138,35,3.9000000000000004,-1.4000000000000001,69.38,930,-9.200000000000001 -2013,12,5,16,30,36,36,0,3.6,-2.4000000000000004,78.93,930,-9.4 -2013,12,5,17,30,0,0,0,3.5,-3,89.39,930,-9.8 -2013,12,5,18,30,0,0,0,3.9000000000000004,-4.1000000000000005,101.48,931,-10.4 -2013,12,5,19,30,0,0,0,4.3,-4.6000000000000005,113.66,931,-10.9 -2013,12,5,20,30,0,0,0,4.5,-5.1000000000000005,126.16,931,-11.4 -2013,12,5,21,30,0,0,0,4.3,-5.4,138.82,932,-11.3 -2013,12,5,22,30,0,0,0,4.3,-5.7,151.38,933,-10.4 -2013,12,5,23,30,0,0,0,4.6000000000000005,-6,163.18,932,-9.8 -2013,12,6,0,30,0,0,0,4.6000000000000005,-6.2,170.17000000000002,932,-9.8 -2013,12,6,1,30,0,0,0,4.5,-6.4,163.8,932,-9.8 -2013,12,6,2,30,0,0,0,4.9,-6.5,152.1,932,-9.8 -2013,12,6,3,30,0,0,0,5.2,-6.7,139.56,933,-9.9 -2013,12,6,4,30,0,0,0,5.300000000000001,-6.800000000000001,126.9,933,-10 -2013,12,6,5,30,0,0,0,5.2,-6.9,114.39,934,-10.100000000000001 -2013,12,6,6,30,0,0,0,5,-7,102.2,935,-10.200000000000001 -2013,12,6,7,30,0,0,0,5,-6.9,89.97,936,-10.3 -2013,12,6,8,30,9,9,0,5.2,-6.2,79.57000000000001,937,-10.4 -2013,12,6,9,30,349,66,827,5.300000000000001,-5.2,69.95,938,-10.4 -2013,12,6,10,30,205,189,36,5.2,-4.1000000000000005,62.11,938,-10.200000000000001 -2013,12,6,11,30,298,249,89,5.2,-3.2,56.83,938,-10 -2013,12,6,12,30,377,272,182,5.1000000000000005,-2.4000000000000004,54.88,938,-9.5 -2013,12,6,13,30,347,258,162,5,-2,56.61,937,-9.1 -2013,12,6,14,30,312,211,213,4.9,-2,61.7,937,-8.700000000000001 -2013,12,6,15,30,184,148,103,4.800000000000001,-2.4000000000000004,69.41,937,-8.700000000000001 -2013,12,6,16,30,180,44,708,4.4,-3.6,78.94,938,-8.9 -2013,12,6,17,30,0,0,0,4,-4.3,89.38,938,-9.700000000000001 -2013,12,6,18,30,0,0,0,3,-6.6000000000000005,101.45,939,-10.600000000000001 -2013,12,6,19,30,0,0,0,2.7,-7.5,113.62,940,-11.200000000000001 -2013,12,6,20,30,0,0,0,2.6,-8.1,126.12,941,-11.600000000000001 -2013,12,6,21,30,0,0,0,2.7,-8.5,138.77,941,-11.9 -2013,12,6,22,30,0,0,0,2.9000000000000004,-8.700000000000001,151.35,942,-12.200000000000001 -2013,12,6,23,30,0,0,0,3.2,-8.700000000000001,163.17000000000002,942,-12.600000000000001 -2013,12,7,0,30,0,0,0,3.6,-8.8,170.28,942,-13.200000000000001 -2013,12,7,1,30,0,0,0,3.9000000000000004,-9,163.95000000000002,941,-13.8 -2013,12,7,2,30,0,0,0,4.1000000000000005,-9.1,152.24,942,-14.5 -2013,12,7,3,30,0,0,0,4.2,-9.3,139.70000000000002,942,-15 -2013,12,7,4,30,0,0,0,4.1000000000000005,-9.3,127.04,942,-15.4 -2013,12,7,5,30,0,0,0,4.1000000000000005,-9.3,114.53,942,-15.700000000000001 -2013,12,7,6,30,0,0,0,4,-9.3,102.34,942,-16 -2013,12,7,7,30,0,0,0,4,-8.9,90.08,942,-16.2 -2013,12,7,8,30,60,60,0,4,-8.200000000000001,79.72,942,-16.1 -2013,12,7,9,30,112,112,0,3.8000000000000003,-7.4,70.10000000000001,942,-15.9 -2013,12,7,10,30,234,201,70,3.5,-6.7,62.25,941,-15.600000000000001 -2013,12,7,11,30,231,215,28,3.2,-6,56.96,940,-15.100000000000001 -2013,12,7,12,30,177,175,4,2.9000000000000004,-5.4,54.99,939,-14.5 -2013,12,7,13,30,332,257,136,2.5,-4.800000000000001,56.69,937,-13.8 -2013,12,7,14,30,321,208,237,2.2,-4.5,61.75,936,-13.200000000000001 -2013,12,7,15,30,113,113,0,1.9000000000000001,-4.7,69.43,935,-12.600000000000001 -2013,12,7,16,30,85,73,65,1.7000000000000002,-5.1000000000000005,78.93,935,-12.3 -2013,12,7,17,30,0,0,0,1.6,-5.4,89.36,935,-12.100000000000001 -2013,12,7,18,30,0,0,0,1.1,-5.9,101.42,935,-12.100000000000001 -2013,12,7,19,30,0,0,0,0.8,-6,113.58,936,-12 -2013,12,7,20,30,0,0,0,0.9,-6.1000000000000005,126.07000000000001,936,-11.8 -2013,12,7,21,30,0,0,0,1.1,-6.300000000000001,138.73,935,-11.700000000000001 -2013,12,7,22,30,0,0,0,1.2000000000000002,-6.800000000000001,151.3,934,-11.700000000000001 -2013,12,7,23,30,0,0,0,1.2000000000000002,-7.300000000000001,163.16,933,-11.8 -2013,12,8,0,30,0,0,0,1.4000000000000001,-7.6000000000000005,170.39000000000001,933,-11.8 -2013,12,8,1,30,0,0,0,1.8,-7.800000000000001,164.09,932,-11.8 -2013,12,8,2,30,0,0,0,2,-7.800000000000001,152.38,931,-11.700000000000001 -2013,12,8,3,30,0,0,0,2.1,-7.7,139.83,931,-11.600000000000001 -2013,12,8,4,30,0,0,0,1.9000000000000001,-7.5,127.18,930,-11.4 -2013,12,8,5,30,0,0,0,1.8,-7.300000000000001,114.67,930,-11.100000000000001 -2013,12,8,6,30,0,0,0,1.7000000000000002,-7.1000000000000005,102.48,929,-10.9 -2013,12,8,7,30,0,0,0,2.1,-6.4,90.22,929,-10.8 -2013,12,8,8,30,73,65,43,2.8000000000000003,-4.4,79.86,929,-10 -2013,12,8,9,30,191,142,145,3.5,-1.7000000000000002,70.25,929,-8.700000000000001 -2013,12,8,10,30,506,67,949,3.8000000000000003,1,62.4,929,-7.1000000000000005 -2013,12,8,11,30,608,73,986,4,3.6,57.09,928,-5.1000000000000005 -2013,12,8,12,30,646,78,993,4,6,55.1,927,-3.5 -2013,12,8,13,30,615,75,986,3.9000000000000004,8.1,56.76,926,-2.1 -2013,12,8,14,30,519,69,952,3.6,9.3,61.79,926,-1 -2013,12,8,15,30,366,59,877,2.3000000000000003,8.3,69.45,926,0 -2013,12,8,16,30,178,42,711,1.5,5,78.93,926,1.5 -2013,12,8,17,30,0,0,0,1.5,3.1,89.36,926,-0.6000000000000001 -2013,12,8,18,30,0,0,0,1.5,2.6,101.39,927,-1.1 -2013,12,8,19,30,0,0,0,1.5,2.1,113.53,927,-1.1 -2013,12,8,20,30,0,0,0,1.5,0.8,126.02,927,-1.1 -2013,12,8,21,30,0,0,0,1.5,-0.4,138.67000000000002,928,-1 -2013,12,8,22,30,0,0,0,1.5,-0.9,151.26,928,-0.9 -2013,12,8,23,30,0,0,0,1.4000000000000001,-1,163.14000000000001,929,-1 -2013,12,9,0,30,0,0,0,1.1,-1,170.48,929,-1 -2013,12,9,1,30,0,0,0,1,-1.3,164.24,928,-1.3 -2013,12,9,2,30,0,0,0,1.4000000000000001,-2.1,152.52,928,-2.1 -2013,12,9,3,30,0,0,0,2.3000000000000003,-3,139.96,929,-3 -2013,12,9,4,30,0,0,0,3.2,-3.4000000000000004,127.31,929,-3.4000000000000004 -2013,12,9,5,30,0,0,0,4.1000000000000005,-3.6,114.8,930,-3.6 -2013,12,9,6,30,0,0,0,4.5,-3.9000000000000004,102.62,931,-3.9000000000000004 -2013,12,9,7,30,0,0,0,5,-3.9000000000000004,90.96000000000001,932,-4.1000000000000005 -2013,12,9,8,30,146,51,550,5.2,-3.4000000000000004,80,932,-4.5 -2013,12,9,9,30,330,78,750,4.9,-2.7,70.39,933,-4.6000000000000005 -2013,12,9,10,30,100,100,0,4.4,-1.9000000000000001,62.53,934,-4.800000000000001 -2013,12,9,11,30,133,133,0,3.9000000000000004,-1.1,57.21,934,-4.9 -2013,12,9,12,30,134,134,0,3.5,-0.6000000000000001,55.19,933,-4.9 -2013,12,9,13,30,593,104,894,3.3000000000000003,-0.30000000000000004,56.83,933,-5 -2013,12,9,14,30,501,93,864,3.5,-0.5,61.83,933,-5.1000000000000005 -2013,12,9,15,30,352,77,785,3.8000000000000003,-1.1,69.45,934,-5.5 -2013,12,9,16,30,168,52,603,3.9000000000000004,-2.2,78.92,935,-6.1000000000000005 -2013,12,9,17,30,0,0,0,3.7,-3,89.32000000000001,935,-7.1000000000000005 -2013,12,9,18,30,0,0,0,2.6,-5.1000000000000005,101.35000000000001,937,-8.200000000000001 -2013,12,9,19,30,0,0,0,1.9000000000000001,-6.300000000000001,113.48,938,-9.200000000000001 -2013,12,9,20,30,0,0,0,1.5,-7,125.97,939,-9.9 -2013,12,9,21,30,0,0,0,1.2000000000000002,-7.300000000000001,138.62,939,-10.4 -2013,12,9,22,30,0,0,0,1,-7.5,151.21,940,-10.700000000000001 -2013,12,9,23,30,0,0,0,1,-7.800000000000001,163.12,940,-10.9 -2013,12,10,0,30,0,0,0,1.1,-8.1,170.56,940,-11.100000000000001 -2013,12,10,1,30,0,0,0,1.1,-8.3,164.38,940,-11.200000000000001 -2013,12,10,2,30,0,0,0,1,-8.3,152.65,940,-11.200000000000001 -2013,12,10,3,30,0,0,0,1.1,-8.200000000000001,140.1,940,-11 -2013,12,10,4,30,0,0,0,1.3,-8,127.44,940,-10.600000000000001 -2013,12,10,5,30,0,0,0,1.5,-7.800000000000001,114.94,940,-10.200000000000001 -2013,12,10,6,30,0,0,0,1.5,-7.7,102.75,940,-9.8 -2013,12,10,7,30,0,0,0,1.8,-6.5,91.09,940,-9.5 -2013,12,10,8,30,162,34,744,1.9000000000000001,-4,80.14,940,-9.1 -2013,12,10,9,30,221,130,273,1.6,-0.8,70.52,940,-8.200000000000001 -2013,12,10,10,30,504,53,982,1.9000000000000001,2.2,62.660000000000004,941,-7.800000000000001 -2013,12,10,11,30,600,57,1006,2.5,4.3,57.33,940,-8.3 -2013,12,10,12,30,639,63,1011,3,5.7,55.28,939,-8.700000000000001 -2013,12,10,13,30,604,61,995,3.3000000000000003,6.5,56.89,937,-9 -2013,12,10,14,30,507,57,954,3.4000000000000004,6.7,61.86,936,-8.9 -2013,12,10,15,30,357,51,872,2.6,5.7,69.46000000000001,936,-8.6 -2013,12,10,16,30,174,38,708,1.7000000000000002,2.3000000000000003,78.9,935,-5.800000000000001 -2013,12,10,17,30,0,0,0,1.6,-0.2,89.29,935,-6.5 -2013,12,10,18,30,0,0,0,2,-1.7000000000000002,101.3,935,-7.4 -2013,12,10,19,30,0,0,0,2.3000000000000003,-1.7000000000000002,113.43,935,-7.300000000000001 -2013,12,10,20,30,0,0,0,2.7,-1.6,125.91,935,-7.2 -2013,12,10,21,30,0,0,0,3.1,-1.4000000000000001,138.55,935,-7.1000000000000005 -2013,12,10,22,30,0,0,0,3.3000000000000003,-1.4000000000000001,151.15,935,-6.9 -2013,12,10,23,30,0,0,0,3,-1.9000000000000001,163.08,935,-6.7 -2013,12,11,0,30,0,0,0,2.9000000000000004,-2.2,170.64000000000001,935,-6.6000000000000005 -2013,12,11,1,30,0,0,0,2.8000000000000003,-2.4000000000000004,164.51,934,-6.300000000000001 -2013,12,11,2,30,0,0,0,2.6,-3,152.78,934,-6.1000000000000005 -2013,12,11,3,30,0,0,0,2.5,-3.4000000000000004,140.23,935,-6.2 -2013,12,11,4,30,0,0,0,2.6,-3.5,127.57000000000001,935,-6.2 -2013,12,11,5,30,0,0,0,2.6,-3.4000000000000004,115.07000000000001,936,-6.300000000000001 -2013,12,11,6,30,0,0,0,2.6,-3.4000000000000004,102.89,936,-6.5 -2013,12,11,7,30,0,0,0,2.9000000000000004,-2.8000000000000003,91.23,937,-6.9 -2013,12,11,8,30,82,63,111,3.5,-1.2000000000000002,80.27,938,-7.2 -2013,12,11,9,30,261,100,486,4.1000000000000005,0.7000000000000001,70.65,939,-7.6000000000000005 -2013,12,11,10,30,379,155,489,4.6000000000000005,2.4000000000000004,62.78,940,-7.800000000000001 -2013,12,11,11,30,459,191,499,5,3.8000000000000003,57.43,940,-7.6000000000000005 -2013,12,11,12,30,501,184,557,5.2,4.9,55.370000000000005,940,-7.300000000000001 -2013,12,11,13,30,461,203,474,5.300000000000001,5.4,56.94,940,-7 -2013,12,11,14,30,388,165,472,5.300000000000001,5.1000000000000005,61.88,940,-6.7 -2013,12,11,15,30,218,145,207,4.800000000000001,4.2,69.45,941,-6.4 -2013,12,11,16,30,87,73,71,3.5,2.6,78.87,942,-6 -2013,12,11,17,30,0,0,0,2.6,1.6,89.26,942,-5.300000000000001 -2013,12,11,18,30,0,0,0,2,-0.4,101.25,943,-5.2 -2013,12,11,19,30,0,0,0,2.1,-1.2000000000000002,113.37,944,-5.300000000000001 -2013,12,11,20,30,0,0,0,2,-1.8,125.84,944,-5.300000000000001 -2013,12,11,21,30,0,0,0,1.8,-2.5,138.49,944,-5.4 -2013,12,11,22,30,0,0,0,1.7000000000000002,-2.9000000000000004,151.09,945,-5.4 -2013,12,11,23,30,0,0,0,1.8,-3,163.05,945,-5.300000000000001 -2013,12,12,0,30,0,0,0,1.7000000000000002,-3.3000000000000003,170.71,944,-5.300000000000001 -2013,12,12,1,30,0,0,0,1.3,-3.6,164.64000000000001,944,-5.2 -2013,12,12,2,30,0,0,0,1.1,-3.8000000000000003,152.91,944,-5.1000000000000005 -2013,12,12,3,30,0,0,0,0.9,-3.9000000000000004,140.35,944,-5.1000000000000005 -2013,12,12,4,30,0,0,0,0.7000000000000001,-4,127.7,944,-5 -2013,12,12,5,30,0,0,0,0.4,-3.9000000000000004,115.2,944,-4.9 -2013,12,12,6,30,0,0,0,0.30000000000000004,-3.8000000000000003,103.02,944,-4.800000000000001 -2013,12,12,7,30,0,0,0,0.7000000000000001,-3.4000000000000004,91.36,944,-4.800000000000001 -2013,12,12,8,30,142,39,620,1.3,-1.9000000000000001,80.4,944,-4.7 -2013,12,12,9,30,246,110,412,1.7000000000000002,0.30000000000000004,70.78,944,-4.4 -2013,12,12,10,30,473,65,896,1.9000000000000001,2.5,62.9,943,-4 -2013,12,12,11,30,568,70,928,2.1,4.3,57.54,943,-3.6 -2013,12,12,12,30,482,213,473,2.2,5.6000000000000005,55.44,941,-3.4000000000000004 -2013,12,12,13,30,401,242,292,2.3000000000000003,6.5,56.99,940,-3.2 -2013,12,12,14,30,39,39,0,2.5,7,61.89,938,-3.1 -2013,12,12,15,30,238,138,284,2.2,6.6000000000000005,69.44,938,-2.9000000000000004 -2013,12,12,16,30,79,72,35,1.7000000000000002,5.300000000000001,78.85000000000001,937,-1.9000000000000001 -2013,12,12,17,30,0,0,0,1.6,4.4,89.22,937,-1.3 -2013,12,12,18,30,0,0,0,2.1,3.9000000000000004,101.19,937,-1.4000000000000001 -2013,12,12,19,30,0,0,0,2.3000000000000003,3.7,113.31,937,-1.3 -2013,12,12,20,30,0,0,0,2.6,3.7,125.77,937,-1.2000000000000002 -2013,12,12,21,30,0,0,0,3.3000000000000003,3.7,138.42000000000002,936,-1.1 -2013,12,12,22,30,0,0,0,3.9000000000000004,3.7,151.02,935,-0.7000000000000001 -2013,12,12,23,30,0,0,0,4.3,3.6,163,934,-0.2 -2013,12,13,0,30,0,0,0,4.4,3.3000000000000003,170.76,933,0.6000000000000001 -2013,12,13,1,30,0,0,0,4,3,164.77,932,1.4000000000000001 -2013,12,13,2,30,0,0,0,3.5,2.7,153.04,931,1.9000000000000001 -2013,12,13,3,30,0,0,0,3.2,2.6,140.48,930,2 -2013,12,13,4,30,0,0,0,3,2.4000000000000004,127.83,930,2 -2013,12,13,5,30,0,0,0,2.8000000000000003,1.9000000000000001,115.32000000000001,929,1.9000000000000001 -2013,12,13,6,30,0,0,0,2.5,1.3,103.14,928,1.3 -2013,12,13,7,30,0,0,0,3.1,1.8,91.48,928,1.5 -2013,12,13,8,30,47,47,0,4.3,3.6,80.53,928,1.8 -2013,12,13,9,30,211,131,245,5.2,6.1000000000000005,70.9,927,2 -2013,12,13,10,30,306,198,237,5.9,8.700000000000001,63.01,926,2.5 -2013,12,13,11,30,392,238,288,6.1000000000000005,11.200000000000001,57.63,925,3.2 -2013,12,13,12,30,151,151,0,6.2,13.5,55.51,923,4 -2013,12,13,13,30,14,14,0,6.300000000000001,15.3,57.03,922,4.9 -2013,12,13,14,30,104,104,0,6.300000000000001,16.3,61.9,921,5.4 -2013,12,13,15,30,291,99,548,5.6000000000000005,16.1,69.43,920,5.4 -2013,12,13,16,30,169,44,644,4.2,13.9,78.81,920,5.2 -2013,12,13,17,30,0,0,0,3.5,12.100000000000001,89.2,921,4.7 -2013,12,13,18,30,0,0,0,4.2,10.3,101.13,921,3.7 -2013,12,13,19,30,0,0,0,4.4,9.5,113.24000000000001,922,2.9000000000000004 -2013,12,13,20,30,0,0,0,4.6000000000000005,8.6,125.7,922,2.2 -2013,12,13,21,30,0,0,0,4.6000000000000005,7.7,138.34,922,1.7000000000000002 -2013,12,13,22,30,0,0,0,4.5,6.800000000000001,150.95000000000002,923,1.2000000000000002 -2013,12,13,23,30,0,0,0,4.1000000000000005,5.6000000000000005,162.95000000000002,923,0.7000000000000001 -2013,12,14,0,30,0,0,0,3.8000000000000003,4.4,170.81,924,0.1 -2013,12,14,1,30,0,0,0,3.8000000000000003,3.3000000000000003,164.89000000000001,925,-0.8 -2013,12,14,2,30,0,0,0,4.1000000000000005,2.2,153.16,925,-1.9000000000000001 -2013,12,14,3,30,0,0,0,4.5,1.4000000000000001,140.6,926,-3 -2013,12,14,4,30,0,0,0,4.7,0.6000000000000001,127.95,927,-4.1000000000000005 -2013,12,14,5,30,0,0,0,4.800000000000001,-0.1,115.45,928,-4.7 -2013,12,14,6,30,0,0,0,4.7,-0.8,103.27,930,-5 -2013,12,14,7,30,0,0,0,5,-0.8,91.61,932,-5.1000000000000005 -2013,12,14,8,30,140,37,636,6.1000000000000005,0.30000000000000004,80.65,933,-5.1000000000000005 -2013,12,14,9,30,324,53,835,6.6000000000000005,2,71.02,935,-4.9 -2013,12,14,10,30,478,60,924,6.300000000000001,3.9000000000000004,63.11,935,-5.2 -2013,12,14,11,30,580,64,966,6,5.7,57.72,935,-5.7 -2013,12,14,12,30,619,63,983,5.9,7.2,55.57,935,-6 -2013,12,14,13,30,592,62,975,5.9,8.3,57.06,935,-5.9 -2013,12,14,14,30,502,58,942,5.800000000000001,8.9,61.9,935,-5.7 -2013,12,14,15,30,357,50,873,5.300000000000001,8.700000000000001,69.4,935,-5.4 -2013,12,14,16,30,176,36,716,3.6,6.6000000000000005,78.77,936,-4.9 -2013,12,14,17,30,0,0,0,2.3000000000000003,4.800000000000001,89.13,936,-3.8000000000000003 -2013,12,14,18,30,0,0,0,1.7000000000000002,1.9000000000000001,101.06,937,-3.8000000000000003 -2013,12,14,19,30,0,0,0,1.5,0.9,113.16,937,-4 -2013,12,14,20,30,0,0,0,1.4000000000000001,0.2,125.62,938,-4.3 -2013,12,14,21,30,0,0,0,1.3,-0.30000000000000004,138.26,938,-4.5 -2013,12,14,22,30,0,0,0,1.2000000000000002,-0.4,150.87,938,-4.6000000000000005 -2013,12,14,23,30,0,0,0,1.1,-0.1,162.89000000000001,938,-4.7 -2013,12,15,0,30,0,0,0,1,-0.1,170.85,938,-4.800000000000001 -2013,12,15,1,30,0,0,0,1.2000000000000002,-0.8,165.01,938,-4.800000000000001 -2013,12,15,2,30,0,0,0,1.3,-1.8,153.29,938,-4.800000000000001 -2013,12,15,3,30,0,0,0,1.4000000000000001,-2.4000000000000004,140.73,938,-4.9 -2013,12,15,4,30,0,0,0,1.5,-2.8000000000000003,128.07,937,-5 -2013,12,15,5,30,0,0,0,1.5,-3.1,115.57000000000001,937,-5.1000000000000005 -2013,12,15,6,30,0,0,0,1.7000000000000002,-3.2,103.39,938,-5.1000000000000005 -2013,12,15,7,30,0,0,0,2.3000000000000003,-1.7000000000000002,91.73,938,-5.2 -2013,12,15,8,30,141,29,698,3.2,1.5,80.76,938,-4.9 -2013,12,15,9,30,326,41,883,3.6,5.1000000000000005,71.13,938,-4.5 -2013,12,15,10,30,481,47,963,4,9,63.21,938,-4 -2013,12,15,11,30,584,50,1000,4.4,12,57.800000000000004,937,-4.5 -2013,12,15,12,30,621,57,1000,4.3,13.5,55.63,936,-4.5 -2013,12,15,13,30,596,57,990,4.2,14.200000000000001,57.08,935,-4.5 -2013,12,15,14,30,506,55,957,4.1000000000000005,14.3,61.9,935,-4.7 -2013,12,15,15,30,361,49,886,3.3000000000000003,13.4,69.37,934,-4.7 -2013,12,15,16,30,179,37,725,2.1,10,78.72,934,-2.7 -2013,12,15,17,30,0,0,0,1.7000000000000002,7.4,89.08,934,-1.9000000000000001 -2013,12,15,18,30,0,0,0,1.9000000000000001,5.2,100.99000000000001,934,-2.8000000000000003 -2013,12,15,19,30,0,0,0,2,4.6000000000000005,113.09,935,-3 -2013,12,15,20,30,0,0,0,2.2,4,125.54,935,-3.1 -2013,12,15,21,30,0,0,0,2.4000000000000004,3.6,138.18,935,-3.3000000000000003 -2013,12,15,22,30,0,0,0,2.8000000000000003,3.2,150.79,935,-3.3000000000000003 -2013,12,15,23,30,0,0,0,3,2.7,162.83,935,-3.3000000000000003 -2013,12,16,0,30,0,0,0,3,2,170.88,935,-3.3000000000000003 -2013,12,16,1,30,0,0,0,3,1.2000000000000002,165.12,934,-3.3000000000000003 -2013,12,16,2,30,0,0,0,2.9000000000000004,0.5,153.41,934,-3.2 -2013,12,16,3,30,0,0,0,3,0,140.85,934,-3.2 -2013,12,16,4,30,0,0,0,2.9000000000000004,-0.5,128.19,934,-3.2 -2013,12,16,5,30,0,0,0,2.8000000000000003,-1,115.69,934,-3.2 -2013,12,16,6,30,0,0,0,2.7,-1.4000000000000001,103.51,934,-3.3000000000000003 -2013,12,16,7,30,0,0,0,3,-0.4,91.84,934,-3.5 -2013,12,16,8,30,140,30,693,3.3000000000000003,2.2,80.88,934,-3.7 -2013,12,16,9,30,325,41,883,2.9000000000000004,5.7,71.23,934,-3.6 -2013,12,16,10,30,480,47,963,2.8000000000000003,9.9,63.31,934,-2.8000000000000003 -2013,12,16,11,30,582,50,1001,3.1,13.8,57.870000000000005,934,-2.6 -2013,12,16,12,30,622,50,1015,3.4000000000000004,16.7,55.67,933,-2.9000000000000004 -2013,12,16,13,30,596,49,1007,3.5,18.1,57.09,932,-3.7 -2013,12,16,14,30,506,46,976,3.1,18.400000000000002,61.88,932,-3.6 -2013,12,16,15,30,361,41,908,2,17,69.34,932,-3.1 -2013,12,16,16,30,180,32,754,1.2000000000000002,14,78.67,932,3.2 -2013,12,16,17,30,0,0,0,1.3,12.200000000000001,89.03,932,-0.30000000000000004 -2013,12,16,18,30,0,0,0,1.5,8.700000000000001,100.92,933,-1.4000000000000001 -2013,12,16,19,30,0,0,0,1.6,7.1000000000000005,113.01,933,-1.3 -2013,12,16,20,30,0,0,0,1.7000000000000002,6.1000000000000005,125.45,933,-1.4000000000000001 -2013,12,16,21,30,0,0,0,1.8,5.4,138.09,934,-1.4000000000000001 -2013,12,16,22,30,0,0,0,2,4.800000000000001,150.71,934,-1.5 -2013,12,16,23,30,0,0,0,2.2,4.2,162.76,934,-1.7000000000000002 -2013,12,17,0,30,0,0,0,2.4000000000000004,3.6,170.9,934,-2 -2013,12,17,1,30,0,0,0,2.4000000000000004,2.9000000000000004,165.23,934,-2.2 -2013,12,17,2,30,0,0,0,2.4000000000000004,2.3000000000000003,153.52,934,-2.4000000000000004 -2013,12,17,3,30,0,0,0,2.3000000000000003,1.8,140.96,934,-2.6 -2013,12,17,4,30,0,0,0,2.2,1.4000000000000001,128.31,934,-2.7 -2013,12,17,5,30,0,0,0,2,1,115.81,934,-2.7 -2013,12,17,6,30,0,0,0,1.8,0.8,103.62,935,-2.8000000000000003 -2013,12,17,7,30,0,0,0,1.6,2.1,91.96000000000001,935,-3 -2013,12,17,8,30,138,30,687,1.8,5.4,80.98,936,-2.3000000000000003 -2013,12,17,9,30,323,42,879,1.6,8.9,71.33,936,-2.5 -2013,12,17,10,30,479,48,961,0.9,12.5,63.39,936,-1.8 -2013,12,17,11,30,582,52,999,0.7000000000000001,16.2,57.93,936,-1 -2013,12,17,12,30,625,58,1007,0.9,18.5,55.71,935,-1.8 -2013,12,17,13,30,595,57,991,1.1,19.3,57.1,935,-2 -2013,12,17,14,30,506,54,959,1.4000000000000001,19.200000000000003,61.86,934,-2 -2013,12,17,15,30,362,47,891,1.2000000000000002,17.8,69.29,934,-1.7000000000000002 -2013,12,17,16,30,181,36,733,1.1,14.200000000000001,78.61,935,3.8000000000000003 -2013,12,17,17,30,15,10,271,1.3,11.9,88.96000000000001,935,1.6 -2013,12,17,18,30,0,0,0,1.5,8.9,100.84,935,0.2 -2013,12,17,19,30,0,0,0,1.5,7.9,112.92,936,-0.1 -2013,12,17,20,30,0,0,0,1.6,7,125.37,936,-0.30000000000000004 -2013,12,17,21,30,0,0,0,1.6,6.2,138,936,-0.4 -2013,12,17,22,30,0,0,0,1.6,5.4,150.62,936,-0.4 -2013,12,17,23,30,0,0,0,1.7000000000000002,4.800000000000001,162.69,935,-0.30000000000000004 -2013,12,18,0,30,0,0,0,1.8,4.2,170.92000000000002,935,-0.1 -2013,12,18,1,30,0,0,0,1.9000000000000001,3.8000000000000003,165.34,935,0.2 -2013,12,18,2,30,0,0,0,2,3.3000000000000003,153.64000000000001,934,0.4 -2013,12,18,3,30,0,0,0,2,2.9000000000000004,141.08,934,0.5 -2013,12,18,4,30,0,0,0,2.2,2.6,128.43,934,0.4 -2013,12,18,5,30,0,0,0,2.3000000000000003,2.2,115.92,934,0.1 -2013,12,18,6,30,0,0,0,2.4000000000000004,2,103.74000000000001,934,-0.30000000000000004 -2013,12,18,7,30,0,0,0,3,2.9000000000000004,92.07000000000001,934,-0.5 -2013,12,18,8,30,85,56,186,3.7,5.5,81.09,934,-0.2 -2013,12,18,9,30,315,56,813,3.7,8.700000000000001,71.42,934,0.6000000000000001 -2013,12,18,10,30,469,65,905,4.5,12.700000000000001,63.47,933,2.1 -2013,12,18,11,30,573,70,949,5.7,16.2,57.99,932,3.6 -2013,12,18,12,30,615,63,981,6.1000000000000005,18.3,55.74,930,3.5 -2013,12,18,13,30,587,64,964,6,19.200000000000003,57.1,929,3.1 -2013,12,18,14,30,499,63,925,5.800000000000001,19.400000000000002,61.84,928,2.9000000000000004 -2013,12,18,15,30,356,58,842,5.1000000000000005,18.400000000000002,69.25,927,2.8000000000000003 -2013,12,18,16,30,92,76,81,4,15.9,78.55,927,3.3000000000000003 -2013,12,18,17,30,7,7,0,3.6,14.100000000000001,88.9,927,3.8000000000000003 -2013,12,18,18,30,0,0,0,4.800000000000001,12.700000000000001,100.76,927,4 -2013,12,18,19,30,0,0,0,5.1000000000000005,11.8,112.83,927,4.5 -2013,12,18,20,30,0,0,0,5,10.700000000000001,125.27,926,5.1000000000000005 -2013,12,18,21,30,0,0,0,5.1000000000000005,9.8,137.91,926,5.7 -2013,12,18,22,30,0,0,0,5.300000000000001,9.200000000000001,150.53,925,6.300000000000001 -2013,12,18,23,30,0,0,0,5.4,8.9,162.61,925,6.7 -2013,12,19,0,30,0,0,0,5.4,8.8,170.92000000000002,924,6.9 -2013,12,19,1,30,0,0,0,5.7,8.8,165.44,924,7.1000000000000005 -2013,12,19,2,30,0,0,0,6,9,153.75,923,7.300000000000001 -2013,12,19,3,30,0,0,0,6,9.1,141.19,923,7.9 -2013,12,19,4,30,0,0,0,5.800000000000001,9.1,128.54,922,8.5 -2013,12,19,5,30,0,0,0,5.4,9,116.03,922,9 -2013,12,19,6,30,0,0,0,5.2,9,103.84,922,9 -2013,12,19,7,30,0,0,0,5.300000000000001,9.4,92.17,922,9.4 -2013,12,19,8,30,84,55,193,6.1000000000000005,10.700000000000001,81.19,922,9.9 -2013,12,19,9,30,182,132,157,7.2,12.9,71.51,922,10.3 -2013,12,19,10,30,355,163,433,7.5,15.700000000000001,63.550000000000004,922,10.100000000000001 -2013,12,19,11,30,459,176,535,7.4,18.2,58.050000000000004,921,9.3 -2013,12,19,12,30,421,253,300,7.1000000000000005,20,55.76,920,8.4 -2013,12,19,13,30,446,215,426,6.6000000000000005,20.8,57.09,919,7.6000000000000005 -2013,12,19,14,30,348,199,315,5.7,20.6,61.800000000000004,919,6.7 -2013,12,19,15,30,289,106,514,4.5,19.6,69.19,919,6.300000000000001 -2013,12,19,16,30,177,40,688,3.2,16.7,78.48,919,6.6000000000000005 -2013,12,19,17,30,16,11,235,2.7,14.600000000000001,88.83,919,6.7 -2013,12,19,18,30,0,0,0,3.6,12.8,100.67,919,6.4 -2013,12,19,19,30,0,0,0,4.2,12.100000000000001,112.74000000000001,920,6.7 -2013,12,19,20,30,0,0,0,4.4,11.200000000000001,125.18,920,7.2 -2013,12,19,21,30,0,0,0,4.7,10.8,137.81,920,7.800000000000001 -2013,12,19,22,30,0,0,0,4.800000000000001,10.5,150.43,920,8.3 -2013,12,19,23,30,0,0,0,4.6000000000000005,10.200000000000001,162.52,920,8.8 -2013,12,20,0,30,0,0,0,4.3,9.8,170.91,920,9 -2013,12,20,1,30,0,0,0,3.6,9.200000000000001,165.54,920,9.1 -2013,12,20,2,30,0,0,0,3,8.6,153.86,920,8.6 -2013,12,20,3,30,0,0,0,2.3000000000000003,8.200000000000001,141.3,920,8.200000000000001 -2013,12,20,4,30,0,0,0,1.8,7.7,128.65,920,7.7 -2013,12,20,5,30,0,0,0,1.5,7.1000000000000005,116.14,921,7.1000000000000005 -2013,12,20,6,30,0,0,0,2.2,6.7,103.95,922,6.7 -2013,12,20,7,30,0,0,0,3.4000000000000004,6.4,92.27,923,5.7 -2013,12,20,8,30,12,12,0,3.7,6,81.28,924,3.8000000000000003 -2013,12,20,9,30,25,25,0,3.7,5.6000000000000005,71.60000000000001,924,2 -2013,12,20,10,30,80,80,0,3.8000000000000003,5.800000000000001,63.61,923,0.8 -2013,12,20,11,30,46,46,0,3.6,6.5,58.09,923,0.7000000000000001 -2013,12,20,12,30,76,76,0,3.2,6.4,55.78,923,0.8 -2013,12,20,13,30,36,36,0,3.2,5.5,57.08,923,1 -2013,12,20,14,30,59,59,0,3.4000000000000004,4.800000000000001,61.76,921,1 -2013,12,20,15,30,69,69,0,3.1,4.4,69.13,920,0.8 -2013,12,20,16,30,79,74,23,2.6,3.7,78.4,921,0.7000000000000001 -2013,12,20,17,30,4,4,0,2.3000000000000003,3.3000000000000003,88.74,921,0.5 -2013,12,20,18,30,0,0,0,2.5,2,100.57000000000001,921,0.2 -2013,12,20,19,30,0,0,0,2.1,1.4000000000000001,112.64,921,-0.1 -2013,12,20,20,30,0,0,0,1.8,1.3,125.08,920,-0.1 -2013,12,20,21,30,0,0,0,2.1,1.3,137.71,919,0.2 -2013,12,20,22,30,0,0,0,2.1,1.3,150.33,919,0.5 -2013,12,20,23,30,0,0,0,1.7000000000000002,1.3,162.43,919,0.8 -2013,12,21,0,30,0,0,0,1.9000000000000001,1.5,170.9,919,1 -2013,12,21,1,30,0,0,0,2.4000000000000004,1.6,165.63,918,1.3 -2013,12,21,2,30,0,0,0,2.5,1.7000000000000002,153.96,918,1.5 -2013,12,21,3,30,0,0,0,2.4000000000000004,1.8,141.41,917,1.5 -2013,12,21,4,30,0,0,0,2,2.1,128.75,917,1.6 -2013,12,21,5,30,0,0,0,1.6,2.3000000000000003,116.24000000000001,916,1.8 -2013,12,21,6,30,0,0,0,1.3,2.3000000000000003,104.05,916,2.1 -2013,12,21,7,30,0,0,0,1.7000000000000002,3.1,92.37,916,2.3000000000000003 -2013,12,21,8,30,41,41,0,3.3000000000000003,5.2,81.37,916,3.4000000000000004 -2013,12,21,9,30,99,99,0,5.4,7.800000000000001,71.67,916,4.9 -2013,12,21,10,30,227,193,77,7.1000000000000005,9.8,63.67,916,4.2 -2013,12,21,11,30,570,59,968,7.9,10.9,58.13,915,0.8 -2013,12,21,12,30,610,60,977,8.1,11.4,55.79,914,-0.7000000000000001 -2013,12,21,13,30,587,64,962,8.1,11.700000000000001,57.06,913,-0.6000000000000001 -2013,12,21,14,30,194,183,24,7.5,11.8,61.71,913,-0.1 -2013,12,21,15,30,358,57,843,6.2,11.5,69.06,913,0.2 -2013,12,21,16,30,178,44,662,4.4,10,78.32000000000001,914,0.7000000000000001 -2013,12,21,17,30,16,12,163,3.4000000000000004,8.8,88.67,915,1.4000000000000001 -2013,12,21,18,30,0,0,0,4.2,7.9,100.48,916,1.5 -2013,12,21,19,30,0,0,0,4.800000000000001,7.7,112.54,917,1.7000000000000002 -2013,12,21,20,30,0,0,0,5,7.2,124.97,918,1.8 -2013,12,21,21,30,0,0,0,4.7,6.4,137.6,919,1.6 -2013,12,21,22,30,0,0,0,3.8000000000000003,4.9,150.23,920,1.2000000000000002 -2013,12,21,23,30,0,0,0,3.2,2.9000000000000004,162.34,922,0.9 -2013,12,22,0,30,0,0,0,3.5,1.2000000000000002,170.87,923,0.30000000000000004 -2013,12,22,1,30,0,0,0,3.8000000000000003,-0.30000000000000004,165.71,924,-0.7000000000000001 -2013,12,22,2,30,0,0,0,3.5,-1.6,154.06,925,-2.2 -2013,12,22,3,30,0,0,0,3,-2.6,141.51,926,-3.7 -2013,12,22,4,30,0,0,0,2.6,-3.4000000000000004,128.86,927,-4.800000000000001 -2013,12,22,5,30,0,0,0,2.7,-3.7,116.35000000000001,928,-5.4 -2013,12,22,6,30,0,0,0,2.9000000000000004,-3.9000000000000004,104.15,929,-5.7 -2013,12,22,7,30,0,0,0,3.5,-3.3000000000000003,92.46000000000001,930,-5.9 -2013,12,22,8,30,23,23,0,4.5,-1.5,81.45,932,-5.800000000000001 -2013,12,22,9,30,157,129,90,5.1000000000000005,0.7000000000000001,71.74,933,-6.1000000000000005 -2013,12,22,10,30,464,62,908,5.1000000000000005,2.7,63.730000000000004,934,-5.9 -2013,12,22,11,30,570,67,953,5,4.3,58.15,934,-5.800000000000001 -2013,12,22,12,30,613,67,973,4.9,5.6000000000000005,55.79,933,-5.7 -2013,12,22,13,30,591,66,965,4.7,6.300000000000001,57.03,933,-5.5 -2013,12,22,14,30,505,62,933,4.5,6.5,61.660000000000004,933,-5 -2013,12,22,15,30,363,55,860,4,5.9,68.99,934,-4.5 -2013,12,22,16,30,185,41,702,2.6,3.9000000000000004,78.23,934,-4 -2013,12,22,17,30,19,12,258,1.6,2.3000000000000003,88.56,935,-2.9000000000000004 -2013,12,22,18,30,0,0,0,1.2000000000000002,-0.1,100.38,936,-3.3000000000000003 -2013,12,22,19,30,0,0,0,1.2000000000000002,-1,112.44,937,-3.7 -2013,12,22,20,30,0,0,0,1.1,-1.7000000000000002,124.87,937,-4.1000000000000005 -2013,12,22,21,30,0,0,0,1,-2.4000000000000004,137.5,937,-4.6000000000000005 -2013,12,22,22,30,0,0,0,1,-2.9000000000000004,150.12,938,-5 -2013,12,22,23,30,0,0,0,1,-3.2,162.24,938,-5.4 -2013,12,23,0,30,0,0,0,1,-3.6,170.84,938,-5.7 -2013,12,23,1,30,0,0,0,1,-4.1000000000000005,165.79,938,-5.9 -2013,12,23,2,30,0,0,0,1,-4.5,154.16,938,-6 -2013,12,23,3,30,0,0,0,1.1,-4.7,141.61,939,-5.9 -2013,12,23,4,30,0,0,0,1.2000000000000002,-4.9,128.96,939,-5.800000000000001 -2013,12,23,5,30,0,0,0,1.3,-4.9,116.44,939,-5.5 -2013,12,23,6,30,0,0,0,1.4000000000000001,-4.9,104.24000000000001,940,-5.2 -2013,12,23,7,30,0,0,0,2.1,-3.7,92.55,940,-4.9 -2013,12,23,8,30,126,32,637,2.7,-1.1,81.52,941,-4.4 -2013,12,23,9,30,313,47,850,2.8000000000000003,2,71.81,942,-3.8000000000000003 -2013,12,23,10,30,470,55,938,3.2,5.300000000000001,63.77,942,-3.3000000000000003 -2013,12,23,11,30,576,60,979,3.3000000000000003,8.200000000000001,58.18,941,-2.5 -2013,12,23,12,30,620,61,994,3.2,10.200000000000001,55.78,940,-2 -2013,12,23,13,30,598,59,988,3,11.3,56.99,940,-1.7000000000000002 -2013,12,23,14,30,512,55,959,2.6,11.8,61.59,939,-1.6 -2013,12,23,15,30,373,49,900,1.7000000000000002,11.3,68.91,939,-1.7000000000000002 -2013,12,23,16,30,192,37,753,0.6000000000000001,9.600000000000001,78.14,939,1 -2013,12,23,17,30,21,12,318,0.2,8.6,88.48,940,-1.5 -2013,12,23,18,30,0,0,0,1.1,4.9,100.27,940,-2.2 -2013,12,23,19,30,0,0,0,1.2000000000000002,2.9000000000000004,112.33,941,-2.2 -2013,12,23,20,30,0,0,0,1.2000000000000002,1.5,124.76,941,-2.3000000000000003 -2013,12,23,21,30,0,0,0,1.2000000000000002,0.5,137.38,942,-2.4000000000000004 -2013,12,23,22,30,0,0,0,1.2000000000000002,-0.30000000000000004,150.01,942,-2.7 -2013,12,23,23,30,0,0,0,1.2000000000000002,-1,162.14000000000001,942,-3.1 -2013,12,24,0,30,0,0,0,1.3,-1.7000000000000002,170.8,941,-3.3000000000000003 -2013,12,24,1,30,0,0,0,1.3,-2.2,165.86,941,-3.4000000000000004 -2013,12,24,2,30,0,0,0,1.4000000000000001,-2.6,154.26,941,-3.3000000000000003 -2013,12,24,3,30,0,0,0,1.4000000000000001,-3.1,141.71,940,-3.1 -2013,12,24,4,30,0,0,0,1.5,-3.4000000000000004,129.06,940,-3.4000000000000004 -2013,12,24,5,30,0,0,0,1.5,-3.6,116.54,940,-3.6 -2013,12,24,6,30,0,0,0,1.7000000000000002,-3.7,104.33,940,-3.7 -2013,12,24,7,30,0,0,0,2.4000000000000004,-2.4000000000000004,92.63,940,-2.4000000000000004 -2013,12,24,8,30,128,32,654,3.3000000000000003,0.30000000000000004,81.60000000000001,939,-2 -2013,12,24,9,30,315,47,861,3.8000000000000003,3.7,71.87,939,-1.5 -2013,12,24,10,30,473,55,948,5,7.800000000000001,63.82,939,-0.8 -2013,12,24,11,30,581,60,988,6.1000000000000005,11.100000000000001,58.19,937,-0.6000000000000001 -2013,12,24,12,30,626,63,1000,6.6000000000000005,13.100000000000001,55.76,936,-0.8 -2013,12,24,13,30,604,63,992,6.7,14.100000000000001,56.95,934,-1.2000000000000002 -2013,12,24,14,30,518,60,959,6.5,14.3,61.53,933,-1.7000000000000002 -2013,12,24,15,30,375,52,894,5.9,13.4,68.82000000000001,933,-2 -2013,12,24,16,30,194,40,741,4.4,10.600000000000001,78.04,933,-1.8 -2013,12,24,17,30,21,13,291,3.6,8.5,88.39,932,-1 -2013,12,24,18,30,0,0,0,4.3,6.2,100.16,932,-1.2000000000000002 -2013,12,24,19,30,0,0,0,4.6000000000000005,5.2,112.22,932,-1.3 -2013,12,24,20,30,0,0,0,4.5,4.2,124.64,932,-1.3 -2013,12,24,21,30,0,0,0,4.3,3.3000000000000003,137.27,932,-1.5 -2013,12,24,22,30,0,0,0,4,2.6,149.9,932,-1.6 -2013,12,24,23,30,0,0,0,3.6,1.9000000000000001,162.03,932,-1.8 -2013,12,25,0,30,0,0,0,3.2,1.2000000000000002,170.75,932,-1.9000000000000001 -2013,12,25,1,30,0,0,0,2.5,0.4,165.93,932,-1.9000000000000001 -2013,12,25,2,30,0,0,0,1.9000000000000001,-0.4,154.35,933,-1.8 -2013,12,25,3,30,0,0,0,1.7000000000000002,-1,141.81,933,-1.6 -2013,12,25,4,30,0,0,0,1.6,-1.3,129.15,933,-1.4000000000000001 -2013,12,25,5,30,0,0,0,1.9000000000000001,-1.6,116.63,934,-1.6 -2013,12,25,6,30,0,0,0,2.6,-1.7000000000000002,104.42,935,-1.7000000000000002 -2013,12,25,7,30,0,0,0,3.9000000000000004,-1,92.71000000000001,935,-1.1 -2013,12,25,8,30,119,37,565,5.300000000000001,0.6000000000000001,81.67,936,-1.1 -2013,12,25,9,30,150,127,75,5.9,2.7,71.92,937,-0.9 -2013,12,25,10,30,185,173,28,6,4.800000000000001,63.85,938,-0.6000000000000001 -2013,12,25,11,30,359,241,224,5.9,6.6000000000000005,58.2,938,-0.4 -2013,12,25,12,30,608,75,947,5.7,7.9,55.74,937,-0.2 -2013,12,25,13,30,425,231,356,5.6000000000000005,8.6,56.89,937,-0.1 -2013,12,25,14,30,346,203,297,5.5,8.700000000000001,61.45,938,-0.2 -2013,12,25,15,30,365,60,840,5.300000000000001,8,68.73,938,-0.5 -2013,12,25,16,30,188,44,688,4,6.1000000000000005,77.94,938,-0.9 -2013,12,25,17,30,22,14,265,3,4.7,88.28,938,-1.1 -2013,12,25,18,30,0,0,0,2.2,1.9000000000000001,100.05,939,-1.5 -2013,12,25,19,30,0,0,0,2,0.8,112.10000000000001,940,-2.1 -2013,12,25,20,30,0,0,0,1.7000000000000002,-0.2,124.53,940,-2.8000000000000003 -2013,12,25,21,30,0,0,0,1.5,-1.1,137.15,941,-3.4000000000000004 -2013,12,25,22,30,0,0,0,1.4000000000000001,-1.9000000000000001,149.78,941,-3.8000000000000003 -2013,12,25,23,30,0,0,0,1.3,-2.6,161.92000000000002,940,-4.2 -2013,12,26,0,30,0,0,0,1.3,-3.2,170.69,940,-4.5 -2013,12,26,1,30,0,0,0,1.4000000000000001,-3.7,166,940,-4.800000000000001 -2013,12,26,2,30,0,0,0,1.5,-4.1000000000000005,154.43,940,-5 -2013,12,26,3,30,0,0,0,1.5,-4.4,141.9,940,-5.1000000000000005 -2013,12,26,4,30,0,0,0,1.4000000000000001,-4.5,129.24,939,-5.300000000000001 -2013,12,26,5,30,0,0,0,1.4000000000000001,-4.6000000000000005,116.72,939,-5.4 -2013,12,26,6,30,0,0,0,1.3,-4.5,104.5,940,-5.5 -2013,12,26,7,30,0,0,0,1.3,-2.9000000000000004,92.79,940,-5.7 -2013,12,26,8,30,128,29,692,1.7000000000000002,0.2,81.73,941,-5 -2013,12,26,9,30,318,42,893,1.5,3.8000000000000003,71.97,941,-4.9 -2013,12,26,10,30,473,48,966,0.7000000000000001,7.4,63.88,940,-6.1000000000000005 -2013,12,26,11,30,582,52,1007,0.7000000000000001,9.8,58.2,939,-8.4 -2013,12,26,12,30,630,56,1019,0.9,11,55.71,938,-8.700000000000001 -2013,12,26,13,30,609,55,1013,1.1,11.600000000000001,56.83,937,-8.6 -2013,12,26,14,30,523,52,984,1.1,11.600000000000001,61.370000000000005,936,-8.5 -2013,12,26,15,30,381,47,919,0.7000000000000001,10.9,68.63,936,-8.3 -2013,12,26,16,30,157,58,468,0.4,9.200000000000001,77.83,936,-5.4 -2013,12,26,17,30,24,13,358,0.5,8.1,88.18,936,-6.9 -2013,12,26,18,30,0,0,0,1.2000000000000002,4.9,99.93,937,-6.9 -2013,12,26,19,30,0,0,0,1.4000000000000001,3.1,111.98,937,-6.300000000000001 -2013,12,26,20,30,0,0,0,1.4000000000000001,1.7000000000000002,124.41,938,-6 -2013,12,26,21,30,0,0,0,1.5,0.6000000000000001,137.03,938,-5.7 -2013,12,26,22,30,0,0,0,1.5,-0.1,149.66,938,-5.300000000000001 -2013,12,26,23,30,0,0,0,1.4000000000000001,-0.30000000000000004,161.8,939,-4.9 -2013,12,27,0,30,0,0,0,1.4000000000000001,-0.5,170.62,939,-4.5 -2013,12,27,1,30,0,0,0,1.4000000000000001,-0.8,166.05,939,-4.4 -2013,12,27,2,30,0,0,0,1.4000000000000001,-1.3,154.52,938,-4.5 -2013,12,27,3,30,0,0,0,1.4000000000000001,-1.9000000000000001,141.99,938,-4.7 -2013,12,27,4,30,0,0,0,1.4000000000000001,-2.5,129.33,938,-5.1000000000000005 -2013,12,27,5,30,0,0,0,1.5,-3,116.8,939,-5.6000000000000005 -2013,12,27,6,30,0,0,0,1.5,-3.3000000000000003,104.58,939,-6.2 -2013,12,27,7,30,0,0,0,1.8,-2,92.86,940,-6.6000000000000005 -2013,12,27,8,30,122,30,647,2.3000000000000003,0.8,81.79,940,-5.9 -2013,12,27,9,30,308,45,854,2,3.9000000000000004,72.02,940,-5.7 -2013,12,27,10,30,464,52,935,1.1,7.7,63.9,940,-4.6000000000000005 -2013,12,27,11,30,569,57,970,1.3,10.8,58.2,940,-6 -2013,12,27,12,30,615,59,986,1.9000000000000001,12,55.67,939,-6.5 -2013,12,27,13,30,592,59,973,2.1,12.5,56.77,938,-6.2 -2013,12,27,14,30,507,56,938,2,12.5,61.28,937,-5.7 -2013,12,27,15,30,369,50,869,1.5,11.700000000000001,68.53,937,-5 -2013,12,27,16,30,74,74,0,1.1,9.5,77.72,937,-1.2000000000000002 -2013,12,27,17,30,9,9,0,1.1,7.800000000000001,88.07000000000001,937,-1.2000000000000002 -2013,12,27,18,30,0,0,0,1.4000000000000001,5.1000000000000005,99.81,938,-2.2 -2013,12,27,19,30,0,0,0,1.5,4.1000000000000005,111.86,938,-2.1 -2013,12,27,20,30,0,0,0,1.6,3.4000000000000004,124.29,937,-2 -2013,12,27,21,30,0,0,0,1.8,2.9000000000000004,136.91,937,-1.6 -2013,12,27,22,30,0,0,0,2.1,2.5,149.54,937,-1.1 -2013,12,27,23,30,0,0,0,2.2,2,161.68,937,-0.4 -2013,12,28,0,30,0,0,0,2.1,1.5,170.54,936,0.4 -2013,12,28,1,30,0,0,0,2,1,166.1,936,1 -2013,12,28,2,30,0,0,0,1.9000000000000001,0.7000000000000001,154.6,935,0.7000000000000001 -2013,12,28,3,30,0,0,0,2,0.8,142.07,935,0.8 -2013,12,28,4,30,0,0,0,2.2,1.2000000000000002,129.41,934,1.2000000000000002 -2013,12,28,5,30,0,0,0,2.4000000000000004,1.7000000000000002,116.88,934,1.7000000000000002 -2013,12,28,6,30,0,0,0,2.7,2.2,104.65,934,2.2 -2013,12,28,7,30,0,0,0,2.9000000000000004,2.6,92.92,933,2.6 -2013,12,28,8,30,26,26,0,3.1,3.4000000000000004,81.84,933,3.1 -2013,12,28,9,30,58,58,0,3.5,5.1000000000000005,72.05,933,3.6 -2013,12,28,10,30,116,116,0,4.2,8,63.910000000000004,932,4.6000000000000005 -2013,12,28,11,30,300,243,108,4.9,11,58.18,931,5.300000000000001 -2013,12,28,12,30,324,264,107,5.300000000000001,12.9,55.63,929,5.4 -2013,12,28,13,30,294,250,81,5.5,13.9,56.69,928,5.1000000000000005 -2013,12,28,14,30,300,220,167,5.300000000000001,14.200000000000001,61.18,927,4.2 -2013,12,28,15,30,372,61,845,4.5,13.600000000000001,68.42,926,3.1 -2013,12,28,16,30,196,46,699,2.8000000000000003,10.8,77.61,925,2.6 -2013,12,28,17,30,25,15,279,1.8,8.6,87.96000000000001,925,2.7 -2013,12,28,18,30,0,0,0,2,6.300000000000001,99.69,925,2.3000000000000003 -2013,12,28,19,30,0,0,0,2.5,5.800000000000001,111.74000000000001,925,2.9000000000000004 -2013,12,28,20,30,0,0,0,3.2,5.5,124.16,925,3.8000000000000003 -2013,12,28,21,30,0,0,0,3.9000000000000004,5,136.79,925,4.7 -2013,12,28,22,30,0,0,0,4.4,4.6000000000000005,149.41,925,4.6000000000000005 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a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_100m.srw b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_100m.srw new file mode 100644 index 000000000..a1a04d5ef --- /dev/null +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_100m.srw @@ -0,0 +1,8765 @@ +1379078,city??,state??,country??,2013,29.2054595947,-94.593170166,Not Available,1,8760 +WIND Toolkit data from NREL downloaded on 2025-8-5 +Temperature,Pressure,Speed,Direction +C,atm,m/s,Degrees +100,100,100,100 +20.1,0.99,12.400,179.6 +20.3,0.99,13.320,183.3 +20.2,0.99,13.250,187.3 +20.2,0.99,13.070,188.0 +20.2,0.99,13.430,187.3 +20.1,0.99,12.300,192.0 +20.4,0.99,11.630,184.2 +19.7,0.99,9.180,182.4 +14.9,0.99,11.510,347.4 +13.5,0.99,12.420,355.4 +12.8,0.99,13.690,5.8 +12.6,0.99,13.340,4.3 +12.3,0.99,13.450,5.3 +12.0,0.99,12.340,7.2 +12.0,0.99,11.260,13.8 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a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw deleted file mode 100644 index cda6d99dd..000000000 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw +++ /dev/null @@ -1,8765 +0,0 @@ -1052613,city??,TX,country??,2013,32.3187141418,-100.181152344,Not Available,1,8760 -WIND Toolkit data from NREL downloaded on 2024-10-21 -Temperature,Pressure,Speed,Direction,Temperature,Pressure,Speed,Direction -C,atm,m/s,Degrees,C,atm,m/s,Degrees -100,100,100,100,120,120,120,120 -10.1,0.91,9.780,300.7,10.2,0.91,10.210,301.8 -3.4,0.91,6.670,11.6,3.8,0.91,6.760,12.0 -2.9,0.91,5.490,18.0,2.8,0.91,5.720,18.7 -3.4,0.91,4.840,19.7,3.3,0.91,4.960,20.5 -3.0,0.91,6.270,22.7,2.9,0.91,6.360,23.3 -2.0,0.91,6.980,7.1,1.8,0.91,7.170,7.5 -0.7,0.91,7.500,4.0,0.6,0.91,7.550,4.1 --0.8,0.91,8.190,3.8,-1.0,0.91,8.400,4.1 --2.5,0.91,8.300,15.3,-2.7,0.91,8.700,15.6 --3.0,0.91,7.710,11.7,-3.2,0.91,7.760,12.1 --2.4,0.91,7.400,11.7,-2.6,0.91,7.430,11.6 --1.3,0.91,6.610,4.2,-1.5,0.91,6.640,4.0 --0.3,0.91,6.930,359.1,-0.5,0.91,6.940,358.8 -0.8,0.91,5.970,354.5,0.6,0.91,6.010,354.1 -1.8,0.91,6.030,354.5,1.6,0.91,6.070,354.0 -2.4,0.91,5.790,356.3,2.2,0.91,5.830,355.9 -2.5,0.91,5.570,358.2,2.3,0.91,5.620,357.9 -2.2,0.91,5.240,3.8,2.0,0.91,5.300,3.4 -1.6,0.91,5.240,0.3,1.5,0.91,5.350,0.9 -1.2,0.91,7.040,4.0,1.1,0.91,7.260,3.6 -0.8,0.91,7.720,2.0,0.7,0.91,7.750,2.7 -0.3,0.91,7.580,5.0,0.2,0.91,7.760,6.2 --0.2,0.91,7.200,16.4,-0.4,0.91,7.430,17.1 --0.8,0.91,7.960,19.0,-1.0,0.91,8.100,20.3 --1.6,0.91,7.340,29.8,-1.7,0.91,7.530,32.1 --2.0,0.91,6.620,33.7,-2.2,0.91,6.790,32.8 --2.5,0.91,6.210,26.3,-2.6,0.91,6.320,24.5 --2.9,0.91,5.090,32.4,-3.0,0.91,5.250,29.8 --3.1,0.91,4.510,29.3,-3.1,0.91,4.750,25.6 --3.1,0.91,4.150,21.4,-3.1,0.91,4.440,19.4 --3.4,0.91,3.050,37.3,-3.4,0.91,3.360,33.6 --3.4,0.91,2.520,25.6,-3.4,0.91,2.840,24.3 --3.3,0.91,2.520,13.8,-3.3,0.91,2.810,15.0 --3.0,0.91,1.780,354.6,-3.0,0.91,2.180,358.3 --1.5,0.91,1.810,342.4,-1.7,0.91,1.830,340.8 --0.0,0.91,2.230,338.5,-0.2,0.91,2.240,337.4 -1.5,0.91,2.550,334.9,1.3,0.91,2.560,334.7 -2.6,0.91,3.020,328.8,2.4,0.91,3.030,329.5 -3.7,0.91,2.980,342.7,3.5,0.91,3.010,342.5 -4.3,0.91,3.410,357.6,4.1,0.91,3.420,356.6 -4.5,0.91,3.800,7.0,4.3,0.91,3.790,6.0 -4.4,0.91,3.570,5.2,4.2,0.91,3.570,5.3 -3.9,0.91,3.690,40.3,3.8,0.91,3.710,39.1 -3.4,0.91,3.360,45.7,3.3,0.91,3.650,45.0 -2.9,0.91,3.150,52.3,2.9,0.91,3.510,51.0 -2.7,0.91,2.890,39.3,2.7,0.91,3.240,39.6 -2.3,0.91,3.270,41.9,2.4,0.91,3.610,42.8 -1.9,0.91,3.260,49.6,2.0,0.91,3.630,49.2 -2.2,0.91,3.320,41.0,2.2,0.91,3.680,40.0 -2.2,0.92,3.590,35.1,2.3,0.92,4.010,35.6 -1.9,0.92,3.720,32.2,2.0,0.92,4.170,33.4 -1.2,0.92,4.270,33.6,1.3,0.92,4.730,34.4 --0.1,0.92,4.800,17.5,-0.0,0.92,5.050,19.6 --0.5,0.92,5.770,24.5,-0.3,0.92,6.090,26.4 --1.2,0.92,6.420,29.1,-1.1,0.92,6.870,30.8 --2.0,0.92,6.810,34.0,-1.9,0.92,7.110,37.4 --2.5,0.92,6.930,38.6,-2.3,0.92,7.290,41.5 --2.5,0.92,6.220,34.5,-2.4,0.92,6.870,36.0 --1.4,0.92,5.530,32.5,-1.6,0.92,5.660,32.6 --0.1,0.92,6.140,35.4,-0.3,0.92,6.210,35.3 -1.1,0.92,6.120,36.7,0.9,0.92,6.170,36.5 -1.9,0.92,5.350,32.5,1.7,0.92,5.390,32.4 -2.4,0.92,5.260,36.1,2.2,0.92,5.300,36.1 -2.6,0.92,4.510,32.1,2.5,0.92,4.540,32.3 -2.7,0.92,4.160,30.2,2.5,0.92,4.180,30.4 -2.7,0.92,4.030,41.0,2.5,0.92,4.070,41.2 -2.5,0.92,3.990,61.4,2.3,0.92,4.010,60.6 -2.3,0.92,3.840,61.6,2.2,0.92,3.780,60.9 -2.1,0.92,2.540,55.8,2.0,0.92,2.750,55.9 -1.8,0.92,2.340,70.1,1.7,0.92,2.580,71.0 -1.6,0.92,1.710,60.6,1.5,0.92,1.960,64.3 -1.3,0.92,1.660,71.5,1.2,0.92,1.890,73.8 -1.1,0.92,1.190,92.3,1.1,0.92,1.450,91.6 -1.0,0.92,0.700,94.3,0.9,0.92,0.940,90.8 -1.0,0.92,1.330,174.2,0.8,0.92,1.390,164.5 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-6.6,0.92,8.850,358.1,6.6,0.92,9.010,359.0 -4.2,0.92,11.970,13.8,4.0,0.92,12.660,16.4 -2.9,0.92,11.900,14.0,2.9,0.92,12.480,17.3 -2.1,0.92,11.640,13.2,2.1,0.92,12.100,17.4 -1.7,0.92,11.020,14.6,1.7,0.92,11.290,18.7 -1.4,0.92,10.820,14.5,1.5,0.92,11.190,18.4 -1.3,0.92,10.730,17.1,1.4,0.92,11.070,20.8 -1.1,0.92,10.350,17.6,1.1,0.92,10.660,21.1 -1.0,0.92,10.090,18.8,1.1,0.92,10.210,21.9 -0.6,0.92,8.010,17.1,0.7,0.92,8.540,19.4 -1.3,0.92,6.020,16.6,1.2,0.92,6.170,17.3 -2.8,0.92,5.490,21.7,2.6,0.92,5.510,21.8 -4.2,0.92,4.910,24.0,4.0,0.92,4.930,23.9 -5.3,0.92,4.140,26.7,5.1,0.92,4.150,26.8 -6.4,0.92,3.790,29.3,6.2,0.92,3.810,29.5 -7.1,0.92,2.990,35.1,6.9,0.92,3.000,35.1 -7.3,0.92,3.060,50.5,7.1,0.92,3.050,50.1 -7.0,0.92,2.890,58.4,6.8,0.92,2.810,58.9 -6.6,0.92,3.110,72.4,6.5,0.92,3.100,71.8 -6.4,0.92,2.700,88.4,6.3,0.92,2.640,89.9 -6.1,0.92,3.180,95.2,6.0,0.92,3.230,95.8 -6.2,0.92,3.740,117.7,6.1,0.92,3.900,119.8 -5.8,0.92,4.470,134.7,5.7,0.92,4.440,135.0 -5.6,0.91,5.980,146.7,5.5,0.91,6.070,148.5 -5.5,0.91,7.570,160.3,5.5,0.91,7.650,160.8 -5.2,0.91,9.000,166.4,5.2,0.91,9.210,167.1 -4.6,0.91,9.720,168.4,4.8,0.91,9.970,168.6 -4.4,0.91,10.230,170.4,4.7,0.91,10.540,170.3 -4.2,0.91,10.210,171.1,4.5,0.91,10.560,171.0 -3.9,0.91,10.070,174.8,4.3,0.91,10.430,173.9 -3.4,0.91,10.240,174.2,3.8,0.91,10.670,173.2 -3.2,0.91,10.110,172.9,3.7,0.91,10.620,172.2 -3.1,0.91,9.620,171.4,3.5,0.91,10.060,170.6 -2.4,0.91,8.960,173.0,2.9,0.91,9.700,172.5 -3.0,0.91,7.170,172.1,3.0,0.91,7.900,171.1 -4.2,0.91,6.440,168.2,4.0,0.91,6.530,168.0 -5.1,0.91,6.170,168.8,4.9,0.91,6.230,168.8 -6.3,0.91,6.490,167.9,6.1,0.91,6.550,167.8 -7.3,0.91,6.150,165.3,7.1,0.91,6.210,165.2 -7.8,0.91,5.990,157.8,7.6,0.91,6.060,157.8 -7.8,0.91,6.450,155.7,7.6,0.91,6.520,155.8 -7.4,0.91,6.360,151.1,7.2,0.91,6.560,151.2 -6.9,0.91,5.600,147.4,6.7,0.91,6.090,148.6 -6.3,0.91,7.530,146.1,6.2,0.91,7.990,146.7 -6.1,0.91,9.330,145.9,6.0,0.91,9.920,146.3 -5.9,0.91,10.050,152.1,5.8,0.91,10.720,152.4 -5.7,0.91,10.070,154.8,5.6,0.91,10.770,154.9 -5.2,0.91,9.370,153.9,5.2,0.91,10.260,154.4 -4.9,0.91,9.880,158.5,4.9,0.91,10.810,159.4 -4.7,0.91,10.480,164.9,4.7,0.91,11.340,166.1 -4.2,0.91,9.550,168.0,4.3,0.91,10.460,169.6 -3.7,0.91,8.920,167.6,3.8,0.91,9.750,169.6 -3.9,0.91,9.240,176.3,4.0,0.91,9.730,178.2 -5.0,0.91,7.800,186.9,5.3,0.91,8.380,187.4 -4.5,0.91,6.230,173.8,4.7,0.91,6.780,174.2 -5.0,0.91,5.390,165.0,5.3,0.91,5.820,165.3 -5.0,0.91,3.720,152.5,5.2,0.91,4.030,154.3 -4.3,0.91,3.070,132.1,4.4,0.91,3.530,137.3 -4.7,0.91,3.020,116.5,5.0,0.91,3.430,120.5 -4.7,0.91,3.150,98.0,4.8,0.91,3.560,103.7 -3.9,0.91,3.110,83.0,4.1,0.91,3.410,88.7 -4.1,0.91,4.050,78.4,4.3,0.91,4.610,82.8 -4.2,0.91,3.710,73.2,4.4,0.91,4.350,80.0 -4.0,0.91,4.220,61.5,4.0,0.91,4.590,67.3 -3.7,0.91,3.970,46.2,3.6,0.91,4.210,50.3 -3.6,0.91,4.570,46.4,3.6,0.91,4.900,49.2 -3.7,0.91,4.640,37.4,3.7,0.91,4.920,40.4 -3.7,0.91,5.400,41.0,3.6,0.91,5.600,42.6 -3.7,0.91,7.110,37.4,3.6,0.91,7.330,38.6 -3.6,0.91,7.980,36.2,3.5,0.91,8.120,37.4 -3.5,0.91,7.990,37.4,3.3,0.91,8.180,37.9 -3.5,0.91,8.880,32.4,3.4,0.91,9.270,33.4 -3.5,0.91,9.180,29.1,3.5,0.91,9.640,30.2 -3.7,0.91,9.380,30.2,3.7,0.91,9.860,31.4 -3.9,0.91,8.990,34.7,3.8,0.91,9.390,35.5 -4.0,0.91,9.220,21.4,4.0,0.91,9.590,23.4 -4.1,0.91,10.750,24.9,4.1,0.91,11.250,26.5 -4.2,0.91,8.770,29.6,4.1,0.91,9.140,29.9 -4.0,0.91,8.760,21.3,4.0,0.91,9.140,22.0 -3.9,0.91,9.460,23.4,3.8,0.91,9.920,23.6 -4.1,0.91,8.990,18.9,4.0,0.91,9.450,19.4 -3.7,0.91,10.210,23.1,3.5,0.91,10.630,23.8 -3.6,0.91,10.400,17.2,3.4,0.91,10.760,18.3 -3.3,0.91,7.680,18.1,3.1,0.91,7.930,18.8 -2.6,0.91,8.510,6.7,2.4,0.91,8.760,8.1 -2.3,0.91,10.140,8.3,2.2,0.91,10.530,9.7 -2.5,0.91,10.130,11.7,2.4,0.91,10.590,12.6 -2.7,0.91,10.120,16.3,2.6,0.91,10.610,17.6 -2.9,0.91,11.070,14.4,2.8,0.91,11.660,15.6 -3.1,0.91,9.630,21.2,3.0,0.91,10.100,22.2 -3.5,0.91,9.830,31.8,3.4,0.91,10.230,32.4 -3.7,0.91,8.160,23.8,3.6,0.91,8.530,24.5 -3.9,0.91,7.070,22.8,3.8,0.91,7.360,23.4 -4.0,0.91,6.400,7.4,3.9,0.91,6.660,8.6 -4.0,0.91,5.600,12.5,3.9,0.91,5.900,13.3 -4.1,0.91,4.580,4.0,4.1,0.91,4.770,7.8 -4.2,0.91,3.250,340.7,4.2,0.91,3.250,348.0 -4.7,0.91,3.380,357.9,5.0,0.91,3.130,2.2 -3.9,0.91,4.280,354.3,4.0,0.91,4.000,357.2 -4.4,0.91,2.810,322.9,4.6,0.91,2.680,325.3 -4.8,0.91,1.810,336.7,5.0,0.91,1.600,331.3 -6.0,0.91,1.970,241.9,6.1,0.91,2.140,232.6 -5.9,0.91,2.750,242.4,6.0,0.91,2.840,236.4 -5.4,0.91,5.050,249.3,5.5,0.91,5.340,247.9 -4.9,0.91,5.640,263.3,5.0,0.91,6.010,265.5 -5.1,0.91,4.970,288.9,5.0,0.91,5.500,289.0 -5.6,0.91,4.270,263.7,5.5,0.91,4.790,266.0 -6.7,0.91,6.000,259.2,6.5,0.91,6.050,259.7 -7.5,0.91,5.310,276.4,7.3,0.91,5.380,276.4 -9.3,0.91,5.940,276.7,9.1,0.91,6.060,276.5 -9.9,0.91,6.920,268.9,9.7,0.91,7.000,268.9 -10.2,0.91,5.790,264.2,10.0,0.91,5.880,264.3 -10.7,0.91,5.520,246.8,10.5,0.91,5.610,246.9 -10.8,0.90,6.650,238.0,10.6,0.90,6.850,238.3 -10.8,0.90,6.580,232.9,10.7,0.90,6.730,232.8 -11.2,0.90,9.280,226.2,11.1,0.90,9.520,226.4 -11.8,0.90,11.150,216.2,11.9,0.90,11.390,216.8 -10.5,0.90,12.670,216.0,10.7,0.90,13.220,219.3 -11.4,0.90,13.400,222.1,11.7,0.90,13.790,223.1 -11.6,0.90,13.840,215.6,12.2,0.90,14.530,215.7 -11.0,0.90,14.590,212.5,11.4,0.90,15.760,215.2 -9.6,0.90,16.710,215.8,10.0,0.90,17.930,217.7 -10.9,0.90,19.540,215.3,11.2,0.90,20.540,215.4 -11.3,0.90,19.370,210.4,11.5,0.90,20.420,210.2 -9.7,0.90,19.010,201.8,10.0,0.90,20.160,202.7 -9.7,0.90,18.720,202.3,10.1,0.90,20.050,203.1 -9.1,0.90,18.640,201.0,9.3,0.90,19.970,202.1 -8.5,0.90,17.890,201.0,8.8,0.90,19.260,202.2 -8.3,0.90,17.210,200.2,8.5,0.90,18.340,201.0 -9.3,0.90,17.990,202.3,9.4,0.90,18.730,202.9 -10.1,0.90,16.470,202.8,10.0,0.90,17.270,203.4 -11.6,0.90,12.870,202.4,11.5,0.90,13.080,202.9 -13.3,0.90,11.630,201.7,13.1,0.90,11.740,202.0 -14.9,0.90,10.200,203.2,14.7,0.90,10.320,203.5 -16.1,0.90,11.080,204.9,16.0,0.90,11.170,205.1 -17.5,0.90,9.630,205.9,17.3,0.90,9.760,206.2 -17.4,0.90,8.610,199.8,17.2,0.90,8.780,200.2 -16.9,0.90,9.880,198.9,16.8,0.90,10.520,200.8 -16.7,0.90,12.630,201.6,16.6,0.90,13.330,202.2 -16.0,0.90,11.680,197.1,16.0,0.90,12.250,198.7 -15.3,0.90,11.130,196.3,15.3,0.90,11.860,198.0 -14.8,0.90,10.670,201.7,14.8,0.90,11.340,203.6 -14.3,0.90,9.410,205.8,14.4,0.90,10.010,207.7 -14.1,0.90,7.940,215.5,14.2,0.90,8.260,219.2 -14.7,0.90,5.490,255.0,14.9,0.90,5.820,267.9 -13.1,0.90,6.930,328.9,13.2,0.90,7.190,326.1 -12.8,0.90,8.050,348.3,12.7,0.90,8.340,350.7 -10.1,0.90,10.410,10.1,9.9,0.90,10.640,10.5 -8.4,0.90,7.790,18.1,8.3,0.90,8.020,18.8 -7.4,0.90,7.340,29.2,7.2,0.90,7.540,29.4 -6.4,0.90,8.530,29.4,6.3,0.90,8.990,29.3 -6.0,0.90,9.190,22.0,5.8,0.90,9.630,23.0 -5.8,0.90,9.450,28.5,5.6,0.90,9.880,29.2 -5.4,0.90,10.320,32.8,5.2,0.90,10.640,33.1 -5.0,0.90,9.560,23.7,4.9,0.90,9.650,23.9 -5.1,0.90,9.570,32.9,5.0,0.90,9.630,33.0 -5.7,0.90,8.610,22.0,5.5,0.90,8.670,22.1 -6.1,0.90,8.470,14.8,5.9,0.90,8.510,14.9 -6.3,0.90,7.680,11.0,6.1,0.90,7.720,10.8 -6.7,0.90,7.920,12.3,6.5,0.90,7.960,12.2 -6.6,0.90,8.120,16.8,6.4,0.90,8.180,16.6 -6.1,0.90,8.090,19.4,5.9,0.90,8.150,19.4 -5.0,0.90,8.960,23.6,4.9,0.90,9.290,23.4 -3.6,0.90,9.880,19.1,3.4,0.90,10.390,19.4 -2.4,0.90,9.680,18.0,2.3,0.90,10.140,18.4 -1.3,0.90,9.250,30.0,1.1,0.90,9.820,29.5 --0.5,0.90,11.410,30.0,-0.7,0.90,11.670,29.0 --1.6,0.90,10.850,29.9,-1.8,0.90,11.460,29.9 --2.5,0.91,10.580,27.9,-2.6,0.91,11.200,28.5 --3.2,0.91,11.090,26.0,-3.4,0.91,11.670,27.0 --3.9,0.91,11.090,28.0,-4.1,0.91,11.630,28.6 --4.3,0.91,10.350,26.4,-4.5,0.91,10.770,26.6 --4.4,0.91,8.390,17.1,-4.6,0.91,8.680,16.7 --4.8,0.91,8.640,9.2,-5.0,0.91,8.750,9.3 --5.2,0.91,9.160,5.2,-5.4,0.91,9.270,5.3 --5.4,0.91,9.230,13.7,-5.6,0.91,9.360,13.8 --5.5,0.91,8.850,13.7,-5.7,0.91,8.990,13.9 --5.2,0.91,7.750,13.5,-5.4,0.91,7.800,13.5 --4.4,0.91,8.340,15.3,-4.5,0.91,8.390,15.2 --3.5,0.91,8.490,18.1,-3.7,0.91,8.530,17.9 --2.5,0.91,7.890,19.6,-2.7,0.91,7.940,19.6 --1.6,0.91,7.230,21.4,-1.8,0.91,7.270,21.4 --0.8,0.91,6.930,21.2,-1.1,0.91,6.970,21.2 --0.5,0.91,6.620,26.5,-0.7,0.91,6.660,26.4 --0.4,0.91,6.890,32.3,-0.6,0.91,6.940,32.2 --0.8,0.91,6.790,35.4,-1.0,0.91,6.870,35.4 --1.2,0.91,7.820,30.7,-1.4,0.91,7.780,31.3 --1.8,0.91,8.080,46.0,-1.9,0.91,8.490,47.1 --2.4,0.91,9.730,50.9,-2.4,0.91,10.080,51.7 --3.2,0.91,8.620,50.9,-3.3,0.91,9.130,51.8 --3.6,0.91,8.980,48.9,-3.7,0.91,9.590,49.6 --4.0,0.91,9.330,50.9,-4.2,0.91,9.820,52.1 --4.6,0.91,9.590,53.9,-4.8,0.91,10.080,55.1 --5.1,0.91,9.440,54.8,-5.3,0.91,9.870,55.8 --5.6,0.91,8.890,54.2,-5.8,0.91,9.170,55.0 --6.0,0.91,8.520,53.7,-6.2,0.91,8.830,54.5 --6.3,0.91,7.670,47.1,-6.4,0.91,7.950,47.9 --6.6,0.91,6.960,39.2,-6.8,0.91,7.100,40.3 --7.0,0.91,7.080,40.0,-7.2,0.91,7.220,40.9 --7.3,0.91,6.930,35.5,-7.5,0.91,7.180,36.8 --7.7,0.91,7.250,33.2,-7.9,0.91,7.470,34.5 --7.5,0.91,6.930,36.5,-7.7,0.91,6.950,37.0 --6.7,0.91,6.910,39.7,-6.9,0.91,6.930,39.9 --5.5,0.91,6.960,41.4,-5.7,0.91,6.990,41.6 --4.3,0.91,6.700,44.0,-4.5,0.91,6.720,44.2 --3.1,0.91,6.500,46.9,-3.3,0.91,6.520,47.2 --2.4,0.91,6.360,48.2,-2.6,0.91,6.380,48.6 --1.9,0.91,6.100,48.5,-2.1,0.91,6.130,48.9 --1.8,0.91,6.350,47.9,-1.9,0.91,6.390,48.4 --1.9,0.91,6.430,53.0,-2.0,0.91,6.570,53.5 --2.4,0.91,7.960,55.4,-2.5,0.91,7.880,55.2 --2.8,0.91,8.160,57.4,-2.9,0.91,8.460,58.8 --3.5,0.91,8.060,58.6,-3.5,0.91,8.510,58.7 --3.5,0.91,7.990,55.4,-3.5,0.91,8.150,55.7 --3.6,0.91,7.690,54.9,-3.6,0.91,8.070,54.5 --4.0,0.91,6.940,54.1,-3.8,0.91,7.460,54.3 --4.2,0.91,6.060,54.4,-4.0,0.91,6.620,55.0 --4.7,0.91,5.380,46.4,-4.5,0.91,5.780,48.6 --4.7,0.91,5.070,45.5,-4.5,0.91,5.470,48.3 --5.5,0.91,5.120,35.8,-5.5,0.91,5.330,41.4 --5.9,0.91,5.300,23.7,-5.8,0.91,5.440,30.0 --6.3,0.91,4.990,25.1,-6.1,0.91,5.270,31.3 --6.3,0.91,5.530,13.8,-6.2,0.91,5.890,18.7 --6.7,0.91,6.270,4.9,-6.8,0.91,6.560,7.0 --7.0,0.91,6.250,8.0,-7.0,0.91,6.610,10.5 --6.6,0.91,6.330,10.4,-6.8,0.91,6.410,10.7 --5.5,0.91,5.710,10.1,-5.7,0.91,5.740,10.3 --4.0,0.91,6.870,7.0,-4.2,0.91,6.910,7.1 --2.7,0.91,7.640,4.0,-2.9,0.91,7.700,4.2 --1.8,0.91,7.310,2.7,-2.0,0.91,7.360,2.9 --1.0,0.91,7.540,0.8,-1.2,0.91,7.620,0.7 --0.6,0.91,7.550,358.7,-0.8,0.91,7.640,358.4 --0.5,0.91,8.300,355.4,-0.7,0.91,8.350,355.4 --0.8,0.91,7.700,349.9,-0.9,0.91,7.900,350.1 --0.9,0.91,8.530,351.4,-1.1,0.91,8.500,351.6 --1.1,0.91,7.620,352.9,-1.2,0.91,7.810,353.2 --1.2,0.91,7.530,357.5,-1.3,0.91,7.730,356.9 --1.2,0.91,6.960,358.1,-1.4,0.91,7.170,358.3 --1.3,0.91,6.590,353.4,-1.5,0.91,6.770,352.9 --1.4,0.91,6.690,343.1,-1.5,0.91,6.990,344.0 --1.2,0.91,6.790,341.2,-1.3,0.91,6.960,342.6 --1.0,0.91,6.500,335.8,-1.1,0.91,6.590,337.6 --0.9,0.91,6.210,326.0,-0.9,0.91,6.460,328.9 --1.4,0.91,5.360,311.1,-1.2,0.91,5.650,315.2 --1.2,0.91,5.790,298.9,-1.2,0.91,5.790,301.1 --1.7,0.91,7.740,298.7,-1.6,0.91,7.740,301.4 --1.9,0.91,9.030,302.7,-1.7,0.91,8.910,306.2 --1.3,0.91,8.740,306.4,-1.1,0.91,8.640,309.2 --1.3,0.91,9.420,295.4,-1.1,0.91,9.080,298.9 --1.0,0.91,8.270,289.5,-0.7,0.91,8.830,291.8 -0.4,0.91,6.210,281.9,0.2,0.91,6.490,282.6 -1.4,0.91,7.410,291.3,1.2,0.91,7.500,291.5 -2.9,0.91,7.620,299.8,2.8,0.91,7.720,300.0 -4.3,0.91,8.490,304.8,4.1,0.91,8.610,304.9 -5.3,0.91,8.810,310.6,5.1,0.91,8.960,310.6 -6.4,0.91,9.160,306.1,6.2,0.91,9.320,306.3 -6.8,0.91,9.820,326.3,6.6,0.91,10.030,326.2 -7.3,0.91,8.900,322.6,7.1,0.91,9.240,322.4 -7.8,0.91,11.690,322.1,7.7,0.91,12.290,322.6 -7.7,0.91,10.740,329.5,7.7,0.91,11.260,332.0 -8.2,0.91,11.650,334.1,8.2,0.91,11.830,335.6 -8.2,0.91,11.510,335.7,8.1,0.91,11.500,337.0 -8.8,0.91,13.760,339.0,8.8,0.91,13.980,340.7 -8.2,0.91,13.390,343.2,8.4,0.91,13.620,347.4 -7.4,0.91,12.570,340.0,7.9,0.91,12.890,345.7 -6.9,0.92,12.070,341.2,7.4,0.92,12.570,347.1 -7.9,0.92,11.420,348.5,8.2,0.92,11.620,353.4 -7.6,0.92,10.750,345.3,7.9,0.92,10.750,349.3 -7.4,0.92,11.330,345.5,7.7,0.92,11.410,348.9 -6.2,0.92,11.260,347.4,6.5,0.92,11.680,351.7 -6.0,0.92,12.460,355.2,6.2,0.92,12.750,359.2 -5.1,0.92,11.870,3.6,5.3,0.92,12.260,7.8 -4.3,0.92,10.420,0.4,4.4,0.92,10.720,5.1 -3.9,0.92,8.230,357.2,3.9,0.92,8.660,359.8 -4.1,0.92,7.720,356.9,4.0,0.92,8.100,358.3 -5.1,0.92,6.710,8.8,5.0,0.92,6.760,8.9 -6.5,0.92,6.060,9.5,6.3,0.92,6.090,9.7 -7.5,0.92,5.690,9.0,7.3,0.92,5.710,9.2 -8.3,0.92,5.200,11.7,8.1,0.92,5.230,11.6 -8.8,0.92,4.780,17.2,8.6,0.92,4.790,16.8 -9.0,0.92,3.970,23.9,8.8,0.92,3.970,23.9 -8.9,0.92,4.230,26.5,8.7,0.92,4.250,26.8 -8.2,0.92,4.460,48.1,8.0,0.92,4.460,47.2 -8.0,0.92,4.060,42.3,8.0,0.92,4.280,43.0 -7.6,0.92,2.660,48.0,7.6,0.92,3.020,47.3 -7.6,0.92,3.040,58.5,7.6,0.92,3.330,57.8 -7.8,0.92,2.310,70.6,7.8,0.92,2.570,68.8 -7.9,0.92,2.450,88.4,7.9,0.92,2.610,84.5 -7.8,0.92,2.710,104.1,7.8,0.92,2.710,103.5 -8.1,0.92,3.290,133.5,8.0,0.92,3.330,136.8 -8.1,0.92,3.380,149.2,8.1,0.92,3.310,151.9 -7.9,0.92,4.730,159.0,8.0,0.92,4.620,161.4 -7.8,0.92,6.390,165.2,8.0,0.92,6.220,166.2 -7.7,0.92,7.500,173.8,8.0,0.92,7.280,174.0 -7.9,0.92,7.840,179.9,8.1,0.92,7.650,180.0 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-20.0,0.90,15.560,211.0,19.9,0.90,16.550,211.2 -18.8,0.90,15.550,211.6,18.8,0.90,16.640,212.0 -18.3,0.90,15.800,214.1,18.3,0.90,16.720,214.5 -18.1,0.90,14.450,216.7,18.2,0.90,15.370,217.3 -17.9,0.90,15.530,220.6,18.1,0.90,16.710,221.4 -17.9,0.90,14.370,223.9,18.0,0.90,15.540,224.7 -17.8,0.90,13.020,228.2,18.1,0.90,14.230,230.4 -17.6,0.90,11.520,228.7,17.9,0.90,12.420,233.0 -17.4,0.90,11.540,231.2,17.7,0.90,12.160,238.1 -18.8,0.90,16.140,264.1,19.1,0.90,17.780,267.4 -17.9,0.90,16.450,273.8,18.2,0.90,18.170,276.4 -16.8,0.90,13.840,270.6,17.0,0.90,15.440,273.5 -17.4,0.90,11.440,279.5,17.3,0.90,12.120,279.9 -17.5,0.90,8.830,282.0,17.4,0.90,9.020,282.2 -18.6,0.90,7.070,300.8,18.4,0.90,7.160,300.7 -20.0,0.90,7.010,295.1,19.8,0.90,7.110,295.2 -20.6,0.91,7.130,299.0,20.4,0.91,7.220,298.9 -21.5,0.91,7.810,285.3,21.3,0.91,7.900,285.3 -22.1,0.91,6.990,290.6,21.9,0.91,7.090,290.6 -22.4,0.91,5.820,282.9,22.3,0.91,5.970,283.2 -22.3,0.91,7.290,299.4,22.1,0.91,7.450,299.1 -22.1,0.91,6.890,292.8,21.9,0.91,6.900,292.1 -22.0,0.91,5.980,298.6,21.8,0.91,5.720,298.1 -21.9,0.91,4.700,304.0,21.9,0.91,4.880,303.5 -21.8,0.91,4.890,306.6,21.9,0.91,5.030,308.3 -20.9,0.91,4.510,331.4,21.0,0.91,4.770,334.0 -17.7,0.91,5.250,32.4,17.7,0.91,5.330,34.4 -17.2,0.91,8.130,86.1,17.2,0.91,8.900,87.2 -14.7,0.91,8.280,75.6,14.7,0.91,9.290,78.0 -13.4,0.91,9.070,69.3,13.4,0.91,10.400,74.7 -12.1,0.91,9.040,65.2,12.0,0.91,9.970,71.3 -11.3,0.91,8.250,62.4,11.3,0.91,8.800,67.2 -10.7,0.91,8.250,59.9,10.7,0.91,8.640,63.6 -10.3,0.91,8.140,57.0,10.3,0.91,8.520,60.8 -9.7,0.91,7.980,56.7,9.7,0.91,8.350,60.2 -9.2,0.91,7.740,54.4,9.2,0.91,8.110,58.3 -9.0,0.91,6.420,59.5,8.9,0.91,7.040,62.1 -9.9,0.91,6.150,60.2,9.7,0.91,6.180,60.9 -11.1,0.91,6.010,62.3,10.9,0.91,6.030,62.9 -12.5,0.91,5.940,61.8,12.3,0.91,5.980,62.3 -13.5,0.91,5.890,61.9,13.3,0.91,5.920,62.2 -14.3,0.91,5.740,60.8,14.2,0.91,5.780,61.1 -15.0,0.91,5.550,65.9,14.8,0.91,5.600,66.1 -15.1,0.91,5.510,66.8,14.9,0.91,5.550,67.1 -15.0,0.91,5.580,67.2,14.8,0.91,5.710,67.8 -14.7,0.91,5.960,77.7,14.5,0.91,6.330,79.4 -14.3,0.91,6.940,77.5,14.2,0.91,7.480,79.0 -13.8,0.91,6.750,93.1,13.6,0.91,7.200,94.4 -13.3,0.91,7.950,112.3,13.2,0.91,8.590,112.2 -13.0,0.91,7.610,117.7,12.9,0.91,8.600,117.8 -12.7,0.91,8.560,119.2,12.7,0.91,9.630,119.9 -12.4,0.91,7.110,122.7,12.3,0.91,8.460,124.3 -12.3,0.91,9.910,128.3,12.2,0.91,10.790,129.4 -12.3,0.91,11.130,133.1,12.3,0.91,11.830,135.4 -12.2,0.91,11.380,146.8,12.3,0.91,11.940,148.3 -12.0,0.91,11.540,153.2,12.1,0.91,12.100,154.3 -11.7,0.91,11.340,162.2,11.8,0.91,11.620,163.6 -11.3,0.91,11.330,162.4,11.5,0.91,11.700,163.5 -11.1,0.91,12.070,164.9,11.3,0.91,12.530,165.6 -10.5,0.91,12.270,165.4,10.7,0.91,12.710,166.2 -10.5,0.91,11.990,171.7,10.4,0.91,12.180,171.7 -11.7,0.91,10.340,174.6,11.5,0.91,10.550,174.6 -12.7,0.91,9.710,173.5,12.5,0.91,9.800,173.7 -13.7,0.91,8.770,174.3,13.5,0.91,8.840,174.5 -15.2,0.91,8.700,171.8,15.0,0.91,8.780,172.0 -15.8,0.91,8.920,169.0,15.6,0.91,9.000,169.2 -16.3,0.91,9.490,174.1,16.1,0.91,9.590,174.2 -16.3,0.91,10.970,171.9,16.1,0.91,11.090,172.1 -16.4,0.91,11.170,173.4,16.2,0.91,11.390,173.4 -16.0,0.91,13.090,166.8,15.9,0.91,13.570,166.8 -15.8,0.91,14.340,166.7,15.7,0.91,14.990,166.8 -15.2,0.90,15.460,165.5,15.1,0.90,16.120,165.6 -14.3,0.90,17.180,166.6,14.2,0.90,17.920,166.5 -13.7,0.90,18.040,170.5,13.7,0.90,18.760,170.7 -13.4,0.90,18.060,175.8,13.4,0.90,18.730,176.2 -13.4,0.90,16.980,180.2,13.3,0.90,17.540,180.3 -13.2,0.90,16.530,181.2,13.1,0.90,17.040,181.4 -12.6,0.90,16.670,180.7,12.6,0.90,17.240,181.2 -12.3,0.90,16.730,182.9,12.3,0.90,17.250,183.6 -12.3,0.90,16.540,186.2,12.3,0.90,17.050,186.8 -12.3,0.90,16.430,187.8,12.3,0.90,16.970,188.6 -12.2,0.90,15.670,191.9,12.0,0.90,16.040,192.3 -12.9,0.90,15.830,194.2,12.8,0.90,16.260,194.5 -13.4,0.90,15.200,195.5,13.2,0.90,15.630,195.8 -13.7,0.90,15.030,196.0,13.6,0.90,15.710,196.8 -14.0,0.90,14.740,197.8,13.9,0.90,15.350,198.3 -14.8,0.90,15.200,198.3,14.6,0.90,15.500,198.9 -15.6,0.90,14.170,202.7,15.4,0.90,14.340,203.0 -16.9,0.90,13.660,196.2,16.6,0.90,13.770,196.6 -18.1,0.90,12.990,194.5,17.9,0.90,13.130,194.8 -19.4,0.90,13.120,200.0,19.2,0.90,13.290,200.0 -19.2,0.90,13.930,195.3,19.0,0.90,14.080,195.4 -18.5,0.90,13.370,189.7,18.3,0.90,13.590,189.8 -17.8,0.90,14.420,190.2,17.6,0.90,15.010,190.3 -17.3,0.90,15.710,192.2,17.1,0.90,16.220,192.3 -17.2,0.90,15.850,192.6,17.0,0.90,16.290,192.8 -17.0,0.90,15.950,192.1,16.9,0.90,16.370,192.2 -16.9,0.90,13.990,185.9,16.7,0.90,14.420,186.0 -16.5,0.90,15.170,190.5,16.4,0.90,15.640,190.8 -15.9,0.90,14.330,187.8,15.8,0.90,14.750,188.0 -16.1,0.90,13.900,191.2,16.0,0.90,14.270,191.3 -16.6,0.90,15.630,191.8,16.4,0.90,16.130,192.1 -16.5,0.90,13.630,188.9,16.3,0.90,14.050,189.1 -16.9,0.90,14.520,191.6,16.7,0.90,14.960,191.8 -16.6,0.90,14.250,192.6,16.5,0.90,14.660,193.1 -16.6,0.90,13.050,190.0,16.4,0.90,13.380,190.4 -16.7,0.91,13.050,191.6,16.5,0.91,13.410,192.0 -16.9,0.91,12.030,193.2,16.8,0.91,12.430,193.8 -17.2,0.91,11.890,198.3,17.1,0.91,12.320,199.1 -17.7,0.91,10.010,200.6,17.6,0.91,10.150,201.3 -18.1,0.91,9.410,203.5,17.9,0.91,9.570,204.3 -19.8,0.91,8.300,212.9,19.6,0.91,8.420,213.3 -20.2,0.91,6.710,200.7,20.0,0.91,6.830,201.1 -21.5,0.91,6.550,218.5,21.3,0.91,6.660,218.3 -21.7,0.91,5.690,196.2,21.5,0.91,5.720,196.3 -22.3,0.91,4.100,236.8,22.1,0.91,4.150,236.0 -22.2,0.91,2.780,254.7,22.0,0.91,2.810,253.1 -21.8,0.91,4.560,11.9,21.6,0.91,4.580,11.7 -18.5,0.91,8.050,27.8,18.4,0.91,8.440,27.4 -11.6,0.91,14.930,22.3,11.4,0.91,15.050,22.6 -8.0,0.91,12.880,31.0,7.8,0.91,13.010,30.7 -6.7,0.91,12.790,29.6,6.5,0.91,12.910,29.4 -4.8,0.91,12.950,32.9,4.7,0.91,13.050,32.5 -3.8,0.91,14.220,26.5,3.6,0.91,14.370,26.4 -2.4,0.92,14.310,23.4,2.2,0.92,14.440,23.5 -1.2,0.92,13.990,20.7,1.0,0.92,14.120,20.7 -0.3,0.92,15.230,20.9,0.1,0.92,15.410,21.0 --0.2,0.92,14.550,19.1,-0.4,0.92,14.710,19.2 --0.8,0.92,14.680,21.2,-1.0,0.92,14.840,21.1 --1.8,0.92,14.090,15.4,-2.0,0.92,14.250,15.6 --2.8,0.92,14.650,10.8,-3.0,0.92,14.820,11.0 --3.1,0.92,13.680,18.2,-3.3,0.92,13.820,18.2 --3.6,0.92,14.030,19.3,-3.8,0.92,14.220,19.2 --4.1,0.92,13.620,18.0,-4.3,0.92,13.790,17.9 --4.3,0.92,13.580,15.7,-4.5,0.92,13.750,15.6 --4.6,0.92,14.790,13.8,-4.8,0.92,14.940,13.9 --4.3,0.92,11.920,12.6,-4.5,0.92,12.040,12.6 --4.4,0.92,11.770,14.8,-4.6,0.92,11.880,14.7 --4.4,0.92,12.300,14.1,-4.6,0.92,12.440,14.2 --4.4,0.92,11.360,9.3,-4.6,0.92,11.480,9.4 --4.5,0.92,11.210,15.2,-4.7,0.92,11.330,15.1 --4.4,0.92,10.400,10.6,-4.6,0.92,10.530,10.5 --4.6,0.92,9.490,13.8,-4.8,0.92,9.610,13.7 --4.6,0.92,10.570,15.0,-4.8,0.92,10.700,14.8 --4.6,0.92,11.020,8.8,-4.8,0.92,11.120,9.0 --4.5,0.92,10.060,10.1,-4.7,0.92,10.210,10.1 --4.4,0.92,9.040,5.7,-4.6,0.92,9.130,5.7 --4.3,0.92,10.140,11.3,-4.5,0.92,10.290,11.3 --4.2,0.92,10.170,16.0,-4.4,0.92,10.370,16.1 --3.8,0.92,9.580,12.0,-4.0,0.92,9.770,11.8 --3.6,0.92,10.240,10.1,-3.8,0.92,10.410,10.3 --3.6,0.92,10.530,5.8,-3.8,0.92,10.720,6.0 --3.7,0.92,11.450,15.8,-3.9,0.92,11.740,15.8 --4.0,0.92,12.600,22.8,-4.2,0.92,12.850,22.7 --4.1,0.92,11.200,11.2,-4.3,0.92,11.400,11.7 --4.0,0.92,11.490,16.9,-4.2,0.92,11.760,16.9 --3.7,0.92,10.380,18.3,-3.9,0.92,10.580,18.3 --3.5,0.92,11.300,23.1,-3.6,0.92,11.630,22.9 --3.6,0.92,12.600,22.9,-3.8,0.92,12.790,23.0 --3.5,0.92,11.280,15.7,-3.7,0.92,11.420,15.6 --3.9,0.92,11.990,19.6,-4.0,0.92,12.120,19.7 --4.0,0.92,12.020,22.6,-4.2,0.92,12.160,22.7 --4.3,0.92,11.570,18.3,-4.5,0.92,11.690,18.4 --4.6,0.92,11.230,15.9,-4.8,0.92,11.350,16.1 --4.7,0.92,10.790,22.0,-4.8,0.92,10.960,22.2 --4.4,0.92,11.440,26.1,-4.6,0.92,11.640,26.3 --4.3,0.92,10.670,17.6,-4.5,0.92,10.880,17.9 --4.2,0.92,10.390,23.5,-4.4,0.92,10.600,23.8 --4.0,0.92,10.760,33.2,-4.1,0.92,11.150,33.5 --3.5,0.92,11.000,39.5,-3.7,0.92,11.190,39.7 --3.4,0.92,10.620,38.1,-3.6,0.92,10.780,38.4 --3.3,0.92,9.570,40.4,-3.5,0.92,9.740,40.7 --3.4,0.92,8.810,40.2,-3.5,0.92,9.020,40.6 --3.1,0.92,8.620,46.3,-3.3,0.92,8.770,46.6 --2.9,0.92,8.540,46.8,-3.0,0.92,8.680,47.1 --2.9,0.92,7.190,39.5,-3.1,0.92,7.330,40.1 --3.0,0.92,7.620,38.1,-3.2,0.92,7.830,38.9 --3.4,0.92,8.670,40.6,-3.5,0.92,8.930,41.4 --3.4,0.92,7.500,52.9,-3.6,0.92,7.650,52.8 --3.9,0.92,8.240,46.0,-4.0,0.92,8.310,46.5 --4.2,0.92,7.290,43.6,-4.3,0.92,7.550,45.0 --4.2,0.92,7.470,49.7,-4.3,0.92,7.650,50.7 --4.1,0.92,5.290,47.8,-4.3,0.92,5.420,48.1 --4.8,0.92,5.960,38.7,-5.0,0.92,6.200,39.6 --5.4,0.92,5.650,58.2,-5.6,0.92,5.970,58.2 --4.9,0.92,4.730,48.9,-5.0,0.92,4.750,48.9 --5.0,0.92,3.890,27.1,-5.2,0.92,3.850,28.3 --5.2,0.92,3.870,33.9,-5.4,0.92,3.850,34.2 --5.2,0.92,4.000,40.0,-5.4,0.92,3.980,40.2 --5.2,0.92,3.050,44.2,-5.4,0.92,3.050,45.9 --5.3,0.92,2.660,40.0,-5.4,0.92,2.670,42.4 --5.2,0.92,1.880,53.9,-5.3,0.92,1.960,58.2 --5.0,0.92,1.420,76.3,-4.9,0.92,1.600,86.3 --4.7,0.91,1.080,111.3,-4.6,0.91,1.520,131.9 --4.5,0.91,1.530,140.0,-4.5,0.91,2.230,153.9 --4.1,0.91,1.700,175.9,-4.3,0.91,2.040,177.3 --3.9,0.91,2.340,179.1,-4.1,0.91,2.530,180.4 --3.8,0.91,2.660,185.9,-4.0,0.91,2.810,186.7 --3.7,0.91,3.220,205.9,-3.8,0.91,3.320,206.2 --3.5,0.91,2.920,209.4,-3.6,0.91,2.970,209.9 --3.3,0.91,3.630,212.0,-3.5,0.91,3.680,212.9 --3.2,0.91,3.010,213.3,-3.4,0.91,3.040,214.5 --3.1,0.91,4.270,211.7,-3.2,0.91,4.530,216.3 --2.9,0.91,4.340,221.3,-3.0,0.91,4.540,225.6 --2.7,0.91,4.280,232.6,-2.7,0.91,4.740,238.2 --2.3,0.91,2.420,246.5,-2.5,0.91,2.610,251.7 --1.9,0.91,2.650,228.7,-2.0,0.91,2.630,234.5 --1.3,0.91,2.010,235.7,-1.4,0.91,2.010,238.8 --0.8,0.91,1.980,232.6,-1.0,0.91,1.980,234.9 --0.2,0.91,1.160,276.9,-0.3,0.91,1.260,282.1 -0.6,0.91,1.890,325.4,0.4,0.91,1.970,324.1 -0.8,0.91,3.090,332.8,0.6,0.91,3.340,331.8 -0.3,0.91,2.890,28.0,0.2,0.91,2.900,23.6 --0.3,0.91,3.750,45.6,-0.3,0.91,3.930,42.5 --0.6,0.91,5.120,46.7,-0.7,0.91,5.470,45.8 --0.8,0.91,6.050,42.3,-0.8,0.91,6.470,42.3 --1.9,0.91,8.010,44.1,-1.9,0.91,8.410,43.5 --2.5,0.91,9.610,27.4,-2.5,0.91,10.070,29.2 --3.1,0.91,9.700,18.1,-3.1,0.91,10.120,19.4 --3.1,0.91,9.660,8.8,-3.1,0.91,10.110,10.5 --3.1,0.91,10.000,352.4,-3.1,0.91,10.410,354.3 --3.4,0.91,10.490,345.4,-3.4,0.91,10.970,347.2 --4.1,0.91,10.830,338.3,-4.0,0.91,11.410,341.1 --4.2,0.91,11.940,337.9,-3.9,0.91,12.480,341.9 --4.4,0.91,11.810,333.8,-4.1,0.91,12.410,338.6 --3.9,0.91,12.170,337.2,-3.6,0.91,12.880,341.4 --3.3,0.91,13.120,339.7,-3.0,0.91,13.800,343.4 --2.8,0.91,14.070,348.2,-2.6,0.91,14.910,351.9 --2.4,0.91,13.160,347.6,-2.3,0.91,13.710,349.4 --1.8,0.91,12.050,345.0,-1.8,0.91,12.700,345.9 --0.8,0.91,10.830,344.9,-1.0,0.91,11.400,345.6 --0.1,0.92,9.140,340.1,-0.3,0.92,9.380,340.7 -0.7,0.92,9.500,338.0,0.6,0.92,9.730,338.3 -1.7,0.92,10.010,339.2,1.5,0.92,10.310,339.4 -2.1,0.92,10.070,341.2,1.9,0.92,10.430,341.4 -2.0,0.92,10.110,335.0,1.9,0.92,10.650,335.6 -2.0,0.92,10.790,331.1,1.9,0.92,11.510,332.3 -1.5,0.92,12.560,328.4,1.6,0.92,13.640,330.6 -1.5,0.92,13.620,334.3,1.5,0.92,14.880,336.8 -1.3,0.92,13.790,337.1,1.4,0.92,15.050,340.2 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-14.9,0.90,14.090,273.9,15.3,0.90,15.030,277.2 -15.4,0.90,14.360,274.3,16.0,0.90,15.000,277.1 -15.7,0.90,15.240,280.3,16.0,0.90,16.000,282.5 -15.6,0.90,13.350,280.6,15.9,0.90,14.370,282.4 -16.8,0.90,10.880,285.2,16.8,0.90,11.740,285.2 -18.4,0.90,9.870,281.5,18.3,0.90,10.260,281.8 -19.6,0.90,8.370,278.5,19.4,0.90,8.550,278.8 -22.3,0.90,7.840,276.2,22.1,0.90,8.010,276.3 -22.7,0.90,6.610,260.6,22.5,0.90,6.680,260.8 -22.3,0.90,7.540,236.3,22.1,0.90,7.600,236.6 -22.2,0.90,8.300,239.1,21.9,0.90,8.370,239.3 -21.9,0.90,6.990,231.8,21.7,0.90,7.350,232.8 -21.4,0.90,7.470,227.0,21.3,0.90,8.060,233.7 -21.7,0.90,11.860,228.6,21.8,0.90,12.320,229.7 -21.3,0.90,14.410,231.2,21.4,0.90,15.070,233.7 -20.0,0.90,13.440,227.8,20.2,0.90,14.460,232.0 -19.6,0.90,15.670,234.0,20.0,0.90,16.910,236.7 -19.7,0.90,15.850,235.1,20.0,0.90,16.880,238.0 -19.7,0.90,16.940,245.9,20.0,0.90,18.070,248.0 -18.5,0.90,15.550,244.3,19.1,0.90,17.160,247.1 -18.6,0.90,15.540,245.7,19.2,0.90,16.980,248.4 -18.6,0.90,15.890,245.0,19.0,0.90,17.200,246.6 -18.1,0.90,15.720,244.8,18.6,0.90,16.840,246.1 -18.0,0.90,16.980,252.1,18.6,0.90,18.540,254.9 -17.7,0.90,16.400,251.5,18.1,0.90,17.850,254.2 -16.9,0.90,14.310,253.1,17.3,0.90,15.710,256.2 -16.2,0.90,15.610,258.1,16.7,0.90,17.060,260.8 -16.5,0.90,12.030,262.4,16.7,0.90,12.900,264.7 -17.8,0.90,8.310,259.1,17.7,0.90,8.540,260.1 -18.9,0.90,6.710,249.9,18.8,0.90,6.790,250.5 -20.3,0.90,11.180,263.9,20.1,0.90,11.390,264.0 -21.5,0.90,11.530,266.5,21.3,0.90,11.760,266.5 -22.1,0.90,7.740,252.1,21.9,0.90,7.900,252.0 -22.4,0.90,7.500,251.6,22.2,0.90,7.630,251.6 -22.7,0.90,7.050,254.1,22.5,0.90,7.210,253.8 -22.5,0.90,6.030,245.3,22.3,0.90,6.500,245.4 -22.5,0.90,7.640,230.1,22.4,0.90,7.950,232.3 -22.3,0.90,8.710,257.9,22.1,0.90,8.800,258.0 -22.3,0.90,6.540,245.9,22.2,0.90,6.480,244.3 -21.6,0.90,4.770,236.5,21.4,0.90,4.980,235.5 -20.1,0.90,4.220,202.1,20.1,0.90,4.630,206.8 -17.2,0.90,3.000,64.5,17.6,0.90,2.620,68.3 -11.0,0.90,7.840,46.8,10.8,0.90,8.260,49.3 -8.6,0.90,9.610,45.5,8.4,0.90,9.750,45.9 -6.2,0.90,10.800,38.3,6.0,0.90,10.870,38.4 -4.3,0.91,11.470,40.2,4.1,0.91,11.550,40.3 -2.5,0.91,11.810,33.3,2.3,0.91,11.890,33.4 -1.1,0.91,12.380,31.5,0.9,0.91,12.470,31.7 --0.8,0.91,12.130,35.2,-1.0,0.91,12.200,35.4 --1.7,0.91,11.620,33.0,-1.9,0.91,11.730,32.8 --1.9,0.91,11.330,35.8,-2.1,0.91,11.430,35.7 --2.7,0.91,11.200,29.2,-2.9,0.91,11.280,29.1 --3.5,0.91,11.490,31.8,-3.7,0.91,11.580,31.9 --3.4,0.91,10.340,34.7,-3.6,0.91,10.410,34.6 --3.6,0.91,10.040,30.4,-3.8,0.91,10.110,30.5 --3.9,0.91,9.350,39.4,-4.1,0.91,9.410,39.5 --4.2,0.91,8.660,30.5,-4.4,0.91,8.700,30.6 --4.3,0.91,8.240,35.7,-4.4,0.91,8.280,35.8 --4.2,0.91,7.770,37.8,-4.4,0.91,7.810,37.9 --4.2,0.91,8.080,40.5,-4.4,0.91,8.120,40.3 --4.4,0.91,8.250,40.8,-4.5,0.91,8.280,40.9 --4.5,0.91,8.040,33.2,-4.6,0.91,8.080,33.4 --4.5,0.91,9.530,63.9,-4.7,0.91,9.550,63.7 --4.6,0.91,7.950,50.6,-4.8,0.91,7.990,50.5 --4.0,0.91,5.690,49.0,-4.2,0.91,5.750,48.6 --4.5,0.91,10.470,38.5,-4.7,0.91,10.510,38.1 --4.6,0.91,7.940,33.3,-4.8,0.91,7.940,33.6 --5.4,0.91,10.600,16.5,-5.6,0.91,10.660,17.1 --5.6,0.91,8.980,19.0,-5.8,0.91,8.980,19.4 --6.0,0.91,10.920,13.6,-6.2,0.91,11.000,13.8 --6.7,0.91,9.930,12.5,-6.9,0.91,10.020,12.6 --6.7,0.91,9.490,21.0,-6.9,0.91,9.580,20.7 --6.7,0.91,10.910,16.1,-6.9,0.91,11.020,16.0 --6.6,0.91,10.490,15.1,-6.8,0.91,10.550,15.0 --8.5,0.91,9.570,5.7,-8.7,0.91,9.630,5.8 --9.4,0.91,11.320,12.2,-9.6,0.91,11.430,12.0 --9.4,0.91,9.650,6.6,-9.6,0.91,9.740,6.5 --9.1,0.91,10.210,13.5,-9.3,0.91,10.290,13.5 --8.4,0.91,9.900,13.1,-8.6,0.91,9.970,13.0 --7.9,0.91,9.620,14.4,-8.1,0.91,9.680,14.3 --7.4,0.92,8.930,14.4,-7.6,0.92,8.980,14.3 --7.3,0.92,8.980,15.6,-7.5,0.92,9.040,15.5 --7.1,0.92,8.890,17.9,-7.3,0.92,8.960,17.9 --7.3,0.92,8.100,21.4,-7.5,0.92,8.300,21.4 --7.6,0.92,9.050,27.3,-7.8,0.92,9.300,27.0 --7.9,0.92,9.920,30.1,-8.0,0.92,10.220,30.3 --8.4,0.92,11.010,34.5,-8.5,0.92,11.450,34.7 --8.8,0.92,11.170,37.2,-8.9,0.92,11.660,37.5 --9.2,0.92,11.290,37.4,-9.3,0.92,11.850,37.8 --9.8,0.92,10.910,38.1,-10.0,0.92,11.450,38.9 --10.5,0.92,10.510,40.4,-10.6,0.92,11.060,41.1 --11.1,0.92,10.410,38.0,-11.3,0.92,10.980,39.2 --11.7,0.92,10.170,36.2,-11.8,0.92,10.740,37.8 --12.2,0.92,9.520,36.3,-12.3,0.92,10.040,38.2 --12.6,0.92,9.040,35.7,-12.7,0.92,9.430,37.1 --12.8,0.92,8.210,34.7,-13.0,0.92,8.520,35.9 --13.1,0.92,7.770,33.2,-13.2,0.92,8.070,34.0 --13.1,0.92,8.060,28.2,-13.3,0.92,8.350,29.0 --13.3,0.92,7.510,28.1,-13.5,0.92,7.720,28.8 --13.5,0.92,6.970,29.6,-13.6,0.92,7.070,30.0 --13.4,0.92,6.960,28.5,-13.6,0.92,6.990,28.9 --13.2,0.92,6.540,26.4,-13.4,0.92,6.560,26.7 --13.1,0.92,6.030,29.7,-13.2,0.92,6.040,29.8 --13.0,0.92,5.450,23.8,-13.2,0.92,5.450,24.1 --12.8,0.92,5.020,21.1,-13.0,0.92,5.020,21.5 --12.6,0.92,4.480,24.1,-12.8,0.92,4.480,24.8 --12.4,0.91,3.860,23.4,-12.6,0.91,3.860,23.8 --12.1,0.91,3.520,25.4,-12.3,0.91,3.520,25.6 --11.9,0.91,2.980,24.6,-12.1,0.91,2.980,24.6 --11.6,0.91,2.500,31.9,-11.8,0.91,2.500,31.9 --11.3,0.91,1.990,32.2,-11.5,0.91,1.980,32.1 --11.1,0.91,1.610,73.6,-11.3,0.91,1.560,74.9 --10.7,0.91,1.160,44.0,-10.9,0.91,1.080,46.6 --10.3,0.91,1.360,99.4,-10.5,0.91,1.340,104.9 --9.8,0.91,1.390,171.0,-10.0,0.91,1.460,172.9 --9.1,0.91,3.030,192.2,-9.3,0.91,3.060,193.2 --9.2,0.91,3.050,216.7,-9.3,0.91,3.280,216.9 --9.6,0.91,6.550,195.6,-9.6,0.91,6.660,197.5 --9.7,0.91,7.150,198.7,-9.5,0.91,7.680,200.0 --9.1,0.91,7.870,208.1,-8.4,0.91,8.510,209.3 --8.3,0.91,8.960,203.5,-7.6,0.91,9.610,205.3 --5.8,0.91,10.690,216.5,-4.7,0.91,11.210,217.3 --3.7,0.91,12.040,224.1,-2.7,0.91,12.320,224.8 --3.9,0.91,12.990,215.3,-2.7,0.91,13.600,217.0 --3.5,0.91,13.080,217.0,-2.6,0.91,13.990,218.9 --2.0,0.91,11.650,223.0,-1.5,0.91,12.540,225.1 -0.0,0.91,10.530,224.1,0.4,0.91,11.310,227.4 -1.7,0.91,8.790,227.0,1.8,0.91,9.420,229.7 -3.0,0.91,8.450,229.1,3.1,0.91,9.230,232.5 -4.9,0.91,10.300,237.8,5.3,0.91,11.270,241.4 -5.8,0.91,9.050,240.6,5.9,0.91,9.730,243.3 -6.2,0.91,9.580,242.1,6.8,0.91,10.550,247.9 -7.9,0.91,11.180,248.6,8.7,0.91,12.360,253.3 -9.2,0.91,11.230,257.0,9.8,0.91,11.970,260.1 -9.6,0.91,10.020,266.6,10.0,0.91,10.330,269.4 -10.0,0.91,8.550,272.5,10.3,0.91,8.730,274.8 -10.5,0.91,6.830,277.6,10.5,0.91,6.830,280.2 -10.4,0.91,5.280,284.1,10.5,0.91,5.270,287.5 -8.7,0.91,4.170,358.9,8.7,0.91,4.420,1.9 -4.6,0.91,3.710,14.8,5.1,0.91,3.800,7.6 -5.9,0.91,4.280,16.6,6.2,0.91,4.700,20.8 -2.7,0.91,6.720,24.4,2.9,0.91,6.930,25.6 --1.6,0.91,7.940,16.5,-1.5,0.91,8.050,20.1 --3.5,0.91,8.700,30.0,-3.3,0.91,8.950,34.3 --5.5,0.91,8.820,30.3,-5.3,0.91,9.030,35.4 --6.7,0.91,8.910,27.3,-6.7,0.91,9.220,30.8 --7.6,0.91,9.280,28.8,-7.6,0.91,9.690,31.1 --8.1,0.91,8.980,32.7,-8.2,0.91,9.400,33.9 --8.3,0.91,8.470,31.8,-8.4,0.91,8.840,32.5 --8.3,0.91,7.640,28.0,-8.5,0.91,7.700,28.4 --8.0,0.91,7.330,27.1,-8.2,0.91,7.350,27.3 --7.5,0.91,7.220,24.3,-7.7,0.91,7.250,24.4 --6.8,0.91,6.830,21.8,-7.0,0.91,6.860,21.7 --6.3,0.91,6.290,19.8,-6.4,0.91,6.320,19.7 --6.0,0.91,6.620,17.1,-6.2,0.91,6.660,17.0 --5.9,0.91,6.800,12.3,-6.0,0.91,6.930,12.2 --5.7,0.91,7.180,13.7,-5.8,0.91,7.370,13.5 --5.7,0.91,8.440,14.3,-5.9,0.91,8.620,15.0 --5.8,0.92,8.510,15.3,-6.0,0.92,8.630,15.3 --6.1,0.92,7.810,18.6,-6.3,0.92,7.960,18.6 --6.4,0.92,7.950,13.7,-6.6,0.92,8.090,13.9 --6.7,0.92,7.800,10.2,-6.7,0.92,8.160,9.0 --6.6,0.92,7.010,8.4,-6.5,0.92,7.330,8.2 --6.9,0.92,6.460,8.9,-6.8,0.92,6.860,8.2 --6.4,0.92,6.870,0.5,-6.2,0.92,7.270,1.0 --5.5,0.92,6.070,353.1,-5.3,0.92,6.340,355.0 --5.0,0.92,5.400,354.0,-4.8,0.92,5.640,356.2 --3.9,0.92,5.520,349.4,-3.7,0.92,5.700,352.4 --3.5,0.92,5.070,350.0,-3.4,0.92,5.160,354.2 --3.1,0.92,4.290,343.6,-3.0,0.92,4.300,349.3 --2.6,0.92,2.850,332.9,-2.5,0.92,2.800,342.5 --1.9,0.92,2.070,320.8,-1.9,0.92,1.870,331.5 --1.5,0.92,1.960,280.5,-1.2,0.92,1.590,286.9 --0.9,0.92,2.380,213.1,-1.0,0.92,2.360,213.5 -0.2,0.92,3.570,214.3,0.0,0.92,3.560,214.2 -0.9,0.92,4.200,216.2,0.7,0.92,4.190,215.9 -1.6,0.92,5.020,208.0,1.4,0.92,5.020,207.9 -1.7,0.92,6.110,203.5,1.5,0.92,6.120,204.0 -1.4,0.92,6.810,200.9,1.3,0.92,6.960,201.7 -0.8,0.91,9.740,201.0,0.8,0.91,10.040,202.7 -1.4,0.91,11.290,198.8,1.5,0.91,11.580,201.4 -1.6,0.91,11.580,195.2,1.7,0.91,11.820,197.9 -1.8,0.91,12.000,198.5,2.2,0.91,12.270,201.5 -2.4,0.91,12.500,197.2,2.7,0.91,12.820,199.2 -2.6,0.91,13.140,199.3,3.1,0.91,13.510,201.7 -2.7,0.91,12.870,202.8,3.4,0.91,13.400,204.8 -3.6,0.91,12.760,207.5,4.3,0.91,13.320,209.0 -4.0,0.91,13.390,211.0,4.8,0.91,13.990,212.4 -4.6,0.91,12.870,214.5,5.3,0.91,13.420,215.5 -4.7,0.91,12.280,219.3,5.4,0.91,12.800,220.6 -4.7,0.91,11.380,225.1,5.3,0.91,11.640,226.9 -4.8,0.91,11.880,231.2,5.4,0.91,11.990,233.1 -4.9,0.91,11.660,247.7,5.4,0.91,11.860,249.8 -4.2,0.91,10.240,269.5,4.6,0.91,10.300,271.3 -2.6,0.92,10.390,300.6,3.1,0.92,10.740,304.2 --0.7,0.92,8.570,339.5,-0.8,0.92,9.100,341.5 --1.3,0.92,7.250,345.0,-1.5,0.92,7.460,345.3 --1.2,0.92,8.130,356.4,-1.4,0.92,8.210,356.6 --0.7,0.92,9.240,3.0,-0.9,0.92,9.280,3.2 --0.1,0.92,9.630,10.1,-0.3,0.92,9.690,10.1 --0.0,0.92,9.630,12.3,-0.2,0.92,9.690,12.2 --0.1,0.92,9.610,14.8,-0.3,0.92,9.680,14.7 --0.3,0.92,9.100,13.5,-0.5,0.92,9.170,13.6 --0.6,0.92,8.510,12.3,-0.8,0.92,8.800,12.8 --1.0,0.92,9.880,20.7,-1.2,0.92,10.530,20.8 --1.4,0.92,10.830,19.7,-1.5,0.92,11.260,20.0 --1.9,0.92,10.240,21.9,-2.0,0.92,10.590,22.8 --2.6,0.92,10.300,25.1,-2.6,0.92,10.740,26.4 --3.0,0.92,9.530,28.0,-3.0,0.92,9.860,29.9 --3.3,0.92,8.240,33.4,-3.3,0.92,8.600,35.9 --3.9,0.92,7.230,40.7,-3.9,0.92,7.620,44.3 --4.2,0.92,6.130,44.3,-4.1,0.92,6.340,47.6 --4.6,0.92,5.060,39.5,-4.5,0.92,5.130,43.3 --5.0,0.92,3.750,45.9,-4.9,0.92,3.810,48.4 --3.7,0.92,2.900,34.8,-3.5,0.92,3.290,37.3 --4.0,0.92,2.820,24.3,-3.8,0.92,3.040,28.7 --1.6,0.92,0.890,49.7,-1.3,0.92,1.270,53.7 --2.6,0.92,1.660,14.9,-2.2,0.92,1.730,26.6 --1.6,0.92,0.750,40.0,-1.3,0.92,0.880,66.1 --0.8,0.92,1.260,170.1,-0.7,0.92,1.500,165.2 --0.6,0.92,2.280,201.2,-0.7,0.92,2.320,201.2 -0.7,0.92,1.820,201.5,0.5,0.92,1.810,201.6 -2.0,0.92,2.830,201.6,1.9,0.92,2.840,201.6 -3.0,0.92,3.970,209.3,2.8,0.92,3.980,209.8 -3.4,0.92,3.860,206.4,3.3,0.92,3.870,206.5 -3.9,0.92,3.810,203.6,3.7,0.92,3.830,203.9 -3.9,0.92,3.960,200.6,3.7,0.92,3.950,201.6 -3.1,0.92,5.800,192.4,3.0,0.92,5.760,194.4 -3.0,0.92,8.680,190.1,3.1,0.92,8.930,192.0 -3.2,0.92,9.910,185.8,3.3,0.92,10.190,187.0 -3.3,0.91,11.270,189.6,3.5,0.91,11.620,191.3 -3.8,0.91,12.210,194.4,4.0,0.91,12.710,195.1 -3.8,0.91,11.810,189.6,4.0,0.91,12.330,190.1 -3.6,0.91,11.510,187.4,3.7,0.91,12.120,187.9 -4.2,0.91,12.950,189.9,4.3,0.91,13.630,190.2 -3.9,0.91,13.550,199.1,3.9,0.91,14.230,199.2 -4.6,0.91,15.240,198.3,4.7,0.91,15.960,199.1 -5.2,0.91,16.800,202.3,5.3,0.91,17.440,202.9 -5.1,0.91,16.900,203.3,5.2,0.91,17.630,203.9 -4.9,0.91,16.080,207.7,4.9,0.91,16.810,208.2 -4.7,0.91,16.550,207.2,4.7,0.91,17.280,207.7 -4.5,0.91,16.690,207.2,4.6,0.91,17.460,208.0 -4.4,0.91,16.360,207.7,4.4,0.91,17.090,208.9 -4.4,0.91,16.610,205.1,4.4,0.91,17.210,205.6 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-5.7,0.91,7.990,213.5,5.8,0.91,8.190,215.5 -5.5,0.91,8.090,215.5,5.6,0.91,8.140,218.4 -5.2,0.91,7.760,208.7,5.4,0.91,8.080,211.6 -6.1,0.91,7.720,209.5,6.1,0.91,8.030,211.4 -6.7,0.91,8.940,214.4,6.5,0.91,9.100,214.9 -7.3,0.91,8.810,212.8,7.1,0.91,8.920,213.1 -9.0,0.91,9.290,210.6,8.8,0.91,9.410,210.8 -10.0,0.91,9.470,209.0,9.8,0.91,9.580,209.3 -10.5,0.91,9.170,203.2,10.3,0.91,9.270,203.7 -11.1,0.91,8.860,203.7,10.9,0.91,8.970,204.0 -10.8,0.91,8.830,197.5,10.7,0.91,9.110,197.9 -10.5,0.91,11.000,195.1,10.4,0.91,11.310,195.7 -10.1,0.90,12.440,196.2,10.1,0.90,13.010,196.9 -9.5,0.90,13.460,199.7,9.6,0.90,14.170,201.4 -8.7,0.90,14.290,205.5,8.8,0.90,15.130,207.3 -7.8,0.90,13.620,207.6,7.9,0.90,14.430,209.3 -7.3,0.90,13.890,211.9,7.4,0.90,14.800,213.4 -6.8,0.90,13.420,212.9,6.9,0.90,14.190,214.5 -6.1,0.90,12.390,210.7,6.0,0.90,12.800,211.3 -5.9,0.90,12.260,214.3,5.8,0.90,12.590,214.8 -6.0,0.90,11.130,215.5,5.9,0.90,11.420,216.1 -5.8,0.90,10.480,222.5,5.7,0.90,10.710,222.7 -5.7,0.90,7.830,225.8,5.6,0.90,7.940,227.5 -5.1,0.91,7.080,243.9,4.9,0.91,7.230,244.0 -4.7,0.91,6.890,314.7,4.5,0.91,7.250,315.3 -0.9,0.91,8.300,341.2,0.7,0.91,8.420,341.1 --0.3,0.91,12.410,6.1,-0.5,0.91,12.640,6.6 --1.3,0.91,12.930,11.4,-1.5,0.91,13.140,11.7 --2.9,0.91,12.430,6.5,-3.1,0.91,12.500,6.7 --3.7,0.91,11.650,17.5,-3.9,0.91,11.770,17.4 --3.4,0.91,12.100,15.0,-3.6,0.91,12.230,14.9 --2.8,0.91,10.510,9.9,-3.0,0.91,10.610,9.9 --2.5,0.91,10.210,13.8,-2.7,0.91,10.310,13.6 --2.2,0.91,10.020,14.9,-2.4,0.91,10.130,14.7 --1.8,0.91,9.810,11.9,-2.0,0.91,9.980,11.8 --1.9,0.91,9.340,17.9,-2.1,0.91,9.610,17.8 --2.1,0.91,8.190,21.4,-2.3,0.91,8.560,21.5 --2.3,0.91,8.780,19.7,-2.5,0.91,9.280,20.8 --2.6,0.91,9.220,16.9,-2.7,0.91,9.520,16.3 --3.1,0.91,9.030,12.7,-3.3,0.91,9.370,13.5 --3.6,0.91,8.780,8.8,-3.7,0.91,9.000,8.6 --4.0,0.91,7.430,11.3,-4.2,0.91,7.830,11.9 --4.2,0.91,6.670,9.3,-4.3,0.91,7.030,9.0 --4.4,0.91,5.820,358.8,-4.6,0.91,6.160,358.4 --4.7,0.91,5.900,351.4,-4.8,0.91,6.140,352.2 --4.8,0.91,5.330,341.5,-4.9,0.91,5.610,341.3 --4.9,0.91,4.890,335.3,-5.0,0.91,5.270,333.7 --4.8,0.91,4.870,317.0,-4.8,0.91,5.230,316.3 --4.3,0.91,5.480,304.7,-4.2,0.91,6.000,305.8 --3.4,0.91,5.600,300.3,-3.3,0.91,5.920,302.5 --2.3,0.91,5.480,295.3,-2.1,0.91,5.970,297.6 --0.8,0.91,3.570,289.1,-1.0,0.91,3.750,289.7 -1.4,0.91,3.110,285.4,1.3,0.91,3.170,285.2 -3.5,0.91,2.760,277.2,3.3,0.91,2.800,276.9 -5.2,0.91,2.530,285.6,5.0,0.91,2.560,284.9 -6.4,0.91,1.800,288.1,6.3,0.91,1.810,286.6 -6.9,0.91,2.070,313.3,6.8,0.91,2.040,311.6 -6.8,0.91,2.520,330.9,6.7,0.91,2.490,330.1 -6.5,0.91,2.590,13.9,6.3,0.91,2.600,12.9 -5.9,0.91,2.980,39.7,5.8,0.91,3.140,34.5 -5.4,0.92,3.390,47.2,5.5,0.92,3.620,43.6 -4.9,0.92,4.010,46.5,5.0,0.92,4.320,45.9 -4.3,0.92,3.810,57.4,4.4,0.92,4.180,57.4 -4.3,0.92,3.770,58.0,4.4,0.92,4.120,58.3 -4.1,0.92,3.360,61.5,4.3,0.92,3.680,60.6 -4.2,0.92,2.830,59.6,4.3,0.92,3.190,58.5 -4.0,0.92,2.550,47.5,4.1,0.92,2.920,48.1 -4.0,0.92,2.480,41.2,4.2,0.92,2.820,43.1 -4.2,0.92,2.140,53.2,4.4,0.92,2.430,53.7 -4.2,0.92,1.800,64.1,4.4,0.92,2.090,64.2 -4.6,0.92,1.320,84.9,4.8,0.92,1.510,85.8 -4.7,0.92,1.580,129.3,4.9,0.92,1.720,128.7 -4.8,0.92,2.990,167.6,4.9,0.92,2.880,168.7 -4.6,0.92,5.450,183.6,4.8,0.92,5.150,184.4 -4.9,0.92,6.790,192.2,5.1,0.92,6.720,193.9 -4.5,0.92,6.920,199.5,4.8,0.92,7.540,200.8 -5.5,0.92,6.370,202.7,5.4,0.92,6.430,203.3 -6.5,0.92,7.320,204.1,6.3,0.92,7.350,204.4 -7.3,0.91,7.820,204.3,7.2,0.91,7.860,204.7 -7.7,0.91,8.090,203.5,7.6,0.91,8.130,203.9 -8.3,0.91,8.510,199.4,8.1,0.91,8.580,199.6 -9.0,0.91,9.530,198.1,8.8,0.91,9.650,198.5 -9.0,0.91,10.160,192.9,8.9,0.91,10.540,193.5 -13.3,0.91,7.920,275.8,13.2,0.91,8.330,276.2 -12.4,0.91,12.130,278.5,12.4,0.91,12.930,278.3 -11.8,0.91,12.380,279.4,11.9,0.91,12.840,279.4 -11.0,0.91,10.520,287.1,11.1,0.91,11.650,286.5 -10.0,0.91,7.290,290.2,10.1,0.91,8.380,288.7 -10.4,0.91,9.400,289.7,10.6,0.91,10.430,290.0 diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index c2e55db7c..0a11d0efe 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -245,6 +245,23 @@ def test_co2h_methanol_example(subtests): assert pytest.approx(model.prob.get_val("methanol.LCOM"), rel=1e-6) == 1.38341179 +def test_doc_methanol_example(subtests): + # Change the current working directory to the CO2 Hydrogenation example's directory + os.chdir(EXAMPLE_DIR / "03_methanol" / "co2_hydrogenation_doc") + + # Create a H2Integrate model + model = H2IntegrateModel(Path.cwd() / "03_co2h_methanol.yaml") + + # Run the model + model.run() + + model.post_process() + + # Check levelized cost of methanol (LCOM) + with subtests.test("Check CO2 Hydrogenation LCOM"): + assert pytest.approx(model.prob.get_val("financials_group_1.LCOM"), rel=1e-6) == 6.79771486 + + def test_wind_h2_opt_example(subtests): # Change the current working directory to the example's directory os.chdir(EXAMPLE_DIR / "05_wind_h2_opt") From cd09412482555662516dd8b6228d99a352563436 Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Fri, 5 Sep 2025 13:57:23 -0600 Subject: [PATCH 14/79] Fix test --- .../co2_hydrogenation/tech_inputs/hopp_config.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml b/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml index 3f74a5cc0..7aed60354 100644 --- a/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml +++ b/examples/03_methanol/co2_hydrogenation/tech_inputs/hopp_config.yaml @@ -16,8 +16,8 @@ site: #!include flatirons_site.yaml - [0.0, 25000] - [25000, 25000] - [25000, 0.0] - solar_resource_file: "" - wind_resource_file: "" + solar_resource_file: "tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv" + wind_resource_file: "tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw" wave_resource_file: "" grid_resource_file: "" hub_height: 115.0 From a020f4d3e8838a884029d579671eda421cdf0e37 Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Fri, 12 Sep 2025 09:14:47 -0600 Subject: [PATCH 15/79] Adding line to skip mcm test if not installed --- tests/h2integrate/test_all_examples.py | 1 + 1 file changed, 1 insertion(+) diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index 0a11d0efe..95ba299ce 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -245,6 +245,7 @@ def test_co2h_methanol_example(subtests): assert pytest.approx(model.prob.get_val("methanol.LCOM"), rel=1e-6) == 1.38341179 +@unittest.skipUnless(importlib.util.find_spec("mcm") is not None, "mcm is not installed") def test_doc_methanol_example(subtests): # Change the current working directory to the CO2 Hydrogenation example's directory os.chdir(EXAMPLE_DIR / "03_methanol" / "co2_hydrogenation_doc") From 917d3de1346b33ef419140e6339be2fd3eb70b4a Mon Sep 17 00:00:00 2001 From: kbrunik Date: Tue, 23 Sep 2025 07:12:29 -0500 Subject: [PATCH 16/79] update comments --- .../co2_hydrogenation_doc/03_co2h_methanol.yaml | 2 +- .../co2_hydrogenation_doc/driver_config.yaml | 2 +- .../co2_hydrogenation_doc/plant_config_co2h.yaml | 10 ++++++---- 3 files changed, 8 insertions(+), 6 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation_doc/03_co2h_methanol.yaml b/examples/03_methanol/co2_hydrogenation_doc/03_co2h_methanol.yaml index 0420632e8..434e0f4c7 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/03_co2h_methanol.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/03_co2h_methanol.yaml @@ -1,6 +1,6 @@ name: "H2Integrate_config" -system_summary: "This reference hybrid plant contains a simple SMR methanol plant" +system_summary: "This reference hybrid plant contains a methanol plant that uses CO2 from DOC and H2 from electrolysis" driver_config: "driver_config.yaml" technology_config: "tech_config_co2h.yaml" diff --git a/examples/03_methanol/co2_hydrogenation_doc/driver_config.yaml b/examples/03_methanol/co2_hydrogenation_doc/driver_config.yaml index 0533f88a4..d96670aa2 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/driver_config.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/driver_config.yaml @@ -1,5 +1,5 @@ name: "driver_config" -description: "This analysis runs a hybrid plant to match the first example in H2I" +description: "This analysis runs a hybrid plant to produce methanol from CO2 hydrogenation using H2 from electrolysis and CO2 from direct ocean capture." general: folder_output: outputs diff --git a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml index 52eecd50b..e477783ce 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml @@ -1,9 +1,9 @@ name: "plant_config" -description: "This plant is located west of the Wolf Hollow II NGCC power plant in Texas" +description: "This plant is located of the coast of Galveston in Texas" site: - latitude: 28.95 - longitude: -95.12 + latitude: 29.2 + longitude: -94.6 # array of polygons defining boundaries with x/y coords boundaries: [ @@ -18,7 +18,9 @@ site: ] resources: - wind_resource: + # probably want to pre-load wind and solar data for this site + # but also want to figure out why the API call isn't working + wind_resource: # API call isn't working right now (ask Elenya) resource_model: "wind_toolkit_v2_api" resource_parameters: resource_year: 2012 From a0a67ab58dba6f0592eeceb4489b9a648049ff21 Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Wed, 24 Sep 2025 13:25:23 -0600 Subject: [PATCH 17/79] Splitting electricity --- .../plant_config_co2h.yaml | 13 ++-- .../plot_co2h_methanol.py | 14 ++-- .../tech_config_co2h.yaml | 78 ++++++++++--------- .../tech_inputs/hopp_config.yaml | 6 +- 4 files changed, 58 insertions(+), 53 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml index e477783ce..173badf86 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml @@ -30,16 +30,19 @@ site: # with the reverse definition. # this will naturally grow as we mature the interconnected tech technology_interconnections: [ - ["hopp", "electrolyzer", "electricity", "cable"], + ["hopp", "electricity_splitter", "electricity", "cable"], + ["electricity_splitter", "electrolyzer", "electricity", "cable"], + ["electricity_splitter", "doc", "electricity", "cable"], + # ["hopp", "electrolyzer", "electricity", "cable"], ["electrolyzer", "h2_storage", "hydrogen", "pipe"], ["h2_storage", "methanol", "hydrogen", "pipe"], - ["wind","doc","electricity","cable"], + # ["wind","doc","electricity","cable"], ["doc","methanol","co2","pipe"], ] -resource_to_tech_connections: [ - ["wind_resource", "wind", "wind_resource_data"] -] +# resource_to_tech_connections: [ +# ["wind_resource", "wind", "wind_resource_data"] +# ] plant: plant_life: 30 diff --git a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py index ce6cf7082..f5f18824f 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py +++ b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py @@ -29,13 +29,13 @@ def plot_methanol(model): plt.yscale("log") plt.legend() - # Wind Electricity for DOC - plt.subplot(3, 2, 2) - plt.title("Wind for DOC") - wind_elec_out = model.plant.wind.wind_plant_performance.get_val("electricity_out") - plt.plot(times, wind_elec_out, label="electricity_out [kW]") - plt.yscale("log") - plt.legend() + # # Wind Electricity for DOC + # plt.subplot(3, 2, 2) + # plt.title("Wind for DOC") + # wind_elec_out = model.plant.wind.wind_plant_performance.get_val("electricity_out") + # plt.plot(times, wind_elec_out, label="electricity_out [kW]") + # plt.yscale("log") + # plt.legend() # Electricity to CO2 using DOC plt.subplot(3, 2, 4) diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index a41b19e26..363e189df 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -10,10 +10,16 @@ technologies: model: "hopp" financial_model: group: "1" - electrolyzer_rating: 156. # MW + electrolyzer_rating: 300. # MW model_inputs: cost_parameters: cost_year: 2019 + electricity_splitter: + performance_model: + model: "splitter_performance" + config: + split_mode: "fraction" + fraction_to_priority_tech: 0.9 electrolyzer: performance_model: model: "eco_pem_electrolyzer_performance" @@ -31,7 +37,7 @@ technologies: size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) hydrogen_dmd: n_clusters: 8 - cluster_rating_MW: 39 + cluster_rating_MW: 37.5 pem_control_type: 'basic' eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol uptime_hours_until_eol: 80000 #number of 'on' hours until electrolyzer reaches eol @@ -52,7 +58,7 @@ technologies: group: default model_inputs: performance_parameters: - rating: 312. + rating: 300. size_capacity_from_demand: flag: True # If True, then storage is sized to provide steady-state storage capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. @@ -70,39 +76,39 @@ technologies: charge_efficiency: 1.0 # percent as decimal discharge_efficiency: 1.0 # percent as decimal demand_profile: 2226.0274 # Example: 10 time steps with 5000 kg/time step demand. Scalar indicates constant demand, array-like indicates dynamic demand - wind: - performance_model: - model: "wind_plant_performance" - cost_model: - model: "wind_plant_cost" - financial_model: - group: "1" - model_inputs: - shared_parameters: - num_turbines: 66 - turbine_rating_kw: 15000 - performance_parameters: - rotor_diameter: 196. - hub_height: 130. - layout_mode: "basicgrid" - model_name: "pysam" - model_input_file: null - layout_params: - row_D_spacing: 10. - turbine_D_spacing: 10. - rating_range_kw: [1000, 5000] - floris_config: null - operational_losses: 10.0 - timestep: [1, 60] - fin_model: "default" - name: "UtilityScaleWindPlant" - turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use - turbine_group: "onshore" - override_wind_resource_height: True - adjust_air_density_for_elevation: True - cost_parameters: - cost_per_kw: 1500.0 - cost_year: 2019 + # wind: + # performance_model: + # model: "wind_plant_performance" + # cost_model: + # model: "wind_plant_cost" + # financial_model: + # group: "1" + # model_inputs: + # shared_parameters: + # num_turbines: 66 + # turbine_rating_kw: 15000 + # performance_parameters: + # rotor_diameter: 196. + # hub_height: 130. + # layout_mode: "basicgrid" + # model_name: "pysam" + # model_input_file: null + # layout_params: + # row_D_spacing: 10. + # turbine_D_spacing: 10. + # rating_range_kw: [1000, 5000] + # floris_config: null + # operational_losses: 10.0 + # timestep: [1, 60] + # fin_model: "default" + # name: "UtilityScaleWindPlant" + # turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use + # turbine_group: "onshore" + # override_wind_resource_height: True + # adjust_air_density_for_elevation: True + # cost_parameters: + # cost_per_kw: 1500.0 + # cost_year: 2019 doc: performance_model: model: "direct_ocean_capture_performance" diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml index 086d7283a..c1f17e89e 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml @@ -35,12 +35,8 @@ technologies: timestep: [0, 8760] # floris_config: !include floris_input_lbw_6MW.yaml fin_model: !include default_fin_config.yaml - pv: - system_capacity_kw: 24000 - dc_degradation: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] - fin_model: !include default_fin_config.yaml grid: - interconnect_kw: 312000 # Set higher than rated generation capacity + interconnect_kw: 300000 # Set higher than rated generation capacity fin_model: !include default_fin_config.yaml config: From e156ace94a4386ff20302b9477fa11cbe5c9e28d Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Wed, 24 Sep 2025 18:00:45 -0600 Subject: [PATCH 18/79] CO2 storage working, need to check timeseries --- .../plant_config_co2h.yaml | 3 +- .../plot_co2h_methanol.py | 68 +- .../tech_config_co2h.yaml | 91 +- h2integrate/storage/co2/tank_baseclass.py | 74 + h2integrate/transporters/pipe.py | 2 + .../29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv | 8762 +++++++++++++++++ 6 files changed, 8956 insertions(+), 44 deletions(-) create mode 100644 h2integrate/storage/co2/tank_baseclass.py create mode 100644 resource_files/wind/29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv diff --git a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml index 173badf86..242b6a537 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml @@ -37,7 +37,8 @@ technology_interconnections: [ ["electrolyzer", "h2_storage", "hydrogen", "pipe"], ["h2_storage", "methanol", "hydrogen", "pipe"], # ["wind","doc","electricity","cable"], - ["doc","methanol","co2","pipe"], + ["doc", "co2_storage", "co2", "pipe"], + ["co2_storage","methanol","co2","pipe"], ] # resource_to_tech_connections: [ diff --git a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py index f5f18824f..19b9f95fc 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py +++ b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py @@ -7,26 +7,28 @@ def plot_methanol(model): times = pd.date_range("2013", periods=8760, freq="1h") - # HOPP Electricity for Electrolyzer - plt.subplot(3, 2, 1) - plt.title("HOPP for Electrolyzer") - hopp_elec_out = model.plant.hopp.hopp.get_val("electricity_out") - plt.plot(times, hopp_elec_out, label="electricity_out [kW]") - plt.yscale("log") - plt.legend() + # # HOPP Electricity for Electrolyzer + # plt.subplot(3, 2, 1) + # plt.title("HOPP for Electrolyzer") + # hopp_elec_out = model.plant.hopp.hopp.get_val("electricity_out") + # plt.plot(times, hopp_elec_out, label="electricity_out [kW]") + # # plt.yscale("log") + # plt.legend() # Electricity to H2 using Electrolyzer - plt.subplot(3, 2, 3) + plt.subplot(3, 2, 1) plt.title("Electrolyzer") - elyzer_elec_in = model.plant.electrolyzer.eco_pem_electrolyzer_performance.get_val( - "electricity_in" + elyzer_elec_in = ( + model.plant.electrolyzer.eco_pem_electrolyzer_performance.get_val("electricity_in") / 1000 ) - elyzer_h2_out = model.plant.electrolyzer.eco_pem_electrolyzer_performance.get_val( - "hydrogen_out" + elyzer_h2_out = ( + model.plant.electrolyzer.eco_pem_electrolyzer_performance.get_val("hydrogen_out") + / 1000 + * 24 ) - plt.plot(times, elyzer_elec_in, label="electricity_in [kW]") - plt.plot(times, elyzer_h2_out, label="hydrogen_out [kg/hr]", color=[1, 0.5, 0]) - plt.yscale("log") + plt.plot(times, elyzer_elec_in, label="electricity_in [MW]") + plt.plot(times, elyzer_h2_out, label="hydrogen_out [t/d]", color=[1, 0.5, 0]) + # plt.yscale("log") plt.legend() # # Wind Electricity for DOC @@ -38,35 +40,55 @@ def plot_methanol(model): # plt.legend() # Electricity to CO2 using DOC - plt.subplot(3, 2, 4) + plt.subplot(3, 2, 2) plt.title("DOC") doc_elec_in = model.plant.doc.direct_ocean_capture_performance.get_val("electricity_in") / 1000 doc_co2_out = model.plant.doc.direct_ocean_capture_performance.get_val("co2_out") plt.plot(times, doc_elec_in, label="electricity_in [kW]") plt.plot(times, doc_co2_out, label="co2_out [kg/hr]", color=[0.5, 0.25, 0]) - plt.yscale("log") + # plt.yscale("log") plt.legend() # H2 and Storage - plt.subplot(3, 2, 5) + plt.subplot(3, 2, 3) plt.title("H2 Storage") - h2_storage_in = model.plant.h2_storage.h2_storage.get_val("hydrogen_in") + h2_storage_in = model.plant.electrolyzer_to_h2_storage_pipe.get_val("hydrogen_in") * 3600 h2_storage_out = model.plant.h2_storage_to_methanol_pipe.get_val("hydrogen_out") * 3600 plt.plot(times, h2_storage_in, label="hydrogen_in [kg/hr]", color=[1, 0.5, 0]) plt.plot(times, h2_storage_out, label="hydrogen_out [kg/hr]", color=[0, 0.5, 0]) - plt.yscale("log") + # plt.yscale("log") + plt.legend() + + # H2 and Storage + plt.subplot(3, 2, 4) + plt.title("CO2 Storage") + model.plant.doc_to_co2_storage_pipe.get_val("co2_in") * 3600 + model.plant.co2_storage_to_methanol_pipe.get_val("co2_out") * 3600 + plt.plot(times, h2_storage_in, label="co2_in [kg/hr]", color=[0.5, 0.25, 0]) + plt.plot(times, h2_storage_out, label="co2_out [kg/hr]", color=[0, 0.25, 0.5]) + # plt.yscale("log") plt.legend() # H2 and CO2 to Methanol - plt.subplot(3, 2, 6) + plt.subplot(3, 2, 5) plt.title("Methanol") meoh_h2_in = model.plant.methanol.co2h_methanol_plant_performance.get_val("hydrogen_in") meoh_co2_in = model.plant.methanol.co2h_methanol_plant_performance.get_val("co2_in") meoh_meoh_out = model.plant.methanol.co2h_methanol_plant_performance.get_val("methanol_out") plt.plot(times, meoh_h2_in, label="hydrogen_in [kg/hr]", color=[0, 0.5, 0]) - plt.plot(times, meoh_co2_in, label="co2_in [kg/hr]", color=[0.5, 0.25, 0]) + plt.plot(times, meoh_co2_in, label="co2_in [kg/hr]", color=[0, 0.25, 0.5]) plt.plot(times, meoh_meoh_out, label="methanol_out [kg/hr]", color=[1, 0, 0.5]) - plt.yscale("log") + # plt.yscale("log") + plt.legend() + + # H2 and CO2 storage SOC + plt.subplot(3, 2, 6) + plt.title("Storage SOC") + h2_soc = model.plant.h2_storage.get_val("hydrogen_soc") * 100 + co2_soc = model.plant.co2_storage.get_val("co2_soc") * 100 + plt.plot(times, h2_soc, label="hydrogen_soc [%]", color=[1, 0.5, 0]) + plt.plot(times, co2_soc, label="co2_soc [%]", color=[0.5, 0.25, 0]) + # plt.yscale("log") plt.legend() fig = plt.gcf() diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index 363e189df..7e2c2e94d 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -19,7 +19,7 @@ technologies: model: "splitter_performance" config: split_mode: "fraction" - fraction_to_priority_tech: 0.9 + fraction_to_priority_tech: 0.8 electrolyzer: performance_model: model: "eco_pem_electrolyzer_performance" @@ -49,33 +49,58 @@ technologies: replacement_cost_percent: 0.15 # percent of capex - H2A default case h2_storage: performance_model: - model: "h2_storage" + model: "simple_generic_storage" + cost_model: + model: "atb_battery_cost" control_strategy: model: "demand_open_loop_controller" - cost_model: - model: "h2_storage" - financial_model: - group: default model_inputs: - performance_parameters: - rating: 300. - size_capacity_from_demand: - flag: True # If True, then storage is sized to provide steady-state storage - capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. - type: "lined_rock_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] - days: 0 #how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) - control_parameters: + shared_parameters: resource_name: "hydrogen" resource_rate_units: "kg/h" - max_capacity: 300000.0 # kg + max_charge_rate: 5000.0 # kg/time step + max_capacity: 19500.0 # kg + control_parameters: max_charge_percent: 1.0 # percent as decimal min_charge_percent: 0.1 # percent as decimal init_charge_percent: 0.25 # percent as decimal - max_charge_rate: 10000.0 # kg/time step - max_discharge_rate: 10000.0 # kg/time step + max_discharge_rate: 5000.0 # kg/time step charge_efficiency: 1.0 # percent as decimal discharge_efficiency: 1.0 # percent as decimal - demand_profile: 2226.0274 # Example: 10 time steps with 5000 kg/time step demand. Scalar indicates constant demand, array-like indicates dynamic demand + demand_profile: 195 + cost_parameters: + cost_year: 2022 + energy_capex: .000001 # $/kg + power_capex: .000001 # $/kg/h + opex_fraction: .000001 # percent of capex + # performance_model: + # model: "h2_storage" + # control_strategy: + # model: "demand_open_loop_controller" + # cost_model: + # model: "h2_storage" + # financial_model: + # group: default + # model_inputs: + # performance_parameters: + # rating: 300. + # size_capacity_from_demand: + # flag: True # If True, then storage is sized to provide steady-state storage + # capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. + # type: "lined_rock_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] + # days: 0 #how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) + # control_parameters: + # resource_name: "hydrogen" + # resource_rate_units: "kg/h" + # max_capacity: 1000000.0 # kg + # max_charge_percent: 1.0 # percent as decimal + # min_charge_percent: 0.1 # percent as decimal + # init_charge_percent: 0.25 # percent as decimal + # max_charge_rate: 10000.0 # kg/time step + # max_discharge_rate: 10000.0 # kg/time step + # charge_efficiency: 1.0 # percent as decimal + # discharge_efficiency: 1.0 # percent as decimal + # demand_profile: 195 # Example: 10 time steps with 5000 kg/time step demand. Scalar indicates constant demand, array-like indicates dynamic demand # wind: # performance_model: # model: "wind_plant_performance" @@ -137,6 +162,32 @@ technologies: pH_i: 8.1 # initial pH cost_parameters: infrastructure_type: "desal" + co2_storage: + performance_model: + model: "simple_generic_storage" + cost_model: + model: "atb_battery_cost" + control_strategy: + model: "demand_open_loop_controller" + model_inputs: + shared_parameters: + resource_name: "co2" + resource_rate_units: "kg/h" + max_charge_rate: 5000.0 # kg/time step + max_capacity: 142300.0 # kg + control_parameters: + max_charge_percent: 1.0 # percent as decimal + min_charge_percent: 0.1 # percent as decimal + init_charge_percent: 0.25 # percent as decimal + max_discharge_rate: 5000.0 # kg/time step + charge_efficiency: 1.0 # percent as decimal + discharge_efficiency: 1.0 # percent as decimal + demand_profile: 1423 + cost_parameters: + cost_year: 2022 + energy_capex: .000001 # $/kg + power_capex: .000001 # $/kg/h + opex_fraction: .000001 # percent of capex methanol: performance_model: model: "co2h_methanol_plant_performance" @@ -146,10 +197,10 @@ technologies: group: "1" model_inputs: shared_parameters: - plant_capacity_kgpy: 100000000 + plant_capacity_kgpy: 8760000 plant_capacity_flow: "methanol" performance_parameters: - capacity_factor: 0.9 + capacity_factor: 1 co2e_emit_ratio: 0.020296 h2o_consume_ratio: 0.988 h2_consume_ratio: 0.195 diff --git a/h2integrate/storage/co2/tank_baseclass.py b/h2integrate/storage/co2/tank_baseclass.py new file mode 100644 index 000000000..b081ac062 --- /dev/null +++ b/h2integrate/storage/co2/tank_baseclass.py @@ -0,0 +1,74 @@ +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import CostModelBaseConfig +from h2integrate.core.model_baseclasses import CostModelBaseClass + + +class CO2TankPerformanceModel(om.ExplicitComponent): + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + config_details = self.options["tech_config"]["details"] + self.add_input( + "co2_in", + val=0.0, + shape_by_conn=True, + copy_shape="co2_out", + units="kg/h", + desc="CO2 input over a year", + ) + self.add_input("initial_co2", val=0.0, units="kg", desc="Initial amount of co2 in the tank") + self.add_input( + "total_capacity", + val=float(config_details["total_capacity"]), + units="kg", + desc="Total storage capacity", + ) + self.add_input( + "co2_out", + val=0.0, + shape_by_conn=True, + copy_shape="co2_in", + units="kg/h", + desc="CO2 output over a year", + ) + self.add_output( + "stored_co2", + val=0.0, + shape_by_conn=True, + copy_shape="co2_in", + units="kg", + desc="Amount of co2 stored", + ) + + def compute(self, inputs, outputs): + initial_co2 = inputs["initial_co2"] + co2_in = inputs["co2_in"] + co2_out = inputs["co2_out"] + + outputs["stored_co2"] = initial_co2 + co2_in - co2_out + + +@define +class TankCostModelConfig(CostModelBaseConfig): + total_capacity: float = field() + + +class CO2TankCostModel(CostModelBaseClass): + def setup(self): + self.config = TankCostModelConfig.from_dict(self.options["tech_config"]["details"]) + super().setup() + self.add_input( + "total_capacity", + val=self.config.total_capacity, + units="kg", + desc="Total storage capacity", + ) + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + outputs["CapEx"] = inputs["total_capacity"] * 0.1 + outputs["OpEx"] = inputs["total_capacity"] * 0.01 diff --git a/h2integrate/transporters/pipe.py b/h2integrate/transporters/pipe.py index 73e61b527..f0aeb5165 100644 --- a/h2integrate/transporters/pipe.py +++ b/h2integrate/transporters/pipe.py @@ -19,6 +19,8 @@ def setup(self): if transport_item == "natural_gas": units = "MMBtu" + elif transport_item == "co2": + units = "kg/h" else: units = "kg/s" diff --git 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b/resource_files/wind/29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv deleted file mode 100644 index d4a3ab279..000000000 --- a/resource_files/wind/29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv +++ /dev/null @@ -1,8762 +0,0 @@ -SiteID,1379078,Site Timezone,-6,Data Timezone,0,Longitude,-94.593170166,Latitude,29.2054595947 -Year,Month,Day,Hour,Minute,surface air pressure (Pa),air pressure at 100m (Pa),air pressure at 200m (Pa),relative humidity at 2m (%),surface precipitation rate (mm/h),wind speed at 10m (m/s),wind speed at 40m (m/s),wind speed at 60m (m/s),wind speed at 80m (m/s),wind speed at 100m (m/s),wind speed at 120m (m/s),wind speed at 140m (m/s),wind speed at 160m (m/s),wind speed at 200m (m/s),wind direction at 10m (deg),wind direction at 40m (deg),wind direction at 60m (deg),wind direction at 80m (deg),wind direction at 100m (deg),wind direction at 120m (deg),wind direction at 140m (deg),wind direction at 160m (deg),wind direction at 200m (deg),air temperature at 10m (C),air temperature at 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-2012,1,11,11,30,101210,100000,98820,72.69,0,5.82,6.16,6.23,6.2700000000000005,6.29,6.3,6.3100000000000005,6.33,6.38,274.34000000000003,273.88,273.55,273.21,272.85,272.52,272.15,271.8,271.09000000000003,13.870000000000001,13.43,13.23,13.030000000000001,12.84,12.66,12.47,12.290000000000001,11.92,N/A,N/A -2012,1,11,12,30,101220,100010,98840,74.04,0,5.62,5.95,6.03,6.07,6.09,6.11,6.13,6.15,6.2,270.22,269.78000000000003,269.48,269.17,268.86,268.57,268.25,267.95,267.31,14.22,13.8,13.6,13.4,13.200000000000001,13.02,12.83,12.64,12.27,N/A,N/A -2012,1,11,13,30,101200,99990,98820,72.61,0,5.97,6.3500000000000005,6.44,6.48,6.5200000000000005,6.54,6.5600000000000005,6.58,6.63,269.57,269.21,268.95,268.7,268.44,268.18,267.89,267.62,266.96,14.59,14.17,13.98,13.780000000000001,13.58,13.4,13.200000000000001,13.02,12.65,N/A,N/A 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-2012,1,12,19,30,102200,100950,99740,56.36,0,12.200000000000001,13.22,13.5,13.65,13.75,13.83,13.870000000000001,13.91,13.96,339.06,339.19,339.28000000000003,339.36,339.43,339.5,339.57,339.64,339.76,9.040000000000001,8.26,7.98,7.73,7.5,7.3,7.08,6.87,6.47,N/A,N/A -2012,1,12,20,30,102220,100970,99760,53.95,0,11.26,12.15,12.4,12.530000000000001,12.620000000000001,12.68,12.72,12.76,12.8,338.94,338.92,338.91,338.89,338.88,338.86,338.85,338.83,338.8,9.32,8.57,8.3,8.06,7.83,7.62,7.4,7.2,6.79,N/A,N/A -2012,1,12,21,30,102220,100970,99760,51.77,0,10.93,11.77,12,12.120000000000001,12.200000000000001,12.26,12.290000000000001,12.32,12.36,339.72,339.58,339.48,339.39,339.3,339.22,339.15000000000003,339.08,338.93,9.44,8.72,8.45,8.21,7.98,7.78,7.5600000000000005,7.36,6.95,N/A,N/A 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-2012,1,13,2,30,102440,101190,99970,51.85,0,9.49,10.13,10.290000000000001,10.370000000000001,10.42,10.450000000000001,10.47,10.48,10.49,342.01,341.71,341.51,341.34000000000003,341.19,341.04,340.89,340.76,340.49,8.61,7.9,7.63,7.390000000000001,7.16,6.96,6.74,6.54,6.140000000000001,N/A,N/A -2012,1,13,3,30,102480,101230,100010,50.27,0,9.6,10.25,10.41,10.48,10.53,10.56,10.57,10.58,10.59,344.85,344.65000000000003,344.54,344.43,344.33,344.25,344.16,344.08,343.92,8.290000000000001,7.5600000000000005,7.29,7.0600000000000005,6.83,6.62,6.4,6.2,5.8,N/A,N/A -2012,1,13,4,30,102510,101250,100030,52.86,0,8.5,9.03,9.16,9.22,9.25,9.28,9.290000000000001,9.3,9.3,345.12,345.24,345.31,345.35,345.40000000000003,345.45,345.49,345.53000000000003,345.6,8.11,7.41,7.140000000000001,6.9,6.68,6.47,6.26,6.05,5.65,N/A,N/A 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-2012,1,13,20,30,102720,101470,100260,44.74,0,2.2800000000000002,2.38,2.4,2.41,2.43,2.44,2.45,2.46,2.48,4.8,3.17,2.15,1.21,0.34,359.54,358.75,358.02,356.63,9.88,9.39,9.17,8.96,8.75,8.56,8.35,8.16,7.76,N/A,N/A -2012,1,13,21,30,102710,101470,100250,39.92,0,2.89,3.0100000000000002,3.0300000000000002,3.04,3.0500000000000003,3.0500000000000003,3.06,3.06,3.0700000000000003,354.25,353.98,353.8,353.63,353.48,353.34000000000003,353.19,353.04,352.73,10.41,9.92,9.71,9.5,9.290000000000001,9.1,8.89,8.700000000000001,8.31,N/A,N/A -2012,1,13,22,30,102680,101440,100230,46.65,0,1.62,1.71,1.75,1.78,1.81,1.83,1.86,1.8800000000000001,1.93,333.59000000000003,333.1,332.77,332.45,332.14,331.87,331.59000000000003,331.33,330.82,10.71,10.25,10.040000000000001,9.83,9.63,9.44,9.23,9.040000000000001,8.65,N/A,N/A 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-2012,1,17,2,30,101910,100720,99560,91.11,0,8.32,10.35,11.33,12.39,13.33,14.200000000000001,14.94,15.6,16.64,167.79,168.52,169.19,170.23,171.29,172.4,173.62,174.78,179.14000000000001,17.94,18.07,18.16,18.41,18.61,18.8,18.91,18.990000000000002,19.2,N/A,N/A -2012,1,17,3,30,101890,100700,99540,91.25,0,7.28,9.32,10.290000000000001,11.33,12.32,13.27,14.16,14.97,16.12,161.97,164.12,165.78,167.83,169.74,171.57,173.22,174.73,177.23,17.93,18.03,18.04,18.04,18.16,18.35,18.54,18.72,18.81,N/A,N/A -2012,1,17,4,30,101880,100680,99530,91.14,0,7.5200000000000005,9.5,10.46,11.47,12.41,13.290000000000001,14.21,15.09,16.48,168.98,170.34,171.33,172.53,173.72,174.89000000000001,176.14000000000001,177.35,179.27,17.93,18.03,18.01,17.96,18.03,18.14,18.36,18.580000000000002,18.71,N/A,N/A 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-2012,1,26,20,30,101520,100310,99130,74.06,0,7.65,8.24,8.39,8.48,8.540000000000001,8.58,8.620000000000001,8.64,8.68,289.08,289.23,289.31,289.37,289.43,289.49,289.54,289.59000000000003,289.69,14.48,14.02,13.81,13.61,13.4,13.21,13,12.8,12.41,N/A,N/A -2012,1,26,21,30,101540,100330,99150,71.81,0,6.75,7.29,7.46,7.5600000000000005,7.640000000000001,7.71,7.7700000000000005,7.82,7.9,300.62,301.28000000000003,301.61,301.89,302.14,302.36,302.58,302.76,303.12,14.94,14.52,14.32,14.120000000000001,13.91,13.73,13.52,13.33,12.93,N/A,N/A -2012,1,26,22,30,101560,100350,99170,72.62,0,10.56,11.61,11.9,12.07,12.19,12.280000000000001,12.34,12.4,12.48,314.74,314.81,314.84000000000003,314.87,314.91,314.93,314.96,314.99,315.05,15.280000000000001,14.84,14.63,14.42,14.22,14.02,13.82,13.620000000000001,13.23,N/A,N/A 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-2012,1,27,5,30,101830,100620,99440,78.33,0,3.04,3.13,3.12,3.1,3.08,3.06,3.0300000000000002,3.0100000000000002,2.97,347.62,345.85,344.64,343.42,342.21,341.11,339.81,338.59000000000003,335.88,15.13,14.76,14.57,14.38,14.19,14.01,13.8,13.620000000000001,13.24,N/A,N/A -2012,1,27,6,30,101880,100660,99490,80.5,0,2.62,2.64,2.61,2.56,2.5100000000000002,2.46,2.4,2.33,2.18,38.01,37.45,36.99,36.49,35.93,35.39,34.62,33.83,31.470000000000002,14.530000000000001,14.15,13.96,13.77,13.57,13.39,13.19,13.01,12.620000000000001,N/A,N/A -2012,1,27,7,30,101920,100710,99520,81.99,0,1.79,1.77,1.73,1.68,1.6300000000000001,1.58,1.53,1.47,1.36,28.37,26.46,25.25,23.94,22.3,20.72,18.19,15.44,4.97,14.26,13.88,13.700000000000001,13.5,13.31,13.13,12.94,12.75,12.39,N/A,N/A 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-2012,2,2,17,30,101960,100760,99600,95.07000000000001,0,3.64,4.25,4.5600000000000005,4.88,5.11,5.29,5.38,5.44,5.39,109.14,108.24000000000001,108.04,108.24000000000001,109.48,111.16,113.42,115.63,121.19,17.89,17.71,17.67,17.66,17.63,17.6,17.56,17.54,17.66,N/A,N/A -2012,2,2,18,30,101940,100740,99580,95.85000000000001,0,4.42,4.78,5.11,5.8100000000000005,6.23,6.5,6.5600000000000005,6.59,6.58,106.33,106.55,106.64,106.74000000000001,107.32000000000001,108.09,109.99000000000001,111.89,116.21000000000001,18.03,17.77,17.71,17.740000000000002,17.78,17.82,17.78,17.73,17.7,N/A,N/A -2012,2,2,19,30,101910,100710,99550,96.41,0,4.16,4.54,4.9,5.6000000000000005,6.05,6.37,6.66,6.92,7.24,105.21000000000001,106.10000000000001,107.84,111.36,114.11,116.33,118.72,120.97,125.31,18.19,17.92,17.81,17.740000000000002,17.75,17.79,17.85,17.91,17.900000000000002,N/A,N/A 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-2012,2,4,7,30,101700,100510,99360,95.14,0.4,4.75,6.25,7.0200000000000005,7.9,8.870000000000001,9.93,10.32,10.53,10.55,142.16,143.05,144.04,145.72,148.5,152,159.39000000000001,166.79,172.86,19.12,19.11,19.07,19.01,18.72,18.330000000000002,18.76,19.330000000000002,20.71,N/A,N/A -2012,2,4,8,30,101710,100520,99380,95.47,0.4,4.8100000000000005,6.36,7.22,8.3,9.38,10.47,10.85,10.99,10.450000000000001,144.67000000000002,146.46,148.26,151.20000000000002,154.42000000000002,157.87,162.89000000000001,167.66,172.29,19.04,19.080000000000002,19.06,19,18.77,18.46,18.66,18.990000000000002,20.42,N/A,N/A -2012,2,4,9,30,101730,100540,99390,95.26,0.4,5.01,6.7,7.54,8.42,9.22,9.97,10.02,9.950000000000001,10.07,154.62,158.49,161.6,165.65,169.94,174.37,176.27,177.56,179.71,19.080000000000002,18.94,18.72,18.36,17.94,17.490000000000002,18.88,20.35,21.240000000000002,N/A,N/A -2012,2,4,10,30,101730,100540,99390,95.94,0.4,4.04,5.92,6.99,8.13,8.92,9.46,9.5,9.42,9.33,162.65,165.27,167.32,169.84,172.62,175.44,178.38,180.99,183.29,18.96,18.75,18.57,18.32,18.21,18.150000000000002,19.3,20.580000000000002,20.78,N/A,N/A -2012,2,4,11,30,101750,100560,99420,96.57000000000001,0,3.52,5.33,6.4,7.55,8.26,8.65,8.66,8.61,8.6,166.62,169.42000000000002,172.51,177.6,180.96,183.06,183.92000000000002,184.43,184.36,18.84,18.73,18.61,18.46,18.43,18.46,19.830000000000002,21.27,20.91,N/A,N/A -2012,2,4,12,30,101770,100580,99430,97.16,0.7000000000000001,3.6,5.26,6.140000000000001,6.890000000000001,7.49,7.97,8.290000000000001,8.56,8.83,175.91,182.21,186.19,189.32,191.99,194.32,195.24,195.84,196.87,18.7,18.43,18.03,17.31,17.82,18.95,19.86,20.61,20.8,N/A,N/A -2012,2,4,13,30,101820,100630,99470,97.64,0,0.51,1.29,1.8800000000000001,2.36,2.7600000000000002,3.09,3.5300000000000002,4.0200000000000005,5.58,191.85,179.20000000000002,173.23,179.83,185.20000000000002,189.6,193.17000000000002,196.56,203.51,18.75,18.68,18.580000000000002,18.47,18.35,18.23,18.14,18.080000000000002,18.67,N/A,N/A -2012,2,4,14,30,101900,100710,99550,98.32000000000001,0,1.12,1.48,1.52,1.54,1.6,1.67,1.82,1.98,2.46,290.03000000000003,281.81,277.2,273.75,270.73,267.94,262.21,255.98000000000002,243.31,18.61,18.580000000000002,18.54,18.47,18.39,18.31,18.240000000000002,18.18,18.07,N/A,N/A -2012,2,4,15,30,101940,100740,99590,98.87,0,0.8,0.86,0.7000000000000001,0.49,0.27,0.13,0.26,0.58,1.1,86.62,84.28,85.25,88.57000000000001,127.4,159.36,184.70000000000002,233.4,237.5,18.5,18.45,18.41,18.38,18.330000000000002,18.28,18.240000000000002,18.2,18.06,N/A,N/A -2012,2,4,16,30,101950,100750,99600,98.73,0,0.8,1.1300000000000001,1.28,1.56,1.81,2.0300000000000002,2.11,2.17,2.23,17.44,342.75,324.53000000000003,312.3,303.64,297.47,294.64,292.61,287.88,18.59,18.650000000000002,18.650000000000002,18.63,18.59,18.53,18.44,18.35,18.17,N/A,N/A -2012,2,4,17,30,101940,100750,99590,99.01,0,1.07,1.44,1.46,1.44,1.3800000000000001,1.3,1.27,1.24,1.21,33.3,21.28,13.34,5.5600000000000005,356.34000000000003,347.21,342.89,339.89,334.97,18.6,18.57,18.55,18.51,18.46,18.400000000000002,18.32,18.23,18.06,N/A,N/A -2012,2,4,18,30,101960,100760,99610,99.31,0,2.19,2.73,2.83,2.69,2.62,2.58,2.3000000000000003,2.04,1.6300000000000001,21.69,15.56,11.93,9.3,7.54,6.23,3.46,0.9,352.42,18.5,18.43,18.39,18.34,18.26,18.18,18.12,18.06,17.96,N/A,N/A -2012,2,4,19,30,101960,100760,99610,99.32000000000001,0,3.1,3.5100000000000002,3.67,3.7800000000000002,3.74,3.63,3.49,3.37,3.0500000000000003,14.32,14.6,14.31,13.44,12.530000000000001,11.66,11.02,10.450000000000001,8.120000000000001,18.42,18.26,18.26,18.330000000000002,18.28,18.18,18.080000000000002,18,17.85,N/A,N/A -2012,2,4,20,30,101930,100740,99580,99.33,0,2.4,3.0500000000000003,3.35,3.49,3.54,3.56,3.48,3.39,3.22,26.43,26.05,25.12,23.35,21.46,19.59,17.63,15.85,11.65,18.14,18.39,18.46,18.38,18.3,18.23,18.14,18.06,17.87,N/A,N/A -2012,2,4,21,30,101900,100710,99560,99.35000000000001,0,2.34,3.06,3.37,3.45,3.49,3.52,3.54,3.56,3.6,53.480000000000004,50.74,48.04,44.43,40.37,36.25,32.05,28.2,20.76,17.82,18.48,18.72,18.67,18.63,18.61,18.56,18.5,18.35,N/A,N/A -2012,2,4,22,30,101890,100690,99540,99.24000000000001,0,2.2600000000000002,2.7600000000000002,2.91,2.84,2.81,2.8000000000000003,2.8000000000000003,2.82,2.85,92.03,80.57000000000001,73.03,66.85,60.29,53.79,47,40.78,28.76,17.21,18.26,18.69,18.7,18.71,18.73,18.72,18.71,18.61,N/A,N/A -2012,2,4,23,30,101920,100720,99560,99.21000000000001,0,0.21,0.56,0.93,1.4000000000000001,1.83,2.19,2.52,2.82,3.33,44.12,42.54,38.15,20.26,8.43,1.24,356.81,353.06,348.23,17.02,16.84,17.05,17.66,17.94,18.06,18.03,17.97,17.71,N/A,N/A -2012,2,5,0,30,101970,100770,99600,98.93,0,4.26,5.25,5.75,6.21,6.5600000000000005,6.8500000000000005,7.04,7.21,7.3500000000000005,322.79,327.29,329.65000000000003,331.7,333.32,334.66,335.88,336.98,339.08,17.42,17.38,17.37,17.32,17.240000000000002,17.13,16.990000000000002,16.85,16.53,N/A,N/A -2012,2,5,1,30,102020,100810,99650,82.58,0,8.81,9.52,9.66,9.71,9.72,9.71,9.69,9.66,9.61,338.57,338.92,339.17,339.43,339.7,339.97,340.32,340.68,341.84000000000003,17.19,16.84,16.66,16.46,16.27,16.09,15.89,15.71,15.34,N/A,N/A -2012,2,5,2,30,102080,100880,99700,80.68,0,9.26,10.03,10.19,10.25,10.28,10.28,10.26,10.24,10.17,346.48,346.73,346.87,347.02,347.17,347.32,347.51,347.69,348.18,16.740000000000002,16.35,16.16,15.96,15.76,15.58,15.38,15.19,14.81,N/A,N/A -2012,2,5,3,30,102120,100910,99730,78.88,0,9.34,10.1,10.27,10.34,10.38,10.39,10.39,10.370000000000001,10.33,354.47,354.85,355.06,355.28000000000003,355.5,355.71,355.95,356.17,356.72,16.41,16,15.8,15.6,15.4,15.21,15.01,14.82,14.44,N/A,N/A -2012,2,5,4,30,102130,100920,99740,76.47,0,9.15,9.9,10.06,10.13,10.17,10.19,10.200000000000001,10.200000000000001,10.19,4.0600000000000005,4.15,4.21,4.26,4.33,4.4,4.49,4.59,4.87,16.11,15.68,15.47,15.27,15.07,14.89,14.69,14.5,14.11,N/A,N/A -2012,2,5,5,30,102130,100910,99740,74.07000000000001,0,8.43,9.1,9.25,9.33,9.38,9.41,9.43,9.450000000000001,9.48,7.51,7.73,7.86,7.98,8.1,8.22,8.370000000000001,8.5,8.84,16.06,15.63,15.43,15.23,15.030000000000001,14.85,14.65,14.46,14.07,N/A,N/A -2012,2,5,6,30,102170,100960,99790,73.51,0,8.370000000000001,9.05,9.21,9.290000000000001,9.33,9.36,9.370000000000001,9.38,9.38,358.57,358.81,358.99,359.18,359.35,359.52,359.69,359.86,0.24,16.15,15.73,15.530000000000001,15.33,15.13,14.94,14.73,14.540000000000001,14.15,N/A,N/A -2012,2,5,7,30,102210,101000,99820,74.22,0,8.36,9,9.14,9.21,9.24,9.27,9.27,9.26,9.24,356.79,356.89,356.98,357.09000000000003,357.2,357.3,357.42,357.53000000000003,357.78000000000003,15.81,15.370000000000001,15.17,14.96,14.75,14.56,14.36,14.17,13.780000000000001,N/A,N/A -2012,2,5,8,30,102220,101000,99820,83.66,0,10.06,10.86,11.040000000000001,11.13,11.16,11.18,11.18,11.16,11.11,2.87,3.16,3.3200000000000003,3.46,3.61,3.74,3.89,4.03,4.34,14.43,13.89,13.66,13.450000000000001,13.24,13.05,12.85,12.65,12.27,N/A,N/A -2012,2,5,9,30,102210,100990,99810,82.05,0.4,10.13,10.950000000000001,11.14,11.24,11.290000000000001,11.33,11.35,11.36,11.36,9.120000000000001,9.200000000000001,9.26,9.32,9.38,9.44,9.5,9.56,9.700000000000001,14.41,13.870000000000001,13.64,13.43,13.22,13.030000000000001,12.82,12.63,12.24,N/A,N/A -2012,2,5,10,30,102240,101020,99830,78.25,0,9.74,10.52,10.69,10.78,10.83,10.86,10.870000000000001,10.88,10.870000000000001,7.69,7.8500000000000005,7.96,8.06,8.17,8.27,8.38,8.49,8.72,14.33,13.790000000000001,13.57,13.35,13.14,12.950000000000001,12.74,12.55,12.16,N/A,N/A -2012,2,5,11,30,102300,101070,99880,73.63,0,10.02,10.790000000000001,10.96,11.040000000000001,11.07,11.09,11.09,11.09,11.06,0.48,0.8300000000000001,1.04,1.24,1.44,1.6300000000000001,1.83,2.0300000000000002,2.43,13.92,13.35,13.13,12.91,12.700000000000001,12.51,12.3,12.1,11.71,N/A,N/A -2012,2,5,12,30,102300,101070,99880,74.76,0,10.96,11.86,12.05,12.15,12.200000000000001,12.23,12.24,12.24,12.21,2.8000000000000003,3.0700000000000003,3.25,3.41,3.5700000000000003,3.71,3.86,4,4.28,13.31,12.700000000000001,12.46,12.24,12.02,11.82,11.61,11.42,11.03,N/A,N/A -2012,2,5,13,30,102330,101100,99900,72.05,0,11.51,12.46,12.67,12.76,12.81,12.83,12.83,12.82,12.77,8.68,8.89,9.01,9.120000000000001,9.23,9.33,9.44,9.55,9.790000000000001,12.73,12.08,11.83,11.61,11.39,11.200000000000001,10.99,10.8,10.41,N/A,N/A -2012,2,5,14,30,102390,101160,99960,73.54,0,10.08,10.83,11,11.08,11.13,11.16,11.17,11.17,11.16,7.05,6.94,6.88,6.82,6.75,6.7,6.63,6.57,6.45,12.5,11.870000000000001,11.620000000000001,11.4,11.18,10.99,10.78,10.59,10.19,N/A,N/A -2012,2,5,15,30,102410,101180,99980,71.28,0,11.15,12.05,12.26,12.370000000000001,12.43,12.47,12.48,12.49,12.49,8.38,8.48,8.56,8.63,8.700000000000001,8.76,8.83,8.9,9.05,12.11,11.43,11.18,10.950000000000001,10.73,10.53,10.32,10.120000000000001,9.73,N/A,N/A -2012,2,5,16,30,102420,101190,99980,72.48,0,10.05,10.76,10.9,10.950000000000001,10.97,10.97,10.950000000000001,10.93,10.86,3.06,3.38,3.5500000000000003,3.72,3.88,4.0200000000000005,4.19,4.3500000000000005,4.7,11.83,11.17,10.92,10.700000000000001,10.48,10.28,10.08,9.88,9.5,N/A,N/A -2012,2,5,17,30,102410,101180,99970,73.74,0,9.84,10.55,10.69,10.75,10.790000000000001,10.8,10.8,10.790000000000001,10.76,2.92,3.27,3.46,3.63,3.8000000000000003,3.95,4.12,4.2700000000000005,4.61,11.51,10.84,10.59,10.36,10.14,9.94,9.74,9.540000000000001,9.15,N/A,N/A -2012,2,5,18,30,102410,101180,99970,70.92,0,9.58,10.27,10.42,10.49,10.53,10.56,10.57,10.57,10.56,0.41000000000000003,0.5700000000000001,0.7000000000000001,0.8200000000000001,0.9400000000000001,1.05,1.16,1.27,1.51,11.67,11.01,10.76,10.540000000000001,10.32,10.120000000000001,9.91,9.72,9.32,N/A,N/A -2012,2,5,19,30,102430,101200,100000,67.17,0,8.55,9.15,9.290000000000001,9.370000000000001,9.41,9.450000000000001,9.46,9.48,9.49,359.81,359.95,0.16,0.33,0.49,0.63,0.76,0.9,1.16,12.120000000000001,11.51,11.27,11.05,10.83,10.64,10.43,10.23,9.84,N/A,N/A -2012,2,5,20,30,102360,101130,99940,64.04,0,8.66,9.31,9.47,9.56,9.620000000000001,9.67,9.700000000000001,9.72,9.76,358.49,358.66,358.76,358.86,358.97,359.07,359.19,359.3,359.53000000000003,13.18,12.61,12.38,12.17,11.950000000000001,11.75,11.540000000000001,11.35,10.950000000000001,N/A,N/A -2012,2,5,21,30,102320,101100,99900,61.06,0,9.38,10.07,10.21,10.27,10.3,10.32,10.32,10.32,10.290000000000001,357.02,357.45,357.68,357.89,358.1,358.29,358.49,358.68,359.08,13.77,13.22,12.99,12.780000000000001,12.57,12.370000000000001,12.16,11.97,11.58,N/A,N/A -2012,2,5,22,30,102310,101090,99900,61,0,9.290000000000001,10.01,10.17,10.27,10.32,10.36,10.38,10.39,10.4,0.86,0.97,1.08,1.18,1.27,1.36,1.44,1.53,1.69,13.950000000000001,13.41,13.18,12.96,12.75,12.55,12.34,12.15,11.75,N/A,N/A -2012,2,5,23,30,102390,101160,99970,56.77,0,9.34,10.05,10.200000000000001,10.27,10.31,10.33,10.34,10.34,10.33,354.63,354.76,354.87,354.96,355.04,355.12,355.21,355.3,355.5,13.84,13.290000000000001,13.06,12.85,12.64,12.450000000000001,12.24,12.05,11.65,N/A,N/A -2012,2,6,0,30,102390,101170,99970,62.4,0,10.18,10.94,11.08,11.13,11.14,11.14,11.120000000000001,11.1,11.03,357.7,358.18,358.46,358.73,358.99,359.24,359.5,359.75,0.29,13.56,12.98,12.75,12.530000000000001,12.32,12.13,11.92,11.73,11.34,N/A,N/A -2012,2,6,1,30,102430,101200,100000,63.15,0,11.1,12.02,12.22,12.32,12.38,12.41,12.43,12.44,12.43,5.61,5.72,5.7700000000000005,5.8100000000000005,5.86,5.89,5.94,5.98,6.08,13.05,12.42,12.18,11.96,11.74,11.540000000000001,11.33,11.13,10.74,N/A,N/A -2012,2,6,2,30,102460,101230,100030,65.19,0,11.28,12.26,12.51,12.65,12.74,12.81,12.85,12.88,12.92,13.81,13.700000000000001,13.620000000000001,13.540000000000001,13.450000000000001,13.38,13.3,13.23,13.08,12.98,12.34,12.1,11.870000000000001,11.65,11.450000000000001,11.24,11.040000000000001,10.65,N/A,N/A -2012,2,6,3,30,102460,101230,100030,63.34,0,11.290000000000001,12.24,12.47,12.59,12.67,12.72,12.75,12.780000000000001,12.8,14.08,14.13,14.16,14.200000000000001,14.24,14.280000000000001,14.33,14.370000000000001,14.47,13.030000000000001,12.39,12.15,11.93,11.71,11.51,11.3,11.1,10.71,N/A,N/A -2012,2,6,4,30,102440,101210,100010,63.45,0,11.26,12.22,12.43,12.55,12.620000000000001,12.66,12.69,12.700000000000001,12.71,18.92,18.98,19.01,19.03,19.07,19.09,19.13,19.17,19.25,13,12.36,12.120000000000001,11.9,11.68,11.48,11.27,11.07,10.67,N/A,N/A -2012,2,6,5,30,102450,101220,100020,64.78,0,10.450000000000001,11.28,11.47,11.57,11.620000000000001,11.66,11.68,11.69,11.69,21.830000000000002,22.09,22.21,22.31,22.42,22.52,22.62,22.73,22.93,12.74,12.120000000000001,11.88,11.65,11.44,11.24,11.03,10.83,10.44,N/A,N/A -2012,2,6,6,30,102480,101240,100040,66.19,0,9.64,10.370000000000001,10.53,10.620000000000001,10.67,10.700000000000001,10.71,10.72,10.72,24.01,24.29,24.46,24.62,24.77,24.900000000000002,25.04,25.18,25.44,12.5,11.89,11.65,11.43,11.21,11.01,10.8,10.61,10.21,N/A,N/A -2012,2,6,7,30,102480,101240,100040,68.1,0,10.07,10.81,10.96,11.03,11.06,11.08,11.07,11.06,11.02,25.26,25.51,25.68,25.810000000000002,25.95,26.080000000000002,26.21,26.34,26.59,12.05,11.4,11.16,10.94,10.72,10.52,10.31,10.11,9.72,N/A,N/A -2012,2,6,8,30,102490,101260,100050,68.13,0,9.32,9.98,10.120000000000001,10.19,10.22,10.24,10.24,10.23,10.200000000000001,22.830000000000002,23.12,23.31,23.48,23.64,23.79,23.94,24.080000000000002,24.38,11.82,11.19,10.94,10.72,10.5,10.3,10.09,9.9,9.5,N/A,N/A -2012,2,6,9,30,102480,101240,100040,68.91,0,9.370000000000001,10.03,10.16,10.23,10.26,10.27,10.27,10.27,10.24,27.42,27.61,27.75,27.87,27.990000000000002,28.1,28.22,28.34,28.580000000000002,11.64,10.99,10.74,10.52,10.3,10.11,9.9,9.700000000000001,9.31,N/A,N/A -2012,2,6,10,30,102490,101250,100050,70.08,0,8.66,9.24,9.35,9.4,9.42,9.43,9.42,9.41,9.38,29.55,29.77,29.91,30.03,30.150000000000002,30.26,30.38,30.490000000000002,30.72,11.6,10.97,10.73,10.51,10.290000000000001,10.09,9.89,9.69,9.3,N/A,N/A -2012,2,6,11,30,102500,101260,100060,72.69,0,8.77,9.33,9.43,9.47,9.48,9.48,9.46,9.44,9.39,25.490000000000002,25.92,26.2,26.44,26.69,26.91,27.150000000000002,27.38,27.84,11.36,10.71,10.47,10.25,10.03,9.83,9.63,9.43,9.040000000000001,N/A,N/A -2012,2,6,12,30,102500,101260,100050,74.76,0,8.47,9,9.09,9.120000000000001,9.120000000000001,9.120000000000001,9.09,9.07,9.01,22.34,22.71,22.96,23.19,23.41,23.62,23.830000000000002,24.04,24.48,11.17,10.53,10.290000000000001,10.07,9.85,9.65,9.450000000000001,9.25,8.86,N/A,N/A -2012,2,6,13,30,102520,101280,100070,77.34,0,8.620000000000001,9.15,9.24,9.27,9.28,9.27,9.25,9.23,9.17,20.580000000000002,20.89,21.080000000000002,21.26,21.43,21.59,21.76,21.92,22.26,10.59,9.93,9.68,9.450000000000001,9.23,9.03,8.82,8.63,8.24,N/A,N/A -2012,2,6,14,30,102540,101290,100090,77.36,0,8.64,9.18,9.28,9.31,9.32,9.32,9.31,9.290000000000001,9.23,20.8,21.07,21.240000000000002,21.400000000000002,21.54,21.68,21.830000000000002,21.97,22.27,10.49,9.82,9.57,9.35,9.13,8.93,8.72,8.53,8.14,N/A,N/A -2012,2,6,15,30,102540,101300,100090,76.38,0,7.640000000000001,8.08,8.16,8.19,8.19,8.19,8.18,8.16,8.11,22.26,22.43,22.54,22.650000000000002,22.76,22.86,22.97,23.080000000000002,23.31,10.49,9.85,9.61,9.39,9.17,8.98,8.77,8.58,8.2,N/A,N/A -2012,2,6,16,30,102530,101290,100080,75.64,0,6.9,7.28,7.3500000000000005,7.37,7.38,7.38,7.36,7.3500000000000005,7.32,20.41,20.5,20.55,20.61,20.67,20.72,20.79,20.85,21.01,10.74,10.13,9.89,9.68,9.46,9.27,9.06,8.870000000000001,8.48,N/A,N/A -2012,2,6,17,30,102490,101250,100040,72.99,0,6.3100000000000005,6.66,6.72,6.74,6.76,6.76,6.76,6.75,6.73,19.03,18.92,18.82,18.740000000000002,18.650000000000002,18.57,18.490000000000002,18.400000000000002,18.25,11.15,10.57,10.34,10.120000000000001,9.91,9.72,9.52,9.33,8.950000000000001,N/A,N/A -2012,2,6,18,30,102440,101210,100010,68.49,0,5.21,5.5,5.5600000000000005,5.6000000000000005,5.63,5.65,5.67,5.69,5.71,21.3,21.21,21.12,21.03,20.94,20.86,20.76,20.68,20.5,11.99,11.46,11.24,11.03,10.82,10.63,10.43,10.24,9.85,N/A,N/A -2012,2,6,19,30,102410,101170,99980,63.49,0,3.7,3.89,3.93,3.96,3.99,4.01,4.03,4.05,4.1,27.44,26.25,25.490000000000002,24.78,24.09,23.47,22.79,22.150000000000002,20.85,12.88,12.41,12.200000000000001,12,11.8,11.61,11.41,11.22,10.83,N/A,N/A -2012,2,6,20,30,102350,101120,99930,62.67,0,2.05,2.08,2.06,2.04,2.0300000000000002,2.0100000000000002,1.99,1.98,1.96,61.08,58.42,56.59,54.82,52.97,51.27,49.19,47.2,42.74,13.48,13.06,12.86,12.66,12.46,12.280000000000001,12.08,11.89,11.52,N/A,N/A -2012,2,6,21,30,102300,101080,99890,63.5,0,1.83,1.8,1.75,1.69,1.6400000000000001,1.58,1.52,1.47,1.36,91.5,89.55,88.14,86.65,84.9,83.28,80.83,78.32000000000001,70.94,13.950000000000001,13.540000000000001,13.34,13.15,12.950000000000001,12.77,12.58,12.39,12.030000000000001,N/A,N/A -2012,2,6,22,30,102260,101040,99860,61.86,0,0.5700000000000001,0.49,0.44,0.4,0.36,0.33,0.33,0.34,0.43,95.43,87.60000000000001,81.3,73.95,63.51,53.63,38.85,25.66,1.42,14.38,13.98,13.8,13.6,13.41,13.23,13.02,12.84,12.46,N/A,N/A -2012,2,6,23,30,102240,101020,99840,62.410000000000004,0,0.38,0.33,0.3,0.27,0.27,0.27,0.29,0.32,0.43,85.31,72.9,63.42,52.42,39.49,27.02,14.58,3.5300000000000002,347.17,14.700000000000001,14.32,14.13,13.94,13.74,13.56,13.36,13.17,12.790000000000001,N/A,N/A -2012,2,7,0,30,102240,101020,99840,63,0,0.9500000000000001,0.9,0.86,0.81,0.77,0.73,0.6900000000000001,0.66,0.6,93.74,90.17,87.76,85.13,81.88,78.83,74.11,69.23,54.480000000000004,14.950000000000001,14.58,14.39,14.200000000000001,14,13.82,13.620000000000001,13.43,13.06,N/A,N/A -2012,2,7,1,30,102220,101010,99820,62.690000000000005,0,0.84,0.85,0.85,0.85,0.86,0.87,0.89,0.91,1.01,55.980000000000004,50.81,47.51,44.17,40.68,37.4,33.55,29.87,21.7,15.21,14.85,14.66,14.47,14.27,14.09,13.9,13.71,13.34,N/A,N/A -2012,2,7,2,30,102230,101010,99830,58.5,0,2.36,2.5500000000000003,2.62,2.67,2.73,2.7800000000000002,2.83,2.88,2.99,21.42,22.19,22.650000000000002,23.09,23.52,23.91,24.35,24.76,25.69,15.51,15.14,14.950000000000001,14.76,14.56,14.370000000000001,14.17,13.98,13.59,N/A,N/A -2012,2,7,3,30,102240,101030,99840,64.35,0,3.86,4.05,4.09,4.1,4.11,4.11,4.11,4.11,4.1,37.18,37.7,38.04,38.36,38.67,38.94,39.230000000000004,39.49,40.03,15.540000000000001,15.15,14.96,14.76,14.56,14.370000000000001,14.16,13.98,13.58,N/A,N/A -2012,2,7,4,30,102240,101020,99840,61.76,0,5.3,5.53,5.54,5.5200000000000005,5.49,5.45,5.41,5.37,5.2700000000000005,33.59,34.12,34.45,34.77,35.09,35.38,35.71,36.02,36.67,15.290000000000001,14.88,14.68,14.49,14.280000000000001,14.1,13.89,13.700000000000001,13.32,N/A,N/A -2012,2,7,5,30,102220,101000,99810,63.190000000000005,0,5.04,5.29,5.32,5.32,5.3100000000000005,5.29,5.2700000000000005,5.25,5.2,32.39,33.14,33.61,34.05,34.49,34.88,35.33,35.75,36.62,15.09,14.67,14.47,14.27,14.07,13.89,13.68,13.49,13.11,N/A,N/A -2012,2,7,6,30,102240,101020,99830,67.86,0,5.0600000000000005,5.3100000000000005,5.34,5.34,5.33,5.32,5.29,5.2700000000000005,5.22,41.5,42.22,42.660000000000004,43.06,43.46,43.82,44.22,44.59,45.38,14.92,14.51,14.31,14.11,13.91,13.73,13.52,13.33,12.950000000000001,N/A,N/A -2012,2,7,7,30,102250,101030,99850,71.48,0,4.9,5.15,5.2,5.22,5.22,5.22,5.21,5.2,5.17,47.92,48.6,49.03,49.43,49.82,50.17,50.54,50.9,51.660000000000004,14.91,14.49,14.3,14.1,13.9,13.71,13.51,13.32,12.93,N/A,N/A -2012,2,7,8,30,102230,101010,99830,72.23,0,4.83,5.09,5.14,5.15,5.16,5.17,5.16,5.16,5.14,48.370000000000005,49.22,49.730000000000004,50.21,50.67,51.08,51.53,51.94,52.81,15.06,14.65,14.46,14.26,14.06,13.88,13.67,13.48,13.09,N/A,N/A -2012,2,7,9,30,102220,101000,99820,74.67,0,4.79,5.04,5.07,5.08,5.08,5.07,5.05,5.04,5,52.79,53.53,53.93,54.31,54.68,55.02,55.38,55.72,56.46,15.030000000000001,14.63,14.43,14.23,14.030000000000001,13.84,13.64,13.450000000000001,13.06,N/A,N/A -2012,2,7,10,30,102210,100990,99810,77.47,0,5.18,5.47,5.5200000000000005,5.54,5.54,5.54,5.54,5.53,5.5,62.21,62.99,63.440000000000005,63.870000000000005,64.27,64.64,65.04,65.41,66.21000000000001,14.98,14.57,14.370000000000001,14.17,13.97,13.780000000000001,13.58,13.39,13,N/A,N/A -2012,2,7,11,30,102220,101000,99820,76.09,0,4.88,5.14,5.19,5.21,5.22,5.22,5.22,5.21,5.19,63.95,64.33,64.58,64.81,65.02,65.21000000000001,65.42,65.61,66.01,15.07,14.66,14.46,14.26,14.06,13.88,13.67,13.48,13.09,N/A,N/A -2012,2,7,12,30,102220,101000,99820,76.12,0,5.26,5.5600000000000005,5.61,5.63,5.64,5.64,5.63,5.62,5.6000000000000005,65.98,66.24,66.38,66.51,66.64,66.75,66.88,67,67.24,15.120000000000001,14.71,14.52,14.31,14.11,13.93,13.72,13.530000000000001,13.14,N/A,N/A -2012,2,7,13,30,102240,101020,99840,74.49,0,4.99,5.26,5.3,5.32,5.32,5.3100000000000005,5.3,5.28,5.25,62.57,62.79,62.93,63.06,63.18,63.300000000000004,63.42,63.54,63.78,15.1,14.700000000000001,14.5,14.3,14.1,13.91,13.71,13.52,13.13,N/A,N/A -2012,2,7,14,30,102280,101060,99880,74.77,0,5.18,5.46,5.51,5.53,5.53,5.53,5.51,5.5,5.47,58.89,59.06,59.17,59.27,59.36,59.44,59.52,59.6,59.76,15.1,14.69,14.5,14.3,14.09,13.91,13.700000000000001,13.51,13.120000000000001,N/A,N/A -2012,2,7,15,30,102290,101070,99890,78.29,0,5.49,5.8,5.8500000000000005,5.86,5.87,5.86,5.8500000000000005,5.83,5.79,50.28,50.620000000000005,50.84,51.04,51.24,51.42,51.61,51.79,52.160000000000004,15.01,14.59,14.39,14.19,13.99,13.8,13.6,13.41,13.02,N/A,N/A -2012,2,7,16,30,102290,101070,99880,78.76,0,5.53,5.8,5.83,5.82,5.8,5.78,5.75,5.72,5.64,47.02,47.65,48.050000000000004,48.43,48.81,49.17,49.58,49.97,50.84,14.65,14.22,14.02,13.82,13.620000000000001,13.43,13.23,13.040000000000001,12.66,N/A,N/A -2012,2,7,17,30,102290,101070,99880,77.28,0,5.41,5.67,5.71,5.71,5.7,5.68,5.65,5.62,5.55,48.64,49.09,49.39,49.67,49.96,50.21,50.51,50.79,51.42,14.56,14.13,13.93,13.73,13.530000000000001,13.34,13.14,12.950000000000001,12.57,N/A,N/A -2012,2,7,18,30,102280,101060,99870,77.23,0,5.58,5.8500000000000005,5.88,5.87,5.8500000000000005,5.83,5.79,5.75,5.66,38.71,39.17,39.46,39.74,40.03,40.29,40.59,40.88,41.550000000000004,14.46,14.02,13.82,13.620000000000001,13.42,13.24,13.040000000000001,12.85,12.47,N/A,N/A -2012,2,7,19,30,102300,101080,99890,75.76,0,4.41,4.58,4.59,4.58,4.5600000000000005,4.54,4.5,4.46,4.38,37.12,37.47,37.71,37.93,38.160000000000004,38.37,38.61,38.84,39.36,14.43,14.01,13.81,13.620000000000001,13.42,13.23,13.040000000000001,12.85,12.47,N/A,N/A -2012,2,7,20,30,102280,101060,99870,70.22,0,4.09,4.2700000000000005,4.29,4.29,4.28,4.2700000000000005,4.26,4.24,4.2,30.29,30.38,30.46,30.52,30.580000000000002,30.63,30.69,30.740000000000002,30.830000000000002,14.55,14.14,13.94,13.74,13.540000000000001,13.36,13.15,12.97,12.58,N/A,N/A -2012,2,7,21,30,102270,101050,99860,65.13,0,4.53,4.73,4.76,4.76,4.75,4.75,4.73,4.71,4.67,25.04,25.16,25.21,25.27,25.32,25.36,25.41,25.46,25.57,14.77,14.36,14.16,13.96,13.76,13.58,13.370000000000001,13.19,12.8,N/A,N/A -2012,2,7,22,30,102280,101060,99880,65.43,0,5.16,5.39,5.42,5.41,5.39,5.37,5.34,5.3100000000000005,5.23,8.93,9.17,9.34,9.5,9.66,9.790000000000001,9.96,10.11,10.46,14.73,14.31,14.120000000000001,13.92,13.72,13.530000000000001,13.33,13.14,12.76,N/A,N/A -2012,2,7,23,30,102310,101090,99910,63.940000000000005,0,5.12,5.38,5.41,5.42,5.42,5.41,5.39,5.37,5.33,10.28,10.42,10.52,10.6,10.67,10.74,10.82,10.89,11.05,14.77,14.35,14.16,13.96,13.76,13.57,13.370000000000001,13.19,12.8,N/A,N/A -2012,2,8,0,30,102350,101130,99940,67.59,0,5.24,5.48,5.5,5.49,5.47,5.44,5.4,5.36,5.26,10.620000000000001,10.950000000000001,11.1,11.24,11.39,11.53,11.68,11.85,12.26,14.55,14.13,13.93,13.73,13.540000000000001,13.35,13.15,12.97,12.59,N/A,N/A -2012,2,8,1,30,102390,101170,99980,69.18,0,6.34,6.7,6.76,6.78,6.7700000000000005,6.76,6.73,6.71,6.640000000000001,20.830000000000002,21.03,21.13,21.23,21.330000000000002,21.42,21.52,21.62,21.89,14.42,13.98,13.780000000000001,13.58,13.370000000000001,13.19,12.99,12.81,12.43,N/A,N/A -2012,2,8,2,30,102440,101220,100030,67.2,0,7.49,7.98,8.08,8.120000000000001,8.13,8.14,8.13,8.120000000000001,8.09,19.98,20.27,20.44,20.59,20.76,20.92,21.11,21.29,21.75,14.51,14.05,13.85,13.65,13.450000000000001,13.26,13.06,12.88,12.5,N/A,N/A -2012,2,8,3,30,102490,101260,100070,70.65,0,7.8,8.34,8.46,8.51,8.540000000000001,8.55,8.55,8.55,8.53,17.66,17.830000000000002,17.98,18.11,18.240000000000002,18.36,18.5,18.63,18.93,14.27,13.790000000000001,13.58,13.370000000000001,13.17,12.98,12.780000000000001,12.6,12.22,N/A,N/A -2012,2,8,4,30,102490,101260,100070,73.39,0,8.18,8.73,8.84,8.88,8.89,8.89,8.870000000000001,8.85,8.8,20.89,20.97,21.02,21.06,21.11,21.150000000000002,21.19,21.240000000000002,21.34,14.1,13.6,13.39,13.19,12.99,12.8,12.6,12.42,12.040000000000001,N/A,N/A -2012,2,8,5,30,102520,101290,100100,76.25,0,8.07,8.61,8.72,8.76,8.78,8.790000000000001,8.78,8.77,8.75,22.09,22.13,22.16,22.19,22.21,22.23,22.26,22.29,22.36,13.84,13.34,13.120000000000001,12.92,12.72,12.530000000000001,12.33,12.14,11.77,N/A,N/A -2012,2,8,6,30,102570,101340,100150,78.8,0,8.57,9.17,9.290000000000001,9.34,9.36,9.370000000000001,9.36,9.36,9.34,18.91,19.05,19.12,19.2,19.28,19.35,19.43,19.51,19.72,13.56,13.030000000000001,12.82,12.61,12.41,12.22,12.02,11.84,11.47,N/A,N/A -2012,2,8,7,30,102620,101390,100190,76.24,0,8.78,9.41,9.55,9.61,9.64,9.67,9.67,9.67,9.67,23.2,23.39,23.51,23.63,23.740000000000002,23.85,23.97,24.09,24.38,13.47,12.94,12.72,12.51,12.3,12.120000000000001,11.92,11.73,11.35,N/A,N/A -2012,2,8,8,30,102630,101400,100210,76.19,0,8.74,9.370000000000001,9.51,9.57,9.6,9.620000000000001,9.63,9.63,9.64,23.54,23.77,23.900000000000002,24.02,24.150000000000002,24.27,24.41,24.560000000000002,24.89,13.36,12.82,12.6,12.39,12.19,12,11.8,11.61,11.23,N/A,N/A -2012,2,8,9,30,102650,101420,100220,76.22,0,8.93,9.59,9.74,9.81,9.85,9.88,9.89,9.9,9.9,20.87,21.080000000000002,21.23,21.37,21.51,21.64,21.79,21.93,22.25,13.3,12.76,12.530000000000001,12.32,12.11,11.92,11.71,11.53,11.14,N/A,N/A -2012,2,8,10,30,102680,101450,100250,75.8,0,9.17,9.86,10.02,10.11,10.16,10.19,10.21,10.23,10.25,19.46,19.68,19.81,19.94,20.07,20.2,20.35,20.48,20.81,12.99,12.42,12.19,11.98,11.77,11.58,11.38,11.19,10.8,N/A,N/A -2012,2,8,11,30,102730,101490,100290,73.57000000000001,0,9.26,9.96,10.13,10.22,10.27,10.31,10.34,10.36,10.4,23.01,23.22,23.36,23.51,23.650000000000002,23.79,23.95,24.1,24.48,12.92,12.36,12.13,11.92,11.71,11.53,11.32,11.14,10.76,N/A,N/A -2012,2,8,12,30,102760,101530,100330,71.31,0,9.78,10.53,10.71,10.790000000000001,10.85,10.88,10.9,10.91,10.93,24.84,25.060000000000002,25.19,25.32,25.46,25.580000000000002,25.72,25.86,26.16,12.71,12.120000000000001,11.89,11.68,11.47,11.290000000000001,11.09,10.9,10.53,N/A,N/A -2012,2,8,13,30,102780,101540,100340,73.42,0,10.07,10.84,11,11.08,11.120000000000001,11.15,11.15,11.15,11.14,25.68,25.88,26.01,26.13,26.25,26.35,26.48,26.6,26.86,12.34,11.73,11.49,11.28,11.07,10.88,10.68,10.5,10.13,N/A,N/A -2012,2,8,14,30,102820,101580,100370,73.49,0,9.16,9.82,9.96,10.03,10.06,10.08,10.09,10.09,10.09,30.16,30.42,30.580000000000002,30.71,30.86,30.98,31.13,31.26,31.57,12.19,11.6,11.36,11.15,10.950000000000001,10.76,10.56,10.370000000000001,10,N/A,N/A -2012,2,8,15,30,102820,101580,100380,70.73,0,9.05,9.700000000000001,9.85,9.92,9.97,9.99,10.01,10.03,10.040000000000001,30.64,30.89,31.060000000000002,31.21,31.37,31.5,31.66,31.810000000000002,32.14,12.290000000000001,11.700000000000001,11.47,11.26,11.05,10.870000000000001,10.66,10.48,10.1,N/A,N/A -2012,2,8,16,30,102800,101560,100360,65.64,0,8.93,9.6,9.76,9.85,9.9,9.94,9.97,10,10.040000000000001,24.97,25.13,25.23,25.330000000000002,25.43,25.52,25.63,25.73,25.97,12.73,12.16,11.94,11.72,11.51,11.32,11.120000000000001,10.93,10.55,N/A,N/A -2012,2,8,17,30,102760,101530,100330,57.46,0,8.51,9.18,9.36,9.46,9.53,9.59,9.63,9.66,9.72,26.94,26.85,26.79,26.73,26.68,26.62,26.57,26.52,26.42,13.780000000000001,13.26,13.05,12.84,12.63,12.44,12.23,12.040000000000001,11.65,N/A,N/A -2012,2,8,18,30,102740,101510,100320,53.71,0,7.58,8.2,8.370000000000001,8.47,8.55,8.61,8.66,8.700000000000001,8.77,29.26,28.93,28.72,28.52,28.32,28.150000000000002,27.96,27.79,27.44,14.700000000000001,14.25,14.05,13.84,13.64,13.450000000000001,13.24,13.05,12.66,N/A,N/A -2012,2,8,19,30,102710,101490,100300,52.61,0,6.72,7.25,7.4,7.5,7.57,7.62,7.67,7.71,7.7700000000000005,29.27,28.810000000000002,28.54,28.29,28.05,27.85,27.64,27.44,27.07,15.5,15.1,14.91,14.71,14.51,14.32,14.11,13.92,13.530000000000001,N/A,N/A -2012,2,8,20,30,102640,101420,100230,51.620000000000005,0,6.19,6.66,6.79,6.86,6.92,6.97,7,7.03,7.08,15.18,15.450000000000001,15.65,15.82,15.98,16.13,16.27,16.4,16.66,15.96,15.58,15.39,15.200000000000001,15,14.81,14.6,14.42,14.02,N/A,N/A -2012,2,8,21,30,102600,101380,100200,50.01,0,6.32,6.84,6.97,7.05,7.11,7.16,7.19,7.22,7.2700000000000005,11.02,11.39,11.63,11.84,12.030000000000001,12.200000000000001,12.370000000000001,12.530000000000001,12.84,16.41,16.06,15.870000000000001,15.68,15.48,15.290000000000001,15.09,14.9,14.51,N/A,N/A -2012,2,8,22,30,102570,101350,100170,50.68,0,6.74,7.3,7.44,7.5200000000000005,7.58,7.62,7.66,7.68,7.72,13.11,13.66,14.02,14.35,14.65,14.91,15.17,15.4,15.84,16.66,16.330000000000002,16.15,15.950000000000001,15.75,15.57,15.36,15.18,14.780000000000001,N/A,N/A -2012,2,8,23,30,102570,101350,100170,51.800000000000004,0,7.09,7.68,7.82,7.9,7.95,7.99,8.01,8.03,8.05,14.52,14.97,15.24,15.49,15.72,15.92,16.13,16.32,16.67,16.64,16.3,16.12,15.92,15.72,15.540000000000001,15.33,15.14,14.75,N/A,N/A -2012,2,9,0,30,102580,101370,100180,53.72,0,8.08,8.74,8.89,8.97,9.02,9.040000000000001,9.05,9.06,9.05,19.59,19.75,19.87,19.990000000000002,20.1,20.19,20.29,20.39,20.56,16.240000000000002,15.870000000000001,15.68,15.48,15.280000000000001,15.1,14.89,14.700000000000001,14.31,N/A,N/A -2012,2,9,1,30,102600,101380,100190,55.92,0,9.08,9.82,9.98,10.05,10.09,10.11,10.11,10.11,10.08,21.63,21.89,22.03,22.17,22.3,22.42,22.54,22.650000000000002,22.89,15.58,15.17,14.97,14.77,14.56,14.370000000000001,14.17,13.98,13.59,N/A,N/A -2012,2,9,2,30,102600,101380,100190,57.43,0,9.51,10.290000000000001,10.47,10.56,10.6,10.63,10.64,10.64,10.61,26.41,26.68,26.830000000000002,26.98,27.12,27.240000000000002,27.38,27.51,27.77,15.07,14.61,14.4,14.200000000000001,13.99,13.8,13.59,13.4,13.01,N/A,N/A -2012,2,9,3,30,102610,101390,100200,59.17,0,9,9.71,9.870000000000001,9.950000000000001,9.99,10.02,10.03,10.03,10.02,35.06,35.300000000000004,35.45,35.6,35.730000000000004,35.85,35.99,36.11,36.37,14.73,14.26,14.06,13.85,13.64,13.450000000000001,13.24,13.05,12.66,N/A,N/A -2012,2,9,4,30,102610,101390,100200,61.46,0,9.16,9.89,10.07,10.15,10.200000000000001,10.23,10.25,10.25,10.25,37.77,38.04,38.21,38.36,38.51,38.65,38.79,38.93,39.19,14.450000000000001,13.96,13.75,13.540000000000001,13.33,13.14,12.93,12.74,12.35,N/A,N/A -2012,2,9,5,30,102600,101370,100180,62.78,0,8.790000000000001,9.450000000000001,9.6,9.67,9.72,9.74,9.75,9.76,9.75,41.44,41.84,42.09,42.32,42.53,42.72,42.92,43.11,43.51,14.22,13.72,13.51,13.3,13.09,12.9,12.69,12.5,12.1,N/A,N/A -2012,2,9,6,30,102580,101360,100170,66.2,0,8.370000000000001,8.99,9.13,9.21,9.25,9.28,9.290000000000001,9.3,9.3,46.480000000000004,46.87,47.11,47.33,47.53,47.72,47.910000000000004,48.09,48.46,14.11,13.620000000000001,13.41,13.200000000000001,12.99,12.8,12.59,12.4,12.01,N/A,N/A -2012,2,9,7,30,102600,101370,100180,65.86,0,8.040000000000001,8.64,8.78,8.85,8.9,8.93,8.950000000000001,8.96,8.97,47.95,48.370000000000005,48.620000000000005,48.85,49.07,49.26,49.47,49.65,50.03,14.06,13.58,13.370000000000001,13.15,12.950000000000001,12.76,12.55,12.36,11.96,N/A,N/A -2012,2,9,8,30,102590,101360,100170,65.75,0,8.34,8.96,9.11,9.19,9.23,9.26,9.27,9.28,9.28,50.96,51.230000000000004,51.4,51.550000000000004,51.69,51.82,51.94,52.06,52.300000000000004,13.950000000000001,13.46,13.24,13.030000000000001,12.82,12.63,12.42,12.23,11.83,N/A,N/A -2012,2,9,9,30,102580,101350,100160,66.46000000000001,0,7.61,8.13,8.25,8.3,8.32,8.34,8.34,8.33,8.31,54.17,54.5,54.71,54.910000000000004,55.1,55.26,55.44,55.6,55.93,13.75,13.25,13.040000000000001,12.83,12.620000000000001,12.43,12.22,12.030000000000001,11.63,N/A,N/A -2012,2,9,10,30,102580,101350,100150,69.08,0,7.62,8.14,8.25,8.3,8.32,8.34,8.34,8.34,8.32,55.19,55.57,55.800000000000004,56.02,56.230000000000004,56.42,56.61,56.800000000000004,57.19,13.59,13.09,12.870000000000001,12.66,12.450000000000001,12.26,12.05,11.86,11.46,N/A,N/A -2012,2,9,11,30,102560,101330,100140,71.57000000000001,0,7.8,8.33,8.45,8.51,8.540000000000001,8.56,8.57,8.57,8.55,54.13,54.6,54.88,55.14,55.38,55.61,55.85,56.06,56.51,13.48,12.97,12.75,12.540000000000001,12.33,12.14,11.93,11.73,11.34,N/A,N/A -2012,2,9,12,30,102560,101330,100130,74.13,0,7.82,8.370000000000001,8.49,8.55,8.58,8.6,8.61,8.61,8.61,58.800000000000004,59.27,59.58,59.870000000000005,60.14,60.38,60.64,60.870000000000005,61.34,13.43,12.92,12.700000000000001,12.48,12.27,12.08,11.870000000000001,11.68,11.28,N/A,N/A -2012,2,9,13,30,102560,101330,100130,74.49,0,7.9,8.45,8.58,8.65,8.69,8.72,8.73,8.74,8.73,58.79,59.04,59.160000000000004,59.27,59.38,59.480000000000004,59.59,59.68,59.870000000000005,13.41,12.89,12.67,12.46,12.24,12.05,11.84,11.65,11.25,N/A,N/A -2012,2,9,14,30,102570,101340,100150,71.88,0,7.92,8.46,8.58,8.64,8.67,8.69,8.69,8.69,8.68,64.65,64.9,65.05,65.18,65.32000000000001,65.44,65.56,65.68,65.91,13.38,12.870000000000001,12.65,12.43,12.22,12.030000000000001,11.82,11.63,11.23,N/A,N/A -2012,2,9,15,30,102570,101340,100140,73.27,0,7.3,7.7700000000000005,7.86,7.91,7.930000000000001,7.94,7.94,7.94,7.92,63.2,63.57,63.81,64.03,64.23,64.41,64.6,64.78,65.14,13.31,12.8,12.59,12.38,12.17,11.97,11.76,11.57,11.18,N/A,N/A -2012,2,9,16,30,102560,101330,100130,75.65,0,7.23,7.68,7.78,7.82,7.84,7.8500000000000005,7.8500000000000005,7.84,7.82,63.690000000000005,64.22,64.5,64.77,65.02,65.26,65.5,65.72,66.18,13.25,12.74,12.52,12.31,12.1,11.91,11.700000000000001,11.5,11.11,N/A,N/A -2012,2,9,17,30,102530,101300,100110,76,0,6.57,6.96,7.04,7.08,7.1000000000000005,7.11,7.11,7.1000000000000005,7.09,67.34,67.71000000000001,67.97,68.22,68.46000000000001,68.67,68.89,69.10000000000001,69.52,13.34,12.85,12.64,12.43,12.21,12.030000000000001,11.82,11.620000000000001,11.23,N/A,N/A -2012,2,9,18,30,102480,101250,100050,75.88,0,6.43,6.8,6.87,6.9,6.92,6.92,6.92,6.92,6.890000000000001,65.52,65.95,66.17,66.37,66.57000000000001,66.74,66.94,67.11,67.48,13.39,12.9,12.68,12.47,12.26,12.07,11.86,11.67,11.28,N/A,N/A -2012,2,9,19,30,102470,101240,100050,75.22,0,5.53,5.83,5.89,5.91,5.93,5.93,5.93,5.92,5.91,70.71000000000001,71.17,71.43,71.67,71.9,72.12,72.34,72.55,72.99,13.540000000000001,13.07,12.86,12.65,12.450000000000001,12.26,12.05,11.86,11.47,N/A,N/A -2012,2,9,20,30,102410,101190,99990,74.59,0,4.86,5.1000000000000005,5.14,5.15,5.16,5.16,5.15,5.15,5.12,79.93,80.43,80.7,80.96000000000001,81.21000000000001,81.44,81.7,81.94,82.46000000000001,13.69,13.24,13.040000000000001,12.83,12.63,12.44,12.23,12.040000000000001,11.65,N/A,N/A -2012,2,9,21,30,102350,101130,99940,73.62,0,4.57,4.79,4.82,4.84,4.84,4.84,4.83,4.82,4.79,84.19,84.58,84.82000000000001,85.06,85.3,85.51,85.76,85.98,86.48,13.92,13.48,13.280000000000001,13.08,12.870000000000001,12.68,12.48,12.290000000000001,11.9,N/A,N/A -2012,2,9,22,30,102300,101080,99890,71.58,0,4.15,4.33,4.36,4.37,4.36,4.36,4.3500000000000005,4.34,4.3100000000000005,92.55,92.89,93.10000000000001,93.29,93.48,93.66,93.86,94.06,94.47,14.18,13.76,13.56,13.36,13.15,12.97,12.76,12.57,12.18,N/A,N/A -2012,2,9,23,30,102250,101030,99850,72.36,0,4.22,4.42,4.45,4.46,4.46,4.46,4.45,4.44,4.42,99.3,99.73,99.99000000000001,100.26,100.51,100.75,101.02,101.27,101.85000000000001,14.370000000000001,13.950000000000001,13.75,13.55,13.35,13.16,12.96,12.77,12.38,N/A,N/A -2012,2,10,0,30,102210,100990,99810,77.17,0,5.36,5.66,5.71,5.73,5.73,5.73,5.72,5.71,5.68,104.38,104.5,104.57000000000001,104.64,104.71000000000001,104.78,104.86,104.94,105.14,14.33,13.89,13.69,13.49,13.280000000000001,13.1,12.89,12.700000000000001,12.31,N/A,N/A -2012,2,10,1,30,102200,100980,99800,75.81,0.7000000000000001,4.5,4.7,4.73,4.73,4.72,4.71,4.69,4.67,4.62,112.46000000000001,112.82000000000001,113.07000000000001,113.31,113.54,113.76,114,114.23,114.75,14.35,13.93,13.73,13.52,13.33,13.14,12.94,12.75,12.36,N/A,N/A -2012,2,10,2,30,102190,100970,99780,74.98,0.4,4.04,4.22,4.25,4.25,4.25,4.24,4.22,4.2,4.16,108.58,108.93,109.17,109.41,109.64,109.84,110.08,110.3,110.81,14.38,13.97,13.77,13.57,13.370000000000001,13.19,12.98,12.790000000000001,12.4,N/A,N/A -2012,2,10,3,30,102170,100950,99760,74.92,0.7000000000000001,3.5700000000000003,3.72,3.74,3.74,3.74,3.73,3.71,3.7,3.66,105.49000000000001,105.98,106.33,106.68,107.02,107.34,107.7,108.03,108.79,14.58,14.17,13.98,13.780000000000001,13.58,13.39,13.19,13,12.61,N/A,N/A -2012,2,10,4,30,102140,100930,99740,74.7,0,3.61,3.8000000000000003,3.85,3.87,3.89,3.9,3.92,3.93,3.95,87.86,88.94,89.67,90.37,91.04,91.66,92.31,92.91,94.22,14.780000000000001,14.39,14.200000000000001,14,13.8,13.620000000000001,13.41,13.23,12.84,N/A,N/A -2012,2,10,5,30,102120,100910,99730,74.31,0,3.93,4.15,4.21,4.24,4.2700000000000005,4.28,4.3,4.3100000000000005,4.33,95.19,95.87,96.27,96.64,96.99000000000001,97.32000000000001,97.66,97.98,98.67,15.17,14.780000000000001,14.59,14.39,14.19,14,13.8,13.61,13.22,N/A,N/A -2012,2,10,6,30,102130,100910,99730,78.92,4.4,3.63,3.81,3.85,3.87,3.89,3.9,3.91,3.91,3.92,83.54,84.95,85.9,86.79,87.62,88.4,89.21000000000001,89.96000000000001,91.54,14.950000000000001,14.56,14.38,14.18,13.98,13.8,13.6,13.42,13.040000000000001,N/A,N/A -2012,2,10,7,30,102130,100910,99730,82.49,2.2,3.8200000000000003,4.03,4.08,4.11,4.13,4.14,4.15,4.16,4.18,71.31,72.3,72.94,73.54,74.08,74.57000000000001,75.08,75.55,76.55,14.93,14.540000000000001,14.36,14.16,13.96,13.77,13.57,13.39,13.01,N/A,N/A -2012,2,10,8,30,102090,100880,99690,82.98,5.5,5.01,5.25,5.28,5.28,5.2700000000000005,5.26,5.24,5.21,5.15,63.58,63.89,64.12,64.36,64.58,64.78,65.01,65.23,65.7,14.73,14.32,14.13,13.93,13.73,13.55,13.35,13.16,12.780000000000001,N/A,N/A -2012,2,10,9,30,102030,100820,99640,82.64,1.1,5.84,6.16,6.22,6.24,6.24,6.23,6.2,6.18,6.12,67.13,67.34,67.46000000000001,67.59,67.73,67.88,68.05,68.23,68.71000000000001,14.68,14.26,14.06,13.86,13.66,13.47,13.27,13.08,12.700000000000001,N/A,N/A -2012,2,10,10,30,102010,100790,99610,85.46000000000001,4.4,5.93,6.25,6.3100000000000005,6.32,6.3100000000000005,6.3,6.28,6.25,6.19,62.59,62.940000000000005,63.2,63.47,63.75,64.01,64.34,64.67,65.48,14.43,13.99,13.8,13.59,13.39,13.21,13.01,12.83,12.450000000000001,N/A,N/A -2012,2,10,11,30,102000,100780,99600,87.7,1.1,6.5200000000000005,6.91,6.99,7.01,7.01,7.01,6.99,6.97,6.92,57.24,57.46,57.64,57.82,58,58.17,58.410000000000004,58.63,59.230000000000004,14.27,13.83,13.620000000000001,13.42,13.22,13.040000000000001,12.84,12.65,12.280000000000001,N/A,N/A -2012,2,10,12,30,101970,100750,99570,92.05,5.9,6.42,6.82,6.9,6.93,6.94,6.94,6.93,6.92,6.88,53.32,53.49,53.59,53.7,53.81,53.92,54.07,54.2,54.58,14.26,13.81,13.620000000000001,13.41,13.22,13.040000000000001,12.85,12.67,12.31,N/A,N/A -2012,2,10,13,30,102000,100780,99600,94.89,6.2,7.66,8.05,8.1,8.09,8.05,8.01,7.95,7.890000000000001,7.75,16.13,17.17,17.76,18.38,19.02,19.62,20.37,21.12,23.01,13.39,12.89,12.68,12.49,12.3,12.13,11.950000000000001,11.78,11.450000000000001,N/A,N/A -2012,2,10,14,30,102010,100790,99600,92.65,2.6,7.26,7.67,7.75,7.76,7.75,7.73,7.69,7.640000000000001,7.54,29.36,29.7,29.91,30.13,30.37,30.59,30.89,31.2,32.01,13.23,12.72,12.51,12.31,12.1,11.92,11.73,11.55,11.18,N/A,N/A -2012,2,10,15,30,102030,100800,99620,92.75,22.700000000000003,8.1,8.59,8.67,8.69,8.67,8.65,8.61,8.56,8.45,20.080000000000002,20.41,20.61,20.81,21.02,21.22,21.46,21.7,22.29,13.15,12.63,12.42,12.21,12.02,11.84,11.64,11.46,11.11,N/A,N/A -2012,2,10,16,30,102060,100840,99660,91.72,15.4,8.1,8.66,8.78,8.83,8.85,8.86,8.85,8.84,8.8,7.390000000000001,7.17,7.23,7.28,7.32,7.36,7.41,7.45,7.53,13.32,12.8,12.58,12.370000000000001,12.16,11.98,11.78,11.59,11.21,N/A,N/A -2012,2,10,17,30,102020,100800,99610,93.11,27.5,6.97,7.3500000000000005,7.42,7.44,7.43,7.43,7.42,7.43,7.54,8.68,8.84,8.51,8.19,7.83,7.47,6.92,6.3,3.61,13.31,12.82,12.620000000000001,12.43,12.24,12.07,11.89,11.72,11.43,N/A,N/A -2012,2,10,18,30,102020,100800,99620,94.12,11.700000000000001,5.58,5.86,5.91,5.93,5.93,5.93,5.92,5.92,5.93,357.46,357.28000000000003,357.05,356.79,356.5,356.21,355.8,355.37,353.99,13.41,12.94,12.74,12.540000000000001,12.35,12.17,11.98,11.8,11.44,N/A,N/A -2012,2,10,19,30,102060,100840,99660,92.88,2.2,5.86,6.23,6.34,6.390000000000001,6.44,6.47,6.5,6.5200000000000005,6.57,340.3,339.65000000000003,339.17,338.71,338.27,337.86,337.41,336.98,336.07,13.76,13.3,13.09,12.88,12.68,12.5,12.31,12.13,11.76,N/A,N/A -2012,2,10,20,30,102000,100780,99600,90.99,1.1,4.89,5.16,5.22,5.25,5.2700000000000005,5.29,5.3100000000000005,5.33,5.39,341.06,341.36,341.42,341.48,341.54,341.59000000000003,341.63,341.67,341.71,13.72,13.280000000000001,13.08,12.88,12.68,12.5,12.3,12.11,11.73,N/A,N/A -2012,2,10,21,30,102030,100810,99630,87.41,0,6.36,6.8,6.92,7,7.05,7.1000000000000005,7.140000000000001,7.18,7.26,335.71,336.1,336.35,336.58,336.82,337.04,337.29,337.52,338.06,14.15,13.700000000000001,13.49,13.290000000000001,13.08,12.9,12.700000000000001,12.51,12.13,N/A,N/A -2012,2,10,22,30,102030,100810,99630,78.58,0,8.84,9.56,9.74,9.84,9.89,9.93,9.950000000000001,9.96,9.96,348.94,348.56,348.32,348.1,347.88,347.68,347.47,347.27,346.85,15.22,14.780000000000001,14.58,14.370000000000001,14.16,13.97,13.77,13.58,13.18,N/A,N/A -2012,2,10,23,30,102050,100840,99660,79.76,0,9,9.74,9.950000000000001,10.06,10.14,10.19,10.23,10.26,10.3,344,343.98,343.98,343.99,343.99,344,344,344.01,344.02,15.07,14.620000000000001,14.42,14.200000000000001,14,13.8,13.6,13.41,13.01,N/A,N/A -2012,2,11,0,30,102100,100880,99700,77,0,8.33,8.96,9.13,9.23,9.290000000000001,9.33,9.370000000000001,9.39,9.43,355.83,356.08,356.2,356.3,356.39,356.46,356.53000000000003,356.59000000000003,356.69,14.75,14.3,14.09,13.88,13.68,13.49,13.280000000000001,13.09,12.700000000000001,N/A,N/A -2012,2,11,1,30,102140,100920,99740,76.61,0,8.28,8.93,9.120000000000001,9.22,9.290000000000001,9.34,9.39,9.43,9.49,2.39,2.44,2.44,2.43,2.41,2.39,2.35,2.31,2.2,14.48,14.02,13.81,13.6,13.4,13.21,13.01,12.82,12.43,N/A,N/A -2012,2,11,2,30,102210,100980,99800,79.56,0,9.76,10.57,10.78,10.89,10.96,11.01,11.040000000000001,11.07,11.1,359.67,359.47,359.35,359.22,359.1,358.99,358.87,358.75,358.52,14.15,13.64,13.43,13.21,13,12.81,12.6,12.41,12.02,N/A,N/A -2012,2,11,3,30,102280,101050,99860,79.83,0,10.11,10.91,11.120000000000001,11.22,11.27,11.31,11.33,11.33,11.33,3.19,3.42,3.54,3.64,3.74,3.8200000000000003,3.89,3.96,4.09,13.73,13.200000000000001,12.98,12.76,12.55,12.36,12.15,11.96,11.56,N/A,N/A -2012,2,11,4,30,102350,101120,99920,81.14,0,10.4,11.24,11.46,11.57,11.64,11.69,11.72,11.75,11.77,3.3200000000000003,3.42,3.49,3.54,3.59,3.63,3.65,3.68,3.72,12.85,12.26,12.030000000000001,11.81,11.59,11.4,11.19,10.99,10.6,N/A,N/A -2012,2,11,5,30,102380,101150,99950,78.06,0,10.61,11.53,11.76,11.9,11.99,12.05,12.1,12.14,12.19,12.59,12.52,12.47,12.41,12.35,12.3,12.23,12.17,12.030000000000001,12.58,11.98,11.74,11.52,11.31,11.11,10.9,10.71,10.32,N/A,N/A -2012,2,11,6,30,102450,101220,100020,78.72,0,10.3,11.15,11.370000000000001,11.49,11.58,11.64,11.68,11.72,11.77,12.72,12.55,12.44,12.34,12.23,12.13,12.02,11.92,11.700000000000001,12.4,11.790000000000001,11.55,11.33,11.11,10.92,10.71,10.51,10.120000000000001,N/A,N/A -2012,2,11,7,30,102510,101280,100080,79.62,0,10.84,11.76,12.01,12.14,12.23,12.290000000000001,12.33,12.36,12.4,10.88,10.790000000000001,10.74,10.71,10.67,10.64,10.6,10.56,10.49,12.21,11.58,11.33,11.1,10.88,10.69,10.47,10.28,9.88,N/A,N/A -2012,2,11,8,30,102540,101300,100100,83.85000000000001,0,11.66,12.63,12.88,13,13.07,13.120000000000001,13.15,13.17,13.17,11.81,11.92,11.950000000000001,11.96,11.96,11.97,11.97,11.96,11.950000000000001,11.3,10.61,10.35,10.120000000000001,9.89,9.69,9.48,9.28,8.89,N/A,N/A -2012,2,11,9,30,102590,101340,100130,77,0,13.57,14.780000000000001,15.07,15.21,15.290000000000001,15.34,15.35,15.35,15.31,16.29,16.38,16.41,16.43,16.45,16.47,16.48,16.490000000000002,16.5,10.64,9.86,9.58,9.34,9.11,8.91,8.700000000000001,8.5,8.120000000000001,N/A,N/A -2012,2,11,10,30,102670,101420,100200,75.87,0,13,14.11,14.38,14.52,14.6,14.65,14.67,14.69,14.68,22.78,22.84,22.89,22.93,22.97,23.01,23.04,23.07,23.14,9.73,8.92,8.63,8.39,8.16,7.95,7.74,7.54,7.15,N/A,N/A -2012,2,11,11,30,102740,101490,100270,73.58,0,12.44,13.450000000000001,13.700000000000001,13.82,13.89,13.93,13.94,13.950000000000001,13.93,25.080000000000002,25.2,25.26,25.32,25.38,25.44,25.490000000000002,25.54,25.63,9.07,8.24,7.96,7.71,7.48,7.2700000000000005,7.0600000000000005,6.86,6.47,N/A,N/A -2012,2,11,12,30,102810,101550,100330,73.95,0,12.290000000000001,13.26,13.49,13.61,13.67,13.71,13.72,13.73,13.72,29.27,29.43,29.53,29.61,29.68,29.75,29.82,29.88,29.990000000000002,8.35,7.49,7.2,6.95,6.72,6.51,6.29,6.1000000000000005,5.7,N/A,N/A -2012,2,11,13,30,102880,101620,100390,75.81,0,12.32,13.280000000000001,13.51,13.620000000000001,13.68,13.71,13.72,13.73,13.71,31.66,31.92,32.08,32.230000000000004,32.37,32.49,32.61,32.730000000000004,32.980000000000004,7.8,6.92,6.62,6.37,6.140000000000001,5.93,5.71,5.5200000000000005,5.12,N/A,N/A -2012,2,11,14,30,102940,101680,100450,76.17,0,12.02,12.93,13.15,13.25,13.31,13.34,13.35,13.35,13.33,31.77,32.09,32.28,32.46,32.63,32.78,32.94,33.1,33.410000000000004,7.390000000000001,6.51,6.21,5.96,5.72,5.5200000000000005,5.3,5.1000000000000005,4.71,N/A,N/A -2012,2,11,15,30,102990,101720,100500,72.63,0,10.53,11.27,11.450000000000001,11.53,11.58,11.61,11.620000000000001,11.63,11.63,31.98,32.27,32.46,32.64,32.8,32.95,33.11,33.26,33.57,7.32,6.49,6.2,5.96,5.73,5.5200000000000005,5.3100000000000005,5.11,4.72,N/A,N/A -2012,2,11,16,30,103000,101740,100510,67.06,0,9.72,10.370000000000001,10.52,10.59,10.63,10.66,10.67,10.68,10.68,28.26,28.490000000000002,28.650000000000002,28.79,28.93,29.05,29.18,29.3,29.54,7.5,6.71,6.43,6.19,5.96,5.75,5.54,5.3500000000000005,4.95,N/A,N/A -2012,2,11,17,30,103010,101750,100520,65.65,0,8.99,9.59,9.72,9.8,9.84,9.870000000000001,9.89,9.9,9.91,21.64,21.7,21.75,21.79,21.830000000000002,21.86,21.900000000000002,21.93,22.01,7.92,7.17,6.890000000000001,6.66,6.43,6.23,6.0200000000000005,5.82,5.42,N/A,N/A -2012,2,11,18,30,103020,101760,100530,58.480000000000004,0,8.78,9.370000000000001,9.51,9.59,9.64,9.68,9.700000000000001,9.72,9.75,20.11,20.11,20.12,20.13,20.14,20.16,20.17,20.18,20.2,8.8,8.09,7.83,7.59,7.37,7.16,6.95,6.75,6.3500000000000005,N/A,N/A -2012,2,11,19,30,103030,101780,100560,55.46,0,8.35,8.91,9.05,9.120000000000001,9.16,9.200000000000001,9.22,9.24,9.26,16.69,16.79,16.86,16.92,16.990000000000002,17.04,17.1,17.16,17.27,9.49,8.82,8.56,8.33,8.1,7.9,7.69,7.48,7.08,N/A,N/A -2012,2,11,20,30,103010,101760,100550,52.14,0,8.28,8.84,8.98,9.06,9.120000000000001,9.16,9.18,9.200000000000001,9.23,15.82,15.85,15.88,15.9,15.92,15.94,15.950000000000001,15.97,16,10.23,9.58,9.34,9.11,8.89,8.69,8.47,8.27,7.87,N/A,N/A -2012,2,11,21,30,103010,101760,100550,48.46,0,8.61,9.21,9.36,9.44,9.49,9.53,9.55,9.57,9.59,15.09,15.25,15.35,15.44,15.52,15.6,15.68,15.74,15.89,10.84,10.21,9.97,9.74,9.52,9.32,9.1,8.9,8.5,N/A,N/A -2012,2,11,22,30,103020,101780,100560,48.58,0,8.8,9.4,9.55,9.63,9.67,9.700000000000001,9.72,9.74,9.75,21.48,21.29,21.14,21,20.87,20.75,20.62,20.51,20.29,11.02,10.4,10.15,9.93,9.700000000000001,9.5,9.290000000000001,9.09,8.68,N/A,N/A -2012,2,11,23,30,103060,101810,100600,51.34,0,9.4,10.06,10.200000000000001,10.28,10.32,10.34,10.35,10.35,10.35,15.33,15.63,15.82,15.99,16.16,16.3,16.45,16.580000000000002,16.85,10.81,10.15,9.91,9.68,9.450000000000001,9.25,9.03,8.83,8.43,N/A,N/A -2012,2,12,0,30,103120,101870,100650,51.72,0,10.05,10.76,10.91,10.98,11.01,11.03,11.03,11.02,10.99,17.36,17.64,17.8,17.95,18.1,18.23,18.36,18.490000000000002,18.740000000000002,10.19,9.5,9.24,9.01,8.78,8.58,8.36,8.16,7.76,N/A,N/A -2012,2,12,1,30,103170,101920,100690,53.79,0,10.370000000000001,11.13,11.3,11.39,11.43,11.46,11.47,11.48,11.47,22.48,22.69,22.82,22.93,23.04,23.150000000000002,23.25,23.35,23.54,9.71,8.99,8.72,8.49,8.26,8.05,7.84,7.63,7.23,N/A,N/A -2012,2,12,2,30,103220,101960,100740,55.59,0,11.28,12.14,12.34,12.450000000000001,12.5,12.540000000000001,12.55,12.56,12.56,26.92,27.150000000000002,27.29,27.41,27.53,27.63,27.740000000000002,27.85,28.05,9.25,8.47,8.2,7.95,7.73,7.5200000000000005,7.3,7.1000000000000005,6.7,N/A,N/A -2012,2,12,3,30,103250,101990,100760,57.61,0,11.49,12.38,12.59,12.69,12.74,12.780000000000001,12.8,12.81,12.8,32.49,32.76,32.94,33.09,33.24,33.37,33.51,33.64,33.9,8.9,8.1,7.82,7.58,7.34,7.13,6.92,6.71,6.3100000000000005,N/A,N/A -2012,2,12,4,30,103240,101980,100750,59.42,0,11.55,12.450000000000001,12.65,12.75,12.81,12.84,12.86,12.86,12.86,37.02,37.4,37.63,37.83,38.02,38.19,38.37,38.54,38.86,8.68,7.88,7.59,7.3500000000000005,7.12,6.91,6.69,6.49,6.08,N/A,N/A -2012,2,12,5,30,103270,102000,100770,61.9,0,11.620000000000001,12.52,12.72,12.83,12.89,12.93,12.950000000000001,12.96,12.96,40.9,41.34,41.61,41.85,42.08,42.29,42.5,42.7,43.1,8.41,7.59,7.3,7.05,6.82,6.61,6.390000000000001,6.18,5.78,N/A,N/A 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-2012,2,12,9,30,103360,102090,100860,68.71000000000001,0,11.21,12.030000000000001,12.23,12.32,12.38,12.41,12.43,12.44,12.44,53.550000000000004,53.71,53.82,53.910000000000004,54,54.08,54.160000000000004,54.24,54.39,7.25,6.390000000000001,6.09,5.84,5.6000000000000005,5.39,5.17,4.97,4.5600000000000005,N/A,N/A -2012,2,12,10,30,103360,102090,100850,67.67,0,11.44,12.290000000000001,12.48,12.58,12.63,12.66,12.68,12.68,12.67,53.75,53.99,54.15,54.29,54.42,54.54,54.67,54.79,55.04,6.97,6.1000000000000005,5.8,5.54,5.3100000000000005,5.09,4.87,4.67,4.26,N/A,N/A -2012,2,12,11,30,103350,102080,100840,68.84,0,11.5,12.35,12.55,12.64,12.69,12.73,12.74,12.75,12.74,52.6,52.93,53.15,53.34,53.53,53.7,53.870000000000005,54.04,54.370000000000005,6.83,5.96,5.65,5.4,5.16,4.95,4.73,4.5200000000000005,4.12,N/A,N/A -2012,2,12,12,30,103360,102080,100850,70.72,0,11.52,12.38,12.58,12.68,12.73,12.77,12.780000000000001,12.790000000000001,12.790000000000001,53.77,54.18,54.44,54.67,54.910000000000004,55.11,55.32,55.53,55.93,6.8,5.92,5.62,5.37,5.13,4.91,4.7,4.49,4.09,N/A,N/A -2012,2,12,13,30,103330,102060,100820,73.15,0,11.76,12.65,12.85,12.950000000000001,13.01,13.05,13.06,13.07,13.06,54.49,55.03,55.36,55.65,55.93,56.19,56.44,56.7,57.18,6.890000000000001,6,5.7,5.45,5.21,5,4.78,4.57,4.17,N/A,N/A -2012,2,12,14,30,103320,102050,100820,74.89,0,12.08,13.02,13.23,13.35,13.4,13.450000000000001,13.46,13.47,13.47,55.050000000000004,55.51,55.79,56.04,56.28,56.5,56.730000000000004,56.94,57.36,7.16,6.2700000000000005,5.96,5.71,5.47,5.25,5.03,4.83,4.42,N/A,N/A -2012,2,12,15,30,103310,102040,100810,77.03,0,11.58,12.46,12.67,12.780000000000001,12.84,12.88,12.91,12.92,12.92,58.75,59.300000000000004,59.65,59.97,60.26,60.53,60.81,61.06,61.57,7.36,6.5,6.2,5.95,5.71,5.5,5.28,5.08,4.67,N/A,N/A -2012,2,12,16,30,103260,101990,100760,73.99,0,10.96,11.76,11.96,12.06,12.120000000000001,12.16,12.18,12.19,12.200000000000001,62.77,63.18,63.440000000000005,63.68,63.9,64.1,64.3,64.49,64.87,7.71,6.88,6.59,6.34,6.1000000000000005,5.89,5.67,5.47,5.0600000000000005,N/A,N/A -2012,2,12,17,30,103210,101950,100720,69.93,0,10.22,10.94,11.11,11.200000000000001,11.24,11.27,11.290000000000001,11.290000000000001,11.290000000000001,64.05,64.29,64.45,64.58,64.71000000000001,64.82000000000001,64.94,65.05,65.26,8.05,7.25,6.97,6.73,6.49,6.28,6.07,5.86,5.46,N/A,N/A -2012,2,12,18,30,103190,101930,100700,67.03,0,8.96,9.55,9.67,9.74,9.77,9.8,9.8,9.81,9.790000000000001,63.31,63.43,63.53,63.620000000000005,63.7,63.77,63.83,63.9,64.02,8.35,7.61,7.34,7.1000000000000005,6.87,6.66,6.45,6.25,5.84,N/A,N/A -2012,2,12,19,30,103110,101850,100630,64.13,0,8.950000000000001,9.53,9.65,9.71,9.74,9.76,9.77,9.77,9.75,68.89,68.95,69,69.03,69.07000000000001,69.11,69.14,69.17,69.23,8.73,8.01,7.74,7.51,7.28,7.07,6.86,6.66,6.26,N/A,N/A -2012,2,12,20,30,103050,101790,100570,62.67,0,8.08,8.58,8.69,8.74,8.77,8.790000000000001,8.8,8.8,8.790000000000001,70.64,70.81,70.91,71,71.08,71.16,71.24,71.32000000000001,71.47,9.120000000000001,8.44,8.18,7.95,7.73,7.5200000000000005,7.3100000000000005,7.11,6.71,N/A,N/A -2012,2,12,21,30,102990,101740,100520,64.05,0,7.53,7.99,8.09,8.15,8.18,8.2,8.21,8.22,8.22,74.17,74.61,74.85000000000001,75.07000000000001,75.28,75.46000000000001,75.65,75.83,76.18,9.63,8.99,8.73,8.51,8.28,8.08,7.87,7.67,7.2700000000000005,N/A,N/A -2012,2,12,22,30,102920,101670,100450,62,0,7.15,7.57,7.66,7.71,7.73,7.75,7.76,7.76,7.76,76.7,76.98,77.16,77.32000000000001,77.49,77.64,77.8,77.95,78.27,10.040000000000001,9.42,9.18,8.96,8.74,8.540000000000001,8.32,8.13,7.73,N/A,N/A -2012,2,12,23,30,102820,101570,100360,62.620000000000005,0,7.99,8.51,8.620000000000001,8.68,8.72,8.74,8.75,8.76,8.76,82.05,82.12,82.17,82.22,82.27,82.31,82.37,82.42,82.52,10.59,9.97,9.72,9.5,9.28,9.08,8.870000000000001,8.67,8.27,N/A,N/A -2012,2,13,0,30,102780,101540,100330,60.08,0,7.86,8.370000000000001,8.49,8.55,8.58,8.61,8.620000000000001,8.63,8.64,89.15,89.28,89.39,89.5,89.62,89.72,89.83,89.93,90.15,11.13,10.52,10.28,10.06,9.84,9.65,9.43,9.24,8.84,N/A,N/A -2012,2,13,1,30,102740,101500,100290,63.730000000000004,0,8.2,8.78,8.93,9.02,9.08,9.120000000000001,9.15,9.18,9.21,92.82000000000001,93.4,93.69,93.92,94.14,94.32000000000001,94.5,94.66,94.95,11.6,11.01,10.77,10.55,10.33,10.13,9.92,9.72,9.32,N/A,N/A -2012,2,13,2,30,102670,101430,100230,58.83,0,8.26,8.85,9,9.09,9.14,9.18,9.22,9.24,9.290000000000001,91.97,92.18,92.45,92.74,93.04,93.31,93.62,93.9,94.47,11.98,11.41,11.18,10.96,10.74,10.55,10.34,10.14,9.75,N/A,N/A 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-2012,2,13,6,30,102380,101150,99960,70.34,0,10.01,10.86,11.08,11.21,11.290000000000001,11.36,11.4,11.44,11.49,112.18,112.35000000000001,112.48,112.61,112.75,112.87,113,113.12,113.38,13.540000000000001,13.01,12.790000000000001,12.57,12.36,12.16,11.950000000000001,11.75,11.35,N/A,N/A -2012,2,13,7,30,102330,101100,99910,76.22,5.9,10.3,11.18,11.44,11.58,11.67,11.75,11.8,11.84,11.91,107.64,108.33,108.78,109.23,109.65,110.04,110.45,110.83,111.61,13.44,12.9,12.68,12.47,12.26,12.07,11.870000000000001,11.68,11.3,N/A,N/A -2012,2,13,8,30,102220,101000,99820,72.68,0,10.03,10.9,11.15,11.290000000000001,11.39,11.46,11.51,11.55,11.61,116.79,117.41,117.8,118.15,118.47,118.76,119.05,119.31,119.83,14.25,13.76,13.55,13.33,13.120000000000001,12.93,12.72,12.530000000000001,12.13,N/A,N/A -2012,2,13,9,30,102140,100920,99740,76.71000000000001,0,10.69,11.64,11.9,12.030000000000001,12.120000000000001,12.17,12.200000000000001,12.23,12.24,125.01,124.96000000000001,124.91,124.85000000000001,124.8,124.75,124.7,124.65,124.57000000000001,14.51,14.01,13.8,13.58,13.370000000000001,13.17,12.97,12.77,12.370000000000001,N/A,N/A -2012,2,13,10,30,102070,100860,99680,79.76,0,10.75,11.76,12.05,12.22,12.34,12.43,12.5,12.55,12.63,122.2,122.51,122.7,122.88,123.04,123.19,123.34,123.47,123.73,14.92,14.46,14.25,14.030000000000001,13.83,13.63,13.42,13.23,12.84,N/A,N/A -2012,2,13,11,30,102000,100790,99610,82.92,0,10.96,11.98,12.25,12.4,12.5,12.57,12.61,12.65,12.68,121.62,121.75,121.89,122.03,122.18,122.31,122.46000000000001,122.60000000000001,122.89,15.27,14.82,14.61,14.4,14.19,14,13.790000000000001,13.6,13.21,N/A,N/A -2012,2,13,12,30,101920,100710,99540,84.62,1.8,11.26,12.370000000000001,12.69,12.870000000000001,12.99,13.07,13.13,13.18,13.24,123.15,123.4,123.58,123.78,123.96000000000001,124.14,124.34,124.52,124.92,15.69,15.27,15.07,14.86,14.67,14.48,14.27,14.09,13.700000000000001,N/A,N/A -2012,2,13,13,30,101860,100650,99480,86.25,0.4,11.01,12.23,12.6,12.83,13,13.14,13.24,13.33,13.46,127.91,128.43,128.72,128.98,129.21,129.43,129.65,129.86,130.27,16.07,15.69,15.5,15.3,15.11,14.92,14.72,14.540000000000001,14.16,N/A,N/A -2012,2,13,14,30,101780,100580,99420,83.98,0,11.1,12.27,12.620000000000001,12.83,12.98,13.09,13.17,13.24,13.33,137.25,137.6,137.87,138.14000000000001,138.39000000000001,138.61,138.85,139.06,139.51,16.92,16.61,16.44,16.240000000000002,16.05,15.860000000000001,15.67,15.49,15.1,N/A,N/A -2012,2,13,15,30,101740,100540,99380,87.9,35.9,10.59,11.68,11.99,12.18,12.31,12.41,12.48,12.530000000000001,12.620000000000001,137.9,138.21,138.33,138.46,138.59,138.70000000000002,138.82,138.94,139.20000000000002,16.69,16.36,16.19,16,15.81,15.63,15.44,15.26,14.89,N/A,N/A -2012,2,13,16,30,101650,100450,99280,92.85000000000001,7,10.5,11.57,11.88,12.07,12.200000000000001,12.3,12.36,12.41,12.47,137.49,137.57,137.64000000000001,137.73,137.83,137.94,138.07,138.19,138.5,16.91,16.59,16.42,16.22,16.03,15.85,15.66,15.48,15.11,N/A,N/A -2012,2,13,17,30,101520,100330,99170,91.94,2.6,9.26,10.36,10.72,11.01,11.26,11.47,11.67,11.86,12.23,141.55,142.06,142.36,142.66,142.97,143.26,143.6,143.9,144.43,17.330000000000002,17.06,16.89,16.71,16.52,16.34,16.15,15.98,15.610000000000001,N/A,N/A -2012,2,13,18,30,101430,100240,99080,93.59,0.4,10.36,11.76,12.33,12.81,13.22,13.57,13.9,14.200000000000001,14.75,144.35,145.34,145.98,146.67000000000002,147.28,147.87,148.46,149,150.09,17.51,17.3,17.16,17,16.84,16.69,16.52,16.37,16.05,N/A,N/A -2012,2,13,19,30,101390,100200,99050,94.89,3.7,9.02,10.32,10.86,11.33,11.75,12.13,12.5,12.85,13.52,164.87,165.72,166.19,166.70000000000002,167.17000000000002,167.62,168.07,168.5,169.34,17.8,17.62,17.5,17.35,17.21,17.07,16.93,16.79,16.51,N/A,N/A -2012,2,13,20,30,101290,100100,98950,94.18,4.800000000000001,9.700000000000001,11.16,11.78,12.32,12.780000000000001,13.21,13.63,14.01,14.780000000000001,171.38,171.55,171.74,171.93,172.11,172.28,172.46,172.63,172.97,18.150000000000002,18.03,17.92,17.78,17.650000000000002,17.51,17.36,17.23,16.95,N/A,N/A -2012,2,13,21,30,101310,100120,98970,93.12,13.600000000000001,9.07,10.64,11.33,11.97,12.52,13.040000000000001,13.52,13.96,14.77,189.37,190.09,190.28,190.37,190.42000000000002,190.43,190.44,190.43,190.45000000000002,18.47,18.43,18.36,18.240000000000002,18.13,18.01,17.89,17.77,17.5,N/A,N/A -2012,2,13,22,30,101270,100080,98930,96.13,7.7,4.9,5.8100000000000005,6.15,6.44,6.7,6.92,7.13,7.34,8.22,248.87,247.14000000000001,245.65,243.82,242.14000000000001,240.53,238.97,237.5,234.4,18.09,17.98,17.88,17.75,17.650000000000002,17.580000000000002,17.5,17.42,17.240000000000002,N/A,N/A -2012,2,13,23,30,101240,100050,98900,96.72,0,3.86,4.82,5.24,5.62,5.94,6.21,6.5,6.78,7.4,248.83,249.84,251.03,253.51000000000002,256.69,260.44,263.72,266.7,270.45,17.98,17.92,17.86,17.78,17.69,17.59,17.48,17.37,17.19,N/A,N/A -2012,2,14,0,30,101260,100070,98910,95.46000000000001,0,4.33,5.11,5.42,5.69,5.97,6.24,6.49,6.72,7.1000000000000005,266.32,267.75,268.9,270.54,272.37,274.36,277.03000000000003,279.69,285.53000000000003,17.85,17.69,17.580000000000002,17.45,17.330000000000002,17.21,17.1,17,16.72,N/A,N/A -2012,2,14,1,30,101290,100100,98950,95.04,0,4.37,5.09,5.41,5.71,6.0200000000000005,6.34,6.6000000000000005,6.83,6.99,286.69,288.62,290.49,293.65000000000003,295.97,297.7,297.93,297.69,293.87,17.650000000000002,17.5,17.39,17.25,17.11,16.96,16.8,16.66,16.39,N/A,N/A -2012,2,14,2,30,101340,100150,98990,91.53,0,4.3100000000000005,4.96,5.24,5.39,5.59,5.84,6.0200000000000005,6.16,6.24,305.95,306.5,306.88,307.26,307.69,308.18,308.08,307.82,304.92,17.39,17.150000000000002,17,16.81,16.65,16.51,16.35,16.21,15.9,N/A,N/A -2012,2,14,3,30,101360,100160,99000,89.4,0,4.0600000000000005,4.39,4.5,4.61,4.8,5.05,5.44,5.83,6.1000000000000005,290.86,290.62,290.43,290.11,289.65000000000003,289.09000000000003,287.21,285.11,282.32,17.2,16.92,16.76,16.580000000000002,16.41,16.240000000000002,16.09,15.96,15.66,N/A,N/A -2012,2,14,4,30,101370,100180,99020,91.4,0,5.33,5.72,5.8100000000000005,5.84,5.86,5.87,5.88,5.89,5.96,307.35,307.3,307.24,307.12,306.97,306.81,306.56,306.3,305.07,16.89,16.59,16.41,16.22,16.03,15.85,15.65,15.48,15.120000000000001,N/A,N/A -2012,2,14,5,30,101400,100200,99040,91.5,0,5.74,6.0600000000000005,6.1000000000000005,6.08,6.05,6.01,5.95,5.89,5.69,306.64,306.62,306.57,306.51,306.43,306.35,306.21,306.04,304.56,16.27,15.92,15.74,15.55,15.36,15.17,14.98,14.8,14.44,N/A,N/A -2012,2,14,6,30,101440,100240,99070,90.02,0,4.83,5.0600000000000005,5.09,5.07,5.04,5.01,4.96,4.92,4.82,296.82,296.98,297.13,297.3,297.46,297.63,297.83,298,298.2,15.860000000000001,15.51,15.33,15.13,14.94,14.76,14.57,14.39,14.030000000000001,N/A,N/A -2012,2,14,7,30,101460,100260,99090,91.52,0,4.73,4.97,5,5,4.98,4.96,4.93,4.89,4.7700000000000005,302.28000000000003,302.91,303.33,303.8,304.29,304.78000000000003,305.45,306.17,310,15.75,15.4,15.22,15.030000000000001,14.83,14.65,14.450000000000001,14.27,13.91,N/A,N/A -2012,2,14,8,30,101470,100270,99100,89.54,0,3.1,3.2,3.19,3.16,3.13,3.09,3.0500000000000003,3,2.84,308.99,308.87,308.74,308.61,308.48,308.35,308.2,308.07,307.82,15.620000000000001,15.290000000000001,15.11,14.91,14.72,14.540000000000001,14.34,14.16,13.790000000000001,N/A,N/A -2012,2,14,9,30,101480,100270,99100,90.78,0,2.37,2.4,2.38,2.35,2.31,2.2600000000000002,2.21,2.15,1.97,308.46,307.32,306.52,305.63,304.64,303.66,302.23,300.74,294.90000000000003,15.36,15.02,14.83,14.63,14.44,14.25,14.040000000000001,13.85,13.46,N/A,N/A -2012,2,14,10,30,101500,100300,99130,89.89,0,1.09,1.07,1.04,1.01,0.97,0.9400000000000001,0.9,0.86,0.77,340.61,339.54,338.44,337.2,335.81,334.38,332.23,330.02,320.82,15.3,14.97,14.8,14.6,14.41,14.22,14.030000000000001,13.84,13.47,N/A,N/A -2012,2,14,11,30,101540,100330,99160,91.17,0,1.3800000000000001,1.28,1.2,1.12,1.06,1,0.9400000000000001,0.89,0.81,123.47,124.17,124.78,125.76,127.23,128.84,131.65,134.52,144.25,15.21,14.86,14.67,14.46,14.26,14.06,13.84,13.64,13.22,N/A,N/A -2012,2,14,12,30,101560,100350,99180,93.36,0,2.37,2.3000000000000003,2.22,2.14,2.09,2.06,2.05,2.06,2.21,76.53,82.52,86.93,92.2,97.89,103.57000000000001,110.58,117.38,135.05,14.75,14.39,14.22,14.02,13.84,13.66,13.48,13.31,13.09,N/A,N/A -2012,2,14,13,30,101580,100370,99200,92.96000000000001,0,2.09,2.14,2.15,2.16,2.19,2.23,2.29,2.36,2.47,87.26,93.74,98.03,102.93,107.93,112.83,118.09,123.09,135.91,14.9,14.56,14.38,14.19,14,13.82,13.63,13.47,13.23,N/A,N/A -2012,2,14,14,30,101600,100400,99220,92.05,0,3.04,3.16,3.18,3.18,3.19,3.19,3.2,3.2,3.21,148.14000000000001,147.95000000000002,147.96,147.93,147.86,147.79,147.74,147.70000000000002,147.65,15.13,14.76,14.58,14.38,14.19,14,13.8,13.620000000000001,13.26,N/A,N/A -2012,2,14,15,30,101620,100410,99240,92.07000000000001,0,2.85,2.96,2.97,2.98,2.98,2.99,3,3.0100000000000002,3.0700000000000003,97.22,100.31,102.32000000000001,104.43,106.52,108.52,110.81,112.99000000000001,118.7,15.030000000000001,14.67,14.49,14.290000000000001,14.1,13.92,13.73,13.55,13.200000000000001,N/A,N/A -2012,2,14,16,30,101610,100400,99230,93.59,0,3.02,3.12,3.12,3.1,3.08,3.06,3.0300000000000002,3.02,2.97,94.49,96.14,97.31,98.52,99.73,100.89,102.21000000000001,103.33,108.69,15.17,14.81,14.63,14.43,14.24,14.06,13.86,13.68,13.41,N/A,N/A -2012,2,14,17,30,101600,100390,99220,92.72,0,3.99,4.1,4.07,4.01,3.94,3.87,3.79,3.71,3.52,102.31,103.42,104.24000000000001,105.12,106.06,106.98,108.18,109.37,112.47,15.35,14.98,14.8,14.61,14.42,14.24,14.040000000000001,13.870000000000001,13.51,N/A,N/A -2012,2,14,18,30,101590,100390,99220,92.8,0,3.73,3.85,3.85,3.8200000000000003,3.79,3.7600000000000002,3.73,3.71,3.84,101.73,103.43,104.75,106.21000000000001,107.83,109.47,111.86,114.33,123.06,15.530000000000001,15.18,15,14.81,14.620000000000001,14.44,14.25,14.07,13.73,N/A,N/A -2012,2,14,19,30,101580,100380,99210,93.68,0,3.8200000000000003,4.05,4.12,4.16,4.19,4.22,4.26,4.29,4.45,98.64,99.93,100.79,101.69,102.60000000000001,103.48,104.55,105.61,110.17,15.69,15.34,15.16,14.96,14.77,14.59,14.39,14.21,13.93,N/A,N/A -2012,2,14,20,30,101550,100350,99180,93.9,0,4.39,4.7,4.78,4.83,4.88,4.91,4.94,4.97,5.08,100.12,101.17,101.7,102.2,102.67,103.12,103.57000000000001,103.97,105.89,16.12,15.780000000000001,15.6,15.4,15.21,15.030000000000001,14.83,14.66,14.36,N/A,N/A -2012,2,14,21,30,101530,100320,99160,92.91,0,4.42,4.66,4.72,4.74,4.78,4.82,4.93,5.0600000000000005,5.62,100.71000000000001,101.57000000000001,102.37,103.41,104.87,106.45,109.22,112.21000000000001,122.2,15.860000000000001,15.5,15.32,15.13,14.94,14.76,14.58,14.42,14.17,N/A,N/A -2012,2,14,22,30,101520,100320,99160,93.15,0,6.0600000000000005,6.46,6.53,6.53,6.51,6.48,6.42,6.3500000000000005,6.15,100.4,101.48,102.13,102.8,103.49000000000001,104.18,105.09,106,108.94,16.14,15.8,15.620000000000001,15.43,15.24,15.05,14.86,14.68,14.33,N/A,N/A -2012,2,14,23,30,101510,100310,99140,95.61,0,6.2,6.58,6.65,6.66,6.66,6.66,6.69,6.73,6.92,96.44,97.14,97.58,98.06,98.58,99.09,99.76,101.74000000000001,121.24000000000001,15.97,15.610000000000001,15.43,15.25,15.06,14.88,14.71,14.59,14.56,N/A,N/A -2012,2,15,0,30,101510,100310,99140,94.79,0,6.890000000000001,7.32,7.390000000000001,7.38,7.3500000000000005,7.3100000000000005,7.28,7.26,7.3500000000000005,104.15,104.71000000000001,105.07000000000001,105.52,106.16,106.85000000000001,108.28,110.38,122.14,16.25,15.91,15.73,15.540000000000001,15.36,15.18,15,14.85,14.71,N/A,N/A -2012,2,15,1,30,101530,100330,99170,94.18,0,5.88,6.2700000000000005,6.34,6.36,6.41,6.47,6.58,6.71,7.1000000000000005,106.36,107.31,108.15,109.33,111.72,114.69,119.43,123.99000000000001,131.08,16.7,16.4,16.23,16.05,15.88,15.72,15.56,15.42,15.1,N/A,N/A -2012,2,15,2,30,101540,100340,99180,95.63,0,6.1000000000000005,6.55,6.640000000000001,6.69,6.71,6.72,7.0200000000000005,7.32,7.69,113.41,113.79,114.10000000000001,114.43,114.77,115.10000000000001,117.7,120.42,124.8,16.7,16.4,16.22,16.03,15.83,15.65,15.530000000000001,15.43,15.280000000000001,N/A,N/A -2012,2,15,3,30,101530,100330,99170,96.91,0,6.47,7.390000000000001,7.78,8.15,8.48,8.78,9.09,9.39,10.02,113.77,115.95,117.46000000000001,119.21000000000001,120.8,122.27,123.72,125.09,128.26,17.06,16.81,16.69,16.57,16.47,16.37,16.27,16.19,16.080000000000002,N/A,N/A -2012,2,15,4,30,101520,100330,99170,97.12,0.4,6.87,7.83,8.22,8.59,8.93,9.25,9.58,9.9,10.74,115.48,116.28,116.9,117.75,118.74000000000001,119.83,121.46000000000001,123.18,129.97,17.5,17.3,17.18,17.05,16.93,16.830000000000002,16.77,16.740000000000002,16.78,N/A,N/A -2012,2,15,5,30,101490,100300,99150,97.04,0,7.7700000000000005,8.94,9.43,9.92,10.43,10.950000000000001,11.41,11.8,11.69,119.69,120.5,121.27,122.48,124.47,126.95,132.03,137.3,146.34,17.71,17.57,17.490000000000002,17.42,17.39,17.39,17.57,17.77,18.080000000000002,N/A,N/A -2012,2,15,6,30,101510,100320,99170,96.17,0,7.36,8.69,9.25,9.82,10.39,10.94,11.56,12.15,13.14,130.03,130.47,130.87,131.49,132.36,133.36,135.16,137.12,145.3,17.82,17.72,17.66,17.61,17.56,17.52,17.47,17.44,17.64,N/A,N/A -2012,2,15,7,30,101540,100350,99200,95.19,0,7.53,9.01,9.68,10.38,11.07,11.75,12.38,12.98,13.61,130.21,130.94,131.62,132.66,134,135.56,137.94,140.34,149.82,18.02,18,17.98,17.97,17.98,17.990000000000002,18,18.02,17.98,N/A,N/A -2012,2,15,8,30,101510,100320,99170,93.93,0,6.92,8.66,9.49,10.32,10.97,11.51,11.94,12.31,13.120000000000001,139.59,141.24,142.56,144.24,146.1,148.05,150.01,151.83,154.61,18.28,18.35,18.37,18.41,18.43,18.43,18.41,18.38,18.28,N/A,N/A -2012,2,15,9,30,101480,100300,99150,93.52,5.5,6.75,8.44,9.24,10.1,10.83,11.46,11.86,12.17,12.51,134.23,136.4,138.07,140.32,142.65,145.02,147.52,149.87,155.84,18.39,18.46,18.48,18.51,18.51,18.5,18.45,18.400000000000002,18.25,N/A,N/A -2012,2,15,10,30,101490,100300,99160,92.72,0,6.6000000000000005,8.35,9.14,9.92,10.55,11.1,11.58,12.01,12.780000000000001,144.44,146.93,148.64000000000001,150.45000000000002,151.52,152.06,153.07,154.15,165.35,18.57,18.72,18.76,18.82,18.84,18.85,18.85,18.84,18.92,N/A,N/A -2012,2,15,11,30,101480,100300,99150,91.56,0,6.37,8.38,9.44,10.57,11.43,12.08,12.33,12.44,13.08,142.58,144.97,147.01,149.63,153.26,157.81,163.42000000000002,168.89000000000001,175.3,18.830000000000002,19.09,19.2,19.3,19.37,19.400000000000002,19.47,19.54,19.59,N/A,N/A -2012,2,15,12,30,101470,100280,99140,92.35000000000001,0,5.99,8.06,9.120000000000001,10.15,10.97,11.66,12.31,12.92,13.790000000000001,127.47,132.85,136.35,138.97,141.48,143.92000000000002,147.85,152.03,160.05,18.66,18.98,19.12,19.19,19.23,19.26,19.3,19.330000000000002,19.400000000000002,N/A,N/A -2012,2,15,13,30,101470,100290,99140,92.05,0.4,5.0600000000000005,6.84,7.66,8.51,9.13,9.58,10.6,11.8,13.34,138.37,139.99,141.64000000000001,144.51,147.48,150.51,154.35,158.44,164.09,18.81,19.03,19.1,19.19,19.25,19.28,19.3,19.31,19.22,N/A,N/A -2012,2,15,14,30,101480,100300,99160,91.38,0.4,5.73,7.73,8.67,9.620000000000001,10.41,11.11,11.78,12.41,13.16,137.81,141.94,145.31,149.96,153.74,156.93,159.45000000000002,161.65,165,18.94,19.240000000000002,19.31,19.28,19.3,19.36,19.38,19.39,19.43,N/A,N/A -2012,2,15,15,30,101500,100320,99180,91.26,0,5.36,7.4,8.45,9.41,10.23,10.96,11.6,12.18,13.67,138.18,142.21,145.02,146.86,148.42000000000002,149.8,152.37,155.31,164.52,18.990000000000002,19.35,19.48,19.580000000000002,19.62,19.61,19.6,19.59,19.62,N/A,N/A -2012,2,15,16,30,101470,100290,99150,90.41,0,5.61,7.68,8.59,9.38,10,10.5,11.03,11.53,13.13,145.08,146.20000000000002,147.1,148.14000000000001,148.79,149.16,149.19,149.13,156.68,19.25,19.52,19.59,19.650000000000002,19.67,19.67,19.66,19.63,19.48,N/A,N/A -2012,2,15,17,30,101470,100290,99150,89.59,3.7,6.63,8.96,10.07,10.9,11.57,12.120000000000001,12.67,13.21,14.58,146.66,149.79,151.86,153.34,154.07,154.20000000000002,154.5,154.85,158.76,19.400000000000002,19.67,19.73,19.75,19.75,19.72,19.650000000000002,19.57,19.28,N/A,N/A -2012,2,15,18,30,101450,100270,99130,90.89,0,5.15,7.5,8.700000000000001,9.9,10.89,11.73,12.41,13.01,13.91,132.94,137.6,140.9,144,146.94,149.74,153.1,156.41,162.56,19.26,19.650000000000002,19.78,19.87,19.900000000000002,19.900000000000002,19.78,19.66,19.5,N/A,N/A -2012,2,15,19,30,101430,100250,99110,90.84,0,5.34,7.53,8.620000000000001,9.74,10.76,11.700000000000001,12.48,13.17,14.23,138.02,142.1,145.14000000000001,148.38,151.35,154.16,156.38,158.31,163.86,19.25,19.62,19.740000000000002,19.830000000000002,19.87,19.89,19.86,19.81,19.580000000000002,N/A,N/A -2012,2,15,20,30,101400,100220,99080,90.65,0,5.25,7.42,8.48,9.52,10.44,11.290000000000001,12.030000000000001,12.69,13.82,150.42000000000002,152.56,154.27,156.36,158.39000000000001,160.41,162.18,163.78,172.39000000000001,19.29,19.69,19.82,19.900000000000002,19.91,19.89,19.81,19.72,19.78,N/A,N/A -2012,2,15,21,30,101410,100230,99090,91.22,0,4.25,6.38,7.45,8.55,9.49,10.290000000000001,11.21,12.14,12.63,150.96,155,157.95000000000002,160.54,162.69,164.49,168.65,173.52,178.48,19.25,19.67,19.8,19.88,19.92,19.94,19.98,20.02,20.02,N/A,N/A -2012,2,15,22,30,101390,100210,99070,92.16,0.4,3.86,6,6.98,7.9,9.06,10.46,11.01,11.28,11.72,150.06,155.48,159.32,162.95000000000002,168.76,176.53,179.87,181.63,185.35,19.07,19.57,19.740000000000002,19.88,20.06,20.26,20.31,20.32,20.330000000000002,N/A,N/A -2012,2,15,23,30,101400,100220,99080,92.45,0,3.65,5.8500000000000005,7.04,8.43,9.450000000000001,10.16,10.620000000000001,10.97,11.24,157.41,162.78,167.59,174.45000000000002,179.8,183.82,187.15,190.03,194.31,18.97,19.56,19.830000000000002,20.150000000000002,20.34,20.44,20.53,20.62,20.71,N/A,N/A -2012,2,16,0,30,101410,100230,99090,91.21000000000001,0.4,4.45,6.8100000000000005,8.01,9.28,10.15,10.66,10.75,10.69,10.65,168.51,173.94,178.14000000000001,183.17000000000002,189.56,196.92000000000002,200.14000000000001,201.81,205.77,19.150000000000002,19.830000000000002,20.12,20.39,20.580000000000002,20.71,20.81,20.89,21.12,N/A,N/A -2012,2,16,1,30,101460,100280,99140,92.34,0,3.37,5.74,6.98,8.23,8.790000000000001,8.78,8.82,8.870000000000001,8.93,174.65,177.96,182.69,192.55,198.44,200.85,202.91,204.72,207.76,19.11,19.84,20.14,20.44,20.56,20.57,20.52,20.46,20.35,N/A,N/A -2012,2,16,2,30,101500,100320,99180,92.64,0.4,3.18,5.79,7,7.57,7.83,7.86,7.890000000000001,7.92,7.98,186.91,188.87,193.22,203.87,209.58,211.44,213.22,214.84,218.83,19.09,19.97,20.34,20.63,20.75,20.740000000000002,20.7,20.64,20.59,N/A,N/A -2012,2,16,3,30,101550,100370,99230,91.91,0,3.38,5.79,6.59,6.61,6.58,6.5200000000000005,6.49,6.48,6.49,196.47,201.65,208.85,222.89000000000001,229.8,231.72,233.43,234.94,238.84,19.330000000000002,20.29,20.6,20.71,20.740000000000002,20.7,20.64,20.59,20.5,N/A,N/A -2012,2,16,4,30,101580,100400,99260,92.48,0.4,2.63,3.81,4.14,4.38,4.59,4.79,4.97,5.13,5.39,248.23000000000002,252.05,254.93,258.51,261.28000000000003,263.54,264.61,265.29,265.9,19.14,19.66,19.8,19.900000000000002,19.96,20,20,19.990000000000002,19.900000000000002,N/A,N/A -2012,2,16,5,30,101600,100420,99280,92.66,0.4,2.58,3.62,3.79,3.77,3.7,3.6,3.5300000000000002,3.47,3.59,266.41,272.29,275.81,277.96,280.18,282.47,284.05,285.29,285.81,19.13,19.84,20.02,20.03,20.05,20.09,20.16,20.240000000000002,20.25,N/A,N/A -2012,2,16,6,30,101650,100470,99330,93.4,0,3.15,4.17,4.3500000000000005,4.58,4.83,5.08,5.34,5.58,6.08,292.82,303.23,309.08,313.69,316.97,319.39,321.02,322.36,324.51,19.06,19.59,19.75,19.82,19.85,19.86,19.830000000000002,19.8,19.77,N/A,N/A -2012,2,16,7,30,101690,100510,99370,93.19,0,2.77,4.13,4.44,4.51,4.58,4.66,4.78,4.9,5.22,321.68,327.97,331.85,335.13,337.76,339.99,341.7,343.16,344.48,19.17,19.6,19.64,19.53,19.69,20.03,20.23,20.38,20.150000000000002,N/A,N/A -2012,2,16,8,30,101740,100550,99400,93.28,0,3.59,4.72,4.98,5.14,5.19,5.18,5.51,5.91,6.640000000000001,333.27,340.43,345.57,351.09000000000003,354.35,356.05,356.49,356.58,353.96,18.900000000000002,19.150000000000002,19.11,18.88,18.64,18.39,18.52,18.72,19.95,N/A,N/A -2012,2,16,9,30,101770,100570,99420,96.04,0,3.73,4.8500000000000005,5.33,5.74,6.11,6.44,6.63,6.7700000000000005,7.03,347.04,349.65000000000003,351.91,354.90000000000003,356.76,357.85,358.6,359.23,0.15,18.12,17.96,17.76,17.42,17.35,17.45,18.28,19.2,20,N/A,N/A -2012,2,16,10,30,101800,100600,99450,99.16,0,4.08,4.83,5.26,5.8,6.28,6.74,6.96,7.12,7.6000000000000005,354.43,359.27,3.86,10.89,14.59,16.27,16.080000000000002,15.52,12.76,17.43,17.330000000000002,17.29,17.240000000000002,16.87,16.35,17.39,18.56,19.96,N/A,N/A -2012,2,16,11,30,101840,100640,99480,99.21000000000001,0,4.13,4.69,4.95,5.28,5.78,6.4,6.8500000000000005,7.25,8.18,5.93,9.9,12.46,15,17.740000000000002,20.67,22.95,24.82,24.16,17.42,17.32,17.27,17.19,16.96,16.66,16.32,16.12,18.28,N/A,N/A -2012,2,16,12,30,101870,100670,99510,99.26,0,5.51,5.82,5.97,6.25,6.78,7.43,7.930000000000001,8.38,9.120000000000001,14.69,15.24,16.26,18.330000000000002,20.98,23.98,26.17,27.92,28.2,16.51,16.23,16.080000000000002,15.89,16.1,16.490000000000002,17.6,18.67,19.84,N/A,N/A -2012,2,16,13,30,101930,100730,99560,99.23,0,5.15,5.37,5.41,5.48,5.91,6.57,7,7.390000000000001,8.17,26.82,26.77,26.77,26.830000000000002,28.080000000000002,30.04,31.67,33.04,34.19,16,15.68,15.52,15.32,15.34,15.46,16,16.55,17.75,N/A,N/A -2012,2,16,14,30,102000,100790,99630,99.23,0,4.96,5.19,5.22,5.21,5.23,5.26,6.19,7.21,8.14,25.27,26.75,27.830000000000002,29.16,31.17,33.36,37.33,41.18,42.31,16.1,15.82,15.69,15.55,15.33,15.08,15.36,15.76,17.19,N/A,N/A -2012,2,16,15,30,102010,100800,99630,98.52,0,5.44,5.71,5.74,5.75,5.9,6.11,6.86,7.57,8.28,19.37,19.62,19.92,20.38,22.13,24.32,30.54,36.09,39.17,15.63,15.26,15.09,14.94,14.74,14.55,15.3,16.01,17.12,N/A,N/A -2012,2,16,16,30,102030,100820,99650,96.89,0,4.89,5.16,5.25,5.36,5.87,6.59,7.140000000000001,7.62,8.32,26.42,26.73,27.18,27.93,30.35,33.65,36.02,38.11,41.53,15.77,15.43,15.26,15.09,15.01,14.98,15.18,15.43,16.26,N/A,N/A -2012,2,16,17,30,102010,100810,99640,93.12,0,5.76,6.13,6.24,6.38,6.8100000000000005,7.390000000000001,7.86,8.28,8.92,38.65,39.050000000000004,39.45,40.11,41.36,42.910000000000004,43.86,44.61,45.29,16.29,15.96,15.8,15.64,15.540000000000001,15.48,15.55,15.66,16.12,N/A,N/A -2012,2,16,18,30,102000,100790,99630,90.94,0,5.0200000000000005,5.33,5.4,5.48,6.03,6.88,7.28,7.6000000000000005,8.22,64.09,63.9,63.61,63.22,61.46,58.86,57.15,55.67,52.97,16.79,16.48,16.32,16.15,16.07,16.05,16.06,16.09,16.330000000000002,N/A,N/A -2012,2,16,19,30,102000,100790,99630,89.44,0,4.51,4.83,5.16,5.88,6.38,6.74,7.05,7.32,7.9,47.980000000000004,48.120000000000005,48.28,48.46,47.59,46.19,44.63,43.25,41.94,17.1,16.830000000000002,16.73,16.68,16.79,16.97,17.11,17.240000000000002,17.44,N/A,N/A -2012,2,16,20,30,101960,100760,99600,86.06,0,3.18,4.12,4.64,5.07,5.51,5.95,6.3500000000000005,6.71,7.33,64.47,62.83,61.85,60.870000000000005,59.79,58.660000000000004,57.54,56.49,54.58,17.47,17.37,17.39,17.490000000000002,17.650000000000002,17.830000000000002,17.96,18.06,18.18,N/A,N/A -2012,2,16,21,30,101980,100780,99620,83.39,0,1.76,1.97,2.21,2.82,3.29,3.62,3.94,4.25,4.7700000000000005,116.3,119.29,116.42,102.81,94.7,91,87.63,84.47,78.16,17.87,17.56,17.47,17.54,17.56,17.54,17.53,17.53,17.54,N/A,N/A -2012,2,16,22,30,101900,100710,99550,85.37,0,3.87,4.59,4.98,5.51,5.82,6.01,6.17,6.3100000000000005,6.47,101.63,99.5,97.31,93.52,90.67,88.46000000000001,86.43,84.58,80.84,17.84,17.73,17.71,17.740000000000002,17.77,17.79,17.900000000000002,18.01,18.05,N/A,N/A -2012,2,16,23,30,101910,100710,99560,88.58,0,3.13,4.22,4.8500000000000005,5.54,6.05,6.44,6.63,6.78,6.92,77.14,80.24,82.34,84.07000000000001,84.27,83.63,82.05,80.42,76.24,17.86,17.85,17.85,17.89,17.95,18.01,18.09,18.16,18.32,N/A,N/A -2012,2,17,0,30,101940,100740,99590,91.66,0,1.95,3.14,3.83,4.51,4.98,5.3100000000000005,5.63,5.92,6.3500000000000005,42.45,59,68.60000000000001,72.8,74.67,75.17,74.82000000000001,74.31,72.36,17.71,17.87,17.97,18.06,18.17,18.29,18.490000000000002,18.68,18.93,N/A,N/A -2012,2,17,1,30,101970,100770,99610,92.32000000000001,0,1.79,2.24,2.35,2.54,2.7600000000000002,3,3.2800000000000002,3.56,4.11,5.68,23.31,33.77,42.47,49.2,54.86,58.89,62.36,66.57000000000001,17.79,17.85,17.88,17.900000000000002,17.92,17.95,17.98,18.02,18.09,N/A,N/A -2012,2,17,2,30,101960,100770,99610,90.07000000000001,0,2.48,3.31,3.63,3.81,4.01,4.22,4.44,4.65,5.08,43.71,54.06,60,63.61,66.84,69.85000000000001,72.47,74.81,78.66,17.72,17.86,17.91,17.900000000000002,17.89,17.89,17.87,17.85,17.81,N/A,N/A -2012,2,17,3,30,101950,100750,99590,90.69,0,2.92,3.58,3.9,4.2,4.39,4.5,4.64,4.7700000000000005,5.11,30.92,35.72,40.68,48.44,53.44,56.65,59.620000000000005,62.300000000000004,67.1,17.6,17.57,17.6,17.69,17.71,17.7,17.66,17.62,17.54,N/A,N/A -2012,2,17,4,30,101880,100680,99520,89.74,0,4.0600000000000005,4.73,5.07,5.47,5.7700000000000005,6.01,6.2,6.37,6.78,54.17,55.24,57.47,62.31,66.58,70.39,72.67,74.52,77.67,17.56,17.46,17.45,17.51,17.53,17.54,17.51,17.47,17.36,N/A,N/A -2012,2,17,5,30,101880,100680,99520,91.08,0.7000000000000001,3.5300000000000002,4.16,4.49,4.8100000000000005,5.13,5.45,5.73,5.98,6.2700000000000005,41.51,47.63,52.24,57.75,62.22,66.08,68.78,71.06,74.35000000000001,17.35,17.23,17.2,17.19,17.18,17.17,17.11,17.04,16.75,N/A,N/A -2012,2,17,6,30,101860,100660,99500,87.63,0,4.25,4.9,5.24,5.66,6.03,6.38,6.61,6.8100000000000005,7.0600000000000005,46.2,50.35,53.85,58.61,63.7,68.68,71.09,72.79,73.31,17.52,17.35,17.27,17.23,17.21,17.19,17.080000000000002,16.95,16.6,N/A,N/A -2012,2,17,7,30,101840,100640,99470,87.98,0,6.6000000000000005,7.09,7.22,7.34,7.62,7.96,8.19,8.31,7.76,74.46000000000001,74.45,74.45,74.43,74.37,74.28,73.98,73.63,72.59,16.79,16.490000000000002,16.32,16.15,16.01,15.89,15.870000000000001,15.860000000000001,15.790000000000001,N/A,N/A -2012,2,17,8,30,101820,100610,99450,85.99,0,7.63,8.2,8.31,8.35,8.370000000000001,8.370000000000001,8.38,8.42,8.69,64.69,64.9,65.05,65.22,65.44,65.66,66.06,66.67,71.19,16.61,16.28,16.11,15.91,15.73,15.55,15.36,15.19,15,N/A,N/A -2012,2,17,9,30,101800,100600,99430,90.23,0,7.07,7.61,7.73,7.78,7.8,7.82,7.83,7.8500000000000005,8.08,62.39,62.660000000000004,62.85,63.08,63.34,63.6,63.980000000000004,64.38,66.51,16.57,16.23,16.05,15.860000000000001,15.67,15.49,15.3,15.120000000000001,14.780000000000001,N/A,N/A -2012,2,17,10,30,101790,100590,99420,87.98,0,7.5200000000000005,8.14,8.290000000000001,8.35,8.39,8.4,8.41,8.41,8.44,64.26,64.43,64.54,64.68,64.83,64.99,65.22,65.44,66.17,16.69,16.37,16.19,15.99,15.8,15.620000000000001,15.42,15.24,14.870000000000001,N/A,N/A -2012,2,17,11,30,101780,100570,99410,86.36,0,8.040000000000001,8.700000000000001,8.85,8.91,8.94,8.96,8.96,8.96,8.98,69.03,69.19,69.32000000000001,69.46000000000001,69.61,69.76,69.96000000000001,70.16,70.82000000000001,16.61,16.28,16.1,15.9,15.71,15.530000000000001,15.33,15.15,14.780000000000001,N/A,N/A -2012,2,17,12,30,101770,100570,99400,86.38,0.4,7.8500000000000005,8.51,8.67,8.74,8.77,8.790000000000001,8.790000000000001,8.790000000000001,8.78,69.5,69.73,69.89,70.07000000000001,70.27,70.46000000000001,70.72,70.97,71.7,16.5,16.16,15.98,15.790000000000001,15.59,15.41,15.21,15.030000000000001,14.66,N/A,N/A 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-2012,2,17,16,30,101770,100570,99400,89.53,0,7.25,7.79,7.9,7.930000000000001,7.94,7.94,7.930000000000001,7.930000000000001,7.96,79.62,79.85000000000001,80.03,80.22,80.43,80.65,80.98,81.34,83.65,16.51,16.18,16,15.8,15.610000000000001,15.43,15.24,15.06,14.75,N/A,N/A -2012,2,17,17,30,101760,100560,99390,90.69,0,6.87,7.4,7.5200000000000005,7.57,7.6000000000000005,7.61,7.61,7.61,7.61,72.71000000000001,73.06,73.32000000000001,73.59,73.86,74.13,74.44,74.74,75.60000000000001,16.6,16.27,16.09,15.89,15.700000000000001,15.52,15.32,15.14,14.76,N/A,N/A -2012,2,17,18,30,101730,100530,99360,91.04,0,7.62,8.22,8.36,8.41,8.44,8.44,8.44,8.42,8.38,67.43,67.84,68.11,68.41,68.71000000000001,69,69.35000000000001,69.69,70.58,16.56,16.22,16.04,15.84,15.65,15.47,15.27,15.09,14.71,N/A,N/A 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-2012,2,18,22,30,100880,99690,98530,94.34,0,3.7600000000000002,3.93,3.96,3.97,4.0200000000000005,4.11,4.43,4.78,5.25,318.81,318.59000000000003,318.31,317.82,316.46,314.65000000000003,309.62,304.49,299.3,16.490000000000002,16.17,16,15.8,15.620000000000001,15.44,15.33,15.25,15.15,N/A,N/A -2012,2,18,23,30,100900,99710,98550,94.33,0,4.9,5.19,5.2700000000000005,5.34,5.5600000000000005,5.87,6.5,7.140000000000001,7.72,312.69,311.85,311.02,309.64,306.92,303.29,298.1,293.03000000000003,289.76,16.34,16.02,15.85,15.67,15.51,15.370000000000001,15.290000000000001,15.21,15.11,N/A,N/A -2012,2,19,0,30,100980,99790,98630,94.43,0,6.37,6.8,6.9,6.95,6.98,7,7.05,7.09,7.42,296.96,295.91,295.26,294.51,293.72,292.90000000000003,291.83,290.76,286.87,16.11,15.780000000000001,15.6,15.4,15.22,15.040000000000001,14.85,14.68,14.370000000000001,N/A,N/A 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-2012,2,23,10,30,100720,99540,98400,96.21000000000001,0.4,9.27,10.75,11.35,11.92,12.42,12.88,13.290000000000001,13.67,14.15,213.95000000000002,213.9,213.92000000000002,214,214.13,214.31,214.65,215.01,216.44,18.14,18,17.89,17.740000000000002,17.63,17.54,17.44,17.35,17.12,N/A,N/A -2012,2,23,11,30,100690,99510,98360,95.64,0.4,11.5,13.08,13.63,14.040000000000001,14.370000000000001,14.64,14.82,14.96,15,214.62,215.05,215.32,215.64000000000001,216.02,216.45000000000002,217.13,217.84,220.28,18.05,17.85,17.71,17.52,17.330000000000002,17.13,16.93,16.75,16.46,N/A,N/A -2012,2,23,12,30,100660,99490,98340,95.69,0.4,8.16,9.370000000000001,9.83,10.24,10.58,10.870000000000001,11.14,11.370000000000001,11.75,213.37,213.13,213.03,212.97,212.99,213.08,213.32,213.6,214.58,18.25,18.13,18.04,17.96,17.88,17.8,17.72,17.650000000000002,17.490000000000002,N/A,N/A -2012,2,23,13,30,100660,99480,98340,95.83,0.4,9.99,11.41,11.950000000000001,12.4,12.8,13.17,13.6,14.030000000000001,15.030000000000001,216.46,217.55,218.27,219.18,219.95000000000002,220.63,220.94,221.11,219.35,18.22,18.04,17.94,17.85,17.76,17.650000000000002,17.53,17.42,17.12,N/A,N/A -2012,2,23,14,30,100690,99510,98360,95.99000000000001,0,8.24,9.41,9.85,10.22,10.53,10.790000000000001,11,11.19,11.43,224.41,224.35,224.26,224.07,223.83,223.52,223.09,222.64000000000001,221.28,18.19,18.04,17.93,17.81,17.72,17.650000000000002,17.57,17.51,17.39,N/A,N/A -2012,2,23,15,30,100680,99500,98350,95.62,0,8.700000000000001,10.13,10.73,11.3,11.790000000000001,12.24,12.59,12.89,13.02,223.08,222.92000000000002,222.8,222.6,222.33,221.99,221.35,220.68,217.71,18.27,18.14,18.04,17.89,17.77,17.66,17.57,17.5,17.42,N/A,N/A -2012,2,23,16,30,100660,99490,98340,95.48,0,8.42,9.91,10.56,11.18,11.72,12.21,12.61,12.97,13.56,218.23000000000002,218.46,218.61,218.73000000000002,218.79,218.8,218.76,218.71,218.55,18.35,18.240000000000002,18.150000000000002,18.02,17.900000000000002,17.79,17.67,17.57,17.28,N/A,N/A -2012,2,23,17,30,100640,99460,98320,95.07000000000001,0,7.78,9.16,9.74,10.290000000000001,10.76,11.17,11.540000000000001,11.870000000000001,12.370000000000001,221.83,221.9,221.92000000000002,221.86,221.68,221.41,220.9,220.35,218.56,18.44,18.36,18.29,18.2,18.13,18.07,18.01,17.96,17.79,N/A,N/A -2012,2,23,18,30,100620,99440,98310,94.41,0,7.97,9.56,10.32,11.13,11.9,12.67,13.4,14.08,15.290000000000001,222.18,222.57,222.8,222.96,222.82,222.45000000000002,221.35,220.07,217.87,18.6,18.57,18.51,18.45,18.37,18.28,18.17,18.06,17.93,N/A,N/A -2012,2,23,19,30,100610,99440,98300,94.18,0,7.47,8.91,9.52,10.08,10.59,11.08,11.58,12.06,13.16,217.33,217.29,217.23000000000002,217.07,216.82,216.5,216.07,215.64000000000001,215.64000000000001,18.62,18.62,18.59,18.55,18.53,18.5,18.48,18.46,18.21,N/A,N/A -2012,2,23,20,30,100560,99390,98250,92.7,0,7.87,9.63,10.41,11.16,11.81,12.39,12.99,13.57,15.17,213.33,213.68,214.01,214.55,215.27,216.16,217.29,218.43,219.47,18.92,18.97,18.95,18.900000000000002,18.84,18.76,18.650000000000002,18.53,18.76,N/A,N/A -2012,2,23,21,30,100520,99350,98220,92.63,0,7.5200000000000005,9.200000000000001,9.98,10.73,11.39,11.98,12.59,13.18,14.6,208.47,208.95000000000002,209.35,209.86,210.47,211.17000000000002,212.39000000000001,213.71,216.94,18.92,18.96,18.94,18.900000000000002,18.88,18.89,18.94,19,19.240000000000002,N/A,N/A -2012,2,23,22,30,100490,99320,98180,92.19,0,6.98,8.78,9.65,10.56,11.44,12.3,13.14,13.93,14.67,206.37,207.05,207.69,208.66,210,211.64000000000001,213.75,215.92000000000002,217.56,19.01,19.1,19.09,19.05,19.03,19.01,19.240000000000002,19.51,19.57,N/A,N/A -2012,2,23,23,30,100470,99300,98170,91.73,0,6.97,8.81,9.69,10.61,11.5,12.4,13.21,13.950000000000001,14.780000000000001,202.46,203.26,204.09,205.57,207.57,210.08,212.91,215.67000000000002,217.81,19.1,19.22,19.23,19.21,19.18,19.150000000000002,19.43,19.76,20.02,N/A,N/A -2012,2,24,0,30,100490,99320,98180,91.75,0,7.05,8.89,9.8,10.76,11.68,12.59,13.25,13.790000000000001,13.9,198.88,200.23000000000002,201.53,203.65,206.09,208.92000000000002,211.39000000000001,213.59,214.72,19.09,19.2,19.2,19.16,19.35,19.72,20.05,20.34,20.400000000000002,N/A,N/A -2012,2,24,1,30,100490,99320,98190,91.8,0,6.5600000000000005,8.48,9.43,10.53,11.620000000000001,12.74,13.66,14.46,14.700000000000001,195.75,196.9,198.01,199.86,202.08,204.62,206.83,208.82,210.70000000000002,19.11,19.27,19.29,19.28,19.44,19.72,20.06,20.400000000000002,20.63,N/A,N/A -2012,2,24,2,30,100490,99320,98190,89.82000000000001,0,6.99,9.07,10.05,11.040000000000001,12.01,12.98,13.84,14.61,14.620000000000001,198.18,198.4,198.72,199.35,200.5,202.14000000000001,205.29,208.81,215.95000000000002,19.56,19.84,19.92,20,19.990000000000002,19.900000000000002,19.63,19.32,20.78,N/A,N/A -2012,2,24,3,30,100490,99320,98190,89.96000000000001,0,6.72,8.44,9.24,10.01,10.77,11.59,12.780000000000001,14.13,17.05,199.21,199.71,200.28,200.9,201.8,203.03,205.63,208.82,216.4,19.51,19.77,19.830000000000002,19.84,19.8,19.7,19.57,19.43,21.03,N/A,N/A -2012,2,24,4,30,100500,99330,98200,88.92,0,7.55,9.76,10.84,12.07,13.280000000000001,14.540000000000001,15.370000000000001,16.01,16.37,200.59,200.94,201.26,201.78,202.37,203.06,204.58,206.29,212.70000000000002,19.76,20.04,20.12,20.19,20.18,20.11,19.900000000000002,19.67,19.64,N/A,N/A -2012,2,24,5,30,100520,99350,98220,88.79,0.4,7.34,9.5,10.5,11.4,12.18,12.88,13.68,14.48,15.92,204.57,205.19,205.66,206.08,206.69,207.47,208.83,210.34,214.53,19.79,20.11,20.21,20.29,20.31,20.29,20.16,20.01,19.51,N/A,N/A -2012,2,24,6,30,100560,99400,98270,89.45,0,7.390000000000001,9.540000000000001,10.5,11.39,12.14,12.790000000000001,13.59,14.42,16.25,207.44,208.64000000000001,209.58,210.92000000000002,212.36,213.93,215.45000000000002,216.9,217.77,19.7,19.97,20.05,20.14,20.2,20.23,20.19,20.11,19.7,N/A,N/A -2012,2,24,7,30,100720,99550,98420,91.11,0,4.1,5.87,6.7,7.71,8.68,9.67,10.35,10.870000000000001,11.83,252.95000000000002,246.55,240.87,236.95000000000002,234.26,232.67000000000002,233.12,234.33,238.21,19.6,19.94,20,20.04,20.06,20.06,20.02,19.97,19.68,N/A,N/A -2012,2,24,8,30,100850,99680,98540,90.82000000000001,0,6.32,8.13,8.82,9.36,9.78,10.14,10.42,10.67,11,304.8,301.55,299.09000000000003,296.39,293.54,290.56,287.44,284.52,279.41,19.42,19.62,19.63,19.56,19.48,19.39,19.3,19.22,19.02,N/A,N/A -2012,2,24,9,30,100880,99710,98570,94.62,0,3.73,5.96,6.95,7.22,7.5,7.8,8.11,8.39,8.93,296.95,294.75,293.43,293.08,293.16,293.54,294.03000000000003,294.51,295.82,18.650000000000002,19.86,20.3,20.18,20.080000000000002,19.98,19.87,19.77,19.53,N/A,N/A -2012,2,24,10,30,101070,99870,98720,69.26,0,13.35,15.15,15.81,16.37,16.830000000000002,17.23,17.5,17.72,17.93,6.25,7.58,8.32,9.01,9.59,10.08,11,11.91,13.67,17.72,17.52,17.39,17.240000000000002,17.080000000000002,16.93,16.77,16.61,16.29,N/A,N/A -2012,2,24,11,30,101270,100070,98900,62.74,0,12.27,13.55,13.9,14.120000000000001,14.280000000000001,14.4,14.48,14.56,14.68,15.1,15.46,15.74,16.01,16.28,16.53,16.78,17.01,17.5,16.52,16.16,15.97,15.77,15.57,15.38,15.18,14.99,14.6,N/A,N/A -2012,2,24,12,30,101400,100190,99020,61.47,0,14.530000000000001,16.080000000000002,16.5,16.740000000000002,16.91,17.03,17.11,17.18,17.28,13.74,13.98,14.16,14.32,14.49,14.65,14.82,14.98,15.33,15.18,14.69,14.47,14.26,14.05,13.85,13.65,13.450000000000001,13.06,N/A,N/A -2012,2,24,13,30,101550,100330,99150,59.65,0,16.14,17.93,18.43,18.72,18.92,19.07,19.17,19.26,19.39,16.88,17.12,17.25,17.38,17.5,17.62,17.740000000000002,17.86,18.1,14.370000000000001,13.790000000000001,13.56,13.33,13.120000000000001,12.92,12.71,12.51,12.120000000000001,N/A,N/A -2012,2,24,14,30,101680,100460,99280,56.78,0,14.86,16.4,16.830000000000002,17.080000000000002,17.25,17.38,17.47,17.55,17.66,16.17,16.21,16.240000000000002,16.29,16.32,16.35,16.39,16.43,16.5,13.92,13.33,13.09,12.870000000000001,12.65,12.450000000000001,12.24,12.05,11.65,N/A,N/A -2012,2,24,15,30,101780,100570,99380,56.53,0,14.17,15.610000000000001,16.01,16.23,16.38,16.5,16.57,16.64,16.73,16.4,16.54,16.64,16.740000000000002,16.82,16.9,16.990000000000002,17.06,17.23,13.92,13.34,13.1,12.870000000000001,12.66,12.46,12.25,12.06,11.66,N/A,N/A -2012,2,24,16,30,101870,100650,99460,52.58,0,13,14.280000000000001,14.620000000000001,14.83,14.96,15.06,15.13,15.18,15.26,13.59,13.75,13.86,13.950000000000001,14.040000000000001,14.120000000000001,14.200000000000001,14.27,14.43,14.19,13.65,13.42,13.200000000000001,12.99,12.790000000000001,12.58,12.39,11.99,N/A,N/A -2012,2,24,17,30,101900,100680,99500,50.09,0,12.56,13.83,14.19,14.41,14.56,14.67,14.75,14.81,14.91,12.41,12.58,12.69,12.790000000000001,12.870000000000001,12.950000000000001,13.02,13.09,13.22,14.84,14.35,14.14,13.92,13.71,13.52,13.31,13.120000000000001,12.72,N/A,N/A -2012,2,24,18,30,101980,100760,99580,46.99,0,12.23,13.49,13.84,14.05,14.200000000000001,14.31,14.39,14.46,14.55,13.21,13.4,13.51,13.620000000000001,13.72,13.81,13.9,13.99,14.16,15.51,15.08,14.88,14.67,14.46,14.27,14.06,13.870000000000001,13.48,N/A,N/A -2012,2,24,19,30,102030,100820,99640,45.28,0,11.82,13.06,13.4,13.61,13.75,13.86,13.950000000000001,14.01,14.11,12.72,12.94,13.1,13.24,13.370000000000001,13.49,13.61,13.72,13.950000000000001,16.1,15.72,15.530000000000001,15.33,15.13,14.94,14.73,14.540000000000001,14.15,N/A,N/A -2012,2,24,20,30,102060,100850,99670,43.33,0,11.700000000000001,12.950000000000001,13.290000000000001,13.5,13.64,13.75,13.83,13.9,14,12.27,12.51,12.67,12.82,12.96,13.08,13.21,13.32,13.540000000000001,16.41,16.06,15.870000000000001,15.68,15.47,15.290000000000001,15.08,14.89,14.5,N/A,N/A -2012,2,24,21,30,102080,100870,99690,42.14,0,11.52,12.73,13.06,13.26,13.39,13.5,13.57,13.63,13.71,11.13,11.35,11.51,11.65,11.78,11.9,12.02,12.13,12.34,16.57,16.23,16.05,15.85,15.65,15.47,15.26,15.07,14.68,N/A,N/A -2012,2,24,22,30,102140,100930,99750,42.89,0,10.58,11.65,11.94,12.13,12.25,12.35,12.42,12.48,12.56,14.27,14.450000000000001,14.57,14.69,14.8,14.91,15.02,15.120000000000001,15.32,16.62,16.28,16.1,15.9,15.700000000000001,15.52,15.31,15.120000000000001,14.73,N/A,N/A -2012,2,24,23,30,102270,101050,99870,40.63,0,9.950000000000001,10.94,11.21,11.36,11.47,11.55,11.61,11.65,11.72,18.85,18.740000000000002,18.68,18.61,18.55,18.48,18.41,18.35,18.22,16.46,16.11,15.93,15.73,15.530000000000001,15.34,15.14,14.950000000000001,14.56,N/A,N/A -2012,2,25,0,30,102290,101070,99890,41.09,0,12.49,13.72,14.02,14.18,14.27,14.34,14.370000000000001,14.4,14.4,19.25,19.400000000000002,19.5,19.6,19.71,19.8,19.91,20.01,20.23,16.04,15.65,15.46,15.26,15.05,14.870000000000001,14.66,14.47,14.08,N/A,N/A -2012,2,25,1,30,102440,101220,100030,42.550000000000004,0,10.72,11.74,12,12.15,12.24,12.31,12.36,12.39,12.43,24.43,24.76,24.93,25.1,25.25,25.400000000000002,25.55,25.7,25.98,15.73,15.32,15.13,14.92,14.72,14.530000000000001,14.32,14.13,13.74,N/A,N/A -2012,2,25,2,30,102440,101220,100040,43.03,0,11.74,12.9,13.21,13.38,13.5,13.6,13.66,13.72,13.790000000000001,28.01,28.21,28.330000000000002,28.44,28.53,28.61,28.69,28.75,28.88,15.35,14.9,14.700000000000001,14.49,14.280000000000001,14.09,13.88,13.69,13.3,N/A,N/A -2012,2,25,3,30,102530,101310,100120,42.980000000000004,0,11.97,13.17,13.5,13.700000000000001,13.84,13.950000000000001,14.030000000000001,14.09,14.19,30.27,30.42,30.490000000000002,30.55,30.61,30.66,30.71,30.76,30.84,15.120000000000001,14.65,14.450000000000001,14.24,14.030000000000001,13.84,13.63,13.44,13.040000000000001,N/A,N/A -2012,2,25,4,30,102570,101350,100160,46.22,0,12.05,13.21,13.52,13.700000000000001,13.82,13.91,13.97,14.02,14.08,31.76,31.92,32.04,32.14,32.230000000000004,32.31,32.39,32.46,32.6,14.75,14.26,14.05,13.84,13.63,13.44,13.23,13.040000000000001,12.64,N/A,N/A -2012,2,25,5,30,102590,101360,100170,48.59,0,12.01,13.15,13.47,13.65,13.77,13.86,13.93,13.98,14.05,30.88,31.05,31.16,31.26,31.36,31.44,31.53,31.61,31.79,14.35,13.83,13.620000000000001,13.4,13.19,13,12.790000000000001,12.61,12.22,N/A,N/A -2012,2,25,6,30,102620,101390,100200,49.730000000000004,0,12.17,13.34,13.66,13.84,13.97,14.06,14.120000000000001,14.18,14.26,32.26,32.5,32.65,32.8,32.96,33.1,33.26,33.42,33.74,14.22,13.68,13.46,13.25,13.040000000000001,12.85,12.64,12.450000000000001,12.07,N/A,N/A -2012,2,25,7,30,102680,101450,100250,50.050000000000004,0,12.08,13.24,13.540000000000001,13.72,13.83,13.93,13.99,14.040000000000001,14.13,34.08,34.480000000000004,34.730000000000004,34.97,35.21,35.43,35.67,35.89,36.35,14.1,13.55,13.33,13.120000000000001,12.91,12.73,12.52,12.34,11.96,N/A,N/A -2012,2,25,8,30,102680,101450,100250,52.84,0,11.9,12.99,13.27,13.43,13.530000000000001,13.6,13.66,13.700000000000001,13.77,36.54,36.87,37.08,37.28,37.480000000000004,37.660000000000004,37.87,38.050000000000004,38.45,13.64,13.07,12.84,12.63,12.42,12.23,12.030000000000001,11.84,11.46,N/A,N/A -2012,2,25,9,30,102740,101510,100310,55.550000000000004,0,11.03,11.96,12.19,12.31,12.38,12.44,12.48,12.51,12.56,33.24,33.660000000000004,33.92,34.160000000000004,34.410000000000004,34.63,34.88,35.11,35.61,13.23,12.64,12.41,12.200000000000001,11.99,11.81,11.61,11.42,11.05,N/A,N/A -2012,2,25,10,30,102780,101540,100340,56.550000000000004,0,10.620000000000001,11.5,11.700000000000001,11.81,11.870000000000001,11.92,11.950000000000001,11.98,12.02,34.160000000000004,34.52,34.76,34.980000000000004,35.21,35.410000000000004,35.64,35.86,36.34,12.98,12.39,12.16,11.950000000000001,11.74,11.56,11.36,11.18,10.81,N/A,N/A -2012,2,25,11,30,102870,101630,100430,55.11,0,9.38,10.07,10.21,10.28,10.32,10.35,10.36,10.38,10.4,29.25,29.68,29.95,30.2,30.46,30.7,30.96,31.21,31.76,12.96,12.4,12.18,11.97,11.77,11.58,11.38,11.200000000000001,10.83,N/A,N/A -2012,2,25,12,30,102810,101570,100370,54.870000000000005,0,10.11,10.94,11.14,11.26,11.33,11.39,11.44,11.48,11.56,39.03,39.480000000000004,39.76,40.01,40.27,40.49,40.74,40.97,41.47,12.96,12.38,12.15,11.94,11.73,11.55,11.35,11.17,10.8,N/A,N/A -2012,2,25,13,30,102830,101600,100390,53.56,0,10.06,10.92,11.15,11.28,11.370000000000001,11.44,11.5,11.540000000000001,11.620000000000001,43.08,43.45,43.67,43.88,44.07,44.25,44.45,44.63,44.980000000000004,13.06,12.48,12.25,12.040000000000001,11.83,11.64,11.43,11.24,10.86,N/A,N/A -2012,2,25,14,30,102880,101640,100440,54.34,0,9.42,10.16,10.34,10.44,10.51,10.56,10.59,10.620000000000001,10.65,42.01,42.56,42.92,43.24,43.550000000000004,43.82,44.11,44.38,44.910000000000004,13.06,12.49,12.27,12.05,11.84,11.64,11.44,11.24,10.85,N/A,N/A -2012,2,25,15,30,102890,101650,100450,54.86,0,8.42,9.01,9.15,9.22,9.26,9.290000000000001,9.3,9.31,9.32,39.04,39.75,40.19,40.58,40.97,41.300000000000004,41.660000000000004,41.99,42.660000000000004,12.91,12.36,12.13,11.92,11.71,11.51,11.31,11.11,10.72,N/A,N/A -2012,2,25,16,30,102880,101640,100440,54.27,0,7.51,8.05,8.17,8.24,8.290000000000001,8.33,8.35,8.370000000000001,8.4,45.62,46.22,46.57,46.9,47.2,47.480000000000004,47.76,48.03,48.56,13.030000000000001,12.5,12.280000000000001,12.06,11.85,11.66,11.450000000000001,11.26,10.870000000000001,N/A,N/A -2012,2,25,17,30,102880,101650,100450,48.120000000000005,0,6.45,6.9,7.01,7.08,7.13,7.16,7.19,7.21,7.25,56.58,56.84,56.97,57.09,57.2,57.300000000000004,57.39,57.480000000000004,57.65,13.3,12.8,12.59,12.38,12.17,11.98,11.77,11.58,11.18,N/A,N/A -2012,2,25,18,30,102840,101600,100400,43.410000000000004,0,7.1000000000000005,7.58,7.69,7.75,7.79,7.82,7.84,7.86,7.890000000000001,60.83,60.95,61.050000000000004,61.120000000000005,61.2,61.26,61.31,61.370000000000005,61.47,13.540000000000001,13.040000000000001,12.83,12.620000000000001,12.41,12.22,12.02,11.82,11.43,N/A,N/A -2012,2,25,19,30,102850,101610,100420,45.13,0,5.09,5.39,5.46,5.51,5.54,5.5600000000000005,5.58,5.6000000000000005,5.63,72.16,72.23,72.28,72.33,72.36,72.4,72.44,72.47,72.53,13.620000000000001,13.16,12.96,12.76,12.55,12.36,12.16,11.96,11.57,N/A,N/A -2012,2,25,20,30,102770,101540,100340,45.59,0,5.37,5.71,5.78,5.83,5.86,5.89,5.91,5.93,5.96,81.38,81.41,81.35000000000001,81.27,81.21000000000001,81.16,81.09,81.01,80.83,13.92,13.47,13.26,13.06,12.86,12.67,12.47,12.280000000000001,11.89,N/A,N/A -2012,2,25,21,30,102700,101470,100270,45.86,0,5.75,6.11,6.19,6.23,6.26,6.28,6.29,6.3,6.32,93.55,93.34,93.16,93.01,92.85000000000001,92.71000000000001,92.55,92.39,92.05,14.25,13.8,13.59,13.39,13.19,13,12.8,12.61,12.22,N/A,N/A -2012,2,25,22,30,102670,101440,100250,46.4,0,5.93,6.3,6.38,6.41,6.44,6.46,6.47,6.48,6.49,113.29,112.87,112.66,112.46000000000001,112.27,112.10000000000001,111.9,111.71000000000001,111.3,14.450000000000001,14,13.8,13.6,13.39,13.21,13,12.81,12.42,N/A,N/A -2012,2,25,23,30,102630,101400,100210,48.51,0,5.53,5.84,5.91,5.93,5.95,5.95,5.95,5.95,5.94,114.97,114.24000000000001,113.79,113.38,112.96000000000001,112.59,112.16,111.76,110.89,14.41,13.97,13.77,13.57,13.370000000000001,13.19,12.98,12.790000000000001,12.41,N/A,N/A -2012,2,26,0,30,102590,101370,100180,46.46,0,6.43,6.88,6.99,7.0600000000000005,7.11,7.15,7.18,7.21,7.26,103.57000000000001,103.11,102.78,102.47,102.16,101.88,101.57000000000001,101.28,100.68,14.790000000000001,14.36,14.16,13.96,13.76,13.57,13.370000000000001,13.18,12.790000000000001,N/A,N/A -2012,2,26,1,30,102570,101340,100150,49.050000000000004,0,4.75,5.03,5.1000000000000005,5.14,5.17,5.19,5.21,5.22,5.25,105.71000000000001,105.94,106.09,106.22,106.35000000000001,106.46000000000001,106.58,106.69,106.91,14.76,14.35,14.15,13.950000000000001,13.74,13.56,13.35,13.16,12.76,N/A,N/A -2012,2,26,2,30,102550,101330,100140,49.39,0,6.47,6.93,7.03,7.08,7.12,7.140000000000001,7.15,7.17,7.17,105.96000000000001,105.60000000000001,105.31,105.02,104.75,104.5,104.24000000000001,103.99000000000001,103.5,15.19,14.780000000000001,14.58,14.38,14.17,13.98,13.77,13.58,13.19,N/A,N/A -2012,2,26,3,30,102500,101280,100090,54.5,0,5.51,5.86,5.94,5.98,6.0200000000000005,6.04,6.0600000000000005,6.08,6.11,107.19,107.15,107.15,107.14,107.15,107.16,107.18,107.2,107.24000000000001,14.9,14.48,14.280000000000001,14.08,13.88,13.69,13.48,13.290000000000001,12.9,N/A,N/A -2012,2,26,4,30,102480,101260,100070,54.19,0,6.42,6.82,6.91,6.95,6.97,6.99,6.99,6.99,6.99,119.54,119.14,118.91,118.71000000000001,118.51,118.35000000000001,118.17,118,117.66,15.31,14.9,14.71,14.51,14.31,14.120000000000001,13.91,13.73,13.33,N/A,N/A -2012,2,26,5,30,102460,101240,100050,54.660000000000004,0,5.96,6.38,6.48,6.54,6.58,6.62,6.640000000000001,6.66,6.69,115.59,115.56,115.56,115.55,115.54,115.54,115.53,115.53,115.52,15.38,14.98,14.780000000000001,14.59,14.38,14.200000000000001,13.99,13.8,13.41,N/A,N/A -2012,2,26,6,30,102440,101220,100040,56.22,0,6.11,6.5600000000000005,6.66,6.72,6.76,6.79,6.8100000000000005,6.83,6.8500000000000005,113.38,113.49000000000001,113.55,113.61,113.67,113.73,113.79,113.85000000000001,113.96000000000001,15.44,15.07,14.88,14.68,14.48,14.3,14.09,13.9,13.51,N/A,N/A -2012,2,26,7,30,102440,101220,100040,59.46,0,5.44,5.83,5.92,5.98,6.0200000000000005,6.05,6.07,6.09,6.12,110.66,110.87,111.01,111.14,111.27,111.38,111.51,111.62,111.87,15.39,15.02,14.83,14.63,14.43,14.24,14.040000000000001,13.85,13.46,N/A,N/A -2012,2,26,8,30,102390,101170,99990,62.15,0,4.92,5.2700000000000005,5.36,5.42,5.46,5.5,5.5200000000000005,5.55,5.59,104.64,105.16,105.47,105.76,106.03,106.27,106.52,106.75,107.22,15.46,15.1,14.92,14.72,14.52,14.34,14.13,13.94,13.55,N/A,N/A -2012,2,26,9,30,102370,101150,99970,64.02,0,4.69,5.01,5.09,5.14,5.18,5.21,5.23,5.26,5.29,97.16,97.64,97.95,98.25,98.54,98.81,99.11,99.38,99.99000000000001,15.58,15.23,15.040000000000001,14.85,14.65,14.47,14.26,14.08,13.69,N/A,N/A -2012,2,26,10,30,102330,101110,99940,62.39,0,4.05,4.4,4.5200000000000005,4.6000000000000005,4.67,4.73,4.78,4.83,4.91,116.06,117.79,118.71000000000001,119.45,120.09,120.64,121.16,121.61,122.46000000000001,16.22,15.9,15.72,15.540000000000001,15.34,15.16,14.96,14.77,14.38,N/A,N/A -2012,2,26,11,30,102310,101100,99920,64.83,0,5.33,5.63,5.68,5.69,5.7,5.69,5.69,5.68,5.65,140.08,140.17000000000002,140.32,140.48,140.64000000000001,140.8,140.97,141.13,141.46,16.330000000000002,16,15.82,15.63,15.43,15.25,15.040000000000001,14.85,14.46,N/A,N/A -2012,2,26,12,30,102300,101090,99910,66.35,0,5.07,5.46,5.55,5.6000000000000005,5.64,5.66,5.67,5.68,5.69,133.33,133.66,133.8,133.89000000000001,133.96,134.02,134.06,134.11,134.17000000000002,16.3,15.98,15.8,15.610000000000001,15.41,15.23,15.030000000000001,14.84,14.450000000000001,N/A,N/A -2012,2,26,13,30,102300,101090,99910,69.74,0,5.4,5.8100000000000005,5.91,5.97,6.01,6.04,6.0600000000000005,6.07,6.09,124.19,124.42,124.58,124.73,124.87,125,125.12,125.24000000000001,125.46000000000001,16.22,15.9,15.72,15.52,15.32,15.14,14.93,14.74,14.35,N/A,N/A -2012,2,26,14,30,102310,101090,99920,70.7,0,4.43,4.76,4.84,4.89,4.92,4.95,4.97,4.99,5.0200000000000005,127.54,127.03,126.83,126.67,126.53,126.42,126.32000000000001,126.24000000000001,126.10000000000001,16.21,15.88,15.71,15.51,15.31,15.13,14.92,14.74,14.35,N/A,N/A -2012,2,26,15,30,102310,101100,99920,72.57000000000001,0,4.18,4.44,4.5,4.53,4.54,4.55,4.55,4.55,4.54,121.92,122.2,122.48,122.76,123.04,123.29,123.56,123.83,124.4,16.31,15.98,15.81,15.610000000000001,15.42,15.23,15.030000000000001,14.84,14.450000000000001,N/A,N/A -2012,2,26,16,30,102290,101080,99900,77.83,0,4.17,4.39,4.41,4.41,4.4,4.39,4.37,4.3500000000000005,4.3,125.32000000000001,126.02,126.42,126.81,127.19,127.54,127.94,128.32,129.16,16.32,15.99,15.81,15.620000000000001,15.42,15.24,15.040000000000001,14.85,14.46,N/A,N/A -2012,2,26,17,30,102260,101050,99870,78.57000000000001,0,3.75,3.99,4.04,4.0600000000000005,4.07,4.08,4.08,4.08,4.07,108.53,108.94,109.2,109.4,109.57000000000001,109.71000000000001,109.84,109.95,110.16,16.37,16.05,15.870000000000001,15.68,15.48,15.290000000000001,15.09,14.9,14.51,N/A,N/A -2012,2,26,18,30,102250,101040,99860,79.51,0,4.44,4.75,4.82,4.8500000000000005,4.87,4.89,4.89,4.9,4.9,110.86,110.78,110.76,110.76,110.76,110.77,110.8,110.82000000000001,110.92,16.46,16.14,15.96,15.77,15.57,15.39,15.18,15,14.61,N/A,N/A -2012,2,26,19,30,102200,100990,99820,84.47,0,4.34,4.66,4.75,4.8100000000000005,4.86,4.91,4.95,5,5.11,100.41,100.52,100.65,100.79,100.95,101.10000000000001,101.28,101.46000000000001,101.93,16.35,16.02,15.84,15.65,15.46,15.290000000000001,15.09,14.91,14.540000000000001,N/A,N/A -2012,2,26,20,30,102150,100950,99780,83.82000000000001,0,5.8500000000000005,6.37,6.49,6.5600000000000005,6.6000000000000005,6.63,6.65,6.66,6.66,115.85000000000001,116.39,116.72,117.02,117.31,117.57000000000001,117.84,118.09,118.60000000000001,16.84,16.54,16.36,16.17,15.98,15.790000000000001,15.59,15.41,15.02,N/A,N/A -2012,2,26,21,30,102130,100920,99750,84.48,0,6.41,6.91,7.01,7.05,7.0600000000000005,7.0600000000000005,7.04,7.0200000000000005,6.96,107.49000000000001,107.69,107.82000000000001,107.97,108.13,108.28,108.47,108.65,109.11,16.73,16.42,16.25,16.06,15.860000000000001,15.68,15.48,15.3,14.91,N/A,N/A -2012,2,26,22,30,102090,100880,99710,85.98,0,6.66,7.25,7.390000000000001,7.46,7.5,7.5200000000000005,7.5200000000000005,7.5200000000000005,7.5,106.94,107.05,107.13,107.2,107.27,107.34,107.43,107.5,107.7,16.76,16.45,16.28,16.09,15.9,15.72,15.51,15.33,14.950000000000001,N/A,N/A -2012,2,26,23,30,102060,100850,99680,88.66,0,6.72,7.3,7.44,7.51,7.55,7.58,7.59,7.6000000000000005,7.62,99.71000000000001,99.93,100.10000000000001,100.28,100.46000000000001,100.64,100.86,101.07000000000001,101.60000000000001,16.72,16.42,16.240000000000002,16.05,15.860000000000001,15.68,15.48,15.3,14.92,N/A,N/A -2012,2,27,0,30,102070,100860,99700,89.61,0,6.8100000000000005,7.49,7.68,7.8,7.890000000000001,7.96,8.02,8.07,8.17,104.66,104.88,105.01,105.16,105.31,105.46000000000001,105.63,105.79,106.17,16.93,16.65,16.490000000000002,16.3,16.11,15.93,15.73,15.55,15.18,N/A,N/A -2012,2,27,1,30,102050,100850,99680,92.78,0,7.1000000000000005,7.76,7.94,8.05,8.14,8.22,8.31,8.4,8.74,99.79,100.09,100.31,100.58,100.89,101.2,101.68,102.17,103.86,16.93,16.64,16.47,16.29,16.1,15.92,15.73,15.56,15.200000000000001,N/A,N/A -2012,2,27,2,30,102060,100860,99690,90.93,0,6.33,7.1000000000000005,7.36,7.59,7.79,7.97,8.15,8.31,8.66,105.66,105.97,106.16,106.36,106.55,106.75,106.95,107.15,107.59,17.240000000000002,16.98,16.830000000000002,16.66,16.48,16.31,16.12,15.950000000000001,15.59,N/A,N/A -2012,2,27,3,30,102080,100880,99710,93.56,0,5.59,6.24,6.47,6.66,6.83,6.99,7.15,7.3,7.63,106.99000000000001,107.31,107.56,107.87,108.2,108.53,108.92,109.28,110.06,17.2,16.94,16.79,16.61,16.44,16.27,16.09,15.92,15.57,N/A,N/A -2012,2,27,4,30,102090,100880,99720,94.14,0,5.55,6.33,6.63,6.92,7.18,7.43,7.68,7.92,8.41,102.59,102.85000000000001,103.08,103.34,103.62,103.9,104.27,104.64,105.67,17.240000000000002,17,16.85,16.69,16.52,16.36,16.19,16.03,15.71,N/A,N/A -2012,2,27,5,30,102080,100880,99710,94.10000000000001,0,5.93,6.73,7.03,7.3100000000000005,7.5600000000000005,7.8100000000000005,8.07,8.31,8.85,92.4,93.05,93.61,94.36,95.33,96.38,97.85000000000001,99.34,103.58,17.32,17.09,16.96,16.8,16.66,16.52,16.39,16.27,16.09,N/A,N/A -2012,2,27,6,30,102090,100890,99720,95.77,0,5.28,5.91,6.16,6.390000000000001,6.63,6.88,7.21,7.54,8.46,80.2,81.63,82.83,84.38,86.23,88.18,90.71000000000001,93.24,99.71000000000001,17.26,17.02,16.88,16.73,16.59,16.46,16.330000000000002,16.22,16.080000000000002,N/A,N/A 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-2012,2,27,11,30,102210,101010,99840,97.28,2.6,6.04,6.76,7.05,7.3100000000000005,7.55,7.78,8.040000000000001,8.28,8.44,60.88,61.550000000000004,62.14,63.01,64.23,65.65,68.49,71.66,82.89,17.23,17,16.87,16.72,16.6,16.5,16.44,16.39,16.36,N/A,N/A -2012,2,27,12,30,102210,101010,99840,97.38,0.7000000000000001,6.5600000000000005,7.6000000000000005,7.97,8.18,8.4,8.64,8.74,8.81,8.85,51.4,53.34,54.5,55.49,57.44,59.800000000000004,61.870000000000005,63.78,68.44,17.03,16.77,16.62,16.46,16.36,16.29,16.23,16.19,16.15,N/A,N/A -2012,2,27,13,30,102230,101020,99850,97,0.7000000000000001,7.62,8.370000000000001,8.65,8.950000000000001,9.21,9.44,9.700000000000001,9.91,9.99,55.69,56.15,56.59,57.2,57.88,58.56,60.33,62.11,65.87,16.84,16.55,16.39,16.22,16.06,15.91,15.92,15.950000000000001,15.99,N/A,N/A 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-2012,2,28,2,30,102280,101070,99900,95.82000000000001,0,7.3500000000000005,7.930000000000001,8.08,8.15,8.22,8.3,8.48,8.69,9.35,78.3,78.52,78.68,78.89,79.15,79.44,80.16,81.05,85.01,16.67,16.36,16.19,16,15.81,15.64,15.47,15.33,15.16,N/A,N/A -2012,2,28,3,30,102260,101060,99880,95.82000000000001,0,7.04,7.640000000000001,7.79,7.890000000000001,8.01,8.120000000000001,8.46,8.8,9.38,80.8,81.15,81.37,81.65,82.03,82.44,83.66,85.01,89.07000000000001,16.8,16.490000000000002,16.32,16.13,15.94,15.77,15.6,15.450000000000001,15.31,N/A,N/A -2012,2,28,4,30,102230,101020,99860,96.16,0,6.08,6.640000000000001,6.9,7.25,7.6000000000000005,7.930000000000001,8.19,8.43,8.790000000000001,85.05,85.58,86.16,87.10000000000001,88.4,89.85000000000001,91.78,93.68,98.17,16.89,16.6,16.44,16.27,16.12,15.97,15.9,15.84,15.8,N/A,N/A 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-2012,3,1,1,30,101580,100400,99250,92.55,0,5.34,7.17,8.03,8.8,9.31,9.61,9.53,9.35,8.540000000000001,160.39000000000001,164.20000000000002,168.09,174.53,179.6,183.64000000000001,185.1,185.69,189.75,19.3,19.6,19.72,19.82,19.740000000000002,19.56,19.31,19.07,19.79,N/A,N/A -2012,3,1,2,30,101580,100400,99260,92.09,0,5.95,7.96,8.91,9.65,10.01,10.09,9.67,9.16,9.06,161.5,164.4,167.52,172.9,177.59,181.68,184.77,187.19,187.33,19.38,19.650000000000002,19.75,19.79,19.81,19.8,19.740000000000002,19.67,19.35,N/A,N/A -2012,3,1,3,30,101580,100400,99260,92.81,0.30000000000000004,5.15,7.04,7.9,8.59,8.950000000000001,9.06,9.16,9.27,9.3,178.63,179.08,180.44,184.24,187.13,189.28,190.94,192.3,192.26,19.25,19.31,19.25,19.13,19.29,19.69,19.95,20.150000000000002,19.8,N/A,N/A -2012,3,1,4,30,101570,100380,99230,93.73,0.6000000000000001,5.17,6.93,7.84,8.8,9.59,10.25,10.34,10.28,9.59,174.67000000000002,177.73,180.77,185.9,191.22,196.75,199.09,200.28,200.17000000000002,19.02,19.16,19.21,19.26,19.12,18.86,18.91,19.04,19.96,N/A,N/A -2012,3,1,5,30,101570,100390,99240,93.7,0.6000000000000001,4.71,6.25,6.98,7.7700000000000005,8.48,9.17,9.46,9.6,9.6,187.93,188,188,188.03,189.11,191.1,194.70000000000002,198.55,202.03,19.07,19.240000000000002,19.3,19.330000000000002,19.34,19.330000000000002,19.17,18.97,19.04,N/A,N/A -2012,3,1,6,30,101570,100390,99240,95.05,0.1,5.71,7.47,8.36,9.200000000000001,9.8,10.19,10.3,10.32,10.14,202.66,203.08,203.3,203.51,203.45000000000002,203.22,202.99,202.78,202.91,19.25,19.26,19.23,19.150000000000002,19.06,18.95,18.830000000000002,18.71,18.46,N/A,N/A -2012,3,1,7,30,101580,100390,99250,95.23,0,5.87,7.16,7.66,8.09,8.38,8.59,8.73,8.85,9.14,202.29,202.35,202.38,202.36,202.27,202.11,202.65,203.37,206.20000000000002,19.21,19.17,19.12,19.04,18.98,18.93,18.85,18.77,18.490000000000002,N/A,N/A -2012,3,1,8,30,101570,100380,99230,95.85000000000001,0.4,4.18,5.22,5.67,6.21,6.78,7.42,7.87,8.23,8.83,206.4,206.75,207.19,207.84,208.44,209.03,209.58,210.1,211.3,19.12,19.13,19.12,19.07,19.01,18.93,18.830000000000002,18.73,18.57,N/A,N/A -2012,3,1,9,30,101560,100370,99220,96.58,0,4.53,5.79,6.43,7.18,7.79,8.3,8.66,8.97,9.17,226.55,227.21,227.16,226.03,225.03,224.09,223.19,222.29,224.16,18.98,18.98,18.95,18.89,18.82,18.75,18.72,18.7,18.56,N/A,N/A -2012,3,1,10,30,101540,100360,99220,94.36,0,6.23,7.45,7.94,8.31,8.59,8.8,9.05,9.3,9.64,217.58,218.18,218.67000000000002,219.3,219.75,220.08,220.9,221.79,221.58,19.38,19.41,19.38,19.31,19.22,19.12,18.990000000000002,18.88,18.64,N/A,N/A -2012,3,1,11,30,101520,100340,99190,95.33,0,4.3100000000000005,5.69,6.34,6.97,7.4,7.68,8.040000000000001,8.4,8.700000000000001,215.29,216.34,216.63,215.38,214.38,213.54,214.02,214.91,215.05,19.16,19.32,19.39,19.46,19.45,19.39,19.34,19.29,19.1,N/A,N/A -2012,3,1,12,30,101530,100350,99200,96.45,0.4,3.42,4.83,5.5200000000000005,6.11,6.5600000000000005,6.93,7.19,7.4,7.78,203.38,205.98000000000002,208,210.28,211.93,213.07,213.15,212.89000000000001,212.74,19,19.07,19.11,19.13,19.16,19.19,19.150000000000002,19.080000000000002,18.92,N/A,N/A -2012,3,1,13,30,101520,100340,99190,96.31,0.4,2.84,4.25,5.01,5.98,6.68,7.12,7.46,7.74,8.39,186.78,196.81,203.57,209.34,212.29,212.96,213.06,212.99,213.34,19.11,19.23,19.27,19.3,19.330000000000002,19.34,19.32,19.3,19.31,N/A,N/A -2012,3,1,14,30,101540,100360,99210,96.39,0,2.91,4.04,4.67,5.62,6.3100000000000005,6.7700000000000005,7.21,7.62,8.32,167.99,174.05,181.16,195.83,204.05,206.55,207.52,207.94,210.52,19.1,19.16,19.2,19.27,19.26,19.2,19.18,19.19,19.26,N/A,N/A -2012,3,1,15,30,101520,100340,99190,95.91,0.30000000000000004,4.64,6.13,6.93,7.83,8.36,8.59,8.6,8.57,8.89,173.08,178.65,183.6,190.67000000000002,195.43,198.51,201.28,203.72,207.17000000000002,19.16,19.14,19.17,19.32,19.48,19.63,19.72,19.79,19.71,N/A,N/A -2012,3,1,16,30,101500,100320,99180,95.15,0,6.15,7.5200000000000005,8.06,8.42,8.74,9.05,9.14,9.18,9.21,179.48,181.83,183.96,187.20000000000002,192.13,198.5,201.59,203.53,206.09,19.32,19.39,19.400000000000002,19.400000000000002,19.490000000000002,19.64,19.73,19.81,19.72,N/A,N/A -2012,3,1,17,30,101450,100270,99130,97.09,0.30000000000000004,5.43,6.45,6.94,7.54,8.24,9.02,9.43,9.69,9.75,173.6,175.6,177.63,181.18,185.39000000000001,190.3,194.14000000000001,197.4,200.8,19.04,18.92,18.86,18.830000000000002,18.98,19.27,19.55,19.81,19.88,N/A,N/A -2012,3,1,18,30,101420,100240,99100,95.53,0,5.7700000000000005,7,7.61,8.370000000000001,9.02,9.6,9.85,9.98,10.120000000000001,180.15,181.96,184,187.82,192.12,196.79,199.54,201.47,203.51,19.400000000000002,19.43,19.51,19.76,20.02,20.3,20.37,20.39,20.2,N/A,N/A -2012,3,1,19,30,101400,100220,99070,95.01,0,5.36,6.54,7.08,7.7,8.44,9.34,10.26,11.17,11.700000000000001,180.28,181.59,183.03,185.70000000000002,188.87,192.66,195.52,198,199.91,19.46,19.46,19.46,19.490000000000002,19.57,19.71,19.89,20.07,20.22,N/A,N/A -2012,3,1,20,30,101330,100150,99020,95.08,0,4.74,5.95,6.5600000000000005,7.32,8.3,9.540000000000001,10.05,10.290000000000001,10.83,175.59,176.52,177.95000000000002,181.14000000000001,186.15,193.03,195.52,196.49,198.67000000000002,19.45,19.47,19.5,19.6,19.86,20.22,20.37,20.42,20.46,N/A,N/A -2012,3,1,21,30,101260,100090,98950,94.91,0,5.57,6.86,7.45,8.11,8.88,9.790000000000001,10.36,10.790000000000001,11.16,169.93,171.13,172.44,174.85,179.02,184.71,190.42000000000002,195.79,198.70000000000002,19.52,19.52,19.52,19.54,19.63,19.79,19.96,20.13,20.2,N/A,N/A -2012,3,1,22,30,101200,100020,98880,93.97,0,5.64,7.25,8.01,8.75,9.23,9.5,9.93,10.42,11.19,162.6,165.49,168.09,171.95000000000002,176.59,181.89000000000001,187.54,193.07,198.12,19.54,19.580000000000002,19.54,19.44,19.26,19.01,19.07,19.22,19.92,N/A,N/A -2012,3,1,23,30,101130,99950,98810,94.23,0,5.88,7.37,8.05,8.73,9.290000000000001,9.76,10.14,10.49,10.86,161.20000000000002,163.74,165.86,168.89000000000001,172.5,176.63,181.43,186.14000000000001,190.43,19.42,19.46,19.42,19.330000000000002,19.06,18.68,18.650000000000002,18.71,19.76,N/A,N/A -2012,3,2,0,30,101080,99910,98770,94.18,0,5.24,6.63,7.26,7.97,8.76,9.67,10.47,11.21,11.97,168.07,170.57,172.51,175.06,177.82,180.97,184.8,188.73,191.76,19.46,19.53,19.53,19.490000000000002,19.34,19.080000000000002,19.02,19.02,19.44,N/A,N/A -2012,3,2,1,30,101050,99870,98740,96.01,0.7000000000000001,6.390000000000001,7.79,8.51,9.370000000000001,10.32,11.39,12.23,12.98,13.22,171.22,172.38,173.49,175.25,177.41,180,182.91,185.78,188.72,19.04,18.96,18.89,18.78,18.61,18.39,18.93,19.63,20.59,N/A,N/A -2012,3,2,2,30,101020,99840,98700,95.14,0,6.82,8.27,8.98,9.77,10.58,11.450000000000001,12.32,13.15,14.15,166.77,167.65,168.46,169.85,171.70000000000002,174.08,178.01,182.36,189.21,19.21,19.19,19.16,19.1,19.01,18.89,18.72,18.56,20.79,N/A,N/A -2012,3,2,3,30,100980,99810,98660,93.87,0,8.57,10.43,11.34,12.31,13.13,13.84,14.24,14.51,15.1,173.74,174.99,175.97,177.4,179.19,181.39000000000001,184.71,188.15,193.43,19.46,19.39,19.28,19.05,18.78,18.46,18.29,18.18,18.96,N/A,N/A -2012,3,2,4,30,100940,99770,98630,93.99,0,7.5200000000000005,9.06,9.72,10.370000000000001,10.92,11.41,12.42,13.61,15.98,174.78,174.74,174.99,175.8,177.12,178.93,182.55,186.82,195.63,19.44,19.41,19.35,19.27,19.16,19.01,18.400000000000002,17.69,19.68,N/A,N/A -2012,3,2,5,30,100930,99750,98600,96.61,0,9.31,10.93,11.65,12.38,13.06,13.73,14.450000000000001,15.14,16.85,179.98,181.07,181.81,182.76,183.75,184.8,186.43,188.14000000000001,195.07,18.91,18.75,18.61,18.400000000000002,18.17,17.900000000000002,17.62,17.37,20.02,N/A,N/A -2012,3,2,6,30,100920,99740,98600,96.7,0.4,8.040000000000001,9.3,9.84,10.39,10.96,11.58,12.44,13.34,16.02,181.38,180.57,179.97,179.24,178.82,178.62,179.65,181.01,190.13,18.990000000000002,18.91,18.85,18.76,18.63,18.47,18.13,17.76,18.48,N/A,N/A -2012,3,2,7,30,100910,99730,98590,95.16,0,8.44,9.94,10.64,11.34,12.01,12.68,13.370000000000001,14.030000000000001,15.280000000000001,177.34,177.75,178.14000000000001,178.75,179.49,180.38,181.36,182.33,185.32,19.31,19.21,19.12,18.96,18.76,18.54,18.26,17.990000000000002,17.490000000000002,N/A,N/A -2012,3,2,8,30,100870,99700,98560,96.39,0,8.93,10.51,11.24,12.030000000000001,12.83,13.69,14.68,15.69,17.69,184.91,185.43,185.91,186.59,187.36,188.25,189.15,190.03,189.82,19.06,18.98,18.92,18.830000000000002,18.740000000000002,18.64,18.52,18.42,18.5,N/A,N/A -2012,3,2,9,30,100860,99690,98550,93.94,0,5.83,7.390000000000001,8.15,8.93,9.72,10.59,11.61,12.69,14.540000000000001,172.11,173.94,175.47,177.35,179.12,180.93,182.73,184.49,187.39000000000001,19.59,19.63,19.62,19.6,19.56,19.5,19.39,19.26,18.61,N/A,N/A -2012,3,2,10,30,100850,99680,98540,93.87,0,5.8,7.28,7.98,8.67,9.31,9.93,10.620000000000001,11.31,13.17,182.98,182.87,182.81,182.64000000000001,182.55,182.55,182.73,182.98,184.27,19.6,19.66,19.66,19.650000000000002,19.63,19.62,19.580000000000002,19.53,19.12,N/A,N/A -2012,3,2,11,30,100860,99690,98550,92.68,0.4,6.47,8.26,9.17,10.17,11.040000000000001,11.84,12.5,13.08,13.950000000000001,179.32,180.56,181.41,182.27,183.03,183.74,184.51,185.27,186.93,19.86,19.95,19.95,19.94,19.91,19.88,19.830000000000002,19.78,19.62,N/A,N/A -2012,3,2,12,30,100810,99630,98500,93.41,0,5.84,7.16,7.7,8.27,8.98,9.86,10.700000000000001,11.49,12.23,184.46,184.07,183.87,184.18,184.98,186.21,187.75,189.34,193.77,19.7,19.78,19.78,19.77,19.75,19.72,19.650000000000002,19.57,19.26,N/A,N/A -2012,3,2,13,30,100800,99630,98490,95.09,0.4,6.2,7.54,8.1,8.61,9.16,9.76,10.450000000000001,11.14,13.77,185.42000000000002,184.42000000000002,183.45000000000002,181.82,180.56,179.53,180.32,181.64000000000001,188.67000000000002,19.34,19.36,19.36,19.34,19.3,19.23,18.94,18.61,19.27,N/A,N/A -2012,3,2,14,30,100840,99670,98530,94.08,0,4.9,6.25,6.88,7.62,8.47,9.5,10.64,11.84,14.19,180.15,179.48,179.35,179.94,180.88,182.24,183.31,184.24,188,19.6,19.69,19.7,19.69,19.63,19.51,19.150000000000002,18.73,18.55,N/A,N/A 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-2012,3,2,19,30,100930,99760,98620,99.33,0,1.72,1.72,1.76,2.32,2.84,3.3000000000000003,3.74,4.17,4.9,107.16,136.29,155.42000000000002,180.34,196.03,200.47,203.22,205.16,206.68,19.42,19.23,19.13,19.02,19.150000000000002,19.48,19.7,19.88,19.92,N/A,N/A -2012,3,2,20,30,100850,99670,98540,99.3,0,2.68,3.2600000000000002,3.67,4.23,4.71,5.14,5.54,5.91,6.6000000000000005,181.79,186.05,189.33,193.02,195.84,197.88,199.35,200.53,202.08,19.35,19.34,19.490000000000002,19.98,20.240000000000002,20.330000000000002,20.36,20.36,20.27,N/A,N/A -2012,3,2,21,30,100820,99650,98510,96,0,2.7800000000000002,3.38,3.7800000000000002,4.39,4.83,5.09,5.37,5.65,6.24,147.45000000000002,154.51,161.54,174.18,182.01,185.08,187.49,189.54,192.57,20.01,19.91,19.95,20.150000000000002,20.26,20.29,20.31,20.32,20.29,N/A,N/A -2012,3,2,22,30,100770,99600,98470,95.03,0,2.97,3.85,4.34,5.05,5.51,5.72,5.97,6.23,6.78,154.65,159.27,164.51,175.66,182.68,185.53,187.87,189.9,193.1,20.400000000000002,20.39,20.43,20.580000000000002,20.650000000000002,20.66,20.68,20.71,20.7,N/A,N/A -2012,3,2,23,30,100750,99580,98450,94.66,0,3.5100000000000002,4.8,5.39,6.0200000000000005,6.36,6.46,6.65,6.87,7.2700000000000005,151.02,156.06,161.15,170.16,175.51,177.62,179.33,180.82,183.76,20.38,20.63,20.75,20.87,20.91,20.89,20.89,20.88,20.82,N/A,N/A -2012,3,3,0,30,100750,99580,98450,96.33,0,2.22,3.81,4.64,5.57,6.11,6.3,6.48,6.640000000000001,7.03,130.25,143.1,154.66,169.99,178.71,181.12,183.05,184.71,187.31,19.84,20.22,20.45,20.78,20.94,20.96,20.97,20.96,20.89,N/A,N/A -2012,3,3,1,30,100760,99590,98460,96.32000000000001,0,2.21,3.85,4.74,5.6000000000000005,6.13,6.3100000000000005,6.49,6.67,7.03,132.25,145.64000000000001,157.85,173.24,182.12,184.26,186.07,187.66,190.26,19.75,20.04,20.240000000000002,20.68,20.92,21,21.07,21.14,21.16,N/A,N/A -2012,3,3,2,30,100790,99620,98490,95.31,0,1.81,2.73,3.09,3.5,3.9,4.3100000000000005,4.7,5.07,5.67,154.35,165,171.88,176.55,180.31,183.43,186.06,188.45000000000002,192.32,19.81,20.09,20.17,20.25,20.35,20.46,20.59,20.71,20.84,N/A,N/A -2012,3,3,3,30,100780,99610,98480,96.2,0.7000000000000001,2.87,3.7,3.98,4.33,4.66,4.99,5.3100000000000005,5.62,6.12,154.32,163.67000000000002,169.95000000000002,174.93,178.79,181.81,184.31,186.51,190.43,19.54,19.93,20.150000000000002,20.36,20.490000000000002,20.57,20.62,20.66,20.72,N/A,N/A -2012,3,3,4,30,100770,99590,98460,97.36,0,2.66,4.3500000000000005,5.21,5.66,5.91,6.0200000000000005,6.0200000000000005,5.98,5.7700000000000005,149.73,160.38,170.47,182.56,190.14000000000001,194.41,198.17000000000002,201.43,206.77,19.14,19.22,19.35,19.61,19.830000000000002,20.01,20.16,20.28,20.42,N/A,N/A -2012,3,3,5,30,100780,99600,98470,96.72,0,2.77,4.25,4.97,5.5,5.71,5.66,5.6000000000000005,5.54,5.48,167.94,178.45000000000002,187.22,197.85,205.28,209.88,213.95000000000002,217.51,222.81,19.22,19.330000000000002,19.400000000000002,19.53,19.68,19.85,20.1,20.35,20.59,N/A,N/A -2012,3,3,6,30,100780,99600,98470,96.85000000000001,0,1.8800000000000001,3.49,4.22,4.5600000000000005,4.65,4.58,4.5,4.42,4.46,157.34,176.79,191.44,202.91,210.72,215.82,221.07,225.8,233.49,19.39,19.400000000000002,19.39,19.46,19.55,19.64,19.78,19.91,20.150000000000002,N/A,N/A -2012,3,3,7,30,100820,99650,98510,97.09,2.9000000000000004,1.54,2.22,2.39,2.41,2.5500000000000003,2.81,3.02,3.19,3.39,170.49,193.48000000000002,209.53,222.51,231.23000000000002,237.21,242.35,246.89000000000001,256.4,19.34,19.35,19.32,19.32,19.31,19.29,19.3,19.32,19.48,N/A,N/A -2012,3,3,8,30,100800,99620,98480,97.27,5.5,0.33,0.52,0.67,0.92,1.18,1.42,1.68,1.93,2.35,185.66,242.20000000000002,273.97,280.25,285.88,290.75,294.22,297.17,299.44,19.29,19.330000000000002,19.29,19.23,19.17,19.12,19.09,19.07,19.080000000000002,N/A,N/A -2012,3,3,9,30,100900,99710,98560,80.17,6.2,11.370000000000001,12.33,12.540000000000001,12.59,12.59,12.57,12.52,12.47,12.4,31.32,31.29,31.3,31.3,31.29,31.28,31.27,31.27,31.35,17.56,17.2,17.02,16.82,16.63,16.45,16.26,16.09,15.75,N/A,N/A -2012,3,3,10,30,100930,99740,98580,65.57000000000001,0,12.09,13.32,13.65,13.83,13.950000000000001,14.040000000000001,14.1,14.15,14.23,32.25,32.53,32.7,32.87,33.04,33.2,33.38,33.56,34,17.93,17.61,17.43,17.240000000000002,17.04,16.85,16.66,16.47,16.080000000000002,N/A,N/A -2012,3,3,11,30,101000,99810,98650,64.78,0,12.59,13.870000000000001,14.22,14.42,14.55,14.63,14.69,14.73,14.780000000000001,31.34,31.580000000000002,31.76,31.94,32.12,32.27,32.45,32.62,33,17.5,17.14,16.95,16.75,16.55,16.37,16.17,15.98,15.6,N/A,N/A -2012,3,3,12,30,101090,99890,98730,63.99,0,12.55,13.77,14.120000000000001,14.31,14.43,14.51,14.56,14.6,14.64,30.150000000000002,30.35,30.490000000000002,30.650000000000002,30.82,30.98,31.16,31.32,31.7,16.87,16.46,16.26,16.05,15.85,15.66,15.450000000000001,15.27,14.88,N/A,N/A -2012,3,3,13,30,101150,99950,98790,65.2,0,12.83,14.040000000000001,14.35,14.5,14.59,14.65,14.69,14.71,14.73,28.89,29.1,29.240000000000002,29.38,29.53,29.66,29.82,29.98,30.330000000000002,16.240000000000002,15.77,15.57,15.35,15.15,14.96,14.76,14.57,14.18,N/A,N/A -2012,3,3,14,30,101260,100060,98890,65.2,0,11.870000000000001,12.99,13.31,13.48,13.6,13.68,13.73,13.77,13.81,27.6,27.86,28.01,28.14,28.27,28.38,28.5,28.61,28.85,15.9,15.42,15.200000000000001,14.99,14.780000000000001,14.59,14.38,14.19,13.8,N/A,N/A -2012,3,3,15,30,101340,100130,98960,64.33,0,11.1,12.09,12.38,12.52,12.620000000000001,12.68,12.72,12.75,12.780000000000001,23.89,24.02,24.09,24.17,24.23,24.29,24.34,24.400000000000002,24.53,15.64,15.14,14.93,14.71,14.51,14.31,14.1,13.91,13.52,N/A,N/A -2012,3,3,16,30,101370,100160,98990,58.01,0,10.620000000000001,11.57,11.85,12,12.1,12.18,12.23,12.27,12.33,26.25,26.12,26.04,25.95,25.86,25.77,25.67,25.580000000000002,25.38,16.13,15.68,15.47,15.26,15.06,14.870000000000001,14.66,14.47,14.08,N/A,N/A -2012,3,3,17,30,101420,100220,99050,53.910000000000004,0,9.76,10.63,10.89,11.03,11.13,11.200000000000001,11.25,11.290000000000001,11.35,10.4,10.75,10.98,11.200000000000001,11.38,11.56,11.73,11.89,12.200000000000001,16.73,16.34,16.15,15.94,15.74,15.55,15.35,15.16,14.76,N/A,N/A -2012,3,3,18,30,101450,100250,99080,49,0,10.05,11.01,11.290000000000001,11.44,11.540000000000001,11.620000000000001,11.67,11.71,11.77,7.82,7.94,8.01,8.05,8.09,8.120000000000001,8.15,8.17,8.21,17.42,17.07,16.89,16.69,16.5,16.31,16.11,15.92,15.530000000000001,N/A,N/A -2012,3,3,19,30,101480,100290,99120,48.68,0,9.07,9.93,10.19,10.35,10.46,10.540000000000001,10.6,10.66,10.74,0.52,0.48,0.45,0.42,0.38,0.34,0.3,0.27,0.2,17.92,17.62,17.45,17.25,17.06,16.87,16.67,16.48,16.09,N/A,N/A -2012,3,3,20,30,101500,100310,99140,48.4,0,9.09,9.97,10.22,10.36,10.46,10.53,10.58,10.620000000000001,10.68,348.1,348.63,349.01,349.35,349.65000000000003,349.92,350.18,350.41,350.87,18.18,17.92,17.75,17.56,17.37,17.18,16.98,16.8,16.41,N/A,N/A -2012,3,3,21,30,101540,100350,99180,48.07,0,10.41,11.38,11.66,11.8,11.89,11.94,11.98,12,12.02,339.37,340.08,340.61,341.15000000000003,341.63,342.08,342.53000000000003,342.94,343.78000000000003,17.95,17.67,17.51,17.31,17.13,16.95,16.75,16.57,16.19,N/A,N/A -2012,3,3,22,30,101590,100390,99230,45.65,0,10.56,11.57,11.85,12,12.09,12.16,12.200000000000001,12.23,12.25,338.35,338.85,339.2,339.53000000000003,339.83,340.12,340.41,340.66,341.18,17.73,17.42,17.25,17.05,16.86,16.67,16.47,16.29,15.9,N/A,N/A -2012,3,3,23,30,101660,100460,99290,43.59,0,11.14,12.23,12.530000000000001,12.700000000000001,12.8,12.88,12.93,12.97,13.02,343.94,344.14,344.26,344.37,344.46,344.54,344.61,344.67,344.79,17.54,17.2,17.02,16.82,16.63,16.44,16.23,16.05,15.65,N/A,N/A -2012,3,4,0,30,101790,100590,99420,42.6,0,10.370000000000001,11.31,11.57,11.69,11.78,11.83,11.86,11.89,11.91,354.15000000000003,354.08,354.05,354.01,353.98,353.95,353.90000000000003,353.86,353.78000000000003,17.14,16.78,16.59,16.39,16.19,16,15.790000000000001,15.610000000000001,15.21,N/A,N/A -2012,3,4,1,30,101900,100690,99520,44.14,0,10.24,11.200000000000001,11.47,11.620000000000001,11.73,11.81,11.86,11.91,11.97,356.71,356.12,355.8,355.5,355.23,354.98,354.75,354.53000000000003,354.13,16.75,16.36,16.17,15.96,15.76,15.57,15.36,15.17,14.780000000000001,N/A,N/A -2012,3,4,2,30,102020,100810,99630,43.86,0,10.07,10.97,11.23,11.38,11.48,11.55,11.61,11.66,11.72,352.63,352.63,352.62,352.61,352.59000000000003,352.57,352.56,352.54,352.5,16.53,16.12,15.93,15.72,15.51,15.32,15.120000000000001,14.93,14.530000000000001,N/A,N/A -2012,3,4,3,30,102110,100900,99720,45.32,0,10.36,11.31,11.620000000000001,11.8,11.92,12.02,12.09,12.15,12.23,356.76,356.63,356.53000000000003,356.43,356.35,356.27,356.2,356.13,356,16.3,15.89,15.69,15.47,15.27,15.08,14.870000000000001,14.68,14.280000000000001,N/A,N/A -2012,3,4,4,30,102160,100940,99760,44.46,0,9.33,10.18,10.44,10.6,10.72,10.81,10.88,10.94,11.040000000000001,354.48,354.23,354.08,353.94,353.82,353.7,353.59000000000003,353.5,353.3,16.11,15.68,15.48,15.27,15.07,14.88,14.67,14.48,14.09,N/A,N/A -2012,3,4,5,30,102240,101020,99840,43.410000000000004,0,8.85,9.56,9.78,9.9,9.98,10.040000000000001,10.09,10.120000000000001,10.17,354.06,353.75,353.54,353.35,353.17,353,352.84000000000003,352.69,352.39,16.04,15.620000000000001,15.42,15.21,15.01,14.82,14.620000000000001,14.43,14.030000000000001,N/A,N/A -2012,3,4,6,30,102280,101060,99880,42.730000000000004,0,6.79,7.23,7.34,7.390000000000001,7.43,7.45,7.47,7.48,7.5,0.16,359.98,359.84000000000003,359.7,359.56,359.42,359.28000000000003,359.14,358.85,15.68,15.25,15.06,14.86,14.66,14.48,14.280000000000001,14.09,13.71,N/A,N/A -2012,3,4,7,30,102330,101110,99930,41.34,0,5.59,5.94,6.03,6.08,6.12,6.15,6.17,6.19,6.22,352.67,352.33,352.12,351.92,351.73,351.56,351.39,351.23,350.89,15.700000000000001,15.290000000000001,15.1,14.89,14.69,14.5,14.3,14.11,13.73,N/A,N/A -2012,3,4,8,30,102330,101110,99930,39.71,0,5.91,6.3,6.4,6.45,6.49,6.51,6.53,6.55,6.57,356.56,356.33,356.18,356.04,355.91,355.78000000000003,355.65000000000003,355.53000000000003,355.29,15.870000000000001,15.47,15.27,15.07,14.870000000000001,14.68,14.48,14.290000000000001,13.89,N/A,N/A -2012,3,4,9,30,102350,101130,99950,39.97,0,5.36,5.66,5.73,5.76,5.79,5.8,5.8100000000000005,5.8100000000000005,5.82,354.01,353.54,353.24,352.96,352.71,352.49,352.26,352.05,351.64,15.76,15.35,15.16,14.96,14.75,14.56,14.36,14.17,13.77,N/A,N/A -2012,3,4,10,30,102360,101140,99960,40.35,0,4.45,4.7,4.76,4.79,4.82,4.83,4.8500000000000005,4.86,4.88,346.95,346.5,346.25,346.01,345.79,345.61,345.41,345.23,344.87,15.64,15.24,15.05,14.85,14.65,14.46,14.25,14.06,13.67,N/A,N/A -2012,3,4,11,30,102380,101160,99970,40.88,0,3.79,3.98,4.0200000000000005,4.04,4.0600000000000005,4.07,4.08,4.09,4.1,338.66,338.28000000000003,338.05,337.82,337.61,337.43,337.25,337.08,336.74,15.57,15.18,14.99,14.790000000000001,14.59,14.4,14.19,14,13.61,N/A,N/A -2012,3,4,12,30,102410,101190,100000,41.53,0,3.34,3.49,3.52,3.54,3.5500000000000003,3.56,3.56,3.5700000000000003,3.5700000000000003,318.82,318.33,318.08,317.85,317.64,317.45,317.25,317.08,316.73,15.58,15.19,15,14.8,14.6,14.41,14.200000000000001,14.01,13.620000000000001,N/A,N/A -2012,3,4,13,30,102430,101210,100030,42.74,0,3.75,3.89,3.9,3.89,3.87,3.85,3.83,3.81,3.77,296.93,297.05,297.13,297.21,297.3,297.38,297.47,297.56,297.78000000000003,15.450000000000001,15.06,14.86,14.66,14.46,14.27,14.07,13.88,13.49,N/A,N/A -2012,3,4,14,30,102480,101260,100080,39.910000000000004,0,3.39,3.5300000000000002,3.5500000000000003,3.5500000000000003,3.5500000000000003,3.5500000000000003,3.54,3.5300000000000002,3.52,280.31,280.27,280.28000000000003,280.28000000000003,280.29,280.29,280.33,280.36,280.46,15.5,15.11,14.92,14.71,14.52,14.33,14.120000000000001,13.93,13.540000000000001,N/A,N/A 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-2012,3,7,5,30,102020,100830,99670,87.31,0,9.34,10.83,11.4,11.92,12.39,12.83,13.26,13.65,14.42,142.17000000000002,142.37,142.5,142.67000000000002,142.84,143.01,143.20000000000002,143.39000000000001,143.8,19.07,18.96,18.86,18.73,18.6,18.47,18.330000000000002,18.2,17.91,N/A,N/A -2012,3,7,6,30,102030,100830,99680,87.55,0,10,11.540000000000001,12.11,12.61,13.05,13.450000000000001,13.84,14.19,14.88,148.05,148.17000000000002,148.25,148.35,148.46,148.56,148.68,148.79,149.08,19.240000000000002,19.12,19.02,18.89,18.76,18.62,18.48,18.35,18.07,N/A,N/A -2012,3,7,7,30,102030,100830,99680,89.12,0,8.91,10.39,10.97,11.48,11.950000000000001,12.38,12.8,13.19,13.94,151.66,151.79,151.91,152.06,152.21,152.37,152.57,152.76,153.26,19.23,19.13,19.03,18.91,18.79,18.66,18.53,18.400000000000002,18.14,N/A,N/A 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-2012,3,7,11,30,101940,100750,99590,91.54,0,7.930000000000001,9.4,10,10.56,11.07,11.55,12,12.41,13.23,153.24,154.04,154.59,155.22,155.87,156.53,157.23,157.89000000000001,159.33,19.3,19.240000000000002,19.17,19.080000000000002,18.98,18.89,18.78,18.68,18.48,N/A,N/A -2012,3,7,12,30,101940,100750,99600,91.67,0,7.890000000000001,9.26,9.81,10.33,10.78,11.18,11.56,11.91,12.56,150.06,150.69,151.14000000000001,151.70000000000002,152.26,152.84,153.46,154.06,155.36,19.28,19.21,19.14,19.04,18.93,18.82,18.7,18.59,18.34,N/A,N/A -2012,3,7,13,30,101940,100750,99600,91.36,0,7.2700000000000005,8.72,9.33,9.94,10.5,11.02,11.55,12.030000000000001,12.950000000000001,146.28,147.41,148.26,149.27,150.26,151.23,152.15,153.02,154.49,19.330000000000002,19.3,19.26,19.19,19.13,19.06,18.990000000000002,18.91,18.72,N/A,N/A -2012,3,7,14,30,101990,100800,99650,92.12,0,7.140000000000001,8.52,9.13,9.71,10.26,10.78,11.31,11.81,12.780000000000001,144.04,144.46,144.84,145.42000000000002,146.17000000000002,147.03,148.18,149.33,151.92000000000002,19.34,19.3,19.240000000000002,19.17,19.09,19.02,18.94,18.88,18.740000000000002,N/A,N/A -2012,3,7,15,30,102010,100820,99660,92.36,0,6.94,8.36,8.98,9.620000000000001,10.23,10.82,11.41,11.98,12.99,143.41,144.38,145.13,146.1,147.17000000000002,148.31,149.58,150.81,153.29,19.45,19.42,19.39,19.34,19.3,19.26,19.240000000000002,19.22,19.16,N/A,N/A -2012,3,7,16,30,102000,100810,99660,92.27,0,6.84,8.17,8.73,9.3,9.84,10.36,10.91,11.43,12.5,137.04,138.34,139.33,140.56,141.85,143.15,144.6,145.99,149,19.46,19.42,19.38,19.32,19.25,19.19,19.12,19.06,18.94,N/A,N/A -2012,3,7,17,30,102000,100810,99660,91.53,0,6.93,8.25,8.790000000000001,9.33,9.81,10.27,10.73,11.17,12.1,136.73,137.72,138.48,139.49,140.61,141.79,143.21,144.6,147.92000000000002,19.580000000000002,19.54,19.490000000000002,19.42,19.35,19.28,19.22,19.150000000000002,19.03,N/A,N/A -2012,3,7,18,30,101980,100790,99640,91.56,0,6.66,7.98,8.57,9.13,9.64,10.120000000000001,10.57,10.98,11.84,131.08,132.1,132.98,134.21,135.65,137.25,139.20000000000002,141.09,145.89000000000001,19.61,19.59,19.56,19.51,19.47,19.43,19.39,19.34,19.25,N/A,N/A -2012,3,7,19,30,101970,100780,99630,92.89,2.6,7.16,8.540000000000001,9.11,9.66,10.17,10.66,11.16,11.63,12.58,127.87,128.39000000000001,128.96,129.79,130.79,131.91,133.24,134.53,137.68,19.52,19.490000000000002,19.45,19.38,19.31,19.240000000000002,19.17,19.11,18.990000000000002,N/A,N/A -2012,3,7,20,30,101900,100710,99560,94.26,0,7.15,8.63,9.290000000000001,9.98,10.63,11.26,11.91,12.540000000000001,13.73,130.4,130.69,131.01,131.53,132.21,132.99,134.03,135.08,137.93,19.490000000000002,19.44,19.39,19.32,19.27,19.22,19.2,19.18,19.17,N/A,N/A -2012,3,7,21,30,101820,100630,99480,94.93,0,6.98,8.52,9.200000000000001,9.9,10.540000000000001,11.14,11.75,12.32,13.5,123.18,124.26,125.03,125.95,126.99000000000001,128.08,129.47,130.83,134.07,19.44,19.44,19.41,19.37,19.32,19.27,19.21,19.150000000000002,19.05,N/A,N/A -2012,3,7,22,30,101780,100600,99450,93.95,0,9.49,11.18,11.89,12.58,13.22,13.83,14.450000000000001,15.040000000000001,16.23,128.48,129.09,129.53,130.2,130.97,131.82,132.9,133.99,136.98,19.55,19.54,19.51,19.45,19.400000000000002,19.35,19.31,19.28,19.25,N/A,N/A 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-2012,3,8,11,30,101720,100540,99390,94.16,0,6.24,7.73,8.38,9.01,9.59,10.14,10.74,11.33,12.83,146.8,147.41,148.01,148.78,149.68,150.70000000000002,152.09,153.51,157.18,19.68,19.73,19.73,19.7,19.66,19.62,19.580000000000002,19.54,19.53,N/A,N/A -2012,3,8,12,30,101730,100540,99400,94.10000000000001,0,6.03,7.62,8.41,9.23,9.96,10.64,11.21,11.71,13.16,136.37,139.20000000000002,141.71,145.27,149.12,153.27,157.39000000000001,161.28,166.96,19.72,19.77,19.77,19.740000000000002,19.66,19.53,19.35,19.16,19.38,N/A,N/A -2012,3,8,13,30,101710,100530,99380,94.26,0,7.43,9.200000000000001,10.02,10.86,11.59,12.27,12.89,13.450000000000001,14.44,143.04,144.08,144.82,145.67000000000002,146.42000000000002,147.12,147.69,148.20000000000002,149.05,19.68,19.66,19.61,19.52,19.41,19.3,19.14,18.98,18.94,N/A,N/A -2012,3,8,14,30,101720,100540,99400,93.46000000000001,0,6.7,8.47,9.3,10.13,10.86,11.52,12.040000000000001,12.49,13.14,142.54,144.07,145.32,146.79,147.89000000000001,148.74,148.64000000000001,148.3,146.77,19.87,19.94,19.95,19.96,19.96,19.94,19.92,19.89,19.76,N/A,N/A -2012,3,8,15,30,101740,100560,99420,92.83,0,9.14,11.11,11.91,12.68,13.32,13.89,14.34,14.74,15.32,147.12,148.23,149.13,150.39000000000001,151.85,153.45000000000002,155.43,157.36,161.69,20.01,20.02,19.98,19.93,19.85,19.77,19.63,19.48,19.1,N/A,N/A -2012,3,8,16,30,101760,100580,99440,93.27,0,5.71,7.45,8.27,9.120000000000001,9.92,10.69,11.52,12.34,14.33,137.11,139.06,140.67000000000002,142.82,144.96,147.14000000000001,149.73,152.34,158.05,20.01,20.11,20.11,20.09,20.05,19.990000000000002,19.91,19.830000000000002,19.55,N/A,N/A -2012,3,8,17,30,101770,100590,99450,93.55,0,5.2700000000000005,6.8100000000000005,7.47,8.13,8.76,9.38,10.03,10.65,11.82,130.09,133.02,135.3,137.95000000000002,140.5,143,145.08,146.95000000000002,150.6,20,20.1,20.12,20.13,20.11,20.09,20.04,19.98,19.740000000000002,N/A,N/A -2012,3,8,18,30,101780,100600,99460,93.57000000000001,0,5.13,6.72,7.43,8.17,8.89,9.620000000000001,10.35,11.06,12.5,128.93,131.4,133.33,135.84,138.53,141.47,144.56,147.58,153.19,20.07,20.2,20.240000000000002,20.25,20.26,20.240000000000002,20.19,20.13,19.79,N/A,N/A -2012,3,8,19,30,101770,100590,99450,93.27,0,5.37,6.91,7.58,8.25,8.9,9.55,10.23,10.9,12.11,120.76,123.92,126.37,129.43,132.47,135.59,138.47,141.16,146.55,20.14,20.29,20.32,20.34,20.34,20.32,20.18,20.01,19.75,N/A,N/A -2012,3,8,20,30,101740,100560,99420,92.64,0,5.87,7.55,8.290000000000001,8.99,9.63,10.23,10.8,11.34,13.040000000000001,121.67,124.64,127.10000000000001,130.35,133.44,136.5,139.92000000000002,143.29,152.62,20.19,20.34,20.37,20.37,20.36,20.34,20.31,20.28,20.06,N/A,N/A -2012,3,8,21,30,101720,100540,99400,92.9,0,5.41,7.05,7.76,8.41,8.950000000000001,9.43,10.14,10.89,12.870000000000001,125.9,127.98,129.69,131.83,134.19,136.71,141.6,147.05,157.44,20.1,20.25,20.28,20.3,20.31,20.32,20.330000000000002,20.34,20.17,N/A,N/A -2012,3,8,22,30,101730,100550,99410,92.93,0,5.0200000000000005,6.8,7.58,8.31,8.83,9.200000000000001,10.120000000000001,11.22,11.82,115.84,118.72,120.85000000000001,123.37,125.83,128.25,141.06,157.12,161.8,20.09,20.28,20.330000000000002,20.37,20.38,20.39,20.42,20.46,20.330000000000002,N/A,N/A -2012,3,8,23,30,101730,100550,99410,92.34,0,5.94,7.69,8.370000000000001,8.96,9.78,10.790000000000001,12.33,14.05,14.22,118.44,122.27,125.42,129.85,136.78,145.82,152.86,159.39000000000001,165.53,20.16,20.35,20.41,20.46,20.48,20.48,20.42,20.35,20.27,N/A,N/A -2012,3,9,0,30,101770,100590,99450,93.35000000000001,0,4.64,6.640000000000001,7.66,8.69,9.38,9.83,9.97,10.02,10.5,113.85000000000001,120.77,126.86,135.71,142.95000000000002,148.86,155.18,161.04,162.5,19.97,20.23,20.31,20.37,20.400000000000002,20.400000000000002,20.42,20.44,20.25,N/A,N/A -2012,3,9,1,30,101800,100620,99480,93.45,0,4.1,6.82,8.14,8.8,8.94,8.76,9.38,10.19,10.81,108.83,126.98,137.49,140.89000000000001,145.57,150.68,159.86,169.91,172.91,20.01,20.41,20.490000000000002,20.42,20.35,20.31,20.2,20.09,19.85,N/A,N/A -2012,3,9,2,30,101830,100650,99500,93.67,0,4.15,6.7700000000000005,8.23,9.53,10.38,10.91,10.290000000000001,9.56,9.25,125.83,136.12,142.48,146,149.48,152.79,161.55,169.85,175.55,19.95,20.11,20.14,20.13,20.1,20.080000000000002,20.12,20.17,20.04,N/A,N/A -2012,3,9,3,30,101870,100690,99540,92.43,0,6.32,7.98,8.19,7.57,7.04,6.58,6.55,6.63,6.75,141.56,146.94,152.65,161.43,170.46,179.4,181.25,181.26,184.22,20.12,20.34,20.45,20.580000000000002,20.56,20.45,20.34,20.22,19.97,N/A,N/A -2012,3,9,4,30,101880,100690,99550,93.39,0,4.83,6.7700000000000005,7.03,6.390000000000001,6.04,5.83,5.61,5.42,5.14,151.12,160.56,166.91,172.08,175.14000000000001,177.1,179.76,182.26,188.16,19.95,20.17,20.3,20.46,20.45,20.330000000000002,20.22,20.13,19.88,N/A,N/A -2012,3,9,5,30,101920,100740,99600,95.75,0,2.54,3.68,4.03,4.29,4.47,4.59,4.6000000000000005,4.58,4.39,126.49000000000001,152.32,168.94,180.98,188.99,193.85,196.76,198.79,201.29,19.66,19.93,20.03,20.150000000000002,20.23,20.28,20.27,20.23,20,N/A,N/A -2012,3,9,6,30,101950,100760,99620,96.06,0,1.9000000000000001,2.58,2.67,2.65,2.62,2.58,2.54,2.49,2.4,179.13,187.81,193.84,200.09,205.73000000000002,210.88,215.32,219.13,225.42000000000002,19.7,19.82,19.87,20.01,20.07,20.080000000000002,20.02,19.94,19.69,N/A,N/A -2012,3,9,7,30,101990,100800,99660,96.63,0,1.62,2.0100000000000002,1.97,1.86,1.67,1.46,1.29,1.1500000000000001,1.1300000000000001,177.67000000000002,187.83,194.11,199.53,204.93,209.96,218.56,226.8,248.29,19.55,20.06,20.26,20.31,20.28,20.19,20.09,19.990000000000002,19.76,N/A,N/A -2012,3,9,8,30,102000,100810,99670,96.60000000000001,0,1.75,1.76,1.51,1.24,1.01,0.81,0.58,0.41000000000000003,0.16,155.47,160.53,160.81,156.91,150.65,143.74,132.46,123.97,47.480000000000004,19.580000000000002,20.1,20.3,20.35,20.31,20.21,20.080000000000002,19.95,19.67,N/A,N/A -2012,3,9,9,30,102030,100850,99700,97.33,0,0.93,1.08,1.07,1.1300000000000001,1.1500000000000001,1.16,1.11,1.06,1.06,195.05,220.67000000000002,236.64000000000001,253.84,267.71,279.07,290.06,299.6,313.33,19.39,19.47,19.490000000000002,19.57,19.6,19.61,19.56,19.51,19.3,N/A,N/A -2012,3,9,10,30,102020,100830,99680,98.04,0,0.81,0.74,0.5700000000000001,0.39,0.38,0.44,0.53,0.63,0.73,188.99,211.21,231.54,260.73,286.71,319.08,331.79,338.76,338.09000000000003,19.22,19.330000000000002,19.37,19.39,19.36,19.3,19.2,19.1,18.98,N/A,N/A -2012,3,9,11,30,102050,100860,99710,98.25,0,0.9400000000000001,0.8,0.56,0.33,0.36,0.6,0.8300000000000001,1.07,1.56,200.59,201.21,228.53,286.11,302.09000000000003,302.96,305.98,310.09000000000003,315.61,19.18,19.21,19.34,19.72,19.830000000000002,19.75,19.63,19.51,19.29,N/A,N/A -2012,3,9,12,30,102100,100890,99730,93.45,0,8.2,8.78,8.88,8.89,8.88,8.86,8.86,8.84,8.23,332.75,332.99,333.09000000000003,333.21,333.35,333.5,333.8,334.26,337.75,17.67,17.32,17.14,16.95,16.77,16.59,16.41,16.26,16.32,N/A,N/A -2012,3,9,13,30,102180,100970,99790,92.2,0.7000000000000001,10.22,10.98,11.11,11.120000000000001,11.09,11.06,11.01,10.97,10.74,6.7700000000000005,6.99,7.11,7.23,7.34,7.47,7.66,7.91,9.51,16.490000000000002,16.05,15.860000000000001,15.66,15.47,15.3,15.11,14.94,14.86,N/A,N/A -2012,3,9,14,30,102280,101060,99880,90.35000000000001,0.4,11.17,12.030000000000001,12.19,12.23,12.23,12.200000000000001,12.15,12.11,12.030000000000001,23.25,23.6,23.84,24.07,24.32,24.57,24.92,25.29,26.57,15.24,14.71,14.5,14.290000000000001,14.1,13.92,13.73,13.55,13.22,N/A,N/A -2012,3,9,15,30,102320,101110,99920,90.28,0,10.52,11.34,11.51,11.58,11.61,11.620000000000001,11.6,11.58,11.540000000000001,32.25,32.410000000000004,32.53,32.64,32.76,32.88,33.03,33.19,33.59,14.780000000000001,14.23,14,13.790000000000001,13.59,13.41,13.200000000000001,13.02,12.65,N/A,N/A -2012,3,9,16,30,102330,101110,99930,89.39,0,10.32,11.120000000000001,11.290000000000001,11.36,11.39,11.4,11.4,11.39,11.36,37.45,37.660000000000004,37.79,37.910000000000004,38.050000000000004,38.17,38.32,38.47,38.87,14.700000000000001,14.15,13.93,13.72,13.51,13.33,13.120000000000001,12.94,12.57,N/A,N/A -2012,3,9,17,30,102340,101120,99940,89.60000000000001,0.4,10.83,11.72,11.9,11.98,12.02,12.030000000000001,12.030000000000001,12.02,12,39.78,39.94,40.08,40.230000000000004,40.38,40.53,40.72,40.910000000000004,41.43,14.98,14.43,14.21,14,13.8,13.620000000000001,13.41,13.23,12.86,N/A,N/A -2012,3,9,18,30,102400,101180,99990,87.4,0,10.370000000000001,11.23,11.43,11.53,11.58,11.620000000000001,11.620000000000001,11.620000000000001,11.61,31.6,31.82,31.98,32.14,32.28,32.410000000000004,32.55,32.7,33,15.040000000000001,14.5,14.27,14.06,13.85,13.66,13.450000000000001,13.26,12.870000000000001,N/A,N/A -2012,3,9,19,30,102450,101230,100040,87.42,0,10.35,11.18,11.36,11.44,11.48,11.51,11.5,11.49,11.450000000000001,22.080000000000002,22.400000000000002,22.61,22.8,23,23.17,23.36,23.55,23.96,14.69,14.13,13.9,13.68,13.47,13.280000000000001,13.07,12.88,12.49,N/A,N/A -2012,3,9,20,30,102410,101190,100000,87.67,0,11.32,12.26,12.47,12.56,12.61,12.63,12.63,12.620000000000001,12.57,34.51,34.76,34.910000000000004,35.06,35.22,35.37,35.54,35.72,36.13,13.99,13.38,13.14,12.92,12.71,12.52,12.31,12.120000000000001,11.74,N/A,N/A -2012,3,9,21,30,102410,101180,99990,87.95,0,11.4,12.32,12.52,12.61,12.66,12.68,12.68,12.68,12.64,36.54,36.730000000000004,36.86,37,37.14,37.28,37.45,37.62,38.02,13.66,13.02,12.780000000000001,12.56,12.35,12.15,11.950000000000001,11.76,11.370000000000001,N/A,N/A -2012,3,9,22,30,102420,101200,100010,88.09,0,11.5,12.46,12.69,12.8,12.86,12.91,12.92,12.93,12.950000000000001,41,41.21,41.37,41.52,41.67,41.82,41.99,42.14,42.550000000000004,14.120000000000001,13.51,13.280000000000001,13.06,12.85,12.66,12.46,12.27,11.89,N/A,N/A -2012,3,9,23,30,102430,101210,100020,87.65,0,10.32,11.11,11.290000000000001,11.370000000000001,11.41,11.43,11.43,11.43,11.41,32.87,33.25,33.54,33.83,34.14,34.42,34.76,35.08,35.84,14.31,13.73,13.5,13.290000000000001,13.08,12.89,12.68,12.5,12.120000000000001,N/A,N/A 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-2012,3,10,3,30,102490,101270,100080,89.01,0,10.9,11.82,12.040000000000001,12.16,12.23,12.27,12.3,12.31,12.31,48.230000000000004,48.57,48.79,48.980000000000004,49.17,49.34,49.53,49.71,50.08,14.38,13.790000000000001,13.56,13.34,13.13,12.94,12.73,12.540000000000001,12.14,N/A,N/A -2012,3,10,4,30,102480,101250,100070,87.69,0,10.49,11.36,11.56,11.67,11.73,11.76,11.78,11.790000000000001,11.78,53.9,54.050000000000004,54.13,54.21,54.300000000000004,54.38,54.480000000000004,54.57,54.800000000000004,14.48,13.9,13.67,13.46,13.25,13.05,12.85,12.65,12.27,N/A,N/A -2012,3,10,5,30,102470,101250,100060,88.46000000000001,0,9.32,10.01,10.16,10.23,10.26,10.28,10.28,10.28,10.25,46.2,46.78,47.19,47.58,47.97,48.31,48.71,49.08,49.89,14.44,13.89,13.66,13.450000000000001,13.24,13.05,12.85,12.66,12.280000000000001,N/A,N/A -2012,3,10,6,30,102450,101230,100040,89.89,0,9.92,10.69,10.86,10.94,10.97,11,11,10.99,10.96,45.33,45.76,46.01,46.24,46.46,46.67,46.910000000000004,47.13,47.64,14.08,13.49,13.26,13.040000000000001,12.83,12.64,12.44,12.25,11.86,N/A,N/A -2012,3,10,7,30,102430,101210,100020,88.45,0,10.17,10.950000000000001,11.11,11.19,11.22,11.23,11.22,11.21,11.16,56.75,56.93,57.03,57.14,57.25,57.34,57.47,57.59,57.88,14.15,13.55,13.32,13.11,12.89,12.700000000000001,12.5,12.31,11.92,N/A,N/A -2012,3,10,8,30,102390,101160,99980,87.33,0,9.81,10.6,10.78,10.870000000000001,10.92,10.950000000000001,10.96,10.97,10.96,67.68,67.98,68.17,68.35000000000001,68.53,68.7,68.9,69.09,69.53,14.700000000000001,14.14,13.92,13.71,13.5,13.31,13.1,12.92,12.530000000000001,N/A,N/A -2012,3,10,9,30,102330,101110,99930,83.98,0,9.99,10.82,11,11.09,11.14,11.16,11.17,11.17,11.15,74.95,75.14,75.26,75.38,75.52,75.64,75.79,75.93,76.3,15.57,15.06,14.84,14.63,14.42,14.24,14.030000000000001,13.84,13.46,N/A,N/A -2012,3,10,10,30,102330,101120,99940,82.96000000000001,0,9.450000000000001,10.25,10.44,10.540000000000001,10.6,10.64,10.66,10.68,10.68,77.77,77.99,78.12,78.24,78.36,78.46000000000001,78.58,78.69,78.93,16.01,15.530000000000001,15.32,15.1,14.9,14.71,14.5,14.31,13.92,N/A,N/A -2012,3,10,11,30,102310,101100,99930,81.5,0,9.620000000000001,10.44,10.63,10.73,10.78,10.82,10.83,10.83,10.82,75.68,75.93,76.05,76.16,76.26,76.36,76.46000000000001,76.56,76.79,16.4,15.94,15.73,15.530000000000001,15.32,15.13,14.92,14.74,14.35,N/A,N/A -2012,3,10,12,30,102320,101110,99930,81.31,0,9.69,10.540000000000001,10.74,10.84,10.9,10.94,10.950000000000001,10.96,10.950000000000001,78.97,79.15,79.25,79.35000000000001,79.45,79.54,79.65,79.75,79.98,16.54,16.09,15.88,15.67,15.47,15.280000000000001,15.07,14.88,14.49,N/A,N/A -2012,3,10,13,30,102310,101100,99930,81.43,0,9.94,10.85,11.07,11.19,11.26,11.31,11.33,11.35,11.36,81.64,81.77,81.86,81.95,82.04,82.12,82.21000000000001,82.3,82.5,16.830000000000002,16.39,16.19,15.98,15.780000000000001,15.59,15.38,15.19,14.8,N/A,N/A -2012,3,10,14,30,102300,101100,99920,82.89,0,10.200000000000001,11.14,11.370000000000001,11.48,11.55,11.6,11.620000000000001,11.64,11.65,82.63,82.95,83.15,83.34,83.53,83.71000000000001,83.92,84.11,84.56,17.06,16.64,16.44,16.240000000000002,16.04,15.85,15.65,15.47,15.08,N/A,N/A -2012,3,10,15,30,102280,101080,99910,83.51,0,10.290000000000001,11.32,11.58,11.74,11.84,11.91,11.96,12,12.05,88.61,89.02,89.26,89.49,89.71000000000001,89.91,90.13,90.34,90.77,17.66,17.29,17.1,16.9,16.7,16.52,16.32,16.13,15.74,N/A,N/A -2012,3,10,16,30,102250,101050,99880,82.63,0,10.15,11.19,11.47,11.63,11.73,11.81,11.86,11.9,11.950000000000001,90.62,91,91.23,91.46000000000001,91.68,91.89,92.11,92.31,92.74,17.94,17.59,17.41,17.21,17.02,16.830000000000002,16.63,16.44,16.06,N/A,N/A -2012,3,10,17,30,102200,101000,99830,82.18,0,10.1,11.11,11.370000000000001,11.51,11.59,11.66,11.69,11.71,11.73,89.96000000000001,90.25,90.46000000000001,90.66,90.86,91.05,91.25,91.44,91.86,18.1,17.76,17.580000000000002,17.38,17.19,17,16.8,16.62,16.23,N/A,N/A -2012,3,10,18,30,102170,100970,99800,83.98,0,9.88,10.86,11.11,11.24,11.33,11.39,11.43,11.450000000000001,11.47,90.60000000000001,90.75,90.84,90.93,91.01,91.09,91.17,91.25,91.43,18.14,17.81,17.63,17.43,17.23,17.05,16.84,16.66,16.27,N/A,N/A -2012,3,10,19,30,102130,100930,99770,86.77,0,9.66,10.58,10.8,10.93,11,11.06,11.09,11.11,11.13,88.65,88.98,89.2,89.42,89.65,89.87,90.12,90.36,90.95,17.98,17.63,17.45,17.25,17.06,16.88,16.68,16.5,16.13,N/A,N/A -2012,3,10,20,30,102080,100880,99720,88.25,0,9.540000000000001,10.44,10.66,10.78,10.85,10.9,10.92,10.94,10.97,89.57000000000001,90,90.24,90.5,90.77,91.01,91.3,91.57000000000001,92.26,18.04,17.7,17.52,17.32,17.13,16.95,16.740000000000002,16.56,16.18,N/A,N/A -2012,3,10,21,30,102050,100850,99680,90.13,0,9.89,10.83,11.040000000000001,11.15,11.22,11.26,11.28,11.3,11.35,90.35000000000001,90.61,90.8,91.01,91.24,91.46000000000001,91.76,92.04,92.85000000000001,18.04,17.69,17.51,17.32,17.12,16.94,16.75,16.57,16.19,N/A,N/A -2012,3,10,22,30,102010,100810,99650,91.3,0,9.65,10.58,10.790000000000001,10.91,10.99,11.05,11.1,11.14,11.3,90.9,91.17,91.35000000000001,91.57000000000001,91.82000000000001,92.08,92.45,92.81,94.02,18.23,17.900000000000002,17.72,17.53,17.34,17.16,16.97,16.79,16.43,N/A,N/A -2012,3,10,23,30,101970,100780,99620,91.66,0,9.21,10.27,10.61,10.9,11.19,11.47,11.82,12.13,12.34,90.98,91.55,91.98,92.51,93.12,93.76,94.55,95.23,95.79,18.68,18.400000000000002,18.240000000000002,18.07,17.89,17.73,17.55,17.39,17.01,N/A,N/A -2012,3,11,0,30,101940,100750,99590,92.02,1.5,8.8,10.1,10.64,11.18,11.43,11.53,11.73,11.950000000000001,12.43,97.39,97.55,97.59,97.55,97.63,97.76,98.2,98.67,99.92,18.8,18.54,18.38,18.2,18.01,17.830000000000002,17.650000000000002,17.48,17.16,N/A,N/A -2012,3,11,1,30,101930,100740,99580,91.45,0,10.040000000000001,11.33,11.75,12.09,12.38,12.63,12.870000000000001,13.08,13.5,101.69,101.99000000000001,102.23,102.48,102.75,103.02,103.34,103.65,104.37,19.01,18.77,18.62,18.45,18.28,18.11,17.93,17.77,17.43,N/A,N/A -2012,3,11,2,30,101870,100680,99530,92.73,0.4,11.26,12.77,13.290000000000001,13.71,14.06,14.370000000000001,14.67,14.94,15.47,106.07000000000001,106.36,106.55,106.77,107,107.23,107.5,107.76,108.43,19.09,18.87,18.73,18.57,18.400000000000002,18.240000000000002,18.07,17.91,17.580000000000002,N/A,N/A -2012,3,11,3,30,101880,100690,99530,94.58,0.4,10.08,11.55,12.09,12.56,12.97,13.35,13.71,14.040000000000001,14.71,112.56,112.94,113.17,113.42,113.68,113.94,114.24000000000001,114.54,115.28,19.240000000000002,19.04,18.900000000000002,18.740000000000002,18.580000000000002,18.43,18.26,18.11,17.82,N/A,N/A -2012,3,11,4,30,101880,100690,99540,95.46000000000001,0,9.74,11.200000000000001,11.74,12.23,12.67,13.08,13.5,13.89,14.71,118.61,118.71000000000001,118.81,118.94,119.08,119.23,119.44,119.63,120.23,19.330000000000002,19.14,19.01,18.86,18.72,18.57,18.43,18.29,18.03,N/A,N/A -2012,3,11,5,30,101850,100660,99510,96.29,0,9.38,10.88,11.450000000000001,11.96,12.44,12.88,13.33,13.76,14.67,120.03,120.22,120.35000000000001,120.52,120.75,120.99000000000001,121.31,121.64,122.51,19.42,19.26,19.16,19.03,18.900000000000002,18.79,18.67,18.57,18.400000000000002,N/A,N/A -2012,3,11,6,30,101830,100640,99490,96.17,4.800000000000001,7.67,9,9.56,10.09,10.6,11.08,11.57,12.040000000000001,13.030000000000001,117.64,117.49000000000001,117.47,117.49000000000001,117.61,117.78,118.12,118.49000000000001,119.51,19.41,19.3,19.22,19.12,19,18.89,18.81,18.740000000000002,18.580000000000002,N/A,N/A -2012,3,11,7,30,101830,100640,99490,95.29,115,9.49,11.15,11.82,12.46,13.040000000000001,13.57,14.07,14.52,15.26,130.7,130.15,129.95,129.82,129.86,130.02,130.55,131.15,133.89000000000001,19.59,19.5,19.42,19.32,19.25,19.19,19.13,19.07,18.97,N/A,N/A -2012,3,11,8,30,101770,100580,99440,95.37,5.1000000000000005,8.22,9.86,10.6,11.370000000000001,12.16,12.97,13.81,14.620000000000001,16.05,125.52,127.23,128.58,130.49,132.69,135.09,137.69,140.21,145.06,19.580000000000002,19.55,19.53,19.53,19.54,19.57,19.6,19.63,19.72,N/A,N/A -2012,3,11,9,30,101750,100570,99420,93.56,0.4,8.96,10.71,11.44,12.15,12.86,13.58,14.35,15.09,16.54,140.19,140.12,140.16,140.25,140.44,140.71,141.09,141.48,142.15,19.95,19.96,19.93,19.89,19.84,19.8,19.77,19.75,19.77,N/A,N/A -2012,3,11,10,30,101740,100560,99420,93.77,11.700000000000001,8.61,10.28,10.94,11.56,12.120000000000001,12.64,13.16,13.65,14.66,134.74,134.9,135.15,135.53,135.92000000000002,136.31,136.72,137.12,138.24,19.92,19.92,19.88,19.830000000000002,19.78,19.72,19.650000000000002,19.59,19.44,N/A,N/A -2012,3,11,11,30,101740,100560,99410,93.59,1.8,7.640000000000001,9.59,10.51,11.48,12.39,13.25,14.07,14.83,16.18,112.38,117.65,121.09,124.51,127.41,129.98,132.35,134.54,138.76,19.96,19.990000000000002,19.97,19.93,19.89,19.85,19.8,19.76,19.66,N/A,N/A -2012,3,11,12,30,101730,100550,99410,93.22,0.7000000000000001,9.49,11.36,12.120000000000001,12.84,13.49,14.09,14.620000000000001,15.09,15.88,146.31,146.97,147.39000000000001,147.89000000000001,148.33,148.74,149.14000000000001,149.51,150.79,20.02,20.04,20.01,19.98,19.94,19.900000000000002,19.84,19.79,19.650000000000002,N/A,N/A -2012,3,11,13,30,101730,100550,99400,93.22,0.7000000000000001,10.040000000000001,12.01,12.81,13.620000000000001,14.370000000000001,15.07,15.790000000000001,16.48,17.92,151.04,151.77,152.22,152.79,153.4,154.02,154.77,155.5,157.36,20.03,20.04,20.01,19.97,19.92,19.87,19.81,19.77,19.69,N/A,N/A -2012,3,11,14,30,101810,100630,99480,93.14,0.4,7.92,9.77,10.59,11.43,12.200000000000001,12.94,13.61,14.23,15.34,160.26,160.32,160.36,160.5,160.77,161.13,161.65,162.19,163.89000000000001,20.07,20.1,20.09,20.080000000000002,20.06,20.05,20.03,20.01,19.91,N/A,N/A -2012,3,11,15,30,101830,100650,99500,92.97,31.900000000000002,7.68,9.450000000000001,10.21,10.86,11.41,11.91,12.38,12.81,13.64,167.54,167.89000000000001,168.04,167.94,167.8,167.63,167.45000000000002,167.27,166.81,20.13,20.31,20.35,20.34,20.3,20.25,20.18,20.12,19.97,N/A,N/A -2012,3,11,16,30,101810,100630,99480,92.59,4.4,8.02,9.91,10.83,11.77,12.57,13.280000000000001,13.89,14.44,15.42,159.84,161,161.87,163.14000000000001,164.44,165.82,167.03,168.12,168.9,20.2,20.31,20.34,20.36,20.36,20.35,20.31,20.27,20.22,N/A,N/A -2012,3,11,17,30,101820,100640,99490,92.64,0.7000000000000001,8.290000000000001,10.21,11.07,11.93,12.74,13.540000000000001,14.34,15.11,16.64,166.29,166.86,167.24,167.69,168.17000000000002,168.67000000000002,169.22,169.75,170.96,20.23,20.29,20.29,20.26,20.240000000000002,20.2,20.150000000000002,20.1,20.080000000000002,N/A,N/A -2012,3,11,18,30,101800,100620,99470,92.69,0,8.44,10.23,10.950000000000001,11.620000000000001,12.22,12.76,13.280000000000001,13.77,14.73,169.71,170.47,171.07,171.85,172.63,173.42000000000002,174.09,174.70000000000002,175.42000000000002,20.22,20.27,20.26,20.23,20.2,20.16,20.12,20.07,19.96,N/A,N/A -2012,3,11,19,30,101780,100600,99450,93.11,0,7.5200000000000005,9.31,10.1,10.9,11.65,12.36,13.040000000000001,13.68,14.71,174.22,173.71,173.51,173.46,173.57,173.78,174.12,174.46,175.27,20.19,20.23,20.22,20.21,20.21,20.23,20.23,20.23,20.150000000000002,N/A,N/A -2012,3,11,20,30,101760,100570,99420,97.97,6.6000000000000005,3.69,4.2700000000000005,4.48,4.72,4.88,4.98,5.09,5.19,5.54,243.11,240.21,237.46,233.64000000000001,228.64000000000001,223.16,217.35,211.92000000000002,201.29,19.16,19.080000000000002,19.06,19.06,19.080000000000002,19.12,19.12,19.12,19.080000000000002,N/A,N/A -2012,3,11,21,30,101760,100570,99420,96.46000000000001,73.60000000000001,5.41,6.73,7.390000000000001,8.03,8.43,8.69,8.9,9.08,9.44,226.72,225.56,224.98000000000002,224.44,223.74,223,222.06,221.13,218.70000000000002,19.17,19.21,19.26,19.34,19.36,19.35,19.32,19.28,19.19,N/A,N/A -2012,3,11,22,30,101720,100530,99390,96.86,30,3.16,4.43,5.23,6.19,6.86,7.33,7.84,8.34,9.28,183.5,184.52,185.76,186.58,186.72,186.39000000000001,185.71,184.97,183.48,19.1,19.3,19.51,19.85,20.080000000000002,20.240000000000002,20.36,20.47,20.53,N/A,N/A -2012,3,11,23,30,101730,100540,99390,96.87,2.2,4.13,5.09,5.59,6.18,6.6000000000000005,6.9,7.09,7.24,7.69,211.67000000000002,212.8,213.46,214.01,213.81,213.08,211.84,210.59,207.92000000000002,19.21,19.150000000000002,19.16,19.22,19.22,19.19,19.13,19.07,18.98,N/A,N/A -2012,3,12,0,30,101710,100520,99370,94.99,0,3.3000000000000003,4.23,4.74,5.38,5.96,6.48,6.73,6.9,7.23,218.78,221.18,222.92000000000002,225.07,225.84,225.68,223.99,222.09,217.20000000000002,19.07,18.97,18.94,18.97,19.03,19.09,19.06,19.01,18.89,N/A,N/A -2012,3,12,1,30,101750,100560,99410,94.02,0,2.71,3.7600000000000002,4.3,4.8500000000000005,5.28,5.63,6.03,6.42,7.29,205.55,208.48000000000002,209.89000000000001,210.58,209.51,207.26,204.8,202.4,198.55,19.12,19.16,19.21,19.29,19.35,19.400000000000002,19.46,19.51,19.59,N/A,N/A -2012,3,12,2,30,101750,100560,99410,93.96000000000001,0,3.7,4.57,5.01,5.54,5.9,6.15,6.45,6.74,7.42,202.12,205.82,207.77,209.08,208.43,206.81,204.68,202.63,199.11,19.07,19.04,19.080000000000002,19.150000000000002,19.16,19.13,19.12,19.12,19.12,N/A,N/A -2012,3,12,3,30,101760,100570,99430,94.2,0,3.23,3.92,4.23,4.57,4.83,5.0600000000000005,5.3500000000000005,5.64,6.36,184.12,188.89000000000001,192.41,196.67000000000002,198.58,199.13,198.07,196.76,195.75,19.04,18.94,18.94,19,19.02,19.01,19.07,19.14,19.25,N/A,N/A -2012,3,12,4,30,101760,100570,99420,95.18,0.4,3.45,4.16,4.67,5.53,6.11,6.49,6.83,7.140000000000001,7.7700000000000005,198.74,200.23000000000002,201.31,202.53,203.41,204.04,203.56,202.89000000000001,200.81,18.91,18.75,18.77,18.92,19.04,19.150000000000002,19.21,19.25,19.17,N/A,N/A -2012,3,12,5,30,101750,100560,99410,95.76,0,2.79,3.58,4.21,5.3500000000000005,6.0600000000000005,6.43,6.86,7.28,8.27,192.93,192.57,192.63,193.54,193.32,192.38,190.88,189.34,186.5,19.02,18.92,18.96,19.13,19.17,19.14,19.080000000000002,19.03,19.080000000000002,N/A,N/A -2012,3,12,6,30,101770,100580,99440,96.15,9.200000000000001,2.46,3.74,4.83,6.69,8.03,8.86,9.26,9.52,9.83,197.70000000000002,198.70000000000002,197.17000000000002,190.15,185.76,183.75,183.26,183.19,184.44,19.11,19.13,19.23,19.42,19.55,19.64,19.650000000000002,19.64,19.57,N/A,N/A -2012,3,12,7,30,101780,100590,99450,97.59,4.4,2.16,2.33,2.9,5.22,7.03,7.92,8.42,8.78,9.21,179.22,178.34,178.4,180.07,181.44,182.22,183.62,185.07,187.77,19.03,18.84,18.87,19.12,19.29,19.41,19.43,19.43,19.37,N/A,N/A -2012,3,12,8,30,101790,100610,99460,94.39,1.5,5.24,6.61,7.24,7.96,8.61,9.23,10,10.790000000000001,11.870000000000001,191.45000000000002,188.8,186.93,185.11,184.04,183.42000000000002,182.96,182.55,184.94,19.88,19.93,19.94,19.94,19.92,19.89,19.81,19.740000000000002,19.55,N/A,N/A -2012,3,12,9,30,101810,100620,99470,98.8,0.7000000000000001,2.5100000000000002,3.98,4.79,5.26,5.69,6.09,6.46,6.8,7.37,262,232.14000000000001,214.88,209.85,206.26,203.59,201.98000000000002,200.69,197.96,19,19.31,19.47,19.54,19.6,19.64,19.64,19.62,19.54,N/A,N/A -2012,3,12,10,30,101840,100650,99500,97.21000000000001,0,2.17,2.84,3.23,3.72,4.04,4.25,4.48,4.72,5.25,251.9,247.45000000000002,243.06,235.81,230.23000000000002,225.9,221.61,217.6,212.12,18.97,18.84,18.78,18.73,18.78,18.89,19.01,19.12,19.21,N/A,N/A -2012,3,12,11,30,101870,100680,99530,96.71000000000001,0,1.86,2.43,2.7800000000000002,3.27,3.62,3.85,4.11,4.36,4.97,241.11,240.36,239.33,237.39000000000001,234.43,230.87,227.14000000000001,223.61,217.76,18.97,18.81,18.75,18.7,18.7,18.72,18.76,18.79,18.900000000000002,N/A,N/A -2012,3,12,12,30,101900,100710,99560,97.62,0,0.75,1.32,1.6300000000000001,2.0100000000000002,2.38,2.74,3.09,3.42,4.09,216.52,226.68,231.9,231.86,230.17000000000002,227.28,224.73000000000002,222.34,218.76,18.94,18.830000000000002,18.82,18.88,18.95,19.04,19.07,19.1,19.06,N/A,N/A -2012,3,12,13,30,101930,100740,99590,97.61,0,0.5700000000000001,1.04,1.31,1.57,1.78,1.96,2.14,2.32,2.7600000000000002,242.95000000000002,252.15,257.65,259.22,256.92,252.05,246.56,241.18,231.81,18.97,18.82,18.77,18.75,18.76,18.79,18.82,18.830000000000002,18.830000000000002,N/A,N/A 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-2012,3,12,17,30,102010,100830,99680,98.36,2.2,1.6500000000000001,2.48,2.8000000000000003,3.06,3.2800000000000002,3.47,3.66,3.83,4.24,150.61,157.65,162.81,167.8,171.65,174.71,177.49,180.02,184.68,19.54,19.6,19.62,19.61,19.59,19.580000000000002,19.56,19.55,19.52,N/A,N/A -2012,3,12,18,30,102020,100830,99690,95.51,0,4.41,5.64,6.0200000000000005,6.09,5.95,5.69,5.53,5.41,5.51,153.69,158.43,162.77,169.07,176.02,182.91,186.04,188.01,193.15,20.18,20.12,20.06,20,19.96,19.92,19.85,19.78,19.63,N/A,N/A -2012,3,12,19,30,102020,100830,99690,94.84,0,5.18,6.5,6.8500000000000005,6.87,6.76,6.57,6.47,6.390000000000001,6.28,161.22,165.71,169.44,174.35,178.07,180.97,182.52,183.62,186.04,20.19,20.16,20.12,20.07,20.04,20.02,19.91,19.78,19.580000000000002,N/A,N/A 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-2012,3,13,5,30,102000,100810,99660,95.13,0.7000000000000001,5.18,6.57,7.24,8,8.64,9.200000000000001,9.56,9.83,9.870000000000001,168.61,168.04,168,168.62,169.66,170.93,172.06,173.05,172.49,19.73,19.71,19.62,19.43,19.22,18.990000000000002,19.03,19.13,19.830000000000002,N/A,N/A -2012,3,13,6,30,102020,100830,99680,97.29,0.4,3.58,4.72,5.26,5.8100000000000005,6.32,6.8100000000000005,7.2,7.53,7.9,166.4,166.54,167.41,169.48,173,177.5,180.77,183.52,183.07,19.81,19.82,19.79,19.68,19.51,19.3,19.6,20.01,20.36,N/A,N/A -2012,3,13,7,30,102050,100860,99710,97.33,0,3.38,4.76,5.45,6.05,6.61,7.13,7.42,7.63,7.74,166.94,167.26,166.33,163.63,163.21,164.12,166.69,169.42000000000002,171.92000000000002,19.82,19.72,19.650000000000002,19.57,19.44,19.28,19.12,18.98,19.52,N/A,N/A -2012,3,13,8,30,102040,100850,99700,97.68,0,5.98,6.99,7.3500000000000005,7.6000000000000005,7.71,7.73,7.61,7.49,7.67,174.55,174.65,174.99,175.82,177.5,179.65,181.52,183.02,181.20000000000002,19.72,19.6,19.51,19.38,19.26,19.150000000000002,19.11,19.080000000000002,18.990000000000002,N/A,N/A -2012,3,13,9,30,102050,100860,99700,97.32000000000001,0,4.97,5.98,6.3100000000000005,6.45,6.54,6.61,6.65,6.69,6.74,184.54,184.81,184.65,184.08,183.47,182.83,181.93,181.07,179.83,19.79,19.64,19.53,19.37,19.240000000000002,19.13,19.02,18.92,18.71,N/A,N/A -2012,3,13,10,30,102050,100860,99710,97.71000000000001,0.4,3.1,3.85,4.11,4.3100000000000005,4.84,5.63,6.22,6.73,6.94,164.95000000000002,170.38,173.41,175.68,177.29,178.59,178.59,178.25,176.89000000000001,19.73,19.63,19.56,19.47,19.36,19.25,19.13,19.03,18.87,N/A,N/A -2012,3,13,11,30,102060,100880,99730,96.63,0.4,4.34,6.13,6.92,7.46,7.68,7.68,7.61,7.5200000000000005,7.44,185.20000000000002,185.76,186.05,186.1,185.83,185.36,184.70000000000002,184.09,183.47,19.95,19.92,19.87,19.77,19.66,19.56,19.44,19.330000000000002,19.11,N/A,N/A -2012,3,13,12,30,102080,100890,99740,97.71000000000001,0.4,3.65,4.7700000000000005,5.22,5.5200000000000005,5.62,5.6000000000000005,5.53,5.46,5.37,160.25,164.87,168.13,171.6,173.86,175.33,176.41,177.3,179.01,19.55,19.6,19.66,19.75,19.79,19.8,19.77,19.73,19.54,N/A,N/A -2012,3,13,13,30,102090,100900,99750,99.23,0,2.9,3.52,3.81,3.99,4.14,4.2700000000000005,4.43,4.59,4.82,148.86,158.52,165.87,174.31,179.28,182.12,183.22,183.83,182.06,19.2,18.57,18.46,18.72,19.3,20.06,20.18,20.17,19.95,N/A,N/A 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-2012,3,13,17,30,102190,101000,99850,99.06,0,2.0100000000000002,2.64,2.93,3.23,3.5,3.75,3.99,4.21,4.65,107.55,135.59,150.12,157.43,161,161.94,161.91,161.70000000000002,162.56,19.79,19.69,19.68,19.69,19.69,19.69,19.66,19.62,19.62,N/A,N/A -2012,3,13,18,30,102190,101000,99850,98.96000000000001,0,2.68,3.48,3.8000000000000003,4,4.05,4.01,3.98,3.96,4.05,100.46000000000001,104.62,111.29,124.32000000000001,130.97,133.62,135.57,137.19,144.27,20.03,19.96,19.91,19.82,19.73,19.64,19.55,19.47,19.39,N/A,N/A -2012,3,13,19,30,102170,100990,99840,98.99000000000001,0,2.91,3.62,3.89,4.05,4.3,4.61,4.89,5.13,5.5600000000000005,100.66,103.32000000000001,110.66,127.10000000000001,136.6,141.91,143.72,144.58,146.08,20.25,20.06,19.97,19.88,20.06,20.39,20.46,20.47,20.35,N/A,N/A -2012,3,13,20,30,102140,100950,99810,99.24000000000001,0,4.1,4.41,4.49,4.5600000000000005,4.71,4.91,5.14,5.36,5.69,106.49000000000001,108.21000000000001,109.55,111.3,116.22,122.87,128.56,133.66,140.91,20.06,19.88,19.8,19.71,19.82,20.02,20.18,20.31,20.32,N/A,N/A -2012,3,13,21,30,102110,100920,99780,99.25,0,3.91,4.4,4.74,5.3500000000000005,5.7700000000000005,6.05,6.22,6.3500000000000005,6.5200000000000005,113.95,114.18,115.8,120.19,124.11,127.62,130.12,132.19,136.27,20.06,19.830000000000002,19.81,19.97,20.06,20.11,20.09,20.06,19.91,N/A,N/A -2012,3,13,22,30,102060,100880,99730,96.35000000000001,0,4.49,5.5600000000000005,5.96,6.34,6.76,7.22,7.6000000000000005,7.930000000000001,8.01,112.53,114.42,116.38,119.61,125.16,132.22,138.34,143.84,147.02,20.43,20.36,20.31,20.25,20.240000000000002,20.26,20.28,20.3,20.04,N/A,N/A 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-2012,3,14,11,30,102050,100860,99720,98.88,1.5,4.95,5.73,6.25,7.07,7.72,8.26,8.55,8.76,9,127.34,130.44,133.61,138.77,142.51,145.31,147.20000000000002,148.74,152.27,19.51,19.35,19.36,19.48,19.71,19.98,20.03,20.03,19.990000000000002,N/A,N/A -2012,3,14,12,30,102070,100880,99740,98.45,0,3.77,4.87,5.58,6.55,7.5200000000000005,8.5,8.9,9.13,9.31,121.88,125.24000000000001,128.1,132.09,137.23,143.19,146.11,148.12,152.07,19.73,19.6,19.62,19.77,19.93,20.11,20.09,20.05,19.85,N/A,N/A -2012,3,14,13,30,102110,100920,99770,97.71000000000001,0.4,4.72,5.7700000000000005,6.3500000000000005,7.140000000000001,7.95,8.790000000000001,9.07,9.22,9.25,114.15,117.47,121.62,129.16,136.58,143.91,146.49,147.83,149.45000000000002,19.88,19.8,19.8,19.87,20.03,20.23,20.18,20.09,19.93,N/A,N/A -2012,3,14,14,30,102160,100970,99820,96.65,0,4.38,5.8,6.55,7.43,8.16,8.78,9.040000000000001,9.200000000000001,9.49,140.8,143.18,145.38,148.61,152.29,156.13,158.38,160.09,162.11,20.16,20.11,20.06,19.990000000000002,20,20.04,20.330000000000002,20.64,20.62,N/A,N/A -2012,3,14,15,30,102170,100980,99830,96.99000000000001,0,4.66,5.87,6.46,7.12,7.38,7.38,7.390000000000001,7.390000000000001,7.5600000000000005,118.74000000000001,120.49000000000001,122.18,124.75,131.84,141.44,145.77,148.57,154.05,20.13,20.09,20.07,20.04,20.09,20.19,20.18,20.150000000000002,20.14,N/A,N/A -2012,3,14,16,30,102200,101010,99860,98.57000000000001,0,4.97,5.88,6.23,6.51,6.69,6.8100000000000005,6.88,6.93,7.1000000000000005,106.72,108.86,112.22,119,127.48,136.69,140.98,143.96,149.13,19.98,19.82,19.76,19.73,19.78,19.87,19.96,20.04,20.16,N/A,N/A 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-2012,3,18,6,30,101780,100600,99460,97.98,0,7.28,8.46,8.98,9.49,9.97,10.450000000000001,10.91,11.33,12.14,149.42000000000002,149.63,149.84,150.19,150.68,151.25,152.05,152.85,155,21.19,21.02,20.94,20.88,20.81,20.73,20.67,20.62,20.55,N/A,N/A -2012,3,18,7,30,101780,100600,99460,96.61,17.6,6.7,7.95,8.46,8.950000000000001,9.44,9.92,10.44,10.94,11.97,146.83,146.88,146.91,146.94,146.99,147.05,147.22,147.4,148.11,21.47,21.32,21.23,21.11,21,20.89,20.77,20.67,20.45,N/A,N/A -2012,3,18,8,30,101760,100580,99440,95.86,0.4,7.47,8.81,9.33,9.8,10.23,10.64,11.040000000000001,11.42,12.16,152.8,152.98,153.17000000000002,153.42000000000002,153.71,154.01,154.37,154.72,155.57,21.54,21.42,21.32,21.2,21.080000000000002,20.96,20.830000000000002,20.71,20.43,N/A,N/A -2012,3,18,9,30,101760,100580,99440,95.47,0,7.16,8.45,8.96,9.44,9.870000000000001,10.28,10.700000000000001,11.09,11.97,152.39000000000001,152.4,152.49,152.73,153.1,153.56,154.24,154.92000000000002,156.85,21.55,21.43,21.330000000000002,21.22,21.1,20.98,20.86,20.740000000000002,20.5,N/A,N/A -2012,3,18,10,30,101770,100590,99450,96.85000000000001,0,6.2700000000000005,7.4,7.86,8.31,8.74,9.17,9.64,10.1,11.05,145.82,146.8,147.61,148.71,149.95000000000002,151.28,152.73,154.14000000000001,156.81,21.35,21.21,21.11,21,20.88,20.78,20.67,20.57,20.35,N/A,N/A -2012,3,18,11,30,101750,100570,99430,96.49000000000001,0,6.83,8.09,8.6,9.1,9.58,10.05,10.58,11.09,12.24,149.8,150.75,151.55,152.6,153.85,155.22,156.94,158.65,162.04,21.43,21.29,21.21,21.1,21,20.91,20.81,20.73,20.55,N/A,N/A -2012,3,18,12,30,101770,100600,99460,95.38,0,7.45,8.86,9.46,10.08,10.67,11.26,11.85,12.41,13.44,150.34,151.15,151.72,152.41,153.07,153.69,154.21,154.67000000000002,155.39000000000001,21.52,21.41,21.32,21.22,21.13,21.03,20.92,20.82,20.6,N/A,N/A -2012,3,18,13,30,101790,100610,99470,96.61,0,6.87,8.09,8.56,9.01,9.42,9.8,10.18,10.540000000000001,11.42,138.79,139.66,140.3,141.11,142,142.94,144.07,145.16,147.72,21.43,21.29,21.19,21.07,20.96,20.84,20.71,20.6,20.37,N/A,N/A -2012,3,18,14,30,101830,100650,99510,96.44,0,7.13,8.39,8.89,9.370000000000001,9.81,10.23,10.65,11.05,11.84,144.53,145.3,145.9,146.69,147.56,148.46,149.44,150.38,152.24,21.490000000000002,21.36,21.26,21.150000000000002,21.04,20.94,20.830000000000002,20.73,20.51,N/A,N/A -2012,3,18,15,30,101840,100660,99520,95.42,0,7.34,8.71,9.26,9.8,10.290000000000001,10.75,11.22,11.67,12.6,143.3,144.09,144.70000000000002,145.43,146.16,146.88,147.67000000000002,148.42000000000002,150.26,21.7,21.59,21.51,21.400000000000002,21.3,21.19,21.07,20.96,20.71,N/A,N/A -2012,3,18,16,30,101860,100680,99540,95.72,0,7.36,8.67,9.18,9.66,10.1,10.51,10.93,11.32,12.15,141.44,142,142.46,143.01,143.62,144.25,145.01,145.73,147.66,21.73,21.61,21.52,21.400000000000002,21.28,21.17,21.05,20.93,20.7,N/A,N/A -2012,3,18,17,30,101860,100680,99540,95.88,0,6.91,8.2,8.73,9.24,9.71,10.15,10.58,10.99,11.88,141.45000000000002,142.26,142.83,143.55,144.31,145.1,146.02,146.92000000000002,149.27,21.76,21.63,21.54,21.43,21.32,21.2,21.080000000000002,20.97,20.75,N/A,N/A -2012,3,18,18,30,101840,100670,99530,95.66,0,7.37,8.67,9.18,9.66,10.08,10.48,10.86,11.22,11.9,138.71,139.27,139.72,140.27,140.86,141.47,142.19,142.9,144.79,21.84,21.71,21.62,21.5,21.39,21.27,21.150000000000002,21.04,20.81,N/A,N/A 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-2012,3,18,22,30,101700,100520,99380,95.45,0,8.82,10.36,10.96,11.540000000000001,12.06,12.540000000000001,13.01,13.44,14.280000000000001,135.66,136.09,136.42000000000002,136.87,137.38,137.94,138.67000000000002,139.39000000000001,141.37,21.72,21.62,21.54,21.43,21.330000000000002,21.22,21.11,21.02,20.830000000000002,N/A,N/A -2012,3,18,23,30,101640,100460,99320,95.55,0,9.13,10.67,11.26,11.83,12.34,12.81,13.290000000000001,13.73,14.63,134.95,135.35,135.67000000000002,136.11,136.62,137.18,137.93,138.68,140.91,21.67,21.56,21.48,21.37,21.27,21.17,21.080000000000002,20.990000000000002,20.85,N/A,N/A -2012,3,19,0,30,101570,100400,99260,95.51,0,9.63,11.21,11.82,12.370000000000001,12.88,13.36,13.86,14.33,15.34,137.38,137.71,137.97,138.33,138.76,139.24,139.88,140.52,142.07,21.650000000000002,21.54,21.45,21.34,21.240000000000002,21.14,21.04,20.96,20.8,N/A,N/A -2012,3,19,1,30,101550,100380,99240,95.27,0,9.71,11.31,11.93,12.49,13.01,13.49,13.96,14.4,15.33,139.82,140.16,140.43,140.78,141.17000000000002,141.6,142.15,142.68,144.27,21.63,21.51,21.42,21.3,21.19,21.07,20.96,20.86,20.69,N/A,N/A -2012,3,19,2,30,101550,100380,99240,93.96000000000001,0,9.89,11.55,12.17,12.76,13.31,13.82,14.35,14.84,15.83,142.96,143.38,143.71,144.09,144.48,144.86,145.27,145.64000000000001,146.46,21.67,21.57,21.490000000000002,21.38,21.28,21.18,21.07,20.98,20.79,N/A,N/A -2012,3,19,3,30,101570,100390,99250,92.66,0,9.71,11.38,12,12.57,13.1,13.59,14.08,14.530000000000001,15.48,146.04,146.17000000000002,146.33,146.51,146.70000000000002,146.9,147.15,147.39000000000001,148.16,21.740000000000002,21.650000000000002,21.56,21.45,21.34,21.240000000000002,21.12,21.02,20.81,N/A,N/A -2012,3,19,4,30,101510,100340,99200,92.14,0,9.540000000000001,11.15,11.76,12.33,12.870000000000001,13.39,13.94,14.47,15.610000000000001,144.46,145.14000000000001,145.62,146.19,146.74,147.29,147.8,148.27,148.84,21.72,21.64,21.57,21.48,21.39,21.3,21.22,21.14,20.94,N/A,N/A -2012,3,19,5,30,101510,100340,99200,90.75,0,9.92,11.55,12.16,12.700000000000001,13.200000000000001,13.66,14.13,14.58,15.52,149.72,149.9,150.02,150.21,150.45000000000002,150.73,151.08,151.43,152.17000000000002,21.81,21.72,21.64,21.53,21.42,21.32,21.2,21.09,20.84,N/A,N/A -2012,3,19,6,30,101500,100320,99190,90.74,0,10.200000000000001,11.89,12.51,13.09,13.61,14.09,14.56,14.98,15.84,147.8,148.11,148.33,148.58,148.84,149.1,149.37,149.63,150.20000000000002,21.73,21.64,21.55,21.44,21.32,21.2,21.07,20.95,20.68,N/A,N/A -2012,3,19,7,30,101500,100320,99190,91.88,0,10.51,12.24,12.86,13.43,13.93,14.39,14.84,15.25,16.04,151.37,151.87,152.17000000000002,152.52,152.88,153.24,153.63,154.01,154.78,21.740000000000002,21.650000000000002,21.55,21.44,21.32,21.2,21.07,20.94,20.67,N/A,N/A -2012,3,19,8,30,101440,100260,99130,93.61,0,10.35,12.02,12.64,13.200000000000001,13.700000000000001,14.15,14.620000000000001,15.040000000000001,15.92,149.61,150.03,150.33,150.69,151.11,151.54,152.09,152.62,153.91,21.69,21.580000000000002,21.48,21.36,21.240000000000002,21.12,21,20.88,20.63,N/A,N/A -2012,3,19,9,30,101410,100240,99100,93.48,0,11.33,13.09,13.72,14.280000000000001,14.77,15.22,15.66,16.06,16.84,149.85,150.02,150.23,150.49,150.79,151.12,151.52,151.91,152.89000000000001,21.66,21.54,21.44,21.32,21.19,21.07,20.93,20.81,20.56,N/A,N/A -2012,3,19,10,30,101360,100190,99060,93.29,0,12.17,14.05,14.71,15.26,15.74,16.18,16.61,17.01,17.82,151.14000000000001,151.61,151.96,152.39000000000001,152.87,153.38,154.01,154.6,156.04,21.75,21.66,21.57,21.45,21.34,21.22,21.11,21,20.78,N/A,N/A -2012,3,19,11,30,101280,100110,98980,92.28,0,15.72,18.09,18.88,19.53,20.080000000000002,20.55,20.98,21.38,22.09,148.41,149.03,149.42000000000002,149.87,150.31,150.75,151.22,151.67000000000002,152.64000000000001,21.81,21.72,21.64,21.53,21.42,21.3,21.19,21.080000000000002,20.86,N/A,N/A -2012,3,19,12,30,101250,100080,98950,92.24,0,15.97,18.38,19.150000000000002,19.77,20.29,20.75,21.16,21.52,22.150000000000002,144.69,145.18,145.43,145.73,146.06,146.39000000000001,146.78,147.15,148.02,21.79,21.7,21.61,21.490000000000002,21.37,21.26,21.14,21.03,20.81,N/A,N/A 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-2012,3,19,16,30,101350,100180,99040,90.82000000000001,0,10.82,12.27,12.74,13.08,13.35,13.56,13.72,13.86,14.11,122.25,122.67,123.11,123.73,124.55,125.49000000000001,126.92,128.35,133,21.52,21.38,21.28,21.150000000000002,21.04,20.94,20.85,20.78,20.71,N/A,N/A -2012,3,19,17,30,101320,100150,99010,89.26,0.4,12.200000000000001,13.780000000000001,14.26,14.620000000000001,14.92,15.19,15.44,15.66,16.09,115.38,116.34,116.96000000000001,117.68,118.44,119.23,120.16,121.03,123.22,21.22,21.03,20.900000000000002,20.75,20.61,20.47,20.34,20.21,19.97,N/A,N/A -2012,3,19,18,30,101320,100140,99000,95.9,0.7000000000000001,10.9,13,13.75,14.06,14.44,14.84,15.14,15.39,15.700000000000001,103.10000000000001,103.9,104.46000000000001,105.07000000000001,106.2,107.66,109.45,111.17,115.18,20.73,20.47,20.32,20.16,20.04,19.94,19.85,19.77,19.64,N/A,N/A -2012,3,19,19,30,101290,100120,98980,92.46000000000001,0,11.48,12.97,13.450000000000001,13.85,14.18,14.48,14.76,15.030000000000001,15.530000000000001,115.10000000000001,116.06,116.87,117.84,118.88,119.93,121.18,122.37,125.14,21.12,20.95,20.85,20.73,20.62,20.52,20.42,20.330000000000002,20.16,N/A,N/A -2012,3,19,20,30,101220,100040,98910,94.39,0,10.620000000000001,12.09,12.58,13,13.35,13.65,13.93,14.19,14.63,124.23,124.22,124.23,124.31,124.47,124.66,124.95,125.23,126.04,21.34,21.14,21.01,20.86,20.71,20.56,20.400000000000002,20.25,19.95,N/A,N/A -2012,3,19,21,30,101170,99990,98860,94.29,0,11.01,12.66,13.22,13.68,14.08,14.42,14.72,14.99,15.47,125.28,125.52,125.64,125.82000000000001,126.04,126.29,126.62,126.95,127.92,21.5,21.330000000000002,21.21,21.07,20.92,20.77,20.61,20.46,20.16,N/A,N/A 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-2012,3,20,10,30,100680,99520,98390,80.81,0,11.77,13.67,14.370000000000001,14.98,15.530000000000001,16.03,16.51,16.95,17.84,151.3,151.63,151.85,152.1,152.37,152.66,152.99,153.31,154.1,22.330000000000002,22.29,22.21,22.1,21.98,21.86,21.740000000000002,21.62,21.37,N/A,N/A -2012,3,20,11,30,100670,99510,98380,81.75,0,12.08,13.99,14.69,15.290000000000001,15.81,16.28,16.73,17.150000000000002,17.95,152.55,152.74,152.86,152.99,153.13,153.26,153.42000000000002,153.56,153.89000000000001,22.32,22.26,22.18,22.07,21.94,21.82,21.68,21.56,21.28,N/A,N/A -2012,3,20,12,30,100670,99500,98380,83.84,0,11.71,13.56,14.21,14.780000000000001,15.280000000000001,15.73,16.16,16.55,17.31,152.53,152.75,152.91,153.09,153.28,153.47,153.67000000000002,153.87,154.31,22.23,22.150000000000002,22.07,21.95,21.82,21.7,21.56,21.43,21.14,N/A,N/A 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-2012,3,20,16,30,100720,99560,98430,90.4,0,10.14,11.81,12.44,13.01,13.5,13.96,14.4,14.81,15.59,147.87,148.3,148.69,149.13,149.57,149.99,150.44,150.87,151.76,22.17,22.09,22.01,21.900000000000002,21.78,21.66,21.53,21.41,21.150000000000002,N/A,N/A -2012,3,20,17,30,100650,99480,98360,91.98,11.4,12.120000000000001,14.120000000000001,14.81,15.42,15.96,16.46,16.93,17.36,18.2,140.32,140.71,141.02,141.44,141.9,142.38,142.93,143.45000000000002,144.62,22.19,22.09,22,21.88,21.76,21.64,21.5,21.38,21.11,N/A,N/A -2012,3,20,18,30,100630,99480,98350,91.60000000000001,1.8,14.16,16.05,16.91,17.62,18.21,18.73,19.2,19.63,20.43,148.70000000000002,149,149.14000000000001,149.38,149.59,149.85,150.11,150.37,150.92000000000002,22.23,22.18,22.1,21.96,21.84,21.7,21.57,21.43,21.150000000000002,N/A,N/A 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-2012,3,21,4,30,100910,99730,98580,78.73,0,7.47,8.11,8.290000000000001,8.39,8.47,8.52,8.58,8.63,8.75,350.1,350.12,350.17,350.21,350.23,350.24,350.27,350.29,350.35,19.38,18.990000000000002,18.81,18.61,18.42,18.240000000000002,18.05,17.88,17.53,N/A,N/A -2012,3,21,5,30,100920,99730,98590,76.8,0,8.53,9.24,9.41,9.5,9.56,9.6,9.63,9.66,9.700000000000001,338.33,338.31,338.3,338.29,338.28000000000003,338.28000000000003,338.28000000000003,338.29,338.32,19.37,18.97,18.79,18.580000000000002,18.39,18.21,18.01,17.84,17.46,N/A,N/A -2012,3,21,6,30,101000,99820,98670,74.98,0,7.11,7.640000000000001,7.76,7.82,7.87,7.9,7.930000000000001,7.96,8.03,339.56,339.72,339.75,339.77,339.8,339.83,339.89,339.94,340.1,19.25,18.87,18.68,18.490000000000002,18.29,18.11,17.92,17.740000000000002,17.38,N/A,N/A -2012,3,21,7,30,101140,99950,98800,72.96000000000001,0,5.66,6,6.11,6.17,6.21,6.25,6.2700000000000005,6.3,6.3500000000000005,322.94,324.18,325.17,326.06,326.89,327.64,328.44,329.17,330.7,18.8,18.42,18.23,18.04,17.86,17.68,17.490000000000002,17.32,16.96,N/A,N/A -2012,3,21,8,30,101080,99890,98730,64.41,2.2,7.03,7.47,7.57,7.61,7.640000000000001,7.66,7.66,7.67,7.66,7.15,7.1000000000000005,7,6.91,6.8,6.7,6.55,6.41,6.0200000000000005,17.45,16.98,16.77,16.57,16.36,16.18,15.97,15.790000000000001,15.41,N/A,N/A -2012,3,21,9,30,101180,99980,98810,73.5,2.6,6.7700000000000005,7.1000000000000005,7.140000000000001,7.140000000000001,7.12,7.1000000000000005,7.07,7.03,6.96,56.67,55.980000000000004,55.47,54.96,54.410000000000004,53.9,53.2,52.480000000000004,50.4,15.82,15.290000000000001,15.08,14.88,14.69,14.51,14.31,14.14,13.790000000000001,N/A,N/A 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-2012,3,27,23,30,101820,100640,99490,84.23,0,4.13,4.43,4.5,4.54,4.57,4.59,4.61,4.63,4.67,146.67000000000002,146.58,146.46,146.31,146.16,146,145.82,145.65,145.22,21.88,21.57,21.400000000000002,21.21,21.01,20.830000000000002,20.63,20.45,20.07,N/A,N/A -2012,3,28,0,30,101790,100610,99470,85.35000000000001,0,5.36,5.83,5.94,5.99,6.03,6.05,6.0600000000000005,6.0600000000000005,6.05,147.13,147.53,147.70000000000002,147.86,147.98,148.1,148.20000000000002,148.29,148.48,21.92,21.62,21.45,21.25,21.06,20.88,20.68,20.490000000000002,20.1,N/A,N/A -2012,3,28,1,30,101800,100620,99470,86.96000000000001,0,5.19,5.63,5.74,5.8,5.8500000000000005,5.89,5.93,5.96,6.0200000000000005,139.53,139.46,139.41,139.35,139.29,139.23,139.17000000000002,139.11,138.98,21.82,21.5,21.330000000000002,21.14,20.95,20.76,20.57,20.38,20,N/A,N/A -2012,3,28,2,30,101810,100630,99480,87.14,0,6.25,6.78,6.9,6.96,7,7.03,7.04,7.0600000000000005,7.07,139.28,139.38,139.44,139.49,139.55,139.6,139.65,139.70000000000002,139.81,21.830000000000002,21.51,21.34,21.14,20.95,20.76,20.56,20.38,20,N/A,N/A -2012,3,28,3,30,101810,100630,99490,87.31,0,6.66,7.25,7.4,7.48,7.53,7.57,7.59,7.61,7.63,139.49,139.56,139.67000000000002,139.77,139.88,139.98,140.1,140.21,140.48,21.8,21.490000000000002,21.32,21.12,20.93,20.740000000000002,20.54,20.36,19.98,N/A,N/A -2012,3,28,4,30,101810,100630,99480,85.67,0,6.51,7.08,7.19,7.24,7.26,7.2700000000000005,7.26,7.25,7.23,141.74,141.76,141.87,142.02,142.21,142.41,142.68,142.95000000000002,143.76,21.93,21.62,21.45,21.26,21.07,20.89,20.69,20.52,20.14,N/A,N/A -2012,3,28,5,30,101770,100590,99450,87.53,0,7.11,7.75,7.9,7.98,8.040000000000001,8.08,8.1,8.120000000000001,8.15,145.01,145.05,145.1,145.16,145.23,145.29,145.37,145.45000000000002,145.64000000000001,21.8,21.48,21.3,21.11,20.92,20.73,20.53,20.35,19.97,N/A,N/A -2012,3,28,6,30,101820,100640,99490,88.9,0,7.25,7.97,8.15,8.25,8.32,8.370000000000001,8.39,8.41,8.43,154.08,154.6,154.81,154.99,155.15,155.27,155.4,155.5,155.69,21.88,21.56,21.39,21.19,21,20.81,20.61,20.43,20.04,N/A,N/A -2012,3,28,7,30,101800,100620,99480,87.66,0,6.98,7.59,7.73,7.8100000000000005,7.86,7.890000000000001,7.91,7.92,7.930000000000001,152.99,153.14000000000001,153.21,153.27,153.34,153.41,153.48,153.54,153.70000000000002,21.86,21.54,21.37,21.17,20.98,20.8,20.6,20.42,20.03,N/A,N/A -2012,3,28,8,30,101790,100610,99470,88.33,0,6.54,7.12,7.25,7.32,7.37,7.4,7.41,7.43,7.43,156.13,156.19,156.21,156.25,156.28,156.31,156.36,156.4,156.52,21.85,21.54,21.36,21.17,20.98,20.79,20.59,20.41,20.03,N/A,N/A -2012,3,28,9,30,101760,100590,99440,86.32000000000001,0,7.03,7.63,7.76,7.82,7.86,7.88,7.890000000000001,7.9,7.92,155.06,155.3,155.47,155.66,155.87,156.09,156.37,156.64000000000001,157.5,21.92,21.61,21.44,21.25,21.06,20.88,20.69,20.52,20.150000000000002,N/A,N/A -2012,3,28,10,30,101770,100590,99450,87.24,0,6.24,6.7700000000000005,6.9,6.97,7.0200000000000005,7.0600000000000005,7.08,7.11,7.15,162.13,162.21,162.28,162.34,162.4,162.45000000000002,162.51,162.57,162.72,21.88,21.57,21.39,21.2,21,20.81,20.62,20.44,20.05,N/A,N/A -2012,3,28,11,30,101770,100590,99440,87.55,0,5.6000000000000005,6.17,6.33,6.44,6.5200000000000005,6.59,6.65,6.7,6.79,159.88,159.65,159.59,159.53,159.48,159.43,159.37,159.31,159.19,21.84,21.52,21.35,21.150000000000002,20.96,20.78,20.580000000000002,20.39,20.01,N/A,N/A -2012,3,28,12,30,101770,100600,99450,87.69,0,5.98,6.47,6.59,6.66,6.7,6.73,6.75,6.7700000000000005,6.8,166.18,166.32,166.38,166.43,166.47,166.5,166.54,166.57,166.70000000000002,21.94,21.64,21.47,21.28,21.09,20.91,20.72,20.54,20.17,N/A,N/A -2012,3,28,13,30,101790,100620,99470,88.46000000000001,0,6.6000000000000005,7.16,7.28,7.33,7.36,7.38,7.38,7.37,7.34,163.07,163.67000000000002,163.91,164.13,164.32,164.5,164.68,164.86,165.22,21.87,21.55,21.38,21.18,20.990000000000002,20.8,20.6,20.42,20.03,N/A,N/A -2012,3,28,14,30,101820,100640,99500,86.95,0,5.97,6.47,6.57,6.62,6.65,6.67,6.67,6.67,6.67,162.11,161.94,161.88,161.82,161.77,161.73,161.69,161.66,161.64000000000001,21.96,21.650000000000002,21.48,21.28,21.09,20.91,20.71,20.53,20.150000000000002,N/A,N/A -2012,3,28,15,30,101850,100670,99530,87.31,0,5.3500000000000005,5.78,5.87,5.92,5.95,5.97,5.98,5.98,5.98,165.03,165.06,165.07,165.06,165.06,165.05,165.04,165.03,165.02,21.96,21.64,21.47,21.27,21.080000000000002,20.89,20.7,20.52,20.13,N/A,N/A -2012,3,28,16,30,101860,100680,99530,87.23,0,5.0200000000000005,5.4,5.49,5.53,5.5600000000000005,5.58,5.59,5.6000000000000005,5.6000000000000005,165.44,165.55,165.6,165.65,165.67000000000002,165.70000000000002,165.72,165.74,165.78,22,21.68,21.5,21.31,21.11,20.93,20.73,20.55,20.16,N/A,N/A -2012,3,28,17,30,101830,100650,99510,86.23,0,4.8100000000000005,5.16,5.24,5.29,5.32,5.34,5.36,5.38,5.41,169.18,169.03,168.98,168.94,168.9,168.86,168.82,168.78,168.71,22.04,21.71,21.54,21.34,21.150000000000002,20.96,20.76,20.580000000000002,20.2,N/A,N/A -2012,3,28,18,30,101800,100630,99480,87.01,0,4.7700000000000005,5.11,5.19,5.22,5.25,5.2700000000000005,5.28,5.29,5.3100000000000005,164.45000000000002,164.51,164.58,164.65,164.73,164.81,164.9,165,165.24,22.05,21.72,21.54,21.35,21.150000000000002,20.96,20.77,20.59,20.2,N/A,N/A -2012,3,28,19,30,101790,100610,99470,86,0,4.65,4.97,5.04,5.07,5.08,5.09,5.09,5.1000000000000005,5.09,170.68,170.66,170.63,170.6,170.56,170.52,170.47,170.44,170.36,22.13,21.8,21.62,21.43,21.240000000000002,21.05,20.85,20.67,20.29,N/A,N/A -2012,3,28,20,30,101730,100550,99410,86.79,0,5.15,5.5,5.57,5.6000000000000005,5.61,5.62,5.61,5.6000000000000005,5.58,166.31,166.35,166.39000000000001,166.42000000000002,166.44,166.47,166.48,166.49,166.54,22.1,21.77,21.6,21.400000000000002,21.21,21.02,20.82,20.64,20.25,N/A,N/A -2012,3,28,21,30,101690,100510,99370,87.24,0,5.24,5.64,5.73,5.78,5.8100000000000005,5.84,5.8500000000000005,5.86,5.87,166.91,167.13,167.23,167.36,167.48,167.61,167.76,167.9,168.22,22.09,21.77,21.6,21.400000000000002,21.21,21.02,20.830000000000002,20.64,20.26,N/A,N/A -2012,3,28,22,30,101620,100450,99310,87.56,0,4.7,5.04,5.12,5.17,5.2,5.22,5.23,5.25,5.29,177.70000000000002,177.49,177.36,177.20000000000002,177.06,176.91,176.73,176.55,176.11,21.97,21.66,21.490000000000002,21.29,21.1,20.92,20.72,20.54,20.16,N/A,N/A -2012,3,28,23,30,101580,100400,99260,87.2,0,5.26,5.68,5.7700000000000005,5.8100000000000005,5.84,5.86,5.87,5.87,5.88,171.07,172.04,172.65,173.27,173.86,174.44,175.05,175.61,176.84,21.97,21.67,21.5,21.3,21.11,20.93,20.73,20.55,20.17,N/A,N/A -2012,3,29,0,30,101540,100360,99220,89.37,0,5.07,5.48,5.57,5.63,5.67,5.7,5.72,5.74,5.78,162.96,162.86,162.81,162.72,162.64000000000001,162.55,162.44,162.33,162.1,21.77,21.46,21.28,21.09,20.900000000000002,20.71,20.51,20.330000000000002,19.95,N/A,N/A 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-2012,3,29,4,30,101550,100370,99230,88.07000000000001,0,5.2,5.61,5.7,5.76,5.8,5.82,5.84,5.8500000000000005,5.86,172.12,172.24,172.32,172.39000000000001,172.44,172.48,172.52,172.56,172.59,21.63,21.3,21.13,20.93,20.740000000000002,20.55,20.35,20.17,19.78,N/A,N/A -2012,3,29,5,30,101500,100320,99180,88.49,0,4.64,4.92,4.96,4.97,4.97,4.97,4.95,4.94,4.92,166.34,166.46,166.51,166.58,166.67000000000002,166.77,166.92000000000002,167.06,167.5,21.51,21.18,21,20.81,20.61,20.42,20.22,20.04,19.650000000000002,N/A,N/A -2012,3,29,6,30,101510,100330,99190,90.5,0,5.62,6.05,6.15,6.2,6.23,6.25,6.26,6.2700000000000005,6.28,162.51,162.56,162.62,162.66,162.70000000000002,162.74,162.78,162.82,162.94,21.490000000000002,21.14,20.96,20.77,20.57,20.38,20.19,20.01,19.62,N/A,N/A -2012,3,29,7,30,101500,100320,99180,90.39,0,5.5600000000000005,5.98,6.0600000000000005,6.1000000000000005,6.12,6.13,6.13,6.12,6.08,153.37,153.58,153.66,153.74,153.8,153.87,153.93,154,154.13,21.580000000000002,21.240000000000002,21.07,20.87,20.67,20.490000000000002,20.29,20.1,19.72,N/A,N/A -2012,3,29,8,30,101500,100320,99180,90.10000000000001,0,5.37,5.7700000000000005,5.86,5.91,5.94,5.95,5.97,5.97,5.98,164.82,165.03,165.05,165.09,165.14000000000001,165.20000000000002,165.27,165.34,165.54,21.66,21.32,21.14,20.94,20.75,20.56,20.36,20.18,19.8,N/A,N/A -2012,3,29,9,30,101510,100330,99190,87.92,0,5.13,5.45,5.5200000000000005,5.54,5.5600000000000005,5.5600000000000005,5.5600000000000005,5.5600000000000005,5.5600000000000005,171.47,171.52,171.64000000000001,171.75,171.86,171.97,172.11,172.24,172.61,21.7,21.38,21.2,21.01,20.82,20.63,20.44,20.26,19.88,N/A,N/A -2012,3,29,10,30,101460,100280,99140,88.32000000000001,0,4.08,4.32,4.36,4.38,4.39,4.39,4.39,4.39,4.46,153.02,153.18,153.32,153.48,153.66,153.85,154.14000000000001,154.42000000000002,155.99,21.650000000000002,21.32,21.150000000000002,20.96,20.77,20.59,20.400000000000002,20.23,19.91,N/A,N/A -2012,3,29,11,30,101460,100280,99140,87.93,0,4.36,4.68,4.75,4.78,4.8100000000000005,4.82,4.83,4.84,4.8500000000000005,149.8,150.03,150.22,150.39000000000001,150.54,150.68,150.85,151,151.42000000000002,21.75,21.42,21.25,21.05,20.86,20.67,20.48,20.29,19.91,N/A,N/A -2012,3,29,12,30,101450,100270,99130,84.3,0,4.91,5.29,5.37,5.42,5.45,5.48,5.51,5.54,5.66,144.99,145.53,145.86,146.22,146.58,146.96,147.45000000000002,147.92000000000002,149.58,21.91,21.6,21.43,21.240000000000002,21.05,20.87,20.68,20.5,20.150000000000002,N/A,N/A -2012,3,29,13,30,101460,100290,99150,87.69,0,5.2700000000000005,5.67,5.76,5.8100000000000005,5.83,5.84,5.8500000000000005,5.8500000000000005,5.8500000000000005,146.62,146.91,147.06,147.22,147.39000000000001,147.55,147.77,147.97,148.56,21.85,21.53,21.36,21.17,20.98,20.8,20.6,20.43,20.06,N/A,N/A -2012,3,29,14,30,101500,100330,99190,86.24,0,5.26,5.63,5.69,5.71,5.7,5.68,5.66,5.62,5.55,145.05,145.15,145.14000000000001,145.1,145.02,144.95000000000002,144.85,144.77,144.64000000000001,21.95,21.63,21.46,21.27,21.080000000000002,20.89,20.7,20.51,20.13,N/A,N/A -2012,3,29,15,30,101500,100330,99190,87.17,0,5.28,5.64,5.71,5.73,5.74,5.74,5.73,5.72,5.68,143.26,143.51,143.66,143.79,143.92000000000002,144.04,144.18,144.31,144.66,21.82,21.490000000000002,21.32,21.13,20.94,20.75,20.56,20.38,20.01,N/A,N/A -2012,3,29,16,30,101500,100320,99180,82.72,0,4.97,5.32,5.39,5.42,5.44,5.44,5.44,5.43,5.4,142.69,142.93,143.13,143.33,143.53,143.72,143.95000000000002,144.17000000000002,144.76,22.06,21.75,21.57,21.38,21.2,21.01,20.82,20.64,20.27,N/A,N/A -2012,3,29,17,30,101460,100290,99150,84.99,0,5.0600000000000005,5.43,5.51,5.55,5.58,5.59,5.59,5.59,5.57,134.72,135.09,135.27,135.43,135.56,135.69,135.81,135.93,136.19,22.05,21.72,21.54,21.35,21.150000000000002,20.97,20.77,20.59,20.21,N/A,N/A -2012,3,29,18,30,101420,100250,99110,85.59,0,5.71,6.13,6.23,6.2700000000000005,6.3,6.3100000000000005,6.32,6.33,6.32,141.09,141.26,141.35,141.45000000000002,141.54,141.63,141.73,141.82,142.04,22.06,21.73,21.55,21.36,21.17,20.98,20.79,20.61,20.23,N/A,N/A -2012,3,29,19,30,101380,100210,99070,81.37,0,6.0600000000000005,6.5600000000000005,6.67,6.74,6.78,6.8100000000000005,6.84,6.86,6.9,144.19,144.44,144.62,144.8,144.98,145.14000000000001,145.33,145.49,145.89000000000001,22.28,21.96,21.79,21.61,21.42,21.240000000000002,21.05,20.87,20.5,N/A,N/A -2012,3,29,20,30,101330,100160,99020,80.27,0,6.44,7.0200000000000005,7.15,7.22,7.2700000000000005,7.3,7.3100000000000005,7.32,7.3,149.24,149.46,149.49,149.52,149.54,149.56,149.57,149.57,149.55,22.43,22.14,21.97,21.78,21.59,21.41,21.22,21.04,20.66,N/A,N/A -2012,3,29,21,30,101390,100210,99060,95,232.9,10.68,11.33,11.46,11.49,11.5,11.5,11.51,11.51,11.540000000000001,235.14000000000001,236.19,236.94,237.70000000000002,238.45000000000002,239.18,240.01,240.78,242.34,19.98,19.55,19.39,19.23,19.09,18.95,18.81,18.68,18.39,N/A,N/A -2012,3,29,22,30,101350,100160,99020,92.81,26.700000000000003,8.14,8.49,8.46,8.33,8.16,7.96,7.65,7.3500000000000005,6.74,337.09000000000003,338.54,339.66,341.17,343.37,345.87,351.41,356.90000000000003,11.63,20.04,19.62,19.45,19.27,19.12,18.97,18.86,18.77,18.67,N/A,N/A -2012,3,29,23,30,101330,100150,99000,91.05,0.4,2.79,2.87,2.87,2.86,2.84,2.81,2.79,2.7600000000000002,2.88,31.900000000000002,34.89,36.9,39.27,42.21,45.42,50.910000000000004,56.44,72.02,20.35,19.990000000000002,19.82,19.63,19.45,19.28,19.1,18.94,18.63,N/A,N/A -2012,3,30,0,30,101280,100100,98960,88.36,0,4.29,4.43,4.4,4.34,4.24,4.13,3.88,3.62,2.73,217.34,217.19,217.09,216.94,216.66,216.33,215,213.28,198.64000000000001,19.990000000000002,19.61,19.43,19.23,19.05,18.88,18.71,18.57,18.62,N/A,N/A -2012,3,30,1,30,101190,100010,98870,86.28,0,7.37,7.75,7.76,7.71,7.72,7.7700000000000005,7.61,7.43,6.72,178.26,178.31,178.36,178.45000000000002,178.68,178.96,179.77,180.63,183.33,20.25,19.88,19.73,19.59,19.580000000000002,19.63,20.01,20.39,20.94,N/A,N/A -2012,3,30,2,30,101240,100060,98920,84.82000000000001,0,6.0200000000000005,6.390000000000001,6.46,6.49,6.51,6.5200000000000005,6.55,6.6000000000000005,7.140000000000001,186.70000000000002,186.68,186.59,186.53,186.47,186.43,186.38,186.34,187.25,20.91,20.55,20.37,20.19,20.01,19.84,19.69,19.55,19.69,N/A,N/A -2012,3,30,3,30,101230,100050,98910,85.15,0,6.51,6.96,7.04,7.07,7.07,7.0600000000000005,7.03,7.01,7.05,192.24,192.20000000000002,192.22,192.24,192.28,192.32,192.4,192.49,193.39000000000001,21.07,20.7,20.53,20.330000000000002,20.150000000000002,19.97,19.79,19.62,19.36,N/A,N/A -2012,3,30,4,30,101210,100030,98890,84.81,0,7.3500000000000005,7.8100000000000005,7.87,7.88,7.92,7.97,8.24,8.53,8.11,185.93,185.99,186.07,186.18,186.39000000000001,186.65,187.53,188.48,189.55,21.35,21.01,20.85,20.68,20.54,20.42,20.57,20.77,21.32,N/A,N/A -2012,3,30,5,30,101190,100010,98880,79.35000000000001,0,4.29,4.48,4.75,5.5200000000000005,6.01,6.2700000000000005,6.43,6.54,6.74,198.71,198.71,198.4,197.54,196.33,194.94,193.64000000000001,192.48000000000002,190.52,21.89,21.62,21.6,21.77,21.91,22.04,21.97,21.86,21.54,N/A,N/A -2012,3,30,6,30,101190,100020,98880,83.17,0,4.2,4.46,4.5,4.5200000000000005,4.55,4.59,5.0600000000000005,5.62,6.42,181.87,181.72,181.64000000000001,181.56,181.52,181.5,182.63,183.99,187.38,21.72,21.41,21.25,21.06,20.89,20.72,20.68,20.67,20.96,N/A,N/A -2012,3,30,7,30,101210,100040,98900,85.27,0,3.94,4.2,4.32,4.54,5.21,6.23,6.69,6.98,7.63,182.76,182.98,183.39000000000001,184.17000000000002,186.17000000000002,189.22,190.58,191.45000000000002,193.77,21.67,21.38,21.240000000000002,21.1,21.080000000000002,21.14,21.17,21.19,21.27,N/A,N/A -2012,3,30,8,30,101220,100050,98920,87.14,0,3.37,3.5100000000000002,3.8000000000000003,4.75,5.38,5.71,6.05,6.37,7.0200000000000005,164.24,165.04,168.18,177.35,182.45000000000002,184.09,185.56,186.91,189.23,21.96,21.67,21.580000000000002,21.59,21.54,21.46,21.38,21.31,21.150000000000002,N/A,N/A -2012,3,30,9,30,101200,100020,98890,90.61,0,4.28,4.55,4.87,5.69,6.17,6.42,6.67,6.890000000000001,7.33,153.08,154.55,158.08,166.4,171.05,173.07,174.91,176.57,179.52,22,21.72,21.64,21.64,21.6,21.53,21.45,21.37,21.16,N/A,N/A -2012,3,30,10,30,101210,100040,98910,89.07000000000001,0,4.46,5.26,5.64,6.0200000000000005,6.3500000000000005,6.63,6.91,7.18,7.71,178.28,178.95000000000002,179.37,179.9,180.39000000000001,180.87,181.42000000000002,181.95000000000002,183.32,22.28,22.07,21.96,21.85,21.73,21.61,21.48,21.37,21.14,N/A,N/A -2012,3,30,11,30,101210,100040,98910,91.22,0,4.92,5.83,6.23,6.57,6.87,7.140000000000001,7.4,7.65,8.120000000000001,170,171.32,172.17000000000002,173.02,173.81,174.57,175.38,176.15,178.07,22.25,22.03,21.91,21.79,21.66,21.53,21.39,21.26,21.02,N/A,N/A -2012,3,30,12,30,101210,100040,98910,92.91,0,5.43,6.3500000000000005,6.74,7.0600000000000005,7.34,7.58,7.82,8.05,8.43,170.01,170.68,171.12,171.55,172.01,172.49,173.11,173.72,175.58,22.28,22.04,21.91,21.76,21.61,21.45,21.29,21.150000000000002,20.87,N/A,N/A -2012,3,30,13,30,101250,100080,98950,94.83,0,5.51,6.390000000000001,6.75,7.05,7.3,7.53,7.74,7.930000000000001,8.26,174.07,174.29,174.42000000000002,174.53,174.67000000000002,174.82,175.12,175.43,177.06,22.27,22.05,21.92,21.75,21.580000000000002,21.41,21.240000000000002,21.080000000000002,20.78,N/A,N/A -2012,3,30,14,30,101300,100130,98990,95.44,0,6.99,7.48,7.5600000000000005,7.59,7.6000000000000005,7.6000000000000005,7.62,7.65,7.72,176.5,176.54,176.45000000000002,176.31,176.19,176.08,176.22,176.41,180.11,21.400000000000002,21.05,20.87,20.67,20.46,20.27,20.04,19.82,19.59,N/A,N/A -2012,3,30,15,30,101330,100150,99010,97.17,0,5.55,5.86,5.91,5.93,6.08,6.28,6.55,6.8,6.94,187.72,186.55,185.68,184.52,182.37,179.65,176.93,174.39000000000001,172.9,21.1,20.76,20.59,20.41,20.3,20.23,20.16,20.09,19.89,N/A,N/A -2012,3,30,16,30,101310,100130,99000,96.14,0,6.12,6.53,6.6000000000000005,6.640000000000001,6.69,6.74,7.09,7.48,7.97,185.87,185,184.49,183.89000000000001,183.16,182.37,180.71,178.97,178.41,21.5,21.16,20.990000000000002,20.8,20.62,20.46,20.34,20.25,20.01,N/A,N/A -2012,3,30,17,30,101290,100120,98980,96.08,0,5.64,6.0600000000000005,6.16,6.23,6.3100000000000005,6.4,6.61,6.84,7.29,177.39000000000001,177.56,177.70000000000002,177.89000000000001,178.19,178.56,179.74,181.04,186.06,21.86,21.54,21.37,21.18,21.01,20.84,20.68,20.54,20.330000000000002,N/A,N/A -2012,3,30,18,30,101260,100090,98960,96.54,0,4.68,5,5.07,5.12,5.19,5.26,5.68,6.18,6.6000000000000005,178.52,178.73,178.91,179.15,179.47,179.82,182.41,185.58,189.27,22.27,21.95,21.78,21.59,21.43,21.28,21.14,21.02,20.8,N/A,N/A -2012,3,30,19,30,101250,100080,98950,94.88,0,5.26,5.7,5.8100000000000005,5.87,5.91,5.94,5.97,6,6.08,188.17000000000002,188.64000000000001,188.9,189.21,189.54,189.88,190.33,190.78,192.28,22.62,22.31,22.14,21.95,21.76,21.580000000000002,21.39,21.21,20.87,N/A,N/A -2012,3,30,20,30,101190,100020,98890,92.99,0,5.44,5.88,5.98,6.0200000000000005,6.04,6.05,6.0600000000000005,6.07,6.08,194.76,194.97,195.11,195.27,195.45000000000002,195.65,195.92000000000002,196.19,197.16,22.650000000000002,22.34,22.18,21.98,21.8,21.61,21.42,21.25,20.88,N/A,N/A -2012,3,30,21,30,101150,99980,98850,94,0,6.29,6.86,6.99,7.0600000000000005,7.11,7.140000000000001,7.15,7.17,7.2,195.23000000000002,195.36,195.44,195.52,195.6,195.68,195.8,195.9,196.27,22.57,22.28,22.12,21.93,21.740000000000002,21.56,21.37,21.19,20.82,N/A,N/A -2012,3,30,22,30,101120,99950,98820,95.45,0,6.41,7.140000000000001,7.36,7.54,7.69,7.8100000000000005,7.92,8.02,8.19,198.8,198.97,199.1,199.25,199.4,199.57,199.78,200,200.61,22.44,22.16,22,21.82,21.64,21.46,21.27,21.09,20.72,N/A,N/A -2012,3,30,23,30,101110,99940,98810,95.59,0,6.16,7.11,7.46,7.69,7.890000000000001,8.08,8.27,8.44,8.75,199.47,199.74,199.81,199.77,199.86,200.05,200.38,200.74,201.59,22.27,22.01,21.85,21.66,21.48,21.3,21.12,20.96,20.66,N/A,N/A -2012,3,31,0,30,101110,99940,98810,94.60000000000001,0,7.46,8.23,8.43,8.55,8.63,8.68,8.71,8.73,8.72,200,200.48000000000002,200.72,200.97,201.24,201.51,201.88,202.24,203.59,22.23,21.94,21.78,21.580000000000002,21.38,21.19,20.97,20.78,20.38,N/A,N/A -2012,3,31,1,30,101110,99940,98810,94.4,0,7.57,8.39,8.65,8.89,9.120000000000001,9.34,9.47,9.55,9.93,203.56,202.59,202.12,201.59,201.06,200.52,200.3,200.17000000000002,200.79,22.2,21.92,21.76,21.580000000000002,21.400000000000002,21.23,21.04,20.87,20.63,N/A,N/A -2012,3,31,2,30,101140,99970,98840,94.57000000000001,0,7.68,8.32,8.47,8.57,8.68,8.81,8.99,9.17,9.66,209.21,208.74,208.51,208.24,207.98000000000002,207.73000000000002,207.61,207.54,208.03,22,21.7,21.54,21.36,21.2,21.04,20.91,20.78,20.6,N/A,N/A -2012,3,31,3,30,101180,100010,98880,94.43,0,6.15,6.82,7.1000000000000005,7.46,7.83,8.22,8.6,8.950000000000001,9.56,200.3,200.64000000000001,201.12,201.92000000000002,203.07,204.51,206.03,207.49,210.35,22.11,21.86,21.740000000000002,21.61,21.54,21.490000000000002,21.45,21.41,21.39,N/A,N/A -2012,3,31,4,30,101170,100000,98870,93.73,0,7.140000000000001,7.9,8.1,8.28,8.46,8.66,8.89,9.120000000000001,9.46,208.86,209.52,209.76,210.08,210.39000000000001,210.69,210.77,210.8,210.16,21.900000000000002,21.61,21.44,21.25,21.080000000000002,20.91,20.73,20.57,20.2,N/A,N/A 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-2012,3,31,9,30,101230,100060,98930,90.28,0,5.08,5.51,5.63,5.7700000000000005,6.22,6.92,7.3500000000000005,7.69,8.26,202.58,202.93,203.23000000000002,203.66,204.75,206.36,207.29,207.96,209.13,22.17,21.89,21.73,21.55,21.43,21.32,21.21,21.11,20.92,N/A,N/A -2012,3,31,10,30,101260,100090,98950,90.7,0,3.97,4.2700000000000005,4.36,4.49,5.0200000000000005,5.9,6.33,6.6000000000000005,7.16,198.91,199.3,199.73000000000002,200.39000000000001,202.54,206.02,207.48000000000002,208.26,209.69,22.150000000000002,21.87,21.71,21.54,21.44,21.39,21.29,21.2,21.05,N/A,N/A -2012,3,31,11,30,101270,100100,98960,91.37,0,4.09,4.43,4.78,5.64,6.2,6.49,6.8,7.08,7.69,206.46,207.08,207.99,209.97,211.14000000000001,211.66,212.13,212.56,213.31,22.12,21.85,21.740000000000002,21.67,21.580000000000002,21.490000000000002,21.400000000000002,21.32,21.17,N/A,N/A -2012,3,31,12,30,101310,100140,99000,91.72,0,3.74,4.03,4.3,4.97,5.42,5.7,5.97,6.22,6.72,204.26,204.61,205.26,206.74,207.73000000000002,208.35,208.98000000000002,209.58,210.82,22.16,21.89,21.76,21.650000000000002,21.54,21.44,21.330000000000002,21.23,21.03,N/A,N/A -2012,3,31,13,30,101340,100170,99040,92.28,0,3.5700000000000003,3.81,4.1,4.8,5.24,5.47,5.7,5.91,6.3100000000000005,193.44,193.95000000000002,195.37,198.59,200.57,201.56,202.59,203.56,205.52,22.14,21.86,21.740000000000002,21.66,21.57,21.45,21.330000000000002,21.22,21.01,N/A,N/A -2012,3,31,14,30,101390,100220,99080,93.03,0,3.15,3.3000000000000003,3.58,4.32,4.8,5.0600000000000005,5.3,5.5200000000000005,5.94,197.92000000000002,198.24,199.24,201.68,203.25,204.1,205.05,205.97,208,22.150000000000002,21.87,21.76,21.71,21.63,21.54,21.43,21.34,21.16,N/A,N/A -2012,3,31,15,30,101380,100210,99070,93.61,0,3.56,3.79,3.97,4.3500000000000005,4.76,5.19,5.44,5.61,5.9,187.39000000000001,188.13,189.23,191.37,193.33,195.19,196.49,197.53,200.06,22.21,21.91,21.77,21.63,21.54,21.47,21.37,21.27,21.11,N/A,N/A -2012,3,31,16,30,101380,100210,99080,93.92,0,3.77,3.99,4.04,4.08,4.18,4.32,4.79,5.3500000000000005,5.8,184,184.49,184.87,185.38,186.28,187.43,190.63,194.4,198.98000000000002,22.32,22,21.84,21.650000000000002,21.48,21.32,21.27,21.25,21.2,N/A,N/A -2012,3,31,17,30,101380,100210,99070,94.21000000000001,0,3.88,4.12,4.17,4.2,4.21,4.21,4.21,4.21,4.29,177.91,178.32,178.59,178.84,179.07,179.3,179.53,179.75,181.4,22.41,22.080000000000002,21.900000000000002,21.71,21.52,21.330000000000002,21.14,20.96,20.62,N/A,N/A -2012,3,31,18,30,101320,100150,99020,93.99,0,5.23,5.58,5.64,5.66,5.68,5.68,5.71,5.73,6,177.61,177.87,178.13,178.46,178.89000000000001,179.37,180.16,180.98,184.95000000000002,22.48,22.150000000000002,21.98,21.79,21.61,21.43,21.26,21.1,20.84,N/A,N/A -2012,3,31,19,30,101290,100130,98990,93.21000000000001,0,5.84,6.3,6.38,6.42,6.45,6.45,6.45,6.45,6.46,174.42000000000002,174.84,175.02,175.19,175.37,175.57,175.85,176.12,177.24,22.48,22.16,21.98,21.79,21.6,21.41,21.22,21.04,20.67,N/A,N/A -2012,3,31,20,30,101280,100110,98980,88.73,0,5.05,5.44,5.53,5.57,5.6000000000000005,5.62,5.66,5.7,5.91,171.05,171.75,172.27,172.86,173.54,174.26,175.28,176.29,179.88,22.6,22.3,22.14,21.95,21.77,21.6,21.42,21.25,20.94,N/A,N/A -2012,3,31,21,30,101250,100080,98950,88.3,0,4.64,5.04,5.14,5.2,5.24,5.28,5.32,5.3500000000000005,5.48,169.84,171.03,171.73,172.51,173.3,174.09,175.08,176.04,178.59,22.63,22.35,22.19,22,21.82,21.64,21.46,21.28,20.93,N/A,N/A -2012,3,31,22,30,101210,100050,98910,90.57000000000001,0,5.25,5.76,5.87,5.95,6.01,6.0600000000000005,6.12,6.18,6.37,176.49,176.35,176.29,176.22,176.18,176.15,176.15,176.16,176.36,22.47,22.18,22.01,21.82,21.64,21.46,21.27,21.1,20.75,N/A,N/A -2012,3,31,23,30,101190,100020,98880,85.79,0,5.19,5.65,5.75,5.83,5.92,6.0200000000000005,6.21,6.4,6.69,170.08,170.58,171.1,171.89000000000001,173.11,174.52,176.73,178.93,182.17000000000002,22.490000000000002,22.25,22.1,21.94,21.79,21.650000000000002,21.51,21.39,21.07,N/A,N/A -2012,4,1,0,30,101170,100000,98870,88.97,0,5.84,6.3500000000000005,6.47,6.57,6.69,6.84,6.95,7.05,7.2,169.14000000000001,169.57,170,170.65,171.66,172.91,174.49,176.02,179.34,22.31,22.06,21.91,21.75,21.6,21.47,21.32,21.18,20.96,N/A,N/A -2012,4,1,1,30,101180,100000,98870,89.78,0,6.4,6.95,7.07,7.140000000000001,7.21,7.29,7.42,7.55,7.84,175.09,174.92000000000002,174.85,174.77,174.69,174.63,174.79,174.97,175.95000000000002,22.23,21.95,21.79,21.61,21.43,21.27,21.12,20.98,20.76,N/A,N/A -2012,4,1,2,30,101180,100010,98880,89.68,0,5.66,6.54,6.95,7.34,7.68,7.98,8.16,8.290000000000001,8.19,173.39000000000001,174.41,175.1,175.96,176.87,177.82,178.68,179.43,181,22.32,22.150000000000002,22.07,21.990000000000002,21.94,21.89,21.81,21.72,21.43,N/A,N/A -2012,4,1,3,30,101180,100010,98880,93.14,0,6.3,6.8500000000000005,6.95,6.99,7.03,7.08,7.17,7.2700000000000005,7.76,177.23,177.28,177.4,177.54,177.77,178.03,178.6,179.20000000000002,181.55,22.1,21.81,21.64,21.45,21.26,21.080000000000002,20.91,20.75,20.6,N/A,N/A -2012,4,1,4,30,101170,100000,98870,94.51,0,6.22,6.7700000000000005,6.91,7.01,7.12,7.23,7.43,7.640000000000001,8.46,175.71,176.06,176.3,176.61,177,177.44,178.26,179.09,182.17000000000002,22.05,21.75,21.580000000000002,21.400000000000002,21.22,21.04,20.87,20.72,20.47,N/A,N/A -2012,4,1,5,30,101150,99970,98840,95.96000000000001,0,5.94,6.48,6.62,6.71,6.79,6.87,6.97,7.0600000000000005,7.46,177.12,177.31,177.42000000000002,177.54,177.70000000000002,177.86,178.08,178.3,179.18,21.85,21.5,21.3,21.09,20.91,20.77,20.61,20.47,20.13,N/A,N/A -2012,4,1,6,30,101140,99970,98830,95.67,0,6.82,7.44,7.59,7.7,7.79,7.87,7.99,8.11,8.5,187.35,186.54,186.13,185.73,185.34,184.97,184.56,184.17000000000002,183.75,21.69,21.35,21.17,20.98,20.82,20.67,20.53,20.41,20.080000000000002,N/A,N/A -2012,4,1,7,30,101160,99980,98850,93.91,0,6.21,6.78,6.93,7.0200000000000005,7.11,7.18,7.28,7.37,7.72,192.75,192.55,192.52,192.49,192.46,192.44,192.4,192.36,192.09,21.77,21.43,21.25,21.05,20.86,20.67,20.47,20.28,19.900000000000002,N/A,N/A -2012,4,1,8,30,101130,99960,98830,93.39,0,5.12,5.57,5.68,5.7700000000000005,5.86,5.95,6.09,6.24,6.91,192.77,193.01,193.15,193.31,193.48000000000002,193.65,193.9,194.14000000000001,194.88,22.02,21.71,21.53,21.34,21.150000000000002,20.96,20.78,20.6,20.27,N/A,N/A -2012,4,1,9,30,101130,99960,98820,94.38,0,4.32,4.66,4.74,4.8,4.84,4.87,4.91,4.95,5.18,183.24,183.27,183.31,183.35,183.41,183.48,183.62,183.76,184.79,22.04,21.72,21.54,21.35,21.150000000000002,20.97,20.76,20.580000000000002,20.27,N/A,N/A -2012,4,1,10,30,101130,99960,98820,93.7,0,4.22,4.57,4.66,4.72,4.7700000000000005,4.82,4.88,4.94,5.24,185.37,185.76,186.01,186.27,186.52,186.77,187.05,187.33,188.19,22.07,21.75,21.580000000000002,21.39,21.2,21.02,20.830000000000002,20.650000000000002,20.26,N/A,N/A -2012,4,1,11,30,101120,99950,98820,93.41,0,4.03,4.3500000000000005,4.42,4.47,4.5200000000000005,4.55,4.6000000000000005,4.65,4.91,177.9,178.33,178.6,178.89000000000001,179.21,179.54,180,180.44,182.28,22.080000000000002,21.77,21.6,21.41,21.22,21.03,20.84,20.650000000000002,20.29,N/A,N/A -2012,4,1,12,30,101150,99980,98850,92.91,0,4.13,4.47,4.55,4.6000000000000005,4.64,4.68,4.76,4.82,5.25,170.52,170.85,171.1,171.39000000000001,171.73,172.08,172.64000000000001,173.20000000000002,175.98,22.13,21.830000000000002,21.66,21.47,21.28,21.1,20.91,20.740000000000002,20.41,N/A,N/A -2012,4,1,13,30,101140,99970,98840,93.02,0,4.05,4.38,4.47,4.55,4.66,4.8,5.07,5.3500000000000005,5.75,169.58,170.04,170.4,170.82,171.37,171.98,172.9,173.84,175.87,22.14,21.84,21.68,21.490000000000002,21.31,21.150000000000002,20.98,20.84,20.54,N/A,N/A -2012,4,1,14,30,101180,100010,98880,93.69,0,4.32,4.7,4.79,4.87,4.97,5.07,5.25,5.42,5.61,168.96,169.28,169.64000000000001,170.13,170.76,171.46,172.3,173.12,174.49,22.26,21.95,21.78,21.59,21.41,21.240000000000002,21.06,20.89,20.54,N/A,N/A -2012,4,1,15,30,101180,100010,98880,89.85000000000001,0,4.19,4.6000000000000005,4.72,4.8,4.88,4.97,5.08,5.2,5.7700000000000005,178.21,178.16,178.11,178.08,178.1,178.16,178.47,178.82,180.08,22.53,22.23,22.07,21.89,21.7,21.53,21.35,21.19,20.88,N/A,N/A -2012,4,1,16,30,101180,100010,98880,90.84,0,4.43,4.8100000000000005,4.91,4.97,5.03,5.07,5.12,5.17,5.4,168.44,168.65,168.78,168.9,169.04,169.18,169.4,169.6,170.58,22.52,22.21,22.04,21.85,21.66,21.48,21.29,21.11,20.75,N/A,N/A -2012,4,1,17,30,101140,99980,98840,90.66,0,4.45,4.8,4.88,4.92,4.95,4.98,5,5.0200000000000005,5.08,170.02,169.67000000000002,169.56,169.46,169.37,169.28,169.20000000000002,169.13,168.96,22.64,22.32,22.150000000000002,21.95,21.76,21.580000000000002,21.38,21.2,20.82,N/A,N/A -2012,4,1,18,30,101120,99960,98830,90.35000000000001,0,4.95,5.3500000000000005,5.43,5.47,5.5,5.53,5.54,5.57,5.66,161.25,161.62,161.89000000000001,162.22,162.57,162.95000000000002,163.48,164,165.74,22.79,22.47,22.3,22.11,21.92,21.740000000000002,21.56,21.38,21.03,N/A,N/A -2012,4,1,19,30,101100,99940,98810,90.33,0,5.23,5.7,5.8100000000000005,5.88,5.94,5.98,6.0200000000000005,6.0600000000000005,6.18,165.88,166.19,166.4,166.64000000000001,166.88,167.11,167.4,167.66,168.35,22.87,22.57,22.400000000000002,22.21,22.02,21.84,21.64,21.47,21.09,N/A,N/A -2012,4,1,20,30,101040,99880,98750,92.21000000000001,0,5.07,5.5,5.59,5.64,5.69,5.72,5.76,5.8100000000000005,6.01,158.18,158.59,158.89000000000001,159.23,159.61,159.99,160.5,160.99,162.55,22.88,22.6,22.43,22.25,22.07,21.89,21.7,21.53,21.2,N/A,N/A 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-2012,4,2,7,30,100780,99620,98490,94.32000000000001,0,6.78,7.62,7.890000000000001,8.11,8.290000000000001,8.45,8.6,8.73,9.05,158.12,158.5,158.77,158.97,159.16,159.35,159.51,159.66,160.01,22.64,22.36,22.2,22.02,21.830000000000002,21.66,21.46,21.28,20.93,N/A,N/A -2012,4,2,8,30,100750,99580,98460,91.85000000000001,0,8.58,9.78,10.18,10.5,10.77,11,11.19,11.36,11.64,161.48,162.18,162.61,163.06,163.45000000000002,163.82,164.15,164.44,164.9,22.84,22.62,22.48,22.32,22.150000000000002,22,21.830000000000002,21.67,21.330000000000002,N/A,N/A -2012,4,2,9,30,100810,99640,98500,87.28,0,12.61,13.86,14.17,14.35,14.48,14.58,14.67,14.76,15.040000000000001,179.86,179.99,180,180.03,180.06,180.09,180.14000000000001,180.19,180.38,20.75,20.32,20.13,19.93,19.75,19.57,19.39,19.22,18.900000000000002,N/A,N/A -2012,4,2,10,30,100650,99480,98350,79.23,0,7.36,7.96,8.11,8.25,8.56,8.93,9.53,10.1,10.72,179.57,179.26,179.03,178.72,178.06,177.28,175.72,174.13,170.93,21.92,21.61,21.47,21.32,21.240000000000002,21.19,21.28,21.39,21.66,N/A,N/A -2012,4,2,11,30,100690,99520,98390,80.02,0,8.91,9.700000000000001,9.93,10.19,10.51,10.88,11.35,11.82,12.69,211.56,211.33,211.03,210.56,209.98000000000002,209.35,208.59,207.84,206.38,22.44,22.17,22.04,21.89,21.78,21.68,21.64,21.62,21.63,N/A,N/A -2012,4,2,12,30,100750,99580,98450,83.79,21.6,9.59,10.4,10.58,10.67,10.76,10.84,10.93,11,10.65,163.93,163.65,163.64000000000001,163.66,163.84,164.12,164.93,165.82,169.35,21.68,21.36,21.2,21.04,20.91,20.79,20.72,20.67,20.62,N/A,N/A -2012,4,2,13,30,100750,99590,98460,83.07000000000001,0,7.48,8.08,8.22,8.28,8.34,8.39,8.51,8.63,9.120000000000001,152.52,152.43,152.35,152.27,152.20000000000002,152.14000000000001,152.17000000000002,152.21,153.42000000000002,22.080000000000002,21.77,21.61,21.43,21.26,21.09,20.94,20.8,20.59,N/A,N/A -2012,4,2,14,30,100780,99610,98480,81.73,0,8.620000000000001,9.41,9.55,9.620000000000001,9.65,9.67,9.68,9.69,9.83,147.02,147.07,147.11,147.16,147.23,147.31,147.44,147.57,148.31,22.32,22.02,21.85,21.66,21.47,21.3,21.11,20.93,20.6,N/A,N/A -2012,4,2,15,30,100780,99620,98490,84.21000000000001,0,7.98,8.73,9.01,9.36,9.89,10.55,10.93,11.22,11.700000000000001,151.46,152.29,153.20000000000002,154.67000000000002,157.26,160.62,162.77,164.46,167.72,22.56,22.32,22.19,22.07,22,21.97,21.92,21.87,21.72,N/A,N/A -2012,4,2,16,30,100820,99660,98530,84.36,0,8.75,9.57,9.73,9.81,9.86,9.89,10.08,10.290000000000001,10.73,137.6,137.66,137.93,138.31,138.78,139.33,141.28,143.48,149.19,22.48,22.2,22.05,21.86,21.7,21.53,21.400000000000002,21.29,21.150000000000002,N/A,N/A -2012,4,2,17,30,100820,99650,98520,87.16,0,10.21,11.14,11.33,11.4,11.44,11.450000000000001,11.43,11.42,11.36,114.12,114.16,114.27,114.38,114.51,114.64,114.82000000000001,114.99000000000001,115.57000000000001,21.56,21.19,21.01,20.81,20.62,20.44,20.25,20.07,19.71,N/A,N/A -2012,4,2,18,30,100830,99660,98530,83.93,0,8.35,9.07,9.23,9.3,9.34,9.370000000000001,9.4,9.42,9.59,124.78,125.19,125.48,125.82000000000001,126.2,126.60000000000001,127.19,127.75,130.24,21.94,21.62,21.45,21.26,21.080000000000002,20.900000000000002,20.72,20.56,20.25,N/A,N/A -2012,4,2,19,30,100840,99670,98540,84.31,0,8.19,8.94,9.11,9.200000000000001,9.26,9.31,9.36,9.41,10.11,128.03,128.72,128.81,128.96,129.16,129.4,129.74,130.07,133.22,22.13,21.81,21.650000000000002,21.46,21.28,21.1,20.93,20.76,20.57,N/A,N/A -2012,4,2,20,30,100760,99600,98470,84.17,0,8.72,9.49,9.65,9.75,9.94,10.17,10.73,11.34,11.86,111.16,111.57000000000001,112.06,112.73,113.92,115.4,118.41,121.61,125.28,22.31,22.02,21.86,21.69,21.54,21.41,21.36,21.330000000000002,21.28,N/A,N/A -2012,4,2,21,30,100720,99560,98430,89.55,0,9.35,10.22,10.42,10.57,10.82,11.13,11.75,12.4,12.99,115.8,116.22,116.58,117.08,117.9,118.9,122.05,125.53,129.34,22.34,22.04,21.89,21.71,21.54,21.39,21.330000000000002,21.29,21.22,N/A,N/A -2012,4,2,22,30,100690,99520,98400,90.4,0,8.74,9.59,9.81,10,10.39,10.9,11.290000000000001,11.620000000000001,12.01,116.32000000000001,116.75,117.13,117.72,118.78,120.17,122.74000000000001,125.45,129.42000000000002,22.45,22.17,22.01,21.84,21.69,21.57,21.48,21.42,21.34,N/A,N/A -2012,4,2,23,30,100670,99500,98380,92.57000000000001,0,7.930000000000001,9.09,9.540000000000001,9.96,10.32,10.620000000000001,10.89,11.120000000000001,11.55,122.68,124.12,125.25,126.78,128.41,130.09,131.84,133.48,136.81,22.76,22.57,22.48,22.38,22.29,22.2,22.080000000000002,21.96,21.64,N/A,N/A -2012,4,3,0,30,100670,99510,98390,96.88,0,8.620000000000001,9.82,10.24,10.58,10.89,11.17,11.44,11.68,12.19,127.2,127.46000000000001,127.65,127.88000000000001,128.14000000000001,128.42000000000002,128.78,129.13,130.01,22.89,22.66,22.52,22.35,22.22,22.12,22.04,21.97,21.84,N/A,N/A -2012,4,3,1,30,100670,99510,98390,94.54,0,9.42,10.77,11.24,11.66,12,12.3,12.58,12.84,13.31,137.47,136.83,136.65,136.54,136.6,136.78,137.29,137.89000000000001,140.45000000000002,23.3,23.13,23.02,22.87,22.73,22.59,22.45,22.32,22.06,N/A,N/A -2012,4,3,2,30,100680,99530,98400,95.18,0,7.65,8.8,9.16,9.46,9.700000000000001,9.91,10.1,10.26,10.64,135.39000000000001,135.46,135.62,135.84,136.15,136.49,137.03,137.58,139.66,23.2,23.05,22.95,22.82,22.69,22.55,22.400000000000002,22.26,21.96,N/A,N/A -2012,4,3,3,30,100700,99540,98420,94.60000000000001,0.4,8.620000000000001,10.03,10.58,11.1,11.52,11.89,12.13,12.3,12.16,133.1,133.87,134.52,135.41,136.39000000000001,137.48,138.77,140.04,143.33,23.17,22.98,22.86,22.69,22.52,22.34,22.150000000000002,21.97,21.64,N/A,N/A -2012,4,3,4,30,100710,99550,98430,95.81,0,7.33,8.46,8.870000000000001,9.25,9.6,9.94,10.28,10.6,11.290000000000001,143.6,144.07,144.38,144.79,145.26,145.78,146.41,147.03,148.55,22.97,22.76,22.62,22.47,22.32,22.17,22.01,21.87,21.57,N/A,N/A -2012,4,3,5,30,100730,99570,98450,94.94,0,6.68,7.74,8.15,8.540000000000001,8.9,9.25,9.61,9.94,10.65,147.94,148.27,148.52,148.83,149.15,149.49,149.87,150.25,151.17000000000002,22.92,22.71,22.580000000000002,22.42,22.27,22.12,21.97,21.830000000000002,21.53,N/A,N/A -2012,4,3,6,30,100800,99640,98510,93.47,0,7.04,8.01,8.370000000000001,8.700000000000001,8.99,9.27,9.56,9.83,10.41,149.22,149.48,149.67000000000002,149.89000000000001,150.12,150.34,150.6,150.85,151.46,23.080000000000002,22.85,22.71,22.55,22.39,22.23,22.06,21.91,21.6,N/A,N/A -2012,4,3,7,30,100810,99650,98520,91.78,0,7.67,8.74,9.120000000000001,9.47,9.78,10.08,10.39,10.67,11.3,155.53,155.67000000000002,155.77,155.88,155.99,156.11,156.25,156.39000000000001,156.75,23.18,22.96,22.82,22.66,22.51,22.35,22.19,22.04,21.73,N/A,N/A -2012,4,3,8,30,100810,99650,98530,90.31,0,7.84,8.94,9.32,9.67,9.98,10.27,10.57,10.85,11.46,151.62,151.84,152.02,152.23,152.45000000000002,152.68,152.95000000000002,153.21,153.88,23.22,23.02,22.88,22.72,22.57,22.41,22.26,22.11,21.81,N/A,N/A -2012,4,3,9,30,100850,99690,98560,88.85000000000001,0,7.86,8.97,9.370000000000001,9.72,10.040000000000001,10.34,10.63,10.91,11.48,148.36,148.64000000000001,148.86,149.11,149.36,149.63,149.92000000000002,150.20000000000002,150.86,23.27,23.07,22.95,22.79,22.63,22.48,22.32,22.17,21.86,N/A,N/A -2012,4,3,10,30,100820,99660,98540,86.85000000000001,0,8.27,9.46,9.870000000000001,10.25,10.58,10.89,11.21,11.51,12.15,149.89000000000001,150.11,150.32,150.57,150.84,151.11,151.43,151.74,152.47,23.34,23.150000000000002,23.02,22.87,22.73,22.580000000000002,22.43,22.29,22,N/A,N/A -2012,4,3,11,30,100860,99700,98580,86.06,0,8.41,9.61,10.05,10.44,10.790000000000001,11.1,11.43,11.73,12.38,145.83,146.34,146.65,147.02,147.39000000000001,147.76,148.18,148.59,149.53,23.37,23.19,23.07,22.92,22.77,22.62,22.48,22.330000000000002,22.04,N/A,N/A -2012,4,3,12,30,100880,99720,98590,85.17,0,7.9,9.05,9.450000000000001,9.81,10.13,10.43,10.74,11.040000000000001,11.69,145.56,145.96,146.24,146.6,146.99,147.4,147.89000000000001,148.36,149.52,23.38,23.21,23.09,22.95,22.8,22.66,22.52,22.39,22.12,N/A,N/A -2012,4,3,13,30,100920,99760,98640,83.62,0,9.02,10.27,10.71,11.08,11.42,11.73,12.05,12.34,12.99,147.51,147.81,147.97,148.18,148.4,148.64000000000001,148.94,149.23,149.97,23.46,23.3,23.19,23.05,22.91,22.77,22.62,22.490000000000002,22.23,N/A,N/A 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-2012,4,3,18,30,101040,99880,98760,86.94,0,6.11,6.91,7.21,7.46,7.7,7.930000000000001,8.16,8.39,8.88,142.54,143.04,143.36,143.73,144.13,144.53,144.99,145.43,146.48,23.54,23.32,23.18,23.02,22.86,22.7,22.53,22.38,22.06,N/A,N/A -2012,4,3,19,30,101030,99870,98750,89.66,0,6.19,6.91,7.23,7.66,7.95,8.16,8.42,8.69,9.26,141.91,142.6,143.26,144.3,145.13,145.82,146.69,147.56,149.44,23.47,23.22,23.080000000000002,22.92,22.75,22.57,22.400000000000002,22.25,21.94,N/A,N/A -2012,4,3,20,30,101040,99880,98760,91.01,0,5.2,6.05,6.390000000000001,6.640000000000001,6.88,7.11,7.36,7.59,8.1,131.99,133.8,135.15,136.73,138.04,139.18,140.35,141.47,143.81,23.48,23.23,23.07,22.89,22.72,22.55,22.37,22.21,21.87,N/A,N/A -2012,4,3,21,30,100960,99800,98680,92.25,0,5.99,6.82,7.11,7.36,7.59,7.8,8.02,8.22,8.66,130.6,131.25,131.71,132.31,132.98,133.67000000000002,134.53,135.38,137.56,23.38,23.16,23.03,22.87,22.7,22.55,22.38,22.22,21.900000000000002,N/A,N/A -2012,4,3,22,30,100880,99730,98600,93.08,0,7.3,8.35,8.72,9.06,9.370000000000001,9.66,9.94,10.21,10.73,130.99,131.83,132.39000000000001,133.16,134.05,135.03,136.19,137.32,140,23.400000000000002,23.21,23.09,22.95,22.8,22.66,22.51,22.37,22.05,N/A,N/A -2012,4,3,23,30,100900,99740,98620,94.10000000000001,0,6.28,7.2700000000000005,7.640000000000001,7.98,8.290000000000001,8.59,8.88,9.16,9.78,130.8,131.64000000000001,132.26,133.05,133.92000000000002,134.86,136.03,137.20000000000002,140.65,23.330000000000002,23.12,22.990000000000002,22.84,22.69,22.55,22.400000000000002,22.27,22.02,N/A,N/A -2012,4,4,0,30,100890,99730,98600,95.27,0.4,5.98,6.92,7.28,7.640000000000001,7.99,8.32,8.69,9.06,10,127.97,129.21,130.19,131.55,133.14000000000001,134.88,137.07,139.28,145.74,23.29,23.09,22.97,22.830000000000002,22.7,22.57,22.45,22.35,22.19,N/A,N/A -2012,4,4,1,30,100900,99730,98610,96.31,0.4,6.59,7.6000000000000005,7.98,8.36,8.73,9.1,9.49,9.85,10.71,128.12,129.08,129.88,131.04,132.77,134.84,138.66,142.74,156.05,23.25,23.05,22.95,22.830000000000002,22.73,22.64,22.59,22.56,22.62,N/A,N/A -2012,4,4,2,30,100960,99800,98680,97.16,0.4,6.11,7.17,7.61,8.01,8.370000000000001,8.700000000000001,8.98,9.23,9.65,142.99,144.1,144.93,145.96,147.07,148.26,149.73,151.18,156.01,23.26,23.09,22.98,22.86,22.740000000000002,22.63,22.51,22.39,22.23,N/A,N/A -2012,4,4,3,30,100960,99800,98680,96.38,0,6.68,7.78,8.21,8.64,9,9.33,9.55,9.73,9.91,149.5,149.74,150.12,150.81,151.96,153.45000000000002,156.31,159.38,168.79,23.32,23.16,23.06,22.95,22.86,22.78,22.75,22.740000000000002,22.95,N/A,N/A -2012,4,4,4,30,101010,99850,98730,97.24000000000001,0,4.96,5.8100000000000005,6.15,6.49,6.8100000000000005,7.12,7.46,7.8,7.890000000000001,137.78,138.82,139.8,141.21,143.22,145.74,150.02,154.73,163.8,23.22,23.01,22.89,22.740000000000002,22.61,22.490000000000002,22.35,22.22,22.080000000000002,N/A,N/A -2012,4,4,5,30,101040,99880,98760,97.72,0,4.3100000000000005,5.05,5.3500000000000005,5.65,5.93,6.2,6.46,6.7,7.43,141.23,141.85,142.42000000000002,143.34,144.77,146.59,150.12,153.93,164.26,23.14,22.91,22.78,22.64,22.54,22.47,22.37,22.27,22.11,N/A,N/A -2012,4,4,6,30,101070,99910,98780,97.8,0,4.69,5.47,5.78,6.09,6.390000000000001,6.7,7.1000000000000005,7.54,8.38,143.44,144.94,146.16,147.93,149.89000000000001,152.09,155.01,158.14000000000001,166.07,23.13,22.93,22.81,22.67,22.54,22.42,22.240000000000002,22.06,22.3,N/A,N/A -2012,4,4,7,30,101030,99870,98740,98.29,0,4.96,5.76,6.12,6.53,7,7.53,8.09,8.64,9,152.28,153.6,154.64000000000001,156.11,158,160.3,163.24,166.36,170.23,22.94,22.68,22.54,22.39,22.26,22.150000000000002,22.28,22.490000000000002,22.69,N/A,N/A -2012,4,4,8,30,101030,99870,98750,96.88,0,5.16,6.04,6.44,6.9,7.390000000000001,7.91,8.08,8.15,7.8100000000000005,151.51,152.65,153.8,155.64000000000001,158.3,161.51,163.8,165.62,166.17000000000002,23.02,22.82,22.73,22.650000000000002,22.66,22.73,22.87,23.03,23.09,N/A,N/A -2012,4,4,9,30,101030,99860,98740,97.98,0,3.95,4.6000000000000005,4.9,5.22,5.75,6.43,7.07,7.67,7.96,150.82,151.34,151.89000000000001,152.76,155.85,160.61,164.17000000000002,167.23,169.1,22.86,22.62,22.490000000000002,22.37,22.35,22.400000000000002,22.63,22.89,23.080000000000002,N/A,N/A -2012,4,4,10,30,101070,99910,98790,97.38,0,2.84,3.5500000000000003,3.92,4.44,4.91,5.3500000000000005,5.68,5.94,6.2,142.82,145.84,148.66,153.13,158.06,163.45000000000002,166.69,169.01,173.51,22.990000000000002,22.830000000000002,22.75,22.71,22.68,22.66,22.75,22.87,22.990000000000002,N/A,N/A -2012,4,4,11,30,101060,99890,98770,98.79,0.4,3.46,3.98,4.21,4.49,4.8500000000000005,5.29,5.62,5.91,6.19,143.5,144.70000000000002,145.73,147.4,150.53,154.81,157.48,159.56,161.86,22.82,22.59,22.48,22.39,22.51,22.77,22.97,23.13,23.080000000000002,N/A,N/A -2012,4,4,12,30,101080,99910,98780,97.29,0,5.5600000000000005,5.78,5.53,4.98,4.7,4.5600000000000005,4.57,4.63,4.97,73.81,75.15,80.26,90.91,100.18,108.8,117.37,125.33,137.66,22.13,21.8,21.7,21.68,21.68,21.68,21.68,21.68,21.6,N/A,N/A -2012,4,4,13,30,101110,99940,98810,96.43,0,6.07,6.2700000000000005,6.12,5.8,5.58,5.4,5.29,5.21,5.25,88.23,89.97,92.82000000000001,98.06,103.21000000000001,108.28,113.33,117.88,127.46000000000001,22.2,21.92,21.84,21.85,21.84,21.830000000000002,21.78,21.72,21.61,N/A,N/A -2012,4,4,14,30,101150,99980,98850,96.21000000000001,2.2,5.46,5.58,5.37,4.9,4.63,4.48,4.38,4.3100000000000005,4.39,92.18,93.11,96.89,106.42,113.28,118.7,124.54,130.04,140.24,22.34,22.07,21.97,21.95,21.900000000000002,21.85,21.79,21.740000000000002,21.59,N/A,N/A -2012,4,4,15,30,101140,99980,98850,96.95,0,3.91,3.95,3.89,3.88,3.9,3.95,4.0600000000000005,4.17,4.57,97.2,105.64,111.4,118.35000000000001,124.76,130.92000000000002,136.67000000000002,141.98,150.12,22.63,22.42,22.330000000000002,22.23,22.13,22.03,21.93,21.84,21.650000000000002,N/A,N/A -2012,4,4,16,30,101110,99950,98820,97.31,0,3.56,3.69,3.71,3.77,3.86,3.97,4.11,4.24,4.6000000000000005,113.06,117.69,124.32000000000001,137,145.53,151.53,155.15,157.94,161.6,22.79,22.51,22.37,22.25,22.150000000000002,22.07,21.96,21.85,21.580000000000002,N/A,N/A -2012,4,4,17,30,101110,99950,98820,97.15,0,2.66,2.99,3.1,3.19,3.3200000000000003,3.5,3.69,3.87,4.05,137.21,142.68,145.75,148.68,152.06,155.98,159.14000000000001,161.89000000000001,163.55,23.06,22.78,22.62,22.45,22.32,22.22,22.080000000000002,21.93,21.72,N/A,N/A -2012,4,4,18,30,101090,99930,98800,94.25,0,3.68,4.01,4.09,4.14,4.18,4.21,4.23,4.26,4.36,150.91,151.42000000000002,151.71,152.01,152.3,152.6,152.97,153.34,154.57,23.29,23.03,22.87,22.68,22.5,22.31,22.12,21.95,21.59,N/A,N/A -2012,4,4,19,30,101070,99900,98780,93.01,0,3.25,3.5500000000000003,3.63,3.68,3.73,3.7800000000000002,3.84,3.9,4.08,154.19,154.25,154.35,154.39000000000001,154.42000000000002,154.43,154.4,154.36,154.26,23.35,23.09,22.93,22.740000000000002,22.56,22.38,22.19,22.02,21.66,N/A,N/A -2012,4,4,20,30,100970,99810,98690,92.22,0,3.88,4.2,4.2700000000000005,4.3100000000000005,4.34,4.36,4.38,4.4,4.46,147.19,147.55,147.78,147.98,148.19,148.39000000000001,148.63,148.88,149.63,23.43,23.14,22.98,22.79,22.61,22.43,22.240000000000002,22.06,21.69,N/A,N/A -2012,4,4,21,30,100890,99730,98600,94.10000000000001,0,4.21,4.5200000000000005,4.5600000000000005,4.5600000000000005,4.54,4.51,4.47,4.43,4.39,133.78,133.78,133.96,134.07,134.13,134.14000000000001,134.07,133.98,133.61,23.31,23.03,22.87,22.68,22.5,22.32,22.14,21.97,21.63,N/A,N/A -2012,4,4,22,30,100980,99830,98700,95.42,2.9000000000000004,3.71,4.19,4.39,4.57,4.72,4.8500000000000005,4.96,5.04,5.14,92.11,94.49,95.91,97.51,98.89,100.19,101.35000000000001,102.4,104.99000000000001,23.13,22.900000000000002,22.77,22.580000000000002,22.41,22.240000000000002,22.06,21.89,21.61,N/A,N/A -2012,4,4,23,30,101000,99820,98680,89.08,19.400000000000002,9.700000000000001,10.43,10.540000000000001,10.59,10.58,10.56,10.52,10.47,10.39,338.67,337.62,337.59000000000003,337.53000000000003,337.47,337.41,337.31,337.22,336.72,20.05,19.59,19.39,19.19,19,18.82,18.64,18.47,18.12,N/A,N/A -2012,4,5,0,30,100790,99620,98500,84.01,103.30000000000001,3.66,4.34,4.74,5.24,5.5,5.61,5.5,5.36,4.69,41.59,36.65,33.21,31.59,31.11,31.27,32.04,32.83,35.27,20.35,21.06,21.73,22.68,23.32,23.78,24.07,24.310000000000002,24.53,N/A,N/A -2012,4,5,1,30,100750,99580,98460,83.45,0,1.55,1.46,1.29,1.07,1.1400000000000001,1.46,1.87,2.34,3.3000000000000003,190.14000000000001,198.96,199.89000000000001,193.62,181.64000000000001,160.15,149.69,143.64000000000001,138.17000000000002,21.2,21.32,21.650000000000002,22.39,22.830000000000002,23.05,23.1,23.09,23.07,N/A,N/A -2012,4,5,2,30,100820,99650,98530,85.66,0,3.2,3.29,3.35,3.59,3.83,4.07,4.34,4.6000000000000005,5.14,238.36,234.21,228.11,214.12,204.73000000000002,198.42000000000002,193.51,189.25,183.66,21.830000000000002,21.62,21.68,22.04,22.27,22.43,22.45,22.43,22.23,N/A,N/A -2012,4,5,3,30,100810,99640,98520,91.53,0,5.79,6.51,6.74,6.99,7.13,7.21,7.17,7.12,6.87,211.95000000000002,209.49,207.46,204.82,202.43,200.28,199.09,198.22,198.13,22.06,21.91,21.94,22.07,22.21,22.34,22.41,22.46,22.38,N/A,N/A -2012,4,5,4,30,100870,99700,98580,88.37,0,2.29,2.45,2.68,3.2,3.58,3.86,4.13,4.37,4.83,184.14000000000001,183.18,182.53,181.43,180.82,180.58,180.67000000000002,180.85,181.88,22.22,21.96,21.89,21.89,21.87,21.85,21.79,21.740000000000002,21.56,N/A,N/A -2012,4,5,5,30,100890,99720,98590,88.10000000000001,0,1.59,1.6,1.59,1.62,1.72,1.8800000000000001,2.04,2.2,2.59,88.42,91.89,97.89,112.82000000000001,124.62,135.08,143.06,149.85,160.49,22.26,21.98,21.85,21.75,21.650000000000002,21.55,21.44,21.34,21.13,N/A,N/A -2012,4,5,6,30,100930,99760,98630,87.82000000000001,0,2.33,2.4,2.38,2.33,2.15,1.87,1.67,1.51,1.56,69.34,69.52,69.63,69.8,74.58,82.34,98.48,115.3,138.94,22.39,22.09,21.92,21.73,21.56,21.400000000000002,21.27,21.150000000000002,20.93,N/A,N/A -2012,4,5,7,30,100960,99790,98660,87.97,0,2.34,2.41,2.4,2.35,2.2800000000000002,2.19,1.97,1.76,1.87,104.44,104.87,105.21000000000001,105.93,107.08,108.56,116.34,124.74000000000001,166.45000000000002,22.52,22.22,22.06,21.86,21.68,21.490000000000002,21.32,21.150000000000002,20.91,N/A,N/A -2012,4,5,8,30,100940,99770,98640,89.69,0,2.6,2.67,2.64,2.58,2.48,2.35,2.38,2.46,2.69,133.86,134.75,135.65,137.26,142.19,149.56,161.69,175.24,185.91,22.53,22.23,22.06,21.87,21.7,21.53,21.38,21.25,21.02,N/A,N/A -2012,4,5,9,30,100910,99750,98620,91.29,0,2.33,2.42,2.47,2.6,2.85,3.2,3.41,3.5500000000000003,3.84,181.59,183.63,185.98,191.01,196.79,203.65,206.74,208.20000000000002,211.6,22.41,22.12,21.97,21.82,21.71,21.650000000000002,21.56,21.47,21.28,N/A,N/A -2012,4,5,10,30,100910,99740,98620,93.69,0,3.5,3.72,3.83,4.0600000000000005,4.4,4.86,5.11,5.25,5.45,206.99,207.89000000000001,208.8,210.63,212.98000000000002,216.01,217.66,218.67000000000002,220.18,22.38,22.09,21.94,21.79,21.69,21.64,21.56,21.47,21.25,N/A,N/A -2012,4,5,11,30,100910,99750,98620,94.03,0,5.16,5.55,5.65,5.7,5.75,5.79,5.86,5.95,6.390000000000001,214.92000000000002,215.37,215.62,215.9,216.14000000000001,216.35,216.83,217.39000000000001,217.78,22.43,22.12,21.95,21.75,21.57,21.39,21.2,21.03,20.75,N/A,N/A -2012,4,5,12,30,100930,99760,98630,94.71000000000001,0,6.140000000000001,6.51,6.5600000000000005,6.55,6.5200000000000005,6.49,6.45,6.4,6.32,224.21,224.08,223.93,223.74,223.56,223.39000000000001,223.21,223.05,222.88,22.07,21.7,21.51,21.29,21.07,20.85,20.67,20.5,20.2,N/A,N/A -2012,4,5,13,30,100950,99790,98650,97.96000000000001,0,6.7700000000000005,7.21,7.2700000000000005,7.26,7.24,7.2,7.17,7.15,7.2,228.01,227.75,227.45000000000002,227.02,226.53,225.99,225.23000000000002,224.46,222.20000000000002,21.55,21.12,20.93,20.8,20.68,20.56,20.42,20.3,20.01,N/A,N/A -2012,4,5,14,30,101040,99880,98750,95.64,0,4.75,4.97,4.99,4.97,4.95,4.92,4.88,4.83,4.82,246.56,247.35,248.05,248.97,250.01000000000002,251.16,252.93,254.79,259.04,21.97,21.64,21.47,21.28,21.09,20.91,20.77,20.650000000000002,20.45,N/A,N/A -2012,4,5,15,30,101070,99900,98770,93.08,2.6,5.26,5.51,5.53,5.51,5.53,5.59,5.64,5.7,5.82,295.34000000000003,295.23,294.82,294.09000000000003,292.68,290.67,287.81,284.76,279.34000000000003,22.39,22.080000000000002,21.93,21.76,21.62,21.5,21.42,21.35,21.1,N/A,N/A -2012,4,5,16,30,101090,99920,98790,93.23,2.2,5.61,5.96,6.0200000000000005,6.03,6.03,6.01,5.99,5.97,5.95,316.08,315.68,315.41,315.07,314.69,314.27,313.68,313.08,310.25,21.92,21.57,21.39,21.2,21.01,20.830000000000002,20.64,20.47,20.14,N/A,N/A -2012,4,5,17,30,101100,99930,98790,92.93,0,5.61,5.93,5.98,5.98,5.96,5.94,5.9,5.87,5.8,322.72,322.5,322.28000000000003,321.96,321.59000000000003,321.16,320.5,319.82,316.73,21.94,21.59,21.42,21.22,21.03,20.85,20.67,20.5,20.17,N/A,N/A -2012,4,5,18,30,101090,99930,98800,90.64,0,4.09,4.3100000000000005,4.36,4.37,4.38,4.39,4.39,4.39,4.41,321.54,320.12,319.08,317.95,316.87,315.78000000000003,314.58,313.43,310.7,22.32,21.990000000000002,21.82,21.63,21.44,21.26,21.07,20.900000000000002,20.54,N/A,N/A -2012,4,5,19,30,101090,99930,98800,88.83,0,1.68,1.84,1.9100000000000001,1.98,2.05,2.12,2.21,2.3000000000000003,2.6,327.53000000000003,327.3,327.2,327.09000000000003,326.97,326.86,326.71,326.55,325.74,22.66,22.35,22.18,21.98,21.79,21.61,21.42,21.25,20.89,N/A,N/A -2012,4,5,20,30,101060,99890,98760,85.79,0,1.27,1.33,1.36,1.37,1.3800000000000001,1.3900000000000001,1.41,1.42,1.45,0.64,359.57,358.87,358.18,357.54,356.89,356.18,355.5,353.88,23.02,22.71,22.54,22.34,22.150000000000002,21.96,21.77,21.580000000000002,21.2,N/A,N/A -2012,4,5,21,30,101000,99840,98710,84.54,0,2.88,3.09,3.21,3.46,3.83,4.37,4.69,4.89,5.12,339.71,339.64,339.65000000000003,339.65000000000003,339.7,339.8,339.52,339.06,336.57,23.28,22.990000000000002,22.85,22.72,22.63,22.580000000000002,22.490000000000002,22.39,22.16,N/A,N/A -2012,4,5,22,30,100980,99820,98700,85.62,0,1.7,1.67,1.45,0.93,0.92,1.32,1.74,2.18,2.99,190.83,191.5,213.72,277.61,305.48,323.29,332.8,336.89,340.24,23.39,23.09,23,23.05,23.03,22.93,22.87,22.830000000000002,22.71,N/A,N/A -2012,4,5,23,30,100960,99800,98680,86.68,0,1.12,0.31,0.22,0.5700000000000001,1.08,1.59,2.04,2.46,3.24,167.88,160.86,148.06,68.32000000000001,356.89,353.08,350.5,348.74,345.86,23.37,23.39,23.43,23.43,23.52,23.68,23.69,23.64,23.5,N/A,N/A -2012,4,6,0,30,100950,99800,98680,82.93,0,0.89,0.59,0.55,0.87,1.22,1.6,1.97,2.32,2.97,149.64000000000001,84.34,57.65,31.98,13.38,7.19,3.11,0.3,356.78000000000003,23.91,24.240000000000002,24.44,24.560000000000002,24.62,24.64,24.61,24.580000000000002,24.43,N/A,N/A -2012,4,6,1,30,100980,99830,98710,83.09,0,2,1.6,1.25,0.89,0.76,0.74,0.93,1.27,2.0300000000000002,167.93,157.62,147.64000000000001,131.22,106.54,71.42,51.42,33.79,21.47,24.28,24.830000000000002,25.05,25.07,25.060000000000002,25.04,25.02,25.01,24.91,N/A,N/A -2012,4,6,2,30,101030,99880,98760,88.55,0,2.5300000000000002,1.6600000000000001,0.99,0.33,0.33,0.78,1.28,1.79,2.59,194.83,193.3,175.48,144.34,122.22,62.64,31.26,28.1,25.86,23.69,24.13,24.45,24.84,25.1,25.28,25.34,25.35,25.19,N/A,N/A -2012,4,6,3,30,101080,99920,98800,90.87,0,1.41,0.67,0.5,0.7000000000000001,1.02,1.56,2.08,2.58,3.38,218.46,246.67000000000002,267.68,328.39,5.51,12.98,17.23,19.34,21.51,23.53,23.93,24.16,24.330000000000002,24.46,24.57,24.63,24.66,24.560000000000002,N/A,N/A -2012,4,6,4,30,101120,99960,98840,91.77,0,1.07,1.79,2.11,2.49,2.83,3.16,3.42,3.65,4.05,334.8,350.1,359.35,3.36,6.11,7.61,8.67,9.49,12.700000000000001,23.66,24.13,24.36,24.5,24.57,24.61,24.560000000000002,24.47,24.25,N/A,N/A -2012,4,6,5,30,101140,99980,98850,93.07000000000001,0,1.9000000000000001,2.19,2.32,2.46,2.62,2.7800000000000002,2.96,3.13,3.48,305.78000000000003,318.87,327.17,334.84000000000003,340.75,345.49,349.25,352.46,357.93,23.22,23.59,23.84,24.05,24.18,24.26,24.26,24.23,24.060000000000002,N/A,N/A -2012,4,6,6,30,101220,100050,98920,72.61,0,5.04,5.39,5.42,5.36,5.26,5.16,5.08,5.01,5.09,15.9,15.63,15.610000000000001,15.82,16.35,17.13,18.23,19.36,24.28,23.93,23.81,23.72,23.61,23.5,23.37,23.22,23.06,22.77,N/A,N/A -2012,4,6,7,30,101240,100080,98950,75.53,0,5.34,5.76,5.84,5.88,5.96,6.05,6.37,6.75,7.88,43.81,44.34,44.660000000000004,45.07,45.59,46.19,47.69,49.42,52.86,23.22,22.96,22.81,22.63,22.46,22.3,22.17,22.07,22.21,N/A,N/A -2012,4,6,8,30,101270,100100,98960,74.43,0,7.3500000000000005,7.99,8.13,8.19,8.22,8.24,8.25,8.26,8.31,56.38,56.53,56.63,56.74,56.83,56.93,57.050000000000004,57.17,57.52,23.11,22.830000000000002,22.67,22.490000000000002,22.3,22.13,21.94,21.77,21.43,N/A,N/A -2012,4,6,9,30,101290,100120,98980,67.87,0,7.640000000000001,8.290000000000001,8.41,8.47,8.49,8.51,8.52,8.540000000000001,8.74,58.14,58.33,58.44,58.57,58.71,58.86,59.06,59.27,60.28,23.04,22.76,22.61,22.42,22.240000000000002,22.07,21.89,21.73,21.47,N/A,N/A -2012,4,6,10,30,101310,100140,99010,70.81,0,6.91,7.49,7.61,7.66,7.69,7.7,7.72,7.72,7.76,65.31,65.56,65.71000000000001,65.87,66.02,66.18,66.36,66.54,67.02,22.830000000000002,22.53,22.37,22.18,22,21.82,21.63,21.46,21.11,N/A,N/A -2012,4,6,11,30,101340,100170,99030,71.2,0,6.83,7.390000000000001,7.51,7.5600000000000005,7.59,7.61,7.61,7.61,7.61,66.12,66.36,66.51,66.66,66.8,66.94,67.1,67.25,67.62,22.73,22.42,22.25,22.06,21.87,21.68,21.490000000000002,21.32,20.94,N/A,N/A -2012,4,6,12,30,101390,100210,99070,70.96000000000001,0,7.46,8.09,8.22,8.290000000000001,8.32,8.34,8.35,8.35,8.34,71.55,71.64,71.7,71.76,71.82000000000001,71.87,71.93,71.98,72.12,22.6,22.28,22.11,21.91,21.72,21.54,21.35,21.17,20.79,N/A,N/A -2012,4,6,13,30,101420,100250,99110,71.4,0,7.63,8.26,8.4,8.46,8.5,8.52,8.53,8.53,8.540000000000001,72.56,72.81,72.95,73.09,73.23,73.35000000000001,73.5,73.64,74,22.41,22.080000000000002,21.900000000000002,21.71,21.52,21.34,21.14,20.96,20.59,N/A,N/A -2012,4,6,14,30,101500,100320,99180,72.44,0,6.78,7.32,7.44,7.49,7.5200000000000005,7.54,7.55,7.55,7.55,78.55,78.72,78.85000000000001,78.96000000000001,79.08,79.19,79.32000000000001,79.44,79.75,22.5,22.18,22,21.81,21.62,21.43,21.240000000000002,21.06,20.68,N/A,N/A -2012,4,6,15,30,101540,100370,99230,73.26,0,6.79,7.34,7.46,7.53,7.5600000000000005,7.58,7.59,7.6000000000000005,7.6000000000000005,80.58,80.73,80.83,80.93,81.03,81.13,81.24,81.34,81.58,22.53,22.19,22.02,21.830000000000002,21.63,21.45,21.25,21.07,20.69,N/A,N/A -2012,4,6,16,30,101560,100380,99240,73.52,0,6.82,7.36,7.48,7.54,7.57,7.59,7.59,7.6000000000000005,7.58,80.36,80.57000000000001,80.69,80.82000000000001,80.94,81.05,81.17,81.28,81.54,22.46,22.12,21.94,21.75,21.55,21.37,21.17,20.990000000000002,20.61,N/A,N/A -2012,4,6,17,30,101580,100400,99260,70.89,0,6.32,6.8,6.9,6.94,6.97,6.98,6.98,6.98,6.96,86.15,86.42,86.56,86.72,86.87,87.01,87.17,87.32000000000001,87.66,22.48,22.14,21.97,21.77,21.580000000000002,21.39,21.2,21.01,20.63,N/A,N/A -2012,4,6,18,30,101590,100410,99270,70.29,0,6.2,6.67,6.76,6.8,6.82,6.83,6.83,6.83,6.8100000000000005,90.93,91.21000000000001,91.38,91.56,91.72,91.88,92.05,92.2,92.55,22.52,22.19,22.01,21.82,21.62,21.44,21.240000000000002,21.06,20.68,N/A,N/A 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-2012,4,6,23,30,101530,100360,99220,72.12,0,4.69,4.99,5.04,5.04,5.04,5.0200000000000005,5,4.97,4.9,128.74,128.8,128.83,128.87,128.89000000000001,128.91,128.92000000000002,128.93,128.92000000000002,22.73,22.42,22.25,22.06,21.88,21.69,21.5,21.330000000000002,20.96,N/A,N/A -2012,4,7,0,30,101550,100370,99240,68.79,0,4.2700000000000005,4.55,4.59,4.6000000000000005,4.6000000000000005,4.59,4.57,4.5600000000000005,4.51,128.84,128.79,128.77,128.75,128.7,128.66,128.58,128.51,128.13,22.82,22.53,22.36,22.17,21.990000000000002,21.81,21.62,21.45,21.11,N/A,N/A -2012,4,7,1,30,101550,100370,99230,70.93,0,4.32,4.6000000000000005,4.64,4.64,4.64,4.64,4.62,4.61,4.58,129.84,129.79,129.76,129.7,129.64000000000001,129.57,129.45,129.34,128.81,22.72,22.41,22.240000000000002,22.05,21.87,21.69,21.5,21.32,20.98,N/A,N/A -2012,4,7,2,30,101590,100410,99270,70.02,0,4.24,4.51,4.55,4.5600000000000005,4.5600000000000005,4.55,4.54,4.53,4.51,129.82,129.71,129.59,129.46,129.31,129.16,128.94,128.74,127.9,22.78,22.48,22.31,22.12,21.93,21.75,21.57,21.39,21.05,N/A,N/A -2012,4,7,3,30,101610,100440,99300,66.21000000000001,0,4.14,4.43,4.49,4.51,4.53,4.54,4.5600000000000005,4.58,4.68,120.86,120.74000000000001,120.65,120.54,120.41,120.28,120.08,119.9,119.16,22.92,22.63,22.47,22.28,22.09,21.92,21.73,21.56,21.22,N/A,N/A -2012,4,7,4,30,101660,100490,99350,65.86,0,4.17,4.48,4.54,4.57,4.58,4.6000000000000005,4.61,4.62,4.66,127.25,127.2,127.10000000000001,126.99000000000001,126.89,126.79,126.66,126.54,126.16,22.94,22.66,22.490000000000002,22.3,22.11,21.93,21.740000000000002,21.56,21.19,N/A,N/A -2012,4,7,5,30,101660,100490,99350,64.92,0,4.08,4.39,4.44,4.47,4.49,4.51,4.5200000000000005,4.54,4.59,119.77,119.75,119.73,119.71000000000001,119.66,119.61,119.53,119.45,119.22,22.95,22.66,22.490000000000002,22.3,22.12,21.93,21.740000000000002,21.57,21.2,N/A,N/A -2012,4,7,6,30,101720,100540,99400,65.05,0,4.39,4.72,4.78,4.82,4.84,4.86,4.87,4.88,4.91,122.25,122.22,122.2,122.17,122.14,122.11,122.07000000000001,122.03,121.92,22.990000000000002,22.7,22.53,22.34,22.150000000000002,21.96,21.77,21.59,21.21,N/A,N/A -2012,4,7,7,30,101760,100580,99440,65.43,0,4.3500000000000005,4.67,4.73,4.76,4.78,4.79,4.8,4.8100000000000005,4.83,119.84,119.88,119.89,119.89,119.89,119.88,119.88,119.87,119.82000000000001,23.03,22.740000000000002,22.57,22.38,22.19,22.01,21.81,21.63,21.25,N/A,N/A -2012,4,7,8,30,101770,100590,99450,66.02,0,4.14,4.44,4.5,4.53,4.54,4.5600000000000005,4.57,4.58,4.61,114.18,114.24000000000001,114.27,114.31,114.33,114.36,114.4,114.44,114.54,22.96,22.66,22.490000000000002,22.3,22.11,21.93,21.73,21.56,21.18,N/A,N/A -2012,4,7,9,30,101800,100620,99480,66.28,0,4.25,4.57,4.63,4.67,4.69,4.71,4.72,4.73,4.76,115.94,116.07000000000001,116.13,116.2,116.27,116.34,116.41,116.49000000000001,116.67,22.97,22.67,22.5,22.31,22.12,21.93,21.740000000000002,21.56,21.18,N/A,N/A -2012,4,7,10,30,101810,100630,99490,67.24,0,4.78,5.14,5.21,5.24,5.2700000000000005,5.28,5.29,5.3,5.32,106.60000000000001,106.75,106.82000000000001,106.89,106.96000000000001,107.02,107.08,107.14,107.29,22.92,22.62,22.45,22.26,22.07,21.88,21.68,21.5,21.12,N/A,N/A -2012,4,7,11,30,101850,100670,99530,68.11,0,5.29,5.71,5.8,5.8500000000000005,5.88,5.9,5.92,5.93,5.95,111.16,111.17,111.21000000000001,111.24000000000001,111.27,111.29,111.32000000000001,111.34,111.39,22.88,22.57,22.400000000000002,22.21,22.02,21.830000000000002,21.63,21.45,21.06,N/A,N/A -2012,4,7,12,30,101870,100690,99550,67.82000000000001,0,5.18,5.57,5.65,5.69,5.71,5.73,5.73,5.74,5.74,99.75,99.94,100.07000000000001,100.2,100.31,100.42,100.54,100.66,100.9,22.830000000000002,22.51,22.34,22.150000000000002,21.96,21.77,21.57,21.39,21,N/A,N/A -2012,4,7,13,30,101900,100730,99580,69.88,0,5.26,5.66,5.73,5.7700000000000005,5.8,5.8100000000000005,5.82,5.82,5.82,101.33,101.52,101.60000000000001,101.68,101.76,101.84,101.91,101.99000000000001,102.16,22.7,22.37,22.2,22.01,21.82,21.63,21.43,21.25,20.86,N/A,N/A -2012,4,7,14,30,101960,100780,99630,70.96000000000001,0,5.12,5.51,5.59,5.64,5.67,5.69,5.7,5.72,5.74,102.09,102.06,102.06,102.04,102.03,102.03,102.02,102,102,22.73,22.400000000000002,22.23,22.04,21.85,21.66,21.46,21.28,20.89,N/A,N/A -2012,4,7,15,30,101990,100810,99670,73.52,0,5.38,5.8,5.88,5.93,5.95,5.97,5.98,5.99,5.99,96.49000000000001,96.63,96.73,96.81,96.9,96.97,97.06,97.13,97.3,22.740000000000002,22.42,22.240000000000002,22.04,21.85,21.67,21.47,21.29,20.900000000000002,N/A,N/A -2012,4,7,16,30,102010,100830,99690,77.95,0,5.46,5.87,5.96,6.01,6.05,6.07,6.09,6.1000000000000005,6.11,99.63,99.84,99.96000000000001,100.08,100.2,100.31,100.43,100.53,100.78,22.67,22.330000000000002,22.16,21.96,21.77,21.580000000000002,21.38,21.2,20.81,N/A,N/A -2012,4,7,17,30,102030,100850,99710,77.41,0,5.47,5.87,5.95,5.99,6.0200000000000005,6.03,6.04,6.05,6.05,105.04,105.21000000000001,105.33,105.46000000000001,105.57000000000001,105.68,105.79,105.89,106.11,22.81,22.47,22.3,22.1,21.91,21.72,21.52,21.34,20.95,N/A,N/A -2012,4,7,18,30,102030,100860,99710,76.86,0,5,5.36,5.44,5.49,5.5200000000000005,5.55,5.57,5.58,5.6000000000000005,105.22,105.38,105.48,105.58,105.66,105.73,105.81,105.88,106.03,22.87,22.54,22.36,22.16,21.97,21.79,21.59,21.400000000000002,21.02,N/A,N/A -2012,4,7,19,30,102060,100880,99730,75.56,0,4.61,4.94,5.01,5.05,5.08,5.11,5.12,5.14,5.15,116.26,116.37,116.43,116.48,116.54,116.58,116.64,116.68,116.8,23.01,22.68,22.5,22.3,22.11,21.92,21.72,21.54,21.150000000000002,N/A,N/A -2012,4,7,20,30,102040,100860,99720,76.4,0,5.04,5.41,5.49,5.54,5.57,5.59,5.61,5.62,5.63,118.91,119.04,119.09,119.14,119.19,119.24000000000001,119.3,119.36,119.47,23.03,22.69,22.52,22.32,22.13,21.94,21.740000000000002,21.56,21.17,N/A,N/A -2012,4,7,21,30,102030,100860,99720,78,0,5.17,5.5600000000000005,5.65,5.69,5.72,5.74,5.75,5.76,5.7700000000000005,125.07000000000001,125.09,125.13000000000001,125.2,125.26,125.32000000000001,125.4,125.47,125.62,22.990000000000002,22.67,22.490000000000002,22.3,22.11,21.92,21.72,21.54,21.150000000000002,N/A,N/A -2012,4,7,22,30,102010,100840,99700,74.92,0,4.9,5.3,5.39,5.44,5.48,5.51,5.53,5.55,5.58,130.58,130.62,130.63,130.64000000000001,130.65,130.65,130.66,130.68,130.69,23.02,22.71,22.54,22.35,22.16,21.97,21.77,21.59,21.2,N/A,N/A -2012,4,7,23,30,102020,100840,99700,78.19,0,5.7700000000000005,6.24,6.33,6.37,6.390000000000001,6.4,6.390000000000001,6.38,6.3500000000000005,134.09,134.2,134.21,134.21,134.21,134.2,134.19,134.17000000000002,134.14000000000001,22.84,22.52,22.35,22.150000000000002,21.96,21.77,21.57,21.39,21,N/A,N/A -2012,4,8,0,30,102020,100840,99700,77.04,0,5.62,6.05,6.140000000000001,6.18,6.2,6.2,6.2,6.2,6.17,136.48,136.49,136.49,136.48,136.47,136.45,136.44,136.44,136.41,22.75,22.43,22.26,22.06,21.87,21.68,21.48,21.3,20.91,N/A,N/A -2012,4,8,1,30,102040,100860,99710,79.92,0,5.7,6.17,6.2700000000000005,6.33,6.36,6.38,6.390000000000001,6.4,6.4,132.58,132.58,132.59,132.58,132.58,132.57,132.56,132.54,132.52,22.61,22.28,22.1,21.900000000000002,21.71,21.52,21.32,21.14,20.75,N/A,N/A -2012,4,8,2,30,102070,100890,99750,80.07000000000001,0,5.68,6.13,6.23,6.29,6.33,6.36,6.38,6.390000000000001,6.41,132.53,132.54,132.5,132.48,132.45,132.43,132.41,132.39000000000001,132.35,22.56,22.22,22.05,21.85,21.66,21.47,21.27,21.09,20.7,N/A,N/A -2012,4,8,3,30,102090,100910,99760,78.85000000000001,0,5.39,5.8,5.89,5.94,5.97,5.99,6.01,6.0200000000000005,6.04,128.9,128.88,128.87,128.86,128.86,128.86,128.87,128.87,128.88,22.55,22.21,22.04,21.84,21.650000000000002,21.46,21.26,21.080000000000002,20.7,N/A,N/A -2012,4,8,4,30,102120,100940,99790,80.07000000000001,0,5.5200000000000005,5.94,6.04,6.09,6.12,6.140000000000001,6.15,6.16,6.16,125.87,125.75,125.7,125.65,125.61,125.57000000000001,125.52,125.48,125.39,22.490000000000002,22.150000000000002,21.97,21.78,21.580000000000002,21.39,21.2,21.01,20.63,N/A,N/A -2012,4,8,5,30,102130,100950,99810,75.47,0,4.45,4.79,4.87,4.93,4.97,5.01,5.04,5.07,5.13,130.45,130.55,130.62,130.68,130.71,130.74,130.77,130.79,130.79,22.62,22.3,22.13,21.93,21.75,21.56,21.37,21.19,20.81,N/A,N/A -2012,4,8,6,30,102180,101000,99850,74.4,0,4.62,4.97,5.05,5.1000000000000005,5.13,5.15,5.17,5.19,5.21,129.12,129.24,129.22,129.21,129.2,129.19,129.18,129.17000000000002,129.14000000000001,22.64,22.3,22.13,21.93,21.740000000000002,21.55,21.35,21.17,20.78,N/A,N/A 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-2012,4,8,10,30,102270,101090,99940,72.46000000000001,0,2.98,3.16,3.21,3.23,3.2600000000000002,3.2800000000000002,3.29,3.31,3.33,113.94,114.13,114.23,114.31,114.36,114.41,114.45,114.49000000000001,114.54,22.59,22.26,22.09,21.89,21.7,21.51,21.31,21.13,20.740000000000002,N/A,N/A -2012,4,8,11,30,102300,101120,99970,73.63,0,2.67,2.79,2.81,2.82,2.82,2.82,2.81,2.81,2.8000000000000003,99.42,98.89,98.62,98.35000000000001,98.11,97.87,97.64,97.44,97.01,22.54,22.21,22.04,21.84,21.650000000000002,21.46,21.26,21.07,20.68,N/A,N/A -2012,4,8,12,30,102320,101140,99990,75.73,0,2.11,2.22,2.25,2.27,2.2800000000000002,2.29,2.31,2.32,2.34,61.44,61.480000000000004,61.58,61.68,61.79,61.9,62.01,62.120000000000005,62.38,22.490000000000002,22.150000000000002,21.98,21.78,21.59,21.400000000000002,21.2,21.02,20.63,N/A,N/A 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-2012,4,8,17,30,102360,101180,100030,79.03,0,3.61,3.8200000000000003,3.87,3.89,3.91,3.92,3.93,3.94,3.95,101.08,101.17,101.19,101.17,101.12,101.06,100.97,100.89,100.69,22.580000000000002,22.22,22.04,21.84,21.64,21.45,21.25,21.07,20.67,N/A,N/A -2012,4,8,18,30,102350,101170,100020,78.33,0,3.69,3.88,3.91,3.93,3.94,3.94,3.94,3.94,3.94,114.57000000000001,113.94,113.55,113.17,112.83,112.51,112.2,111.92,111.33,22.61,22.25,22.07,21.87,21.67,21.48,21.28,21.1,20.71,N/A,N/A -2012,4,8,19,30,102330,101140,100000,78.35000000000001,0,3.9,4.13,4.17,4.2,4.21,4.22,4.23,4.23,4.23,123.87,124.3,124.52,124.74000000000001,124.94,125.14,125.33,125.51,125.9,22.69,22.330000000000002,22.150000000000002,21.94,21.75,21.56,21.36,21.18,20.79,N/A,N/A -2012,4,8,20,30,102270,101090,99940,76.69,0,4.07,4.32,4.37,4.39,4.41,4.42,4.43,4.44,4.45,137.94,137.95000000000002,137.93,137.92000000000002,137.93,137.94,137.95000000000002,137.97,137.99,22.69,22.330000000000002,22.150000000000002,21.96,21.76,21.580000000000002,21.38,21.2,20.81,N/A,N/A -2012,4,8,21,30,102240,101060,99920,78.64,0,4.29,4.54,4.59,4.61,4.62,4.62,4.62,4.61,4.59,147.36,147.42000000000002,147.46,147.52,147.57,147.62,147.67000000000002,147.72,147.83,22.71,22.36,22.18,21.98,21.79,21.6,21.400000000000002,21.21,20.82,N/A,N/A -2012,4,8,22,30,102220,101030,99890,73.68,0,3.41,3.6,3.64,3.67,3.68,3.69,3.69,3.7,3.7,156.16,156.13,156.09,156.07,156.06,156.05,156.03,156.02,155.99,22.76,22.42,22.25,22.05,21.86,21.67,21.47,21.29,20.900000000000002,N/A,N/A 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-2012,4,9,2,30,102180,101000,99850,79.18,0,3.56,3.74,3.7600000000000002,3.77,3.7600000000000002,3.75,3.74,3.73,3.7,177.17000000000002,177.08,177.11,177.12,177.13,177.13,177.12,177.1,177.05,22.42,22.080000000000002,21.91,21.71,21.52,21.330000000000002,21.14,20.96,20.57,N/A,N/A -2012,4,9,3,30,102180,101000,99850,77.61,0,3.61,3.8000000000000003,3.83,3.83,3.83,3.83,3.8200000000000003,3.81,3.79,174.88,174.92000000000002,174.92000000000002,174.92000000000002,174.92000000000002,174.92000000000002,174.92000000000002,174.91,174.87,22.44,22.1,21.93,21.73,21.54,21.35,21.150000000000002,20.97,20.59,N/A,N/A -2012,4,9,4,30,102140,100960,99810,76.8,0,3.35,3.52,3.5500000000000003,3.56,3.5700000000000003,3.5700000000000003,3.56,3.56,3.5500000000000003,181.75,181.69,181.64000000000001,181.58,181.53,181.48,181.42000000000002,181.36,181.18,22.41,22.080000000000002,21.900000000000002,21.7,21.51,21.32,21.13,20.94,20.56,N/A,N/A 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-2012,4,9,9,30,102090,100910,99760,78.74,0,2.73,2.84,2.86,2.86,2.85,2.85,2.84,2.83,2.8000000000000003,230.71,230.6,230.52,230.41,230.3,230.19,230.05,229.91,229.51,22.29,21.95,21.78,21.580000000000002,21.39,21.2,21.01,20.82,20.44,N/A,N/A -2012,4,9,10,30,102100,100920,99780,77.96000000000001,0,2.43,2.52,2.54,2.5300000000000002,2.5300000000000002,2.52,2.5100000000000002,2.5100000000000002,2.48,240.95000000000002,240.82,240.69,240.55,240.41,240.27,240.11,239.95000000000002,239.54,22.32,21.990000000000002,21.81,21.61,21.42,21.240000000000002,21.04,20.86,20.47,N/A,N/A -2012,4,9,11,30,102150,100960,99820,78.11,0,2.2,2.29,2.31,2.31,2.31,2.31,2.3000000000000003,2.3000000000000003,2.29,282.59000000000003,282.84000000000003,282.89,282.96,283.04,283.12,283.2,283.27,283.47,22.32,21.990000000000002,21.81,21.61,21.42,21.23,21.03,20.85,20.46,N/A,N/A 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-2012,4,10,3,30,101860,100680,99540,80.52,0,3.2600000000000002,3.4,3.42,3.41,3.39,3.37,3.34,3.3200000000000003,3.22,203.17000000000002,203.06,203,202.9,202.78,202.65,202.43,202.20000000000002,200.75,22.7,22.39,22.22,22.02,21.84,21.66,21.47,21.3,20.990000000000002,N/A,N/A -2012,4,10,4,30,101860,100690,99540,81.13,0,3.1,3.24,3.2600000000000002,3.2600000000000002,3.25,3.24,3.22,3.2,3.16,207.33,207.37,207.3,207.21,207.13,207.03,206.89000000000001,206.74,206.08,22.63,22.32,22.150000000000002,21.95,21.76,21.580000000000002,21.39,21.21,20.86,N/A,N/A -2012,4,10,5,30,101840,100660,99520,82.46000000000001,0,2.71,2.81,2.82,2.8000000000000003,2.79,2.77,2.75,2.72,2.6,210.92000000000002,210.72,210.59,210.4,210.16,209.9,209.44,208.98000000000002,205.26,22.51,22.19,22.03,21.84,21.650000000000002,21.48,21.3,21.14,20.92,N/A,N/A -2012,4,10,6,30,101890,100710,99570,80.87,0,1.75,1.79,1.79,1.78,1.76,1.74,1.72,1.69,1.61,223.88,223.92000000000002,223.9,223.87,223.81,223.74,223.61,223.46,222.37,22.52,22.2,22.03,21.830000000000002,21.650000000000002,21.47,21.27,21.1,20.75,N/A,N/A -2012,4,10,7,30,101920,100740,99600,79.48,0,1.62,1.67,1.67,1.6600000000000001,1.6400000000000001,1.6300000000000001,1.62,1.6,1.54,241.71,242.14000000000001,242.27,242.42000000000002,242.56,242.70000000000002,242.83,242.95000000000002,242.99,22.55,22.23,22.06,21.87,21.68,21.5,21.31,21.13,20.78,N/A,N/A -2012,4,10,8,30,101910,100730,99590,78.82000000000001,0,1.3800000000000001,1.42,1.42,1.41,1.4000000000000001,1.3900000000000001,1.37,1.36,1.33,259.8,259.9,259.97,260.03000000000003,260.07,260.07,260.09000000000003,260.12,260.07,22.54,22.22,22.05,21.86,21.67,21.490000000000002,21.29,21.12,20.740000000000002,N/A,N/A -2012,4,10,9,30,101920,100750,99600,79.24,0,1.3800000000000001,1.42,1.42,1.41,1.4000000000000001,1.3900000000000001,1.3900000000000001,1.37,1.35,295.22,295.6,295.91,296.23,296.55,296.85,297.17,297.46,298.26,22.490000000000002,22.17,22,21.8,21.61,21.43,21.23,21.05,20.67,N/A,N/A -2012,4,10,10,30,101950,100770,99630,77.73,0,1.27,1.32,1.32,1.32,1.33,1.33,1.32,1.32,1.32,292.85,293.49,293.93,294.37,294.81,295.24,295.7,296.12,297.21,22.53,22.21,22.04,21.84,21.650000000000002,21.47,21.27,21.09,20.71,N/A,N/A -2012,4,10,11,30,101970,100790,99650,81.7,0,1.19,1.18,1.16,1.1300000000000001,1.1,1.08,1.05,1.03,0.98,296.01,294.96,294.15000000000003,293.32,292.54,291.8,291.04,290.34000000000003,288.73,22.36,22.04,21.86,21.67,21.48,21.29,21.09,20.91,20.53,N/A,N/A -2012,4,10,12,30,102010,100830,99680,84.9,0,1.3900000000000001,1.37,1.32,1.27,1.23,1.18,1.1300000000000001,1.09,0.99,300.7,300.28000000000003,299.92,299.5,299.02,298.54,297.88,297.25,295.32,22.1,21.76,21.59,21.39,21.2,21.02,20.82,20.64,20.25,N/A,N/A -2012,4,10,13,30,102040,100860,99710,86.24,0,1.59,1.58,1.54,1.5,1.46,1.42,1.3800000000000001,1.34,1.25,306.02,306.65000000000003,306.93,307.21,307.52,307.83,308.15000000000003,308.43,309.18,21.97,21.63,21.45,21.25,21.06,20.87,20.67,20.490000000000002,20.11,N/A,N/A -2012,4,10,14,30,102060,100880,99740,86.34,0,1.44,1.4000000000000001,1.35,1.29,1.25,1.2,1.1400000000000001,1.1,0.99,303.13,303.82,304.22,304.62,305.04,305.45,305.90000000000003,306.29,307.31,21.900000000000002,21.56,21.38,21.18,20.990000000000002,20.8,20.6,20.42,20.04,N/A,N/A -2012,4,10,15,30,102060,100880,99740,86.60000000000001,0,1.48,1.47,1.43,1.3900000000000001,1.35,1.32,1.27,1.23,1.1400000000000001,302.67,304.28000000000003,305.24,306.25,307.28000000000003,308.3,309.49,310.59000000000003,313.43,21.84,21.490000000000002,21.31,21.11,20.92,20.73,20.53,20.35,19.96,N/A,N/A -2012,4,10,16,30,102050,100870,99720,86.4,0,0.87,0.87,0.86,0.85,0.8300000000000001,0.81,0.78,0.76,0.7000000000000001,307.01,308.52,309.57,310.64,311.7,312.74,314.05,315.3,319.14,21.91,21.55,21.37,21.17,20.97,20.79,20.59,20.41,20.02,N/A,N/A -2012,4,10,17,30,102040,100860,99720,84.8,0,0.67,0.67,0.65,0.63,0.62,0.6,0.58,0.56,0.52,307.08,307.62,308.07,308.57,309.05,309.53000000000003,310.09000000000003,310.6,312.31,22.09,21.72,21.54,21.34,21.150000000000002,20.96,20.76,20.580000000000002,20.2,N/A,N/A -2012,4,10,18,30,102010,100830,99690,82.32000000000001,0,0.86,0.87,0.87,0.86,0.85,0.85,0.85,0.85,0.85,179.17000000000002,177.20000000000002,175.96,174.64000000000001,173.3,171.95000000000002,170.44,169.02,165.36,22.31,21.94,21.76,21.56,21.37,21.18,20.990000000000002,20.81,20.43,N/A,N/A -2012,4,10,19,30,101990,100810,99670,80.61,0,1.6400000000000001,1.71,1.72,1.74,1.75,1.75,1.77,1.78,1.8,160.39000000000001,159.56,159.05,158.56,158.09,157.65,157.16,156.70000000000002,155.64000000000001,22.53,22.16,21.98,21.78,21.59,21.41,21.21,21.03,20.650000000000002,N/A,N/A -2012,4,10,20,30,101950,100770,99630,80.44,0,1.97,2.09,2.12,2.15,2.18,2.2,2.23,2.25,2.31,144.38,143.94,143.61,143.3,143.02,142.78,142.54,142.32,141.9,22.75,22.38,22.2,22,21.81,21.62,21.43,21.25,20.87,N/A,N/A -2012,4,10,21,30,101900,100720,99580,72.64,0,2.69,2.82,2.84,2.86,2.86,2.87,2.87,2.88,2.89,161.14000000000001,161.08,160.96,160.86,160.78,160.72,160.65,160.58,160.47,23.11,22.76,22.580000000000002,22.39,22.19,22.01,21.81,21.63,21.25,N/A,N/A -2012,4,10,22,30,101870,100690,99550,71.9,0,3.7,3.9,3.94,3.95,3.96,3.96,3.96,3.95,3.94,168.63,168.55,168.54,168.53,168.52,168.52,168.52,168.52,168.52,23.17,22.84,22.67,22.47,22.28,22.09,21.900000000000002,21.72,21.330000000000002,N/A,N/A -2012,4,10,23,30,101840,100670,99530,71.91,0,3.16,3.34,3.36,3.37,3.38,3.38,3.38,3.37,3.36,161.42000000000002,161.43,161.43,161.42000000000002,161.42000000000002,161.41,161.41,161.41,161.42000000000002,23.09,22.77,22.61,22.41,22.22,22.03,21.84,21.66,21.27,N/A,N/A -2012,4,11,0,30,101810,100640,99500,72.24,0,3.43,3.63,3.66,3.67,3.68,3.68,3.67,3.67,3.66,163.41,163.31,163.26,163.22,163.17000000000002,163.14000000000001,163.09,163.05,162.95000000000002,22.990000000000002,22.68,22.51,22.32,22.13,21.94,21.75,21.57,21.18,N/A,N/A -2012,4,11,1,30,101830,100660,99520,74.03,0,3.9,4.14,4.18,4.2,4.2,4.2,4.2,4.2,4.18,167.21,167.18,167.12,167.07,167.04,167,166.97,166.94,166.88,22.900000000000002,22.580000000000002,22.41,22.21,22.02,21.84,21.64,21.46,21.07,N/A,N/A -2012,4,11,2,30,101840,100660,99520,74.82000000000001,0,4.18,4.44,4.49,4.5,4.51,4.51,4.51,4.5,4.49,170,169.96,169.94,169.93,169.91,169.9,169.9,169.89000000000001,169.89000000000001,22.82,22.5,22.32,22.13,21.94,21.75,21.56,21.38,21,N/A,N/A -2012,4,11,3,30,101840,100660,99520,75.42,0,4.75,5.07,5.12,5.15,5.16,5.17,5.17,5.17,5.15,167.13,167.12,167.11,167.11,167.1,167.1,167.09,167.07,167.07,22.77,22.44,22.27,22.080000000000002,21.89,21.7,21.5,21.32,20.94,N/A,N/A -2012,4,11,4,30,101820,100650,99510,75.55,0,4.72,5.03,5.09,5.11,5.12,5.13,5.12,5.12,5.1000000000000005,176.14000000000001,176.17000000000002,176.17000000000002,176.18,176.19,176.19,176.20000000000002,176.22,176.26,22.740000000000002,22.41,22.240000000000002,22.04,21.86,21.67,21.47,21.29,20.91,N/A,N/A -2012,4,11,5,30,101840,100660,99520,75.04,0,4.65,4.96,5.0200000000000005,5.04,5.05,5.0600000000000005,5.0600000000000005,5.0600000000000005,5.05,183.37,183.41,183.39000000000001,183.39000000000001,183.39000000000001,183.4,183.41,183.42000000000002,183.46,22.75,22.42,22.25,22.05,21.86,21.68,21.48,21.3,20.92,N/A,N/A -2012,4,11,6,30,101870,100700,99560,76.59,0,4.66,4.95,5.01,5.04,5.0600000000000005,5.0600000000000005,5.07,5.07,5.0600000000000005,187.05,187.05,187.05,187.06,187.06,187.05,187.05,187.05,187.06,22.73,22.39,22.21,22.01,21.82,21.63,21.44,21.25,20.87,N/A,N/A -2012,4,11,7,30,101900,100720,99580,78.19,0,4.74,5.05,5.11,5.14,5.16,5.17,5.17,5.17,5.17,188.93,189,189,189.01,189.01,189.01,189.01,189.02,189.02,22.69,22.34,22.16,21.96,21.77,21.580000000000002,21.38,21.2,20.81,N/A,N/A -2012,4,11,8,30,101900,100720,99580,79.56,0,4.19,4.43,4.49,4.51,4.5200000000000005,4.53,4.53,4.53,4.53,196.86,196.85,196.86,196.88,196.88,196.89000000000001,196.89000000000001,196.9,196.92000000000002,22.63,22.28,22.1,21.900000000000002,21.71,21.52,21.32,21.14,20.75,N/A,N/A -2012,4,11,9,30,101910,100730,99590,80.63,0,4.1,4.34,4.39,4.41,4.42,4.43,4.43,4.43,4.43,204.78,204.85,204.88,204.9,204.92000000000002,204.93,204.95000000000002,204.97,205.01,22.580000000000002,22.23,22.05,21.85,21.66,21.47,21.27,21.09,20.7,N/A,N/A -2012,4,11,10,30,101920,100750,99600,80.51,0,3.17,3.33,3.37,3.38,3.38,3.39,3.39,3.39,3.38,206.16,206.14000000000001,206.13,206.12,206.1,206.08,206.07,206.05,206.01,22.57,22.22,22.04,21.85,21.650000000000002,21.47,21.27,21.080000000000002,20.7,N/A,N/A -2012,4,11,11,30,101950,100770,99630,82.21000000000001,0,2.82,2.96,2.98,3,3,3.0100000000000002,3.0100000000000002,3.0100000000000002,3.0100000000000002,201.76,201.75,201.74,201.72,201.71,201.70000000000002,201.68,201.67000000000002,201.66,22.490000000000002,22.14,21.97,21.77,21.57,21.39,21.19,21,20.62,N/A,N/A -2012,4,11,12,30,101960,100780,99640,82.98,0,2.81,2.94,2.96,2.97,2.97,2.98,2.97,2.97,2.97,202.16,202.14000000000001,202.12,202.09,202.08,202.06,202.04,202.02,201.97,22.44,22.1,21.92,21.72,21.53,21.34,21.14,20.96,20.57,N/A,N/A -2012,4,11,13,30,101970,100790,99650,83.72,0,2.22,2.32,2.34,2.34,2.35,2.35,2.35,2.35,2.35,193.07,193.01,192.98000000000002,192.93,192.88,192.83,192.78,192.73000000000002,192.6,22.400000000000002,22.06,21.88,21.68,21.490000000000002,21.3,21.1,20.92,20.53,N/A,N/A -2012,4,11,14,30,102000,100830,99680,84.52,0,2.69,2.81,2.83,2.84,2.84,2.84,2.84,2.84,2.84,189.83,189.77,189.73,189.69,189.65,189.61,189.56,189.53,189.43,22.41,22.06,21.89,21.68,21.490000000000002,21.3,21.1,20.92,20.53,N/A,N/A -2012,4,11,15,30,102020,100840,99700,85.11,0,2.32,2.41,2.42,2.42,2.43,2.42,2.42,2.42,2.41,173.47,173.21,173.09,172.97,172.85,172.73,172.61,172.5,172.27,22.44,22.080000000000002,21.900000000000002,21.7,21.51,21.32,21.12,20.94,20.55,N/A,N/A -2012,4,11,16,30,102020,100840,99700,83.19,0,2.45,2.49,2.46,2.42,2.38,2.34,2.31,2.27,2.2,147.47,148.57,149.16,149.79,150.42000000000002,151.05,151.76,152.41,154.02,22.54,22.18,22,21.79,21.6,21.41,21.21,21.03,20.64,N/A,N/A -2012,4,11,17,30,102010,100830,99680,83.45,0,2.39,2.48,2.49,2.49,2.49,2.49,2.48,2.48,2.47,174.35,173.83,173.52,173.22,172.92000000000002,172.63,172.34,172.07,171.46,22.61,22.240000000000002,22.06,21.86,21.67,21.48,21.28,21.1,20.71,N/A,N/A -2012,4,11,18,30,102000,100820,99680,84.26,0,2.72,2.84,2.86,2.87,2.88,2.88,2.88,2.88,2.88,167.01,166.68,166.5,166.33,166.16,165.99,165.81,165.65,165.26,22.7,22.330000000000002,22.150000000000002,21.94,21.75,21.56,21.36,21.18,20.79,N/A,N/A -2012,4,11,19,30,101980,100800,99660,82.4,0,3.34,3.49,3.5100000000000002,3.5100000000000002,3.5100000000000002,3.5100000000000002,3.5,3.49,3.48,158.43,158.51,158.55,158.58,158.61,158.65,158.69,158.71,158.8,22.85,22.48,22.3,22.09,21.900000000000002,21.71,21.52,21.330000000000002,20.95,N/A,N/A -2012,4,11,20,30,101940,100760,99620,82.83,0,3.47,3.63,3.66,3.67,3.67,3.67,3.66,3.66,3.64,163.88,164.02,164.05,164.08,164.11,164.14000000000001,164.18,164.21,164.32,22.91,22.54,22.36,22.16,21.97,21.78,21.580000000000002,21.400000000000002,21.02,N/A,N/A -2012,4,11,21,30,101910,100740,99600,84.02,0,4.14,4.38,4.42,4.44,4.45,4.46,4.46,4.46,4.45,167.78,167.79,167.79,167.79,167.8,167.8,167.8,167.81,167.83,22.94,22.57,22.39,22.19,22,21.81,21.61,21.43,21.04,N/A,N/A -2012,4,11,22,30,101860,100690,99550,81.60000000000001,0,4.5600000000000005,4.82,4.87,4.89,4.89,4.89,4.89,4.88,4.86,171.4,171.46,171.47,171.49,171.5,171.51,171.52,171.53,171.58,22.95,22.61,22.43,22.23,22.04,21.85,21.66,21.47,21.09,N/A,N/A -2012,4,11,23,30,101820,100640,99500,81.47,0,5.72,6.1000000000000005,6.18,6.2,6.22,6.22,6.22,6.21,6.19,172.9,172.8,172.71,172.62,172.54,172.46,172.38,172.29,172.1,22.89,22.55,22.37,22.17,21.98,21.79,21.6,21.42,21.04,N/A,N/A -2012,4,12,0,30,101800,100620,99480,82.42,0,5.8,6.21,6.29,6.32,6.33,6.33,6.32,6.3100000000000005,6.2700000000000005,171.18,171.08,171.07,171.07,171.07,171.07,171.08,171.1,171.13,22.830000000000002,22.48,22.3,22.1,21.91,21.72,21.53,21.35,20.96,N/A,N/A -2012,4,12,1,30,101770,100600,99460,77.69,0,5.91,6.32,6.41,6.43,6.44,6.43,6.41,6.390000000000001,6.3,165.29,165.41,165.47,165.53,165.59,165.66,165.74,165.82,166.08,22.98,22.650000000000002,22.48,22.28,22.09,21.900000000000002,21.7,21.52,21.13,N/A,N/A -2012,4,12,2,30,101790,100610,99480,78.22,0,5.23,5.64,5.74,5.8,5.8500000000000005,5.88,5.92,5.95,6.04,174.69,174.15,173.85,173.57,173.29,173.02,172.70000000000002,172.4,171.55,22.98,22.650000000000002,22.47,22.28,22.09,21.900000000000002,21.71,21.53,21.17,N/A,N/A -2012,4,12,3,30,101800,100620,99480,75.73,0,5.22,5.62,5.72,5.79,5.83,5.87,5.91,5.95,6.0600000000000005,167.13,167.04,166.98,166.91,166.84,166.78,166.71,166.65,166.49,23.11,22.79,22.62,22.43,22.240000000000002,22.06,21.87,21.7,21.35,N/A,N/A -2012,4,12,4,30,101790,100620,99480,78.89,0,5.45,5.83,5.91,5.94,5.95,5.94,5.93,5.92,5.87,168.05,168.09,168.11,168.12,168.13,168.15,168.16,168.16,168.17000000000002,22.98,22.64,22.46,22.26,22.07,21.88,21.68,21.5,21.11,N/A,N/A -2012,4,12,5,30,101780,100610,99470,79.48,0,5.64,6.05,6.140000000000001,6.18,6.21,6.23,6.24,6.25,6.26,167.18,167.27,167.29,167.3,167.32,167.32,167.33,167.33,167.35,22.88,22.54,22.36,22.16,21.97,21.79,21.59,21.41,21.03,N/A,N/A -2012,4,12,6,30,101800,100620,99480,80.19,0,5.24,5.62,5.69,5.72,5.74,5.75,5.75,5.75,5.74,167.39000000000001,167.43,167.47,167.51,167.55,167.59,167.64000000000001,167.68,167.79,22.88,22.53,22.35,22.150000000000002,21.96,21.77,21.57,21.39,21,N/A,N/A -2012,4,12,7,30,101800,100630,99490,83.24,0,5.14,5.47,5.54,5.58,5.6000000000000005,5.61,5.62,5.62,5.65,175.74,175.8,175.81,175.84,175.86,175.89000000000001,175.92000000000002,175.96,176.06,22.72,22.36,22.19,21.990000000000002,21.79,21.61,21.42,21.23,20.86,N/A,N/A -2012,4,12,8,30,101800,100630,99490,83.93,0,5.21,5.5600000000000005,5.64,5.68,5.7,5.71,5.72,5.72,5.72,170.21,170.23,170.27,170.3,170.33,170.35,170.37,170.39000000000001,170.43,22.72,22.37,22.19,21.990000000000002,21.8,21.61,21.41,21.23,20.85,N/A,N/A -2012,4,12,9,30,101810,100630,99490,84.06,0,4.23,4.49,4.54,4.57,4.59,4.6000000000000005,4.61,4.61,4.62,155.81,155.92000000000002,156,156.08,156.15,156.21,156.28,156.35,156.48,22.7,22.35,22.17,21.97,21.78,21.59,21.39,21.21,20.82,N/A,N/A -2012,4,12,10,30,101790,100620,99480,84.35000000000001,0,4.43,4.71,4.7700000000000005,4.79,4.82,4.83,4.83,4.84,4.84,127.42,127.73,127.85000000000001,127.97,128.09,128.2,128.31,128.42000000000002,128.65,22.69,22.330000000000002,22.150000000000002,21.95,21.76,21.57,21.37,21.18,20.79,N/A,N/A -2012,4,12,11,30,101800,100620,99480,85.83,0,5.68,6.12,6.22,6.2700000000000005,6.3100000000000005,6.33,6.34,6.36,6.37,134.51,134.65,134.65,134.65,134.66,134.66,134.66,134.66,134.67000000000002,22.7,22.330000000000002,22.150000000000002,21.94,21.75,21.56,21.36,21.17,20.78,N/A,N/A -2012,4,12,12,30,101830,100660,99520,84.57000000000001,0,5.67,6.13,6.25,6.32,6.37,6.41,6.43,6.45,6.48,141.74,142.07,142.28,142.46,142.62,142.77,142.91,143.03,143.29,22.63,22.27,22.080000000000002,21.88,21.68,21.5,21.29,21.11,20.72,N/A,N/A -2012,4,12,13,30,101850,100670,99530,82.74,0,5.32,5.72,5.82,5.87,5.92,5.96,5.99,6.01,6.07,138.81,138.73,138.66,138.57,138.5,138.43,138.36,138.29,138.17000000000002,22.6,22.240000000000002,22.06,21.86,21.67,21.490000000000002,21.29,21.11,20.740000000000002,N/A,N/A -2012,4,12,14,30,101850,100680,99530,83.33,0,6.0200000000000005,6.48,6.6000000000000005,6.66,6.71,6.74,6.7700000000000005,6.79,6.83,135.38,135.48,135.5,135.5,135.5,135.49,135.48,135.47,135.43,22.75,22.38,22.2,22,21.81,21.62,21.42,21.240000000000002,20.85,N/A,N/A -2012,4,12,15,30,101880,100710,99570,83.26,0,5.89,6.33,6.43,6.49,6.5200000000000005,6.55,6.5600000000000005,6.58,6.59,138.20000000000002,138.16,138.16,138.17000000000002,138.18,138.21,138.25,138.28,138.36,22.82,22.45,22.27,22.07,21.88,21.68,21.490000000000002,21.3,20.91,N/A,N/A 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-2012,4,14,0,30,101530,100360,99230,87.7,0,10.39,11.55,11.86,12.05,12.19,12.290000000000001,12.370000000000001,12.43,12.51,143.11,143.28,143.35,143.41,143.46,143.51,143.56,143.6,143.69,23.84,23.53,23.35,23.16,22.97,22.78,22.59,22.400000000000002,22.01,N/A,N/A -2012,4,14,1,30,101510,100340,99210,85.64,0,11.18,12.41,12.700000000000001,12.88,13.01,13.09,13.15,13.19,13.24,144.36,144.52,144.59,144.66,144.73,144.8,144.88,144.95000000000002,145.11,23.82,23.5,23.330000000000002,23.13,22.94,22.76,22.56,22.38,21.990000000000002,N/A,N/A -2012,4,14,2,30,101530,100370,99230,86.14,0,11.57,12.870000000000001,13.21,13.41,13.55,13.65,13.73,13.790000000000001,13.86,149.61,149.64000000000001,149.67000000000002,149.69,149.72,149.74,149.75,149.77,149.81,23.8,23.48,23.31,23.11,22.91,22.73,22.53,22.35,21.96,N/A,N/A -2012,4,14,3,30,101540,100380,99250,85.58,0,11.3,12.57,12.9,13.1,13.25,13.35,13.43,13.49,13.57,150.6,150.61,150.64000000000001,150.67000000000002,150.70000000000002,150.74,150.77,150.81,150.89000000000001,23.75,23.42,23.25,23.05,22.86,22.67,22.47,22.29,21.900000000000002,N/A,N/A -2012,4,14,4,30,101540,100370,99240,85.33,0,11.35,12.55,12.870000000000001,13.05,13.18,13.280000000000001,13.35,13.41,13.49,150.5,150.97,151.17000000000002,151.35,151.51,151.66,151.8,151.93,152.20000000000002,23.72,23.39,23.22,23.02,22.82,22.63,22.43,22.25,21.86,N/A,N/A -2012,4,14,5,30,101510,100340,99210,83.65,0,12.040000000000001,13.4,13.75,13.96,14.1,14.21,14.280000000000001,14.33,14.4,155.98,155.87,155.8,155.71,155.64000000000001,155.55,155.47,155.4,155.23,23.69,23.35,23.18,22.98,22.79,22.6,22.400000000000002,22.22,21.830000000000002,N/A,N/A -2012,4,14,6,30,101520,100350,99220,84.08,0,11.76,13.19,13.59,13.85,14.05,14.21,14.33,14.44,14.6,155.85,155.8,155.76,155.71,155.65,155.58,155.51,155.44,155.27,23.650000000000002,23.38,23.23,23.04,22.86,22.69,22.5,22.32,21.95,N/A,N/A -2012,4,14,7,30,101540,100370,99240,85.32000000000001,0,11.38,12.73,13.1,13.33,13.51,13.64,13.74,13.82,13.94,151.32,151.47,151.56,151.65,151.75,151.83,151.92000000000002,152,152.17000000000002,23.580000000000002,23.3,23.13,22.95,22.76,22.580000000000002,22.38,22.2,21.82,N/A,N/A -2012,4,14,8,30,101520,100350,99220,85.67,0,11.96,13.370000000000001,13.75,14.01,14.200000000000001,14.35,14.48,14.59,14.8,156.97,157.05,157.09,157.11,157.13,157.14000000000001,157.14000000000001,157.14000000000001,157.13,23.5,23.21,23.05,22.87,22.68,22.5,22.31,22.13,21.76,N/A,N/A -2012,4,14,9,30,101510,100350,99210,86.04,0,11.39,12.75,13.120000000000001,13.36,13.540000000000001,13.68,13.780000000000001,13.870000000000001,14,154.24,154.13,154.14000000000001,154.18,154.21,154.26,154.31,154.37,154.51,23.44,23.14,22.98,22.79,22.6,22.42,22.22,22.04,21.66,N/A,N/A -2012,4,14,10,30,101520,100350,99220,86.06,0,11.41,12.700000000000001,13.06,13.290000000000001,13.46,13.6,13.71,13.81,14,155.78,155.76,155.78,155.8,155.82,155.83,155.85,155.87,155.9,23.41,23.11,22.95,22.76,22.580000000000002,22.39,22.2,22.03,21.650000000000002,N/A,N/A -2012,4,14,11,30,101520,100350,99220,87.16,0,12.11,13.49,13.85,14.06,14.21,14.32,14.39,14.450000000000001,14.51,154.99,155.06,155.1,155.15,155.19,155.22,155.25,155.29,155.35,23.26,22.94,22.77,22.57,22.37,22.19,21.990000000000002,21.8,21.41,N/A,N/A -2012,4,14,12,30,101530,100360,99230,87.32000000000001,0,12.17,13.6,13.98,14.22,14.4,14.540000000000001,14.63,14.72,14.83,152.8,152.88,152.95000000000002,153.01,153.07,153.13,153.19,153.25,153.38,23.29,22.97,22.8,22.6,22.41,22.22,22.03,21.84,21.46,N/A,N/A -2012,4,14,13,30,101550,100380,99250,86.85000000000001,0,11.64,12.96,13.31,13.530000000000001,13.700000000000001,13.83,13.950000000000001,14.05,14.25,152.31,152.51,152.6,152.70000000000002,152.8,152.9,153.01,153.12,153.36,23.31,23,22.84,22.650000000000002,22.46,22.28,22.09,21.92,21.55,N/A,N/A -2012,4,14,14,30,101580,100410,99280,86.02,0,11.47,12.69,13.030000000000001,13.24,13.41,13.540000000000001,13.67,13.790000000000001,14.08,154.12,154.45000000000002,154.6,154.76,154.92000000000002,155.08,155.25,155.42000000000002,155.82,23.41,23.12,22.96,22.77,22.6,22.42,22.240000000000002,22.07,21.73,N/A,N/A -2012,4,14,15,30,101600,100430,99300,86.44,0,12.11,13.51,13.89,14.120000000000001,14.290000000000001,14.42,14.52,14.61,14.74,152.28,152.53,152.64000000000001,152.75,152.86,152.96,153.07,153.17000000000002,153.4,23.41,23.11,22.95,22.75,22.57,22.39,22.2,22.02,21.650000000000002,N/A,N/A -2012,4,14,16,30,101590,100420,99280,84.75,0,10.98,12.21,12.540000000000001,12.75,12.9,13.02,13.11,13.200000000000001,13.34,154.15,154.31,154.37,154.45000000000002,154.52,154.6,154.69,154.77,154.97,23.490000000000002,23.2,23.04,22.85,22.66,22.48,22.29,22.11,21.73,N/A,N/A -2012,4,14,17,30,101580,100410,99280,82.73,0,11.19,12.41,12.73,12.93,13.07,13.17,13.25,13.32,13.43,153.93,154.03,154.08,154.13,154.17000000000002,154.21,154.26,154.31,154.43,23.55,23.27,23.11,22.92,22.73,22.55,22.37,22.19,21.82,N/A,N/A -2012,4,14,18,30,101570,100400,99270,81.85000000000001,0,11.290000000000001,12.65,13.01,13.25,13.42,13.540000000000001,13.63,13.71,13.81,150.85,150.61,150.55,150.51,150.47,150.44,150.41,150.39000000000001,150.36,23.63,23.34,23.18,22.990000000000002,22.8,22.61,22.42,22.23,21.85,N/A,N/A -2012,4,14,19,30,101550,100390,99250,81.73,0,11.89,13.21,13.56,13.77,13.91,14.01,14.08,14.13,14.19,148.36,148.34,148.39000000000001,148.42000000000002,148.46,148.49,148.52,148.56,148.63,23.63,23.36,23.2,23.01,22.82,22.64,22.45,22.27,21.900000000000002,N/A,N/A -2012,4,14,20,30,101500,100330,99200,81.73,0,11.34,12.6,12.94,13.16,13.32,13.450000000000001,13.56,13.65,13.84,148.78,149.18,149.35,149.53,149.70000000000002,149.86,150.04,150.22,150.6,23.6,23.330000000000002,23.17,22.98,22.81,22.63,22.44,22.27,21.91,N/A,N/A -2012,4,14,21,30,101450,100280,99150,82.18,0,11.21,12.56,12.92,13.17,13.35,13.5,13.63,13.74,13.94,150.3,150.38,150.45000000000002,150.53,150.6,150.67000000000002,150.74,150.81,150.98,23.580000000000002,23.31,23.150000000000002,22.96,22.78,22.6,22.41,22.23,21.86,N/A,N/A -2012,4,14,22,30,101400,100230,99100,83.08,0,11.3,12.65,13.01,13.26,13.46,13.61,13.75,13.88,14.13,149.64000000000001,149.85,149.97,150.09,150.22,150.34,150.47,150.59,150.89000000000001,23.52,23.240000000000002,23.080000000000002,22.900000000000002,22.72,22.54,22.35,22.18,21.81,N/A,N/A -2012,4,14,23,30,101350,100190,99060,83.53,0,11.94,13.44,13.84,14.13,14.35,14.530000000000001,14.67,14.8,15.01,148.63,148.66,148.71,148.76,148.82,148.87,148.92000000000002,148.97,149.08,23.47,23.19,23.02,22.830000000000002,22.650000000000002,22.47,22.27,22.09,21.72,N/A,N/A -2012,4,15,0,30,101290,100130,99000,83.85000000000001,0,11.78,13.290000000000001,13.700000000000001,14,14.23,14.43,14.6,14.75,15.02,148.75,148.95000000000002,149.07,149.18,149.29,149.4,149.51,149.62,149.85,23.46,23.17,23.01,22.82,22.64,22.46,22.27,22.09,21.72,N/A,N/A -2012,4,15,1,30,101250,100080,98950,84.37,0,13.21,14.870000000000001,15.32,15.63,15.85,16.02,16.15,16.25,16.41,148.41,148.29,148.28,148.28,148.29,148.29,148.31,148.32,148.36,23.43,23.13,22.96,22.77,22.580000000000002,22.39,22.2,22.01,21.63,N/A,N/A -2012,4,15,2,30,101230,100070,98940,84.38,0,12.790000000000001,14.32,14.74,15.030000000000001,15.24,15.4,15.540000000000001,15.66,15.870000000000001,148.67000000000002,148.82,148.92000000000002,149.03,149.13,149.23,149.33,149.43,149.65,23.45,23.16,22.990000000000002,22.8,22.62,22.44,22.240000000000002,22.07,21.69,N/A,N/A -2012,4,15,3,30,101200,100040,98910,86.22,0,13.030000000000001,14.56,14.96,15.23,15.42,15.58,15.700000000000001,15.81,16,148.44,148.59,148.68,148.78,148.88,148.98,149.09,149.20000000000002,149.46,23.34,23.03,22.87,22.67,22.490000000000002,22.3,22.11,21.93,21.56,N/A,N/A -2012,4,15,4,30,101170,100010,98880,87.37,0,13.48,15.11,15.55,15.84,16.05,16.21,16.34,16.45,16.62,150.97,151.04,151.08,151.13,151.18,151.23,151.28,151.34,151.46,23.26,22.95,22.78,22.580000000000002,22.39,22.21,22.01,21.830000000000002,21.46,N/A,N/A -2012,4,15,5,30,101150,99980,98850,87.91,0,13.290000000000001,14.89,15.32,15.6,15.81,15.98,16.11,16.22,16.42,154.05,154.16,154.23,154.3,154.36,154.43,154.49,154.56,154.73,23.25,22.93,22.76,22.57,22.38,22.19,22,21.82,21.44,N/A,N/A -2012,4,15,6,30,101140,99980,98850,89.04,0,13.07,14.59,15,15.27,15.46,15.610000000000001,15.73,15.84,16.02,155.13,155.24,155.3,155.38,155.45000000000002,155.52,155.6,155.68,155.87,23.23,22.91,22.73,22.54,22.35,22.16,21.97,21.79,21.42,N/A,N/A -2012,4,15,7,30,101120,99960,98830,90.39,0,13.47,15.09,15.52,15.8,16.01,16.17,16.3,16.4,16.57,157.41,157.57,157.65,157.73,157.81,157.88,157.97,158.05,158.24,23.22,22.89,22.71,22.51,22.32,22.13,21.94,21.75,21.37,N/A,N/A -2012,4,15,8,30,101100,99930,98800,90.98,0,13.42,15.040000000000001,15.47,15.76,15.97,16.14,16.27,16.38,16.55,161.84,161.76,161.76,161.75,161.76,161.76,161.78,161.8,161.84,23.240000000000002,22.91,22.73,22.54,22.34,22.16,21.96,21.78,21.39,N/A,N/A -2012,4,15,9,30,101110,99940,98810,89.89,0,13.73,15.39,15.85,16.16,16.39,16.56,16.7,16.82,17.02,162.26,162.43,162.49,162.55,162.6,162.64000000000001,162.69,162.73,162.83,23.27,22.95,22.78,22.580000000000002,22.39,22.2,22.01,21.830000000000002,21.44,N/A,N/A -2012,4,15,10,30,101060,99900,98770,91.04,0,13.93,15.56,16,16.29,16.5,16.68,16.82,16.95,17.2,159.98,160.17000000000002,160.26,160.36,160.46,160.56,160.68,160.79,161.08,23.28,22.96,22.79,22.59,22.400000000000002,22.22,22.03,21.85,21.48,N/A,N/A -2012,4,15,11,30,101090,99920,98800,91.33,0,12.700000000000001,14.280000000000001,14.72,15.040000000000001,15.290000000000001,15.5,15.700000000000001,15.870000000000001,16.23,159.70000000000002,159.87,159.98,160.1,160.22,160.34,160.48,160.61,160.92000000000002,23.35,23.05,22.88,22.69,22.5,22.32,22.13,21.96,21.59,N/A,N/A -2012,4,15,12,30,101100,99940,98810,90.96000000000001,0,12.16,13.68,14.09,14.4,14.65,14.870000000000001,15.07,15.25,15.66,161.41,161.51,161.6,161.70000000000002,161.8,161.89000000000001,162.01,162.12,162.38,23.42,23.12,22.95,22.76,22.580000000000002,22.400000000000002,22.21,22.04,21.67,N/A,N/A -2012,4,15,13,30,101120,99960,98840,88.99,0,12.25,13.82,14.34,14.780000000000001,15.19,15.58,16.04,16.490000000000002,17.650000000000002,161.47,161.75,161.93,162.12,162.32,162.52,162.75,162.97,163.53,23.59,23.32,23.17,23,22.84,22.67,22.51,22.36,22.06,N/A,N/A -2012,4,15,14,30,101170,100000,98880,85.85000000000001,0,11.790000000000001,13.3,13.790000000000001,14.21,14.59,14.97,15.38,15.77,16.64,157.88,158.22,158.48,158.78,159.1,159.45000000000002,159.86,160.26,161.16,23.81,23.57,23.43,23.26,23.1,22.94,22.77,22.62,22.3,N/A,N/A -2012,4,15,15,30,101160,100000,98870,87.2,0,12.08,13.620000000000001,14.09,14.47,14.81,15.11,15.42,15.72,16.44,157.96,158.20000000000002,158.35,158.54,158.74,158.96,159.22,159.47,160.11,23.78,23.52,23.37,23.19,23.02,22.84,22.67,22.5,22.16,N/A,N/A -2012,4,15,16,30,101180,100020,98900,86.16,0,10.15,11.97,12.780000000000001,13.58,14.08,14.38,14.77,15.17,15.88,160.08,160.57,161.06,161.83,162.28,162.49,162.62,162.71,163.01,23.95,23.740000000000002,23.6,23.43,23.25,23.080000000000002,22.91,22.77,22.44,N/A,N/A -2012,4,15,17,30,101230,100070,98940,85.46000000000001,0,11.28,12.790000000000001,13.280000000000001,13.67,13.99,14.27,14.530000000000001,14.76,15.200000000000001,163.53,163.67000000000002,163.78,163.89000000000001,164,164.11,164.23,164.34,164.6,24.14,23.93,23.79,23.62,23.45,23.29,23.11,22.95,22.6,N/A,N/A -2012,4,15,18,30,101230,100070,98950,87.96000000000001,0,10.76,12.16,12.620000000000001,12.98,13.280000000000001,13.55,13.790000000000001,14,14.42,161.53,161.66,161.81,161.97,162.12,162.27,162.43,162.58,162.91,24.07,23.85,23.71,23.53,23.37,23.2,23.02,22.85,22.5,N/A,N/A -2012,4,15,19,30,101240,100080,98950,90.34,0,11.16,12.6,13.06,13.43,13.72,13.99,14.23,14.450000000000001,14.870000000000001,165.27,165.52,165.62,165.77,165.91,166.06,166.23,166.39000000000001,166.77,24.02,23.79,23.650000000000002,23.47,23.3,23.13,22.95,22.79,22.44,N/A,N/A -2012,4,15,20,30,101200,100040,98920,91.57000000000001,0,10.71,12.16,12.64,13.040000000000001,13.36,13.65,13.91,14.15,14.6,165.42000000000002,165.55,165.67000000000002,165.8,165.93,166.06,166.20000000000002,166.34,166.64000000000001,24.04,23.82,23.68,23.5,23.34,23.17,22.990000000000002,22.82,22.48,N/A,N/A -2012,4,15,21,30,101200,100040,98910,91.95,0,9.86,11.16,11.59,11.94,12.23,12.49,12.74,12.97,13.41,163.6,163.94,164.12,164.32,164.54,164.77,165.03,165.28,165.9,23.990000000000002,23.76,23.62,23.45,23.29,23.12,22.95,22.79,22.47,N/A,N/A -2012,4,15,22,30,101180,100020,98890,91.83,0,10.450000000000001,11.8,12.23,12.57,12.86,13.11,13.34,13.56,13.97,163.93,164.33,164.51,164.72,164.94,165.16,165.42000000000002,165.67000000000002,166.28,23.93,23.69,23.54,23.37,23.2,23.03,22.86,22.69,22.35,N/A,N/A -2012,4,15,23,30,101190,100030,98910,90.91,0,9.71,10.97,11.4,11.74,12.030000000000001,12.280000000000001,12.52,12.73,13.14,163.52,163.65,163.78,163.93,164.08,164.24,164.41,164.57,164.95000000000002,23.92,23.68,23.54,23.36,23.2,23.02,22.85,22.68,22.330000000000002,N/A,N/A -2012,4,16,0,30,101180,100020,98890,91.73,0,9.09,10.44,10.96,11.39,11.75,12.06,12.34,12.59,13.030000000000001,162.53,162.8,162.99,163.17000000000002,163.36,163.57,163.8,164.03,164.54,23.82,23.580000000000002,23.44,23.27,23.1,22.94,22.76,22.59,22.25,N/A,N/A -2012,4,16,1,30,101190,100030,98910,91.87,0,8.97,10.66,11.370000000000001,11.91,12.32,12.66,12.97,13.25,13.76,158.97,160.26,160.9,161.08,161.22,161.33,161.5,161.66,162.08,23.81,23.55,23.41,23.26,23.11,22.95,22.77,22.61,22.26,N/A,N/A -2012,4,16,2,30,101210,100040,98920,92.29,0,9.27,11.18,11.84,12.07,12.4,12.8,13.16,13.49,14.07,161.69,162.52,162.94,163.16,163.4,163.67000000000002,163.88,164.07,164.55,23.740000000000002,23.5,23.35,23.16,23,22.85,22.68,22.53,22.19,N/A,N/A -2012,4,16,3,30,101210,100050,98930,92.65,0,9.71,11.040000000000001,11.58,12.21,12.72,13.16,13.33,13.4,14.11,162.68,163.09,163.44,163.91,164.3,164.62,164.76,164.83,165.61,23.66,23.400000000000002,23.25,23.09,22.92,22.75,22.57,22.39,22.080000000000002,N/A,N/A -2012,4,16,4,30,101260,100090,98970,92.38,0,9.14,10.24,10.6,10.93,11.24,11.55,11.94,12.35,13.24,162.79,163.03,163.20000000000002,163.43,163.68,163.95000000000002,164.31,164.67000000000002,165.4,23.62,23.35,23.19,23.01,22.84,22.66,22.490000000000002,22.330000000000002,21.990000000000002,N/A,N/A -2012,4,16,5,30,101270,100110,98980,91.8,0,8.92,9.94,10.26,10.52,10.77,11.02,11.33,11.64,12.71,165.83,166.01,166.15,166.32,166.5,166.70000000000002,166.96,167.22,168.01,23.59,23.31,23.150000000000002,22.97,22.79,22.62,22.44,22.28,21.96,N/A,N/A -2012,4,16,6,30,101320,100150,99020,90.28,0,9.01,9.99,10.27,10.49,10.68,10.86,11.07,11.28,12,169.88,169.94,170,170.09,170.19,170.3,170.44,170.58,171.08,23.68,23.39,23.23,23.04,22.87,22.69,22.51,22.35,22.03,N/A,N/A -2012,4,16,7,30,101370,100210,99080,89.4,0,7.98,8.83,9.07,9.25,9.4,9.540000000000001,9.700000000000001,9.86,10.38,173.70000000000002,173.78,173.8,173.84,173.89000000000001,173.94,174.01,174.09,174.32,23.73,23.45,23.28,23.09,22.91,22.740000000000002,22.55,22.38,22.04,N/A,N/A -2012,4,16,8,30,101410,100240,99110,90.19,0,6.8,7.44,7.61,7.72,7.8100000000000005,7.9,7.99,8.09,8.51,181.38,181.36,181.35,181.33,181.31,181.29,181.27,181.26,181.22,23.69,23.39,23.23,23.04,22.86,22.67,22.490000000000002,22.31,21.97,N/A,N/A -2012,4,16,9,30,101470,100310,99180,90.7,0,4.3100000000000005,4.67,4.7700000000000005,4.83,4.89,4.95,5.04,5.15,6.03,198.54,198.36,198.17000000000002,198,197.83,197.66,197.39000000000001,197.1,195.12,23.7,23.41,23.25,23.06,22.87,22.69,22.5,22.330000000000002,22.01,N/A,N/A -2012,4,16,10,30,101510,100350,99220,91.68,0,3.52,3.7600000000000002,3.81,3.83,3.84,3.85,3.85,3.85,5.72,198.31,198.33,198.35,198.36,198.34,198.31,198.31,198.31,194.76,23.67,23.38,23.21,23.02,22.830000000000002,22.64,22.45,22.27,22.05,N/A,N/A -2012,4,16,11,30,101580,100410,99280,92.14,0.7000000000000001,2.64,2.8000000000000003,2.84,2.87,3.22,3.9,4.33,4.64,5.1000000000000005,215.9,215.29,215.06,214.73000000000002,213,209.71,208.36,207.86,206.51,23.7,23.41,23.240000000000002,23.05,22.89,22.76,22.61,22.47,22.17,N/A,N/A -2012,4,16,12,30,101610,100440,99310,92.83,0.7000000000000001,2.24,2.45,2.62,3.06,3.37,3.5500000000000003,3.75,3.94,4.33,162.70000000000002,165.22,167.71,172.45000000000002,175.41,176.65,177.79,178.86,180.54,23.6,23.34,23.21,23.09,22.96,22.830000000000002,22.69,22.57,22.3,N/A,N/A -2012,4,16,13,30,101650,100480,99350,92.87,0,0.09,0.18,0.31,0.8200000000000001,1.32,1.54,1.78,2.02,2.52,138.62,163.83,179.74,188.9,196.3,197.08,197.78,198.45000000000002,199.37,23.6,23.31,23.18,23.06,22.93,22.79,22.66,22.53,22.28,N/A,N/A -2012,4,16,14,30,101710,100540,99410,93.01,0,1.93,2.0100000000000002,2,1.98,1.97,1.97,2.0100000000000002,2.04,2.18,91.69,93.91,95.55,97.91,102.3,108.16,115.37,122.52,133.86,23.66,23.36,23.2,23.01,22.84,22.67,22.51,22.35,22.07,N/A,N/A -2012,4,16,15,30,101710,100540,99410,94.17,0,0.64,0.58,0.48,0.34,0.34,0.43,0.61,0.87,1.41,62.22,63,70.75,87.04,112.5,152.32,167.96,176.64000000000001,179.85,23.52,23.240000000000002,23.13,23.06,22.990000000000002,22.92,22.84,22.76,22.580000000000002,N/A,N/A -2012,4,16,16,30,101690,100520,99390,94.29,0,1.17,1.19,1.18,1.17,1.16,1.16,1.17,1.19,1.33,77.13,81.73,84.85000000000001,88.59,92.66,97.05,103.04,109.22,126.10000000000001,23.6,23.28,23.12,22.93,22.75,22.580000000000002,22.400000000000002,22.240000000000002,21.94,N/A,N/A -2012,4,16,17,30,101660,100490,99360,91.8,1.1,0.93,0.92,0.9,0.88,0.85,0.84,0.81,0.8,0.75,41.63,45.21,47.34,49.660000000000004,52,54.34,57.04,59.58,66.3,23.79,23.47,23.3,23.1,22.91,22.73,22.54,22.36,21.98,N/A,N/A -2012,4,16,18,30,101690,100530,99400,92.07000000000001,0,1.33,1.3900000000000001,1.42,1.44,1.46,1.48,1.5,1.52,1.56,105.43,107.43,108.58,109.63,110.53,111.37,112.18,112.95,114.66,24.07,23.740000000000002,23.56,23.37,23.18,23,22.81,22.63,22.26,N/A,N/A -2012,4,16,19,30,101620,100460,99330,88.21000000000001,0,2.5100000000000002,2.66,2.72,2.7600000000000002,2.81,2.86,2.92,2.98,3.15,118.17,118.36,118.72,119.10000000000001,119.49000000000001,119.89,120.36,120.83,122.22,24.25,23.91,23.73,23.54,23.35,23.16,22.97,22.79,22.41,N/A,N/A -2012,4,16,20,30,101650,100490,99360,86.93,0,2.35,2.44,2.46,2.47,2.47,2.47,2.47,2.47,2.47,115.27,115.59,115.83,116.10000000000001,116.35000000000001,116.58,116.84,117.09,117.63,24.5,24.17,23.990000000000002,23.8,23.61,23.42,23.23,23.05,22.68,N/A,N/A -2012,4,16,21,30,101690,100520,99390,89.05,0,3.75,3.98,4.0200000000000005,4.03,4.0200000000000005,4.01,3.99,3.97,3.91,179.12,178.95000000000002,178.73,178.54,178.38,178.23,178.07,177.91,177.51,24.43,24.11,23.94,23.740000000000002,23.56,23.37,23.17,22.990000000000002,22.62,N/A,N/A -2012,4,16,22,30,101690,100520,99400,88.73,0,4.11,4.43,4.49,4.51,4.53,4.53,4.53,4.5200000000000005,4.5,244.24,244.75,244.89000000000001,245.05,245.20000000000002,245.34,245.5,245.65,246.01000000000002,24.46,24.16,24,23.8,23.61,23.43,23.240000000000002,23.06,22.68,N/A,N/A -2012,4,16,23,30,101630,100450,99320,85.44,0,7.21,7.5600000000000005,7.73,8.13,8.46,8.74,8.620000000000001,8.4,7.79,326.34000000000003,326.44,326.03000000000003,325.05,323.2,320.7,317.29,314.01,309.23,21.85,21.57,21.59,21.86,22.42,23.18,23.67,24.04,23.87,N/A,N/A -2012,4,17,0,30,101630,100450,99310,91.63,0,11.86,12.870000000000001,13.06,13.11,13.11,13.09,13.030000000000001,12.97,12.67,68.73,68.88,68.85000000000001,68.81,68.75,68.68,68.55,68.43,67.77,21.71,21.27,21.09,20.900000000000002,20.73,20.57,20.42,20.28,20.1,N/A,N/A -2012,4,17,1,30,101630,100460,99320,92.27,0,8.46,9.11,9.23,9.27,9.28,9.27,9.23,9.19,9.09,83.22,83.14,83.22,83.28,83.32000000000001,83.34,83.37,83.39,83.52,21.98,21.57,21.37,21.17,20.98,20.8,20.6,20.42,20.05,N/A,N/A -2012,4,17,2,30,101790,100610,99470,90.26,0,5.41,5.75,5.82,5.84,5.8500000000000005,5.8500000000000005,5.84,5.83,5.8,47.93,48.35,48.64,48.94,49.22,49.49,49.78,50.06,50.68,22.080000000000002,21.7,21.51,21.31,21.11,20.92,20.73,20.55,20.17,N/A,N/A -2012,4,17,3,30,101800,100620,99480,86.26,0,5.92,6.34,6.45,6.51,6.55,6.58,6.61,6.63,6.65,50.870000000000005,50.51,50.4,50.300000000000004,50.230000000000004,50.17,50.14,50.11,50.18,22.37,22,21.81,21.61,21.41,21.21,21.02,20.830000000000002,20.43,N/A,N/A -2012,4,17,4,30,101760,100590,99440,90.71000000000001,0,7.54,8.13,8.27,8.34,8.39,8.42,8.44,8.45,8.46,51.24,51.75,52.03,52.300000000000004,52.53,52.75,52.96,53.15,53.550000000000004,22,21.59,21.39,21.19,20.990000000000002,20.8,20.6,20.42,20.04,N/A,N/A -2012,4,17,5,30,101760,100590,99450,87.11,0,8.120000000000001,8.76,8.91,8.97,9,9.02,9.02,9.02,8.99,61.160000000000004,60.94,60.85,60.77,60.69,60.620000000000005,60.56,60.5,60.4,22.16,21.75,21.56,21.36,21.16,20.97,20.78,20.59,20.21,N/A,N/A -2012,4,17,6,30,101840,100660,99520,86.71000000000001,0,7.13,7.66,7.78,7.83,7.86,7.88,7.88,7.890000000000001,7.87,75.13,75.06,74.91,74.78,74.64,74.52,74.39,74.27,74.01,22.240000000000002,21.85,21.67,21.47,21.27,21.080000000000002,20.89,20.71,20.32,N/A,N/A -2012,4,17,7,30,101880,100690,99550,90.74,71.8,6.29,6.76,6.87,6.92,6.96,6.98,6.99,7,7,78.43,77.98,77.59,77.23,76.9,76.60000000000001,76.29,76,75.43,21.63,21.240000000000002,21.06,20.87,20.69,20.53,20.35,20.18,19.84,N/A,N/A -2012,4,17,8,30,101870,100690,99550,91.66,8.4,6.5200000000000005,7.04,7.15,7.21,7.24,7.2700000000000005,7.28,7.28,7.29,52.69,52.99,53.19,53.370000000000005,53.550000000000004,53.71,53.89,54.050000000000004,54.410000000000004,21.82,21.42,21.23,21.04,20.85,20.67,20.47,20.3,19.93,N/A,N/A -2012,4,17,9,30,101870,100690,99540,91.42,0,7.32,7.7700000000000005,7.82,7.8100000000000005,7.7700000000000005,7.72,7.65,7.58,7.390000000000001,24.12,24.34,24.53,24.740000000000002,24.96,25.19,25.490000000000002,25.79,26.7,21.3,20.87,20.67,20.47,20.28,20.1,19.91,19.740000000000002,19.38,N/A,N/A -2012,4,17,10,30,101890,100710,99560,91.85000000000001,47.2,7.46,7.94,8.05,8.09,8.11,8.11,8.1,8.09,8.08,24.62,25.16,25.490000000000002,25.86,26.25,26.650000000000002,27.16,27.66,29.26,21.13,20.69,20.5,20.3,20.12,19.94,19.75,19.580000000000002,19.22,N/A,N/A -2012,4,17,11,30,101850,100670,99520,94.06,11.4,6.88,7.36,7.47,7.53,7.58,7.61,7.640000000000001,7.66,7.73,82.26,81.55,81.07000000000001,80.54,80.01,79.49,78.94,78.42,77.27,21.17,20.740000000000002,20.55,20.35,20.16,19.98,19.79,19.61,19.22,N/A,N/A -2012,4,17,12,30,101940,100750,99600,89.69,0,4.39,4.59,4.63,4.64,4.65,4.64,4.64,4.63,4.61,91.41,91.5,91.63,91.74,91.83,91.91,92,92.07000000000001,92.21000000000001,20.990000000000002,20.580000000000002,20.39,20.18,19.990000000000002,19.8,19.61,19.43,19.05,N/A,N/A -2012,4,17,13,30,101920,100730,99580,93.03,30.400000000000002,8.64,9.370000000000001,9.48,9.53,9.55,9.540000000000001,9.52,9.49,9.4,17.67,18.06,18.25,18.44,18.66,18.86,19.11,19.35,19.96,20.54,20.06,19.85,19.650000000000002,19.45,19.27,19.07,18.89,18.53,N/A,N/A -2012,4,17,14,30,102010,100830,99670,91.16,0,9.5,10.21,10.36,10.41,10.43,10.42,10.39,10.36,10.27,16.56,16.84,16.96,17.07,17.18,17.29,17.41,17.53,17.85,20.580000000000002,20.080000000000002,19.88,19.67,19.47,19.29,19.09,18.92,18.56,N/A,N/A -2012,4,17,15,30,102070,100890,99740,88.59,0,8.35,8.96,9.11,9.17,9.200000000000001,9.22,9.23,9.23,9.21,25.02,25.04,25.01,24.96,24.92,24.87,24.82,24.78,24.68,21.01,20.55,20.35,20.14,19.95,19.76,19.56,19.38,19,N/A,N/A -2012,4,17,16,30,102080,100900,99750,83.55,0,7.07,7.62,7.76,7.84,7.9,7.930000000000001,7.96,7.99,8.01,36.71,36.38,36.13,35.89,35.67,35.45,35.24,35.04,34.61,21.79,21.38,21.19,20.98,20.78,20.59,20.39,20.21,19.82,N/A,N/A -2012,4,17,17,30,102060,100880,99730,79.61,0,5.49,5.89,6,6.0600000000000005,6.11,6.15,6.18,6.21,6.25,39.75,39.58,39.34,39.1,38.89,38.68,38.46,38.26,37.82,22.34,21.97,21.79,21.59,21.39,21.2,21,20.82,20.43,N/A,N/A -2012,4,17,18,30,102050,100870,99720,78.28,0,5.39,5.7700000000000005,5.86,5.91,5.94,5.97,5.98,5.99,6.01,76.49,75.96000000000001,75.52,75.12,74.75,74.41,74.06,73.73,73.02,22.75,22.39,22.22,22.01,21.82,21.63,21.43,21.25,20.87,N/A,N/A -2012,4,17,19,30,102060,100890,99740,79.86,0,4.75,5.05,5.14,5.19,5.22,5.24,5.26,5.2700000000000005,5.28,69.67,69.49,69.41,69.29,69.17,69.03,68.88,68.72,68.35000000000001,22.69,22.330000000000002,22.150000000000002,21.95,21.76,21.57,21.37,21.18,20.8,N/A,N/A -2012,4,17,20,30,101990,100810,99670,79.69,0,5.29,5.67,5.73,5.74,5.75,5.75,5.74,5.73,5.72,58.59,58.94,59.300000000000004,59.660000000000004,60,60.33,60.65,60.95,61.58,22.82,22.48,22.3,22.11,21.92,21.73,21.54,21.36,21,N/A,N/A -2012,4,17,21,30,101960,100780,99640,78.93,0,3.8000000000000003,4.09,4.18,4.25,4.32,4.38,4.46,4.5200000000000005,4.71,46.67,48.18,48.910000000000004,49.63,50.34,51.02,51.81,52.550000000000004,54.370000000000005,22.53,22.18,22,21.81,21.62,21.44,21.25,21.080000000000002,20.72,N/A,N/A -2012,4,17,22,30,101940,100770,99630,77.68,0,2.19,2.41,2.5100000000000002,2.6,2.68,2.75,2.83,2.91,3.08,73.85000000000001,73.93,73.92,73.87,73.8,73.73,73.61,73.49,73.17,22.97,22.650000000000002,22.48,22.29,22.1,21.92,21.73,21.55,21.18,N/A,N/A -2012,4,17,23,30,101920,100740,99610,74.23,0,3.23,3.54,3.64,3.73,3.79,3.85,3.91,3.96,4.05,80.96000000000001,81.10000000000001,81.10000000000001,81.05,81,80.93,80.84,80.75,80.51,23.39,23.080000000000002,22.91,22.72,22.53,22.34,22.150000000000002,21.97,21.580000000000002,N/A,N/A -2012,4,18,0,30,101900,100730,99590,70.55,0,4.34,4.94,5.15,5.34,5.5200000000000005,5.68,5.91,6.13,6.9,57.32,54.84,53.81,52.76,51.79,50.870000000000005,49.44,47.94,43.78,24.14,23.93,23.79,23.63,23.46,23.3,23.13,22.98,22.67,N/A,N/A -2012,4,18,1,30,101920,100750,99610,57.84,0,8.94,9.8,10,10.1,10.17,10.200000000000001,10.21,10.22,10.21,39.99,40.18,40.32,40.49,40.660000000000004,40.83,41.02,41.2,41.6,24.28,24.080000000000002,23.94,23.76,23.580000000000002,23.400000000000002,23.22,23.04,22.66,N/A,N/A -2012,4,18,2,30,101970,100790,99650,71.2,0,9.950000000000001,10.9,11.120000000000001,11.23,11.290000000000001,11.33,11.34,11.35,11.33,57.910000000000004,57.82,57.730000000000004,57.64,57.56,57.480000000000004,57.38,57.300000000000004,57.13,22.96,22.62,22.44,22.240000000000002,22.05,21.86,21.66,21.47,21.080000000000002,N/A,N/A -2012,4,18,3,30,102010,100830,99680,75.64,0,10.17,11.09,11.31,11.4,11.47,11.5,11.51,11.52,11.5,59.59,59.410000000000004,59.31,59.19,59.08,58.97,58.84,58.72,58.44,22.05,21.64,21.45,21.240000000000002,21.04,20.85,20.650000000000002,20.47,20.080000000000002,N/A,N/A 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-2012,4,18,14,30,102150,100950,99780,83.05,0,6.15,6.48,6.53,6.5600000000000005,6.5600000000000005,6.5600000000000005,6.55,6.54,6.5200000000000005,39.24,39.660000000000004,39.93,40.17,40.4,40.61,40.82,41.02,41.44,18.47,17.93,17.71,17.5,17.29,17.1,16.9,16.71,16.32,N/A,N/A -2012,4,18,15,30,102140,100940,99770,81.53,0,5.7,5.98,6.01,6.0200000000000005,6.01,5.99,5.97,5.95,5.9,34.53,34.93,35.160000000000004,35.39,35.61,35.81,36.03,36.22,36.65,18.52,18,17.78,17.57,17.36,17.17,16.97,16.78,16.39,N/A,N/A -2012,4,18,16,30,102130,100930,99760,73.96000000000001,0,5.19,5.44,5.48,5.49,5.5,5.49,5.49,5.48,5.45,26.42,26.54,26.64,26.740000000000002,26.830000000000002,26.92,27.01,27.1,27.3,18.75,18.25,18.04,17.830000000000002,17.63,17.44,17.240000000000002,17.05,16.67,N/A,N/A 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-2012,4,19,18,30,101520,100350,99210,68.3,0,3.49,3.66,3.69,3.7,3.71,3.72,3.72,3.73,3.73,166.8,166.57,166.4,166.22,166.06,165.9,165.74,165.6,165.31,22.17,21.79,21.61,21.400000000000002,21.21,21.02,20.81,20.63,20.240000000000002,N/A,N/A -2012,4,19,19,30,101490,100310,99170,69.58,0,2.98,3.16,3.21,3.25,3.2800000000000002,3.31,3.34,3.36,3.4,167.33,167.24,167.3,167.35,167.39000000000001,167.43,167.47,167.5,167.57,22.17,21.79,21.61,21.400000000000002,21.21,21.01,20.81,20.63,20.23,N/A,N/A -2012,4,19,20,30,101410,100240,99100,70.9,0,3.94,4.12,4.14,4.14,4.14,4.13,4.12,4.11,4.09,167.56,168.09,168.45000000000002,168.78,169.06,169.3,169.53,169.73,170.07,22.1,21.72,21.53,21.330000000000002,21.13,20.94,20.740000000000002,20.56,20.16,N/A,N/A -2012,4,19,21,30,101350,100180,99040,71.02,0,4.65,4.9,4.93,4.95,4.95,4.95,4.95,4.94,4.93,170.34,169.99,169.76,169.53,169.31,169.11,168.89000000000001,168.69,168.27,22.13,21.75,21.57,21.36,21.17,20.98,20.78,20.59,20.2,N/A,N/A -2012,4,19,22,30,101280,100110,98970,66.61,0,5.23,5.53,5.58,5.59,5.6000000000000005,5.6000000000000005,5.59,5.58,5.5600000000000005,161.41,161.78,161.96,162.11,162.25,162.38,162.5,162.61,162.83,22.25,21.88,21.69,21.490000000000002,21.29,21.1,20.900000000000002,20.72,20.32,N/A,N/A -2012,4,19,23,30,101230,100060,98920,71.8,0,5.13,5.5,5.58,5.64,5.68,5.71,5.73,5.75,5.78,160.68,160.93,161.02,161.07,161.12,161.16,161.19,161.22,161.26,22.12,21.73,21.55,21.34,21.14,20.96,20.75,20.56,20.17,N/A,N/A -2012,4,20,0,30,101170,100000,98860,72.21000000000001,0,5.84,6.25,6.34,6.4,6.43,6.46,6.48,6.49,6.5200000000000005,166.95000000000002,166.35,166,165.69,165.4,165.14000000000001,164.87,164.63,164.12,22.080000000000002,21.69,21.5,21.29,21.1,20.91,20.71,20.52,20.13,N/A,N/A -2012,4,20,1,30,101130,99960,98820,72.02,0,6.32,6.7,6.76,6.78,6.78,6.78,6.7700000000000005,6.76,6.74,175.6,174.59,174,173.42000000000002,172.87,172.35,171.83,171.34,170.32,21.98,21.57,21.39,21.18,20.990000000000002,20.79,20.59,20.41,20.02,N/A,N/A -2012,4,20,2,30,101140,99960,98830,71.97,0,7.55,8.120000000000001,8.24,8.290000000000001,8.31,8.31,8.31,8.3,8.27,154.97,155.34,155.63,155.93,156.21,156.47,156.75,157.02,157.57,22.12,21.72,21.53,21.32,21.12,20.93,20.73,20.54,20.150000000000002,N/A,N/A -2012,4,20,3,30,101110,99930,98800,72.01,0,7.930000000000001,8.51,8.620000000000001,8.66,8.69,8.69,8.69,8.69,8.66,171.83,171.37,171.18,171.01,170.86,170.72,170.58,170.45000000000002,170.19,22.05,21.650000000000002,21.46,21.25,21.05,20.86,20.66,20.48,20.09,N/A,N/A -2012,4,20,4,30,101100,99930,98790,79.19,0,6.48,6.96,7.07,7.13,7.17,7.19,7.21,7.22,7.22,176.44,176.14000000000001,175.98,175.84,175.72,175.61,175.49,175.39000000000001,175.19,21.96,21.55,21.36,21.16,20.96,20.77,20.56,20.38,19.98,N/A,N/A -2012,4,20,5,30,101070,99900,98760,75.7,0,8.15,8.88,9.06,9.18,9.26,9.33,9.38,9.41,9.48,169.52,170.88,171.46,171.97,172.4,172.77,173.12,173.44,174.02,22.28,21.88,21.69,21.490000000000002,21.28,21.09,20.89,20.7,20.31,N/A,N/A -2012,4,20,6,30,101060,99890,98750,75.60000000000001,0,8.33,9.040000000000001,9.22,9.32,9.39,9.450000000000001,9.49,9.52,9.59,180.58,180.68,180.78,180.87,180.94,181.01,181.07,181.12,181.22,22.25,21.830000000000002,21.650000000000002,21.44,21.240000000000002,21.05,20.85,20.67,20.28,N/A,N/A -2012,4,20,7,30,101060,99890,98750,76.09,0,8.25,8.91,9.07,9.14,9.19,9.22,9.23,9.24,9.23,186.47,186.70000000000002,186.73,186.71,186.69,186.65,186.6,186.56,186.45000000000002,22.38,21.97,21.78,21.57,21.38,21.18,20.98,20.79,20.400000000000002,N/A,N/A -2012,4,20,8,30,101030,99860,98730,75.19,0,8.33,9.06,9.24,9.34,9.41,9.46,9.49,9.52,9.56,185.17000000000002,185.19,185.17000000000002,185.13,185.08,185.03,184.98,184.92000000000002,184.82,22.38,21.98,21.79,21.59,21.39,21.2,21,20.81,20.42,N/A,N/A -2012,4,20,9,30,101040,99870,98740,74.14,0,8.26,8.9,9.040000000000001,9.1,9.14,9.16,9.17,9.17,9.16,189.29,189.38,189.6,189.86,190.09,190.32,190.56,190.78,191.24,22.62,22.22,22.04,21.830000000000002,21.63,21.44,21.240000000000002,21.05,20.66,N/A,N/A -2012,4,20,10,30,101030,99860,98730,76.22,0,6.62,7.13,7.26,7.34,7.4,7.44,7.48,7.51,7.5600000000000005,184.04,184.24,184.29,184.33,184.37,184.41,184.44,184.48,184.58,22.41,22.02,21.84,21.64,21.44,21.25,21.05,20.87,20.48,N/A,N/A -2012,4,20,11,30,101030,99870,98730,74.56,0,7.47,8.11,8.24,8.31,8.35,8.370000000000001,8.370000000000001,8.370000000000001,8.36,190.96,191.19,191.34,191.46,191.56,191.66,191.75,191.83,191.99,22.66,22.27,22.080000000000002,21.88,21.68,21.490000000000002,21.28,21.1,20.71,N/A,N/A -2012,4,20,12,30,101030,99860,98730,72.12,0,6.82,7.3100000000000005,7.43,7.48,7.5200000000000005,7.54,7.5600000000000005,7.57,7.58,189.11,188.99,188.92000000000002,188.88,188.84,188.8,188.77,188.74,188.69,22.41,22.02,21.830000000000002,21.63,21.44,21.25,21.05,20.86,20.48,N/A,N/A -2012,4,20,13,30,101140,99970,98830,71.5,0,3.29,3.52,3.59,3.63,3.67,3.7,3.73,3.75,3.8000000000000003,218.27,217.73000000000002,217.49,217.25,217.01,216.78,216.54,216.32,215.83,22.42,22.06,21.88,21.68,21.48,21.29,21.09,20.91,20.51,N/A,N/A -2012,4,20,14,30,101090,99920,98780,71.39,0,5.73,5.97,5.96,5.91,5.8500000000000005,5.8,5.74,5.69,5.57,188.33,187.78,187.48,187.18,186.9,186.64000000000001,186.36,186.11,185.6,22.39,22.01,21.830000000000002,21.63,21.43,21.240000000000002,21.04,20.86,20.47,N/A,N/A -2012,4,20,15,30,101110,99940,98810,71.81,0,5.16,5.49,5.57,5.61,5.63,5.65,5.66,5.67,5.69,179.73,179.6,179.62,179.65,179.70000000000002,179.74,179.8,179.86,180,22.51,22.14,21.95,21.75,21.55,21.36,21.16,20.98,20.59,N/A,N/A -2012,4,20,16,30,101130,99960,98830,72.69,0,4.36,4.65,4.74,4.8,4.84,4.87,4.9,4.92,4.96,186.3,186.22,186.11,186.01,185.91,185.81,185.71,185.62,185.4,22.66,22.3,22.11,21.91,21.72,21.52,21.32,21.14,20.740000000000002,N/A,N/A -2012,4,20,17,30,101190,100020,98890,71.45,0,2.7600000000000002,2.91,2.95,2.98,3.0100000000000002,3.0300000000000002,3.0500000000000003,3.06,3.09,214.08,214.18,214.11,214.04,213.97,213.92000000000002,213.84,213.78,213.66,22.77,22.41,22.23,22.03,21.84,21.650000000000002,21.45,21.26,20.87,N/A,N/A -2012,4,20,18,30,101170,100000,98870,68.64,0,2.56,2.66,2.68,2.68,2.68,2.68,2.67,2.67,2.66,214.39000000000001,213.5,212.95000000000002,212.43,211.96,211.52,211.06,210.66,209.82,22.900000000000002,22.54,22.36,22.16,21.96,21.77,21.57,21.39,21,N/A,N/A -2012,4,20,19,30,101090,99920,98790,69.82000000000001,0,2.95,3.1,3.14,3.17,3.19,3.21,3.22,3.24,3.27,176.64000000000001,177.75,178.42000000000002,179.02,179.53,179.99,180.43,180.84,181.6,22.89,22.52,22.34,22.13,21.94,21.75,21.55,21.36,20.97,N/A,N/A -2012,4,20,20,30,101040,99880,98750,73.31,0,4.01,4.24,4.29,4.32,4.33,4.3500000000000005,4.3500000000000005,4.36,4.37,180.87,180.69,180.58,180.48,180.38,180.27,180.18,180.09,179.9,22.92,22.55,22.37,22.17,21.97,21.78,21.580000000000002,21.39,21,N/A,N/A -2012,4,20,21,30,101030,99860,98730,68.97,0,3.43,3.61,3.65,3.67,3.67,3.68,3.68,3.69,3.68,179.97,180.64000000000001,181,181.35,181.67000000000002,181.98,182.31,182.61,183.27,23.04,22.69,22.51,22.31,22.12,21.93,21.73,21.55,21.17,N/A,N/A -2012,4,20,22,30,100950,99780,98650,68.57000000000001,0,3.95,4.17,4.21,4.23,4.24,4.24,4.24,4.23,4.22,180.48,180.92000000000002,181.02,181.13,181.24,181.35,181.47,181.58,181.83,23.11,22.76,22.59,22.39,22.19,22.01,21.81,21.63,21.240000000000002,N/A,N/A -2012,4,20,23,30,101130,99950,98800,87.69,22.3,15.16,16.28,16.46,16.45,16.37,16.27,16.1,15.94,15.48,306.59000000000003,306.08,305.68,305.2,304.64,304.07,303.3,302.55,300.36,19.91,19.3,19.1,18.94,18.8,18.67,18.56,18.47,18.32,N/A,N/A -2012,4,21,0,30,101020,99840,98690,85.01,7,5.51,5.86,5.97,6.05,6.12,6.18,6.26,6.33,6.6000000000000005,343.54,343.17,342.83,342.49,342.13,341.78000000000003,341.36,340.96,339.89,19.77,19.3,19.1,18.91,18.72,18.54,18.36,18.2,17.89,N/A,N/A -2012,4,21,1,30,100980,99800,98660,82.10000000000001,0,1.56,1.72,1.78,1.84,1.9100000000000001,1.98,2.08,2.19,2.7600000000000002,314.47,314.83,315.65000000000003,316.5,317.43,318.39,319.65000000000003,320.92,325.75,20.57,20.19,20.01,19.82,19.64,19.47,19.3,19.14,18.94,N/A,N/A -2012,4,21,2,30,101060,99890,98740,82.91,0,5.3,5.65,5.73,5.79,5.84,5.87,5.91,5.94,6.01,279.03000000000003,279.15000000000003,279.26,279.41,279.56,279.71,279.90000000000003,280.07,280.47,20.490000000000002,20.04,19.84,19.63,19.43,19.240000000000002,19.04,18.86,18.48,N/A,N/A -2012,4,21,3,30,101100,99920,98780,73.69,0,9.59,10.31,10.46,10.52,10.55,10.56,10.56,10.55,10.52,331.28000000000003,331.26,331.18,331.11,331.04,330.98,330.92,330.87,330.79,21,20.5,20.29,20.07,19.87,19.67,19.47,19.28,18.89,N/A,N/A -2012,4,21,4,30,101090,99910,98760,84.67,0,9.4,10.22,10.42,10.53,10.61,10.66,10.69,10.72,10.74,344.79,345.11,345.13,345.13,345.12,345.11,345.09000000000003,345.07,345.03000000000003,20.11,19.56,19.34,19.11,18.900000000000002,18.7,18.490000000000002,18.3,17.900000000000002,N/A,N/A -2012,4,21,5,30,101090,99900,98760,85.69,0,10.950000000000001,11.92,12.15,12.280000000000001,12.36,12.41,12.450000000000001,12.48,12.5,346.26,346.54,346.62,346.67,346.71,346.74,346.76,346.77,346.78000000000003,19.66,19.07,18.84,18.61,18.400000000000002,18.21,18,17.81,17.42,N/A,N/A -2012,4,21,6,30,101110,99920,98770,81.02,0,12.86,14.16,14.51,14.72,14.870000000000001,14.98,15.07,15.15,15.26,354.8,355.04,355.16,355.26,355.36,355.46,355.55,355.63,355.81,19.35,18.71,18.47,18.240000000000002,18.02,17.82,17.61,17.42,17.03,N/A,N/A -2012,4,21,7,30,101150,99970,98810,80,0,13.73,15.15,15.55,15.8,15.98,16.13,16.240000000000002,16.34,16.52,358.11,358.29,358.40000000000003,358.51,358.6,358.69,358.79,358.88,359.08,19,18.32,18.07,17.84,17.62,17.42,17.21,17.02,16.63,N/A,N/A -2012,4,21,8,30,101130,99940,98790,79.32000000000001,0,14.43,15.96,16.37,16.62,16.8,16.94,17.04,17.14,17.27,357,357.05,357.09000000000003,357.12,357.15000000000003,357.18,357.21,357.23,357.29,18.93,18.240000000000002,17.990000000000002,17.75,17.53,17.32,17.1,16.91,16.5,N/A,N/A -2012,4,21,9,30,101160,99970,98810,81.19,0,14.32,15.780000000000001,16.17,16.4,16.56,16.68,16.76,16.84,16.93,357.49,357.40000000000003,357.37,357.36,357.36,357.36,357.36,357.36,357.39,18.59,17.88,17.62,17.38,17.150000000000002,16.94,16.73,16.52,16.12,N/A,N/A -2012,4,21,10,30,101190,100000,98840,81.93,0,14.21,15.63,15.99,16.2,16.34,16.44,16.5,16.56,16.63,359.41,359.62,359.71,359.8,359.88,359.96,0.04,0.12,0.28,18.03,17.28,17.02,16.77,16.55,16.34,16.12,15.92,15.52,N/A,N/A -2012,4,21,11,30,101200,100010,98850,81.87,0,14.36,15.8,16.15,16.35,16.490000000000002,16.59,16.66,16.71,16.78,357.44,357.61,357.72,357.83,357.94,358.04,358.15000000000003,358.26,358.48,17.51,16.740000000000002,16.47,16.22,15.99,15.790000000000001,15.57,15.370000000000001,14.97,N/A,N/A -2012,4,21,12,30,101210,100010,98850,81.58,0,14.370000000000001,15.8,16.15,16.35,16.48,16.580000000000002,16.65,16.71,16.78,359.3,359.53000000000003,359.65000000000003,359.76,359.88,359.98,0.1,0.21,0.45,17.12,16.32,16.04,15.8,15.57,15.370000000000001,15.15,14.96,14.56,N/A,N/A -2012,4,21,13,30,101230,100030,98870,80.36,0,13.540000000000001,14.82,15.13,15.3,15.42,15.51,15.57,15.620000000000001,15.700000000000001,359.88,0.16,0.32,0.48,0.64,0.78,0.93,1.07,1.36,16.67,15.870000000000001,15.6,15.36,15.14,14.93,14.72,14.530000000000001,14.14,N/A,N/A -2012,4,21,14,30,101280,100080,98910,77.5,0,12.26,13.34,13.59,13.74,13.83,13.9,13.950000000000001,13.99,14.040000000000001,353.92,354.08,354.19,354.29,354.39,354.47,354.57,354.67,354.85,16.6,15.84,15.57,15.33,15.11,14.9,14.69,14.49,14.09,N/A,N/A -2012,4,21,15,30,101330,100130,98960,75.14,0,11.28,12.22,12.43,12.56,12.63,12.69,12.72,12.75,12.790000000000001,351.90000000000003,352.1,352.23,352.36,352.47,352.58,352.69,352.79,353,16.71,15.98,15.72,15.48,15.25,15.040000000000001,14.83,14.63,14.23,N/A,N/A -2012,4,21,16,30,101330,100130,98960,71.28,0,11.15,12.08,12.290000000000001,12.4,12.48,12.530000000000001,12.56,12.59,12.620000000000001,347.29,347.55,347.72,347.88,348.02,348.16,348.3,348.43,348.68,17.3,16.6,16.35,16.11,15.89,15.69,15.47,15.27,14.870000000000001,N/A,N/A -2012,4,21,17,30,101330,100130,98970,66.38,0,11.33,12.33,12.57,12.71,12.8,12.870000000000001,12.92,12.96,13.02,348.02,348.1,348.16,348.2,348.24,348.29,348.34000000000003,348.39,348.49,18.34,17.69,17.45,17.22,17,16.8,16.580000000000002,16.39,15.99,N/A,N/A -2012,4,21,18,30,101310,100120,98970,61.730000000000004,0,11.27,12.31,12.56,12.700000000000001,12.8,12.88,12.93,12.98,13.040000000000001,345.45,345.7,345.85,345.98,346.11,346.22,346.34000000000003,346.44,346.66,19.400000000000002,18.81,18.580000000000002,18.36,18.14,17.95,17.740000000000002,17.54,17.14,N/A,N/A -2012,4,21,19,30,101310,100120,98970,59.050000000000004,0,10.78,11.78,12.030000000000001,12.18,12.290000000000001,12.370000000000001,12.43,12.48,12.56,344.58,344.98,345.22,345.45,345.65000000000003,345.84000000000003,346.02,346.2,346.53000000000003,20.31,19.77,19.55,19.34,19.13,18.93,18.72,18.53,18.13,N/A,N/A -2012,4,21,20,30,101280,100090,98950,56.26,0,10.71,11.72,11.98,12.13,12.24,12.33,12.39,12.44,12.52,344.56,344.92,345.14,345.34000000000003,345.54,345.71,345.88,346.02,346.32,21.07,20.580000000000002,20.37,20.16,19.95,19.76,19.55,19.36,18.96,N/A,N/A -2012,4,21,21,30,101270,100090,98950,54.410000000000004,0,10.5,11.5,11.76,11.92,12.040000000000001,12.120000000000001,12.19,12.25,12.33,344.56,344.96,345.2,345.43,345.63,345.81,345.99,346.15000000000003,346.46,21.61,21.16,20.96,20.740000000000002,20.54,20.35,20.14,19.95,19.55,N/A,N/A -2012,4,21,22,30,101270,100090,98950,55.230000000000004,0,10.18,11.14,11.38,11.53,11.63,11.71,11.77,11.82,11.89,344,344.44,344.71,344.97,345.2,345.42,345.62,345.82,346.18,21.96,21.53,21.330000000000002,21.13,20.92,20.73,20.53,20.34,19.94,N/A,N/A 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-2012,4,24,8,30,101850,100660,99500,54.93,0,2,2.04,2.0300000000000002,2.02,2,1.98,1.96,1.94,1.9000000000000001,128.27,129.02,129.42000000000002,129.81,130.19,130.54,130.92000000000002,131.27,132,20.93,20.59,20.41,20.21,20.01,19.830000000000002,19.62,19.44,19.05,N/A,N/A -2012,4,24,9,30,101860,100670,99520,58.06,0,2.27,2.35,2.36,2.36,2.35,2.35,2.34,2.33,2.32,161.92000000000002,162.17000000000002,162.21,162.25,162.29,162.33,162.36,162.39000000000001,162.48,20.88,20.53,20.35,20.14,19.95,19.76,19.56,19.37,18.98,N/A,N/A -2012,4,24,10,30,101860,100670,99520,59.67,0,2.2800000000000002,2.38,2.4,2.4,2.41,2.42,2.42,2.42,2.42,183.78,183.98,184.07,184.14000000000001,184.20000000000002,184.24,184.27,184.29,184.27,20.78,20.42,20.240000000000002,20.04,19.84,19.66,19.45,19.27,18.88,N/A,N/A -2012,4,24,11,30,101850,100660,99510,61.02,0,2.57,2.67,2.68,2.69,2.69,2.68,2.68,2.68,2.66,174.69,175.61,176.16,176.71,177.21,177.68,178.18,178.64000000000001,179.59,20.81,20.45,20.27,20.07,19.87,19.68,19.48,19.3,18.900000000000002,N/A,N/A -2012,4,24,12,30,101880,100690,99540,68.88,0,3.68,3.85,3.85,3.85,3.84,3.83,3.81,3.8000000000000003,3.77,196.27,195.64000000000001,195.19,194.75,194.32,193.91,193.48000000000002,193.08,192.24,20.7,20.330000000000002,20.14,19.94,19.740000000000002,19.55,19.35,19.17,18.77,N/A,N/A -2012,4,24,13,30,101890,100700,99550,69.46000000000001,0,4,4.19,4.21,4.22,4.21,4.21,4.19,4.18,4.15,184.94,185.55,185.94,186.28,186.6,186.88,187.17000000000002,187.43,187.95000000000002,20.7,20.32,20.13,19.93,19.73,19.55,19.34,19.150000000000002,18.76,N/A,N/A -2012,4,24,14,30,101930,100740,99580,67.3,0,3.69,3.9,3.94,3.96,3.98,4,4.01,4.0200000000000005,4.03,193.21,192.66,192.33,192.01,191.72,191.44,191.15,190.89000000000001,190.33,20.79,20.42,20.23,20.03,19.84,19.650000000000002,19.44,19.26,18.86,N/A,N/A -2012,4,24,15,30,101930,100750,99590,67.02,0,3.95,4.16,4.19,4.21,4.23,4.24,4.24,4.24,4.25,189.74,189.09,188.68,188.29,187.93,187.6,187.27,186.97,186.37,20.87,20.490000000000002,20.31,20.11,19.91,19.72,19.52,19.330000000000002,18.94,N/A,N/A -2012,4,24,16,30,101920,100740,99580,64.4,0,3.85,4.0600000000000005,4.09,4.11,4.12,4.13,4.13,4.14,4.14,179.04,179.32,179.53,179.75,179.95000000000002,180.14000000000001,180.35,180.54,180.94,20.95,20.580000000000002,20.39,20.19,19.990000000000002,19.81,19.6,19.42,19.03,N/A,N/A -2012,4,24,17,30,101900,100710,99560,63.85,0,4.78,5.04,5.08,5.08,5.08,5.08,5.07,5.05,5.03,171.97,172.77,173.21,173.61,173.98,174.33,174.68,174.99,175.65,21.06,20.68,20.490000000000002,20.29,20.09,19.91,19.7,19.51,19.12,N/A,N/A -2012,4,24,18,30,101870,100680,99530,64.43,0,4.45,4.7,4.75,4.78,4.79,4.8,4.8,4.8100000000000005,4.8100000000000005,181.54,181.6,181.53,181.42000000000002,181.31,181.19,181.05,180.91,180.6,21.14,20.77,20.580000000000002,20.38,20.18,19.990000000000002,19.79,19.61,19.21,N/A,N/A -2012,4,24,19,30,101830,100640,99500,70.73,0,5.9,6.29,6.37,6.41,6.42,6.43,6.44,6.44,6.43,181.53,181.92000000000002,182.11,182.3,182.47,182.62,182.77,182.92000000000002,183.21,21.080000000000002,20.69,20.51,20.31,20.11,19.92,19.72,19.53,19.14,N/A,N/A -2012,4,24,20,30,101780,100600,99450,71.2,0,5.88,6.2700000000000005,6.34,6.36,6.37,6.38,6.37,6.36,6.33,179.79,179.96,180.07,180.20000000000002,180.31,180.42000000000002,180.53,180.64000000000001,180.85,21.12,20.73,20.54,20.34,20.14,19.95,19.75,19.57,19.17,N/A,N/A 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-2012,4,25,13,30,101540,100370,99230,82.06,0,8.950000000000001,9.86,10.1,10.24,10.33,10.4,10.450000000000001,10.49,10.540000000000001,196.56,196.57,196.58,196.58,196.59,196.59,196.59,196.59,196.58,22.240000000000002,21.92,21.75,21.55,21.36,21.17,20.97,20.79,20.400000000000002,N/A,N/A -2012,4,25,14,30,101560,100390,99250,84.23,0,8.55,9.31,9.49,9.57,9.620000000000001,9.64,9.65,9.66,9.65,194.31,194.22,194.24,194.28,194.33,194.37,194.42000000000002,194.47,194.63,22.26,21.94,21.77,21.57,21.38,21.2,21.01,20.830000000000002,20.45,N/A,N/A -2012,4,25,15,30,101570,100390,99250,84.24,0,8.39,9.23,9.42,9.540000000000001,9.61,9.67,9.71,9.74,9.81,194.26,194.49,194.57,194.65,194.73000000000002,194.81,194.9,194.99,195.21,22.38,22.07,21.900000000000002,21.71,21.52,21.34,21.14,20.97,20.59,N/A,N/A -2012,4,25,16,30,101600,100420,99290,84.78,0,8.55,9.47,9.69,9.83,9.93,10,10.05,10.1,10.16,193.6,193.82,193.94,194.05,194.16,194.27,194.39000000000001,194.49,194.73000000000002,22.48,22.17,22,21.81,21.62,21.43,21.240000000000002,21.06,20.67,N/A,N/A -2012,4,25,17,30,101580,100400,99270,84.66,0,8.59,9.51,9.74,9.88,9.98,10.06,10.120000000000001,10.16,10.24,197.42000000000002,197.58,197.69,197.8,197.91,198.02,198.12,198.22,198.44,22.56,22.26,22.1,21.900000000000002,21.72,21.53,21.34,21.16,20.77,N/A,N/A -2012,4,25,18,30,101580,100400,99270,86.44,0,8.82,9.74,9.97,10.11,10.21,10.27,10.31,10.33,10.35,197.69,197.6,197.6,197.61,197.62,197.63,197.63,197.64000000000001,197.64000000000001,22.6,22.3,22.13,21.93,21.740000000000002,21.55,21.36,21.17,20.78,N/A,N/A -2012,4,25,19,30,101580,100410,99270,86.37,0,8.17,8.99,9.19,9.3,9.370000000000001,9.42,9.450000000000001,9.47,9.49,195.55,195.6,195.67000000000002,195.74,195.8,195.86,195.92000000000002,195.97,196.09,22.66,22.36,22.19,22,21.81,21.63,21.43,21.25,20.87,N/A,N/A -2012,4,25,20,30,101530,100360,99220,86.83,0,8.42,9.290000000000001,9.51,9.63,9.72,9.790000000000001,9.83,9.870000000000001,9.91,194.51,194.69,194.78,194.87,194.96,195.04,195.12,195.21,195.4,22.68,22.39,22.22,22.03,21.84,21.66,21.46,21.28,20.900000000000002,N/A,N/A -2012,4,25,21,30,101490,100320,99180,87.45,0,9.27,10.28,10.540000000000001,10.700000000000001,10.81,10.9,10.950000000000001,11,11.05,192.84,192.95000000000002,193.02,193.1,193.17000000000002,193.24,193.31,193.38,193.52,22.68,22.400000000000002,22.23,22.04,21.85,21.67,21.47,21.29,20.900000000000002,N/A,N/A -2012,4,25,22,30,101470,100300,99160,87.47,0,8.86,9.82,10.08,10.24,10.35,10.44,10.5,10.55,10.620000000000001,189.56,189.55,189.61,189.66,189.72,189.77,189.83,189.88,190,22.68,22.400000000000002,22.23,22.04,21.86,21.67,21.48,21.3,20.92,N/A,N/A -2012,4,25,23,30,101430,100260,99130,87.85000000000001,0,9.1,10.09,10.32,10.48,10.58,10.66,10.72,10.78,10.86,188.14000000000001,188.21,188.25,188.29,188.33,188.37,188.42000000000002,188.47,188.59,22.650000000000002,22.36,22.2,22.01,21.82,21.64,21.45,21.27,20.89,N/A,N/A -2012,4,26,0,30,101390,100220,99080,88.10000000000001,0,9.540000000000001,10.620000000000001,10.89,11.07,11.200000000000001,11.290000000000001,11.36,11.41,11.49,187.76,187.77,187.81,187.86,187.91,187.95000000000002,188.01,188.05,188.17000000000002,22.6,22.31,22.14,21.95,21.76,21.580000000000002,21.39,21.21,20.82,N/A,N/A -2012,4,26,1,30,101360,100190,99060,86.26,0,10,11.08,11.370000000000001,11.55,11.68,11.78,11.86,11.92,12.030000000000001,186.67000000000002,186.47,186.42000000000002,186.37,186.34,186.33,186.32,186.32,186.36,22.67,22.400000000000002,22.240000000000002,22.05,21.87,21.69,21.5,21.32,20.95,N/A,N/A -2012,4,26,2,30,101350,100180,99050,85.7,0,10.19,11.41,11.73,11.96,12.14,12.280000000000001,12.41,12.530000000000001,12.76,185.78,185.97,186.04,186.11,186.19,186.26,186.33,186.4,186.55,22.7,22.44,22.28,22.09,21.91,21.740000000000002,21.55,21.38,21.01,N/A,N/A -2012,4,26,3,30,101330,100160,99030,85.24,0,9.620000000000001,10.63,10.93,11.16,11.4,11.64,11.950000000000001,12.27,13.030000000000001,186.38,186.62,186.78,186.97,187.19,187.43,187.73,188.04,188.6,22.73,22.490000000000002,22.35,22.19,22.03,21.89,21.75,21.62,21.35,N/A,N/A -2012,4,26,4,30,101320,100150,99010,85.54,0,11.35,12.75,13.13,13.39,13.61,13.780000000000001,13.93,14.06,14.290000000000001,184.54,184.88,185.06,185.26,185.45000000000002,185.63,185.8,185.95000000000002,186.3,22.72,22.46,22.3,22.12,21.93,21.76,21.57,21.39,21.02,N/A,N/A -2012,4,26,5,30,101320,100150,99020,84.51,0,11.120000000000001,12.5,12.870000000000001,13.14,13.34,13.49,13.61,13.700000000000001,13.89,189.42000000000002,188.95000000000002,188.81,188.66,188.55,188.44,188.34,188.25,188.07,22.81,22.55,22.39,22.2,22.02,21.830000000000002,21.64,21.46,21.07,N/A,N/A -2012,4,26,6,30,101330,100160,99020,85.54,0,11.6,13.05,13.44,13.71,13.9,14.040000000000001,14.13,14.21,14.290000000000001,188.9,188.71,188.66,188.61,188.59,188.56,188.56,188.56,188.59,22.84,22.55,22.38,22.19,22,21.81,21.61,21.43,21.04,N/A,N/A -2012,4,26,7,30,101340,100170,99030,86.01,0,10.78,11.94,12.26,12.47,12.63,12.77,12.9,13.030000000000001,13.46,189.59,189.49,189.5,189.5,189.51,189.52,189.54,189.57,189.87,22.91,22.64,22.48,22.3,22.13,21.96,21.79,21.63,21.36,N/A,N/A -2012,4,26,8,30,101330,100160,99020,88.12,0,11.28,12.63,13.01,13.27,13.46,13.61,13.72,13.81,13.950000000000001,192.33,192.27,192.24,192.22,192.22,192.22,192.23000000000002,192.26,192.35,22.830000000000002,22.55,22.38,22.19,22,21.82,21.63,21.45,21.07,N/A,N/A -2012,4,26,9,30,101320,100160,99020,88.81,0,11.11,12.34,12.67,12.91,13.11,13.280000000000001,13.46,13.64,14.13,192,192.5,192.71,192.94,193.18,193.43,193.72,194.01,194.78,22.81,22.54,22.38,22.2,22.03,21.86,21.68,21.53,21.21,N/A,N/A -2012,4,26,10,30,101330,100160,99030,88.73,0,9.96,11.01,11.28,11.450000000000001,11.58,11.69,11.8,11.91,12.31,190.05,190.29,190.44,190.61,190.79,190.99,191.24,191.48000000000002,192.16,22.81,22.53,22.37,22.19,22.02,21.85,21.67,21.51,21.22,N/A,N/A -2012,4,26,11,30,101350,100180,99050,90.36,0,10.41,11.57,11.91,12.120000000000001,12.290000000000001,12.42,12.540000000000001,12.65,12.85,186.98,187.06,187.17000000000002,187.28,187.38,187.48,187.59,187.70000000000002,187.94,22.75,22.46,22.29,22.11,21.92,21.740000000000002,21.55,21.38,21.02,N/A,N/A -2012,4,26,12,30,101390,100220,99090,89.14,0,10.18,11.34,11.67,11.91,12.08,12.23,12.35,12.46,12.67,187.76,187.94,188.06,188.19,188.31,188.42000000000002,188.55,188.66,188.94,22.82,22.54,22.38,22.19,22.01,21.830000000000002,21.64,21.46,21.09,N/A,N/A -2012,4,26,13,30,101430,100260,99130,90.45,0,9.93,11.03,11.31,11.5,11.65,11.76,11.86,11.94,12.1,189.56,189.76,189.88,190,190.14000000000001,190.26,190.41,190.55,190.9,22.79,22.5,22.330000000000002,22.150000000000002,21.96,21.78,21.580000000000002,21.41,21.03,N/A,N/A -2012,4,26,14,30,101510,100340,99200,90,0,9.13,10.120000000000001,10.42,10.64,10.81,10.950000000000001,11.08,11.19,11.42,187.66,187.88,188.06,188.25,188.42000000000002,188.58,188.75,188.89000000000001,189.22,22.900000000000002,22.63,22.48,22.29,22.11,21.93,21.75,21.57,21.21,N/A,N/A -2012,4,26,15,30,101540,100370,99240,88.29,0,9.21,10.370000000000001,10.700000000000001,10.97,11.200000000000001,11.4,11.61,11.8,12.23,186.99,187.66,187.94,188.25,188.56,188.88,189.23,189.56,190.39000000000001,23.05,22.79,22.64,22.46,22.28,22.11,21.93,21.76,21.41,N/A,N/A -2012,4,26,16,30,101560,100390,99260,89.13,0,8.620000000000001,9.56,9.83,10.03,10.18,10.31,10.43,10.53,10.78,185.45000000000002,185.71,185.95000000000002,186.24,186.55,186.88,187.27,187.66,188.70000000000002,23.02,22.76,22.6,22.42,22.240000000000002,22.07,21.89,21.72,21.36,N/A,N/A -2012,4,26,17,30,101570,100400,99270,88.21000000000001,0,9.16,10.17,10.46,10.66,10.81,10.93,11.03,11.120000000000001,11.28,187.6,187.75,187.91,188.09,188.26,188.43,188.62,188.79,189.17000000000002,23.09,22.830000000000002,22.68,22.490000000000002,22.31,22.13,21.94,21.77,21.39,N/A,N/A -2012,4,26,18,30,101570,100400,99260,87.93,0,8.8,9.76,10.03,10.21,10.35,10.47,10.57,10.65,10.81,189.84,189.92000000000002,190.02,190.14000000000001,190.25,190.35,190.48,190.59,190.85,23.12,22.86,22.7,22.52,22.34,22.16,21.97,21.8,21.43,N/A,N/A -2012,4,26,19,30,101570,100400,99270,86.96000000000001,0,9.09,10.120000000000001,10.39,10.58,10.72,10.82,10.9,10.98,11.09,185.36,185.55,185.67000000000002,185.82,185.96,186.1,186.25,186.39000000000001,186.73,23.13,22.87,22.71,22.53,22.35,22.17,21.98,21.8,21.43,N/A,N/A -2012,4,26,20,30,101520,100350,99220,87.5,0,8.77,9.71,9.96,10.120000000000001,10.25,10.34,10.42,10.49,10.620000000000001,184.91,185,185.09,185.19,185.29,185.39000000000001,185.51,185.62,185.9,23.080000000000002,22.82,22.66,22.48,22.3,22.13,21.94,21.77,21.41,N/A,N/A -2012,4,26,21,30,101490,100320,99190,86.91,0,8.71,9.700000000000001,9.96,10.14,10.28,10.39,10.46,10.53,10.64,184.64000000000001,184.73,184.78,184.85,184.92000000000002,184.99,185.08,185.16,185.34,23.09,22.82,22.66,22.48,22.3,22.12,21.92,21.75,21.37,N/A,N/A -2012,4,26,22,30,101460,100290,99160,85.57000000000001,0,8.58,9.55,9.83,10.03,10.18,10.3,10.41,10.51,10.69,186.58,187.05,187.3,187.55,187.79,188.01,188.26,188.49,189,23.06,22.81,22.67,22.490000000000002,22.31,22.14,21.95,21.78,21.41,N/A,N/A -2012,4,26,23,30,101420,100250,99120,85.8,0,8.92,9.9,10.17,10.35,10.47,10.57,10.65,10.71,10.81,184.05,184.07,184.15,184.24,184.32,184.4,184.49,184.58,184.76,23,22.740000000000002,22.59,22.400000000000002,22.22,22.04,21.86,21.68,21.31,N/A,N/A -2012,4,27,0,30,101390,100220,99080,85.14,0,9.02,9.94,10.18,10.32,10.42,10.49,10.55,10.6,10.71,180.54,180.64000000000001,180.76,180.89000000000001,181.04,181.20000000000002,181.39000000000001,181.58,182.1,22.94,22.68,22.53,22.35,22.17,22,21.81,21.650000000000002,21.29,N/A,N/A -2012,4,27,1,30,101370,100200,99070,83.03,0,9.47,10.49,10.77,10.950000000000001,11.07,11.16,11.23,11.290000000000001,11.39,184.15,184.31,184.41,184.5,184.58,184.64000000000001,184.69,184.74,184.84,22.98,22.73,22.57,22.39,22.22,22.04,21.86,21.69,21.34,N/A,N/A -2012,4,27,2,30,101360,100190,99060,80.42,0,9.21,10.25,10.55,10.76,10.94,11.09,11.22,11.35,11.61,184.53,184.81,184.91,185,185.08,185.15,185.22,185.27,185.36,23.03,22.79,22.650000000000002,22.47,22.3,22.13,21.95,21.78,21.43,N/A,N/A -2012,4,27,3,30,101340,100170,99040,81.43,0,10.19,11.3,11.58,11.74,11.85,11.93,11.98,12.01,12.040000000000001,179.37,179.29,179.31,179.34,179.38,179.42000000000002,179.48,179.54,179.68,22.95,22.68,22.52,22.34,22.150000000000002,21.97,21.78,21.61,21.23,N/A,N/A -2012,4,27,4,30,101300,100130,99000,78.82000000000001,0,8.73,9.65,9.93,10.17,10.42,10.68,11.06,11.44,12.13,181.25,181.66,181.96,182.33,182.8,183.32,184.04,184.76,185.69,23.01,22.8,22.67,22.52,22.38,22.25,22.14,22.03,21.75,N/A,N/A -2012,4,27,5,30,101300,100130,99000,80.24,0,10.23,11.3,11.59,11.77,11.93,12.05,12.19,12.31,12.63,179.57,180.18,180.41,180.63,180.85,181.06,181.29,181.5,181.98,22.96,22.72,22.580000000000002,22.400000000000002,22.240000000000002,22.07,21.900000000000002,21.740000000000002,21.41,N/A,N/A -2012,4,27,6,30,101310,100140,99000,81.74,0,9.85,10.8,11.03,11.16,11.25,11.31,11.38,11.44,11.66,180.4,180.54,180.59,180.63,180.66,180.68,180.71,180.74,180.91,22.95,22.650000000000002,22.490000000000002,22.31,22.14,21.97,21.79,21.64,21.330000000000002,N/A,N/A -2012,4,27,7,30,101330,100160,99030,79.13,0,9.53,10.75,11.09,11.35,11.55,11.72,11.85,11.97,12.14,181.97,181.70000000000002,181.68,181.66,181.65,181.63,181.62,181.6,181.57,23.26,22.98,22.82,22.63,22.45,22.26,22.07,21.89,21.5,N/A,N/A -2012,4,27,8,30,101320,100150,99020,77.84,0,8.99,10.1,10.43,10.72,11,11.27,11.58,11.89,12.58,182.87,183.1,183.24,183.38,183.53,183.67000000000002,183.82,183.96,184.18,23.41,23.18,23.04,22.88,22.73,22.57,22.42,22.27,21.95,N/A,N/A -2012,4,27,9,30,101320,100160,99020,81.82000000000001,0,9.61,10.68,10.950000000000001,11.13,11.26,11.370000000000001,11.47,11.56,11.76,179.61,179.57,179.63,179.71,179.8,179.88,180,180.1,180.47,23.2,22.93,22.77,22.59,22.400000000000002,22.23,22.04,21.87,21.52,N/A,N/A -2012,4,27,10,30,101310,100150,99010,83.74,0,10.71,11.9,12.19,12.36,12.48,12.56,12.61,12.66,12.700000000000001,176.56,176.74,176.87,177.01,177.15,177.3,177.45000000000002,177.59,177.93,23.18,22.900000000000002,22.73,22.54,22.36,22.18,21.990000000000002,21.81,21.43,N/A,N/A -2012,4,27,11,30,101320,100160,99020,83.17,0,10.55,11.68,11.98,12.17,12.31,12.41,12.5,12.57,12.72,183.08,183.26,183.34,183.42000000000002,183.51,183.6,183.70000000000002,183.8,184.04,23.19,22.92,22.76,22.580000000000002,22.400000000000002,22.22,22.04,21.87,21.51,N/A,N/A -2012,4,27,12,30,101350,100180,99050,81.36,0,10.39,11.65,11.99,12.25,12.450000000000001,12.61,12.76,12.88,13.1,175.95000000000002,176.67000000000002,176.95000000000002,177.23,177.5,177.74,177.99,178.23,178.69,23.38,23.12,22.97,22.79,22.61,22.44,22.25,22.07,21.7,N/A,N/A -2012,4,27,13,30,101350,100190,99050,80.99,0,12.120000000000001,13.6,13.98,14.25,14.43,14.57,14.68,14.76,14.870000000000001,179.38,179.66,179.77,179.87,179.96,180.03,180.09,180.14000000000001,180.21,23.28,23,22.830000000000002,22.64,22.45,22.26,22.07,21.88,21.490000000000002,N/A,N/A -2012,4,27,14,30,101390,100230,99090,85.10000000000001,0,11.56,12.91,13.26,13.49,13.64,13.76,13.85,13.92,14,178.63,178.48,178.47,178.47,178.47,178.47,178.48,178.48,178.49,23.080000000000002,22.78,22.61,22.41,22.22,22.04,21.84,21.650000000000002,21.27,N/A,N/A -2012,4,27,15,30,101420,100260,99120,85.96000000000001,0,11.47,12.81,13.19,13.43,13.6,13.74,13.83,13.91,14.02,176.61,176.81,176.93,177.04,177.15,177.24,177.33,177.41,177.57,23.14,22.85,22.69,22.490000000000002,22.3,22.12,21.92,21.740000000000002,21.36,N/A,N/A -2012,4,27,16,30,101450,100290,99150,82.99,0,10.51,11.72,12.05,12.27,12.43,12.55,12.64,12.72,12.83,176.99,176.79,176.78,176.77,176.78,176.78,176.79,176.8,176.85,23.28,23,22.84,22.650000000000002,22.47,22.29,22.09,21.91,21.54,N/A,N/A -2012,4,27,17,30,101460,100290,99160,81.42,0,10.41,11.6,11.93,12.14,12.3,12.42,12.52,12.6,12.73,180.36,180.85,181.07,181.29,181.49,181.67000000000002,181.85,182.01,182.32,23.29,23.02,22.86,22.67,22.48,22.3,22.11,21.93,21.55,N/A,N/A -2012,4,27,18,30,101480,100310,99180,83.69,0,10.03,11.25,11.6,11.83,12,12.13,12.22,12.31,12.42,181.32,181.52,181.59,181.65,181.71,181.76,181.8,181.84,181.9,23.27,22.98,22.82,22.63,22.44,22.26,22.06,21.88,21.490000000000002,N/A,N/A -2012,4,27,19,30,101470,100300,99160,79.54,0,9.34,10.26,10.49,10.61,10.69,10.74,10.76,10.78,10.78,172.87,172.51,172.53,172.58,172.67000000000002,172.77,172.94,173.1,173.72,23.34,23.07,22.91,22.73,22.55,22.37,22.19,22.01,21.66,N/A,N/A -2012,4,27,20,30,101450,100280,99150,80.16,0,9.13,10.14,10.42,10.6,10.72,10.8,10.870000000000001,10.92,10.98,171.9,171.92000000000002,172.03,172.12,172.20000000000002,172.26,172.31,172.36,172.43,23.36,23.09,22.93,22.740000000000002,22.56,22.37,22.18,22,21.62,N/A,N/A -2012,4,27,21,30,101410,100240,99110,79.38,0,9.19,10.25,10.540000000000001,10.73,10.870000000000001,10.98,11.06,11.13,11.22,175.06,175.29,175.4,175.49,175.57,175.64000000000001,175.70000000000002,175.76,175.87,23.37,23.11,22.95,22.76,22.580000000000002,22.400000000000002,22.2,22.02,21.64,N/A,N/A -2012,4,27,22,30,101360,100200,99060,78.2,0,8.99,9.97,10.23,10.41,10.540000000000001,10.64,10.73,10.8,10.91,171.1,171.49,171.68,171.88,172.08,172.28,172.49,172.68,173.09,23.38,23.13,22.97,22.78,22.6,22.42,22.23,22.05,21.68,N/A,N/A -2012,4,27,23,30,101320,100150,99020,76.83,0,9.15,10.17,10.43,10.6,10.72,10.82,10.89,10.950000000000001,11.040000000000001,167.73,167.96,168.09,168.22,168.34,168.46,168.58,168.69,168.93,23.35,23.09,22.94,22.75,22.57,22.39,22.2,22.02,21.650000000000002,N/A,N/A 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-2012,4,28,3,30,101250,100080,98940,78.42,0,10.76,12.02,12.35,12.57,12.74,12.86,12.96,13.05,13.18,169.88,170.41,170.57,170.71,170.82,170.92000000000002,171,171.08,171.20000000000002,23.150000000000002,22.87,22.7,22.51,22.330000000000002,22.150000000000002,21.95,21.77,21.39,N/A,N/A -2012,4,28,4,30,101220,100050,98920,77.28,0,10.1,11.35,11.69,11.94,12.120000000000001,12.26,12.38,12.49,12.66,167.27,167.69,167.88,168.05,168.21,168.35,168.49,168.62,168.87,23.3,23.03,22.87,22.69,22.5,22.32,22.13,21.95,21.57,N/A,N/A -2012,4,28,5,30,101200,100030,98900,83.43,0,11.35,12.68,13.030000000000001,13.25,13.41,13.530000000000001,13.61,13.68,13.77,166.91,167.02,167.09,167.16,167.22,167.29,167.35,167.41,167.53,23.02,22.71,22.54,22.35,22.150000000000002,21.97,21.77,21.59,21.2,N/A,N/A -2012,4,28,6,30,101230,100060,98930,82.91,0,12.200000000000001,13.59,13.96,14.17,14.31,14.41,14.47,14.52,14.56,164.69,165.34,165.61,165.85,166.06,166.25,166.43,166.59,166.88,23.1,22.78,22.61,22.41,22.22,22.04,21.84,21.650000000000002,21.27,N/A,N/A -2012,4,28,7,30,101220,100050,98920,84.42,0,11.19,12.39,12.68,12.85,12.97,13.05,13.1,13.15,13.21,164.45000000000002,164.27,164.27,164.27,164.3,164.33,164.38,164.44,164.6,23.16,22.84,22.67,22.47,22.29,22.1,21.91,21.73,21.36,N/A,N/A -2012,4,28,8,30,101230,100070,98940,86.59,0,11.14,12.44,12.780000000000001,13.01,13.19,13.32,13.42,13.5,13.620000000000001,171.51,171.22,171.16,171.14000000000001,171.14000000000001,171.16,171.19,171.23,171.35,23.25,22.93,22.76,22.56,22.37,22.18,21.98,21.8,21.41,N/A,N/A 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-2012,4,28,15,30,101400,100240,99110,87.7,0,9.040000000000001,9.98,10.200000000000001,10.34,10.43,10.5,10.55,10.58,10.64,160,160.23,160.39000000000001,160.56,160.72,160.88,161.05,161.20000000000002,161.55,23.36,23.05,22.88,22.69,22.5,22.32,22.12,21.94,21.56,N/A,N/A -2012,4,28,16,30,101420,100250,99120,86.48,0,8.63,9.52,9.74,9.870000000000001,9.96,10.03,10.08,10.13,10.21,158,158.42000000000002,158.62,158.82,159,159.17000000000002,159.36,159.54,159.93,23.32,23.01,22.84,22.650000000000002,22.46,22.28,22.080000000000002,21.900000000000002,21.52,N/A,N/A -2012,4,28,17,30,101440,100280,99140,83.8,0,8.35,9.23,9.44,9.57,9.67,9.73,9.78,9.81,9.86,156.16,156.09,156.09,156.09,156.09,156.1,156.11,156.12,156.15,23.490000000000002,23.18,23.02,22.82,22.63,22.44,22.25,22.06,21.68,N/A,N/A 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-2012,5,1,9,30,101560,100390,99260,93.76,0,5.16,5.53,5.6000000000000005,5.64,5.67,5.68,5.71,5.74,6.04,160.91,161.17000000000002,161.3,161.43,161.55,161.65,161.74,161.82,161.70000000000002,23.27,22.96,22.79,22.6,22.41,22.23,22.04,21.87,21.56,N/A,N/A -2012,5,1,10,30,101560,100390,99250,94.42,0,4.6000000000000005,4.94,5.0200000000000005,5.08,5.13,5.18,5.26,5.33,6.2,155.96,155.68,155.5,155.32,155.13,154.94,154.75,154.56,154.6,22.990000000000002,22.650000000000002,22.47,22.28,22.09,21.89,21.7,21.52,21.31,N/A,N/A -2012,5,1,11,30,101570,100400,99270,94.66,0,4.96,5.3100000000000005,5.39,5.43,5.46,5.47,5.5,5.5200000000000005,5.64,160.74,159.72,159.09,158.4,157.69,156.97,156.14000000000001,155.33,153.17000000000002,22.95,22.6,22.42,22.21,22.02,21.82,21.62,21.43,21.13,N/A,N/A -2012,5,1,12,30,101550,100380,99250,94.37,0,4.9,5.17,5.21,5.21,5.22,5.24,5.29,5.34,5.46,132.41,132.13,132.12,132.22,132.57,133.06,134.1,135.2,137.12,22.97,22.650000000000002,22.48,22.31,22.150000000000002,22,21.89,21.79,21.61,N/A,N/A -2012,5,1,13,30,101580,100410,99270,91.61,0,4.89,5.2,5.26,5.3,5.37,5.47,5.71,5.97,6.140000000000001,122.67,123.74000000000001,124.60000000000001,125.75,127.46000000000001,129.57,133.1,136.84,142.1,22.97,22.650000000000002,22.48,22.3,22.13,21.990000000000002,21.87,21.79,21.63,N/A,N/A -2012,5,1,14,30,101580,100410,99270,91.67,0,6.13,6.6000000000000005,6.67,6.69,6.7,6.71,6.73,6.75,6.890000000000001,121.41,122.05,122.49000000000001,123.03,123.66,124.32000000000001,125.44,126.61,130.67000000000002,23.2,22.87,22.7,22.5,22.32,22.14,21.96,21.8,21.52,N/A,N/A -2012,5,1,15,30,101560,100390,99260,91.8,0,6.82,7.41,7.55,7.62,7.66,7.68,7.69,7.7,7.7,127.68,127.8,127.82000000000001,127.87,127.92,127.98,128.06,128.14000000000001,128.44,23.400000000000002,23.080000000000002,22.91,22.72,22.53,22.34,22.16,21.98,21.62,N/A,N/A -2012,5,1,16,30,101560,100390,99260,90.87,0,6.75,7.3100000000000005,7.44,7.5,7.54,7.5600000000000005,7.5600000000000005,7.57,7.55,124.19,124.38000000000001,124.5,124.60000000000001,124.71000000000001,124.82000000000001,124.94,125.07000000000001,125.39,23.44,23.11,22.93,22.740000000000002,22.55,22.36,22.17,21.990000000000002,21.61,N/A,N/A -2012,5,1,17,30,101570,100400,99270,90.28,0,5.7,6.18,6.28,6.34,6.38,6.4,6.41,6.42,6.42,126.21000000000001,126.17,126.22,126.26,126.29,126.33,126.38000000000001,126.42,126.54,23.52,23.2,23.02,22.830000000000002,22.64,22.45,22.26,22.07,21.69,N/A,N/A -2012,5,1,18,30,101550,100380,99250,89.19,0,5.49,5.9,5.99,6.03,6.0600000000000005,6.07,6.08,6.09,6.09,124.63000000000001,124.8,124.9,125.02,125.14,125.25,125.39,125.52,125.87,23.580000000000002,23.25,23.080000000000002,22.89,22.7,22.51,22.32,22.13,21.75,N/A,N/A -2012,5,1,19,30,101520,100350,99220,87.23,0,5.95,6.41,6.51,6.5600000000000005,6.58,6.59,6.59,6.59,6.57,122.62,122.78,122.88,122.98,123.08,123.18,123.29,123.39,123.64,23.67,23.34,23.17,22.97,22.78,22.6,22.400000000000002,22.22,21.84,N/A,N/A -2012,5,1,20,30,101480,100320,99190,86.19,0,6.37,6.890000000000001,7,7.05,7.08,7.1000000000000005,7.1000000000000005,7.1000000000000005,7.09,118.44,118.54,118.63,118.71000000000001,118.78,118.86,118.93,119.01,119.16,23.650000000000002,23.330000000000002,23.16,22.97,22.78,22.59,22.400000000000002,22.21,21.830000000000002,N/A,N/A -2012,5,1,21,30,101420,100250,99120,85.9,0,6.42,6.95,7.0600000000000005,7.12,7.16,7.17,7.19,7.2,7.2,124.26,124.23,124.26,124.31,124.37,124.43,124.51,124.58,124.75,23.56,23.25,23.09,22.89,22.7,22.52,22.32,22.14,21.76,N/A,N/A -2012,5,1,22,30,101390,100220,99090,86.32000000000001,0,6.12,6.66,6.78,6.84,6.88,6.9,6.91,6.92,6.91,118.24000000000001,118.43,118.54,118.64,118.73,118.8,118.87,118.94,119.08,23.53,23.22,23.05,22.85,22.66,22.47,22.27,22.09,21.71,N/A,N/A -2012,5,1,23,30,101350,100190,99060,87.53,0,6.21,6.7,6.8,6.84,6.86,6.87,6.87,6.87,6.84,120.92,120.97,120.99000000000001,121.02,121.07000000000001,121.11,121.17,121.23,121.41,23.41,23.09,22.93,22.73,22.54,22.36,22.16,21.98,21.61,N/A,N/A -2012,5,2,0,30,101360,100190,99060,87.81,0,5.4,5.94,6.09,6.18,6.25,6.3100000000000005,6.3500000000000005,6.38,6.44,120.17,120.39,120.46000000000001,120.55,120.62,120.69,120.75,120.82000000000001,120.95,23.41,23.1,22.93,22.73,22.54,22.35,22.150000000000002,21.97,21.580000000000002,N/A,N/A -2012,5,2,1,30,101310,100140,99010,88.42,0,6.55,7.15,7.3,7.390000000000001,7.46,7.51,7.55,7.59,7.67,124.48,124.92,125.19,125.47,125.72,125.97,126.23,126.47,127.01,23.38,23.07,22.91,22.71,22.53,22.34,22.150000000000002,21.97,21.6,N/A,N/A -2012,5,2,2,30,101290,100120,99000,90.71000000000001,0,7.04,7.67,7.83,7.91,7.96,7.99,8.01,8.02,8.040000000000001,130.45,130.79,130.88,130.94,130.99,131.04,131.07,131.1,131.15,23.31,22.990000000000002,22.81,22.61,22.42,22.23,22.03,21.85,21.46,N/A,N/A -2012,5,2,3,30,101310,100140,99010,92.45,0,6.9,7.53,7.67,7.75,7.8,7.82,7.84,7.8500000000000005,7.83,129.08,129.02,128.99,128.95,128.92000000000002,128.88,128.86,128.83,128.79,23.31,22.98,22.81,22.62,22.42,22.23,22.03,21.84,21.45,N/A,N/A -2012,5,2,4,30,101290,100120,99000,93.3,0,6.16,6.6000000000000005,6.68,6.7,6.71,6.73,6.79,6.87,7.28,135.41,135.34,135.27,135.21,135.16,135.11,135.21,135.36,137.91,23.29,22.98,22.81,22.62,22.44,22.26,22.11,21.96,21.85,N/A,N/A -2012,5,2,5,30,101280,100110,98980,93.88,0,6.3,6.8500000000000005,6.99,7.08,7.140000000000001,7.19,7.24,7.29,7.43,145.51,144.79,144.28,143.73,143.20000000000002,142.68,142.09,141.52,140.12,23.150000000000002,22.82,22.650000000000002,22.44,22.25,22.06,21.86,21.67,21.27,N/A,N/A -2012,5,2,6,30,101270,100100,98970,94.62,0,5.88,6.36,6.48,6.55,6.6000000000000005,6.640000000000001,6.68,6.72,6.96,155.88,155.71,155.51,155.24,154.94,154.63,154.17000000000002,153.71,151.83,23.150000000000002,22.830000000000002,22.66,22.46,22.27,22.09,21.900000000000002,21.72,21.42,N/A,N/A -2012,5,2,7,30,101280,100110,98990,94.83,0,5.01,5.47,5.58,5.65,5.69,5.72,5.78,5.86,6.16,146.52,146.9,147.11,147.34,147.55,147.72,148.13,148.59,150.78,23.48,23.18,23.02,22.82,22.63,22.43,22.23,22.05,21.79,N/A,N/A -2012,5,2,8,30,101240,100080,98950,92.25,0,4.68,5.12,5.3,5.61,5.88,6.140000000000001,6.38,6.6000000000000005,6.99,136.2,136.69,137.48,138.95000000000002,140.39000000000001,141.84,143.1,144.23,145.42000000000002,23.55,23.29,23.16,23.02,22.91,22.84,22.78,22.72,22.56,N/A,N/A -2012,5,2,9,30,101250,100080,98960,96.76,0,5.03,5.37,5.43,5.45,5.48,5.51,5.64,5.8,6.55,130.53,131.07,131.44,131.97,132.72,133.66,136.03,138.72,148.44,23.25,22.93,22.75,22.55,22.38,22.23,22.04,21.86,21.97,N/A,N/A -2012,5,2,10,30,101270,100100,98980,96.89,0,4.65,4.92,4.96,4.97,5.07,5.21,5.4,5.58,5.76,138.82,139.12,139.43,139.86,141.15,143.06,145.84,148.71,151.54,23.23,22.92,22.76,22.56,22.41,22.29,22.14,22.01,21.77,N/A,N/A -2012,5,2,11,30,101270,100100,98970,97.15,0,5.51,5.82,5.87,5.89,5.8,5.63,5.47,5.32,5.0200000000000005,138.82,139.01,139.28,139.83,140.13,140.28,140.72,141.19,143.32,22.57,22.52,22.59,22.75,22.69,22.5,22.32,22.17,21.91,N/A,N/A -2012,5,2,12,30,101290,100130,99000,95.04,0,4.34,4.58,4.61,4.61,4.61,4.63,4.68,4.72,4.82,134.72,135.01,135.27,135.63,136.07,136.58,137.44,138.36,141.73,23.22,22.92,22.77,22.59,22.43,22.28,22.13,22,21.75,N/A,N/A -2012,5,2,13,30,101310,100140,99020,91.95,0,4.51,4.8100000000000005,4.8500000000000005,4.86,4.8500000000000005,4.84,4.82,4.8100000000000005,4.69,125.94,126.19,126.37,126.62,126.96000000000001,127.37,128.41,129.53,136.42000000000002,23.34,23.03,22.87,22.68,22.490000000000002,22.31,22.13,21.97,21.72,N/A,N/A -2012,5,2,14,30,101350,100190,99060,93.56,0,4.0600000000000005,4.3,4.33,4.34,4.34,4.34,4.38,4.42,4.7,132.17000000000002,132.3,132.43,132.61,132.88,133.23,134.26,135.43,143.14000000000001,23.32,23.01,22.84,22.650000000000002,22.47,22.29,22.12,21.96,21.8,N/A,N/A -2012,5,2,15,30,101380,100210,99080,92.95,0,3.5500000000000003,3.74,3.77,3.77,3.7600000000000002,3.74,3.73,3.71,3.65,129.65,129.86,130,130.17000000000002,130.37,130.61,131.04,131.49,135.13,23.45,23.13,22.96,22.77,22.580000000000002,22.39,22.2,22.03,21.69,N/A,N/A -2012,5,2,16,30,101400,100230,99100,93.58,0,3.75,3.96,3.99,4,4,3.99,3.98,3.96,3.93,143.14000000000001,143.39000000000001,143.49,143.63,143.79,143.96,144.23,144.5,145.75,23.53,23.2,23.02,22.830000000000002,22.64,22.45,22.26,22.080000000000002,21.72,N/A,N/A -2012,5,2,17,30,101380,100210,99080,93.62,0,3.56,3.75,3.7800000000000002,3.79,3.7800000000000002,3.7800000000000002,3.7600000000000002,3.75,3.71,146.01,146.4,146.64000000000001,146.9,147.16,147.42000000000002,147.75,148.08,149.12,23.66,23.31,23.14,22.94,22.75,22.57,22.37,22.19,21.85,N/A,N/A -2012,5,2,18,30,101370,100210,99080,92.55,0,4.0600000000000005,4.2700000000000005,4.3100000000000005,4.3100000000000005,4.3,4.29,4.2700000000000005,4.25,4.17,155.57,155.9,156.03,156.20000000000002,156.39000000000001,156.59,156.86,157.14000000000001,158.15,23.81,23.47,23.29,23.1,22.91,22.73,22.53,22.36,21.990000000000002,N/A,N/A -2012,5,2,19,30,101350,100190,99060,92.65,0,3.7,3.85,3.86,3.83,3.8000000000000003,3.7600000000000002,3.71,3.66,3.43,162.31,162.75,162.99,163.28,163.59,163.92000000000002,164.44,164.97,167.63,23.89,23.55,23.38,23.18,23,22.81,22.63,22.46,22.19,N/A,N/A -2012,5,2,20,30,101300,100140,99010,91.10000000000001,0,4.92,5.22,5.26,5.2700000000000005,5.26,5.25,5.22,5.2,5.12,169.83,170.03,170.17000000000002,170.32,170.46,170.62,170.83,171.04,171.77,24.05,23.72,23.54,23.34,23.16,22.97,22.78,22.6,22.240000000000002,N/A,N/A -2012,5,2,21,30,101270,100110,98980,91.44,0,4.97,5.3,5.3500000000000005,5.36,5.36,5.34,5.33,5.3100000000000005,5.29,175.79,175.88,175.96,176.05,176.15,176.28,176.46,176.67000000000002,177.97,24.09,23.78,23.61,23.42,23.23,23.05,22.86,22.69,22.400000000000002,N/A,N/A -2012,5,2,22,30,101240,100080,98950,91.52,0,5.3500000000000005,5.7700000000000005,5.84,5.86,5.86,5.84,5.8100000000000005,5.79,5.71,177.81,177.84,177.79,177.75,177.70000000000002,177.67000000000002,177.62,177.57,177.39000000000001,24.1,23.82,23.66,23.46,23.27,23.09,22.900000000000002,22.71,22.35,N/A,N/A -2012,5,2,23,30,101240,100080,98950,92.45,0,4.74,5.15,5.26,5.34,5.39,5.4,5.41,5.42,5.32,182.29,182.17000000000002,182.08,181.88,181.65,181.36,180.34,179.12,176.67000000000002,23.97,23.71,23.56,23.39,23.21,23.03,22.89,22.77,22.7,N/A,N/A -2012,5,3,0,30,101230,100070,98950,92.93,0,5.4,6,6.18,6.32,6.44,6.54,6.63,6.7,6.83,176.32,176.33,176.24,176.15,176.06,175.97,175.89000000000001,175.82,175.56,23.830000000000002,23.580000000000002,23.43,23.25,23.080000000000002,22.91,22.73,22.56,22.26,N/A,N/A -2012,5,3,1,30,101210,100050,98930,94.74,0,5.24,5.88,6.1000000000000005,6.26,6.38,6.48,6.55,6.61,6.65,186.22,186.25,186.08,185.70000000000002,185.19,184.56,183.78,182.99,180.01,23.68,23.44,23.29,23.11,22.93,22.75,22.56,22.39,22.16,N/A,N/A -2012,5,3,2,30,101260,100100,98970,94.03,0,5.29,6.1000000000000005,6.43,6.68,6.890000000000001,7.07,7.24,7.390000000000001,7.43,181.63,181.55,181.54,181.51,181.49,181.51,181.6,181.73,182.18,23.64,23.45,23.330000000000002,23.17,23.01,22.86,22.71,22.59,22.59,N/A,N/A -2012,5,3,3,30,101320,100160,99030,94.23,0,4.59,5.36,5.7,6,6.26,6.51,6.74,6.95,7.29,176.92000000000002,177.32,177.59,177.76,177.89000000000001,177.99,178.18,178.39000000000001,179.37,23.64,23.47,23.37,23.23,23.1,22.97,22.87,22.78,22.69,N/A,N/A -2012,5,3,4,30,101280,100110,98990,95.88,0,4.83,5.6000000000000005,5.93,6.22,6.47,6.68,6.9,7.1000000000000005,7.46,187.81,187.87,187.82,187.65,187.47,187.31,187.22,187.16,187.23,23.55,23.34,23.22,23.07,22.92,22.78,22.66,22.56,22.59,N/A,N/A -2012,5,3,5,30,101300,100140,99010,94.96000000000001,0,4.8,5.51,5.78,6,6.24,6.5,6.74,6.95,7.36,183.1,183.61,183.94,184.37,184.76,185.14000000000001,185.38,185.56,185.71,23.54,23.3,23.16,23.01,22.87,22.76,22.64,22.53,22.38,N/A,N/A -2012,5,3,6,30,101290,100130,99000,95.24,0,4.93,5.28,5.37,5.46,5.71,6.09,6.46,6.82,7.26,188.55,188.87,189.1,189.46,190.29,191.51,193.12,194.8,196.05,23.61,23.3,23.14,22.96,22.81,22.68,22.64,22.62,22.7,N/A,N/A -2012,5,3,7,30,101330,100170,99040,93.91,0,4.3500000000000005,4.63,4.68,4.69,4.7,4.71,4.73,4.7700000000000005,5.33,193.66,193.73000000000002,193.78,193.86,193.98000000000002,194.13,194.43,194.73000000000002,198.01,23.67,23.35,23.18,22.990000000000002,22.81,22.62,22.44,22.28,22.1,N/A,N/A -2012,5,3,8,30,101310,100140,99010,94.14,0,5.42,5.8100000000000005,5.88,5.9,5.91,5.91,5.89,5.88,5.9,200.53,200.51,200.48000000000002,200.45000000000002,200.4,200.35,200.28,200.20000000000002,199.9,23.59,23.26,23.09,22.900000000000002,22.71,22.52,22.330000000000002,22.150000000000002,21.8,N/A,N/A -2012,5,3,9,30,101330,100160,99030,93.82000000000001,0,4.96,5.3100000000000005,5.37,5.4,5.41,5.41,5.42,5.42,5.44,201.92000000000002,201.99,201.99,201.99,202,202,202.02,202.03,202.1,23.55,23.22,23.05,22.85,22.66,22.48,22.28,22.09,21.73,N/A,N/A -2012,5,3,10,30,101350,100180,99050,95.2,0,4.72,5.07,5.17,5.22,5.26,5.3,5.33,5.36,5.43,194.17000000000002,194.47,194.71,194.95000000000002,195.19,195.44,195.70000000000002,195.96,196.58,23.41,23.06,22.87,22.66,22.46,22.26,22.1,21.96,21.7,N/A,N/A -2012,5,3,11,30,101420,100250,99120,93.21000000000001,0,2.75,2.94,3,3.04,3.09,3.13,3.2,3.27,3.62,193.24,191.48000000000002,190.48,189.51,188.61,187.75,186.93,186.17000000000002,184.53,23.46,23.14,22.98,22.78,22.6,22.42,22.23,22.06,21.740000000000002,N/A,N/A -2012,5,3,12,30,101420,100260,99130,88.87,0,2.35,2.5100000000000002,2.5500000000000003,2.58,2.6,2.62,2.64,2.66,2.7600000000000002,188.62,188.35,188.09,187.81,187.51,187.20000000000002,186.81,186.43,185.14000000000001,23.79,23.490000000000002,23.32,23.13,22.95,22.76,22.57,22.39,22.03,N/A,N/A -2012,5,3,13,30,101450,100280,99150,92.88,0,5.16,5.51,5.57,5.57,5.5600000000000005,5.54,5.51,5.48,5.41,181.21,181.20000000000002,181.15,181.09,181.04,181.01,180.99,180.99,181.15,23.580000000000002,23.25,23.080000000000002,22.88,22.69,22.5,22.3,22.12,21.75,N/A,N/A -2012,5,3,14,30,101520,100350,99220,89.96000000000001,0,3.2800000000000002,3.47,3.52,3.54,3.56,3.58,3.61,3.63,3.83,196.28,196.15,196.27,196.38,196.5,196.61,196.76,196.91,197.72,23.6,23.28,23.11,22.91,22.73,22.54,22.35,22.17,21.81,N/A,N/A -2012,5,3,15,30,101550,100390,99260,90.2,0,2.86,2.99,3.02,3.0300000000000002,3.04,3.04,3.04,3.0500000000000003,3.06,160.48,161.26,161.78,162.31,162.83,163.36,163.95000000000002,164.52,165.99,23.68,23.35,23.18,22.98,22.79,22.6,22.41,22.22,21.84,N/A,N/A -2012,5,3,16,30,101570,100400,99270,91.34,0,3.58,3.7800000000000002,3.8200000000000003,3.84,3.85,3.85,3.86,3.86,3.86,164.8,165.01,165.23,165.44,165.66,165.89000000000001,166.15,166.42000000000002,167.13,23.740000000000002,23.39,23.22,23.02,22.830000000000002,22.64,22.44,22.26,21.88,N/A,N/A -2012,5,3,17,30,101560,100400,99270,90.7,0,3.08,3.24,3.27,3.2800000000000002,3.3000000000000003,3.3000000000000003,3.31,3.31,3.33,156.18,156.70000000000002,157.03,157.35,157.66,157.98,158.35,158.70000000000002,159.63,23.85,23.5,23.330000000000002,23.13,22.94,22.75,22.56,22.37,22,N/A,N/A -2012,5,3,18,30,101580,100420,99290,90.95,0,3.56,3.7800000000000002,3.83,3.87,3.89,3.92,3.93,3.95,3.99,144.06,144.34,144.52,144.69,144.85,145.01,145.20000000000002,145.38,145.91,24.04,23.7,23.52,23.32,23.13,22.95,22.76,22.57,22.2,N/A,N/A -2012,5,3,19,30,101580,100420,99290,87.78,0,4.28,4.49,4.51,4.5,4.48,4.45,4.42,4.39,4.33,157.17000000000002,157.1,157.05,157.02,156.98,156.96,156.96,156.95000000000002,157.02,24.34,24,23.830000000000002,23.63,23.45,23.27,23.07,22.900000000000002,22.53,N/A,N/A -2012,5,3,20,30,101540,100370,99250,88.99,0,4.79,5.11,5.17,5.2,5.21,5.22,5.22,5.21,5.19,146.22,146.35,146.46,146.57,146.67000000000002,146.77,146.88,146.99,147.25,24.21,23.87,23.7,23.5,23.31,23.12,22.92,22.740000000000002,22.36,N/A,N/A -2012,5,3,21,30,101520,100350,99230,86.87,0,4.58,4.89,4.94,4.96,4.97,4.97,4.96,4.95,4.93,146.12,146.13,146.11,146.07,146.03,146,145.97,145.94,145.9,24.43,24.11,23.94,23.740000000000002,23.56,23.37,23.17,22.990000000000002,22.62,N/A,N/A -2012,5,3,22,30,101500,100340,99210,87.76,0,4.97,5.39,5.47,5.51,5.5200000000000005,5.53,5.53,5.5200000000000005,5.5,136.66,137.09,137.34,137.58,137.8,138.01,138.23,138.45000000000002,138.99,24.39,24.09,23.92,23.72,23.53,23.35,23.150000000000002,22.97,22.59,N/A,N/A -2012,5,3,23,30,101450,100290,99160,89.32000000000001,0,5.05,5.48,5.5600000000000005,5.6000000000000005,5.62,5.63,5.63,5.63,5.62,148.61,148.02,147.67000000000002,147.3,146.94,146.59,146.23,145.88,145.14000000000001,24.2,23.91,23.740000000000002,23.55,23.36,23.17,22.98,22.79,22.41,N/A,N/A -2012,5,4,0,30,101430,100270,99140,88.89,0,4.59,5.01,5.11,5.19,5.2700000000000005,5.34,5.45,5.5600000000000005,5.87,132.81,133.19,133.47,133.83,134.24,134.69,135.31,135.97,138.05,24.150000000000002,23.89,23.740000000000002,23.56,23.39,23.22,23.05,22.900000000000002,22.6,N/A,N/A -2012,5,4,1,30,101400,100230,99100,90.84,0,5.01,5.42,5.5,5.54,5.5600000000000005,5.58,5.59,5.6000000000000005,5.66,148.11,147.84,147.67000000000002,147.5,147.33,147.15,146.94,146.74,146.14000000000001,23.830000000000002,23.52,23.35,23.16,22.97,22.79,22.59,22.41,22.04,N/A,N/A -2012,5,4,2,30,101480,100320,99190,92.04,0,5.63,6.05,6.13,6.16,6.17,6.16,6.16,6.140000000000001,6.12,147.52,147.75,147.9,148.12,148.34,148.58,148.88,149.17000000000002,149.93,23.84,23.52,23.35,23.150000000000002,22.96,22.77,22.56,22.37,21.97,N/A,N/A -2012,5,4,3,30,101530,100370,99240,89.76,0,5.68,6.05,6.11,6.1000000000000005,6.09,6.0600000000000005,6.05,6.03,6.13,158.55,158.53,158.49,158.45000000000002,158.41,158.36,158.34,158.33,158.6,23.740000000000002,23.43,23.27,23.07,22.89,22.71,22.53,22.36,22.05,N/A,N/A -2012,5,4,4,30,101510,100350,99220,90.71000000000001,0,4.25,4.55,4.61,4.63,4.65,4.66,4.66,4.67,5.49,160.63,161.05,161.36,161.73,162.12,162.55,163.09,163.63,170.97,23.8,23.5,23.34,23.14,22.96,22.77,22.59,22.400000000000002,22.23,N/A,N/A -2012,5,4,5,30,101500,100330,99200,93.45,0,5.12,5.49,5.57,5.6000000000000005,5.63,5.66,5.7,5.76,6.24,163.32,163.6,163.77,163.98,164.23,164.5,164.95000000000002,165.42000000000002,168.29,23.650000000000002,23.330000000000002,23.16,22.98,22.79,22.61,22.43,22.26,21.97,N/A,N/A -2012,5,4,6,30,101510,100340,99210,94.61,0,5.16,5.5600000000000005,5.65,5.7,5.73,5.75,5.76,5.7700000000000005,5.82,170.17000000000002,170.19,170.22,170.26,170.32,170.38,170.45000000000002,170.52,170.8,23.67,23.330000000000002,23.150000000000002,22.95,22.76,22.57,22.37,22.19,21.93,N/A,N/A -2012,5,4,7,30,101580,100410,99280,94.39,0,3.92,4.16,4.22,4.28,4.33,4.4,4.5200000000000005,4.64,5.33,189.27,186.58,184.88,183.04,181.25,179.45000000000002,177.63,175.9,175.09,23.59,23.26,23.1,22.91,22.740000000000002,22.57,22.400000000000002,22.25,21.990000000000002,N/A,N/A -2012,5,4,8,30,101550,100380,99250,93.79,0,4.68,4.92,4.95,4.94,4.97,5.0200000000000005,5.22,5.46,5.84,171.5,172.89000000000001,173.85,175.19,176.91,178.91,181.52,184.22,187.70000000000002,23.66,23.34,23.17,22.990000000000002,22.84,22.69,22.6,22.54,22.45,N/A,N/A -2012,5,4,9,30,101550,100390,99260,93.2,0,3.98,4.25,4.33,4.39,4.47,4.57,4.8100000000000005,5.09,5.67,180.05,180.63,181.07,181.59,182.20000000000002,182.92000000000002,184.11,185.43,188.39000000000001,23.740000000000002,23.43,23.27,23.09,22.91,22.75,22.61,22.48,22.240000000000002,N/A,N/A -2012,5,4,10,30,101570,100400,99270,92.87,0,4.73,5.0600000000000005,5.14,5.17,5.19,5.2,5.21,5.21,5.22,178.92000000000002,179.12,179.3,179.52,179.73,179.95000000000002,180.18,180.41,180.98,23.85,23.54,23.37,23.17,22.990000000000002,22.8,22.62,22.44,22.07,N/A,N/A -2012,5,4,11,30,101550,100390,99260,91.34,0,3.87,4.1,4.13,4.14,4.14,4.15,4.19,4.24,4.88,169.71,170.33,170.78,171.35,172.11,173,174.75,176.65,186.26,23.8,23.48,23.31,23.12,22.95,22.77,22.6,22.45,22.32,N/A,N/A -2012,5,4,12,30,101580,100410,99280,91.86,0,3.87,4.12,4.18,4.22,4.24,4.25,4.2700000000000005,4.28,4.29,181.45000000000002,181.85,182.13,182.46,182.8,183.15,183.55,183.94,184.88,23.81,23.490000000000002,23.32,23.12,22.93,22.75,22.55,22.37,21.990000000000002,N/A,N/A -2012,5,4,13,30,101610,100450,99320,90.14,0,3.87,4.1,4.15,4.17,4.17,4.17,4.17,4.16,4.14,182.25,182.61,182.75,182.94,183.14000000000001,183.35,183.59,183.83,184.47,23.86,23.54,23.37,23.17,22.98,22.8,22.6,22.42,22.04,N/A,N/A -2012,5,4,14,30,101660,100490,99360,89.08,0,3.62,3.88,3.95,4,4.03,4.07,4.1,4.12,4.18,190.84,190.95000000000002,191,191.05,191.1,191.14000000000001,191.18,191.23000000000002,191.38,23.900000000000002,23.580000000000002,23.41,23.21,23.02,22.84,22.64,22.45,22.07,N/A,N/A -2012,5,4,15,30,101640,100470,99340,88.97,0,4.1,4.32,4.36,4.36,4.36,4.3500000000000005,4.34,4.33,4.3100000000000005,161.6,162.09,162.42000000000002,162.76,163.1,163.44,163.82,164.20000000000002,165.23,23.92,23.59,23.42,23.23,23.04,22.85,22.66,22.48,22.11,N/A,N/A -2012,5,4,16,30,101670,100500,99370,89.65,0,4.32,4.68,4.76,4.82,4.86,4.89,4.91,4.94,4.97,149.37,149.85,150.04,150.22,150.36,150.5,150.63,150.75,151.02,24.03,23.7,23.52,23.32,23.13,22.94,22.740000000000002,22.56,22.18,N/A,N/A -2012,5,4,17,30,101660,100490,99360,88.44,0,4.23,4.51,4.57,4.6000000000000005,4.63,4.64,4.66,4.67,4.71,163.70000000000002,163.78,163.89000000000001,163.98,164.07,164.15,164.26,164.37,164.64000000000001,24.080000000000002,23.740000000000002,23.57,23.37,23.18,22.990000000000002,22.8,22.62,22.240000000000002,N/A,N/A -2012,5,4,18,30,101650,100480,99350,86.97,0,4.23,4.51,4.57,4.59,4.61,4.62,4.62,4.62,4.62,166.84,167.15,167.35,167.57,167.77,167.96,168.17000000000002,168.37,168.81,24.28,23.94,23.76,23.56,23.37,23.18,22.98,22.8,22.41,N/A,N/A -2012,5,4,19,30,101630,100470,99340,86.92,0,4.17,4.44,4.5,4.53,4.5600000000000005,4.58,4.61,4.63,4.68,155.70000000000002,155.33,155.16,154.98,154.79,154.61,154.44,154.28,154,24.330000000000002,23.990000000000002,23.81,23.62,23.43,23.240000000000002,23.05,22.87,22.490000000000002,N/A,N/A -2012,5,4,20,30,101590,100430,99300,86.33,0,4.86,5.22,5.3100000000000005,5.3500000000000005,5.39,5.41,5.44,5.46,5.5,150.65,150.70000000000002,150.65,150.62,150.59,150.58,150.58,150.57,150.57,24.36,24.03,23.85,23.650000000000002,23.46,23.28,23.080000000000002,22.900000000000002,22.52,N/A,N/A -2012,5,4,21,30,101550,100380,99260,86.84,0,5.58,6,6.09,6.13,6.16,6.17,6.18,6.18,6.18,166,166.02,166.14000000000001,166.26,166.38,166.5,166.66,166.82,167.24,24.34,24.02,23.85,23.650000000000002,23.46,23.28,23.080000000000002,22.900000000000002,22.52,N/A,N/A -2012,5,4,22,30,101500,100340,99210,88.02,0,5.89,6.390000000000001,6.51,6.57,6.61,6.640000000000001,6.65,6.67,6.68,174.12,174.41,174.59,174.78,174.95000000000002,175.13,175.34,175.53,176.01,24.37,24.07,23.900000000000002,23.7,23.52,23.330000000000002,23.13,22.95,22.57,N/A,N/A -2012,5,4,23,30,101490,100320,99200,90.44,0,4.6000000000000005,5,5.09,5.15,5.19,5.23,5.26,5.28,5.34,159.47,159.44,159.48,159.48,159.46,159.43,159.37,159.31,159.11,24.25,23.94,23.78,23.580000000000002,23.39,23.21,23.02,22.84,22.46,N/A,N/A -2012,5,5,0,30,101460,100290,99170,90.5,0,6.15,6.66,6.76,6.8,6.8100000000000005,6.8100000000000005,6.79,6.7700000000000005,6.7,148.47,148.78,149.01,149.28,149.54,149.83,150.15,150.47,151.32,24.3,24,23.84,23.650000000000002,23.46,23.28,23.09,22.91,22.55,N/A,N/A -2012,5,5,1,30,101440,100280,99150,90.71000000000001,0,4.71,5.09,5.17,5.22,5.24,5.26,5.2700000000000005,5.2700000000000005,5.28,146.78,147.3,147.61,147.89000000000001,148.14000000000001,148.37,148.62,148.84,149.36,24.26,23.96,23.8,23.6,23.42,23.23,23.04,22.86,22.48,N/A,N/A -2012,5,5,2,30,101390,100220,99100,92.23,0,4.83,5.25,5.34,5.38,5.41,5.41,5.41,5.4,5.36,168.12,167.96,167.87,167.8,167.78,167.78,167.81,167.85,168.06,24.29,23.990000000000002,23.830000000000002,23.63,23.45,23.27,23.080000000000002,22.900000000000002,22.53,N/A,N/A -2012,5,5,3,30,101370,100200,99080,92.43,0,5.79,6.23,6.3100000000000005,6.33,6.34,6.33,6.3100000000000005,6.3,6.25,155.58,155.61,155.68,155.76,155.85,155.94,156.05,156.16,156.45000000000002,24.13,23.82,23.650000000000002,23.45,23.27,23.080000000000002,22.89,22.71,22.330000000000002,N/A,N/A -2012,5,5,4,30,101410,100250,99120,92.26,0,6.68,7.17,7.24,7.24,7.22,7.18,7.13,7.08,6.93,159.38,159.92000000000002,160.27,160.66,161.07,161.49,162.01,162.53,163.93,23.93,23.6,23.42,23.22,23.03,22.84,22.64,22.45,22.05,N/A,N/A -2012,5,5,5,30,101430,100270,99140,89.12,0,4.83,5.24,5.33,5.39,5.43,5.46,5.48,5.5,5.53,178.82,179.19,179.38,179.52,179.63,179.71,179.79,179.86,179.99,24.13,23.82,23.650000000000002,23.46,23.27,23.080000000000002,22.89,22.7,22.32,N/A,N/A -2012,5,5,6,30,101440,100280,99150,89.60000000000001,0,6.3500000000000005,6.8500000000000005,6.96,7.0200000000000005,7.05,7.07,7.07,7.08,7.08,177.41,177.65,177.8,177.96,178.12,178.27,178.43,178.59,178.95000000000002,24.23,23.89,23.71,23.52,23.330000000000002,23.14,22.95,22.76,22.38,N/A,N/A -2012,5,5,7,30,101410,100250,99120,89.23,0,6.09,6.5600000000000005,6.66,6.7,6.73,6.74,6.74,6.74,6.73,182.91,182.83,182.79,182.73,182.68,182.63,182.58,182.53,182.42000000000002,24.11,23.77,23.59,23.39,23.2,23.02,22.82,22.64,22.27,N/A,N/A -2012,5,5,8,30,101450,100290,99160,85.96000000000001,0,4.75,5.07,5.14,5.17,5.19,5.19,5.2,5.2,5.19,197.44,197.5,197.55,197.59,197.62,197.65,197.68,197.71,197.79,24.21,23.88,23.7,23.5,23.31,23.12,22.93,22.740000000000002,22.36,N/A,N/A -2012,5,5,9,30,101490,100320,99200,86.08,0,5.2700000000000005,5.63,5.7,5.73,5.74,5.74,5.74,5.74,5.74,204.87,205.38,205.69,205.97,206.23000000000002,206.47,206.71,206.94,207.4,24.16,23.82,23.64,23.44,23.25,23.06,22.86,22.67,22.29,N/A,N/A -2012,5,5,10,30,101430,100270,99140,86.66,0,6.83,7.4,7.54,7.61,7.65,7.68,7.7,7.72,7.73,202.61,202.65,202.65,202.63,202.61,202.58,202.54,202.51,202.45000000000002,24.21,23.87,23.69,23.490000000000002,23.3,23.11,22.91,22.73,22.34,N/A,N/A -2012,5,5,11,30,101460,100300,99170,85.13,0,6.6000000000000005,7.12,7.23,7.28,7.3100000000000005,7.32,7.32,7.32,7.3,202.86,202.86,202.84,202.82,202.8,202.78,202.76,202.75,202.71,24.29,23.96,23.79,23.59,23.400000000000002,23.21,23.02,22.830000000000002,22.45,N/A,N/A -2012,5,5,12,30,101440,100270,99150,84.60000000000001,0,6.17,6.6000000000000005,6.69,6.72,6.72,6.72,6.7,6.68,6.63,213.64000000000001,214.11,214.29,214.5,214.71,214.91,215.13,215.34,215.82,24.28,23.95,23.78,23.580000000000002,23.39,23.21,23.02,22.84,22.46,N/A,N/A -2012,5,5,13,30,101390,100230,99100,86.83,0,5.0600000000000005,5.44,5.53,5.58,5.62,5.65,5.67,5.69,5.72,198.51,198.44,198.45000000000002,198.46,198.47,198.47,198.48000000000002,198.49,198.49,24.310000000000002,23.97,23.8,23.6,23.41,23.22,23.02,22.84,22.45,N/A,N/A -2012,5,5,14,30,101370,100210,99090,89.34,0,6.36,6.88,7.01,7.08,7.12,7.16,7.18,7.2,7.22,171.27,171.5,171.61,171.72,171.8,171.88,171.96,172.05,172.22,24.39,24.060000000000002,23.89,23.69,23.5,23.31,23.12,22.93,22.55,N/A,N/A -2012,5,5,15,30,101380,100220,99090,89.51,0,6.68,7.25,7.38,7.45,7.5,7.53,7.55,7.5600000000000005,7.58,168.62,168.77,168.8,168.84,168.88,168.92000000000002,168.96,169,169.07,24.46,24.12,23.94,23.740000000000002,23.55,23.36,23.17,22.98,22.6,N/A,N/A -2012,5,5,16,30,101430,100270,99140,88.01,0,6.47,7.0200000000000005,7.15,7.21,7.25,7.28,7.3,7.3100000000000005,7.3100000000000005,182.8,182.37,182.21,182.08,181.98,181.89000000000001,181.81,181.75,181.63,24.69,24.37,24.2,24,23.81,23.62,23.42,23.240000000000002,22.86,N/A,N/A -2012,5,5,17,30,101420,100260,99130,88.33,0,6.33,6.9,7.03,7.11,7.16,7.19,7.21,7.23,7.25,179.36,179.58,179.65,179.70000000000002,179.74,179.77,179.81,179.84,179.9,24.75,24.43,24.25,24.060000000000002,23.86,23.68,23.48,23.3,22.91,N/A,N/A -2012,5,5,18,30,101420,100260,99130,89.13,0,5.29,5.7700000000000005,5.9,5.98,6.04,6.08,6.12,6.140000000000001,6.18,181.73,181.64000000000001,181.6,181.59,181.58,181.57,181.57,181.58,181.59,24.830000000000002,24.51,24.34,24.14,23.95,23.76,23.56,23.38,22.990000000000002,N/A,N/A -2012,5,5,19,30,101410,100250,99130,89.69,0,5.96,6.45,6.5600000000000005,6.61,6.640000000000001,6.66,6.67,6.67,6.67,168.03,168.13,168.21,168.28,168.34,168.4,168.44,168.48,168.56,24.89,24.560000000000002,24.39,24.19,24,23.81,23.61,23.43,23.05,N/A,N/A -2012,5,5,20,30,101370,100210,99090,90.51,0,6.36,6.93,7.07,7.140000000000001,7.19,7.22,7.23,7.24,7.24,157.88,158.06,158.22,158.38,158.54,158.69,158.83,158.96,159.24,24.79,24.46,24.29,24.09,23.91,23.72,23.52,23.34,22.96,N/A,N/A -2012,5,5,21,30,101330,100170,99050,91.45,0,5.62,6.1000000000000005,6.22,6.3,6.3500000000000005,6.4,6.43,6.46,6.53,165.53,165.96,166.22,166.49,166.75,167.01,167.28,167.56,168.21,24.88,24.57,24.400000000000002,24.2,24.02,23.830000000000002,23.64,23.46,23.09,N/A,N/A -2012,5,5,22,30,101310,100150,99030,91.57000000000001,0,6.63,7.25,7.390000000000001,7.47,7.5200000000000005,7.55,7.5600000000000005,7.57,7.5600000000000005,174,174.28,174.32,174.35,174.37,174.38,174.39000000000001,174.39000000000001,174.37,24.88,24.57,24.41,24.21,24.02,23.84,23.64,23.46,23.080000000000002,N/A,N/A -2012,5,5,23,30,101270,100120,99000,90.02,0,6.78,7.37,7.49,7.55,7.58,7.59,7.59,7.59,7.57,168.21,168.22,168.33,168.49,168.66,168.85,169.08,169.3,169.89000000000001,24.87,24.57,24.400000000000002,24.21,24.02,23.84,23.64,23.46,23.09,N/A,N/A -2012,5,6,0,30,101250,100090,98970,92.14,0,6.65,7.25,7.4,7.48,7.54,7.57,7.6000000000000005,7.63,7.67,160.45000000000002,160.65,160.74,160.84,160.94,161.03,161.14000000000001,161.23,161.49,24.72,24.41,24.240000000000002,24.05,23.86,23.67,23.48,23.3,22.91,N/A,N/A -2012,5,6,1,30,101210,100060,98930,91.61,0,6.75,7.34,7.48,7.55,7.6000000000000005,7.640000000000001,7.67,7.7,7.79,163.04,163.32,163.53,163.76,163.99,164.23,164.53,164.82,165.65,24.63,24.32,24.150000000000002,23.95,23.77,23.580000000000002,23.39,23.2,22.830000000000002,N/A,N/A -2012,5,6,2,30,101240,100080,98960,92.06,0,7.03,7.640000000000001,7.78,7.83,7.86,7.87,7.86,7.8500000000000005,7.8,163.72,164.02,164.18,164.37,164.55,164.73,164.93,165.14000000000001,165.65,24.64,24.32,24.150000000000002,23.96,23.77,23.580000000000002,23.39,23.2,22.830000000000002,N/A,N/A -2012,5,6,3,30,101270,100110,98990,91.82000000000001,0,7.19,7.8500000000000005,8.02,8.11,8.17,8.21,8.23,8.25,8.28,170.22,170.11,170.07,170.05,170.04,170.03,170.04,170.04,170.07,24.67,24.35,24.18,23.98,23.79,23.6,23.41,23.22,22.84,N/A,N/A -2012,5,6,4,30,101240,100080,98960,88.94,0,7.87,8.67,8.870000000000001,8.98,9.06,9.11,9.14,9.16,9.17,167.41,167.99,168.21,168.4,168.57,168.72,168.86,168.99,169.27,24.79,24.48,24.32,24.12,23.94,23.75,23.56,23.38,22.990000000000002,N/A,N/A -2012,5,6,5,30,101270,100110,98980,88.7,0,8.14,8.93,9.120000000000001,9.200000000000001,9.25,9.28,9.28,9.27,9.22,182.33,182.19,182.09,182.01,181.93,181.87,181.81,181.75,181.63,24.76,24.45,24.28,24.09,23.900000000000002,23.71,23.52,23.34,22.95,N/A,N/A -2012,5,6,6,30,101270,100110,98980,87.11,0,7.57,8.290000000000001,8.49,8.59,8.67,8.72,8.76,8.790000000000001,8.82,189.32,189.45000000000002,189.53,189.61,189.68,189.76,189.83,189.89000000000001,190.04,24.71,24.400000000000002,24.23,24.03,23.85,23.66,23.46,23.28,22.900000000000002,N/A,N/A -2012,5,6,7,30,101300,100140,99020,88.46000000000001,0,6.87,7.48,7.62,7.7,7.76,7.79,7.82,7.83,7.86,184.8,184.86,184.89000000000001,184.93,184.99,185.05,185.12,185.18,185.36,24.6,24.28,24.1,23.91,23.72,23.53,23.330000000000002,23.150000000000002,22.76,N/A,N/A -2012,5,6,8,30,101290,100130,99010,89.46000000000001,0,6.7,7.3100000000000005,7.46,7.54,7.6000000000000005,7.640000000000001,7.67,7.69,7.72,192.74,193.02,193.20000000000002,193.39000000000001,193.58,193.76,193.95000000000002,194.13,194.56,24.61,24.28,24.11,23.91,23.72,23.54,23.34,23.16,22.78,N/A,N/A -2012,5,6,9,30,101290,100130,99010,88.27,0,6.22,6.79,6.93,7.01,7.07,7.1000000000000005,7.140000000000001,7.17,7.21,201.67000000000002,201.84,201.89000000000001,201.96,202.03,202.11,202.19,202.27,202.45000000000002,24.71,24.400000000000002,24.23,24.04,23.85,23.66,23.47,23.28,22.900000000000002,N/A,N/A -2012,5,6,10,30,101250,100090,98970,88.78,0,6.7,7.28,7.41,7.48,7.5200000000000005,7.55,7.57,7.58,7.6000000000000005,209.13,209.18,209.22,209.27,209.31,209.36,209.41,209.46,209.58,24.66,24.34,24.18,23.98,23.79,23.6,23.41,23.22,22.84,N/A,N/A -2012,5,6,11,30,101250,100090,98970,88.46000000000001,0,5.99,6.5200000000000005,6.65,6.72,6.78,6.8100000000000005,6.84,6.86,6.9,201.44,201.53,201.6,201.67000000000002,201.73000000000002,201.79,201.85,201.91,202.06,24.67,24.35,24.18,23.990000000000002,23.8,23.61,23.41,23.23,22.85,N/A,N/A -2012,5,6,12,30,101310,100150,99020,88.63,0,4.51,4.84,4.92,4.95,4.98,4.99,5,5,5,171.63,172.08,172.4,172.66,172.9,173.11,173.31,173.5,173.9,24.64,24.32,24.150000000000002,23.96,23.77,23.580000000000002,23.38,23.2,22.82,N/A,N/A -2012,5,6,13,30,101350,100190,99060,88.22,0,4.04,4.3500000000000005,4.42,4.46,4.49,4.5,4.5200000000000005,4.53,4.54,181.59,181.85,181.9,181.99,182.08,182.18,182.29,182.39000000000001,182.64000000000001,24.64,24.330000000000002,24.16,23.96,23.77,23.580000000000002,23.39,23.2,22.82,N/A,N/A -2012,5,6,14,30,101340,100180,99060,88.82000000000001,0,4.83,5.18,5.26,5.3,5.32,5.34,5.3500000000000005,5.3500000000000005,5.36,183.93,184.09,184.22,184.37,184.5,184.65,184.8,184.94,185.31,24.6,24.28,24.11,23.91,23.72,23.53,23.34,23.150000000000002,22.77,N/A,N/A -2012,5,6,15,30,101330,100170,99050,88.28,0,5.1000000000000005,5.48,5.5600000000000005,5.61,5.63,5.65,5.66,5.67,5.68,170.87,171.45000000000002,171.8,172.16,172.48,172.79,173.13,173.45000000000002,174.17000000000002,24.68,24.35,24.18,23.990000000000002,23.8,23.61,23.42,23.240000000000002,22.86,N/A,N/A -2012,5,6,16,30,101390,100230,99100,89.26,0,5.28,5.69,5.8,5.8500000000000005,5.9,5.93,5.95,5.97,6,160.52,161.05,161.32,161.59,161.83,162.06,162.3,162.53,162.99,24.71,24.37,24.2,24,23.81,23.62,23.43,23.240000000000002,22.86,N/A,N/A -2012,5,6,17,30,101400,100240,99110,86.47,0,5.51,5.9,5.98,6,6.0200000000000005,6.0200000000000005,6.01,6,5.97,171.67000000000002,171.94,172.04,172.14000000000001,172.25,172.35,172.46,172.56,172.79,24.8,24.46,24.29,24.09,23.900000000000002,23.71,23.52,23.34,22.95,N/A,N/A -2012,5,6,18,30,101380,100220,99090,87.96000000000001,0,5.26,5.64,5.71,5.75,5.7700000000000005,5.79,5.8,5.8,5.8,158.78,158.85,158.94,159.07,159.21,159.35,159.5,159.66,160.04,24.7,24.35,24.18,23.98,23.78,23.6,23.400000000000002,23.22,22.830000000000002,N/A,N/A -2012,5,6,19,30,101350,100190,99070,88.98,0,6.3,6.88,7.0200000000000005,7.11,7.18,7.22,7.25,7.2700000000000005,7.3,158.97,158.98,159.03,159.08,159.13,159.18,159.22,159.27,159.36,24.79,24.45,24.28,24.080000000000002,23.89,23.7,23.5,23.32,22.93,N/A,N/A -2012,5,6,20,30,101320,100160,99040,88.8,0,6.390000000000001,6.95,7.08,7.140000000000001,7.19,7.21,7.23,7.25,7.25,163.94,163.79,163.79,163.82,163.85,163.89000000000001,163.94,163.99,164.12,24.72,24.39,24.22,24.02,23.830000000000002,23.64,23.45,23.26,22.88,N/A,N/A -2012,5,6,21,30,101290,100130,99000,87.52,0,6.63,7.19,7.3100000000000005,7.37,7.41,7.43,7.44,7.45,7.44,164.03,164.36,164.5,164.62,164.73,164.82,164.9,164.98,165.12,24.7,24.38,24.2,24,23.81,23.63,23.43,23.240000000000002,22.86,N/A,N/A -2012,5,6,22,30,101200,100040,98920,85.83,0,7.46,8.16,8.33,8.42,8.48,8.52,8.55,8.58,8.620000000000001,171.31,171.57,171.74,171.93,172.11,172.29,172.5,172.69,173.19,24.75,24.45,24.28,24.09,23.900000000000002,23.72,23.53,23.35,22.98,N/A,N/A -2012,5,6,23,30,101200,100040,98920,85.93,0,7.09,7.76,7.930000000000001,8.02,8.08,8.11,8.13,8.14,8.120000000000001,173.47,173.18,173.09,173.06,173.04,173.04,173.06,173.08,173.17000000000002,24.79,24.48,24.310000000000002,24.11,23.92,23.73,23.54,23.35,22.97,N/A,N/A -2012,5,7,0,30,101160,100000,98880,87.10000000000001,0,6.53,7.1000000000000005,7.22,7.28,7.32,7.32,7.32,7.3100000000000005,7.2700000000000005,177.62,177.56,177.59,177.64000000000001,177.70000000000002,177.76,177.84,177.9,178.07,24.67,24.35,24.18,23.98,23.79,23.6,23.400000000000002,23.22,22.830000000000002,N/A,N/A -2012,5,7,1,30,101260,100100,98980,86.79,0,4.34,4.67,4.76,4.8100000000000005,4.8500000000000005,4.87,4.88,4.89,4.9,189.68,189.28,189.12,189.01,188.95000000000002,188.92000000000002,188.93,188.96,189.09,24.650000000000002,24.34,24.17,23.97,23.78,23.59,23.39,23.2,22.82,N/A,N/A -2012,5,7,2,30,101340,100180,99050,82.06,0,3.13,3.35,3.39,3.41,3.42,3.42,3.42,3.42,3.42,233.32,232.8,232.59,232.44,232.31,232.20000000000002,232.09,232,231.82,24.86,24.57,24.400000000000002,24.21,24.02,23.84,23.64,23.46,23.07,N/A,N/A -2012,5,7,3,30,101300,100140,99020,81.03,0,0.99,1.01,1.01,1,0.99,0.98,0.97,0.97,0.9500000000000001,235.32,235.73000000000002,235.97,236.21,236.45000000000002,236.68,236.95000000000002,237.21,237.89000000000001,24.77,24.47,24.3,24.11,23.92,23.740000000000002,23.54,23.36,22.98,N/A,N/A -2012,5,7,4,30,101260,100100,98980,83.69,0,4.88,5.19,5.21,5.19,5.17,5.15,5.12,5.08,5,139.13,139.5,139.55,139.71,139.92000000000002,140.14000000000001,140.61,141.1,144.12,24.62,24.3,24.13,23.94,23.75,23.57,23.38,23.22,22.93,N/A,N/A -2012,5,7,5,30,101200,100040,98910,84.55,0,5.74,6.17,6.2700000000000005,6.3100000000000005,6.33,6.34,6.34,6.34,6.32,169.02,169.07,169.13,169.21,169.32,169.43,169.58,169.73,170.16,24.560000000000002,24.240000000000002,24.07,23.88,23.69,23.5,23.31,23.13,22.75,N/A,N/A -2012,5,7,6,30,101230,100070,98950,85.61,0,4.34,4.64,4.71,4.74,4.76,4.7700000000000005,4.78,4.78,4.79,178.62,178.71,178.92000000000002,179.12,179.31,179.51,179.73,179.93,180.47,24.52,24.2,24.03,23.830000000000002,23.64,23.45,23.26,23.080000000000002,22.7,N/A,N/A -2012,5,7,7,30,101200,100040,98910,84.64,0,4.36,4.66,4.72,4.75,4.78,4.79,4.8,4.8100000000000005,4.82,174.23,174.5,174.65,174.82,174.98,175.15,175.33,175.51,175.97,24.51,24.19,24.02,23.82,23.63,23.45,23.25,23.07,22.69,N/A,N/A -2012,5,7,8,30,101180,100020,98900,84.47,0,4.73,5.04,5.1000000000000005,5.13,5.14,5.15,5.15,5.15,5.14,180.68,180.93,181.08,181.24,181.4,181.56,181.75,181.94,182.44,24.5,24.17,24,23.8,23.61,23.42,23.23,23.05,22.66,N/A,N/A -2012,5,7,9,30,101180,100020,98890,86.98,0,5.19,5.57,5.65,5.69,5.71,5.73,5.74,5.75,5.76,191.31,191.49,191.63,191.77,191.91,192.04,192.20000000000002,192.34,192.74,24.48,24.150000000000002,23.98,23.78,23.59,23.400000000000002,23.21,23.02,22.64,N/A,N/A -2012,5,7,10,30,101160,100000,98880,86.26,0,4.5200000000000005,4.82,4.87,4.9,4.91,4.92,4.92,4.92,4.91,189.67000000000002,189.79,189.87,189.97,190.08,190.19,190.32,190.45000000000002,190.8,24.5,24.17,24,23.8,23.61,23.42,23.23,23.05,22.66,N/A,N/A -2012,5,7,11,30,101150,99990,98870,88.59,0,4.19,4.44,4.48,4.49,4.48,4.48,4.46,4.45,4.41,178.32,178.48,178.67000000000002,178.84,179.01,179.16,179.34,179.51,179.95000000000002,24.42,24.080000000000002,23.91,23.71,23.53,23.34,23.14,22.96,22.580000000000002,N/A,N/A -2012,5,7,12,30,101160,100000,98880,89.7,0,4.36,4.63,4.69,4.71,4.72,4.73,4.73,4.73,4.72,176.94,177.15,177.29,177.43,177.57,177.70000000000002,177.86,178.01,178.36,24.39,24.05,23.88,23.68,23.490000000000002,23.3,23.1,22.92,22.54,N/A,N/A -2012,5,7,13,30,101190,100030,98910,90.67,0,5.11,5.48,5.55,5.6000000000000005,5.63,5.65,5.66,5.67,5.69,180.77,180.83,180.8,180.76,180.73,180.70000000000002,180.69,180.68,180.70000000000002,24.47,24.14,23.96,23.76,23.57,23.38,23.18,22.990000000000002,22.61,N/A,N/A -2012,5,7,14,30,101250,100090,98970,89.02,0,4.28,4.48,4.5,4.5,4.49,4.47,4.45,4.43,4.38,176.68,177,177.39000000000001,177.94,178.57,179.29,180.38,181.55,185.64000000000001,24.580000000000002,24.26,24.09,23.900000000000002,23.71,23.53,23.35,23.17,22.84,N/A,N/A -2012,5,7,15,30,101280,100120,99000,89.66,0,4.63,4.91,4.96,4.96,4.96,4.95,4.93,4.91,4.87,180.27,180.48,180.54,180.61,180.68,180.76,180.86,180.96,181.25,24.62,24.29,24.12,23.92,23.740000000000002,23.55,23.36,23.18,22.830000000000002,N/A,N/A -2012,5,7,16,30,101280,100120,99000,88.63,0,4.79,5.1000000000000005,5.16,5.18,5.19,5.19,5.19,5.18,5.15,179.20000000000002,179.78,180.14000000000001,180.52,180.87,181.21,181.59,181.95000000000002,182.81,24.75,24.41,24.23,24.03,23.85,23.66,23.46,23.28,22.900000000000002,N/A,N/A -2012,5,7,17,30,101300,100140,99020,87.54,0,4.23,4.49,4.54,4.5600000000000005,4.57,4.58,4.58,4.58,4.58,180.8,181.05,181.19,181.33,181.46,181.59,181.73,181.86,182.19,24.86,24.51,24.34,24.14,23.95,23.76,23.56,23.38,22.990000000000002,N/A,N/A -2012,5,7,18,30,101300,100140,99020,87.62,0,4.48,4.74,4.79,4.8,4.8,4.8,4.79,4.7700000000000005,4.74,172.89000000000001,173.02,173.14000000000001,173.29,173.44,173.61,173.83,174.04,174.62,24.96,24.61,24.43,24.240000000000002,24.05,23.86,23.66,23.48,23.1,N/A,N/A -2012,5,7,19,30,101270,100110,98990,88.16,0,4.57,4.83,4.87,4.87,4.87,4.86,4.84,4.82,4.7700000000000005,187.88,187.43,187.14000000000001,186.82,186.51,186.20000000000002,185.86,185.54,184.79,25.1,24.75,24.580000000000002,24.38,24.19,24,23.8,23.62,23.240000000000002,N/A,N/A -2012,5,7,20,30,101230,100070,98950,89.37,0,5.36,5.76,5.86,5.92,5.95,5.98,5.99,6.01,6.0200000000000005,158.4,159.05,159.53,159.99,160.41,160.79,161.18,161.54,162.3,25.12,24.78,24.61,24.41,24.22,24.03,23.84,23.650000000000002,23.27,N/A,N/A -2012,5,7,21,30,101140,99990,98870,89.37,0,5.8100000000000005,6.23,6.3100000000000005,6.33,6.34,6.33,6.32,6.3100000000000005,6.28,174.8,175.02,175.09,175.22,175.37,175.55,175.78,176.02,176.72,24.93,24.61,24.44,24.240000000000002,24.05,23.87,23.67,23.490000000000002,23.13,N/A,N/A -2012,5,7,22,30,101110,99960,98840,89.42,0,5.15,5.53,5.59,5.62,5.63,5.63,5.63,5.62,5.6000000000000005,151.9,152.33,152.6,152.87,153.12,153.36,153.62,153.86,154.42000000000002,24.93,24.61,24.44,24.240000000000002,24.05,23.86,23.67,23.48,23.1,N/A,N/A -2012,5,7,23,30,101070,99910,98790,88.81,0,6.13,6.61,6.71,6.75,6.7700000000000005,6.78,6.78,6.7700000000000005,6.75,149.06,149.03,149.06,149.09,149.12,149.15,149.20000000000002,149.24,149.36,24.91,24.6,24.43,24.23,24.04,23.85,23.66,23.48,23.09,N/A,N/A -2012,5,8,0,30,101060,99910,98790,88.76,0,5.09,5.5,5.58,5.63,5.65,5.66,5.67,5.67,5.66,160.63,160.77,160.77,160.79,160.8,160.81,160.83,160.85,160.88,24.87,24.560000000000002,24.39,24.2,24.01,23.82,23.63,23.44,23.06,N/A,N/A -2012,5,8,1,30,101060,99910,98790,89.28,0,4.89,5.26,5.33,5.37,5.39,5.4,5.41,5.41,5.4,164.79,164.92000000000002,164.9,164.87,164.83,164.78,164.72,164.66,164.49,24.830000000000002,24.52,24.35,24.150000000000002,23.96,23.78,23.580000000000002,23.400000000000002,23.02,N/A,N/A -2012,5,8,2,30,101100,99950,98830,89.44,0,4.74,5.08,5.15,5.18,5.19,5.19,5.19,5.18,5.15,167.35,167.46,167.49,167.5,167.52,167.54,167.55,167.56,167.58,24.76,24.45,24.28,24.080000000000002,23.900000000000002,23.71,23.52,23.330000000000002,22.95,N/A,N/A -2012,5,8,3,30,101150,99990,98870,89.69,0,4.61,4.93,5,5.03,5.04,5.05,5.05,5.04,5.03,156.85,156.83,156.92000000000002,156.99,157.05,157.1,157.15,157.20000000000002,157.28,24.740000000000002,24.42,24.25,24.05,23.86,23.67,23.48,23.29,22.91,N/A,N/A -2012,5,8,4,30,101170,100010,98890,90.13,0,3.84,4.1,4.16,4.18,4.19,4.19,4.19,4.19,4.18,146.89000000000001,146.77,146.95000000000002,147.14000000000001,147.32,147.51,147.71,147.91,148.4,24.68,24.36,24.19,23.990000000000002,23.81,23.62,23.42,23.240000000000002,22.86,N/A,N/A -2012,5,8,5,30,101170,100010,98890,87.31,0,4.78,5.13,5.18,5.19,5.19,5.17,5.15,5.13,5.0600000000000005,161.93,161.74,161.64000000000001,161.53,161.42000000000002,161.32,161.22,161.12,160.93,24.76,24.45,24.27,24.080000000000002,23.89,23.7,23.5,23.32,22.93,N/A,N/A -2012,5,8,6,30,101270,100110,98990,87.58,0,3.56,3.72,3.74,3.73,3.71,3.69,3.66,3.63,3.54,171.66,171.99,172.23,172.5,172.74,172.99,173.27,173.54,174.23,24.71,24.39,24.23,24.04,23.85,23.67,23.48,23.3,22.94,N/A,N/A -2012,5,8,7,30,101280,100120,99000,87.83,0,1.73,1.81,1.82,1.83,1.83,1.82,1.82,1.81,1.79,173.01,173.68,174.02,174.54,175.09,175.70000000000002,176.44,177.19,179.1,24.69,24.38,24.21,24.01,23.81,23.63,23.43,23.240000000000002,22.86,N/A,N/A -2012,5,8,8,30,101260,100100,98970,84.44,0,1.33,1.22,1.1400000000000001,1.06,0.98,0.91,0.8300000000000001,0.76,0.62,93.7,94.44,94.94,95.23,95.13,94.82000000000001,93.72,92.52,85.73,24.650000000000002,24.330000000000002,24.16,23.96,23.77,23.580000000000002,23.38,23.2,22.81,N/A,N/A -2012,5,8,9,30,101250,100090,98960,82.57000000000001,0,1.4000000000000001,1.44,1.44,1.44,1.45,1.46,1.48,1.5,1.56,39.49,37.72,36.61,35.35,34.09,32.8,31.330000000000002,29.88,26.59,24.64,24.330000000000002,24.16,23.96,23.78,23.59,23.400000000000002,23.21,22.84,N/A,N/A -2012,5,8,10,30,101260,100100,98980,84.89,0,2.6,2.72,2.73,2.74,2.74,2.74,2.74,2.73,2.73,18.080000000000002,18.19,18.2,18.23,18.25,18.28,18.35,18.41,18.64,24.5,24.17,24,23.8,23.61,23.42,23.23,23.04,22.66,N/A,N/A -2012,5,8,11,30,101240,100080,98950,84.8,0,2.65,2.7800000000000002,2.8000000000000003,2.81,2.81,2.81,2.81,2.81,2.8000000000000003,31.36,31.66,31.77,31.89,32,32.09,32.19,32.27,32.46,24.41,24.080000000000002,23.91,23.71,23.52,23.330000000000002,23.14,22.95,22.57,N/A,N/A -2012,5,8,12,30,101250,100090,98960,90.99,0,5.55,5.86,5.9,5.89,5.87,5.83,5.79,5.74,5.63,45.660000000000004,45.980000000000004,46.14,46.300000000000004,46.46,46.63,46.83,47.02,47.5,23.86,23.48,23.3,23.1,22.91,22.72,22.52,22.330000000000002,21.96,N/A,N/A -2012,5,8,13,30,101260,100100,98970,92.07000000000001,0,5.07,5.34,5.38,5.38,5.37,5.3500000000000005,5.3100000000000005,5.2700000000000005,5.18,50.7,51.550000000000004,52.09,52.65,53.19,53.71,54.29,54.83,56.1,23.53,23.13,22.95,22.75,22.56,22.37,22.18,22,21.62,N/A,N/A -2012,5,8,14,30,101300,100130,99010,91.69,0,4.45,4.63,4.65,4.64,4.62,4.6000000000000005,4.57,4.54,4.46,45.69,47.31,48.35,49.35,50.27,51.14,52.02,52.83,54.52,23.38,23,22.82,22.62,22.43,22.25,22.05,21.87,21.5,N/A,N/A -2012,5,8,15,30,101320,100150,99020,97.81,0,5.83,6.05,6.05,5.98,5.9,5.8,5.68,5.5600000000000005,5.18,36.24,36.81,37.25,37.78,38.4,39.07,40.09,41.12,46.21,22.64,22.21,22.02,21.830000000000002,21.68,21.57,21.45,21.34,21.11,N/A,N/A -2012,5,8,16,30,101340,100180,99050,93.99,0,4.25,4.42,4.43,4.42,4.39,4.36,4.32,4.28,4.13,40.09,41.27,42.1,43.02,43.99,45.01,46.38,47.74,53.19,23.11,22.72,22.54,22.35,22.17,21.990000000000002,21.81,21.64,21.31,N/A,N/A -2012,5,8,17,30,101320,100160,99030,89.72,0,4.1,4.3100000000000005,4.34,4.3500000000000005,4.3500000000000005,4.3500000000000005,4.34,4.33,4.29,61.14,61.730000000000004,62.1,62.49,62.85,63.21,63.61,63.99,64.92,23.66,23.28,23.09,22.89,22.7,22.51,22.32,22.13,21.75,N/A,N/A -2012,5,8,18,30,101340,100180,99050,86.09,0,2.57,2.68,2.7,2.7,2.7,2.7,2.7,2.7,2.68,99.96000000000001,100.35000000000001,100.61,100.93,101.3,101.72,102.3,102.91,105.34,24.16,23.81,23.63,23.44,23.25,23.07,22.89,22.71,22.38,N/A,N/A -2012,5,8,19,30,101280,100120,99000,84.33,0,2.95,3.0700000000000003,3.08,3.0700000000000003,3.06,3.0500000000000003,3.04,3.02,3,112.54,113.24000000000001,113.58,114.01,114.47,114.98,115.66,116.37,118.74000000000001,24.46,24.11,23.93,23.740000000000002,23.55,23.37,23.18,23.01,22.66,N/A,N/A -2012,5,8,20,30,101240,100080,98960,86.96000000000001,0,4.58,4.82,4.86,4.86,4.8500000000000005,4.84,4.82,4.8,4.75,143.9,144.54,144.84,145.17000000000002,145.52,145.89000000000001,146.34,146.78,148.02,24.6,24.23,24.05,23.85,23.67,23.48,23.29,23.12,22.76,N/A,N/A -2012,5,8,21,30,101220,100060,98940,86.11,0,5.11,5.42,5.47,5.48,5.48,5.48,5.47,5.45,5.42,172.12,172.45000000000002,172.61,172.84,173.1,173.4,173.8,174.22,175.83,24.84,24.5,24.330000000000002,24.13,23.95,23.76,23.57,23.39,23.04,N/A,N/A -2012,5,8,22,30,101180,100020,98900,84.74,0,4.29,4.57,4.61,4.61,4.61,4.6000000000000005,4.58,4.5600000000000005,4.51,179.36,179.62,179.74,179.88,180.02,180.18,180.38,180.59,181.25,25.03,24.72,24.55,24.35,24.16,23.97,23.78,23.6,23.23,N/A,N/A -2012,5,8,23,30,101200,100050,98930,84.73,0,4.13,4.4,4.46,4.47,4.47,4.46,4.45,4.43,4.38,196.55,196.89000000000001,197.19,197.51,197.83,198.16,198.55,198.92000000000002,199.94,25.1,24.8,24.63,24.43,24.25,24.060000000000002,23.87,23.69,23.31,N/A,N/A -2012,5,9,0,30,101210,100050,98930,86.09,0,3.84,4.09,4.14,4.15,4.15,4.15,4.14,4.13,4.1,221.25,221.57,221.73000000000002,221.94,222.16,222.42000000000002,222.76,223.12,224.3,24.98,24.68,24.52,24.32,24.13,23.94,23.75,23.57,23.2,N/A,N/A -2012,5,9,1,30,101210,100050,98930,87.11,0,3.95,4.2,4.24,4.26,4.2700000000000005,4.2700000000000005,4.2700000000000005,4.26,4.25,258.34000000000003,259.07,259.41,259.77,260.11,260.47,260.87,261.26,262.27,24.86,24.55,24.38,24.18,24,23.81,23.62,23.43,23.06,N/A,N/A -2012,5,9,2,30,101250,100090,98970,84.41,0,4.44,4.74,4.79,4.8100000000000005,4.82,4.82,4.82,4.8100000000000005,4.78,305.47,306.31,306.51,306.64,306.73,306.8,306.86,306.90000000000003,306.93,24.95,24.64,24.47,24.28,24.09,23.900000000000002,23.71,23.52,23.13,N/A,N/A -2012,5,9,3,30,101280,100120,98990,83.11,0,5.78,6.140000000000001,6.22,6.24,6.25,6.24,6.23,6.21,6.15,350.40000000000003,350.38,350.41,350.45,350.48,350.52,350.58,350.64,350.79,24.04,23.69,23.51,23.31,23.13,22.95,22.76,22.59,22.240000000000002,N/A,N/A -2012,5,9,4,30,101260,100100,98970,83.43,0,4.94,5.26,5.32,5.3500000000000005,5.37,5.39,5.43,5.48,5.84,2.69,2.89,2.99,3.1,3.22,3.35,3.5500000000000003,3.7800000000000002,5.0200000000000005,24.150000000000002,23.8,23.63,23.43,23.25,23.07,22.88,22.71,22.400000000000002,N/A,N/A -2012,5,9,5,30,101280,100120,98990,81.78,0,5.65,6.01,6.09,6.13,6.17,6.22,6.33,6.45,7.9,5.22,5.45,5.5600000000000005,5.72,5.91,6.140000000000001,6.53,6.97,9.44,23.92,23.56,23.39,23.2,23.02,22.85,22.69,22.54,22.5,N/A,N/A -2012,5,9,6,30,101310,100140,99020,81.84,0,6.6000000000000005,7.0600000000000005,7.16,7.2,7.24,7.2700000000000005,7.3100000000000005,7.36,7.65,359.81,359.83,359.87,359.93,359.99,0.07,0.18,0.29,0.77,23.990000000000002,23.62,23.45,23.25,23.06,22.88,22.7,22.52,22.2,N/A,N/A -2012,5,9,7,30,101340,100180,99040,82.21000000000001,0,7.49,8.040000000000001,8.17,8.23,8.28,8.33,8.41,8.5,9.06,0.44,0.51,0.63,0.77,0.9400000000000001,1.12,1.41,1.72,3.36,23.67,23.27,23.1,22.91,22.73,22.55,22.38,22.22,22,N/A,N/A -2012,5,9,8,30,101340,100180,99050,84.56,0,7.82,8.38,8.51,8.55,8.58,8.59,8.6,8.61,8.67,357.11,357.33,357.48,357.64,357.82,358.03000000000003,358.3,358.58,359.58,23.57,23.16,22.98,22.77,22.59,22.400000000000002,22.22,22.04,21.7,N/A,N/A -2012,5,9,9,30,101340,100180,99050,85.18,0,6.72,7.19,7.29,7.34,7.38,7.390000000000001,7.41,7.43,7.48,17.86,18.05,18.14,18.23,18.330000000000002,18.42,18.54,18.66,19.01,23.53,23.13,22.95,22.740000000000002,22.55,22.37,22.17,21.990000000000002,21.62,N/A,N/A -2012,5,9,10,30,101390,100230,99090,85.98,0,5.98,6.34,6.41,6.43,6.44,6.43,6.42,6.41,6.38,21.03,21.2,21.330000000000002,21.45,21.57,21.68,21.81,21.93,22.240000000000002,23.36,22.96,22.77,22.56,22.37,22.19,21.990000000000002,21.81,21.44,N/A,N/A -2012,5,9,11,30,101480,100310,99170,86.27,0,5.29,5.59,5.64,5.66,5.66,5.66,5.64,5.63,5.59,359.61,359.72,359.93,0.14,0.32,0.49,0.68,0.86,1.29,23.150000000000002,22.740000000000002,22.55,22.35,22.150000000000002,21.97,21.77,21.59,21.21,N/A,N/A -2012,5,9,12,30,101460,100290,99150,89.39,0,6.03,6.37,6.43,6.45,6.44,6.43,6.41,6.390000000000001,6.34,6.61,6.7700000000000005,6.9,7.05,7.2,7.36,7.5600000000000005,7.76,8.290000000000001,22.5,22.06,21.86,21.66,21.47,21.28,21.09,20.91,20.53,N/A,N/A -2012,5,9,13,30,101420,100250,99110,88.19,0,5.48,5.79,5.8500000000000005,5.87,5.87,5.88,5.88,5.87,5.88,33.88,34.31,34.47,34.660000000000004,34.84,35.03,35.26,35.480000000000004,36.07,22.580000000000002,22.150000000000002,21.96,21.76,21.57,21.38,21.19,21.01,20.64,N/A,N/A -2012,5,9,14,30,101480,100310,99180,84.51,0,6.390000000000001,6.7700000000000005,6.8500000000000005,6.87,6.88,6.88,6.88,6.86,6.84,13.61,13.85,14.02,14.19,14.35,14.52,14.69,14.86,15.26,22.94,22.51,22.32,22.12,21.92,21.73,21.54,21.36,20.990000000000002,N/A,N/A -2012,5,9,15,30,101490,100320,99180,81.27,0,5.09,5.39,5.45,5.49,5.51,5.5200000000000005,5.53,5.54,5.55,15.83,15.91,15.88,15.84,15.82,15.8,15.780000000000001,15.76,15.73,23.13,22.73,22.54,22.330000000000002,22.14,21.95,21.75,21.57,21.19,N/A,N/A -2012,5,9,16,30,101470,100310,99170,77.89,0,2.92,3.08,3.13,3.17,3.2,3.23,3.27,3.31,3.39,22.05,21.84,21.75,21.650000000000002,21.55,21.45,21.32,21.19,20.900000000000002,23.7,23.34,23.16,22.96,22.77,22.580000000000002,22.39,22.21,21.84,N/A,N/A -2012,5,9,17,30,101460,100300,99170,76.19,0,0.51,0.54,0.56,0.5700000000000001,0.59,0.61,0.64,0.66,0.73,50.910000000000004,47.01,43.75,40.58,37.76,35.03,32.33,29.75,24.37,24.080000000000002,23.740000000000002,23.56,23.36,23.17,22.98,22.79,22.6,22.22,N/A,N/A -2012,5,9,18,30,101430,100260,99140,76.21000000000001,0,0.8,0.78,0.75,0.72,0.6900000000000001,0.66,0.62,0.59,0.52,183.65,186.43,188.04,190.1,192.35,194.89000000000001,198.44,202.11,214.86,24.310000000000002,23.96,23.78,23.580000000000002,23.39,23.2,23.02,22.830000000000002,22.47,N/A,N/A -2012,5,9,19,30,101400,100240,99110,76.03,0,1.95,1.97,1.94,1.8900000000000001,1.84,1.79,1.72,1.6500000000000001,1.43,192.99,193.84,194.51,195.43,196.5,197.78,199.79,201.93,212.86,24.580000000000002,24.22,24.05,23.85,23.67,23.48,23.3,23.12,22.78,N/A,N/A -2012,5,9,20,30,101350,100190,99060,75.42,0,3.16,3.22,3.19,3.13,3.06,2.99,2.91,2.82,2.57,170.06,170.25,170.39000000000001,170.57,170.77,171,171.34,171.71,173.31,24.78,24.43,24.25,24.05,23.86,23.68,23.490000000000002,23.31,22.95,N/A,N/A -2012,5,9,21,30,101290,100130,99010,73.89,0,4.3100000000000005,4.4,4.34,4.21,4.07,3.9,3.63,3.36,2.2800000000000002,172.81,173.09,173.38,173.76,174.25,174.84,175.96,177.14000000000001,188.07,25.04,24.71,24.55,24.36,24.19,24.02,23.85,23.7,23.45,N/A,N/A -2012,5,9,22,30,101250,100090,98970,72.2,0,4.46,4.63,4.59,4.48,4.32,4.11,3.5,2.88,1.49,154.01,153.87,153.70000000000002,153.42000000000002,152.91,152.20000000000002,149.38,146.42000000000002,136.46,25.27,24.98,24.830000000000002,24.650000000000002,24.5,24.37,24.34,24.36,24.32,N/A,N/A -2012,5,9,23,30,101250,100090,98970,74.52,0,4.51,4.71,4.69,4.63,4.57,4.51,3.64,2.74,1.9000000000000001,166.88,166.86,166.83,166.78,166.75,166.72,163.5,160.08,155.48,25.26,24.97,24.810000000000002,24.62,24.45,24.28,24.310000000000002,24.43,24.45,N/A,N/A -2012,5,10,0,30,101260,100100,98980,74.39,0,4.44,4.68,4.7,4.67,4.63,4.59,4.55,4.51,2.54,180.18,180.25,180.22,180.20000000000002,180.20000000000002,180.20000000000002,180.25,180.3,178.34,25.22,24.94,24.78,24.580000000000002,24.400000000000002,24.21,24.02,23.84,23.94,N/A,N/A -2012,5,10,1,30,101240,100080,98960,75.68,0,4.65,4.94,4.98,4.97,4.96,4.93,4.89,4.8500000000000005,4.72,184.64000000000001,184.52,184.44,184.37,184.3,184.21,184.11,184.02,183.72,25.11,24.810000000000002,24.650000000000002,24.45,24.26,24.080000000000002,23.89,23.71,23.35,N/A,N/A -2012,5,10,2,30,101280,100120,99000,74.24,0,3.36,3.5100000000000002,3.52,3.49,3.46,3.42,3.36,3.3000000000000003,2.92,192.72,192.17000000000002,191.8,191.36,190.87,190.31,189.36,188.33,177.6,25.16,24.87,24.71,24.52,24.34,24.16,23.98,23.81,23.6,N/A,N/A -2012,5,10,3,30,101270,100110,98990,73.92,0,1.57,1.6,1.59,1.56,1.54,1.5,1.45,1.3900000000000001,1.01,198.37,197.56,197.03,196.44,195.83,195.18,194.27,193.38,172.76,25.080000000000002,24.79,24.62,24.43,24.25,24.07,23.89,23.72,23.51,N/A,N/A -2012,5,10,4,30,101270,100110,98990,73.60000000000001,0,0.64,0.64,0.62,0.6,0.5700000000000001,0.54,0.64,0.8200000000000001,1.98,286.16,289.99,293.11,297.96,306.69,318.52,340.41,10.66,42.03,25.060000000000002,24.77,24.62,24.43,24.27,24.11,24,23.91,23.85,N/A,N/A -2012,5,10,5,30,101270,100110,98990,74.44,0,1.72,1.79,1.8,1.79,1.79,1.79,1.79,1.78,1.77,335.99,337.49,338.36,339.3,340.19,341.07,342.05,343.01,346.04,25.03,24.72,24.560000000000002,24.36,24.18,23.990000000000002,23.79,23.61,23.240000000000002,N/A,N/A -2012,5,10,6,30,101280,100120,98990,73.11,0,2.61,2.7600000000000002,2.8000000000000003,2.82,2.84,2.86,2.89,2.91,2.97,15.02,16.12,16.77,17.47,18.17,18.89,19.73,20.55,22.650000000000002,25.150000000000002,24.84,24.67,24.47,24.28,24.1,23.91,23.73,23.36,N/A,N/A -2012,5,10,7,30,101290,100130,99010,75.38,0,3.75,3.99,4.05,4.08,4.11,4.13,4.14,4.16,4.18,41.47,41.83,41.96,42.1,42.230000000000004,42.35,42.49,42.62,42.92,25.13,24.8,24.63,24.43,24.240000000000002,24.05,23.85,23.67,23.28,N/A,N/A -2012,5,10,8,30,101250,100090,98970,73.99,0,4.54,4.86,4.93,4.97,5,5.0200000000000005,5.04,5.0600000000000005,5.09,62.25,62.59,62.81,63,63.2,63.39,63.6,63.79,64.24,25.18,24.85,24.68,24.48,24.29,24.1,23.91,23.72,23.34,N/A,N/A -2012,5,10,9,30,101270,100110,98990,71.25,0,6.28,6.82,6.97,7.05,7.11,7.16,7.2,7.23,7.28,80.83,81.11,81.24,81.36,81.47,81.58,81.68,81.77,81.97,25.43,25.12,24.94,24.75,24.560000000000002,24.37,24.17,23.990000000000002,23.6,N/A,N/A -2012,5,10,10,30,101270,100110,98980,70.82000000000001,0,7.640000000000001,8.3,8.46,8.53,8.58,8.6,8.620000000000001,8.620000000000001,8.620000000000001,84.9,85.04,85.14,85.24,85.33,85.42,85.5,85.57000000000001,85.72,25.490000000000002,25.18,25.01,24.8,24.61,24.43,24.23,24.04,23.66,N/A,N/A -2012,5,10,11,30,101280,100120,99000,71.99,0,7.96,8.65,8.8,8.88,8.94,8.97,8.98,8.99,9,87,87.27,87.4,87.54,87.66,87.78,87.9,88.01,88.23,25.240000000000002,24.900000000000002,24.73,24.53,24.330000000000002,24.14,23.95,23.76,23.37,N/A,N/A -2012,5,10,12,30,101280,100120,99000,73.60000000000001,0,7.15,7.7700000000000005,7.92,8,8.06,8.1,8.13,8.15,8.18,89.69,90.08,90.3,90.53,90.73,90.93,91.12,91.3,91.68,25.2,24.86,24.69,24.490000000000002,24.29,24.1,23.91,23.72,23.34,N/A,N/A -2012,5,10,13,30,101310,100150,99030,72.13,0,7.68,8.36,8.540000000000001,8.63,8.700000000000001,8.74,8.78,8.8,8.84,96.41,96.7,96.85000000000001,97,97.13,97.25,97.38,97.5,97.73,25.32,24.990000000000002,24.82,24.61,24.42,24.23,24.03,23.85,23.46,N/A,N/A -2012,5,10,14,30,101300,100150,99020,74.02,0,7.94,8.64,8.81,8.91,8.97,9.01,9.040000000000001,9.06,9.09,100.33,100.58,100.78,100.97,101.14,101.3,101.46000000000001,101.61,101.91,25.310000000000002,24.97,24.8,24.6,24.41,24.22,24.02,23.830000000000002,23.45,N/A,N/A -2012,5,10,15,30,101320,100160,99030,72.18,0,7.03,7.61,7.75,7.8100000000000005,7.86,7.890000000000001,7.9,7.91,7.92,115.35000000000001,115.05,114.9,114.76,114.61,114.48,114.34,114.22,113.96000000000001,25.44,25.12,24.94,24.740000000000002,24.55,24.36,24.16,23.98,23.59,N/A,N/A -2012,5,10,16,30,101320,100160,99040,73.89,0,7.01,7.59,7.72,7.79,7.83,7.86,7.88,7.890000000000001,7.9,109.56,109.64,109.69,109.72,109.74000000000001,109.75,109.76,109.77,109.78,25.39,25.060000000000002,24.88,24.68,24.490000000000002,24.3,24.1,23.92,23.53,N/A,N/A -2012,5,10,17,30,101280,100130,99000,74.76,0,6.73,7.29,7.43,7.51,7.57,7.61,7.640000000000001,7.66,7.69,108.67,109.23,109.51,109.72,109.89,110.03,110.15,110.26,110.43,25.42,25.080000000000002,24.91,24.71,24.52,24.330000000000002,24.13,23.94,23.56,N/A,N/A -2012,5,10,18,30,101310,100150,99030,74.98,0,7.32,7.94,8.08,8.15,8.2,8.23,8.25,8.27,8.28,111.12,111.26,111.4,111.56,111.72,111.89,112.06,112.22,112.56,25.39,25.05,24.88,24.68,24.490000000000002,24.3,24.1,23.91,23.53,N/A,N/A -2012,5,10,19,30,101250,100100,98970,78.32000000000001,0,6.92,7.55,7.71,7.8,7.86,7.9,7.930000000000001,7.95,7.97,109.77,110.01,110.03,110.03,110.01,109.99000000000001,109.96000000000001,109.93,109.86,25.36,25.02,24.85,24.650000000000002,24.46,24.26,24.07,23.88,23.490000000000002,N/A,N/A -2012,5,10,20,30,101160,100000,98880,76.73,0,8.92,9.75,9.96,10.07,10.14,10.18,10.21,10.22,10.24,110.81,111,111.16,111.31,111.43,111.55,111.66,111.76,111.97,25.3,24.96,24.79,24.580000000000002,24.39,24.2,24,23.81,23.43,N/A,N/A -2012,5,10,21,30,101130,99980,98860,78.26,0,8.05,8.8,8.99,9.1,9.18,9.24,9.28,9.31,9.36,117.21000000000001,117.33,117.4,117.47,117.54,117.60000000000001,117.65,117.7,117.81,25.44,25.12,24.94,24.740000000000002,24.55,24.36,24.16,23.98,23.59,N/A,N/A -2012,5,10,22,30,101030,99880,98760,81.18,0,8.69,9.52,9.73,9.85,9.93,9.98,10.03,10.06,10.11,110.04,110.28,110.43,110.57000000000001,110.7,110.83,110.95,111.08,111.33,25.400000000000002,25.060000000000002,24.89,24.68,24.490000000000002,24.3,24.11,23.92,23.54,N/A,N/A -2012,5,10,23,30,101030,99880,98760,82.74,0,9.56,10.49,10.75,10.89,10.98,11.040000000000001,11.08,11.11,11.13,114.4,114.37,114.35000000000001,114.3,114.26,114.2,114.14,114.09,113.96000000000001,25.37,25.04,24.86,24.650000000000002,24.46,24.27,24.07,23.89,23.5,N/A,N/A -2012,5,11,0,30,101010,99860,98740,83.82000000000001,0,8.4,9.23,9.47,9.61,9.71,9.8,9.86,9.92,10.01,122.79,122.89,122.89,122.88,122.87,122.86,122.85000000000001,122.84,122.81,25.330000000000002,25,24.830000000000002,24.62,24.43,24.240000000000002,24.05,23.86,23.48,N/A,N/A -2012,5,11,1,30,101000,99850,98730,82.92,0,8.05,8.81,9.040000000000001,9.16,9.25,9.3,9.34,9.38,9.41,119.53,119.23,119.24000000000001,119.31,119.38,119.46000000000001,119.56,119.67,119.91,25.580000000000002,25.26,25.1,24.89,24.71,24.51,24.32,24.13,23.75,N/A,N/A -2012,5,11,2,30,100980,99830,98710,82.78,0,9.040000000000001,9.870000000000001,10.07,10.17,10.24,10.290000000000001,10.32,10.34,10.38,126.28,126.33,126.42,126.49000000000001,126.57000000000001,126.64,126.72,126.8,127.04,25.61,25.29,25.12,24.93,24.740000000000002,24.560000000000002,24.37,24.19,23.830000000000002,N/A,N/A -2012,5,11,3,30,100960,99810,98690,83,0,9.88,10.950000000000001,11.22,11.38,11.49,11.57,11.620000000000001,11.66,11.72,131.92000000000002,132.15,132.27,132.38,132.48,132.56,132.64000000000001,132.71,132.86,25.68,25.36,25.18,24.98,24.79,24.61,24.41,24.22,23.84,N/A,N/A -2012,5,11,4,30,100930,99780,98660,83.94,0,9.56,10.540000000000001,10.790000000000001,10.93,11.03,11.1,11.14,11.18,11.22,134.97,135.03,135.04,135.04,135.04,135.03,135.02,135.01,134.99,25.6,25.28,25.11,24.91,24.72,24.53,24.34,24.150000000000002,23.78,N/A,N/A -2012,5,11,5,30,100980,99830,98710,85.58,0,7.79,8.66,8.91,9.08,9.21,9.31,9.38,9.450000000000001,9.56,159.96,159.70000000000002,159.53,159.4,159.3,159.21,159.14000000000001,159.08,159,25.67,25.36,25.2,25,24.82,24.63,24.44,24.26,23.88,N/A,N/A -2012,5,11,6,30,100960,99810,98700,82.41,0,8.3,9.11,9.31,9.42,9.5,9.55,9.59,9.61,9.63,153.01,153.18,153.24,153.29,153.32,153.35,153.37,153.39000000000001,153.42000000000002,25.67,25.38,25.21,25.02,24.830000000000002,24.650000000000002,24.45,24.27,23.89,N/A,N/A -2012,5,11,7,30,100980,99820,98700,85.64,85,6.19,7.05,7.21,7.34,7.43,7.51,7.5600000000000005,7.6000000000000005,7.65,154.57,155,154.70000000000002,154.45000000000002,154.15,153.89000000000001,153.61,153.35,152.8,25.04,24.73,24.53,24.36,24.150000000000002,23.97,23.78,23.59,23.22,N/A,N/A -2012,5,11,8,30,101070,99900,98760,88.84,2.2,6.41,6.49,6.390000000000001,6.19,5.96,5.69,5.3,4.92,3.93,37.87,38.47,38.95,39.62,40.49,41.59,43.92,46.37,55.34,21.830000000000002,21.38,21.2,21.03,20.88,20.75,20.66,20.59,20.69,N/A,N/A -2012,5,11,9,30,101050,99890,98760,89.76,0,5,5.1000000000000005,5.04,4.93,4.65,4.25,4,3.8200000000000003,3.52,63.870000000000005,64.67,65.44,66.99,76.60000000000001,92.41,101.83,108.28,120.91,22.73,22.35,22.19,22.03,22.12,22.42,22.6,22.72,22.54,N/A,N/A -2012,5,11,10,30,101030,99870,98740,85.92,0,6.6000000000000005,6.96,6.98,6.93,6.87,6.8,6.7,6.6000000000000005,6.32,97.11,97.9,98.23,98.68,99.19,99.76,100.63,101.52,105.83,23.64,23.23,23.05,22.85,22.67,22.490000000000002,22.3,22.14,21.81,N/A,N/A -2012,5,11,11,30,101010,99850,98730,88.10000000000001,0,6.04,6.36,6.36,6.3100000000000005,6.25,6.17,6.07,5.97,5.7,106.64,108.83,110.14,111.56,112.93,114.33,115.89,117.41,122.09,24.2,23.82,23.64,23.44,23.25,23.06,22.86,22.68,22.3,N/A,N/A -2012,5,11,12,30,101070,99910,98800,83.92,0.7000000000000001,6.96,7.59,7.73,7.8,7.8500000000000005,7.87,7.890000000000001,7.9,7.9,174.11,173.91,173.86,173.84,173.82,173.81,173.81,173.82,173.86,25.580000000000002,25.27,25.1,24.900000000000002,24.71,24.52,24.32,24.14,23.76,N/A,N/A -2012,5,11,13,30,101130,99970,98860,82.94,0,7.8,8.55,8.73,8.84,8.9,8.950000000000001,8.98,9,9.03,174.41,174.16,174.17000000000002,174.16,174.13,174.11,174.08,174.05,173.97,25.67,25.37,25.2,25.01,24.82,24.63,24.44,24.25,23.88,N/A,N/A -2012,5,11,14,30,101210,100060,98940,82.76,0,7.26,7.91,8.07,8.15,8.2,8.23,8.25,8.26,8.27,166.74,166.98,167.1,167.18,167.24,167.3,167.35,167.39000000000001,167.45000000000002,25.71,25.42,25.26,25.060000000000002,24.87,24.68,24.490000000000002,24.310000000000002,23.93,N/A,N/A -2012,5,11,15,30,101260,100110,98990,81.88,0,7.7,8.46,8.66,8.78,8.870000000000001,8.93,8.98,9.01,9.07,170.88,170.93,170.93,170.93,170.94,170.94,170.94,170.94,170.95000000000002,25.740000000000002,25.44,25.28,25.080000000000002,24.900000000000002,24.71,24.52,24.330000000000002,23.95,N/A,N/A -2012,5,11,16,30,101270,100110,98990,84.06,0,7.82,8.57,8.76,8.86,8.93,8.97,9,9.02,9.040000000000001,162.9,162.8,162.84,162.9,162.97,163.04,163.12,163.20000000000002,163.38,25.62,25.310000000000002,25.14,24.94,24.75,24.560000000000002,24.37,24.18,23.8,N/A,N/A -2012,5,11,17,30,101280,100120,99000,83.88,0,7.3500000000000005,8.07,8.25,8.36,8.44,8.5,8.540000000000001,8.58,8.63,168.24,168.58,168.72,168.84,168.94,169.02,169.09,169.15,169.26,25.7,25.400000000000002,25.23,25.03,24.85,24.66,24.46,24.28,23.900000000000002,N/A,N/A -2012,5,11,18,30,101300,100140,99020,83.04,0,8.370000000000001,9.21,9.42,9.53,9.620000000000001,9.67,9.71,9.74,9.77,172.56,172.49,172.51,172.53,172.57,172.61,172.65,172.69,172.79,25.76,25.46,25.3,25.1,24.91,24.72,24.53,24.35,23.97,N/A,N/A -2012,5,11,19,30,101330,100180,99060,81.21000000000001,0,8.6,9.47,9.68,9.790000000000001,9.870000000000001,9.92,9.950000000000001,9.97,9.99,173.02,173.1,173.19,173.28,173.36,173.44,173.52,173.61,173.78,25.84,25.55,25.39,25.19,25.01,24.82,24.62,24.44,24.060000000000002,N/A,N/A -2012,5,11,20,30,101260,100100,98980,80.48,0,8.36,9.23,9.46,9.59,9.69,9.76,9.81,9.85,9.9,171.8,171.92000000000002,172,172.05,172.1,172.13,172.16,172.19,172.22,25.900000000000002,25.62,25.46,25.27,25.080000000000002,24.900000000000002,24.7,24.52,24.14,N/A,N/A -2012,5,11,21,30,101220,100070,98950,81.86,0,8.870000000000001,9.77,10.02,10.15,10.24,10.3,10.35,10.38,10.41,168.22,168.36,168.45000000000002,168.52,168.6,168.66,168.72,168.77,168.87,25.82,25.54,25.38,25.18,25,24.810000000000002,24.62,24.43,24.060000000000002,N/A,N/A -2012,5,11,22,30,101160,100010,98890,81.95,0,9.27,10.25,10.5,10.64,10.75,10.82,10.86,10.9,10.94,167.87,168,168.07,168.15,168.21,168.27,168.33,168.39000000000001,168.5,25.8,25.52,25.36,25.17,24.990000000000002,24.8,24.61,24.43,24.05,N/A,N/A -2012,5,11,23,30,101160,100010,98890,81.02,0,10.01,11.1,11.4,11.58,11.700000000000001,11.790000000000001,11.85,11.9,11.950000000000001,171.48,171.66,171.74,171.83,171.9,171.97,172.04,172.11,172.23,25.830000000000002,25.57,25.41,25.22,25.04,24.85,24.66,24.47,24.1,N/A,N/A -2012,5,12,0,30,101180,100030,98910,76.01,0,7.99,8.81,9.040000000000001,9.18,9.28,9.35,9.41,9.450000000000001,9.52,177.21,177.21,177.21,177.18,177.14000000000001,177.09,177.04,177,176.89000000000001,25.97,25.72,25.560000000000002,25.37,25.19,25.01,24.82,24.64,24.27,N/A,N/A -2012,5,12,1,30,101210,100050,98940,80.94,0,7.5600000000000005,8.36,8.59,8.74,8.84,8.92,8.98,9.03,9.09,162.36,162.59,162.77,162.91,163.03,163.12,163.21,163.28,163.42000000000002,25.86,25.6,25.45,25.26,25.080000000000002,24.89,24.7,24.51,24.14,N/A,N/A -2012,5,12,2,30,101350,100200,99080,79.45,0,5.86,6.48,6.66,6.78,6.88,6.95,7.01,7.07,7.140000000000001,170.53,170.51,170.51,170.52,170.55,170.57,170.61,170.63,170.71,25.990000000000002,25.73,25.57,25.38,25.2,25.01,24.82,24.63,24.25,N/A,N/A -2012,5,12,3,30,101360,100210,99090,81.05,0,6.12,6.640000000000001,6.75,6.8100000000000005,6.8500000000000005,6.87,6.890000000000001,6.91,6.93,182.56,183,183.16,183.29,183.4,183.5,183.58,183.65,183.76,25.900000000000002,25.63,25.48,25.28,25.1,24.92,24.73,24.54,24.17,N/A,N/A -2012,5,12,4,30,101420,100270,99150,79.98,0.4,6.7,7.32,7.46,7.54,7.58,7.61,7.63,7.640000000000001,7.640000000000001,212.21,211.84,211.71,211.67000000000002,211.65,211.67000000000002,211.71,211.76,211.89000000000001,26.01,25.76,25.6,25.400000000000002,25.22,25.04,24.85,24.66,24.29,N/A,N/A -2012,5,12,5,30,101350,100170,99030,89.82000000000001,200,9.82,10.32,10.35,10.31,10.25,10.19,10.1,9.99,9.5,15.88,12.4,10.85,9.120000000000001,7.11,5.17,2.62,0.19,354.28000000000003,21.23,20.69,20.5,20.330000000000002,20.17,20.02,19.88,19.76,19.56,N/A,N/A -2012,5,12,6,30,101400,100230,99090,83.35000000000001,0,1.75,1.86,1.9100000000000001,1.96,2.0100000000000002,2.05,2.82,4.08,5.51,192.1,191.68,191.78,191.89000000000001,192.31,192.96,191.67000000000002,189.31,184.58,22.53,22.16,21.990000000000002,21.79,21.6,21.400000000000002,21.56,21.79,22.47,N/A,N/A -2012,5,12,7,30,101510,100340,99210,83.96000000000001,0,2.11,2.14,2.13,2.11,2.08,2.06,2.04,2.0300000000000002,2.56,120.72,121.63,122.47,123.53,124.8,126.24000000000001,129.49,133.07,158.36,22.93,22.56,22.38,22.19,22,21.81,21.63,21.47,21.47,N/A,N/A -2012,5,12,8,30,101520,100350,99220,84.35000000000001,0,0.6900000000000001,0.67,0.64,0.6,0.5700000000000001,0.52,0.81,1.49,2.36,64.38,66.35,68.54,71.67,77.9,86.42,110.13,157.99,166.57,23.29,22.95,22.78,22.59,22.41,22.240000000000002,22.23,22.29,22.45,N/A,N/A -2012,5,12,9,30,101530,100370,99240,84.39,0,0.99,0.97,0.9400000000000001,0.9,0.86,0.81,1,1.3800000000000001,2.13,66.06,68.53,70.62,74,80.98,91.05,114.57000000000001,150.93,169.33,23.6,23.26,23.09,22.91,22.73,22.57,22.51,22.490000000000002,22.44,N/A,N/A -2012,5,12,10,30,101580,100410,99280,85.28,0,1.58,1.6,1.58,1.55,1.51,1.46,1.33,1.19,0.8300000000000001,42.31,42.46,42.58,42.800000000000004,43.18,43.7,46.300000000000004,49.21,146.85,23.740000000000002,23.41,23.240000000000002,23.04,22.85,22.67,22.490000000000002,22.330000000000002,22.25,N/A,N/A -2012,5,12,11,30,101580,100420,99290,85.8,0,0.26,0.27,0.28,0.3,0.35000000000000003,0.43,0.6,0.86,2.13,105.94,117.28,125.41,135.5,145.19,155.91,164.9,175.06,186.22,23.88,23.55,23.38,23.19,23.01,22.84,22.68,22.53,22.56,N/A,N/A -2012,5,12,12,30,101680,100520,99380,86.02,0,1.31,1.33,1.31,1.29,1.27,1.25,1.22,1.19,1.09,6.16,5.68,5.42,5.13,4.83,4.5,4.13,3.7600000000000002,2.43,24.07,23.740000000000002,23.56,23.36,23.17,22.98,22.79,22.61,22.23,N/A,N/A -2012,5,12,13,30,101700,100530,99400,85.68,0,3.23,3.31,3.29,3.25,3.21,3.16,3.11,3.0500000000000003,2.93,317.19,317.15000000000003,317.1,317.03000000000003,316.96,316.89,316.79,316.7,316.42,24.05,23.71,23.53,23.330000000000002,23.14,22.95,22.75,22.57,22.19,N/A,N/A -2012,5,12,14,30,101760,100590,99460,85.36,0,2.38,2.4,2.38,2.34,2.3000000000000003,2.2600000000000002,2.2,2.15,2,300.94,300.5,300.25,299.95,299.63,299.27,298.79,298.3,296.64,23.900000000000002,23.55,23.38,23.18,22.990000000000002,22.8,22.61,22.42,22.05,N/A,N/A -2012,5,12,15,30,101750,100590,99450,85.39,0,1.79,1.82,1.82,1.8,1.79,1.77,1.77,1.77,2.04,275.29,274.38,273.68,272.77,271.71,270.45,268.24,265.77,252.76000000000002,23.990000000000002,23.650000000000002,23.48,23.29,23.1,22.92,22.740000000000002,22.57,22.34,N/A,N/A -2012,5,12,16,30,101740,100580,99450,84.76,0,2.29,2.4,2.42,2.42,2.43,2.44,2.44,2.44,2.46,300.45,300.57,300.63,300.75,300.90000000000003,301.08,301.34000000000003,301.62,302.43,24.25,23.91,23.740000000000002,23.54,23.35,23.17,22.98,22.8,22.44,N/A,N/A -2012,5,12,17,30,101760,100600,99470,77.38,0,2.83,2.87,2.84,2.8000000000000003,2.7600000000000002,2.72,2.67,2.63,2.5300000000000002,344.02,344.12,344.09000000000003,344.03000000000003,343.98,343.94,343.89,343.83,343.69,24.47,24.11,23.93,23.73,23.53,23.34,23.14,22.96,22.57,N/A,N/A -2012,5,12,18,30,101740,100570,99440,74.23,0,0.74,0.74,0.72,0.7000000000000001,0.68,0.66,0.64,0.61,0.56,58.67,58.660000000000004,58.5,58.26,57.99,57.67,57.19,56.68,54.81,24.64,24.29,24.12,23.92,23.72,23.53,23.34,23.16,22.78,N/A,N/A -2012,5,12,19,30,101720,100560,99430,73.86,0,1.28,1.29,1.27,1.24,1.22,1.19,1.1500000000000001,1.12,1.03,124.26,124.19,123.87,123.48,123.03,122.53,121.85000000000001,121.18,118.83,24.85,24.5,24.32,24.12,23.93,23.740000000000002,23.55,23.37,23,N/A,N/A -2012,5,12,20,30,101690,100530,99400,75.60000000000001,0,3.15,3.23,3.2,3.14,3.08,3.0100000000000002,2.9,2.7800000000000002,2.19,160.6,160.87,160.99,161.14000000000001,161.33,161.55,161.9,162.27,164.1,25.05,24.7,24.53,24.330000000000002,24.16,23.97,23.8,23.63,23.36,N/A,N/A -2012,5,12,21,30,101660,100500,99370,76.62,0,3.5300000000000002,3.64,3.62,3.58,3.52,3.46,3.37,3.2800000000000002,2.99,165.57,165.82,165.96,166.13,166.29,166.46,166.67000000000002,166.88,167.47,25.240000000000002,24.900000000000002,24.73,24.54,24.36,24.17,23.990000000000002,23.81,23.47,N/A,N/A -2012,5,12,22,30,101640,100480,99350,74.38,0,3.7,3.84,3.83,3.7800000000000002,3.73,3.67,3.6,3.5300000000000002,3.31,193.78,194.54,195.04,195.66,196.34,197.1,198.13,199.19,203.08,25.46,25.150000000000002,24.98,24.79,24.6,24.42,24.240000000000002,24.060000000000002,23.72,N/A,N/A -2012,5,12,23,30,101650,100490,99370,75.91,0,4.42,4.68,4.68,4.64,4.59,4.53,4.45,4.37,4.21,198.12,198.47,198.74,199.14000000000001,199.54,199.98000000000002,200.49,201,202.08,25.44,25.150000000000002,24.990000000000002,24.79,24.61,24.42,24.22,24.03,23.64,N/A,N/A -2012,5,13,0,30,101620,100460,99330,76.47,0,4.74,5.0200000000000005,5.04,5.01,4.97,4.92,4.8500000000000005,4.76,4.32,213.87,214.29,214.49,214.73000000000002,215,215.31,215.82,216.39000000000001,220.4,25.3,25.02,24.86,24.67,24.490000000000002,24.310000000000002,24.13,23.96,23.68,N/A,N/A -2012,5,13,1,30,101630,100470,99340,78.71000000000001,0,5.39,5.64,5.59,5.44,5.2,4.86,4.45,4.07,3.96,235.88,236.47,237.06,238.20000000000002,240.93,245.17000000000002,254.43,264.6,275.67,25.17,24.900000000000002,24.76,24.61,24.5,24.44,24.400000000000002,24.37,24.09,N/A,N/A -2012,5,13,2,30,101710,100540,99420,80.18,0,4.9,5.29,5.39,5.48,5.55,5.62,5.69,5.76,5.9,280.95,283.85,285.6,287.58,289.41,291.24,293.04,294.73,297.40000000000003,25.12,24.830000000000002,24.67,24.48,24.29,24.11,23.92,23.740000000000002,23.36,N/A,N/A -2012,5,13,3,30,101750,100590,99460,79.28,0,5.03,5.33,5.3500000000000005,5.32,5.28,5.23,5.18,5.13,5.2700000000000005,282.19,282.98,283.61,284.6,285.95,287.64,295.63,305.57,315.31,25.22,24.95,24.8,24.62,24.46,24.32,24.34,24.43,24.310000000000002,N/A,N/A -2012,5,13,4,30,101760,100600,99470,68.79,0,3.94,4.16,4.17,4.16,4.14,4.13,4.11,4.1,4.1,358.99,359.06,359.17,359.29,359.40000000000003,359.51,359.68,359.85,0.44,25.36,25.09,24.94,24.75,24.57,24.39,24.2,24.03,23.67,N/A,N/A -2012,5,13,5,30,101780,100620,99490,71.11,0,4.04,4.32,4.3500000000000005,4.36,4.36,4.36,4.3500000000000005,4.34,4.3100000000000005,345.40000000000003,345.59000000000003,345.72,345.88,346.02,346.18,346.39,346.59000000000003,347.07,25,24.7,24.54,24.34,24.16,23.97,23.78,23.6,23.23,N/A,N/A -2012,5,13,6,30,101820,100650,99510,78.3,0,5.32,5.63,5.69,5.71,5.71,5.71,5.71,5.7,5.69,15.860000000000001,15.84,15.82,15.8,15.790000000000001,15.780000000000001,15.77,15.76,15.69,23.76,23.39,23.22,23.02,22.830000000000002,22.64,22.45,22.28,21.91,N/A,N/A -2012,5,13,7,30,101840,100670,99540,78.98,0,5.39,5.7,5.75,5.76,5.75,5.74,5.72,5.69,5.64,15.84,15.91,15.88,15.84,15.790000000000001,15.73,15.66,15.58,15.33,23.71,23.34,23.16,22.96,22.78,22.59,22.400000000000002,22.22,21.86,N/A,N/A -2012,5,13,8,30,101820,100650,99520,79.31,0,5.47,5.7700000000000005,5.8100000000000005,5.8100000000000005,5.8,5.79,5.76,5.73,5.67,19.92,20.07,20.13,20.18,20.22,20.25,20.25,20.25,20.18,23.6,23.21,23.03,22.84,22.650000000000002,22.46,22.27,22.09,21.72,N/A,N/A -2012,5,13,9,30,101850,100680,99540,82.14,0,5.68,6.01,6.0600000000000005,6.08,6.08,6.07,6.05,6.03,5.98,20,20.04,20.07,20.080000000000002,20.09,20.11,20.09,20.080000000000002,19.98,23.02,22.62,22.43,22.23,22.04,21.85,21.66,21.48,21.11,N/A,N/A -2012,5,13,10,30,101880,100710,99560,84.01,0,5.99,6.3100000000000005,6.34,6.33,6.3100000000000005,6.2700000000000005,6.23,6.18,6.0600000000000005,23.98,24.13,24.21,24.29,24.34,24.400000000000002,24.45,24.490000000000002,24.560000000000002,22.53,22.1,21.91,21.7,21.51,21.32,21.13,20.95,20.57,N/A,N/A -2012,5,13,11,30,101920,100740,99590,86.59,0,6.12,6.45,6.5,6.5,6.49,6.47,6.45,6.41,6.34,22.94,22.93,22.92,22.91,22.900000000000002,22.87,22.85,22.82,22.740000000000002,22.01,21.55,21.35,21.14,20.95,20.76,20.56,20.38,20,N/A,N/A -2012,5,13,12,30,101950,100760,99620,84.79,0,6.87,7.2700000000000005,7.34,7.3500000000000005,7.34,7.32,7.3,7.2700000000000005,7.18,24.060000000000002,24.12,24.17,24.2,24.22,24.240000000000002,24.25,24.26,24.25,21.650000000000002,21.16,20.95,20.740000000000002,20.54,20.35,20.16,19.98,19.6,N/A,N/A -2012,5,13,13,30,101980,100800,99650,82.01,0,6.76,7.15,7.22,7.24,7.24,7.23,7.21,7.19,7.12,19.1,19.17,19.2,19.240000000000002,19.26,19.28,19.29,19.3,19.29,21.62,21.13,20.93,20.72,20.52,20.330000000000002,20.13,19.95,19.580000000000002,N/A,N/A -2012,5,13,14,30,102000,100820,99670,79.94,0,5.8,6.12,6.18,6.21,6.22,6.22,6.22,6.21,6.2,9.9,9.89,9.92,9.93,9.950000000000001,9.950000000000001,9.950000000000001,9.94,9.9,21.75,21.28,21.09,20.88,20.68,20.490000000000002,20.3,20.12,19.740000000000002,N/A,N/A -2012,5,13,15,30,102020,100840,99690,75.42,0,4.72,5,5.07,5.11,5.15,5.17,5.19,5.21,5.24,5.78,5.33,5.0600000000000005,4.8100000000000005,4.57,4.3500000000000005,4.12,3.91,3.49,22.32,21.89,21.69,21.48,21.28,21.09,20.89,20.71,20.31,N/A,N/A -2012,5,13,16,30,102010,100830,99690,72.36,0,4.41,4.66,4.72,4.75,4.78,4.79,4.8,4.82,4.83,350.19,350.74,351.06,351.35,351.62,351.87,352.12,352.35,352.82,22.79,22.38,22.19,21.98,21.78,21.59,21.39,21.21,20.81,N/A,N/A -2012,5,13,17,30,101980,100800,99660,71.36,0,4.13,4.37,4.42,4.46,4.48,4.5,4.51,4.53,4.55,336.01,336.49,336.87,337.22,337.55,337.86,338.17,338.46,339.05,23.28,22.89,22.7,22.5,22.3,22.11,21.91,21.72,21.330000000000002,N/A,N/A -2012,5,13,18,30,101950,100770,99630,67.39,0,4.34,4.6000000000000005,4.65,4.69,4.71,4.73,4.74,4.75,4.7700000000000005,319.92,320.65000000000003,321.1,321.55,321.95,322.33,322.72,323.07,323.83,23.69,23.31,23.13,22.93,22.73,22.54,22.34,22.16,21.77,N/A,N/A -2012,5,13,19,30,101910,100740,99610,64.82000000000001,0,5.13,5.44,5.5,5.5200000000000005,5.54,5.54,5.54,5.54,5.5200000000000005,309.69,310.42,310.91,311.37,311.79,312.18,312.58,312.94,313.7,24.21,23.86,23.68,23.48,23.29,23.09,22.900000000000002,22.71,22.330000000000002,N/A,N/A -2012,5,13,20,30,101850,100670,99540,65.71000000000001,0,5.67,6.04,6.1000000000000005,6.13,6.13,6.140000000000001,6.13,6.12,6.09,306.29,306.91,307.3,307.69,308.06,308.42,308.81,309.18,310.04,24.44,24.1,23.92,23.73,23.54,23.36,23.17,22.990000000000002,22.62,N/A,N/A -2012,5,13,21,30,101810,100640,99510,65.13,0,5.43,5.8100000000000005,5.88,5.91,5.91,5.91,5.91,5.9,5.86,309.94,310.55,310.91,311.26,311.57,311.88,312.19,312.49,313.16,24.810000000000002,24.5,24.330000000000002,24.13,23.94,23.76,23.56,23.38,23.01,N/A,N/A -2012,5,13,22,30,101760,100590,99460,64.58,0,5.3100000000000005,5.76,5.8500000000000005,5.9,5.93,5.95,5.96,5.97,5.98,310.85,311.65000000000003,312.18,312.71,313.2,313.66,314.14,314.59000000000003,315.58,25.23,24.95,24.79,24.6,24.42,24.23,24.04,23.87,23.5,N/A,N/A -2012,5,13,23,30,101720,100550,99420,64.49,0,5.5200000000000005,6,6.09,6.140000000000001,6.18,6.2,6.23,6.25,6.3100000000000005,306.93,307.8,308.34000000000003,308.90000000000003,309.43,309.96,310.55,311.13,312.6,25.48,25.23,25.080000000000002,24.89,24.71,24.53,24.35,24.17,23.82,N/A,N/A -2012,5,14,0,30,101710,100550,99420,64.89,0,5.86,6.4,6.53,6.6000000000000005,6.65,6.69,6.72,6.75,6.8,323.6,324.22,324.61,324.99,325.35,325.69,326.06,326.41,327.16,25.76,25.53,25.39,25.2,25.02,24.84,24.650000000000002,24.48,24.11,N/A,N/A -2012,5,14,1,30,101700,100540,99410,66.73,0,5.47,5.97,6.09,6.16,6.21,6.26,6.3,6.3500000000000005,6.49,330.45,331.11,331.51,331.96,332.42,332.92,333.51,334.1,335.87,25.69,25.47,25.32,25.14,24.96,24.79,24.61,24.44,24.1,N/A,N/A -2012,5,14,2,30,101710,100550,99420,64.55,0,5.2700000000000005,5.66,5.73,5.75,5.76,5.7700000000000005,5.7700000000000005,5.76,5.75,6.03,7.16,7.71,8.22,8.700000000000001,9.14,9.59,10.01,10.9,25.87,25.650000000000002,25.5,25.310000000000002,25.14,24.96,24.77,24.59,24.22,N/A,N/A -2012,5,14,3,30,101740,100570,99450,66.62,0,5.71,6.23,6.36,6.43,6.48,6.5200000000000005,6.54,6.5600000000000005,6.58,27.990000000000002,27.84,27.740000000000002,27.650000000000002,27.580000000000002,27.52,27.46,27.400000000000002,27.3,25.51,25.25,25.09,24.900000000000002,24.71,24.53,24.34,24.16,23.78,N/A,N/A -2012,5,14,4,30,101720,100560,99430,65.33,0,5.09,5.5200000000000005,5.61,5.66,5.7,5.72,5.74,5.75,5.76,27.900000000000002,28.11,28.23,28.310000000000002,28.38,28.43,28.47,28.490000000000002,28.5,25.36,25.09,24.93,24.740000000000002,24.55,24.37,24.18,24,23.62,N/A,N/A -2012,5,14,5,30,101700,100540,99410,65.34,0,4.72,5.08,5.15,5.18,5.2,5.21,5.22,5.22,5.21,36.95,36.46,36.160000000000004,35.85,35.58,35.32,35.06,34.83,34.36,25.25,24.97,24.810000000000002,24.61,24.43,24.240000000000002,24.05,23.87,23.48,N/A,N/A -2012,5,14,6,30,101730,100560,99430,64.94,0,4.09,4.39,4.44,4.47,4.49,4.5,4.51,4.5200000000000005,4.53,53.18,52.85,52.64,52.43,52.25,52.07,51.870000000000005,51.7,51.32,25.16,24.87,24.7,24.51,24.32,24.13,23.94,23.75,23.37,N/A,N/A -2012,5,14,7,30,101720,100550,99420,66.22,0,3.72,3.95,3.99,4.01,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.01,50.38,50.370000000000005,50.35,50.31,50.28,50.24,50.19,50.15,50.04,25.02,24.72,24.55,24.35,24.16,23.97,23.78,23.6,23.21,N/A,N/A -2012,5,14,8,30,101700,100530,99400,66.09,0,3.87,4.12,4.17,4.19,4.2,4.21,4.22,4.22,4.23,44.21,44.050000000000004,43.96,43.86,43.75,43.660000000000004,43.550000000000004,43.45,43.22,24.92,24.61,24.44,24.25,24.060000000000002,23.87,23.67,23.490000000000002,23.1,N/A,N/A -2012,5,14,9,30,101710,100540,99410,67.95,0,3.61,3.8000000000000003,3.83,3.83,3.83,3.8200000000000003,3.81,3.8000000000000003,3.7800000000000002,42.82,42.86,42.89,42.9,42.9,42.89,42.88,42.86,42.800000000000004,24.76,24.44,24.28,24.080000000000002,23.89,23.7,23.5,23.32,22.94,N/A,N/A -2012,5,14,10,30,101730,100560,99430,68.55,0,3.59,3.79,3.83,3.85,3.86,3.87,3.87,3.87,3.87,48.97,48.92,48.89,48.85,48.800000000000004,48.75,48.7,48.660000000000004,48.54,24.59,24.27,24.1,23.900000000000002,23.71,23.52,23.32,23.14,22.75,N/A,N/A -2012,5,14,11,30,101760,100590,99460,67.71000000000001,0,2.87,3.02,3.0500000000000003,3.06,3.0700000000000003,3.0700000000000003,3.0700000000000003,3.08,3.08,45.75,45.56,45.46,45.35,45.25,45.160000000000004,45.04,44.92,44.68,24.580000000000002,24.26,24.09,23.89,23.7,23.51,23.31,23.13,22.740000000000002,N/A,N/A -2012,5,14,12,30,101780,100610,99470,67.58,0,3.04,3.18,3.2,3.21,3.21,3.21,3.21,3.21,3.2,43.9,43.75,43.69,43.62,43.550000000000004,43.5,43.42,43.36,43.22,24.5,24.17,24,23.8,23.61,23.42,23.23,23.04,22.66,N/A,N/A -2012,5,14,13,30,101800,100640,99500,68.21000000000001,0,2.77,2.91,2.94,2.95,2.96,2.96,2.97,2.97,2.97,37.27,37.38,37.44,37.49,37.53,37.58,37.62,37.660000000000004,37.74,24.46,24.13,23.96,23.76,23.56,23.38,23.18,22.990000000000002,22.61,N/A,N/A -2012,5,14,14,30,101830,100660,99530,69.37,0,3.16,3.29,3.3000000000000003,3.29,3.29,3.27,3.2600000000000002,3.25,3.23,18.22,18.52,18.75,18.96,19.16,19.34,19.53,19.7,20.07,24.38,24.05,23.87,23.67,23.490000000000002,23.3,23.1,22.92,22.54,N/A,N/A -2012,5,14,15,30,101840,100670,99530,68.43,0,3.04,3.17,3.18,3.17,3.17,3.16,3.15,3.13,3.11,12.85,13.07,13.18,13.3,13.43,13.55,13.68,13.8,14.11,24.34,23.990000000000002,23.82,23.63,23.44,23.25,23.06,22.87,22.490000000000002,N/A,N/A -2012,5,14,16,30,101830,100660,99530,66.23,0,2.52,2.63,2.65,2.66,2.67,2.67,2.68,2.68,2.69,46.480000000000004,46.51,46.43,46.35,46.27,46.2,46.13,46.06,45.92,24.44,24.1,23.92,23.73,23.54,23.35,23.150000000000002,22.97,22.59,N/A,N/A -2012,5,14,17,30,101790,100620,99490,63.72,0,1.77,1.81,1.81,1.8,1.79,1.78,1.76,1.75,1.72,93.64,93.07000000000001,92.62,92.16,91.71000000000001,91.26,90.76,90.29,89.19,24.560000000000002,24.22,24.04,23.85,23.650000000000002,23.47,23.27,23.09,22.71,N/A,N/A -2012,5,14,18,30,101760,100600,99460,62.97,0,1.73,1.75,1.73,1.71,1.69,1.6600000000000001,1.6400000000000001,1.61,1.56,129.16,129.05,128.92000000000002,128.79,128.65,128.51,128.35,128.19,127.76,24.650000000000002,24.3,24.13,23.92,23.740000000000002,23.55,23.35,23.17,22.78,N/A,N/A -2012,5,14,19,30,101730,100570,99430,61.86,0,2.07,2.1,2.07,2.04,2.0100000000000002,1.98,1.94,1.9100000000000001,1.84,149.18,149.39000000000001,149.48,149.59,149.70000000000002,149.79,149.92000000000002,150.05,150.34,24.77,24.42,24.25,24.04,23.85,23.67,23.47,23.28,22.900000000000002,N/A,N/A -2012,5,14,20,30,101650,100490,99350,63.370000000000005,0,3.89,4.05,4.05,4.03,4.01,3.99,3.96,3.92,3.86,144.8,144.75,144.76,144.76,144.77,144.76,144.75,144.75,144.73,24.77,24.41,24.23,24.03,23.84,23.650000000000002,23.45,23.27,22.88,N/A,N/A -2012,5,14,21,30,101600,100440,99310,64.32000000000001,0,4.72,4.97,4.99,4.98,4.97,4.95,4.93,4.9,4.83,146.87,146.98,147.02,147.06,147.09,147.12,147.14000000000001,147.17000000000002,147.18,24.71,24.37,24.19,23.990000000000002,23.8,23.62,23.42,23.240000000000002,22.85,N/A,N/A -2012,5,14,22,30,101550,100390,99260,63.870000000000005,0,4.6000000000000005,4.8500000000000005,4.87,4.87,4.8500000000000005,4.83,4.8,4.7700000000000005,4.7,156,156.01,156,155.99,155.97,155.94,155.91,155.88,155.8,24.650000000000002,24.32,24.150000000000002,23.96,23.77,23.580000000000002,23.38,23.2,22.82,N/A,N/A -2012,5,14,23,30,101540,100370,99240,64.01,0,4.69,4.94,4.96,4.95,4.93,4.9,4.86,4.82,4.71,157.34,157.27,157.22,157.15,157.07,156.99,156.86,156.73,156.3,24.64,24.32,24.150000000000002,23.95,23.77,23.580000000000002,23.39,23.21,22.84,N/A,N/A 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-2012,5,15,4,30,101520,100350,99220,65.6,0,3.61,3.7800000000000002,3.8000000000000003,3.8000000000000003,3.79,3.7800000000000002,3.75,3.74,3.68,172.52,172.3,172.14000000000001,171.95000000000002,171.74,171.52,171.23,170.94,169.91,24.57,24.25,24.080000000000002,23.89,23.7,23.52,23.330000000000002,23.150000000000002,22.79,N/A,N/A -2012,5,15,5,30,101520,100360,99220,65.17,0,3.97,4.17,4.2,4.2,4.19,4.18,4.16,4.14,4.09,166.12,166.05,165.96,165.87,165.76,165.66,165.52,165.38,164.96,24.57,24.240000000000002,24.07,23.87,23.69,23.5,23.31,23.13,22.75,N/A,N/A -2012,5,15,6,30,101520,100350,99220,64.73,0,3.31,3.45,3.47,3.47,3.46,3.45,3.43,3.42,3.37,177.45000000000002,177.29,177.12,176.92000000000002,176.71,176.51,176.24,175.98,175.22,24.57,24.25,24.07,23.88,23.69,23.5,23.31,23.13,22.75,N/A,N/A -2012,5,15,7,30,101560,100390,99260,63.09,0,2.65,2.7600000000000002,2.77,2.77,2.7600000000000002,2.7600000000000002,2.75,2.73,2.71,178.61,178.43,178.20000000000002,177.96,177.71,177.47,177.18,176.9,176.13,24.650000000000002,24.330000000000002,24.16,23.96,23.78,23.59,23.39,23.21,22.830000000000002,N/A,N/A -2012,5,15,8,30,101560,100390,99260,64.43,0,2.2600000000000002,2.34,2.34,2.34,2.33,2.32,2.3000000000000003,2.29,2.2600000000000002,177.35,177.07,176.87,176.67000000000002,176.45000000000002,176.23,175.96,175.69,174.98,24.6,24.27,24.1,23.91,23.71,23.53,23.330000000000002,23.150000000000002,22.77,N/A,N/A -2012,5,15,9,30,101570,100400,99270,64.86,0,1.68,1.73,1.72,1.72,1.71,1.69,1.68,1.67,1.6400000000000001,198.23000000000002,197.88,197.70000000000002,197.52,197.3,197.07,196.82,196.57,195.87,24.560000000000002,24.23,24.07,23.87,23.68,23.490000000000002,23.29,23.11,22.73,N/A,N/A -2012,5,15,10,30,101600,100430,99300,65.06,0,1.2,1.22,1.21,1.2,1.19,1.18,1.16,1.1500000000000001,1.12,217.01,217.24,217.32,217.37,217.43,217.48000000000002,217.51,217.54,217.56,24.55,24.22,24.05,23.85,23.66,23.48,23.28,23.09,22.71,N/A,N/A -2012,5,15,11,30,101610,100450,99310,65.22,0,1.3,1.32,1.32,1.31,1.3,1.29,1.28,1.26,1.24,220.11,220.22,220.38,220.51,220.62,220.71,220.8,220.89000000000001,221.01,24.54,24.21,24.04,23.85,23.650000000000002,23.46,23.27,23.080000000000002,22.7,N/A,N/A -2012,5,15,12,30,101630,100460,99330,65.44,0,0.74,0.76,0.76,0.76,0.76,0.76,0.76,0.75,0.75,287.04,288.38,289.28000000000003,290.2,291.06,291.89,292.7,293.44,295.23,24.53,24.2,24.03,23.830000000000002,23.64,23.45,23.25,23.07,22.68,N/A,N/A -2012,5,15,13,30,101650,100480,99350,65.92,0,0.74,0.78,0.78,0.78,0.79,0.79,0.79,0.79,0.8,306.36,307.14,307.76,308.34000000000003,308.88,309.43,309.94,310.40000000000003,311.36,24.560000000000002,24.23,24.060000000000002,23.86,23.67,23.48,23.28,23.09,22.71,N/A,N/A -2012,5,15,14,30,101690,100520,99390,65.72,0,1.51,1.57,1.58,1.59,1.6,1.61,1.61,1.61,1.62,318.29,318.74,318.83,318.92,319.01,319.12,319.21,319.28000000000003,319.53000000000003,24.64,24.310000000000002,24.14,23.94,23.75,23.56,23.36,23.18,22.79,N/A,N/A -2012,5,15,15,30,101710,100550,99410,69.64,0,3.04,3.13,3.12,3.09,3.0700000000000003,3.04,3.0100000000000002,2.98,2.92,336.75,336.57,336.43,336.31,336.2,336.1,336.01,335.93,335.8,24.47,24.13,23.95,23.75,23.56,23.37,23.17,22.990000000000002,22.6,N/A,N/A -2012,5,15,16,30,101710,100550,99410,75.48,0,3.97,4.13,4.13,4.11,4.09,4.07,4.03,4.01,3.94,326.44,327.42,327.97,328.5,328.98,329.42,329.88,330.3,331.16,24.41,24.05,23.87,23.67,23.47,23.28,23.080000000000002,22.900000000000002,22.51,N/A,N/A -2012,5,15,17,30,101690,100520,99390,71.56,0,2.62,2.71,2.71,2.7,2.69,2.67,2.65,2.63,2.59,329.68,329.89,330.03000000000003,330.18,330.33,330.48,330.64,330.8,331.17,24.51,24.150000000000002,23.97,23.77,23.580000000000002,23.38,23.19,23,22.62,N/A,N/A -2012,5,15,18,30,101670,100510,99380,68.31,0,2.2,2.31,2.32,2.33,2.33,2.34,2.34,2.34,2.34,328.64,328.92,329.05,329.17,329.28000000000003,329.40000000000003,329.52,329.64,329.91,24.82,24.47,24.29,24.09,23.89,23.71,23.51,23.32,22.94,N/A,N/A -2012,5,15,19,30,101670,100500,99370,69.71000000000001,0,3.71,3.9,3.94,3.95,3.96,3.96,3.96,3.96,3.94,324.16,323.86,323.7,323.54,323.38,323.22,323.06,322.90000000000003,322.54,24.79,24.43,24.25,24.05,23.86,23.67,23.47,23.29,22.900000000000002,N/A,N/A -2012,5,15,20,30,101660,100490,99350,82.69,0.4,7.1000000000000005,7.54,7.62,7.640000000000001,7.65,7.640000000000001,7.63,7.61,7.5600000000000005,329.08,329.94,330.3,330.62,330.91,331.17,331.42,331.64,332.09000000000003,23.2,22.77,22.57,22.36,22.16,21.97,21.76,21.580000000000002,21.19,N/A,N/A -2012,5,15,21,30,101590,100410,99280,80.81,0,4.7,4.92,4.95,4.95,4.94,4.93,4.91,4.89,4.8500000000000005,355.90000000000003,355.40000000000003,355.08,354.69,354.21,353.69,352.92,352.17,349.26,22.66,22.23,22.05,21.85,21.66,21.47,21.28,21.11,20.76,N/A,N/A -2012,5,15,22,30,101590,100420,99280,75.16,0,4.38,4.63,4.68,4.7,4.72,4.73,4.74,4.75,4.76,340.82,340.47,340.25,339.99,339.72,339.45,339.13,338.82,337.96,23.27,22.87,22.69,22.490000000000002,22.3,22.11,21.92,21.740000000000002,21.36,N/A,N/A -2012,5,15,23,30,101580,100410,99280,77.11,0,4.82,5.12,5.18,5.21,5.23,5.25,5.26,5.26,5.2700000000000005,343.64,343.5,343.47,343.42,343.36,343.31,343.24,343.17,342.99,23.45,23.05,22.86,22.66,22.47,22.28,22.080000000000002,21.900000000000002,21.52,N/A,N/A -2012,5,16,0,30,101600,100430,99290,72.78,0,6.46,6.890000000000001,6.98,7.01,7.0200000000000005,7.0200000000000005,7.0200000000000005,7.01,6.98,343.56,343.99,344.22,344.44,344.65000000000003,344.85,345.06,345.26,345.66,23.66,23.26,23.07,22.87,22.67,22.48,22.29,22.1,21.72,N/A,N/A -2012,5,16,1,30,101580,100410,99280,75.3,0,7.08,7.5600000000000005,7.65,7.67,7.68,7.68,7.66,7.640000000000001,7.59,5.59,5.36,5.08,4.78,4.49,4.21,3.92,3.64,3.0300000000000002,23.44,23.02,22.830000000000002,22.62,22.42,22.23,22.03,21.85,21.46,N/A,N/A -2012,5,16,2,30,101660,100480,99340,79.05,0,8.64,9.28,9.42,9.47,9.5,9.51,9.51,9.51,9.49,10.870000000000001,11.17,11.32,11.48,11.63,11.77,11.93,12.07,12.41,22.55,22.06,21.86,21.650000000000002,21.45,21.26,21.06,20.88,20.490000000000002,N/A,N/A 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-2012,5,16,13,30,101720,100530,99390,85.23,0,6.32,6.67,6.73,6.74,6.74,6.74,6.72,6.71,6.68,24.6,24.75,24.85,24.95,25.060000000000002,25.150000000000002,25.27,25.38,25.68,21.45,20.96,20.76,20.55,20.36,20.17,19.98,19.8,19.43,N/A,N/A -2012,5,16,14,30,101730,100550,99410,82.97,0,5.3,5.59,5.64,5.66,5.66,5.67,5.66,5.66,5.66,21.5,21.830000000000002,22.03,22.240000000000002,22.45,22.650000000000002,22.88,23.1,23.68,21.88,21.43,21.23,21.03,20.830000000000002,20.650000000000002,20.45,20.28,19.91,N/A,N/A -2012,5,16,15,30,101750,100570,99430,81.60000000000001,0,3.7,3.88,3.91,3.92,3.92,3.93,3.93,3.94,3.95,22.8,22.95,23.09,23.240000000000002,23.400000000000002,23.56,23.75,23.93,24.51,22.32,21.900000000000002,21.71,21.51,21.32,21.14,20.94,20.76,20.39,N/A,N/A -2012,5,16,16,30,101720,100550,99410,75.51,0,2.73,2.87,2.9,2.93,2.95,2.96,2.98,3,3.0500000000000003,7.0600000000000005,7.41,7.61,7.82,8.02,8.22,8.45,8.68,9.25,23.06,22.67,22.490000000000002,22.29,22.1,21.91,21.72,21.54,21.16,N/A,N/A 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-2012,5,17,12,30,101620,100450,99320,74.47,0,1.84,1.9100000000000001,1.9100000000000001,1.9100000000000001,1.9100000000000001,1.9100000000000001,1.9100000000000001,1.9100000000000001,1.9000000000000001,23.900000000000002,24.25,24.43,24.62,24.810000000000002,24.990000000000002,25.19,25.38,25.79,24.39,24.07,23.89,23.7,23.5,23.32,23.12,22.94,22.55,N/A,N/A -2012,5,17,13,30,101630,100470,99340,75.2,0,2.8000000000000003,2.92,2.93,2.93,2.92,2.91,2.91,2.9,2.88,16.86,17.2,17.38,17.55,17.73,17.89,18.080000000000002,18.26,18.68,24.330000000000002,23.990000000000002,23.82,23.63,23.44,23.25,23.05,22.87,22.490000000000002,N/A,N/A -2012,5,17,14,30,101650,100490,99350,73.5,0,3.21,3.36,3.38,3.37,3.37,3.36,3.35,3.34,3.31,20.79,21.07,21.240000000000002,21.400000000000002,21.57,21.740000000000002,21.93,22.11,22.61,24.36,24.02,23.85,23.650000000000002,23.46,23.27,23.080000000000002,22.900000000000002,22.52,N/A,N/A 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-2012,5,17,18,30,101600,100440,99310,71.63,0,2.59,2.69,2.69,2.69,2.68,2.68,2.67,2.66,2.66,115.84,115.63,115.43,115.2,114.95,114.7,114.33,113.96000000000001,112.59,24.75,24.400000000000002,24.23,24.04,23.85,23.67,23.490000000000002,23.31,22.98,N/A,N/A -2012,5,17,19,30,101590,100420,99290,74.47,0,4.43,4.67,4.69,4.7,4.69,4.68,4.67,4.66,4.63,150.17000000000002,150.08,149.98,149.88,149.77,149.65,149.5,149.35,148.76,24.86,24.51,24.34,24.14,23.96,23.78,23.59,23.42,23.080000000000002,N/A,N/A -2012,5,17,20,30,101530,100360,99240,75.63,0,3.97,4.19,4.22,4.23,4.23,4.22,4.21,4.21,4.18,164.57,164.38,164.22,164.05,163.89000000000001,163.73,163.51,163.29,162.65,24.95,24.61,24.44,24.240000000000002,24.060000000000002,23.88,23.69,23.51,23.16,N/A,N/A 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-2012,5,18,16,30,101530,100370,99240,78.64,0,3.11,3.25,3.27,3.2800000000000002,3.2800000000000002,3.2800000000000002,3.27,3.27,3.25,171.74,171.77,171.76,171.73,171.71,171.69,171.66,171.64000000000001,171.58,24.28,23.93,23.75,23.55,23.36,23.17,22.98,22.79,22.41,N/A,N/A -2012,5,18,17,30,101530,100370,99240,78.49,0,2.46,2.57,2.58,2.58,2.59,2.59,2.59,2.58,2.58,163.33,163.15,163.08,163,162.93,162.87,162.79,162.72,162.54,24.36,23.990000000000002,23.81,23.62,23.42,23.240000000000002,23.04,22.85,22.47,N/A,N/A -2012,5,18,18,30,101540,100370,99240,78.33,0,2.94,3.08,3.1,3.11,3.11,3.11,3.12,3.11,3.11,157.65,157.58,157.55,157.52,157.49,157.46,157.43,157.39000000000001,157.32,24.48,24.11,23.93,23.73,23.54,23.35,23.150000000000002,22.97,22.59,N/A,N/A -2012,5,18,19,30,101520,100360,99230,77.08,0,3.21,3.37,3.4,3.41,3.42,3.42,3.43,3.43,3.43,154.58,154.49,154.47,154.43,154.39000000000001,154.36,154.31,154.27,154.18,24.62,24.26,24.080000000000002,23.88,23.69,23.5,23.3,23.12,22.740000000000002,N/A,N/A -2012,5,18,20,30,101490,100330,99200,76.98,0,3.56,3.75,3.7800000000000002,3.8000000000000003,3.81,3.8200000000000003,3.8200000000000003,3.8200000000000003,3.83,155.25,155.17000000000002,155.13,155.08,155.04,155.01,154.96,154.91,154.8,24.67,24.310000000000002,24.14,23.93,23.740000000000002,23.55,23.36,23.17,22.79,N/A,N/A -2012,5,18,21,30,101440,100280,99150,76.26,0,3.5700000000000003,3.7600000000000002,3.8000000000000003,3.81,3.83,3.83,3.84,3.84,3.85,153.70000000000002,153.66,153.66,153.65,153.63,153.62,153.6,153.58,153.52,24.72,24.37,24.19,23.990000000000002,23.8,23.61,23.42,23.23,22.85,N/A,N/A -2012,5,18,22,30,101420,100260,99130,76.62,0,3.77,3.99,4.03,4.0600000000000005,4.07,4.08,4.08,4.09,4.09,151.44,151.44,151.43,151.42000000000002,151.41,151.41,151.4,151.39000000000001,151.41,24.71,24.37,24.2,24,23.81,23.62,23.42,23.240000000000002,22.85,N/A,N/A -2012,5,18,23,30,101400,100240,99110,78.03,0,4.1,4.38,4.43,4.46,4.48,4.5,4.5,4.51,4.5200000000000005,145.47,145.44,145.43,145.42000000000002,145.41,145.41,145.41,145.41,145.42000000000002,24.63,24.3,24.13,23.93,23.740000000000002,23.56,23.36,23.18,22.79,N/A,N/A -2012,5,19,0,30,101360,100200,99070,79.23,0,4.13,4.4,4.45,4.47,4.49,4.5,4.5,4.5,4.5,147.29,147.33,147.33,147.34,147.35,147.37,147.39000000000001,147.41,147.46,24.5,24.18,24,23.81,23.62,23.43,23.240000000000002,23.05,22.67,N/A,N/A -2012,5,19,1,30,101340,100180,99050,81.14,0,4.7,5.01,5.0600000000000005,5.09,5.1000000000000005,5.11,5.11,5.11,5.11,150.59,150.63,150.64000000000001,150.65,150.67000000000002,150.68,150.70000000000002,150.72,150.76,24.36,24.03,23.85,23.66,23.47,23.28,23.080000000000002,22.900000000000002,22.52,N/A,N/A -2012,5,19,2,30,101350,100190,99060,82.84,0,5.39,5.7700000000000005,5.84,5.88,5.9,5.91,5.91,5.91,5.91,155.48,155.43,155.44,155.44,155.44,155.44,155.44,155.44,155.43,24.28,23.93,23.76,23.56,23.37,23.18,22.98,22.8,22.42,N/A,N/A -2012,5,19,3,30,101350,100190,99060,84.2,0,4.95,5.26,5.32,5.34,5.3500000000000005,5.3500000000000005,5.3500000000000005,5.3500000000000005,5.34,158.24,158.27,158.28,158.28,158.29,158.3,158.31,158.33,158.35,24.18,23.830000000000002,23.66,23.46,23.27,23.09,22.89,22.71,22.34,N/A,N/A -2012,5,19,4,30,101340,100180,99050,85.43,0,5.15,5.5,5.57,5.6000000000000005,5.62,5.62,5.62,5.62,5.62,163.53,163.45000000000002,163.44,163.43,163.43,163.42000000000002,163.4,163.4,163.38,24.11,23.76,23.580000000000002,23.38,23.19,23.01,22.81,22.63,22.25,N/A,N/A -2012,5,19,5,30,101340,100180,99050,86.54,0,5.26,5.62,5.69,5.72,5.73,5.74,5.75,5.75,5.75,167.89000000000001,167.89000000000001,167.85,167.83,167.8,167.77,167.74,167.71,167.63,24.060000000000002,23.7,23.52,23.32,23.13,22.95,22.75,22.57,22.19,N/A,N/A -2012,5,19,6,30,101360,100200,99070,87.06,0,5.2,5.5200000000000005,5.59,5.62,5.63,5.64,5.65,5.65,5.66,169.02,169.01,168.99,168.97,168.95000000000002,168.91,168.89000000000001,168.87,168.77,24.1,23.72,23.54,23.34,23.150000000000002,22.96,22.77,22.59,22.21,N/A,N/A -2012,5,19,7,30,101390,100230,99100,87.57000000000001,0,5.29,5.64,5.71,5.74,5.76,5.7700000000000005,5.78,5.79,5.79,170.6,170.6,170.59,170.58,170.56,170.54,170.52,170.5,170.45000000000002,24.14,23.76,23.580000000000002,23.38,23.19,23,22.8,22.62,22.240000000000002,N/A,N/A -2012,5,19,8,30,101370,100210,99080,87.82000000000001,0,5.39,5.74,5.82,5.8500000000000005,5.87,5.89,5.9,5.91,5.91,169.96,169.97,169.97,169.96,169.96,169.95000000000002,169.95000000000002,169.94,169.91,24.16,23.78,23.6,23.39,23.2,23.01,22.82,22.63,22.25,N/A,N/A -2012,5,19,9,30,101390,100220,99100,88.31,0,5.25,5.59,5.67,5.7,5.73,5.74,5.74,5.75,5.74,168.70000000000002,168.87,168.9,168.93,168.96,169,169.04,169.08,169.16,24.12,23.740000000000002,23.55,23.35,23.16,22.97,22.77,22.59,22.2,N/A,N/A -2012,5,19,10,30,101410,100250,99120,88.4,0,4.64,4.92,4.98,5.01,5.0200000000000005,5.04,5.04,5.05,5.07,158.82,158.83,158.85,158.86,158.87,158.87,158.87,158.86,158.83,24.1,23.72,23.54,23.34,23.150000000000002,22.96,22.77,22.59,22.21,N/A,N/A -2012,5,19,11,30,101430,100270,99140,87.27,0,4.9,5.17,5.22,5.23,5.23,5.23,5.22,5.2,5.15,154.28,154.49,154.63,154.76,154.88,155,155.13,155.24,155.53,24.16,23.79,23.61,23.41,23.21,23.02,22.830000000000002,22.64,22.26,N/A,N/A -2012,5,19,12,30,101460,100300,99170,86.3,0,4.46,4.76,4.83,4.87,4.9,4.92,4.93,4.94,4.96,155.41,155.43,155.43,155.42000000000002,155.41,155.4,155.38,155.37,155.32,24.19,23.81,23.63,23.43,23.240000000000002,23.05,22.85,22.66,22.28,N/A,N/A -2012,5,19,13,30,101500,100330,99200,81.4,0,4.66,4.93,4.99,5.01,5.01,5.01,4.99,4.98,4.93,151.99,152.29,152.42000000000002,152.56,152.67000000000002,152.79,152.9,153.01,153.26,24.42,24.060000000000002,23.88,23.68,23.490000000000002,23.3,23.11,22.92,22.54,N/A,N/A -2012,5,19,14,30,101520,100360,99230,82.4,0,4.13,4.32,4.3500000000000005,4.3500000000000005,4.34,4.33,4.3100000000000005,4.3,4.25,152.37,152.43,152.49,152.53,152.57,152.61,152.65,152.68,152.76,24.400000000000002,24.04,23.86,23.67,23.47,23.29,23.09,22.91,22.54,N/A,N/A -2012,5,19,15,30,101570,100410,99280,79.53,0,4.91,5.19,5.24,5.26,5.26,5.26,5.26,5.25,5.22,147.62,147.67000000000002,147.69,147.70000000000002,147.72,147.72,147.72,147.72,147.71,24.650000000000002,24.28,24.11,23.91,23.71,23.53,23.330000000000002,23.14,22.76,N/A,N/A -2012,5,19,16,30,101600,100440,99310,64.7,0,3.96,4.3,4.42,4.51,4.6000000000000005,4.68,4.7700000000000005,4.8500000000000005,5.03,141.6,141.75,141.76,141.74,141.72,141.68,141.63,141.57,141.43,25.51,25.22,25.060000000000002,24.88,24.7,24.53,24.35,24.18,23.82,N/A,N/A -2012,5,19,17,30,101590,100430,99300,67.09,0,4.24,4.57,4.64,4.68,4.72,4.75,4.76,4.78,4.79,139.93,139.83,139.85,139.87,139.88,139.89000000000001,139.9,139.92000000000002,139.94,25.38,25.05,24.87,24.67,24.48,24.29,24.09,23.91,23.52,N/A,N/A -2012,5,19,18,30,101600,100430,99310,71.68,0,4.71,5.04,5.12,5.16,5.19,5.21,5.22,5.23,5.25,126.52,126.85000000000001,127.11,127.36,127.58,127.78,127.98,128.16,128.53,25.3,24.96,24.78,24.580000000000002,24.39,24.2,24,23.82,23.43,N/A,N/A -2012,5,19,19,30,101600,100440,99310,75.92,0,4.89,5.22,5.3,5.34,5.37,5.39,5.4,5.41,5.42,123.3,123.47,123.53,123.57000000000001,123.59,123.62,123.64,123.64,123.66,25.12,24.77,24.59,24.39,24.2,24.01,23.81,23.62,23.240000000000002,N/A,N/A -2012,5,19,20,30,101570,100400,99280,75.54,0,4.44,4.72,4.79,4.82,4.8500000000000005,4.86,4.88,4.9,4.91,118.91,119.3,119.55,119.79,120.02,120.24000000000001,120.46000000000001,120.67,121.13,25.080000000000002,24.73,24.560000000000002,24.36,24.17,23.98,23.79,23.6,23.22,N/A,N/A -2012,5,19,21,30,101550,100380,99260,77.69,0,5.0600000000000005,5.39,5.44,5.47,5.48,5.48,5.47,5.46,5.43,123.43,123.4,123.37,123.34,123.31,123.28,123.25,123.23,123.16,25.04,24.7,24.52,24.32,24.13,23.94,23.740000000000002,23.56,23.18,N/A,N/A -2012,5,19,22,30,101530,100360,99240,73.28,0,4.69,5.09,5.19,5.25,5.29,5.33,5.3500000000000005,5.38,5.42,125.98,126.08,126.11,126.14,126.16,126.18,126.2,126.21000000000001,126.24000000000001,25.21,24.87,24.7,24.5,24.310000000000002,24.12,23.92,23.740000000000002,23.35,N/A,N/A -2012,5,19,23,30,101520,100360,99230,75.27,0,5.12,5.48,5.57,5.61,5.65,5.67,5.69,5.71,5.75,125.83,125.11,124.74000000000001,124.4,124.10000000000001,123.83,123.57000000000001,123.33,122.88,25.16,24.85,24.68,24.490000000000002,24.3,24.11,23.92,23.740000000000002,23.36,N/A,N/A -2012,5,20,0,30,101490,100330,99210,77.08,0,5.24,5.66,5.76,5.8100000000000005,5.8500000000000005,5.88,5.9,5.92,5.95,120.09,120.66,120.91,121.16,121.38,121.58,121.77,121.95,122.3,25.1,24.77,24.6,24.400000000000002,24.21,24.02,23.82,23.63,23.25,N/A,N/A -2012,5,20,1,30,101490,100320,99200,73.7,0,5.87,6.38,6.51,6.59,6.65,6.7,6.74,6.78,6.8500000000000005,130.27,130.19,130.14000000000001,130.09,130.05,130.02,129.98,129.95,129.9,25.27,24.96,24.79,24.6,24.41,24.23,24.03,23.85,23.47,N/A,N/A -2012,5,20,2,30,101500,100340,99210,77.16,0,6.34,6.88,6.99,7.0600000000000005,7.1000000000000005,7.13,7.16,7.17,7.2,137.35,137.35,137.37,137.4,137.42000000000002,137.44,137.47,137.49,137.53,25.04,24.7,24.52,24.32,24.13,23.94,23.740000000000002,23.56,23.17,N/A,N/A -2012,5,20,3,30,101520,100360,99230,77.37,0,6.21,6.72,6.8500000000000005,6.92,6.98,7.0200000000000005,7.0600000000000005,7.08,7.13,137.53,137.51,137.51,137.5,137.49,137.47,137.45000000000002,137.43,137.38,25.01,24.67,24.5,24.3,24.11,23.92,23.73,23.54,23.16,N/A,N/A -2012,5,20,4,30,101530,100370,99240,72.46000000000001,0,6.8,7.41,7.55,7.63,7.69,7.73,7.76,7.78,7.82,137.71,137.74,137.79,137.84,137.89000000000001,137.94,137.99,138.04,138.15,25.17,24.84,24.67,24.47,24.28,24.1,23.900000000000002,23.71,23.330000000000002,N/A,N/A -2012,5,20,5,30,101540,100380,99250,72.88,0,6.33,6.890000000000001,7.03,7.12,7.18,7.23,7.28,7.3100000000000005,7.38,140.69,140.57,140.51,140.45000000000002,140.39000000000001,140.33,140.27,140.22,140.1,25.080000000000002,24.75,24.57,24.38,24.19,24,23.8,23.62,23.23,N/A,N/A -2012,5,20,6,30,101550,100390,99260,75.10000000000001,0,7.15,7.78,7.930000000000001,8.02,8.08,8.120000000000001,8.16,8.18,8.22,147.94,147.96,147.92000000000002,147.88,147.84,147.79,147.73,147.68,147.58,24.98,24.64,24.46,24.26,24.07,23.88,23.68,23.490000000000002,23.1,N/A,N/A -2012,5,20,7,30,101610,100440,99310,73.95,0,7.63,8.27,8.4,8.46,8.49,8.51,8.51,8.51,8.49,145.1,145.17000000000002,145.21,145.25,145.28,145.32,145.34,145.37,145.41,25,24.650000000000002,24.48,24.28,24.080000000000002,23.89,23.69,23.51,23.12,N/A,N/A -2012,5,20,8,30,101590,100430,99300,70.62,0,7.13,7.75,7.9,7.98,8.040000000000001,8.08,8.11,8.13,8.15,150.11,150.20000000000002,150.28,150.35,150.42000000000002,150.48,150.56,150.62,150.76,25.02,24.69,24.51,24.310000000000002,24.12,23.93,23.73,23.54,23.150000000000002,N/A,N/A -2012,5,20,9,30,101630,100470,99340,66.52,0,6.0600000000000005,6.58,6.71,6.79,6.8500000000000005,6.9,6.93,6.96,7.01,158.61,158.04,157.79,157.57,157.37,157.19,157.03,156.87,156.59,25.12,24.8,24.62,24.43,24.23,24.04,23.84,23.66,23.27,N/A,N/A -2012,5,20,10,30,101680,100510,99380,69.91,0,5.21,5.64,5.75,5.82,5.87,5.92,5.96,5.99,6.05,146.91,147.16,147.27,147.37,147.45000000000002,147.51,147.57,147.62,147.70000000000002,24.93,24.6,24.42,24.22,24.03,23.84,23.64,23.45,23.07,N/A,N/A -2012,5,20,11,30,101650,100490,99360,75.01,0,5.73,6.12,6.19,6.21,6.22,6.21,6.2,6.19,6.15,153.27,153.18,153.09,152.98,152.87,152.75,152.63,152.51,152.25,24.67,24.32,24.14,23.94,23.75,23.56,23.36,23.17,22.78,N/A,N/A -2012,5,20,12,30,101720,100550,99420,72.74,0,4.13,4.39,4.46,4.49,4.51,4.54,4.55,4.5600000000000005,4.59,139.75,140.01,140.14000000000001,140.26,140.36,140.45000000000002,140.55,140.63,140.81,24.69,24.35,24.18,23.98,23.79,23.6,23.400000000000002,23.22,22.830000000000002,N/A,N/A -2012,5,20,13,30,101770,100610,99470,69.97,0,3.92,4.14,4.18,4.2,4.21,4.22,4.23,4.24,4.24,130.98,130.66,130.49,130.32,130.16,130.01,129.86,129.72,129.43,24.76,24.43,24.25,24.060000000000002,23.86,23.67,23.48,23.29,22.900000000000002,N/A,N/A -2012,5,20,14,30,101810,100640,99510,74.29,0,3.59,3.72,3.72,3.7,3.67,3.65,3.62,3.59,3.5300000000000002,131.23,130.24,129.65,129.07,128.51,127.95,127.38000000000001,126.86,125.64,24.57,24.22,24.04,23.84,23.650000000000002,23.46,23.26,23.080000000000002,22.69,N/A,N/A -2012,5,20,15,30,101860,100690,99560,70.54,0,2.88,3.04,3.0700000000000003,3.09,3.1,3.12,3.13,3.13,3.15,86.9,87.85000000000001,88.43,88.98,89.49,89.98,90.48,90.94,91.91,24.79,24.46,24.28,24.080000000000002,23.89,23.7,23.51,23.32,22.94,N/A,N/A -2012,5,20,16,30,101890,100730,99590,67.8,0,3.52,3.74,3.79,3.8200000000000003,3.85,3.86,3.88,3.89,3.91,79.44,80.10000000000001,80.38,80.63,80.83,80.99,81.15,81.29,81.52,25.05,24.71,24.54,24.34,24.14,23.96,23.76,23.57,23.18,N/A,N/A -2012,5,20,17,30,101890,100720,99590,68.42,0,3.5100000000000002,3.72,3.77,3.8000000000000003,3.81,3.83,3.84,3.85,3.86,90.51,90.66,90.71000000000001,90.75,90.78,90.8,90.83,90.85000000000001,90.87,25.080000000000002,24.73,24.55,24.35,24.16,23.97,23.77,23.59,23.2,N/A,N/A -2012,5,20,18,30,101890,100720,99590,66.38,0,3.72,3.96,4.0200000000000005,4.0600000000000005,4.09,4.11,4.13,4.15,4.18,89.77,89.85000000000001,89.88,89.92,89.97,90.02,90.09,90.15,90.29,25.26,24.91,24.73,24.54,24.35,24.16,23.96,23.78,23.39,N/A,N/A -2012,5,20,19,30,101880,100710,99580,67.54,0,3.36,3.5500000000000003,3.59,3.61,3.62,3.63,3.63,3.64,3.65,87.10000000000001,87.38,87.57000000000001,87.77,87.95,88.12,88.29,88.46000000000001,88.8,25.35,25.01,24.830000000000002,24.63,24.44,24.25,24.060000000000002,23.87,23.490000000000002,N/A,N/A -2012,5,20,20,30,101850,100680,99550,66.44,0,3.7800000000000002,4,4.04,4.07,4.08,4.09,4.1,4.1,4.12,103.21000000000001,103.03,102.91,102.79,102.69,102.59,102.48,102.39,102.21000000000001,25.490000000000002,25.150000000000002,24.98,24.79,24.59,24.41,24.21,24.03,23.650000000000002,N/A,N/A -2012,5,20,21,30,101800,100640,99510,67.08,0,4.38,4.65,4.69,4.71,4.72,4.73,4.73,4.74,4.75,137.17000000000002,137.02,136.93,136.84,136.76,136.67000000000002,136.57,136.48,136.22,25.52,25.19,25.02,24.830000000000002,24.64,24.46,24.26,24.080000000000002,23.71,N/A,N/A 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-2012,5,21,1,30,101730,100570,99440,72.71000000000001,0,2.74,2.9,2.93,2.95,2.96,2.97,2.97,2.98,2.99,168.58,168.12,167.83,167.52,167.21,166.9,166.54,166.21,165.29,25.21,24.900000000000002,24.740000000000002,24.54,24.35,24.17,23.97,23.79,23.42,N/A,N/A -2012,5,21,2,30,101760,100590,99460,73.01,0,1.95,2.04,2.06,2.06,2.07,2.07,2.07,2.08,2.09,180.47,179.69,179.26,178.8,178.36,177.91,177.39000000000001,176.9,175.56,25.150000000000002,24.84,24.68,24.48,24.29,24.1,23.91,23.73,23.35,N/A,N/A -2012,5,21,3,30,101770,100600,99470,74.56,0,2.14,2.24,2.25,2.2600000000000002,2.2600000000000002,2.25,2.25,2.25,2.25,196.56,196.23000000000002,196.04,195.82,195.59,195.36,195.06,194.76,193.75,25.080000000000002,24.76,24.59,24.400000000000002,24.21,24.02,23.830000000000002,23.650000000000002,23.27,N/A,N/A -2012,5,21,4,30,101790,100620,99490,75.64,0,1.9100000000000001,1.99,2,2,2.0100000000000002,2.0100000000000002,2.0100000000000002,2.0100000000000002,2.02,197.05,196.33,195.78,195.16,194.51,193.82,192.96,192.11,189.5,25.01,24.69,24.52,24.330000000000002,24.14,23.96,23.77,23.59,23.22,N/A,N/A -2012,5,21,5,30,101790,100620,99500,75.2,0,1.45,1.5,1.51,1.5,1.5,1.5,1.5,1.5,1.51,215.23000000000002,214.14000000000001,213.43,212.62,211.8,210.97,209.82,208.66,204.18,25,24.68,24.52,24.32,24.14,23.95,23.76,23.59,23.240000000000002,N/A,N/A -2012,5,21,6,30,101820,100650,99520,74.59,0,1.78,1.84,1.85,1.85,1.84,1.84,1.83,1.83,1.82,217.55,216.78,216.39000000000001,215.94,215.42000000000002,214.86,214.1,213.35,210.33,25.060000000000002,24.73,24.57,24.37,24.19,24,23.81,23.64,23.29,N/A,N/A -2012,5,21,7,30,101860,100700,99570,73.17,0,1.46,1.52,1.52,1.52,1.52,1.51,1.51,1.5,1.5,213.96,213.72,213.38,213.01,212.62,212.21,211.69,211.17000000000002,209.46,25.14,24.830000000000002,24.650000000000002,24.46,24.28,24.09,23.900000000000002,23.72,23.36,N/A,N/A -2012,5,21,8,30,101850,100690,99560,73.37,0,1.57,1.6300000000000001,1.62,1.62,1.61,1.6,1.59,1.58,1.56,228.23000000000002,227.87,227.66,227.41,227.15,226.89000000000001,226.52,226.17000000000002,224.99,25.11,24.79,24.62,24.43,24.240000000000002,24.060000000000002,23.86,23.68,23.31,N/A,N/A -2012,5,21,9,30,101890,100720,99590,72.78,0,1.57,1.61,1.61,1.6,1.59,1.57,1.56,1.54,1.5,269.51,269.18,269.1,269.01,268.88,268.71,268.49,268.26,267.34000000000003,25.14,24.830000000000002,24.650000000000002,24.46,24.27,24.09,23.900000000000002,23.72,23.36,N/A,N/A -2012,5,21,10,30,101910,100740,99610,72.01,0,1.93,2.0100000000000002,2.0100000000000002,2.0100000000000002,2,1.99,1.98,1.97,1.94,293.85,294.01,294.06,294.11,294.16,294.21,294.23,294.25,294.27,25.2,24.88,24.71,24.52,24.330000000000002,24.14,23.95,23.77,23.400000000000002,N/A,N/A -2012,5,21,11,30,101930,100760,99630,76.73,0,3.2800000000000002,3.37,3.34,3.3000000000000003,3.25,3.2,3.15,3.1,2.98,323.76,323.77,323.71,323.64,323.56,323.49,323.39,323.29,323.06,25.01,24.68,24.51,24.310000000000002,24.13,23.94,23.75,23.57,23.19,N/A,N/A -2012,5,21,12,30,101950,100780,99650,80.69,0,4.17,4.36,4.36,4.3500000000000005,4.32,4.28,4.24,4.2,4.09,332.35,332.6,332.8,333.02,333.23,333.43,333.67,333.90000000000003,334.48,24.52,24.16,23.98,23.78,23.59,23.41,23.21,23.04,22.66,N/A,N/A -2012,5,21,13,30,101990,100820,99690,78.22,0,3.74,3.92,3.93,3.92,3.91,3.89,3.87,3.85,3.7800000000000002,339.16,339.56,339.77,339.98,340.19,340.39,340.62,340.84000000000003,341.37,24.63,24.28,24.1,23.91,23.71,23.53,23.34,23.150000000000002,22.78,N/A,N/A -2012,5,21,14,30,102000,100840,99700,75.32000000000001,0,3.88,4.08,4.11,4.12,4.12,4.11,4.11,4.1,4.08,344.88,344.42,344.14,343.85,343.57,343.29,342.98,342.68,341.94,24.91,24.57,24.39,24.19,24,23.82,23.63,23.45,23.07,N/A,N/A -2012,5,21,15,30,102010,100840,99710,70.05,0,3.45,3.66,3.7,3.72,3.74,3.75,3.77,3.7800000000000002,3.81,343.15000000000003,342.87,342.68,342.49,342.3,342.12,341.92,341.72,341.21,25.27,24.94,24.77,24.57,24.39,24.2,24.01,23.830000000000002,23.46,N/A,N/A -2012,5,21,16,30,102000,100840,99710,64.13,0,3.08,3.27,3.31,3.34,3.36,3.38,3.41,3.43,3.52,334.66,334.93,335.14,335.35,335.55,335.76,336.01,336.24,336.83,25.82,25.51,25.34,25.150000000000002,24.97,24.79,24.6,24.42,24.07,N/A,N/A -2012,5,21,17,30,101970,100810,99680,62.17,0,2.77,2.96,3.0100000000000002,3.04,3.06,3.09,3.11,3.14,3.21,312.85,313.88,314.57,315.26,315.93,316.61,317.35,318.05,319.89,26.39,26.09,25.93,25.740000000000002,25.55,25.37,25.18,25,24.64,N/A,N/A -2012,5,21,18,30,101940,100780,99650,61.31,0,2.59,2.75,2.7800000000000002,2.8000000000000003,2.82,2.85,2.9,2.96,3.3200000000000003,275.19,276.67,277.7,278.88,280.15000000000003,281.53000000000003,283.59000000000003,285.77,294.90000000000003,26.71,26.41,26.25,26.060000000000002,25.88,25.71,25.54,25.39,25.18,N/A,N/A -2012,5,21,19,30,101910,100750,99620,61.08,0,2.5100000000000002,2.59,2.57,2.5300000000000002,2.49,2.44,2.4,2.36,3.0100000000000002,227.78,229.4,230.65,232.26,234.39000000000001,236.98000000000002,243.36,250.58,286.07,26.96,26.67,26.51,26.32,26.16,25.990000000000002,25.86,25.740000000000002,25.84,N/A,N/A -2012,5,21,20,30,101860,100700,99580,65.67,0,3.93,4.05,4,3.9,3.7,3.44,2.68,1.97,1.71,193.75,194.08,194.35,194.79,196.1,198.08,211.47,224.8,238.5,26.810000000000002,26.51,26.36,26.18,26.060000000000002,25.96,26.02,26.14,26,N/A,N/A -2012,5,21,21,30,101770,100610,99490,69.01,0,5.5200000000000005,5.86,5.87,5.8100000000000005,5.74,5.66,5.51,5.34,4.05,190.1,190.15,190.23,190.32,190.43,190.55,190.88,191.25,198.4,26.78,26.5,26.35,26.16,25.990000000000002,25.82,25.66,25.53,25.84,N/A,N/A -2012,5,21,22,30,101710,100560,99440,69.76,0,6.42,6.84,6.8500000000000005,6.8,6.72,6.61,6.16,5.62,4.88,192.03,192.01,191.99,191.96,191.9,191.82,192.19,192.71,195.34,26.650000000000002,26.45,26.330000000000002,26.18,26.09,26.02,26.09,26.22,26.28,N/A,N/A -2012,5,21,23,30,101680,100520,99400,69.26,0,6.5,6.9,6.93,6.93,6.8100000000000005,6.5600000000000005,6.22,5.87,5.23,195.34,195.38,195.36,195.33,195.41,195.6,196.37,197.31,200.3,26.57,26.41,26.32,26.27,26.310000000000002,26.42,26.560000000000002,26.7,26.61,N/A,N/A 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-2012,5,22,3,30,101650,100490,99370,75.64,0,6.26,6.79,6.890000000000001,6.93,6.95,6.96,6.95,6.95,6.95,242.67000000000002,242.76,242.81,242.83,242.84,242.84,242.83,242.83,242.79,26.05,25.77,25.62,25.43,25.25,25.07,24.89,24.72,24.38,N/A,N/A -2012,5,22,4,30,101640,100480,99360,76.06,0,5.92,6.390000000000001,6.47,6.49,6.51,6.51,6.5200000000000005,6.5200000000000005,6.6000000000000005,247.94,247.89000000000001,247.9,247.93,247.97,248.02,248.09,248.15,248.45000000000002,25.94,25.66,25.5,25.310000000000002,25.13,24.95,24.77,24.6,24.310000000000002,N/A,N/A -2012,5,22,5,30,101640,100480,99360,76.27,0,5.45,5.87,5.94,5.97,5.98,5.98,5.97,5.97,5.98,253.15,253.25,253.32,253.4,253.48000000000002,253.57,253.68,253.8,254.26000000000002,25.91,25.63,25.48,25.28,25.1,24.92,24.740000000000002,24.560000000000002,24.22,N/A,N/A -2012,5,22,6,30,101660,100500,99370,76.57000000000001,0,5.5600000000000005,5.97,6.04,6.0600000000000005,6.07,6.07,6.0600000000000005,6.05,6.04,261.88,261.91,261.89,261.88,261.88,261.87,261.87,261.86,261.88,25.98,25.66,25.5,25.3,25.12,24.93,24.75,24.57,24.22,N/A,N/A -2012,5,22,7,30,101640,100480,99350,75.42,0,6.09,6.5200000000000005,6.59,6.6000000000000005,6.6000000000000005,6.59,6.58,6.5600000000000005,6.5600000000000005,267.22,267.17,267.09000000000003,266.99,266.9,266.79,266.67,266.55,266.17,25.94,25.63,25.47,25.27,25.09,24.92,24.740000000000002,24.57,24.26,N/A,N/A -2012,5,22,8,30,101620,100460,99340,76.63,0,6.45,6.890000000000001,6.96,6.97,6.97,6.96,6.94,6.92,6.890000000000001,270.58,270.28000000000003,270.05,269.79,269.54,269.27,268.96,268.65,267.81,25.53,25.19,25.02,24.830000000000002,24.64,24.46,24.28,24.1,23.75,N/A,N/A -2012,5,22,9,30,101650,100490,99360,79.03,0,5.9,6.28,6.3500000000000005,6.37,6.38,6.37,6.3500000000000005,6.34,6.29,265.1,265.1,265.08,265.03000000000003,264.98,264.93,264.85,264.76,264.53000000000003,25.17,24.810000000000002,24.63,24.43,24.25,24.060000000000002,23.87,23.69,23.32,N/A,N/A -2012,5,22,10,30,101630,100460,99340,79.56,0,6.37,6.76,6.83,6.84,6.84,6.82,6.8100000000000005,6.79,6.74,261.6,261.74,261.81,261.88,261.94,261.99,262.03000000000003,262.05,262.06,24.97,24.61,24.43,24.23,24.05,23.86,23.67,23.5,23.14,N/A,N/A -2012,5,22,11,30,101650,100480,99350,80.98,0,6.15,6.5600000000000005,6.640000000000001,6.67,6.69,6.69,6.69,6.69,6.69,266.43,266.23,266.11,265.98,265.84000000000003,265.71,265.54,265.39,264.96,24.78,24.39,24.21,24.01,23.830000000000002,23.64,23.45,23.27,22.91,N/A,N/A -2012,5,22,12,30,101640,100480,99350,81.52,0,6.66,7.11,7.2,7.24,7.25,7.26,7.2700000000000005,7.2700000000000005,7.28,271.26,271.13,271.03000000000003,270.91,270.78000000000003,270.63,270.45,270.27,269.73,24.64,24.240000000000002,24.060000000000002,23.86,23.67,23.490000000000002,23.3,23.12,22.77,N/A,N/A -2012,5,22,13,30,101630,100470,99340,79.03,0,6.6000000000000005,7.05,7.140000000000001,7.18,7.21,7.22,7.24,7.25,7.3100000000000005,273.46,273.14,273,272.85,272.71,272.56,272.38,272.2,271.68,24.57,24.18,24,23.81,23.62,23.44,23.26,23.09,22.77,N/A,N/A -2012,5,22,14,30,101650,100490,99360,76.75,0,5.99,6.4,6.49,6.53,6.5600000000000005,6.59,6.62,6.65,6.79,265.98,265.8,265.7,265.58,265.46,265.34000000000003,265.2,265.06,264.65,24.73,24.35,24.18,23.98,23.8,23.62,23.44,23.27,22.95,N/A,N/A -2012,5,22,15,30,101630,100470,99340,74.54,0,5.72,6.08,6.15,6.18,6.2,6.21,6.22,6.24,6.3500000000000005,261.92,261.94,262.02,262.1,262.21,262.32,262.53000000000003,262.74,263.89,25.12,24.76,24.59,24.400000000000002,24.22,24.05,23.88,23.71,23.43,N/A,N/A -2012,5,22,16,30,101620,100460,99330,73.48,0,5.42,5.75,5.79,5.79,5.78,5.76,5.74,5.72,5.68,244.48000000000002,245.18,245.62,246.11,246.6,247.12,247.77,248.4,250.69,25.55,25.21,25.04,24.85,24.66,24.490000000000002,24.3,24.13,23.82,N/A,N/A -2012,5,22,17,30,101570,100410,99280,74.10000000000001,0,5.53,5.84,5.87,5.86,5.83,5.8,5.7700000000000005,5.74,5.58,231.53,232.05,232.45000000000002,232.99,233.76,234.72,237.33,240.31,255.18,25.91,25.580000000000002,25.43,25.25,25.080000000000002,24.93,24.86,24.810000000000002,25.16,N/A,N/A -2012,5,22,18,30,101520,100370,99250,76.69,0,5.43,5.74,5.76,5.74,5.7,5.65,5.58,5.5,4.98,230.23000000000002,230.57,230.81,231.14000000000001,231.62,232.21,233.94,235.96,253.01000000000002,26.2,25.89,25.73,25.55,25.39,25.240000000000002,25.150000000000002,25.080000000000002,25.560000000000002,N/A,N/A -2012,5,22,19,30,101490,100330,99210,78.54,0,5.32,5.64,5.67,5.65,5.62,5.57,5.5,5.42,4.64,218.4,218.48000000000002,218.57,218.67000000000002,218.79,218.92000000000002,219.16,219.41,223.8,26.310000000000002,25.990000000000002,25.82,25.63,25.45,25.28,25.11,24.95,24.94,N/A,N/A -2012,5,22,20,30,101430,100270,99150,77.23,0,6.51,6.96,7.0200000000000005,7.01,6.98,6.93,6.8500000000000005,6.7700000000000005,6.45,212.1,212.23000000000002,212.32,212.42000000000002,212.51,212.61,212.73000000000002,212.86,213.34,26.34,26.03,25.87,25.68,25.5,25.32,25.14,24.98,24.69,N/A,N/A -2012,5,22,21,30,101370,100220,99100,79,0,6.79,7.28,7.34,7.33,7.3,7.26,7.2,7.140000000000001,6.83,216.09,216,215.94,215.87,215.79,215.70000000000002,215.56,215.42000000000002,214.6,26.27,25.97,25.810000000000002,25.62,25.44,25.26,25.09,24.93,24.68,N/A,N/A -2012,5,22,22,30,101300,100150,99030,78.76,0,7.71,8.34,8.45,8.47,8.47,8.45,8.41,8.370000000000001,8.27,213.19,213.19,213.18,213.16,213.13,213.09,213.03,212.97,212.73000000000002,26.23,25.92,25.76,25.57,25.38,25.2,25.02,24.85,24.5,N/A,N/A -2012,5,22,23,30,101250,100090,98980,77.22,0,8.19,8.870000000000001,8.99,9.02,9.01,8.99,8.950000000000001,8.91,8.77,216.98000000000002,216.99,216.97,216.94,216.9,216.85,216.78,216.70000000000002,216.26,26.27,25.98,25.82,25.63,25.46,25.29,25.12,24.96,24.72,N/A,N/A -2012,5,23,0,30,101210,100060,98940,75.67,0,7.17,7.75,7.8500000000000005,7.87,7.87,7.86,7.84,7.82,7.7700000000000005,216.72,216.74,216.74,216.72,216.68,216.62,216.53,216.41,215.76,26.330000000000002,26.05,25.89,25.7,25.53,25.35,25.18,25.02,24.75,N/A,N/A -2012,5,23,1,30,101170,100010,98900,75.68,0,7.0600000000000005,7.63,7.73,7.75,7.76,7.76,7.75,7.73,7.7,219.06,219.07,219.06,219.04,219,218.97,218.91,218.84,218.51,26.240000000000002,25.94,25.78,25.59,25.41,25.23,25.05,24.88,24.55,N/A,N/A -2012,5,23,2,30,101150,100000,98890,76.78,0,7.24,7.82,7.91,7.930000000000001,7.930000000000001,7.91,7.88,7.8500000000000005,7.8,226.67000000000002,226.59,226.53,226.46,226.37,226.28,226.17000000000002,226.05,225.6,26.26,25.96,25.8,25.62,25.44,25.27,25.09,24.93,24.66,N/A,N/A -2012,5,23,3,30,101150,100000,98880,73.3,0,6.6000000000000005,7.15,7.25,7.29,7.3100000000000005,7.32,7.32,7.32,7.33,222.6,222.53,222.52,222.52,222.52,222.52,222.51,222.49,222.3,26.37,26.09,25.93,25.740000000000002,25.560000000000002,25.38,25.2,25.04,24.71,N/A,N/A -2012,5,23,4,30,101110,99960,98840,75.16,0,7.12,7.69,7.79,7.82,7.84,7.83,7.8100000000000005,7.78,7.69,221.61,221.52,221.52,221.51,221.5,221.48000000000002,221.44,221.4,221.25,26.21,25.91,25.75,25.560000000000002,25.38,25.2,25.02,24.84,24.490000000000002,N/A,N/A -2012,5,23,5,30,101100,99950,98830,76.55,0,6.58,7.15,7.2700000000000005,7.33,7.37,7.38,7.38,7.38,7.34,217.69,217.79,217.83,217.84,217.84,217.83,217.8,217.77,217.64000000000001,26.1,25.8,25.63,25.43,25.240000000000002,25.05,24.86,24.67,24.28,N/A,N/A -2012,5,23,6,30,101100,99950,98830,71.14,0,7.01,7.640000000000001,7.79,7.87,7.930000000000001,7.97,8.01,8.040000000000001,8.11,214.70000000000002,214.66,214.72,214.8,214.88,214.96,215.05,215.15,215.34,26.310000000000002,26.03,25.88,25.69,25.51,25.330000000000002,25.150000000000002,24.98,24.62,N/A,N/A -2012,5,23,7,30,101090,99940,98820,73.02,0,6.82,7.390000000000001,7.54,7.62,7.68,7.73,7.78,7.82,7.930000000000001,215.58,215.56,215.55,215.52,215.49,215.46,215.42000000000002,215.37,215.26,26.09,25.79,25.62,25.43,25.25,25.07,24.88,24.71,24.35,N/A,N/A -2012,5,23,8,30,101080,99920,98800,72.32000000000001,0,7.33,8.03,8.19,8.28,8.34,8.39,8.42,8.46,8.53,217.62,217.47,217.38,217.28,217.18,217.09,216.98000000000002,216.88,216.65,26.150000000000002,25.84,25.67,25.48,25.29,25.11,24.92,24.740000000000002,24.38,N/A,N/A -2012,5,23,9,30,101080,99920,98800,75.48,0,7.68,8.34,8.48,8.540000000000001,8.58,8.6,8.6,8.6,8.58,210.44,210.5,210.54,210.61,210.69,210.76,210.86,210.94,211.14000000000001,25.92,25.59,25.42,25.22,25.04,24.85,24.650000000000002,24.47,24.080000000000002,N/A,N/A -2012,5,23,10,30,101090,99940,98820,72.23,0,7.19,7.82,7.98,8.07,8.14,8.19,8.22,8.26,8.3,210.69,210.4,210.25,210.1,209.97,209.84,209.71,209.59,209.36,25.990000000000002,25.69,25.53,25.330000000000002,25.150000000000002,24.96,24.77,24.580000000000002,24.21,N/A,N/A -2012,5,23,11,30,101060,99900,98790,69.27,0,7.03,7.66,7.82,7.92,7.99,8.05,8.11,8.16,8.25,203.75,203.72,203.76,203.81,203.86,203.91,203.95000000000002,203.99,204.09,26.02,25.7,25.53,25.34,25.150000000000002,24.97,24.77,24.59,24.22,N/A,N/A -2012,5,23,12,30,101070,99920,98800,68.48,0,6.69,7.2700000000000005,7.42,7.51,7.57,7.62,7.67,7.71,7.78,206.22,206.23000000000002,206.25,206.3,206.35,206.4,206.46,206.51,206.64000000000001,25.990000000000002,25.67,25.51,25.310000000000002,25.12,24.94,24.740000000000002,24.560000000000002,24.18,N/A,N/A -2012,5,23,13,30,101090,99930,98820,67.91,0,6.8,7.36,7.49,7.55,7.6000000000000005,7.62,7.640000000000001,7.65,7.67,193.4,193.73000000000002,193.93,194.12,194.29,194.45000000000002,194.6,194.74,195.01,25.98,25.67,25.5,25.310000000000002,25.12,24.93,24.740000000000002,24.560000000000002,24.18,N/A,N/A -2012,5,23,14,30,101070,99920,98800,70.42,0,7,7.63,7.76,7.84,7.890000000000001,7.92,7.94,7.96,7.97,199.23000000000002,199.41,199.39000000000001,199.34,199.27,199.19,199.1,199.01,198.79,25.85,25.52,25.34,25.150000000000002,24.96,24.77,24.57,24.39,24,N/A,N/A -2012,5,23,15,30,101110,99950,98830,67.95,0,6.51,7.09,7.21,7.29,7.34,7.37,7.4,7.42,7.45,191.38,191.6,191.61,191.6,191.59,191.55,191.52,191.49,191.4,25.94,25.61,25.44,25.240000000000002,25.04,24.86,24.66,24.47,24.09,N/A,N/A -2012,5,23,16,30,101070,99920,98800,63.690000000000005,0,7.25,7.87,8.02,8.11,8.19,8.24,8.290000000000001,8.33,8.39,192.87,192.91,192.9,192.88,192.86,192.84,192.81,192.78,192.72,26.09,25.78,25.62,25.42,25.240000000000002,25.05,24.86,24.68,24.29,N/A,N/A -2012,5,23,17,30,101060,99910,98790,66.86,0,7.72,8.34,8.48,8.540000000000001,8.58,8.61,8.63,8.64,8.66,192.77,192.78,192.77,192.75,192.73000000000002,192.70000000000002,192.67000000000002,192.65,192.6,25.96,25.64,25.47,25.27,25.09,24.900000000000002,24.71,24.53,24.150000000000002,N/A,N/A -2012,5,23,18,30,101020,99870,98750,64.45,0,7.48,8.15,8.31,8.4,8.47,8.52,8.56,8.59,8.65,180.74,180.92000000000002,181.14000000000001,181.36,181.57,181.77,181.98,182.17000000000002,182.57,26.14,25.84,25.68,25.490000000000002,25.3,25.12,24.93,24.75,24.37,N/A,N/A -2012,5,23,19,30,101000,99850,98730,68.34,0,7.72,8.47,8.64,8.75,8.82,8.870000000000001,8.91,8.94,8.98,187.81,188.38,188.52,188.62,188.69,188.74,188.78,188.81,188.82,26.09,25.76,25.59,25.39,25.19,25,24.8,24.61,24.22,N/A,N/A -2012,5,23,20,30,100970,99820,98700,68.83,0,8.69,9.41,9.58,9.65,9.69,9.71,9.72,9.72,9.71,189.4,189.52,189.6,189.67000000000002,189.73,189.78,189.83,189.87,189.93,25.97,25.650000000000002,25.48,25.29,25.1,24.91,24.71,24.53,24.14,N/A,N/A -2012,5,23,21,30,100910,99750,98640,70.44,0,8.83,9.64,9.81,9.9,9.950000000000001,9.98,9.99,10,10,185.5,185.1,184.81,184.53,184.27,184.04,183.81,183.6,183.19,25.94,25.61,25.44,25.240000000000002,25.05,24.86,24.66,24.48,24.09,N/A,N/A -2012,5,23,22,30,100850,99700,98590,68.8,0,8.28,9.18,9.41,9.55,9.66,9.74,9.8,9.85,9.93,177.12,177.70000000000002,177.92000000000002,178.11,178.27,178.41,178.53,178.64000000000001,178.84,26.04,25.71,25.54,25.34,25.150000000000002,24.96,24.76,24.57,24.19,N/A,N/A -2012,5,23,23,30,100830,99680,98560,72.54,0,8.39,9.24,9.450000000000001,9.59,9.68,9.76,9.81,9.86,9.93,179.79,180.27,180.44,180.58,180.69,180.79,180.88,180.96,181.08,25.86,25.52,25.35,25.150000000000002,24.96,24.77,24.57,24.38,23.990000000000002,N/A,N/A -2012,5,24,0,30,100780,99630,98510,77.04,0,8.86,9.78,10,10.14,10.24,10.31,10.36,10.4,10.450000000000001,173.35,172.69,172.55,172.42000000000002,172.33,172.24,172.17000000000002,172.1,171.99,25.73,25.37,25.19,24.990000000000002,24.79,24.6,24.400000000000002,24.22,23.830000000000002,N/A,N/A -2012,5,24,1,30,100750,99600,98480,78.29,0,9.17,10.09,10.32,10.46,10.55,10.620000000000001,10.67,10.71,10.77,168.26,168.72,168.88,169,169.11,169.21,169.3,169.38,169.54,25.57,25.21,25.03,24.830000000000002,24.64,24.45,24.25,24.07,23.68,N/A,N/A -2012,5,24,2,30,100750,99600,98490,79.57000000000001,0,9.75,10.72,10.96,11.11,11.200000000000001,11.28,11.33,11.370000000000001,11.44,171.11,171.05,171.07,171.09,171.11,171.12,171.14000000000001,171.16,171.19,25.490000000000002,25.12,24.94,24.740000000000002,24.54,24.35,24.150000000000002,23.96,23.580000000000002,N/A,N/A -2012,5,24,3,30,100740,99590,98470,80.63,0,10.85,11.98,12.27,12.42,12.530000000000001,12.59,12.64,12.67,12.69,166.65,166.74,166.83,166.91,166.98,167.05,167.12,167.18,167.3,25.51,25.13,24.95,24.740000000000002,24.55,24.35,24.150000000000002,23.97,23.580000000000002,N/A,N/A -2012,5,24,4,30,100720,99570,98460,81.4,0,10.17,11.26,11.540000000000001,11.72,11.84,11.94,12.01,12.07,12.15,174.28,174.31,174.28,174.24,174.20000000000002,174.17000000000002,174.12,174.08,174,25.580000000000002,25.21,25.02,24.82,24.62,24.43,24.23,24.04,23.650000000000002,N/A,N/A -2012,5,24,5,30,100700,99550,98440,82.24,0,10.77,11.88,12.16,12.34,12.46,12.540000000000001,12.6,12.65,12.71,169.33,169.85,170.17000000000002,170.5,170.8,171.08,171.36,171.62,172.16,25.8,25.44,25.27,25.060000000000002,24.87,24.68,24.48,24.3,23.91,N/A,N/A -2012,5,24,6,30,100700,99550,98430,82.3,0,10.93,12.07,12.38,12.56,12.68,12.780000000000001,12.85,12.9,12.99,176.57,176.67000000000002,176.64000000000001,176.61,176.57,176.52,176.47,176.43,176.32,25.72,25.330000000000002,25.150000000000002,24.94,24.75,24.55,24.36,24.17,23.78,N/A,N/A -2012,5,24,7,30,100700,99550,98430,83.77,0,10.96,12.120000000000001,12.4,12.58,12.700000000000001,12.780000000000001,12.85,12.89,12.96,173.01,173.19,173.28,173.39000000000001,173.48,173.58,173.68,173.78,173.98,25.71,25.32,25.14,24.93,24.740000000000002,24.55,24.35,24.17,23.78,N/A,N/A -2012,5,24,8,30,100680,99530,98410,85.76,0,11.41,12.65,12.96,13.16,13.3,13.4,13.48,13.55,13.64,176.52,176.25,176.15,176.08,176.02,175.97,175.93,175.89000000000001,175.84,25.59,25.19,25.01,24.8,24.61,24.41,24.21,24.03,23.64,N/A,N/A -2012,5,24,9,30,100680,99530,98420,83.18,0,11.44,12.71,13.040000000000001,13.25,13.39,13.51,13.6,13.67,13.77,175.72,175.76,175.79,175.81,175.84,175.86,175.87,175.89000000000001,175.93,25.82,25.44,25.26,25.060000000000002,24.86,24.67,24.47,24.28,23.900000000000002,N/A,N/A -2012,5,24,10,30,100710,99560,98450,82.94,0,11.5,12.75,13.09,13.3,13.46,13.58,13.67,13.75,13.870000000000001,171.36,171.61,171.69,171.78,171.86,171.94,172.02,172.1,172.25,25.82,25.45,25.27,25.060000000000002,24.87,24.68,24.48,24.29,23.91,N/A,N/A -2012,5,24,11,30,100710,99570,98450,79.89,0,11.77,13.14,13.5,13.75,13.92,14.05,14.15,14.24,14.35,175.25,174.89000000000001,174.82,174.78,174.75,174.74,174.73,174.73,174.74,25.97,25.6,25.41,25.21,25.01,24.82,24.62,24.43,24.04,N/A,N/A -2012,5,24,12,30,100750,99600,98480,81.84,0,11.870000000000001,13.18,13.51,13.72,13.86,13.96,14.030000000000001,14.08,14.15,174.36,174.42000000000002,174.5,174.59,174.68,174.75,174.84,174.92000000000002,175.08,25.95,25.580000000000002,25.400000000000002,25.19,25,24.8,24.61,24.42,24.03,N/A,N/A -2012,5,24,13,30,100780,99630,98520,79.81,0,11.65,12.96,13.32,13.540000000000001,13.700000000000001,13.81,13.9,13.96,14.05,180.1,180.44,180.59,180.71,180.81,180.9,180.96,181.02,181.12,26.150000000000002,25.79,25.61,25.400000000000002,25.21,25.01,24.82,24.63,24.240000000000002,N/A,N/A -2012,5,24,14,30,100840,99690,98580,81.25,0,11,12.19,12.49,12.68,12.81,12.91,12.99,13.040000000000001,13.13,182.74,182.11,181.92000000000002,181.74,181.58,181.44,181.31,181.20000000000002,180.98,26.13,25.78,25.6,25.400000000000002,25.21,25.02,24.82,24.63,24.25,N/A,N/A -2012,5,24,15,30,100870,99720,98610,76.85000000000001,0,11.68,13.030000000000001,13.36,13.56,13.69,13.780000000000001,13.84,13.89,13.93,178.02,178.61,178.81,178.97,179.1,179.20000000000002,179.28,179.35,179.46,26.42,26.09,25.91,25.71,25.52,25.330000000000002,25.13,24.95,24.560000000000002,N/A,N/A -2012,5,24,16,30,100890,99740,98630,77.53,0,11.09,12.31,12.63,12.82,12.96,13.06,13.14,13.200000000000001,13.290000000000001,178.78,178.77,178.81,178.87,178.92000000000002,178.97,179.03,179.08,179.18,26.45,26.14,25.97,25.78,25.59,25.41,25.22,25.04,24.66,N/A,N/A -2012,5,24,17,30,100920,99770,98660,77.63,0,10.1,11.14,11.42,11.6,11.74,11.84,11.94,12.02,12.16,179.3,179.73,179.91,180.1,180.29,180.46,180.62,180.77,181.06,26.47,26.16,25.990000000000002,25.8,25.62,25.44,25.25,25.07,24.69,N/A,N/A -2012,5,24,18,30,100950,99800,98690,77.21000000000001,0,10.5,11.73,12.05,12.23,12.370000000000001,12.46,12.52,12.57,12.63,178.51,178.79,178.9,179.01,179.09,179.16,179.23,179.29,179.4,26.560000000000002,26.240000000000002,26.060000000000002,25.86,25.67,25.48,25.28,25.09,24.71,N/A,N/A -2012,5,24,19,30,100930,99780,98670,75.73,0,10.8,11.92,12.21,12.370000000000001,12.47,12.55,12.6,12.65,12.700000000000001,174.89000000000001,175.37,175.59,175.76,175.9,176.02,176.12,176.20000000000002,176.35,26.67,26.38,26.23,26.03,25.85,25.67,25.48,25.3,24.92,N/A,N/A -2012,5,24,20,30,100890,99740,98630,76.21000000000001,0,9.34,10.34,10.58,10.74,10.85,10.93,10.99,11.040000000000001,11.11,168.71,169.09,169.34,169.6,169.84,170.06,170.28,170.49,170.91,26.64,26.34,26.17,25.98,25.79,25.61,25.41,25.23,24.85,N/A,N/A -2012,5,24,21,30,100880,99740,98620,73.01,0,9.49,10.540000000000001,10.8,10.97,11.09,11.19,11.27,11.33,11.44,168.72,168.96,169.01,169.05,169.08,169.11,169.14000000000001,169.17000000000002,169.23,26.72,26.44,26.28,26.09,25.91,25.73,25.54,25.36,24.990000000000002,N/A,N/A -2012,5,24,22,30,100870,99720,98610,76.82000000000001,0,9.72,10.85,11.13,11.32,11.450000000000001,11.55,11.63,11.69,11.790000000000001,170.98,170.66,170.55,170.44,170.34,170.25,170.18,170.1,169.96,26.55,26.23,26.060000000000002,25.86,25.67,25.48,25.29,25.1,24.71,N/A,N/A -2012,5,24,23,30,100860,99720,98600,74.68,0,10.08,11.31,11.64,11.85,12.01,12.14,12.23,12.31,12.42,169.61,169.41,169.36,169.32,169.28,169.24,169.22,169.19,169.15,26.73,26.43,26.27,26.07,25.88,25.69,25.490000000000002,25.3,24.91,N/A,N/A -2012,5,25,0,30,100840,99690,98580,77.14,0,10.370000000000001,11.540000000000001,11.81,11.97,12.09,12.16,12.22,12.26,12.3,162.34,162.46,162.57,162.69,162.79,162.89000000000001,162.99,163.09,163.28,26.57,26.26,26.09,25.89,25.7,25.52,25.32,25.14,24.75,N/A,N/A -2012,5,25,1,30,100810,99660,98550,74.89,0,11.31,12.61,12.92,13.11,13.24,13.33,13.39,13.44,13.5,162.9,163,163.05,163.11,163.16,163.21,163.25,163.29,163.37,26.7,26.400000000000002,26.240000000000002,26.04,25.86,25.67,25.48,25.3,24.91,N/A,N/A -2012,5,25,2,30,100840,99700,98590,70.12,0,10.5,11.61,11.91,12.1,12.25,12.36,12.46,12.540000000000001,12.700000000000001,161.58,161.97,162.22,162.49,162.76,163.02,163.29,163.55,164.12,26.900000000000002,26.67,26.52,26.34,26.18,26.01,25.830000000000002,25.66,25.32,N/A,N/A -2012,5,25,3,30,100870,99730,98620,65.15,0,11.06,12.39,12.77,13.02,13.21,13.35,13.47,13.57,13.74,164.84,164.87,164.87,164.87,164.87,164.86,164.86,164.86,164.86,27.18,26.95,26.810000000000002,26.63,26.46,26.28,26.1,25.92,25.560000000000002,N/A,N/A -2012,5,25,4,30,100890,99740,98630,71.46000000000001,0,11.91,13.31,13.67,13.89,14.040000000000001,14.14,14.200000000000001,14.25,14.290000000000001,164.31,164.23,164.23,164.23,164.23,164.23,164.23,164.23,164.24,26.94,26.66,26.5,26.3,26.12,25.93,25.73,25.54,25.16,N/A,N/A -2012,5,25,5,30,100890,99740,98630,72.5,0,10.68,12,12.31,12.52,12.67,12.790000000000001,12.88,12.96,13.09,161.53,161.76,161.92000000000002,162.09,162.26,162.42000000000002,162.59,162.75,163.1,26.85,26.580000000000002,26.42,26.23,26.05,25.87,25.68,25.5,25.13,N/A,N/A -2012,5,25,6,30,100940,99790,98680,73.88,0,11.26,12.41,12.74,12.96,13.14,13.31,13.47,13.63,13.89,166.77,167.28,167.52,167.8,168.09,168.4,168.73,169.04,169.59,26.68,26.52,26.400000000000002,26.26,26.12,25.98,25.830000000000002,25.69,25.39,N/A,N/A -2012,5,25,7,30,100980,99830,98720,77.21000000000001,0,11.72,12.99,13.32,13.51,13.64,13.73,13.8,13.86,13.950000000000001,166.04,166.07,166.15,166.24,166.33,166.43,166.54,166.65,166.89000000000001,26.55,26.32,26.18,26.01,25.84,25.66,25.490000000000002,25.32,24.97,N/A,N/A -2012,5,25,8,30,101000,99850,98740,80,0,11.9,13.26,13.59,13.780000000000001,13.89,13.96,14,14.030000000000001,14.01,167.55,167.95000000000002,168.11,168.26,168.4,168.53,168.66,168.77,169.01,26.310000000000002,26.02,25.86,25.66,25.48,25.29,25.09,24.91,24.53,N/A,N/A -2012,5,25,9,30,101050,99900,98780,80.79,0,10.55,11.700000000000001,11.99,12.17,12.3,12.39,12.47,12.540000000000001,12.69,166.15,165.88,165.8,165.73,165.67000000000002,165.63,165.61,165.59,165.59,26.23,25.96,25.810000000000002,25.63,25.46,25.29,25.11,24.93,24.59,N/A,N/A -2012,5,25,10,30,101080,99930,98820,79.43,0,9.75,10.97,11.31,11.56,11.76,11.93,12.09,12.23,12.51,169.46,170.02,170.25,170.46,170.65,170.82,170.98,171.13,171.42000000000002,26.310000000000002,26.05,25.900000000000002,25.73,25.55,25.37,25.19,25.02,24.66,N/A,N/A -2012,5,25,11,30,101150,99990,98880,80.29,0,10.21,11.48,11.81,12.030000000000001,12.200000000000001,12.31,12.41,12.48,12.58,167.78,167.88,167.95000000000002,168.03,168.11,168.18,168.27,168.35,168.5,26.21,25.92,25.76,25.560000000000002,25.37,25.19,24.990000000000002,24.8,24.42,N/A,N/A -2012,5,25,12,30,101210,100050,98940,77.78,0,9.97,11.040000000000001,11.3,11.450000000000001,11.540000000000001,11.6,11.64,11.66,11.68,171.29,170.52,170.22,169.93,169.69,169.47,169.29,169.12,168.85,26.38,26.11,25.95,25.77,25.580000000000002,25.400000000000002,25.2,25.02,24.650000000000002,N/A,N/A -2012,5,25,13,30,101300,100150,99030,79.14,0,8.5,9.39,9.620000000000001,9.76,9.86,9.94,10,10.05,10.14,172.07,172.17000000000002,172.18,172.18,172.17000000000002,172.15,172.13,172.11,172.08,26.330000000000002,26.080000000000002,25.92,25.740000000000002,25.560000000000002,25.38,25.2,25.02,24.66,N/A,N/A -2012,5,25,14,30,101370,100210,99090,79.42,0,8.38,9.34,9.57,9.72,9.82,9.89,9.94,9.98,10,170.44,170.36,170.38,170.41,170.45000000000002,170.48,170.52,170.56,170.64000000000001,26.41,26.13,25.97,25.78,25.59,25.41,25.22,25.04,24.650000000000002,N/A,N/A -2012,5,25,15,30,101410,100250,99130,78.72,0,6.55,7.2700000000000005,7.45,7.57,7.67,7.75,7.82,7.88,8.01,162,162.27,162.47,162.65,162.83,163,163.20000000000002,163.38,163.78,26.39,26.12,25.96,25.78,25.59,25.42,25.23,25.05,24.68,N/A,N/A -2012,5,25,16,30,101460,100300,99190,77.01,0,6.53,7.26,7.44,7.57,7.67,7.75,7.82,7.88,7.99,155.97,156.65,157.04,157.42000000000002,157.78,158.11,158.45000000000002,158.77,159.41,26.62,26.36,26.2,26.02,25.84,25.66,25.47,25.3,24.93,N/A,N/A -2012,5,25,17,30,101490,100340,99220,79.4,0,7.44,8.2,8.39,8.5,8.58,8.63,8.68,8.71,8.76,150.58,150.96,151.18,151.4,151.61,151.82,152.03,152.24,152.69,26.43,26.150000000000002,25.990000000000002,25.8,25.62,25.44,25.25,25.07,24.69,N/A,N/A -2012,5,25,18,30,101510,100360,99240,78.59,0,7.32,8.07,8.25,8.370000000000001,8.45,8.51,8.56,8.6,8.67,149.84,150.39000000000001,150.67000000000002,150.93,151.18,151.41,151.64000000000001,151.85,152.28,26.44,26.16,26,25.810000000000002,25.62,25.44,25.25,25.07,24.69,N/A,N/A -2012,5,25,19,30,101530,100370,99260,79.37,0,7.390000000000001,8.1,8.26,8.35,8.41,8.46,8.49,8.52,8.56,146.38,146.72,146.94,147.16,147.36,147.55,147.75,147.94,148.34,26.39,26.1,25.94,25.75,25.57,25.38,25.19,25.01,24.63,N/A,N/A -2012,5,25,20,30,101530,100370,99250,82.28,0,7.88,8.69,8.870000000000001,8.98,9.040000000000001,9.09,9.11,9.13,9.13,142.27,142.33,142.38,142.45000000000002,142.52,142.58,142.66,142.72,142.87,26.27,25.98,25.810000000000002,25.62,25.43,25.240000000000002,25.04,24.86,24.48,N/A,N/A -2012,5,25,21,30,101520,100360,99240,81.63,0,7.640000000000001,8.47,8.67,8.8,8.89,8.96,9.02,9.06,9.13,143.64000000000001,143.78,143.86,143.94,144.01,144.08,144.14000000000001,144.19,144.3,26.240000000000002,25.95,25.78,25.59,25.400000000000002,25.21,25.01,24.830000000000002,24.45,N/A,N/A -2012,5,25,22,30,101510,100350,99230,81.14,0,8.02,8.83,9.02,9.13,9.200000000000001,9.26,9.3,9.32,9.36,140.39000000000001,140.57,140.70000000000002,140.82,140.92000000000002,141.02,141.11,141.20000000000002,141.37,26.19,25.91,25.75,25.55,25.37,25.19,24.990000000000002,24.810000000000002,24.43,N/A,N/A -2012,5,25,23,30,101490,100330,99210,79.65,0,7.92,8.72,8.91,9.03,9.120000000000001,9.18,9.23,9.27,9.34,139.1,139.33,139.45000000000002,139.57,139.69,139.81,139.93,140.05,140.31,26.18,25.900000000000002,25.740000000000002,25.55,25.37,25.18,24.990000000000002,24.810000000000002,24.44,N/A,N/A -2012,5,26,0,30,101480,100330,99210,82.16,0,8.06,8.86,9.05,9.17,9.25,9.32,9.370000000000001,9.42,9.5,140.29,140.38,140.44,140.51,140.59,140.67000000000002,140.76,140.84,141.05,26.05,25.77,25.61,25.42,25.240000000000002,25.060000000000002,24.87,24.69,24.330000000000002,N/A,N/A -2012,5,26,1,30,101490,100330,99210,79.31,0,8.09,8.94,9.17,9.31,9.42,9.52,9.6,9.67,9.83,144.05,144.15,144.18,144.19,144.19,144.18,144.16,144.15,144.08,26.19,25.92,25.77,25.59,25.41,25.23,25.05,24.87,24.51,N/A,N/A -2012,5,26,2,30,101500,100340,99220,85.56,0,8.22,9.1,9.3,9.42,9.51,9.58,9.63,9.67,9.74,143.93,144.24,144.4,144.55,144.68,144.8,144.92000000000002,145.02,145.24,26.02,25.71,25.55,25.35,25.17,24.98,24.79,24.61,24.240000000000002,N/A,N/A -2012,5,26,3,30,101540,100380,99270,86.5,0,9.23,10.23,10.47,10.620000000000001,10.73,10.8,10.86,10.92,11,145.88,145.73,145.67000000000002,145.63,145.6,145.57,145.54,145.51,145.47,25.98,25.68,25.52,25.330000000000002,25.14,24.96,24.77,24.59,24.22,N/A,N/A -2012,5,26,4,30,101510,100350,99230,87.5,0,9.49,10.57,10.81,10.950000000000001,11.05,11.11,11.15,11.18,11.19,143.73,143.76,143.77,143.78,143.78,143.79,143.79,143.79,143.79,25.84,25.5,25.32,25.12,24.93,24.740000000000002,24.54,24.35,23.96,N/A,N/A -2012,5,26,5,30,101560,100410,99290,84.25,0,8.72,9.63,9.82,9.94,10.01,10.05,10.07,10.08,10.07,153.21,153.07,152.98,152.87,152.76,152.66,152.54,152.43,152.20000000000002,25.98,25.650000000000002,25.48,25.28,25.09,24.900000000000002,24.7,24.52,24.13,N/A,N/A -2012,5,26,6,30,101570,100410,99290,84.69,0,8.3,9.21,9.43,9.57,9.67,9.74,9.81,9.86,9.96,142.49,142.55,142.64000000000001,142.74,142.86,142.98,143.12,143.26,143.61,25.900000000000002,25.59,25.42,25.23,25.05,24.87,24.68,24.5,24.14,N/A,N/A -2012,5,26,7,30,101630,100470,99340,86.29,0,8.91,9.78,9.97,10.07,10.120000000000001,10.15,10.16,10.16,10.13,145.53,145.79,145.92000000000002,146.06,146.18,146.3,146.42000000000002,146.53,146.79,25.75,25.41,25.240000000000002,25.04,24.85,24.67,24.47,24.29,23.91,N/A,N/A -2012,5,26,8,30,101640,100480,99360,87.84,0,8.790000000000001,9.620000000000001,9.82,9.93,10.01,10.07,10.120000000000001,10.16,10.23,151.74,152.28,152.53,152.79,153.02,153.25,153.48,153.70000000000002,154.18,25.62,25.29,25.12,24.92,24.73,24.54,24.35,24.17,23.79,N/A,N/A -2012,5,26,9,30,101630,100470,99350,85.5,0,8.86,9.870000000000001,10.11,10.27,10.39,10.47,10.53,10.58,10.64,156.5,156.4,156.33,156.26,156.19,156.13,156.07,156,155.85,25.73,25.400000000000002,25.22,25.02,24.830000000000002,24.64,24.44,24.26,23.87,N/A,N/A -2012,5,26,10,30,101660,100500,99370,85.64,0,7.87,8.63,8.8,8.9,8.97,9.02,9.05,9.08,9.120000000000001,156.13,156.19,156.24,156.29,156.35,156.4,156.47,156.53,156.71,25.66,25.330000000000002,25.150000000000002,24.96,24.77,24.59,24.39,24.21,23.84,N/A,N/A -2012,5,26,11,30,101680,100520,99400,83.27,0,6.4,7.01,7.18,7.29,7.37,7.44,7.5,7.55,7.66,159.72,160.15,160.29,160.41,160.5,160.59,160.66,160.73,160.84,25.75,25.43,25.26,25.07,24.88,24.69,24.5,24.32,23.94,N/A,N/A -2012,5,26,12,30,101740,100570,99450,86.85000000000001,0,5.86,6.3,6.4,6.45,6.48,6.5,6.5200000000000005,6.53,6.55,152.85,153.24,153.44,153.66,153.88,154.1,154.33,154.55,155.04,25.55,25.21,25.03,24.830000000000002,24.64,24.45,24.25,24.060000000000002,23.67,N/A,N/A -2012,5,26,13,30,101760,100600,99480,83.06,0,5.24,5.66,5.73,5.7700000000000005,5.79,5.8,5.8100000000000005,5.8100000000000005,5.8,150.74,151.17000000000002,151.43,151.68,151.9,152.11,152.31,152.51,152.9,25.7,25.37,25.19,25,24.810000000000002,24.62,24.43,24.240000000000002,23.86,N/A,N/A -2012,5,26,14,30,101790,100630,99510,85.19,0,5.0600000000000005,5.45,5.53,5.57,5.6000000000000005,5.61,5.62,5.62,5.62,145.26,145.51,145.64000000000001,145.76,145.86,145.95000000000002,146.03,146.11,146.23,25.67,25.330000000000002,25.16,24.96,24.77,24.580000000000002,24.39,24.2,23.81,N/A,N/A -2012,5,26,15,30,101830,100660,99540,85.07000000000001,0,4.33,4.65,4.72,4.7700000000000005,4.8,4.83,4.86,4.88,4.92,134.12,134.58,134.86,135.1,135.32,135.53,135.73,135.93,136.36,25.59,25.26,25.080000000000002,24.89,24.7,24.51,24.310000000000002,24.13,23.75,N/A,N/A -2012,5,26,16,30,101820,100650,99530,84.22,0,5.42,5.78,5.84,5.84,5.84,5.82,5.79,5.76,5.67,133.99,134.44,134.69,134.94,135.17000000000002,135.41,135.66,135.91,136.5,25.57,25.22,25.04,24.85,24.66,24.47,24.27,24.09,23.71,N/A,N/A -2012,5,26,17,30,101810,100650,99530,85.42,0,5.82,6.2,6.24,6.24,6.23,6.2,6.16,6.13,6.0200000000000005,125.85000000000001,125.9,126.01,126.12,126.24000000000001,126.35000000000001,126.48,126.60000000000001,126.88000000000001,25.67,25.32,25.14,24.94,24.75,24.57,24.37,24.19,23.81,N/A,N/A -2012,5,26,18,30,101790,100630,99510,84.61,0,5.58,5.96,6.03,6.05,6.07,6.07,6.07,6.0600000000000005,6.04,114.04,114.52,114.81,115.08,115.33,115.57000000000001,115.83,116.06,116.56,25.68,25.330000000000002,25.150000000000002,24.95,24.76,24.57,24.37,24.18,23.8,N/A,N/A -2012,5,26,19,30,101770,100610,99490,82.41,0,5.98,6.47,6.5600000000000005,6.61,6.65,6.67,6.68,6.69,6.7,121.58,121.59,121.59,121.58,121.57000000000001,121.56,121.55,121.53,121.5,25.84,25.490000000000002,25.310000000000002,25.12,24.93,24.740000000000002,24.54,24.36,23.98,N/A,N/A -2012,5,26,20,30,101730,100570,99450,82.64,0,6.3500000000000005,6.9,7.01,7.08,7.12,7.15,7.17,7.18,7.19,117,117.02,117.12,117.23,117.33,117.44,117.56,117.67,117.89,26.01,25.67,25.5,25.3,25.11,24.92,24.72,24.54,24.150000000000002,N/A,N/A -2012,5,26,21,30,101700,100540,99420,81.87,0,6.8100000000000005,7.42,7.53,7.59,7.62,7.640000000000001,7.640000000000001,7.63,7.6000000000000005,125.08,124.84,124.75,124.65,124.57000000000001,124.49000000000001,124.41,124.34,124.19,26,25.67,25.5,25.3,25.11,24.92,24.73,24.54,24.16,N/A,N/A -2012,5,26,22,30,101660,100500,99380,79.13,0,6.61,7.24,7.38,7.46,7.5200000000000005,7.57,7.6000000000000005,7.63,7.68,121.5,121.53,121.55,121.57000000000001,121.59,121.62,121.65,121.68,121.74000000000001,26.14,25.84,25.68,25.48,25.3,25.12,24.92,24.740000000000002,24.36,N/A,N/A -2012,5,26,23,30,101620,100470,99340,80.43,0,6.8,7.44,7.58,7.66,7.71,7.75,7.7700000000000005,7.79,7.8100000000000005,126.42,126.39,126.37,126.36,126.35000000000001,126.32000000000001,126.3,126.28,126.21000000000001,26.04,25.73,25.57,25.37,25.18,25,24.8,24.62,24.23,N/A,N/A -2012,5,27,0,30,101600,100440,99320,82.59,0,7.07,7.76,7.930000000000001,8.03,8.11,8.16,8.21,8.26,8.33,123.44,123.46000000000001,123.5,123.51,123.52,123.52,123.52,123.52,123.5,25.94,25.64,25.48,25.29,25.1,24.92,24.72,24.54,24.17,N/A,N/A -2012,5,27,1,30,101560,100400,99280,83.09,0,7.88,8.67,8.84,8.94,9,9.03,9.05,9.06,9.05,125.39,125.36,125.36,125.36,125.36,125.36,125.36,125.37,125.37,25.97,25.66,25.490000000000002,25.3,25.11,24.92,24.73,24.54,24.16,N/A,N/A -2012,5,27,2,30,101560,100400,99280,79.29,0,7.96,8.790000000000001,8.96,9.06,9.120000000000001,9.16,9.18,9.19,9.200000000000001,130.23,130,129.93,129.87,129.82,129.79,129.76,129.74,129.71,26.04,25.72,25.55,25.35,25.16,24.97,24.78,24.6,24.22,N/A,N/A -2012,5,27,3,30,101540,100380,99260,81.47,0,8.39,9.15,9.34,9.43,9.5,9.55,9.58,9.61,9.67,127.87,128.4,128.62,128.84,129.03,129.21,129.4,129.58,129.94,25.79,25.490000000000002,25.330000000000002,25.14,24.96,24.79,24.6,24.43,24.07,N/A,N/A -2012,5,27,4,30,101520,100360,99240,81.78,0,7.83,8.69,8.9,9.03,9.120000000000001,9.19,9.24,9.290000000000001,9.34,132.19,132.05,132.03,132.03,132.04,132.05,132.08,132.1,132.16,25.740000000000002,25.41,25.23,25.04,24.84,24.650000000000002,24.46,24.27,23.89,N/A,N/A -2012,5,27,5,30,101510,100350,99230,81.28,0,7.140000000000001,7.83,8,8.1,8.17,8.23,8.27,8.3,8.370000000000001,138.17000000000002,138.41,138.6,138.81,139.01,139.21,139.43,139.62,140.06,25.77,25.45,25.28,25.09,24.900000000000002,24.72,24.53,24.35,23.97,N/A,N/A -2012,5,27,6,30,101510,100350,99230,82.5,0,7.15,7.72,7.87,7.95,8,8.040000000000001,8.08,8.1,8.16,141.09,141.4,141.51,141.61,141.73,141.84,141.97,142.1,142.43,25.69,25.36,25.19,24.990000000000002,24.8,24.62,24.43,24.25,23.89,N/A,N/A -2012,5,27,7,30,101530,100370,99250,86.05,0,7.08,7.73,7.890000000000001,7.98,8.05,8.1,8.15,8.18,8.23,141.68,141.87,141.96,142.05,142.14000000000001,142.23,142.32,142.4,142.58,25.560000000000002,25.21,25.03,24.830000000000002,24.64,24.45,24.26,24.07,23.69,N/A,N/A -2012,5,27,8,30,101520,100360,99240,84.17,0,6.92,7.51,7.640000000000001,7.71,7.76,7.79,7.82,7.83,7.86,145.29,145.43,145.53,145.63,145.72,145.8,145.89000000000001,145.97,146.14000000000001,25.64,25.29,25.12,24.92,24.72,24.54,24.34,24.16,23.77,N/A,N/A -2012,5,27,9,30,101510,100350,99230,83.56,0,6.13,6.6000000000000005,6.7,6.75,6.78,6.8100000000000005,6.83,6.8500000000000005,6.88,145.85,145.72,145.70000000000002,145.67000000000002,145.63,145.6,145.58,145.57,145.57,25.57,25.22,25.05,24.86,24.67,24.48,24.29,24.11,23.740000000000002,N/A,N/A -2012,5,27,10,30,101530,100370,99250,85.9,0,6.13,6.65,6.78,6.86,6.91,6.95,6.99,7.01,7.05,147.83,148.1,148.25,148.4,148.54,148.68,148.82,148.96,149.25,25.66,25.32,25.14,24.94,24.75,24.57,24.37,24.19,23.81,N/A,N/A -2012,5,27,11,30,101530,100370,99250,85.4,0,6.58,7.12,7.24,7.29,7.33,7.3500000000000005,7.36,7.36,7.36,139.42000000000002,139.56,139.70000000000002,139.85,140.01,140.16,140.34,140.51,140.94,25.72,25.38,25.2,25.01,24.82,24.63,24.44,24.26,23.88,N/A,N/A -2012,5,27,12,30,101550,100390,99270,85.92,0,5.95,6.43,6.54,6.6000000000000005,6.640000000000001,6.67,6.69,6.7,6.72,132.27,132.44,132.54,132.63,132.71,132.78,132.85,132.92000000000002,133.07,25.7,25.36,25.19,24.990000000000002,24.8,24.61,24.41,24.23,23.85,N/A,N/A -2012,5,27,13,30,101550,100390,99270,84.87,0,5.7700000000000005,6.2700000000000005,6.38,6.44,6.48,6.51,6.54,6.5600000000000005,6.58,133.69,133.8,133.83,133.87,133.91,133.96,134.02,134.06,134.2,25.86,25.52,25.35,25.150000000000002,24.96,24.77,24.580000000000002,24.39,24.01,N/A,N/A -2012,5,27,14,30,101580,100430,99300,85.57000000000001,0,5.89,6.3500000000000005,6.45,6.5,6.53,6.54,6.5600000000000005,6.5600000000000005,6.5600000000000005,130.91,131.29,131.5,131.69,131.86,132.02,132.18,132.32,132.64000000000001,25.810000000000002,25.47,25.3,25.1,24.91,24.72,24.52,24.34,23.96,N/A,N/A -2012,5,27,15,30,101570,100410,99290,87.13,0,5.91,6.38,6.48,6.5200000000000005,6.55,6.5600000000000005,6.57,6.57,6.55,124.8,125.19,125.26,125.3,125.34,125.36,125.37,125.37,125.39,25.76,25.41,25.240000000000002,25.04,24.85,24.66,24.46,24.28,23.89,N/A,N/A -2012,5,27,16,30,101570,100420,99290,86.57000000000001,0,5.89,6.3100000000000005,6.390000000000001,6.43,6.45,6.46,6.46,6.45,6.43,123.62,123.89,123.98,124.09,124.19,124.28,124.37,124.47,124.67,25.82,25.47,25.3,25.1,24.91,24.72,24.52,24.34,23.96,N/A,N/A -2012,5,27,17,30,101540,100390,99260,85.71000000000001,0,5.3,5.66,5.73,5.76,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.75,119.22,119.47,119.61,119.73,119.84,119.95,120.06,120.16,120.38,25.84,25.490000000000002,25.310000000000002,25.12,24.92,24.73,24.54,24.35,23.97,N/A,N/A -2012,5,27,18,30,101520,100370,99240,84.73,0,5.5200000000000005,5.91,5.99,6.0200000000000005,6.04,6.05,6.0600000000000005,6.0600000000000005,6.05,122.18,122.35000000000001,122.46000000000001,122.57000000000001,122.67,122.77,122.87,122.96000000000001,123.16,25.91,25.560000000000002,25.38,25.18,24.990000000000002,24.8,24.6,24.42,24.03,N/A,N/A -2012,5,27,19,30,101490,100330,99210,84.08,0,6.24,6.74,6.84,6.88,6.91,6.93,6.93,6.93,6.92,126.09,126.26,126.36,126.46000000000001,126.55,126.64,126.73,126.82000000000001,127.02,25.98,25.650000000000002,25.47,25.27,25.080000000000002,24.89,24.7,24.51,24.13,N/A,N/A -2012,5,27,20,30,101460,100300,99180,82.33,0,6.61,7.16,7.28,7.34,7.37,7.390000000000001,7.4,7.4,7.390000000000001,129.51,129.63,129.68,129.73,129.79,129.85,129.92000000000002,129.98,130.14000000000001,26.09,25.77,25.6,25.400000000000002,25.21,25.02,24.830000000000002,24.650000000000002,24.26,N/A,N/A -2012,5,27,21,30,101430,100270,99150,79.61,0,6.5,7.08,7.21,7.29,7.33,7.36,7.38,7.4,7.41,131.54,131.79,131.88,131.98,132.07,132.16,132.26,132.36,132.57,26.2,25.89,25.72,25.53,25.34,25.150000000000002,24.95,24.77,24.39,N/A,N/A -2012,5,27,22,30,101400,100250,99130,76.29,0,6.66,7.25,7.37,7.43,7.47,7.5,7.5,7.51,7.51,136.59,136.8,136.9,137,137.1,137.20000000000002,137.29,137.38,137.58,26.35,26.05,25.89,25.69,25.51,25.32,25.12,24.94,24.55,N/A,N/A -2012,5,27,23,30,101360,100210,99090,77.28,0,6.3500000000000005,6.88,6.98,7.0200000000000005,7.04,7.05,7.04,7.03,7,133.39000000000001,133.65,133.77,133.87,133.97,134.06,134.16,134.25,134.43,26.21,25.91,25.740000000000002,25.55,25.36,25.17,24.98,24.79,24.41,N/A,N/A -2012,5,28,0,30,101340,100180,99060,79.21000000000001,0,6,6.49,6.59,6.63,6.66,6.67,6.68,6.68,6.66,130.71,130.79,130.87,130.94,131.02,131.08,131.15,131.21,131.36,26,25.69,25.52,25.32,25.13,24.95,24.75,24.57,24.19,N/A,N/A -2012,5,28,1,30,101310,100150,99030,78.74,0,5.68,6.140000000000001,6.24,6.28,6.3100000000000005,6.32,6.32,6.32,6.3100000000000005,137.93,138,138.03,138.05,138.07,138.1,138.12,138.15,138.21,26.05,25.73,25.57,25.37,25.18,24.990000000000002,24.8,24.61,24.23,N/A,N/A -2012,5,28,2,30,101310,100150,99030,77.15,0,5.92,6.43,6.53,6.59,6.63,6.65,6.67,6.68,6.69,139.35,139.67000000000002,139.88,140.1,140.31,140.5,140.71,140.89000000000001,141.31,26.150000000000002,25.84,25.67,25.48,25.29,25.1,24.91,24.72,24.34,N/A,N/A -2012,5,28,3,30,101310,100160,99040,78.49,0,6.55,7.13,7.25,7.3100000000000005,7.3500000000000005,7.37,7.38,7.38,7.38,145.55,145.6,145.63,145.66,145.69,145.71,145.73,145.75,145.8,26.150000000000002,25.830000000000002,25.66,25.47,25.28,25.09,24.900000000000002,24.71,24.330000000000002,N/A,N/A -2012,5,28,4,30,101270,100120,99000,76.89,0,6.3100000000000005,6.8500000000000005,6.96,7,7.03,7.03,7.03,7.03,7,151.53,151.64000000000001,151.69,151.75,151.8,151.85,151.9,151.95000000000002,152.08,26.1,25.79,25.62,25.43,25.240000000000002,25.05,24.86,24.67,24.29,N/A,N/A -2012,5,28,5,30,101260,100110,98990,79.69,0,6.3500000000000005,6.9,7.01,7.07,7.1000000000000005,7.12,7.12,7.12,7.11,153.69,153.72,153.70000000000002,153.67000000000002,153.64000000000001,153.6,153.56,153.52,153.41,26.07,25.76,25.59,25.39,25.2,25.02,24.82,24.64,24.26,N/A,N/A -2012,5,28,6,30,101250,100100,98980,77.87,0,6.55,7.13,7.25,7.3100000000000005,7.3500000000000005,7.37,7.37,7.37,7.3500000000000005,157.19,157.17000000000002,157.20000000000002,157.25,157.31,157.37,157.46,157.54,157.76,26.21,25.89,25.71,25.52,25.330000000000002,25.14,24.94,24.76,24.37,N/A,N/A -2012,5,28,7,30,101270,100120,99000,78.33,0,6.55,7.1000000000000005,7.22,7.28,7.32,7.3500000000000005,7.36,7.38,7.38,161.66,161.8,161.85,161.9,161.94,161.99,162.03,162.08,162.17000000000002,26.25,25.93,25.76,25.57,25.38,25.19,25,24.810000000000002,24.43,N/A,N/A -2012,5,28,8,30,101250,100100,98980,74.28,0,6.25,6.82,6.96,7.04,7.1000000000000005,7.140000000000001,7.17,7.2,7.24,171.55,171.75,171.83,171.9,171.96,172.01,172.07,172.12,172.22,26.490000000000002,26.2,26.03,25.84,25.66,25.48,25.28,25.1,24.72,N/A,N/A -2012,5,28,9,30,101260,100110,98990,72.99,0,5.84,6.38,6.5,6.58,6.640000000000001,6.68,6.72,6.75,6.8100000000000005,172.14000000000001,172.24,172.24,172.22,172.20000000000002,172.19,172.17000000000002,172.14000000000001,172.11,26.650000000000002,26.36,26.2,26.01,25.82,25.64,25.45,25.27,24.89,N/A,N/A -2012,5,28,10,30,101280,100130,99010,76.74,0,5.61,6.1000000000000005,6.21,6.28,6.32,6.36,6.38,6.4,6.44,168.32,168.46,168.52,168.6,168.67000000000002,168.74,168.82,168.89000000000001,169.06,26.51,26.21,26.05,25.85,25.66,25.48,25.29,25.1,24.72,N/A,N/A -2012,5,28,11,30,101300,100150,99030,75.49,0,4.84,5.28,5.38,5.43,5.47,5.5,5.5200000000000005,5.54,5.58,174.13,174.19,174.19,174.18,174.18,174.17000000000002,174.17000000000002,174.16,174.14000000000001,26.7,26.41,26.25,26.05,25.87,25.68,25.490000000000002,25.310000000000002,24.93,N/A,N/A -2012,5,28,12,30,101330,100170,99060,75.89,0,5.4,5.9,6,6.0600000000000005,6.1000000000000005,6.12,6.13,6.140000000000001,6.140000000000001,170.28,170.13,170.08,170.03,169.96,169.89000000000001,169.82,169.75,169.6,26.77,26.48,26.310000000000002,26.11,25.93,25.740000000000002,25.54,25.36,24.97,N/A,N/A -2012,5,28,13,30,101340,100190,99070,77.51,0,5.89,6.38,6.47,6.51,6.5200000000000005,6.53,6.5200000000000005,6.5200000000000005,6.48,172.58,172.42000000000002,172.4,172.37,172.34,172.31,172.29,172.27,172.21,26.63,26.34,26.17,25.98,25.79,25.61,25.41,25.23,24.85,N/A,N/A -2012,5,28,14,30,101360,100210,99090,78.98,0,5.19,5.5600000000000005,5.62,5.65,5.66,5.66,5.65,5.64,5.61,164.88,165.22,165.49,165.75,166,166.24,166.5,166.76,167.37,26.35,26.04,25.87,25.68,25.5,25.310000000000002,25.12,24.94,24.57,N/A,N/A -2012,5,28,15,30,101380,100230,99110,81.48,0,4.86,5.22,5.29,5.33,5.3500000000000005,5.36,5.37,5.37,5.37,168.70000000000002,168.29,168.04,167.77,167.51,167.27,167.01,166.76,166.21,26.310000000000002,25.990000000000002,25.82,25.62,25.44,25.25,25.060000000000002,24.87,24.5,N/A,N/A -2012,5,28,16,30,101390,100230,99110,86.3,0,5.34,5.64,5.67,5.67,5.66,5.63,5.61,5.59,5.57,159.49,158.63,158.15,157.65,157.17000000000002,156.69,156.18,155.71,154.82,25.62,25.28,25.11,24.92,24.740000000000002,24.57,24.39,24.23,23.91,N/A,N/A -2012,5,28,17,30,101360,100200,99080,86.56,0,5.11,5.43,5.49,5.5200000000000005,5.54,5.54,5.55,5.55,5.55,160.88,161.37,161.72,162.08,162.43,162.79,163.21,163.62,164.72,25.68,25.32,25.150000000000002,24.95,24.76,24.57,24.38,24.2,23.84,N/A,N/A -2012,5,28,18,30,101350,100190,99070,88.23,5.9,6.03,6.5200000000000005,6.63,6.7,6.74,6.7700000000000005,6.8,6.8100000000000005,6.8500000000000005,167.9,167.92000000000002,167.84,167.77,167.69,167.62,167.56,167.5,167.45000000000002,25.77,25.42,25.240000000000002,25.04,24.86,24.68,24.48,24.310000000000002,23.94,N/A,N/A -2012,5,28,19,30,101350,100200,99080,87.35000000000001,0,5.14,5.49,5.57,5.61,5.63,5.65,5.66,5.67,5.68,195.75,195.67000000000002,195.61,195.52,195.41,195.28,195.12,194.96,194.5,25.7,25.35,25.17,24.97,24.79,24.6,24.41,24.22,23.85,N/A,N/A -2012,5,28,20,30,101300,100140,99020,82.98,0,5.1000000000000005,5.44,5.51,5.54,5.5600000000000005,5.57,5.57,5.58,5.59,183.03,182.92000000000002,182.87,182.83,182.8,182.79,182.79,182.81,182.91,25.87,25.53,25.36,25.16,24.98,24.79,24.6,24.42,24.060000000000002,N/A,N/A -2012,5,28,21,30,101260,100110,98990,84.75,0,4.89,5.22,5.29,5.32,5.34,5.3500000000000005,5.36,5.36,5.36,175.91,176.43,176.75,177.08,177.41,177.75,178.13,178.51,179.63,25.830000000000002,25.48,25.310000000000002,25.11,24.92,24.73,24.54,24.36,23.990000000000002,N/A,N/A -2012,5,28,22,30,101240,100090,98970,87.28,0,4.25,4.51,4.57,4.59,4.61,4.61,4.62,4.62,4.63,179.36,179.82,180.09,180.36,180.64000000000001,180.93,181.26,181.57,182.4,25.86,25.52,25.34,25.150000000000002,24.95,24.76,24.57,24.39,24,N/A,N/A -2012,5,28,23,30,101210,100060,98940,87.15,0,4.91,5.23,5.29,5.3,5.3100000000000005,5.3100000000000005,5.3,5.29,5.26,183.76,184.19,184.45000000000002,184.74,185.02,185.3,185.61,185.92000000000002,186.65,26.07,25.73,25.560000000000002,25.37,25.18,24.990000000000002,24.8,24.61,24.240000000000002,N/A,N/A -2012,5,29,0,30,101190,100040,98920,86.54,0,5.1000000000000005,5.49,5.58,5.62,5.66,5.68,5.69,5.71,5.73,181.57,181.62,181.64000000000001,181.68,181.73,181.79,181.86,181.93,182.13,26.09,25.76,25.59,25.39,25.2,25.01,24.82,24.63,24.25,N/A,N/A -2012,5,29,1,30,101170,100010,98900,84.57000000000001,0,5.69,6.140000000000001,6.23,6.2700000000000005,6.3,6.32,6.33,6.34,6.34,189.56,189.65,189.76,189.86,189.96,190.07,190.18,190.29,190.56,26.240000000000002,25.92,25.75,25.560000000000002,25.37,25.18,24.990000000000002,24.810000000000002,24.43,N/A,N/A -2012,5,29,2,30,101180,100030,98910,83.62,0,6.36,6.890000000000001,7.01,7.0600000000000005,7.1000000000000005,7.12,7.13,7.140000000000001,7.140000000000001,184.18,184.32,184.42000000000002,184.5,184.59,184.67000000000002,184.75,184.83,185.02,26.310000000000002,26,25.830000000000002,25.63,25.44,25.26,25.060000000000002,24.88,24.5,N/A,N/A -2012,5,29,3,30,101190,100040,98920,79.41,0,6.83,7.43,7.55,7.6000000000000005,7.640000000000001,7.65,7.66,7.66,7.65,187.02,187.02,187.06,187.12,187.16,187.21,187.26,187.31,187.42000000000002,26.48,26.18,26.01,25.82,25.63,25.44,25.25,25.07,24.69,N/A,N/A -2012,5,29,4,30,101200,100050,98930,76.37,0,6.48,7.05,7.17,7.23,7.2700000000000005,7.29,7.3100000000000005,7.32,7.33,192.91,193.1,193.24,193.37,193.48000000000002,193.6,193.71,193.81,194.03,26.53,26.240000000000002,26.07,25.87,25.69,25.51,25.310000000000002,25.13,24.75,N/A,N/A -2012,5,29,5,30,101190,100030,98920,78.52,0,6.61,7.17,7.3,7.36,7.4,7.43,7.45,7.47,7.5,197.55,197.59,197.69,197.83,197.97,198.12,198.29,198.45000000000002,198.84,26.38,26.07,25.900000000000002,25.71,25.52,25.34,25.150000000000002,24.97,24.6,N/A,N/A -2012,5,29,6,30,101240,100090,98970,78.34,0,6.69,7.24,7.33,7.38,7.390000000000001,7.4,7.390000000000001,7.38,7.34,203.79,203.70000000000002,203.62,203.55,203.47,203.41,203.34,203.27,203.12,26.41,26.07,25.89,25.69,25.5,25.310000000000002,25.12,24.93,24.55,N/A,N/A -2012,5,29,7,30,101280,100120,99010,74.51,0,6.640000000000001,7.19,7.3100000000000005,7.36,7.390000000000001,7.4,7.4,7.4,7.38,206.91,207.01,207.03,207.03,207.02,207.02,207,206.98000000000002,206.94,26.560000000000002,26.240000000000002,26.07,25.87,25.68,25.490000000000002,25.29,25.11,24.72,N/A,N/A -2012,5,29,8,30,101300,100150,99030,73.69,0,6.13,6.65,6.78,6.8500000000000005,6.91,6.95,6.98,7,7.04,209.02,209.13,209.12,209.09,209.07,209.03,208.99,208.95000000000002,208.86,26.52,26.19,26.02,25.82,25.63,25.44,25.25,25.060000000000002,24.68,N/A,N/A -2012,5,29,9,30,101280,100130,99010,74.31,0,6.34,6.9,7.03,7.11,7.17,7.21,7.25,7.2700000000000005,7.32,207.22,207.41,207.54,207.66,207.76,207.86,207.96,208.04,208.21,26.51,26.18,26.01,25.810000000000002,25.62,25.43,25.23,25.04,24.66,N/A,N/A -2012,5,29,10,30,101290,100140,99020,76.07000000000001,0,6.69,7.28,7.42,7.5,7.55,7.59,7.61,7.63,7.65,218.09,217.94,217.85,217.76,217.67000000000002,217.59,217.51,217.44,217.29,26.44,26.11,25.93,25.73,25.54,25.35,25.150000000000002,24.97,24.580000000000002,N/A,N/A -2012,5,29,11,30,101300,100150,99030,77.12,0,7.28,7.84,7.96,8.01,8.040000000000001,8.05,8.040000000000001,8.040000000000001,8.01,215.72,215.59,215.43,215.25,215.07,214.89000000000001,214.71,214.54,214.17000000000002,26.34,26.01,25.84,25.63,25.44,25.25,25.05,24.86,24.48,N/A,N/A -2012,5,29,12,30,101310,100150,99040,75.68,0,6.44,6.96,7.09,7.17,7.22,7.26,7.3,7.33,7.38,218.65,218.6,218.57,218.55,218.52,218.5,218.48000000000002,218.46,218.41,26.37,26.04,25.86,25.66,25.48,25.29,25.09,24.91,24.53,N/A,N/A -2012,5,29,13,30,101340,100190,99070,78.38,0,6.43,6.98,7.11,7.18,7.24,7.28,7.3,7.33,7.36,219.57,219.53,219.52,219.51,219.5,219.49,219.48000000000002,219.48000000000002,219.47,26.34,25.990000000000002,25.82,25.62,25.42,25.23,25.03,24.85,24.46,N/A,N/A -2012,5,29,14,30,101370,100220,99100,78.52,0,6.7,7.26,7.390000000000001,7.46,7.5,7.53,7.55,7.5600000000000005,7.5600000000000005,223.46,223.35,223.29,223.23000000000002,223.17000000000002,223.12,223.07,223.02,222.91,26.45,26.12,25.95,25.740000000000002,25.55,25.36,25.16,24.98,24.59,N/A,N/A -2012,5,29,15,30,101400,100240,99130,78.15,0,6.36,6.88,7,7.0600000000000005,7.1000000000000005,7.140000000000001,7.15,7.17,7.19,222,221.81,221.78,221.74,221.72,221.70000000000002,221.68,221.66,221.64000000000001,26.490000000000002,26.16,25.990000000000002,25.79,25.6,25.41,25.21,25.03,24.64,N/A,N/A -2012,5,29,16,30,101390,100230,99120,77.51,0,5.82,6.28,6.4,6.46,6.51,6.55,6.58,6.61,6.65,225.27,225.31,225.36,225.42000000000002,225.47,225.53,225.59,225.66,225.81,26.55,26.22,26.05,25.85,25.66,25.48,25.29,25.1,24.73,N/A,N/A -2012,5,29,17,30,101400,100250,99130,79.79,0,6.09,6.54,6.63,6.67,6.7,6.71,6.71,6.71,6.7,219.24,219.32,219.41,219.49,219.56,219.62,219.68,219.75,219.87,26.53,26.19,26.02,25.82,25.63,25.44,25.240000000000002,25.060000000000002,24.68,N/A,N/A -2012,5,29,18,30,101370,100220,99110,79.73,0,6.41,6.9,7,7.05,7.07,7.09,7.09,7.09,7.07,208.38,208.71,208.88,209.03,209.16,209.29,209.41,209.52,209.73000000000002,26.68,26.34,26.17,25.97,25.77,25.59,25.39,25.2,24.82,N/A,N/A -2012,5,29,19,30,101340,100190,99070,78.4,0,6.6000000000000005,7.15,7.26,7.32,7.36,7.38,7.390000000000001,7.4,7.4,204.85,205.04,205.15,205.25,205.34,205.43,205.52,205.6,205.78,26.740000000000002,26.41,26.23,26.04,25.85,25.66,25.46,25.28,24.900000000000002,N/A,N/A -2012,5,29,20,30,101300,100150,99040,78.10000000000001,0,6.91,7.49,7.62,7.68,7.71,7.73,7.74,7.74,7.72,202.52,202.76,202.87,202.95000000000002,203.02,203.08,203.12,203.15,203.22,26.8,26.48,26.310000000000002,26.11,25.92,25.73,25.54,25.35,24.97,N/A,N/A -2012,5,29,21,30,101260,100110,99000,78.17,0,6.79,7.37,7.49,7.55,7.58,7.6000000000000005,7.61,7.61,7.6000000000000005,201.18,201.29,201.34,201.37,201.4,201.43,201.46,201.47,201.52,26.810000000000002,26.490000000000002,26.32,26.12,25.94,25.75,25.55,25.37,24.990000000000002,N/A,N/A -2012,5,29,22,30,101210,100060,98950,77.75,0,7.16,7.78,7.91,7.97,8.01,8.03,8.040000000000001,8.040000000000001,8.02,204.21,204.32,204.4,204.47,204.53,204.6,204.67000000000002,204.73000000000002,204.87,26.810000000000002,26.5,26.34,26.14,25.95,25.77,25.57,25.39,25.01,N/A,N/A -2012,5,29,23,30,101170,100030,98910,78.74,0,7.43,8.09,8.23,8.290000000000001,8.33,8.34,8.35,8.35,8.33,205.83,205.93,205.98000000000002,206.04,206.09,206.14000000000001,206.20000000000002,206.25,206.38,26.78,26.47,26.3,26.11,25.92,25.73,25.54,25.36,24.98,N/A,N/A -2012,5,30,0,30,101140,99990,98880,81,0,7.67,8.33,8.48,8.540000000000001,8.58,8.6,8.6,8.6,8.58,202.61,202.68,202.68,202.70000000000002,202.71,202.72,202.73000000000002,202.75,202.79,26.67,26.35,26.18,25.98,25.8,25.61,25.41,25.23,24.86,N/A,N/A -2012,5,30,1,30,101130,99980,98870,82.82000000000001,0,7.5,8.16,8.290000000000001,8.36,8.4,8.41,8.42,8.42,8.4,199.44,199.49,199.53,199.58,199.62,199.66,199.71,199.75,199.87,26.57,26.240000000000002,26.07,25.87,25.68,25.490000000000002,25.3,25.11,24.73,N/A,N/A -2012,5,30,2,30,101140,99990,98880,82.44,0,7.54,8.18,8.32,8.38,8.41,8.43,8.43,8.43,8.4,201.67000000000002,201.64000000000001,201.67000000000002,201.69,201.72,201.74,201.76,201.79,201.84,26.59,26.26,26.09,25.89,25.7,25.51,25.32,25.14,24.77,N/A,N/A -2012,5,30,3,30,101170,100020,98900,83.92,0,7.6000000000000005,8.27,8.41,8.47,8.52,8.540000000000001,8.540000000000001,8.540000000000001,8.52,201.33,201.37,201.4,201.42000000000002,201.45000000000002,201.47,201.51,201.54,201.61,26.51,26.17,26,25.8,25.62,25.43,25.23,25.05,24.67,N/A,N/A -2012,5,30,4,30,101160,100010,98900,82.75,0,7.25,7.87,8.01,8.07,8.11,8.120000000000001,8.13,8.13,8.11,205.20000000000002,205.24,205.27,205.3,205.33,205.35,205.38,205.41,205.46,26.580000000000002,26.26,26.09,25.89,25.7,25.51,25.32,25.14,24.76,N/A,N/A -2012,5,30,5,30,101140,99990,98870,83.86,0,7.15,7.74,7.87,7.930000000000001,7.97,7.99,8,8,7.99,204.87,204.79,204.78,204.77,204.77,204.77,204.78,204.79,204.82,26.490000000000002,26.150000000000002,25.98,25.78,25.6,25.41,25.22,25.04,24.66,N/A,N/A -2012,5,30,6,30,101160,100010,98890,85.98,0,7.33,7.97,8.11,8.19,8.23,8.26,8.27,8.28,8.27,199.26,199.29,199.29,199.28,199.27,199.25,199.23000000000002,199.20000000000002,199.15,26.39,26.04,25.87,25.66,25.48,25.28,25.09,24.900000000000002,24.52,N/A,N/A -2012,5,30,7,30,101190,100040,98930,84.2,0,6.91,7.54,7.68,7.76,7.82,7.8500000000000005,7.87,7.890000000000001,7.9,207.3,207.47,207.54,207.62,207.70000000000002,207.77,207.84,207.91,208.05,26.560000000000002,26.23,26.060000000000002,25.86,25.67,25.48,25.28,25.09,24.71,N/A,N/A -2012,5,30,8,30,101130,99980,98860,85.10000000000001,0,7.3100000000000005,7.92,8.06,8.13,8.18,8.2,8.22,8.23,8.22,204.87,204.77,204.67000000000002,204.58,204.52,204.47,204.42000000000002,204.38,204.3,26.3,25.95,25.77,25.57,25.37,25.19,24.990000000000002,24.8,24.42,N/A,N/A -2012,5,30,9,30,101170,100020,98910,86.35000000000001,0,5.9,6.38,6.5,6.57,6.63,6.66,6.69,6.71,6.75,203.49,203.66,203.74,203.81,203.86,203.9,203.93,203.97,204.02,26.29,25.93,25.76,25.560000000000002,25.37,25.17,24.97,24.79,24.400000000000002,N/A,N/A -2012,5,30,10,30,101160,100010,98890,80.33,0,6.1000000000000005,6.6000000000000005,6.73,6.8100000000000005,6.87,6.92,6.97,7.01,7.1000000000000005,206.23000000000002,205.81,205.62,205.45000000000002,205.31,205.19,205.09,204.99,204.86,26.32,25.97,25.8,25.6,25.41,25.23,25.03,24.85,24.48,N/A,N/A -2012,5,30,11,30,101200,100040,98930,80.02,0,5.32,5.73,5.83,5.88,5.91,5.94,5.95,5.97,5.98,210.05,210.11,210.13,210.13,210.13,210.11,210.09,210.06,209.97,26.490000000000002,26.150000000000002,25.98,25.78,25.59,25.400000000000002,25.2,25.02,24.64,N/A,N/A -2012,5,30,12,30,101220,100070,98950,83.36,0,5.73,6.2,6.3100000000000005,6.38,6.42,6.45,6.48,6.49,6.51,206.96,207.06,207.1,207.13,207.16,207.18,207.20000000000002,207.21,207.24,26.310000000000002,25.97,25.8,25.6,25.400000000000002,25.21,25.02,24.830000000000002,24.44,N/A,N/A -2012,5,30,13,30,101250,100100,98980,81.53,0,4.58,4.91,5,5.05,5.09,5.12,5.15,5.17,5.21,216.33,216.03,215.8,215.56,215.35,215.14000000000001,214.93,214.73000000000002,214.33,26.32,25.98,25.810000000000002,25.61,25.42,25.22,25.03,24.84,24.46,N/A,N/A -2012,5,30,14,30,101290,100140,99030,79.29,0,4.93,5.3,5.38,5.42,5.45,5.47,5.48,5.49,5.5,207.68,207.71,207.81,207.91,207.98000000000002,208.04,208.1,208.16,208.28,26.55,26.22,26.05,25.85,25.66,25.47,25.27,25.080000000000002,24.7,N/A,N/A -2012,5,30,15,30,101330,100180,99060,77.92,0,1.76,1.87,1.9000000000000001,1.9100000000000001,1.92,1.93,1.94,1.95,1.96,222.36,221.35,220.9,220.46,220.06,219.68,219.31,218.96,218.27,26.560000000000002,26.23,26.060000000000002,25.86,25.67,25.48,25.28,25.1,24.72,N/A,N/A -2012,5,30,16,30,101330,100180,99060,76.72,0,1.75,1.84,1.84,1.85,1.85,1.84,1.84,1.84,1.83,222.1,221.67000000000002,221.63,221.6,221.56,221.54,221.51,221.49,221.44,26.62,26.28,26.11,25.91,25.72,25.52,25.330000000000002,25.14,24.76,N/A,N/A -2012,5,30,17,30,101270,100120,99000,80.11,0,3.08,3.25,3.29,3.31,3.33,3.34,3.35,3.36,3.38,206.75,206.38,206.26,206.13,206.02,205.91,205.81,205.71,205.52,26.560000000000002,26.2,26.02,25.82,25.63,25.44,25.25,25.060000000000002,24.68,N/A,N/A -2012,5,30,18,30,101260,100110,99000,80.36,0,3.4,3.5700000000000003,3.6,3.6,3.6,3.6,3.6,3.6,3.59,202.86,202.9,202.97,203.02,203.06,203.1,203.14000000000001,203.18,203.26,26.650000000000002,26.29,26.11,25.91,25.71,25.52,25.330000000000002,25.14,24.75,N/A,N/A -2012,5,30,19,30,101220,100070,98950,79.3,0,3.62,3.8000000000000003,3.83,3.84,3.85,3.85,3.84,3.84,3.83,189,189.4,189.66,189.9,190.11,190.3,190.49,190.67000000000002,191.01,26.7,26.330000000000002,26.16,25.95,25.76,25.57,25.37,25.19,24.8,N/A,N/A -2012,5,30,20,30,101140,99990,98880,79.2,0,4.33,4.59,4.63,4.64,4.65,4.65,4.65,4.64,4.63,190.14000000000001,190.14000000000001,190.13,190.12,190.12,190.11,190.1,190.09,190.04,26.69,26.330000000000002,26.150000000000002,25.95,25.76,25.57,25.37,25.19,24.8,N/A,N/A -2012,5,30,21,30,101080,99930,98810,79.05,0,5.34,5.71,5.79,5.82,5.84,5.8500000000000005,5.86,5.86,5.8500000000000005,190.49,190.38,190.29,190.19,190.1,190,189.9,189.81,189.61,26.68,26.34,26.17,25.97,25.77,25.59,25.39,25.2,24.82,N/A,N/A -2012,5,30,22,30,101010,99860,98740,79.33,0,5.86,6.3100000000000005,6.41,6.46,6.5,6.53,6.55,6.5600000000000005,6.59,195.75,195.72,195.72,195.72,195.73000000000002,195.74,195.75,195.76,195.78,26.66,26.32,26.16,25.95,25.77,25.580000000000002,25.38,25.2,24.82,N/A,N/A -2012,5,30,23,30,100970,99820,98700,79.45,0,7.140000000000001,7.73,7.86,7.92,7.95,7.97,7.98,7.98,7.96,200.11,200.07,200.06,200.03,200.01,199.99,199.97,199.95000000000002,199.91,26.62,26.29,26.12,25.92,25.73,25.54,25.35,25.16,24.78,N/A,N/A -2012,5,31,0,30,100930,99790,98670,82.96000000000001,0,7.01,7.61,7.75,7.8100000000000005,7.86,7.890000000000001,7.9,7.91,7.91,196.99,197.19,197.27,197.32,197.35,197.39000000000001,197.4,197.42000000000002,197.44,26.490000000000002,26.150000000000002,25.98,25.78,25.59,25.400000000000002,25.2,25.01,24.63,N/A,N/A -2012,5,31,1,30,100910,99760,98650,79.15,0,6.5600000000000005,7.1000000000000005,7.23,7.3,7.34,7.37,7.390000000000001,7.4,7.41,186.88,187.1,187.24,187.33,187.39000000000001,187.43,187.46,187.48,187.49,26.53,26.2,26.03,25.830000000000002,25.64,25.45,25.26,25.07,24.69,N/A,N/A -2012,5,31,2,30,100880,99740,98630,79.53,0,7.21,7.83,7.97,8.05,8.1,8.13,8.15,8.17,8.19,189.76,189.61,189.55,189.5,189.47,189.43,189.4,189.37,189.32,26.490000000000002,26.150000000000002,25.98,25.77,25.59,25.400000000000002,25.2,25.02,24.64,N/A,N/A -2012,5,31,3,30,100920,99770,98660,77.64,0,7.390000000000001,8.040000000000001,8.19,8.27,8.32,8.35,8.370000000000001,8.39,8.41,185.15,185.25,185.37,185.47,185.55,185.63,185.71,185.78,185.92000000000002,26.560000000000002,26.240000000000002,26.060000000000002,25.87,25.68,25.490000000000002,25.3,25.11,24.73,N/A,N/A -2012,5,31,4,30,100920,99770,98660,81.02,0,7.38,8.05,8.21,8.3,8.36,8.4,8.43,8.45,8.47,191.58,191.84,191.89000000000001,191.91,191.93,191.94,191.95000000000002,191.96,191.96,26.43,26.09,25.91,25.71,25.51,25.32,25.13,24.94,24.55,N/A,N/A -2012,5,31,5,30,100860,99710,98600,81.41,0,8.33,9.1,9.27,9.36,9.42,9.46,9.49,9.5,9.52,179.13,179.75,179.97,180.15,180.3,180.44,180.58,180.69,180.93,26.37,26.02,25.84,25.64,25.44,25.25,25.060000000000002,24.87,24.490000000000002,N/A,N/A -2012,5,31,6,30,100890,99740,98630,79.51,0,8.61,9.31,9.48,9.55,9.59,9.6,9.61,9.61,9.59,178.75,179.21,179.5,179.75,179.97,180.17000000000002,180.37,180.55,180.94,26.45,26.11,25.94,25.73,25.55,25.36,25.17,24.98,24.61,N/A,N/A -2012,5,31,7,30,100890,99750,98630,80.61,0,7.99,8.74,8.94,9.06,9.15,9.22,9.27,9.32,9.39,177.42000000000002,177.94,178.22,178.49,178.73,178.95000000000002,179.15,179.35,179.71,26.42,26.07,25.900000000000002,25.69,25.5,25.3,25.11,24.92,24.53,N/A,N/A -2012,5,31,8,30,100920,99780,98660,82.27,0,7.3,7.97,8.14,8.25,8.33,8.39,8.44,8.48,8.540000000000001,189.26,188.67000000000002,188.48,188.31,188.15,188.02,187.89000000000001,187.78,187.56,26.43,26.09,25.91,25.7,25.51,25.32,25.12,24.93,24.55,N/A,N/A -2012,5,31,9,30,100880,99740,98630,79.42,0,7.98,8.69,8.88,8.98,9.05,9.1,9.13,9.16,9.21,188.06,188.17000000000002,188.16,188.11,188.06,187.99,187.9,187.82,187.61,26.51,26.17,26,25.8,25.61,25.42,25.23,25.04,24.67,N/A,N/A -2012,5,31,10,30,100910,99760,98650,80.76,0,7.32,7.94,8.09,8.15,8.19,8.22,8.22,8.23,8.21,186.41,186.56,186.70000000000002,186.83,186.94,187.04,187.15,187.25,187.47,26.48,26.14,25.96,25.76,25.57,25.38,25.19,25,24.61,N/A,N/A -2012,5,31,11,30,100920,99770,98660,77.7,0,6.42,6.93,7.07,7.140000000000001,7.2,7.23,7.26,7.29,7.33,195.69,195.36,195.25,195.17000000000002,195.11,195.06,195.02,194.99,194.95000000000002,26.72,26.400000000000002,26.240000000000002,26.04,25.85,25.66,25.47,25.29,24.91,N/A,N/A -2012,5,31,12,30,100940,99790,98680,78.2,0,6.2700000000000005,6.84,6.99,7.09,7.16,7.21,7.26,7.29,7.3500000000000005,196.78,196.76,196.73000000000002,196.70000000000002,196.66,196.62,196.57,196.52,196.43,26.72,26.400000000000002,26.23,26.03,25.84,25.650000000000002,25.45,25.27,24.88,N/A,N/A -2012,5,31,13,30,100960,99820,98700,80.59,0,6.65,7.2,7.33,7.41,7.46,7.5,7.53,7.5600000000000005,7.6000000000000005,204.19,204.42000000000002,204.46,204.48000000000002,204.5,204.52,204.53,204.53,204.54,26.63,26.310000000000002,26.13,25.93,25.740000000000002,25.55,25.36,25.17,24.79,N/A,N/A -2012,5,31,14,30,100970,99830,98710,80.74,0,6.17,6.8100000000000005,6.98,7.08,7.16,7.21,7.25,7.29,7.33,202.5,202.15,202.06,202,201.95000000000002,201.91,201.89000000000001,201.86,201.84,26.82,26.490000000000002,26.32,26.13,25.94,25.75,25.55,25.37,24.98,N/A,N/A -2012,5,31,15,30,101030,99880,98770,80.07000000000001,0,5.04,5.45,5.5600000000000005,5.63,5.68,5.71,5.74,5.76,5.79,210.55,210.64000000000001,210.70000000000002,210.75,210.78,210.82,210.85,210.87,210.92000000000002,26.830000000000002,26.51,26.34,26.14,25.95,25.76,25.560000000000002,25.38,25,N/A,N/A -2012,5,31,16,30,101050,99910,98790,80.60000000000001,0,5.34,5.76,5.86,5.91,5.94,5.96,5.97,5.97,5.97,212.39000000000001,212.37,212.31,212.27,212.25,212.22,212.21,212.20000000000002,212.17000000000002,26.97,26.64,26.48,26.27,26.09,25.89,25.7,25.51,25.13,N/A,N/A -2012,5,31,17,30,101040,99890,98780,80.2,0,5.91,6.36,6.47,6.5200000000000005,6.5600000000000005,6.58,6.6000000000000005,6.61,6.62,199.98000000000002,199.83,199.68,199.53,199.39000000000001,199.25,199.12,198.98000000000002,198.73000000000002,27.03,26.71,26.54,26.34,26.150000000000002,25.96,25.77,25.580000000000002,25.2,N/A,N/A -2012,5,31,18,30,101060,99910,98800,80.45,0,4.7700000000000005,5.12,5.2,5.25,5.28,5.3,5.32,5.33,5.34,205.01,204.96,204.98000000000002,204.99,204.99,204.99,204.98000000000002,204.98000000000002,204.96,27.07,26.740000000000002,26.560000000000002,26.36,26.17,25.98,25.79,25.6,25.22,N/A,N/A -2012,5,31,19,30,100990,99850,98740,77.37,0,5.74,6.16,6.23,6.26,6.2700000000000005,6.2700000000000005,6.26,6.25,6.22,191.92000000000002,191.92000000000002,191.9,191.85,191.79,191.73000000000002,191.66,191.59,191.4,27.17,26.85,26.68,26.48,26.29,26.1,25.91,25.72,25.34,N/A,N/A -2012,5,31,20,30,100890,99750,98640,81.57000000000001,0,7.25,7.87,8,8.06,8.1,8.120000000000001,8.14,8.15,8.15,188.1,188.43,188.58,188.73,188.87,189,189.14000000000001,189.26,189.53,27.09,26.76,26.59,26.39,26.2,26.01,25.82,25.63,25.25,N/A,N/A -2012,5,31,21,30,100890,99750,98640,81.85000000000001,0,5.53,5.96,6.05,6.09,6.11,6.12,6.13,6.13,6.12,209.45000000000002,209.13,209.08,209.14000000000001,209.22,209.32,209.45000000000002,209.58,209.88,27.07,26.76,26.6,26.400000000000002,26.21,26.02,25.830000000000002,25.64,25.26,N/A,N/A -2012,5,31,22,30,100950,99810,98700,82.45,0.7000000000000001,10.08,11.03,11.23,11.33,11.39,11.43,11.46,11.48,11.49,236.65,236.70000000000002,236.53,236.39000000000001,236.28,236.20000000000002,236.11,236.04,235.91,26.96,26.650000000000002,26.48,26.28,26.09,25.91,25.71,25.53,25.150000000000002,N/A,N/A -2012,5,31,23,30,101070,99910,98780,79.10000000000001,0,14.41,15.74,16.1,16.29,16.45,16.580000000000002,16.75,16.93,17.7,285.21,285.22,285.05,284.87,284.68,284.47,284.22,283.98,283.32,24.32,23.81,23.61,23.42,23.25,23.1,22.95,22.830000000000002,22.69,N/A,N/A -2012,6,1,0,30,100990,99840,98710,75.10000000000001,0,11.92,12.92,13.14,13.21,13.24,13.24,13.22,13.200000000000001,13.14,331.6,331.21,330.92,330.65000000000003,330.39,330.15000000000003,329.91,329.69,329.22,24.66,24.17,23.96,23.75,23.56,23.37,23.18,23,22.64,N/A,N/A -2012,6,1,1,30,100810,99660,98550,75.12,0,2.75,2.85,2.82,2.79,2.69,2.57,2.52,2.5,2.66,329.33,329.57,330.21,331.59000000000003,335.57,341.43,339.62,335.7,317.78000000000003,25.25,24.93,24.77,24.59,24.75,25.17,25.830000000000002,26.53,27.13,N/A,N/A -2012,6,1,2,30,100990,99840,98720,71.47,0,3.02,3.14,3.13,3.1,3.0500000000000003,2.99,2.88,2.77,2.49,66.57000000000001,67.03,67.04,67.05,67.03,66.99,67.38,67.91,68.54,26.080000000000002,25.76,25.6,25.42,25.26,25.11,24.990000000000002,24.900000000000002,24.79,N/A,N/A -2012,6,1,3,30,101000,99850,98730,77.78,0,3.09,3.2,3.21,3.2,3.19,3.17,3.14,3.11,3.0300000000000002,102.99000000000001,103.3,102.56,101.85000000000001,101.12,100.39,99.46000000000001,98.56,94.7,25.72,25.38,25.21,25.02,24.830000000000002,24.64,24.46,24.28,23.93,N/A,N/A -2012,6,1,4,30,101070,99920,98800,77.16,0,3.48,3.63,3.65,3.65,3.63,3.62,3.59,3.5700000000000003,3.52,181.71,181.56,181.54,181.52,181.51,181.51,181.51,181.51,181.54,25.82,25.47,25.3,25.09,24.91,24.71,24.52,24.330000000000002,23.95,N/A,N/A -2012,6,1,5,30,101090,99940,98820,70.58,0,2.45,2.61,2.66,2.69,2.72,2.74,2.7600000000000002,2.79,2.84,185.43,186.74,187.35,187.96,188.55,189.13,189.75,190.34,191.67000000000002,26.35,26.03,25.86,25.66,25.47,25.29,25.1,24.93,24.560000000000002,N/A,N/A -2012,6,1,6,30,101140,99990,98870,74.3,0,2.52,2.67,2.71,2.73,2.75,2.77,2.79,2.81,2.85,209.39000000000001,210.57,211.25,211.98000000000002,212.70000000000002,213.45000000000002,214.3,215.13,217.29,26.35,26.02,25.85,25.650000000000002,25.46,25.27,25.080000000000002,24.900000000000002,24.54,N/A,N/A -2012,6,1,7,30,101180,100030,98910,72.45,0,2.56,2.69,2.72,2.72,2.73,2.74,2.74,2.75,2.74,223.81,224.74,225.28,225.83,226.3,226.75,227.21,227.63,228.49,26.54,26.21,26.04,25.85,25.66,25.47,25.28,25.09,24.71,N/A,N/A -2012,6,1,8,30,101200,100050,98930,75.91,0,2.95,3.0700000000000003,3.08,3.0700000000000003,3.0500000000000003,3.04,3.0300000000000002,3.0100000000000002,2.97,233.19,233.5,233.66,233.84,234.01,234.19,234.38,234.56,234.98000000000002,26.42,26.080000000000002,25.91,25.71,25.52,25.330000000000002,25.14,24.96,24.57,N/A,N/A -2012,6,1,9,30,101210,100060,98950,78.91,0,2.93,3.11,3.15,3.17,3.19,3.19,3.21,3.21,3.22,227.77,228.66,229.07,229.48000000000002,229.86,230.23000000000002,230.6,230.94,231.67000000000002,26.38,26.05,25.88,25.68,25.490000000000002,25.310000000000002,25.11,24.93,24.54,N/A,N/A -2012,6,1,10,30,101240,100090,98970,82.09,0.7000000000000001,3.96,4.24,4.29,4.3100000000000005,4.33,4.33,4.33,4.33,4.32,257.99,258.93,259.23,259.5,259.73,259.93,260.11,260.29,260.61,26.26,25.91,25.740000000000002,25.54,25.35,25.16,24.96,24.78,24.39,N/A,N/A -2012,6,1,11,30,101290,100140,99020,77.52,0,4.91,5.19,5.24,5.25,5.25,5.24,5.22,5.21,5.16,289.85,290,290.02,290.06,290.09000000000003,290.13,290.17,290.22,290.34000000000003,26.23,25.87,25.7,25.5,25.310000000000002,25.12,24.92,24.740000000000002,24.36,N/A,N/A -2012,6,1,12,30,101330,100170,99050,81.82000000000001,0,3.83,4.03,4.07,4.08,4.08,4.08,4.08,4.08,4.0600000000000005,314.59000000000003,315.27,315.81,316.34000000000003,316.84000000000003,317.31,317.81,318.28000000000003,319.32,26.05,25.69,25.51,25.32,25.12,24.94,24.740000000000002,24.560000000000002,24.18,N/A,N/A -2012,6,1,13,30,101390,100230,99110,83.56,0,4.05,4.26,4.29,4.3,4.29,4.29,4.28,4.26,4.24,326.08,327.53000000000003,328.35,329.2,329.98,330.76,331.55,332.31,333.91,26.16,25.810000000000002,25.63,25.44,25.25,25.060000000000002,24.87,24.68,24.310000000000002,N/A,N/A -2012,6,1,14,30,101410,100250,99130,84.60000000000001,0,5.25,5.55,5.6000000000000005,5.62,5.62,5.61,5.6000000000000005,5.59,5.5600000000000005,32.62,32.06,31.84,31.62,31.42,31.220000000000002,31,30.79,30.3,25.34,24.94,24.76,24.560000000000002,24.36,24.18,23.990000000000002,23.8,23.43,N/A,N/A -2012,6,1,15,30,101420,100260,99140,79.34,0,6.41,6.82,6.890000000000001,6.9,6.890000000000001,6.87,6.84,6.8,6.71,37.81,37.97,38.02,38.07,38.08,38.09,38.09,38.08,37.97,25.54,25.13,24.95,24.75,24.55,24.37,24.17,23.990000000000002,23.62,N/A,N/A -2012,6,1,16,30,101430,100270,99150,73.82000000000001,0,5.65,5.99,6.0600000000000005,6.08,6.09,6.09,6.08,6.07,6.0600000000000005,62.120000000000005,62.04,61.92,61.800000000000004,61.67,61.54,61.36,61.18,60.620000000000005,25.91,25.54,25.36,25.17,24.98,24.8,24.61,24.44,24.080000000000002,N/A,N/A -2012,6,1,17,30,101440,100280,99160,74.12,0,5.29,5.6000000000000005,5.64,5.64,5.62,5.6000000000000005,5.5600000000000005,5.54,5.44,101.3,101.14,101.03,100.9,100.79,100.66,100.5,100.34,99.83,26.12,25.76,25.59,25.39,25.2,25.02,24.84,24.66,24.3,N/A,N/A -2012,6,1,18,30,101410,100260,99140,73.81,0,4.67,4.92,4.95,4.95,4.93,4.9,4.87,4.83,4.73,125.51,125.25,125.11,124.97,124.82000000000001,124.66,124.45,124.23,123.49000000000001,26.330000000000002,25.98,25.8,25.61,25.43,25.25,25.05,24.88,24.53,N/A,N/A -2012,6,1,19,30,101380,100220,99110,74,0,4.16,4.36,4.38,4.36,4.34,4.32,4.28,4.23,4.12,127.42,127.26,127.19,127.11,127.01,126.89,126.75,126.60000000000001,126.06,26.580000000000002,26.23,26.060000000000002,25.86,25.68,25.5,25.310000000000002,25.14,24.79,N/A,N/A -2012,6,1,20,30,101320,100170,99050,75.21000000000001,0,3.5300000000000002,3.68,3.69,3.68,3.66,3.63,3.6,3.5700000000000003,3.47,137.34,137.27,137.22,137.15,137.07,137,136.88,136.77,136.41,26.73,26.37,26.2,26,25.82,25.63,25.44,25.26,24.900000000000002,N/A,N/A -2012,6,1,21,30,101270,100120,99010,74.71000000000001,0,3.46,3.62,3.63,3.62,3.61,3.59,3.56,3.54,3.48,145.82,145.81,145.74,145.68,145.61,145.54,145.44,145.33,145.03,26.88,26.54,26.37,26.17,25.98,25.8,25.61,25.43,25.060000000000002,N/A,N/A -2012,6,1,22,30,101240,100090,98980,75.85000000000001,0,4.04,4.25,4.2700000000000005,4.2700000000000005,4.25,4.24,4.22,4.2,4.14,145.77,145.61,145.49,145.34,145.17000000000002,144.99,144.74,144.46,143.45000000000002,26.94,26.6,26.43,26.240000000000002,26.060000000000002,25.88,25.69,25.52,25.19,N/A,N/A -2012,6,1,23,30,101230,100080,98960,78.16,0,4.74,5.03,5.07,5.07,5.0600000000000005,5.04,5.0200000000000005,5,4.94,147.25,147.12,147.03,146.93,146.82,146.69,146.53,146.37,145.82,26.86,26.54,26.38,26.18,26,25.810000000000002,25.62,25.45,25.09,N/A,N/A -2012,6,2,0,30,101200,100050,98930,77.68,0,4.65,4.94,4.97,4.97,4.97,4.95,4.93,4.9,4.83,154.17000000000002,153.99,153.87,153.73,153.55,153.36,153.08,152.78,151.41,26.87,26.55,26.39,26.19,26.01,25.830000000000002,25.64,25.47,25.13,N/A,N/A -2012,6,2,1,30,101180,100030,98920,78.67,0,5.0600000000000005,5.38,5.41,5.41,5.4,5.38,5.36,5.33,5.28,145.66,145.47,145.33,145.15,144.94,144.69,144.3,143.88,141.37,26.830000000000002,26.52,26.35,26.16,25.98,25.8,25.62,25.45,25.18,N/A,N/A -2012,6,2,2,30,101220,100070,98960,79.35000000000001,0,5.28,5.62,5.67,5.68,5.67,5.66,5.64,5.61,5.5600000000000005,152.26,151.99,151.82,151.62,151.38,151.11,150.71,150.3,148.62,26.810000000000002,26.5,26.330000000000002,26.14,25.96,25.78,25.6,25.43,25.1,N/A,N/A -2012,6,2,3,30,101250,100100,98980,79.9,0,4.96,5.26,5.3100000000000005,5.3100000000000005,5.3,5.28,5.26,5.23,5.16,162.22,162.09,161.97,161.82,161.65,161.45000000000002,161.14000000000001,160.82,159.20000000000002,26.78,26.46,26.3,26.11,25.92,25.740000000000002,25.560000000000002,25.39,25.07,N/A,N/A -2012,6,2,4,30,101260,100110,98990,79.64,0,5.3100000000000005,5.66,5.71,5.72,5.71,5.7,5.68,5.66,5.62,167.32,167.15,167.02,166.84,166.65,166.42000000000002,166.1,165.76,164.20000000000002,26.82,26.5,26.34,26.14,25.96,25.78,25.6,25.43,25.12,N/A,N/A -2012,6,2,5,30,101300,100150,99040,80,0,4.91,5.24,5.3,5.32,5.33,5.34,5.34,5.33,5.33,169.23,168.95000000000002,168.78,168.58,168.37,168.15,167.87,167.57,166.71,26.8,26.48,26.32,26.13,25.95,25.76,25.580000000000002,25.400000000000002,25.060000000000002,N/A,N/A -2012,6,2,6,30,101360,100210,99100,80.71000000000001,0,5.3500000000000005,5.7,5.76,5.7700000000000005,5.78,5.7700000000000005,5.75,5.73,5.67,174.25,174.23,174.26,174.28,174.3,174.3,174.3,174.3,174.29,26.78,26.44,26.27,26.060000000000002,25.88,25.69,25.490000000000002,25.310000000000002,24.93,N/A,N/A -2012,6,2,7,30,101410,100260,99140,79.88,0,4.75,5.05,5.11,5.15,5.17,5.19,5.21,5.22,5.26,182.78,182.64000000000001,182.48,182.29,182.09,181.88,181.65,181.43,180.86,26.810000000000002,26.47,26.310000000000002,26.11,25.93,25.740000000000002,25.55,25.37,25.01,N/A,N/A -2012,6,2,8,30,101380,100230,99110,81.33,0,3.88,4.15,4.22,4.2700000000000005,4.3,4.33,4.36,4.38,4.43,178.62,178.56,178.57,178.58,178.58,178.57,178.56,178.53,178.45000000000002,26.71,26.37,26.2,26,25.810000000000002,25.62,25.43,25.240000000000002,24.86,N/A,N/A -2012,6,2,9,30,101390,100240,99130,81.3,0,4.97,5.26,5.3,5.3100000000000005,5.3100000000000005,5.3,5.29,5.2700000000000005,5.24,203.87,202.81,202.26,201.67000000000002,201.12,200.58,200.02,199.47,198.33,26.740000000000002,26.400000000000002,26.23,26.03,25.84,25.650000000000002,25.45,25.27,24.89,N/A,N/A -2012,6,2,10,30,101390,100240,99120,81.01,0,4.74,5.08,5.17,5.22,5.25,5.28,5.3,5.32,5.3500000000000005,193.45000000000002,193.26,193.13,193,192.88,192.75,192.63,192.51,192.27,26.72,26.38,26.2,26,25.810000000000002,25.62,25.43,25.25,24.86,N/A,N/A -2012,6,2,11,30,101400,100240,99130,83.3,0,4,4.23,4.28,4.29,4.3100000000000005,4.3100000000000005,4.32,4.32,4.32,190.29,190.69,190.96,191.23000000000002,191.46,191.70000000000002,191.94,192.16,192.62,26.580000000000002,26.240000000000002,26.060000000000002,25.86,25.67,25.48,25.28,25.1,24.72,N/A,N/A -2012,6,2,12,30,101460,100310,99190,82.96000000000001,0,4.2,4.5,4.57,4.62,4.66,4.69,4.72,4.73,4.7700000000000005,220.89000000000001,220.23000000000002,219.8,219.43,219.11,218.8,218.52,218.27,217.75,26.84,26.51,26.330000000000002,26.13,25.94,25.75,25.55,25.37,24.990000000000002,N/A,N/A -2012,6,2,13,30,101430,100270,99160,83.34,0,2.87,3.0500000000000003,3.1,3.14,3.17,3.2,3.23,3.25,3.31,196.41,196.56,196.64000000000001,196.74,196.82,196.89000000000001,196.96,197.04,197.20000000000002,26.76,26.42,26.25,26.05,25.86,25.67,25.48,25.29,24.91,N/A,N/A -2012,6,2,14,30,101480,100330,99220,84.07000000000001,0,3.56,3.73,3.7600000000000002,3.77,3.77,3.7600000000000002,3.7600000000000002,3.75,3.74,203.46,203.63,203.69,203.73000000000002,203.79,203.84,203.89000000000001,203.94,204.09,26.76,26.42,26.240000000000002,26.04,25.85,25.66,25.47,25.29,24.900000000000002,N/A,N/A -2012,6,2,15,30,101520,100370,99250,84.67,0,3.6,3.84,3.91,3.96,4,4.03,4.0600000000000005,4.09,4.15,211.36,212.52,212.94,213.29,213.6,213.88,214.14000000000001,214.38,214.84,26.89,26.560000000000002,26.38,26.19,26,25.810000000000002,25.62,25.43,25.060000000000002,N/A,N/A -2012,6,2,16,30,101500,100350,99230,83.63,0,4.37,4.64,4.7,4.73,4.75,4.76,4.7700000000000005,4.78,4.78,211.28,211.26,211.24,211.21,211.17000000000002,211.13,211.08,211.03,210.91,27.02,26.67,26.5,26.3,26.11,25.92,25.73,25.54,25.16,N/A,N/A -2012,6,2,17,30,101500,100350,99240,85.39,0,3.79,4.03,4.09,4.12,4.15,4.17,4.19,4.21,4.23,214.99,214.97,214.97,214.96,214.95000000000002,214.94,214.93,214.91,214.89000000000001,27,26.650000000000002,26.47,26.27,26.080000000000002,25.89,25.69,25.51,25.12,N/A,N/A -2012,6,2,18,30,101480,100330,99210,84.09,0,4.67,4.98,5.0600000000000005,5.1000000000000005,5.13,5.15,5.17,5.19,5.22,220.44,220.24,220.11,219.96,219.83,219.68,219.52,219.36,218.99,27.04,26.69,26.51,26.310000000000002,26.12,25.93,25.740000000000002,25.55,25.17,N/A,N/A -2012,6,2,19,30,101470,100320,99200,82.9,0,4.66,4.95,5.01,5.04,5.05,5.0600000000000005,5.0600000000000005,5.07,5.07,220.54,220.32,220.17000000000002,220.01,219.85,219.68,219.5,219.32,218.87,27.1,26.740000000000002,26.560000000000002,26.36,26.17,25.98,25.79,25.6,25.22,N/A,N/A -2012,6,2,20,30,101430,100280,99170,84.09,0,3.5300000000000002,3.8000000000000003,3.88,3.94,3.99,4.03,4.07,4.11,4.18,217.93,217.36,217.09,216.83,216.6,216.38,216.16,215.94,215.5,27.150000000000002,26.8,26.62,26.42,26.23,26.04,25.84,25.66,25.28,N/A,N/A -2012,6,2,21,30,101390,100240,99130,83.99,0,3.42,3.64,3.71,3.7600000000000002,3.8000000000000003,3.83,3.86,3.89,3.96,215.37,215.35,215.29,215.22,215.16,215.11,215.05,215,214.9,27.14,26.79,26.62,26.42,26.23,26.03,25.84,25.650000000000002,25.27,N/A,N/A -2012,6,2,22,30,101370,100220,99110,83.72,0,4.7700000000000005,5.11,5.19,5.23,5.26,5.28,5.3,5.3100000000000005,5.33,203.86,203.6,203.43,203.23000000000002,203.04,202.86,202.67000000000002,202.48000000000002,202.09,27.16,26.82,26.650000000000002,26.45,26.26,26.07,25.87,25.69,25.310000000000002,N/A,N/A -2012,6,2,23,30,101330,100190,99070,81.42,0,5.48,5.88,5.96,5.99,6.0200000000000005,6.03,6.03,6.04,6.04,184.62,184.59,184.58,184.54,184.48,184.42000000000002,184.33,184.23,183.97,27.22,26.900000000000002,26.73,26.53,26.35,26.16,25.97,25.78,25.41,N/A,N/A -2012,6,3,0,30,101310,100160,99050,82.12,0,4.88,5.24,5.32,5.36,5.39,5.41,5.42,5.43,5.45,179.16,179.25,179.33,179.4,179.46,179.52,179.57,179.61,179.72,27.12,26.79,26.62,26.42,26.240000000000002,26.05,25.85,25.67,25.29,N/A,N/A -2012,6,3,1,30,101270,100120,99010,84.36,0,4.8500000000000005,5.2,5.2700000000000005,5.3100000000000005,5.33,5.3500000000000005,5.37,5.38,5.4,175.91,175.87,175.87,175.87,175.9,175.92000000000002,175.94,175.96,176.04,26.93,26.59,26.42,26.22,26.03,25.84,25.650000000000002,25.46,25.080000000000002,N/A,N/A -2012,6,3,2,30,101290,100140,99030,84.79,0,5.44,5.8500000000000005,5.95,6,6.04,6.0600000000000005,6.08,6.09,6.11,171.96,172,172.13,172.28,172.43,172.59,172.77,172.94,173.31,26.98,26.64,26.47,26.27,26.080000000000002,25.88,25.69,25.5,25.12,N/A,N/A -2012,6,3,3,30,101300,100160,99040,83.79,0,6.91,7.49,7.62,7.68,7.72,7.75,7.76,7.7700000000000005,7.7700000000000005,175.79,175.82,175.76,175.69,175.62,175.54,175.47,175.39000000000001,175.24,26.94,26.59,26.42,26.22,26.03,25.84,25.64,25.45,25.07,N/A,N/A -2012,6,3,4,30,101310,100160,99050,85.22,0,6.94,7.5200000000000005,7.65,7.72,7.7700000000000005,7.8,7.82,7.84,7.8500000000000005,181.25,181.09,180.98,180.88,180.8,180.73,180.66,180.6,180.48,26.89,26.54,26.36,26.16,25.97,25.77,25.580000000000002,25.39,25.01,N/A,N/A -2012,6,3,5,30,101320,100180,99060,85.75,0,7.2,7.82,7.97,8.05,8.11,8.15,8.17,8.19,8.2,181.59,182.39000000000001,182.72,183.01,183.25,183.46,183.65,183.82,184.13,26.97,26.62,26.45,26.240000000000002,26.05,25.86,25.66,25.48,25.1,N/A,N/A -2012,6,3,6,30,101360,100210,99090,84.27,0,6.86,7.46,7.61,7.7,7.76,7.8100000000000005,7.84,7.87,7.91,189.68,188.98,188.64000000000001,188.33,188.07,187.83,187.6,187.38,186.97,26.92,26.560000000000002,26.38,26.18,25.990000000000002,25.8,25.6,25.41,25.03,N/A,N/A -2012,6,3,7,30,101400,100250,99140,83.13,0,8.47,9.24,9.42,9.51,9.56,9.6,9.61,9.620000000000001,9.6,203.43,202.76,202.43,202.12,201.85,201.61,201.37,201.16,200.76,27,26.64,26.47,26.26,26.07,25.87,25.68,25.490000000000002,25.1,N/A,N/A -2012,6,3,8,30,101390,100240,99130,84.19,0,7.82,8.52,8.700000000000001,8.8,8.86,8.91,8.94,8.97,9,203.45000000000002,203.32,203.31,203.31,203.32,203.34,203.35,203.36,203.39000000000001,26.92,26.560000000000002,26.38,26.17,25.98,25.8,25.6,25.41,25.04,N/A,N/A -2012,6,3,9,30,101390,100240,99130,84.63,0,6.09,6.6000000000000005,6.74,6.82,6.88,6.93,6.98,7.01,7.08,205.04,205.04,204.95000000000002,204.85,204.76,204.68,204.59,204.51,204.34,26.91,26.560000000000002,26.38,26.18,25.990000000000002,25.8,25.61,25.43,25.05,N/A,N/A -2012,6,3,10,30,101410,100260,99140,81.32000000000001,0,7.82,8.46,8.6,8.66,8.68,8.69,8.68,8.66,8.6,203.70000000000002,203.52,203.48000000000002,203.43,203.38,203.34,203.29,203.25,203.16,27.09,26.75,26.580000000000002,26.38,26.19,26,25.810000000000002,25.62,25.25,N/A,N/A -2012,6,3,11,30,101430,100280,99160,83.28,0,7.32,7.95,8.1,8.18,8.23,8.26,8.290000000000001,8.31,8.33,198.23000000000002,198.05,197.99,197.91,197.83,197.74,197.64000000000001,197.55,197.33,27.02,26.67,26.490000000000002,26.29,26.1,25.91,25.72,25.54,25.16,N/A,N/A -2012,6,3,12,30,101430,100280,99160,83.38,0,6.47,6.96,7.07,7.1000000000000005,7.13,7.140000000000001,7.140000000000001,7.13,7.11,182.81,183.35,183.68,183.98,184.25,184.5,184.75,184.98,185.44,27.04,26.7,26.52,26.32,26.13,25.94,25.740000000000002,25.560000000000002,25.18,N/A,N/A -2012,6,3,13,30,101460,100310,99190,82.68,0,6.01,6.49,6.6000000000000005,6.66,6.7,6.74,6.76,6.78,6.8,187.14000000000001,187.01,186.97,186.92000000000002,186.86,186.8,186.73,186.66,186.5,27.09,26.76,26.59,26.38,26.2,26.01,25.810000000000002,25.62,25.25,N/A,N/A -2012,6,3,14,30,101510,100350,99240,83.83,0,5.92,6.390000000000001,6.49,6.55,6.59,6.61,6.63,6.640000000000001,6.66,184.95000000000002,184.82,184.75,184.65,184.55,184.45000000000002,184.34,184.24,184,27.02,26.67,26.5,26.310000000000002,26.12,25.92,25.73,25.55,25.17,N/A,N/A -2012,6,3,15,30,101480,100330,99220,82.91,0,6.74,7.25,7.34,7.38,7.4,7.4,7.390000000000001,7.390000000000001,7.3500000000000005,182.54,182.9,183.09,183.28,183.44,183.59,183.73,183.87,184.12,27.11,26.76,26.580000000000002,26.38,26.2,26,25.810000000000002,25.62,25.240000000000002,N/A,N/A -2012,6,3,16,30,101490,100330,99220,82.91,0,6.36,6.88,7.01,7.09,7.140000000000001,7.17,7.2,7.22,7.26,181.25,181.19,181.22,181.26,181.3,181.32,181.36,181.39000000000001,181.46,27.12,26.77,26.6,26.39,26.2,26.01,25.810000000000002,25.62,25.240000000000002,N/A,N/A -2012,6,3,17,30,101480,100330,99210,84.04,0,6.2700000000000005,6.8,6.94,7.03,7.08,7.13,7.16,7.19,7.22,180.12,180.32,180.43,180.55,180.65,180.75,180.86,180.96,181.16,27.21,26.87,26.7,26.5,26.310000000000002,26.12,25.92,25.73,25.35,N/A,N/A -2012,6,3,18,30,101520,100370,99260,79.23,0,5.23,5.63,5.72,5.76,5.8,5.82,5.83,5.84,5.86,187.48,187.41,187.34,187.25,187.16,187.08,186.98,186.89000000000001,186.70000000000002,27.42,27.09,26.92,26.72,26.53,26.34,26.150000000000002,25.96,25.580000000000002,N/A,N/A -2012,6,3,19,30,101440,100290,99170,81.9,0,6.63,7.21,7.3500000000000005,7.44,7.5,7.55,7.59,7.62,7.67,182.6,182.78,182.77,182.75,182.71,182.66,182.61,182.57,182.44,27.29,26.95,26.77,26.57,26.38,26.19,25.990000000000002,25.8,25.42,N/A,N/A -2012,6,3,20,30,101420,100280,99160,82.96000000000001,0,6.03,6.6000000000000005,6.75,6.8500000000000005,6.93,6.99,7.04,7.09,7.16,179.77,179.99,180.09,180.19,180.27,180.35,180.42000000000002,180.49,180.62,27.240000000000002,26.89,26.72,26.52,26.330000000000002,26.14,25.94,25.75,25.37,N/A,N/A -2012,6,3,21,30,101380,100230,99120,82.11,0,7.1000000000000005,7.7,7.84,7.9,7.930000000000001,7.95,7.96,7.96,7.94,178.33,178.46,178.56,178.63,178.70000000000002,178.76,178.81,178.85,178.92000000000002,27.36,27.03,26.86,26.66,26.47,26.28,26.09,25.900000000000002,25.52,N/A,N/A -2012,6,3,22,30,101340,100200,99080,83.01,0,6.5,7.03,7.16,7.22,7.2700000000000005,7.3,7.32,7.34,7.36,174.39000000000001,174.6,174.64000000000001,174.65,174.65,174.64000000000001,174.63,174.62,174.58,27.16,26.82,26.650000000000002,26.45,26.26,26.07,25.88,25.69,25.32,N/A,N/A -2012,6,3,23,30,101320,100170,99060,81.81,0,6.22,6.69,6.8,6.8500000000000005,6.890000000000001,6.91,6.92,6.93,6.94,170.78,170.85,170.93,170.98,171.03,171.07,171.11,171.16,171.24,27.12,26.79,26.62,26.42,26.23,26.04,25.85,25.66,25.29,N/A,N/A -2012,6,4,0,30,101290,100140,99030,81.5,0,5.59,6,6.09,6.140000000000001,6.17,6.2,6.22,6.24,6.28,170.43,170.52,170.56,170.61,170.66,170.71,170.76,170.81,170.93,27.11,26.78,26.61,26.42,26.23,26.04,25.85,25.67,25.3,N/A,N/A -2012,6,4,1,30,101270,100120,99010,82.32000000000001,0,6.38,6.87,6.98,7.03,7.07,7.09,7.1000000000000005,7.11,7.12,166.64000000000001,167.26,167.55,167.83,168.06,168.27,168.48,168.67000000000002,169.04,27.16,26.82,26.650000000000002,26.45,26.26,26.07,25.87,25.69,25.310000000000002,N/A,N/A -2012,6,4,2,30,101280,100130,99020,81.71000000000001,0,7,7.61,7.74,7.8,7.8500000000000005,7.87,7.88,7.890000000000001,7.890000000000001,165.51,165.55,165.59,165.63,165.68,165.72,165.77,165.81,165.89000000000001,27.28,26.94,26.77,26.57,26.38,26.19,25.990000000000002,25.8,25.42,N/A,N/A -2012,6,4,3,30,101270,100130,99020,81.06,0,8.26,9.05,9.23,9.33,9.39,9.42,9.44,9.46,9.46,167.26,167.39000000000001,167.52,167.68,167.82,167.97,168.12,168.26,168.56,27.37,27.05,26.88,26.68,26.490000000000002,26.3,26.1,25.91,25.53,N/A,N/A -2012,6,4,4,30,101250,100100,98990,79.58,0,8.45,9.32,9.52,9.64,9.72,9.78,9.83,9.86,9.91,181.81,181.43,181.26,181.09,180.94,180.8,180.66,180.54,180.29,27.42,27.09,26.92,26.72,26.53,26.34,26.14,25.95,25.57,N/A,N/A -2012,6,4,5,30,101270,100120,99010,79.27,0,8.93,9.83,10.03,10.13,10.200000000000001,10.24,10.26,10.27,10.27,180.88,181.14000000000001,181.28,181.42000000000002,181.54,181.65,181.76,181.87,182.08,27.55,27.240000000000002,27.07,26.87,26.68,26.490000000000002,26.29,26.11,25.72,N/A,N/A -2012,6,4,6,30,101260,100120,99010,79.74,0,7.45,8.16,8.33,8.42,8.49,8.540000000000001,8.57,8.6,8.65,191.15,190.96,190.83,190.68,190.54,190.39000000000001,190.25,190.11,189.82,27.46,27.14,26.98,26.78,26.59,26.400000000000002,26.2,26.02,25.64,N/A,N/A -2012,6,4,7,30,101290,100140,99030,83.55,0,7.33,7.99,8.16,8.25,8.32,8.370000000000001,8.4,8.42,8.46,191.70000000000002,191.54,191.52,191.55,191.59,191.63,191.69,191.75,191.89000000000001,27.27,26.94,26.77,26.57,26.38,26.19,25.990000000000002,25.8,25.42,N/A,N/A -2012,6,4,8,30,101230,100080,98970,83.84,0,8.31,9.120000000000001,9.32,9.44,9.52,9.59,9.63,9.67,9.72,191.17000000000002,191.21,191.22,191.22,191.22,191.22,191.22,191.22,191.23000000000002,27.35,27.02,26.85,26.650000000000002,26.47,26.28,26.080000000000002,25.900000000000002,25.52,N/A,N/A -2012,6,4,9,30,101220,100080,98970,84.13,0,7.54,8.27,8.44,8.55,8.620000000000001,8.67,8.700000000000001,8.73,8.78,196.54,196.73000000000002,196.84,196.94,197.02,197.11,197.18,197.26,197.42000000000002,27.42,27.1,26.94,26.740000000000002,26.55,26.37,26.17,25.990000000000002,25.62,N/A,N/A -2012,6,4,10,30,101210,100070,98960,85.79,0,6.97,7.61,7.7700000000000005,7.87,7.94,7.99,8.02,8.05,8.1,193.41,193.45000000000002,193.43,193.42000000000002,193.43,193.44,193.45000000000002,193.47,193.53,27.400000000000002,27.080000000000002,26.91,26.71,26.53,26.34,26.150000000000002,25.96,25.580000000000002,N/A,N/A -2012,6,4,11,30,101230,100080,98970,86.82000000000001,0,6.49,7.05,7.19,7.2700000000000005,7.33,7.36,7.390000000000001,7.42,7.44,194.06,194.31,194.44,194.59,194.74,194.89000000000001,195.04,195.19,195.52,27.36,27.04,26.87,26.67,26.48,26.29,26.1,25.91,25.54,N/A,N/A -2012,6,4,12,30,101250,100110,99000,85.89,0,4.79,5.17,5.2700000000000005,5.32,5.36,5.39,5.42,5.44,5.47,196.55,196.76,196.88,196.97,197.06,197.14000000000001,197.22,197.3,197.45000000000002,27.330000000000002,27.02,26.85,26.650000000000002,26.46,26.27,26.080000000000002,25.89,25.51,N/A,N/A -2012,6,4,13,30,101260,100110,99010,85.9,0,6.44,6.99,7.1000000000000005,7.16,7.19,7.21,7.21,7.21,7.2,193.38,193.57,193.68,193.79,193.9,193.99,194.1,194.20000000000002,194.41,27.47,27.150000000000002,26.98,26.78,26.6,26.41,26.22,26.03,25.66,N/A,N/A -2012,6,4,14,30,101260,100110,99000,85,0,6.84,7.44,7.57,7.640000000000001,7.68,7.71,7.72,7.73,7.73,190.92000000000002,191.12,191.25,191.34,191.43,191.5,191.57,191.63,191.76,27.59,27.28,27.11,26.92,26.73,26.54,26.35,26.17,25.79,N/A,N/A -2012,6,4,15,30,101290,100150,99040,84.84,0,5.84,6.3100000000000005,6.41,6.45,6.47,6.48,6.48,6.47,6.45,196.61,196.63,196.65,196.68,196.71,196.75,196.79,196.84,196.94,27.59,27.28,27.11,26.92,26.73,26.55,26.35,26.17,25.8,N/A,N/A -2012,6,4,16,30,101280,100130,99020,84.04,0,5.15,5.55,5.63,5.67,5.7,5.73,5.74,5.75,5.7700000000000005,181.86,182.03,182.22,182.42000000000002,182.6,182.78,182.96,183.14000000000001,183.52,27.6,27.28,27.12,26.92,26.73,26.54,26.35,26.17,25.8,N/A,N/A -2012,6,4,17,30,101280,100130,99020,82.98,0,3.98,4.28,4.3500000000000005,4.39,4.42,4.45,4.46,4.48,4.5,191.32,191.56,191.76,191.93,192.07,192.19,192.3,192.39000000000001,192.55,27.62,27.29,27.12,26.92,26.740000000000002,26.54,26.35,26.16,25.79,N/A,N/A -2012,6,4,18,30,101240,100100,98990,84.64,0,3.8000000000000003,4.04,4.09,4.12,4.14,4.16,4.17,4.18,4.2,188.74,188.48,188.27,188.03,187.81,187.6,187.38,187.16,186.74,27.61,27.27,27.1,26.900000000000002,26.71,26.52,26.32,26.13,25.75,N/A,N/A -2012,6,4,19,30,101240,100100,98990,82.74,0,6.08,6.5600000000000005,6.65,6.69,6.71,6.72,6.71,6.71,6.68,196.74,196.69,196.68,196.66,196.66,196.64000000000001,196.64000000000001,196.63,196.63,27.66,27.330000000000002,27.17,26.96,26.78,26.59,26.39,26.2,25.82,N/A,N/A -2012,6,4,20,30,101200,100050,98940,82.14,0,6.45,6.97,7.09,7.13,7.16,7.17,7.17,7.17,7.140000000000001,189.82,189.82,189.83,189.83,189.84,189.84,189.84,189.84,189.87,27.61,27.29,27.12,26.92,26.73,26.54,26.35,26.16,25.78,N/A,N/A -2012,6,4,21,30,101120,99970,98860,81.36,0,7.46,8.11,8.24,8.290000000000001,8.32,8.33,8.33,8.32,8.290000000000001,190.81,190.94,191,191.07,191.13,191.20000000000002,191.26,191.32,191.44,27.51,27.19,27.02,26.82,26.63,26.44,26.25,26.060000000000002,25.68,N/A,N/A -2012,6,4,22,30,101080,99930,98820,78.26,0,7.34,7.99,8.120000000000001,8.18,8.22,8.24,8.24,8.24,8.22,189.58,189.63,189.63,189.62,189.6,189.58,189.55,189.51,189.42000000000002,27.55,27.240000000000002,27.080000000000002,26.88,26.69,26.5,26.310000000000002,26.13,25.75,N/A,N/A -2012,6,4,23,30,101050,99900,98790,79.56,0,7.3500000000000005,8,8.13,8.2,8.24,8.26,8.27,8.28,8.27,188.4,188.29,188.19,188.08,187.97,187.86,187.75,187.64000000000001,187.41,27.43,27.11,26.95,26.75,26.560000000000002,26.37,26.17,25.990000000000002,25.61,N/A,N/A -2012,6,5,0,30,100980,99840,98730,76.75,0,7.63,8.33,8.48,8.55,8.6,8.63,8.65,8.66,8.67,188.76,188.66,188.59,188.51,188.43,188.36,188.27,188.20000000000002,188.02,27.41,27.1,26.92,26.73,26.54,26.35,26.16,25.97,25.59,N/A,N/A -2012,6,5,1,30,100940,99790,98680,74.5,0,7.98,8.73,8.9,8.99,9.05,9.1,9.13,9.15,9.17,190.87,190.52,190.31,190.1,189.9,189.72,189.53,189.36,188.99,27.43,27.12,26.95,26.75,26.560000000000002,26.37,26.18,25.990000000000002,25.61,N/A,N/A -2012,6,5,2,30,100970,99820,98710,75.56,0,7.18,7.87,8.040000000000001,8.14,8.21,8.25,8.290000000000001,8.31,8.34,193.02,192.94,192.94,192.95000000000002,192.98000000000002,193.01,193.04,193.07,193.16,27.38,27.060000000000002,26.89,26.68,26.490000000000002,26.3,26.11,25.92,25.54,N/A,N/A -2012,6,5,3,30,100990,99850,98740,71.53,0,7.18,7.84,7.97,8.05,8.1,8.14,8.16,8.18,8.2,193.94,193.73000000000002,193.57,193.4,193.23000000000002,193.06,192.89000000000001,192.73000000000002,192.39000000000001,27.45,27.14,26.97,26.77,26.580000000000002,26.39,26.2,26.01,25.63,N/A,N/A -2012,6,5,4,30,101000,99850,98740,72.16,0,6.4,7,7.140000000000001,7.22,7.28,7.32,7.3500000000000005,7.37,7.390000000000001,192.95000000000002,192.84,192.82,192.79,192.76,192.73000000000002,192.70000000000002,192.68,192.62,27.41,27.1,26.92,26.73,26.54,26.35,26.150000000000002,25.96,25.580000000000002,N/A,N/A -2012,6,5,5,30,100970,99830,98720,70.57000000000001,0,6.55,7.12,7.24,7.3100000000000005,7.36,7.390000000000001,7.41,7.43,7.44,192.24,192.68,192.87,193.03,193.17000000000002,193.3,193.43,193.55,193.78,27.38,27.060000000000002,26.89,26.69,26.490000000000002,26.310000000000002,26.11,25.92,25.53,N/A,N/A -2012,6,5,6,30,101020,99870,98760,66.75,0,6.0600000000000005,6.54,6.63,6.67,6.69,6.71,6.71,6.72,6.72,197.79,198.27,198.53,198.78,199.01,199.22,199.42000000000002,199.61,199.99,27.46,27.16,26.990000000000002,26.79,26.6,26.42,26.22,26.03,25.650000000000002,N/A,N/A -2012,6,5,7,30,101010,99870,98760,68.01,0,5.92,6.4,6.49,6.53,6.5600000000000005,6.57,6.57,6.57,6.5600000000000005,211.75,211.42000000000002,211.16,210.91,210.67000000000002,210.44,210.22,210.01,209.57,27.39,27.080000000000002,26.91,26.71,26.52,26.34,26.14,25.95,25.57,N/A,N/A -2012,6,5,8,30,101020,99870,98760,67.01,0,5.4,5.86,5.96,6.0200000000000005,6.07,6.1000000000000005,6.13,6.15,6.19,216.9,216.65,216.56,216.49,216.43,216.38,216.34,216.3,216.25,27.39,27.080000000000002,26.91,26.71,26.52,26.330000000000002,26.14,25.95,25.57,N/A,N/A -2012,6,5,9,30,100990,99850,98730,71.64,0,6.22,6.73,6.84,6.890000000000001,6.93,6.95,6.96,6.97,6.97,220.41,220.28,220.15,220.04,219.93,219.84,219.75,219.66,219.49,27.18,26.85,26.68,26.48,26.29,26.1,25.900000000000002,25.71,25.330000000000002,N/A,N/A -2012,6,5,10,30,101010,99860,98750,69.58,0,5.74,6.16,6.2700000000000005,6.32,6.3500000000000005,6.38,6.4,6.41,6.42,233.92000000000002,233.98000000000002,233.93,233.9,233.86,233.83,233.81,233.79,233.75,27.2,26.88,26.71,26.52,26.330000000000002,26.14,25.94,25.76,25.38,N/A,N/A -2012,6,5,11,30,101030,99890,98770,70.51,0,4.43,4.75,4.8100000000000005,4.83,4.8500000000000005,4.8500000000000005,4.8500000000000005,4.8500000000000005,4.83,240.82,240.6,240.49,240.4,240.32,240.26,240.19,240.13,240.04,27.21,26.89,26.72,26.52,26.330000000000002,26.14,25.94,25.75,25.37,N/A,N/A -2012,6,5,12,30,101030,99880,98770,72.68,0,4.79,5.13,5.21,5.25,5.2700000000000005,5.29,5.3,5.3100000000000005,5.32,250.23000000000002,250.27,250.28,250.3,250.32,250.34,250.36,250.38,250.41,27.09,26.76,26.59,26.38,26.2,26.01,25.810000000000002,25.62,25.240000000000002,N/A,N/A -2012,6,5,13,30,101050,99910,98790,70.52,0,4.07,4.36,4.43,4.47,4.5,4.53,4.54,4.5600000000000005,4.58,256.07,255.4,255.06,254.75,254.48000000000002,254.23000000000002,253.98000000000002,253.75,253.32,27.18,26.85,26.68,26.48,26.29,26.1,25.900000000000002,25.72,25.330000000000002,N/A,N/A -2012,6,5,14,30,101080,99930,98820,75.65,0,3.09,3.22,3.23,3.23,3.23,3.23,3.23,3.23,3.24,277.6,274.83,273.16,271.49,269.95,268.47,266.99,265.61,262.75,26.810000000000002,26.48,26.310000000000002,26.12,25.93,25.75,25.55,25.37,25,N/A,N/A -2012,6,5,15,30,101070,99920,98810,77.92,0,3.0300000000000002,3.14,3.15,3.15,3.14,3.13,3.12,3.1,3.08,256.46,256.01,255.63,255.25,254.88,254.51000000000002,254.09,253.70000000000002,252.78,26.68,26.330000000000002,26.150000000000002,25.95,25.77,25.580000000000002,25.39,25.21,24.830000000000002,N/A,N/A -2012,6,5,16,30,101050,99900,98790,75.07000000000001,0,2.89,3.06,3.09,3.12,3.13,3.15,3.17,3.19,3.23,234.02,233.79,233.75,233.69,233.63,233.56,233.49,233.41,233.21,26.88,26.53,26.36,26.16,25.97,25.79,25.6,25.42,25.05,N/A,N/A -2012,6,5,17,30,101030,99880,98770,72.25,0,2.67,2.82,2.86,2.88,2.91,2.92,2.94,2.96,3,202.91,203.25,203.61,203.97,204.32,204.66,205.01,205.35,206.14000000000001,27.080000000000002,26.740000000000002,26.57,26.38,26.2,26.02,25.830000000000002,25.66,25.3,N/A,N/A -2012,6,5,18,30,100980,99830,98720,71.63,0,4.19,4.41,4.43,4.43,4.43,4.41,4.39,4.37,4.3100000000000005,189.54,189.59,189.66,189.71,189.76,189.79,189.82,189.85,189.89000000000001,27.310000000000002,26.96,26.79,26.6,26.41,26.23,26.04,25.87,25.51,N/A,N/A -2012,6,5,19,30,100930,99780,98670,67.93,0,4.9,5.21,5.25,5.26,5.26,5.26,5.25,5.23,5.18,189.61,189.98,190.20000000000002,190.43,190.65,190.87,191.1,191.33,191.83,27.560000000000002,27.240000000000002,27.080000000000002,26.89,26.71,26.54,26.36,26.19,25.86,N/A,N/A -2012,6,5,20,30,100880,99730,98630,66.49,0,5.98,6.41,6.47,6.49,6.49,6.47,6.45,6.42,6.3500000000000005,186.56,186.75,186.87,187,187.12,187.24,187.36,187.48,187.73,27.71,27.400000000000002,27.240000000000002,27.060000000000002,26.88,26.7,26.52,26.35,26.01,N/A,N/A -2012,6,5,21,30,100850,99710,98600,66.92,0,6.17,6.63,6.7,6.71,6.7,6.68,6.65,6.61,6.5200000000000005,193.94,193.73000000000002,193.62,193.49,193.34,193.19,193,192.81,192.3,27.71,27.41,27.25,27.05,26.87,26.68,26.490000000000002,26.310000000000002,25.93,N/A,N/A -2012,6,5,22,30,100790,99650,98540,73.56,0,5.84,6.26,6.32,6.33,6.32,6.3100000000000005,6.28,6.26,6.19,195.43,195.6,195.69,195.81,195.93,196.04,196.17000000000002,196.29,196.6,27.47,27.16,26.990000000000002,26.810000000000002,26.62,26.44,26.26,26.080000000000002,25.73,N/A,N/A -2012,6,5,23,30,100770,99620,98520,75.86,0,6.18,6.62,6.69,6.7,6.7,6.68,6.65,6.62,6.51,198.21,198.16,198.16,198.17000000000002,198.18,198.19,198.19,198.18,198.08,27.36,27.04,26.87,26.67,26.48,26.29,26.09,25.900000000000002,25.5,N/A,N/A -2012,6,6,0,30,100790,99650,98540,69.24,0,5.84,6.32,6.41,6.46,6.49,6.51,6.5200000000000005,6.54,6.5600000000000005,197.9,197.78,197.70000000000002,197.6,197.5,197.39000000000001,197.27,197.16,196.95000000000002,27.69,27.400000000000002,27.240000000000002,27.05,26.87,26.69,26.51,26.330000000000002,25.98,N/A,N/A -2012,6,6,1,30,100760,99620,98510,74.58,0,6.7700000000000005,7.3100000000000005,7.41,7.45,7.47,7.47,7.47,7.46,7.43,200.8,200.56,200.45000000000002,200.34,200.24,200.15,200.05,199.96,199.74,27.39,27.07,26.900000000000002,26.71,26.52,26.34,26.14,25.96,25.59,N/A,N/A -2012,6,6,2,30,100790,99640,98540,74.7,0,6.43,6.94,7.03,7.07,7.09,7.1000000000000005,7.1000000000000005,7.09,7.07,195.19,195.35,195.53,195.70000000000002,195.85,196,196.16,196.3,196.65,27.37,27.05,26.88,26.69,26.5,26.32,26.13,25.95,25.580000000000002,N/A,N/A -2012,6,6,3,30,100840,99690,98580,71.92,0,6.05,6.54,6.640000000000001,6.68,6.71,6.73,6.74,6.74,6.74,191.39000000000001,191.48000000000002,191.46,191.45000000000002,191.44,191.42000000000002,191.41,191.39000000000001,191.37,27.44,27.13,26.96,26.77,26.580000000000002,26.400000000000002,26.2,26.02,25.64,N/A,N/A -2012,6,6,4,30,100860,99710,98600,74.63,0,5.91,6.37,6.45,6.48,6.49,6.5,6.5,6.49,6.47,197.61,197.58,197.53,197.49,197.44,197.4,197.35,197.31,197.21,27.29,26.96,26.79,26.6,26.41,26.22,26.03,25.85,25.47,N/A,N/A -2012,6,6,5,30,100870,99720,98610,74.43,0,5.25,5.65,5.73,5.76,5.79,5.8,5.8100000000000005,5.82,5.82,204.57,204.59,204.58,204.56,204.56,204.55,204.54,204.54,204.53,27.240000000000002,26.91,26.740000000000002,26.54,26.35,26.16,25.97,25.78,25.400000000000002,N/A,N/A -2012,6,6,6,30,100830,99680,98570,76.60000000000001,0,6.28,6.74,6.84,6.87,6.890000000000001,6.9,6.9,6.890000000000001,6.88,214.18,214.1,214.05,214,213.96,213.93,213.88,213.83,213.73000000000002,27.080000000000002,26.740000000000002,26.57,26.37,26.19,26,25.810000000000002,25.62,25.25,N/A,N/A -2012,6,6,7,30,100850,99710,98600,75.65,0,5.33,5.71,5.7700000000000005,5.79,5.8,5.8,5.8,5.8,5.7700000000000005,217.07,216.89000000000001,216.77,216.66,216.55,216.45000000000002,216.34,216.24,216.03,27.080000000000002,26.740000000000002,26.57,26.38,26.19,26,25.8,25.62,25.240000000000002,N/A,N/A -2012,6,6,8,30,100850,99700,98590,72.5,0,4.86,5.21,5.28,5.3100000000000005,5.33,5.3500000000000005,5.36,5.37,5.38,222.94,223,223,223.02,223.04,223.06,223.08,223.11,223.17000000000002,27.150000000000002,26.830000000000002,26.650000000000002,26.46,26.27,26.080000000000002,25.89,25.71,25.330000000000002,N/A,N/A -2012,6,6,9,30,100870,99720,98610,73.14,0,4.95,5.2700000000000005,5.32,5.33,5.34,5.34,5.33,5.32,5.3,220.75,220.78,220.83,220.88,220.94,220.99,221.04,221.08,221.19,27.1,26.77,26.6,26.41,26.22,26.03,25.830000000000002,25.650000000000002,25.27,N/A,N/A -2012,6,6,10,30,100900,99750,98640,73.48,0,3.64,3.85,3.89,3.9,3.91,3.91,3.91,3.9,3.89,208.88,208.93,208.91,208.87,208.83,208.79,208.75,208.70000000000002,208.61,27.04,26.72,26.54,26.34,26.16,25.97,25.77,25.59,25.2,N/A,N/A -2012,6,6,11,30,100920,99770,98660,71.49,0,3.24,3.43,3.46,3.47,3.48,3.49,3.49,3.49,3.5,215.56,215.33,215.1,214.88,214.68,214.5,214.31,214.12,213.76,27.080000000000002,26.76,26.59,26.39,26.2,26.01,25.810000000000002,25.63,25.240000000000002,N/A,N/A -2012,6,6,12,30,100950,99810,98690,73.74,0,2.85,2.98,2.99,3,2.99,2.99,2.98,2.98,2.96,207.14000000000001,207.11,207.07,207.02,206.97,206.92000000000002,206.85,206.79,206.65,27,26.67,26.490000000000002,26.3,26.1,25.91,25.72,25.53,25.150000000000002,N/A,N/A -2012,6,6,13,30,100990,99840,98730,72.91,0,2.5100000000000002,2.62,2.63,2.64,2.64,2.64,2.64,2.64,2.63,227.56,227.3,227.07,226.85,226.63,226.42000000000002,226.20000000000002,226,225.58,27.02,26.69,26.52,26.32,26.13,25.94,25.740000000000002,25.560000000000002,25.17,N/A,N/A -2012,6,6,14,30,101040,99890,98780,73.27,0,1.8,1.8800000000000001,1.8800000000000001,1.8900000000000001,1.8900000000000001,1.8900000000000001,1.8900000000000001,1.8900000000000001,1.8900000000000001,230.43,229.64000000000001,229.07,228.52,228.02,227.53,227.04,226.59,225.68,27.03,26.7,26.52,26.330000000000002,26.13,25.95,25.75,25.560000000000002,25.18,N/A,N/A -2012,6,6,15,30,101070,99920,98810,73.39,0,1.6500000000000001,1.7,1.7,1.69,1.69,1.68,1.67,1.6600000000000001,1.6500000000000001,252.97,252.4,251.97,251.55,251.17000000000002,250.81,250.45000000000002,250.11,249.42000000000002,27.09,26.75,26.57,26.37,26.18,25.990000000000002,25.8,25.61,25.22,N/A,N/A -2012,6,6,16,30,101070,99920,98810,74.4,0,1.45,1.52,1.53,1.54,1.54,1.55,1.56,1.56,1.57,197.68,196.99,196.62,196.26,195.93,195.61,195.3,195.03,194.4,27.080000000000002,26.73,26.560000000000002,26.36,26.16,25.97,25.78,25.59,25.2,N/A,N/A -2012,6,6,17,30,101070,99930,98810,75.41,0,1.3800000000000001,1.42,1.43,1.43,1.43,1.42,1.42,1.42,1.41,201.47,201.69,201.70000000000002,201.70000000000002,201.71,201.72,201.72,201.72,201.67000000000002,27.14,26.78,26.61,26.41,26.21,26.02,25.830000000000002,25.64,25.26,N/A,N/A -2012,6,6,18,30,101050,99910,98800,77.22,0,3.56,3.72,3.74,3.74,3.73,3.72,3.71,3.7,3.67,186.55,186.08,185.83,185.58,185.33,185.1,184.83,184.58,184.02,27.21,26.830000000000002,26.650000000000002,26.45,26.26,26.07,25.87,25.69,25.3,N/A,N/A -2012,6,6,19,30,101050,99900,98790,76.59,0,4.0200000000000005,4.22,4.25,4.25,4.25,4.25,4.24,4.24,4.21,176.23,176.16,176.08,176,175.9,175.81,175.70000000000002,175.59,175.34,27.32,26.95,26.78,26.57,26.38,26.19,26,25.810000000000002,25.44,N/A,N/A -2012,6,6,20,30,101010,99860,98750,78.06,0,4.65,4.91,4.95,4.96,4.97,4.97,4.96,4.95,4.93,181.55,181.38,181.28,181.18,181.08,180.98,180.86,180.74,180.44,27.36,27,26.830000000000002,26.63,26.44,26.25,26.05,25.87,25.5,N/A,N/A -2012,6,6,21,30,100950,99810,98700,78.17,0,5.01,5.33,5.38,5.4,5.4,5.4,5.4,5.39,5.38,180.55,180.41,180.36,180.3,180.22,180.12,179.99,179.86,179.44,27.42,27.07,26.900000000000002,26.71,26.52,26.330000000000002,26.14,25.96,25.59,N/A,N/A -2012,6,6,22,30,100920,99770,98670,80.75,0,5.18,5.54,5.61,5.64,5.65,5.66,5.66,5.66,5.66,179.48,179.18,178.99,178.77,178.56,178.35,178.11,177.87,177.29,27.35,27.02,26.85,26.650000000000002,26.46,26.27,26.080000000000002,25.900000000000002,25.53,N/A,N/A -2012,6,6,23,30,100890,99740,98640,79.92,0,5.3100000000000005,5.69,5.75,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.76,5.75,5.72,181.27,181.07,180.95000000000002,180.82,180.70000000000002,180.58,180.44,180.31,179.96,27.41,27.09,26.92,26.72,26.54,26.35,26.16,25.98,25.6,N/A,N/A -2012,6,7,0,30,100900,99760,98650,82.17,0,5.34,5.75,5.82,5.8500000000000005,5.87,5.88,5.87,5.87,5.8500000000000005,173.16,172.89000000000001,172.84,172.79,172.73,172.67000000000002,172.6,172.53,172.37,27.34,27.02,26.85,26.650000000000002,26.46,26.28,26.09,25.900000000000002,25.52,N/A,N/A -2012,6,7,1,30,100940,99800,98690,82.86,0,4.88,5.22,5.29,5.32,5.34,5.3500000000000005,5.3500000000000005,5.3500000000000005,5.3500000000000005,171.75,171.5,171.33,171.14000000000001,170.97,170.8,170.6,170.4,169.93,27.25,26.93,26.76,26.560000000000002,26.38,26.19,26,25.810000000000002,25.44,N/A,N/A -2012,6,7,2,30,100990,99850,98740,80.59,0,4.91,5.25,5.3100000000000005,5.34,5.3500000000000005,5.36,5.3500000000000005,5.3500000000000005,5.34,162.75,162.56,162.45000000000002,162.32,162.20000000000002,162.08,161.93,161.78,161.41,27.32,27,26.830000000000002,26.63,26.45,26.26,26.07,25.88,25.51,N/A,N/A -2012,6,7,3,30,101070,99920,98810,80.66,0,4.84,5.18,5.24,5.2700000000000005,5.29,5.3,5.3100000000000005,5.32,5.32,110.95,110.67,110.68,110.66,110.64,110.60000000000001,110.55,110.51,110.4,27.36,27.04,26.87,26.67,26.490000000000002,26.3,26.11,25.92,25.55,N/A,N/A -2012,6,7,4,30,101070,99930,98820,82.29,0,6.21,6.7700000000000005,6.890000000000001,6.95,6.99,7.01,7.03,7.03,7.03,100.68,100.38,100.36,100.35000000000001,100.34,100.33,100.31,100.3,100.29,27.38,27.05,26.88,26.68,26.490000000000002,26.3,26.1,25.92,25.54,N/A,N/A -2012,6,7,5,30,101070,99920,98810,83.26,0,6.91,7.390000000000001,7.46,7.48,7.47,7.45,7.42,7.390000000000001,7.2700000000000005,103.73,103.46000000000001,103.27,103.05,102.78,102.49000000000001,102.07000000000001,101.65,99.99000000000001,26.650000000000002,26.28,26.11,25.93,25.75,25.580000000000002,25.41,25.26,25,N/A,N/A -2012,6,7,6,30,101080,99930,98820,83.39,0,4.36,4.57,4.6000000000000005,4.6000000000000005,4.58,4.57,4.54,4.5200000000000005,4.46,108.65,108.81,108.93,109.05,109.17,109.28,109.41,109.54,109.84,26.62,26.26,26.09,25.900000000000002,25.71,25.53,25.34,25.17,24.82,N/A,N/A -2012,6,7,7,30,101080,99930,98820,84.36,0,2.84,2.98,3,3.0100000000000002,3.02,3.02,3.02,3.02,3.0100000000000002,98.13,99.35000000000001,100.06,100.77,101.43,102.08,102.79,103.48,105.06,26.67,26.32,26.150000000000002,25.95,25.76,25.57,25.38,25.2,24.82,N/A,N/A -2012,6,7,8,30,101070,99920,98810,84.18,0,2.73,2.85,2.87,2.86,2.86,2.85,2.84,2.83,2.8000000000000003,85.01,85.45,85.89,86.28,86.64,86.98,87.33,87.68,88.39,26.78,26.44,26.27,26.07,25.88,25.69,25.490000000000002,25.310000000000002,24.93,N/A,N/A -2012,6,7,9,30,101090,99950,98830,82.8,0,4.8100000000000005,5.19,5.29,5.3500000000000005,5.4,5.44,5.47,5.5,5.5600000000000005,54.49,54.32,54.24,54.160000000000004,54.08,53.99,53.910000000000004,53.83,53.67,26.82,26.47,26.29,26.09,25.900000000000002,25.71,25.52,25.330000000000002,24.95,N/A,N/A -2012,6,7,10,30,101100,99940,98830,86.96000000000001,0,7.37,7.84,7.9,7.91,7.890000000000001,7.8500000000000005,7.79,7.74,7.57,36.550000000000004,36.910000000000004,37.17,37.46,37.77,38.1,38.51,38.92,40.25,25.39,24.95,24.75,24.55,24.36,24.18,23.990000000000002,23.81,23.45,N/A,N/A -2012,6,7,11,30,101130,99970,98850,86.18,0,6.51,6.93,7,7.0200000000000005,7.01,7,6.97,6.94,6.8500000000000005,51.59,51.95,52.19,52.47,52.74,53.03,53.38,53.730000000000004,54.69,25.75,25.330000000000002,25.14,24.93,24.740000000000002,24.55,24.36,24.18,23.81,N/A,N/A -2012,6,7,12,30,101130,99980,98860,86.14,0,6.03,6.4,6.46,6.47,6.47,6.45,6.43,6.41,6.34,55.28,55.63,55.870000000000005,56.120000000000005,56.36,56.6,56.88,57.160000000000004,57.83,25.830000000000002,25.41,25.23,25.02,24.830000000000002,24.64,24.44,24.26,23.88,N/A,N/A -2012,6,7,13,30,101200,100050,98930,85.39,0,5.87,6.25,6.32,6.34,6.3500000000000005,6.34,6.33,6.32,6.2700000000000005,50.660000000000004,50.85,51,51.15,51.300000000000004,51.44,51.6,51.75,52.1,26.07,25.67,25.48,25.28,25.080000000000002,24.900000000000002,24.7,24.51,24.13,N/A,N/A -2012,6,7,14,30,101190,100030,98920,83.63,0,5.68,6.03,6.09,6.1000000000000005,6.1000000000000005,6.09,6.07,6.05,5.99,74.07000000000001,74.25,74.41,74.58,74.75,74.92,75.13,75.32000000000001,75.86,26.2,25.810000000000002,25.63,25.43,25.240000000000002,25.05,24.86,24.67,24.29,N/A,N/A -2012,6,7,15,30,101280,100130,99010,81.92,0,5.11,5.41,5.47,5.49,5.49,5.49,5.48,5.47,5.44,64.99,65.18,65.18,65.21000000000001,65.24,65.29,65.34,65.4,65.57000000000001,26.35,25.97,25.79,25.580000000000002,25.39,25.2,25.01,24.82,24.44,N/A,N/A -2012,6,7,16,30,101240,100080,98970,79.64,0,4.03,4.22,4.23,4.22,4.21,4.18,4.15,4.12,4.0200000000000005,75.49,75.59,75.63,75.68,75.74,75.82000000000001,75.92,76.03,76.43,26.55,26.18,26,25.8,25.61,25.43,25.23,25.05,24.69,N/A,N/A -2012,6,7,17,30,101240,100090,98970,81.9,0,5.11,5.4,5.45,5.46,5.46,5.44,5.43,5.41,5.3500000000000005,88.39,88.42,88.47,88.53,88.59,88.65,88.71000000000001,88.77,88.92,26.67,26.3,26.12,25.92,25.73,25.55,25.35,25.17,24.8,N/A,N/A -2012,6,7,18,30,101210,100060,98950,83.7,0,5.1000000000000005,5.39,5.41,5.4,5.38,5.36,5.32,5.28,5.14,117.14,117.27,117.3,117.37,117.45,117.54,117.67,117.8,118.37,26.91,26.54,26.37,26.17,25.98,25.8,25.62,25.44,25.11,N/A,N/A -2012,6,7,19,30,101150,100010,98900,83.9,0,4.86,5.14,5.19,5.19,5.18,5.16,5.14,5.11,5.03,129.88,129.93,129.96,129.98,130,130.02,130.04,130.08,130.19,27.150000000000002,26.8,26.62,26.42,26.240000000000002,26.05,25.86,25.68,25.32,N/A,N/A -2012,6,7,20,30,101140,100000,98890,83.94,0,2.73,2.85,2.86,2.86,2.86,2.85,2.84,2.83,2.8000000000000003,133.1,133.25,133.23,133.23,133.24,133.25,133.28,133.32,133.43,27.310000000000002,26.96,26.78,26.580000000000002,26.39,26.2,26.01,25.830000000000002,25.45,N/A,N/A -2012,6,7,21,30,101130,99980,98870,84.01,0,2.15,2.23,2.24,2.24,2.24,2.24,2.23,2.22,2.21,136.98,137.04,137.07,137.1,137.12,137.14000000000001,137.15,137.15,137.16,27.41,27.060000000000002,26.89,26.69,26.5,26.310000000000002,26.12,25.93,25.55,N/A,N/A -2012,6,7,22,30,101120,99970,98870,84.98,0,2.59,2.69,2.69,2.68,2.67,2.66,2.65,2.63,2.6,152.88,153.06,153.13,153.21,153.29,153.36,153.45000000000002,153.53,153.75,27.46,27.11,26.93,26.740000000000002,26.55,26.36,26.16,25.98,25.6,N/A,N/A -2012,6,7,23,30,101120,99970,98860,84.48,0,1.26,1.3,1.31,1.31,1.31,1.31,1.31,1.31,1.3,196.9,196.41,196.04,195.67000000000002,195.34,195.04,194.72,194.44,193.86,27.5,27.150000000000002,26.98,26.78,26.59,26.400000000000002,26.21,26.02,25.64,N/A,N/A -2012,6,8,0,30,101140,99990,98890,84.08,0,1.31,1.3900000000000001,1.42,1.43,1.45,1.46,1.48,1.49,1.52,112.83,113.17,113.32000000000001,113.44,113.53,113.60000000000001,113.66,113.7,113.77,27.5,27.17,27,26.8,26.62,26.42,26.23,26.04,25.66,N/A,N/A -2012,6,8,1,30,101110,99970,98860,84.89,0,2.38,2.5100000000000002,2.54,2.56,2.57,2.58,2.6,2.61,2.62,97.3,96.97,96.89,96.8,96.72,96.64,96.56,96.47,96.31,27.43,27.11,26.94,26.740000000000002,26.55,26.36,26.17,25.98,25.6,N/A,N/A -2012,6,8,2,30,101190,100050,98940,86.08,0,4.79,5.15,5.23,5.28,5.3100000000000005,5.33,5.3500000000000005,5.36,5.38,55.6,55.68,55.800000000000004,55.910000000000004,56,56.08,56.15,56.21,56.32,27.52,27.19,27.02,26.82,26.63,26.44,26.25,26.060000000000002,25.68,N/A,N/A -2012,6,8,3,30,101200,100050,98930,84.47,1.1,10.06,11,11.22,11.35,11.44,11.51,11.56,11.6,11.65,71.72,72.36,72.61,72.85000000000001,73.08,73.28,73.5,73.69,74.11,25.88,25.44,25.25,25.05,24.85,24.67,24.47,24.29,23.92,N/A,N/A -2012,6,8,4,30,101190,100040,98920,84.84,0,7.29,7.86,7.99,8.05,8.1,8.120000000000001,8.15,8.16,8.19,83.41,84.15,84.62,85.12,85.60000000000001,86.08,86.59,87.07000000000001,88.16,25.84,25.43,25.240000000000002,25.04,24.85,24.67,24.48,24.3,23.93,N/A,N/A -2012,6,8,5,30,101180,100030,98910,84.06,0,6.97,7.5600000000000005,7.71,7.8,7.88,7.930000000000001,7.98,8.03,8.11,92.28,93.16,93.73,94.29,94.81,95.31,95.81,96.29,97.29,26.2,25.8,25.62,25.42,25.23,25.05,24.86,24.67,24.3,N/A,N/A -2012,6,8,6,30,101180,100030,98920,81.11,0,4.63,4.96,5.03,5.07,5.1000000000000005,5.11,5.12,5.13,5.14,102.12,102.16,102.22,102.25,102.26,102.27,102.27,102.26,102.24000000000001,26.560000000000002,26.19,26.01,25.810000000000002,25.62,25.43,25.23,25.04,24.66,N/A,N/A -2012,6,8,7,30,101180,100030,98920,82.57000000000001,0,3.13,3.2800000000000002,3.3000000000000003,3.31,3.31,3.31,3.31,3.3000000000000003,3.3000000000000003,123.7,123.55,123.53,123.52,123.49000000000001,123.46000000000001,123.45,123.44,123.39,26.52,26.17,25.990000000000002,25.79,25.6,25.41,25.22,25.04,24.66,N/A,N/A -2012,6,8,8,30,101180,100030,98920,78.39,0,2.04,2.15,2.17,2.19,2.21,2.22,2.23,2.24,2.2600000000000002,79.27,80.58,81.32000000000001,82.02,82.64,83.2,83.75,84.25,85.25,26.78,26.44,26.26,26.060000000000002,25.87,25.68,25.48,25.3,24.91,N/A,N/A -2012,6,8,9,30,101190,100030,98920,76.36,0,3.49,3.71,3.7600000000000002,3.8000000000000003,3.83,3.85,3.88,3.9,3.94,78.98,77.27,76.29,75.32000000000001,74.45,73.61,72.79,72.01,70.48,26.71,26.36,26.18,25.98,25.79,25.6,25.400000000000002,25.22,24.84,N/A,N/A -2012,6,8,10,30,101190,100040,98920,78.36,0,2.64,2.7600000000000002,2.79,2.8000000000000003,2.82,2.83,2.83,2.84,2.85,94.47,95.37,95.94,96.43,96.86,97.26,97.68,98.06,98.93,26.52,26.16,25.98,25.79,25.6,25.41,25.21,25.03,24.650000000000002,N/A,N/A -2012,6,8,11,30,101210,100060,98940,79.63,0,4.99,5.0600000000000005,4.95,4.79,4.6000000000000005,4.4,4.16,3.93,3.37,139.21,139.04,138.83,138.61,138.31,137.97,137.34,136.71,133.98,25.810000000000002,25.44,25.27,25.09,24.92,24.76,24.59,24.43,24.1,N/A,N/A -2012,6,8,12,30,101260,100100,98980,82.60000000000001,0,2.98,3.13,3.13,3.11,3.1,3.09,3.0700000000000003,3.0500000000000003,3.02,66.56,65.57000000000001,65.06,64.5,63.980000000000004,63.47,62.940000000000005,62.440000000000005,61.34,25.87,25.5,25.32,25.11,24.92,24.73,24.53,24.35,23.96,N/A,N/A -2012,6,8,13,30,101260,100100,98980,82.35000000000001,0,5.69,5.8100000000000005,5.79,5.75,5.7700000000000005,5.84,5.92,6,6.11,68.77,69.34,69.89,70.62,71.54,72.58,73.4,74.09,75.32000000000001,24.7,24.330000000000002,24.22,24.14,24.18,24.29,24.44,24.59,24.61,N/A,N/A -2012,6,8,14,30,101230,100070,98950,82.75,0,4.13,4.25,4.25,4.21,4.17,4.13,4.07,4.0200000000000005,3.9,63.29,62.15,61.5,60.78,60.03,59.26,58.32,57.44,55.31,25,24.59,24.41,24.23,24.060000000000002,23.89,23.73,23.580000000000002,23.330000000000002,N/A,N/A -2012,6,8,15,30,101230,100070,98960,73.28,0,3.7800000000000002,3.94,3.94,3.93,3.91,3.88,3.85,3.83,3.77,39.33,38.480000000000004,38,37.52,37.09,36.68,36.28,35.9,35.21,26.27,25.900000000000002,25.73,25.54,25.36,25.18,25,24.830000000000002,24.48,N/A,N/A -2012,6,8,16,30,101270,100110,98990,88.91,379.40000000000003,4,4.11,4.16,4.23,4.34,4.46,4.62,4.79,5.15,109.96000000000001,103.73,99.85000000000001,95.63,91.7,87.96000000000001,84.10000000000001,80.44,73.48,24.650000000000002,24.25,24.1,23.95,23.830000000000002,23.71,23.63,23.56,23.48,N/A,N/A -2012,6,8,17,30,101220,100060,98940,92.48,87.2,1.28,1.46,1.62,1.9000000000000001,2.2,2.54,2.88,3.21,3.75,157.20000000000002,129.18,114.89,104.89,97.07000000000001,90.60000000000001,86.01,82.18,77.69,24.42,24.25,24.21,24.18,24.14,24.11,24.1,24.09,24,N/A,N/A -2012,6,8,18,30,101180,100030,98920,76.43,5.9,1.42,1.56,1.62,1.67,1.72,1.76,1.8,1.84,1.9100000000000001,101.19,99.9,99.08,98.36,97.72,97.11,96.53,95.99000000000001,94.86,26.330000000000002,25.98,25.810000000000002,25.61,25.42,25.240000000000002,25.04,24.86,24.48,N/A,N/A -2012,6,8,19,30,101140,99990,98880,70.87,0,4.55,4.86,4.91,4.94,4.96,4.97,4.98,4.98,4.99,74.4,74.32000000000001,74.17,74.01,73.87,73.73,73.57000000000001,73.41,73.06,27.080000000000002,26.73,26.55,26.35,26.16,25.98,25.78,25.6,25.22,N/A,N/A -2012,6,8,20,30,101110,99960,98850,73.14,0,4.16,4.39,4.43,4.45,4.46,4.46,4.46,4.46,4.45,101.29,100.42,100.01,99.56,99.13,98.69,98.22,97.76,96.72,27.23,26.89,26.72,26.52,26.330000000000002,26.14,25.95,25.77,25.400000000000002,N/A,N/A -2012,6,8,21,30,101090,99950,98830,76.17,0,4.22,4.45,4.48,4.49,4.49,4.49,4.48,4.47,4.45,117.10000000000001,116.54,116.24000000000001,115.94,115.64,115.34,115.02,114.72,113.99000000000001,27.17,26.82,26.64,26.45,26.26,26.07,25.87,25.69,25.32,N/A,N/A -2012,6,8,22,30,101060,99910,98800,72.59,0,3.72,3.92,3.95,3.96,3.95,3.95,3.93,3.92,3.88,116.09,116.02,116.04,116.04,116.03,116.02,115.97,115.92,115.74000000000001,27.22,26.88,26.71,26.51,26.32,26.13,25.93,25.75,25.36,N/A,N/A -2012,6,8,23,30,101050,99900,98790,76.44,0,4.25,4.49,4.5200000000000005,4.53,4.53,4.5200000000000005,4.51,4.5,4.48,130.05,129.54,129.3,129.07,128.86,128.65,128.45,128.26,127.86,27.13,26.79,26.62,26.42,26.23,26.04,25.84,25.66,25.27,N/A,N/A -2012,6,9,0,30,101030,99880,98770,75.28,0,3.15,3.3200000000000003,3.35,3.37,3.38,3.38,3.38,3.38,3.38,120.51,119.88,119.51,119.17,118.85000000000001,118.55,118.25,117.97,117.34,27.07,26.73,26.560000000000002,26.36,26.17,25.98,25.78,25.59,25.21,N/A,N/A -2012,6,9,1,30,101030,99880,98770,78.93,0,1.8900000000000001,1.98,2,2.0100000000000002,2.0100000000000002,2.0100000000000002,2.02,2.02,2.02,117.8,117.29,117.05,116.79,116.56,116.32000000000001,116.07000000000001,115.83,115.34,26.93,26.6,26.42,26.22,26.03,25.84,25.650000000000002,25.46,25.080000000000002,N/A,N/A -2012,6,9,2,30,101040,99890,98780,80.99,0,2.02,2.14,2.17,2.19,2.2,2.22,2.23,2.24,2.2600000000000002,75.64,75.77,75.96000000000001,76.13,76.28,76.43,76.58,76.7,76.97,26.91,26.57,26.400000000000002,26.2,26.01,25.82,25.62,25.43,25.05,N/A,N/A -2012,6,9,3,30,101080,99920,98800,93.83,0,13.64,15.18,15.4,15.49,15.49,15.450000000000001,15.36,15.26,14.950000000000001,61.19,61.15,61.34,61.58,61.83,62.09,62.4,62.68,63.43,24.650000000000002,24.02,23.77,23.53,23.31,23.1,22.87,22.67,22.400000000000002,N/A,N/A -2012,6,9,4,30,101050,99880,98760,84.46000000000001,27.1,7.0600000000000005,7.54,7.640000000000001,7.72,7.79,7.86,7.97,8.09,8.49,68.95,69.36,69.75,70.18,70.7,71.22,71.95,72.7,75.34,23.91,23.46,23.3,23.150000000000002,23.02,22.900000000000002,22.8,22.72,22.66,N/A,N/A -2012,6,9,5,30,101040,99880,98760,80.85000000000001,0,3.81,3.89,3.87,3.83,3.79,3.7600000000000002,3.72,3.7,3.7,131.57,129.92000000000002,128.99,128.05,127.17,126.33,125.48,124.7,124.02,25.060000000000002,24.67,24.490000000000002,24.310000000000002,24.14,23.97,23.8,23.64,23.35,N/A,N/A -2012,6,9,6,30,101000,99850,98730,78.58,0,3.16,3.2800000000000002,3.29,3.29,3.29,3.2800000000000002,3.2800000000000002,3.2800000000000002,3.33,118.69,118.60000000000001,118.57000000000001,118.55,118.53,118.52,118.54,118.56,118.89,25.29,24.900000000000002,24.72,24.53,24.34,24.16,23.98,23.82,23.52,N/A,N/A -2012,6,9,7,30,101020,99870,98750,80.02,0,4.74,5.04,5.1000000000000005,5.14,5.17,5.19,5.21,5.22,5.26,93.05,93.44,93.67,93.89,94.10000000000001,94.3,94.52,94.72,95.17,25.86,25.45,25.27,25.07,24.88,24.69,24.490000000000002,24.310000000000002,23.93,N/A,N/A -2012,6,9,8,30,100980,99830,98720,76.73,0,3.3200000000000003,3.5700000000000003,3.63,3.69,3.74,3.7800000000000002,3.8200000000000003,3.86,3.95,97.03,96.8,96.77,96.74000000000001,96.71000000000001,96.68,96.66,96.63,96.58,26.310000000000002,25.94,25.76,25.560000000000002,25.37,25.18,24.98,24.79,24.41,N/A,N/A -2012,6,9,9,30,101030,99870,98750,89.57000000000001,184.9,4.21,4.32,4.3100000000000005,4.25,4.19,4.11,4.04,3.98,3.98,76.93,80.45,82.7,85.48,88.39,91.49,94.64,97.56,102.31,24.22,23.87,23.77,23.71,23.72,23.77,23.81,23.84,23.740000000000002,N/A,N/A -2012,6,9,10,30,100990,99830,98710,84.98,9.200000000000001,2.44,2.35,2.24,2.11,2.09,2.11,2.08,2.0300000000000002,2,19.56,24.73,29.990000000000002,38.67,51.9,67.9,79.19,88.03,106.55,24.25,23.91,23.8,23.72,23.740000000000002,23.82,23.79,23.73,23.43,N/A,N/A -2012,6,9,11,30,100990,99840,98720,85.95,1.8,0.11,0.16,0.2,0.25,0.31,0.36,0.42,0.49,0.67,59.69,84.72,99.45,105.99000000000001,110.21000000000001,112.58,113.74000000000001,114.46000000000001,113.16,25.27,24.900000000000002,24.72,24.53,24.34,24.16,23.98,23.81,23.46,N/A,N/A -2012,6,9,12,30,100990,99840,98720,85.58,0,1.6,1.6300000000000001,1.62,1.61,1.59,1.58,1.56,1.54,1.48,305.24,307.19,308.31,309.54,310.85,312.2,313.91,315.59000000000003,321.02,25.6,25.23,25.05,24.85,24.66,24.47,24.28,24.1,23.740000000000002,N/A,N/A -2012,6,9,13,30,101020,99870,98750,84.3,0,2.11,2.24,2.27,2.3000000000000003,2.32,2.35,2.37,2.39,2.43,6.92,9.49,10.72,11.89,12.97,14,15.02,15.97,17.96,26.11,25.740000000000002,25.560000000000002,25.36,25.17,24.98,24.79,24.6,24.22,N/A,N/A -2012,6,9,14,30,101030,99880,98770,79.84,0,4.62,4.84,4.86,4.8500000000000005,4.83,4.8100000000000005,4.79,4.76,4.7,32.980000000000004,33.51,33.86,34.18,34.480000000000004,34.75,35.02,35.27,35.77,26.36,25.98,25.8,25.6,25.41,25.22,25.02,24.84,24.46,N/A,N/A -2012,6,9,15,30,101060,99900,98780,90.07000000000001,0,4.42,4.51,4.46,4.4,4.33,4.2700000000000005,4.2,4.14,4.03,124.05,121.38,119.61,117.67,115.82000000000001,114.01,112.13,110.38,105.77,25.13,24.72,24.53,24.34,24.150000000000002,23.98,23.79,23.62,23.27,N/A,N/A -2012,6,9,16,30,101020,99860,98740,86.4,0,2.63,2.66,2.62,2.56,2.5100000000000002,2.45,2.38,2.31,2.11,138.8,136.97,135.62,134.15,132.55,130.89000000000001,128.57,126.25,116.47,25.32,24.92,24.740000000000002,24.54,24.35,24.17,23.98,23.81,23.45,N/A,N/A -2012,6,9,17,30,101010,99860,98740,84.58,0,2.07,2.04,2,1.94,1.9000000000000001,1.85,1.8,1.76,1.69,111.65,108.59,106.66,104.53,102.31,100.04,97.29,94.64,87.8,25.490000000000002,25.09,24.91,24.71,24.52,24.34,24.14,23.96,23.59,N/A,N/A -2012,6,9,18,30,100990,99840,98720,84.28,0,2.95,3.08,3.09,3.09,3.08,3.08,3.0700000000000003,3.0700000000000003,3.06,68.26,67.29,66.62,65.96000000000001,65.32000000000001,64.67,63.980000000000004,63.31,61.83,25.79,25.38,25.19,24.990000000000002,24.79,24.61,24.41,24.22,23.84,N/A,N/A -2012,6,9,19,30,100980,99830,98710,78.4,0,3.88,4.12,4.18,4.22,4.25,4.28,4.3,4.32,4.3500000000000005,97.51,97.24000000000001,97.09,96.95,96.81,96.69,96.56,96.45,96.2,26.35,25.96,25.77,25.57,25.37,25.19,24.990000000000002,24.8,24.42,N/A,N/A -2012,6,9,20,30,100910,99760,98650,79.97,0,4.5600000000000005,4.79,4.83,4.84,4.83,4.82,4.8100000000000005,4.79,4.75,129.76,129.38,129.21,129.02,128.82,128.62,128.4,128.18,127.65,26.43,26.05,25.87,25.67,25.48,25.29,25.09,24.91,24.54,N/A,N/A -2012,6,9,21,30,100900,99760,98650,79.77,0,3.92,4.17,4.23,4.2700000000000005,4.3,4.32,4.34,4.36,4.39,106,106.12,106.19,106.24000000000001,106.3,106.35000000000001,106.39,106.43,106.51,26.66,26.28,26.1,25.900000000000002,25.71,25.52,25.32,25.13,24.75,N/A,N/A -2012,6,9,22,30,100890,99740,98630,80.06,0,6.0600000000000005,6.48,6.5600000000000005,6.59,6.61,6.62,6.62,6.62,6.61,119.23,119.34,119.39,119.45,119.51,119.56,119.63,119.69,119.82000000000001,26.73,26.36,26.17,25.97,25.78,25.59,25.39,25.2,24.82,N/A,N/A -2012,6,9,23,30,100850,99710,98600,83.72,0,4.79,5.07,5.11,5.13,5.14,5.14,5.13,5.13,5.11,136.67000000000002,137.17000000000002,137.4,137.64000000000001,137.86,138.08,138.3,138.51,138.96,26.66,26.29,26.12,25.91,25.72,25.53,25.34,25.150000000000002,24.77,N/A,N/A -2012,6,10,0,30,100810,99670,98560,81.65,0,4.26,4.5200000000000005,4.5600000000000005,4.58,4.59,4.6000000000000005,4.6000000000000005,4.6000000000000005,4.59,143.6,143.44,143.34,143.24,143.15,143.07,142.97,142.89000000000001,142.68,26.71,26.35,26.18,25.98,25.79,25.6,25.400000000000002,25.22,24.84,N/A,N/A -2012,6,10,1,30,100800,99650,98540,85.45,0,6.45,6.88,6.94,6.96,6.96,6.95,6.93,6.91,6.8500000000000005,145.1,145.16,145.13,145.11,145.1,145.08,145.06,145.05,145,26.52,26.13,25.95,25.75,25.560000000000002,25.37,25.17,24.990000000000002,24.61,N/A,N/A -2012,6,10,2,30,100820,99670,98570,85.02,0,5.51,5.88,5.95,5.98,6,6.01,6.01,6.01,5.99,155.44,155.36,155.31,155.25,155.18,155.11,155.03,154.95000000000002,154.77,26.650000000000002,26.28,26.1,25.900000000000002,25.71,25.51,25.32,25.14,24.75,N/A,N/A -2012,6,10,3,30,100850,99700,98590,84.31,0,5.59,5.96,6.04,6.07,6.09,6.09,6.09,6.09,6.08,152.65,152.83,152.95000000000002,153.07,153.18,153.27,153.38,153.47,153.66,26.73,26.36,26.18,25.98,25.79,25.6,25.400000000000002,25.22,24.84,N/A,N/A -2012,6,10,4,30,100830,99690,98580,83.22,0,5.12,5.46,5.5200000000000005,5.55,5.5600000000000005,5.57,5.57,5.57,5.55,162.5,162.47,162.47,162.45000000000002,162.44,162.43,162.41,162.39000000000001,162.34,26.740000000000002,26.37,26.19,25.990000000000002,25.8,25.61,25.41,25.23,24.84,N/A,N/A -2012,6,10,5,30,100820,99670,98560,84.21000000000001,0,5.59,5.98,6.05,6.08,6.09,6.1000000000000005,6.1000000000000005,6.09,6.07,163.59,163.72,163.77,163.81,163.84,163.88,163.91,163.94,164.01,26.72,26.34,26.16,25.96,25.77,25.580000000000002,25.38,25.19,24.810000000000002,N/A,N/A -2012,6,10,6,30,100830,99690,98580,84.32000000000001,0,5.59,6,6.09,6.13,6.16,6.19,6.2,6.21,6.22,176.73,176.9,177,177.09,177.18,177.26,177.35,177.42000000000002,177.58,26.73,26.36,26.18,25.98,25.79,25.59,25.400000000000002,25.21,24.830000000000002,N/A,N/A -2012,6,10,7,30,100850,99710,98600,84.06,0,5.48,5.88,5.97,6.01,6.04,6.05,6.0600000000000005,6.07,6.0600000000000005,193.37,193.6,193.65,193.67000000000002,193.66,193.65,193.63,193.61,193.54,26.82,26.46,26.28,26.080000000000002,25.88,25.69,25.5,25.310000000000002,24.93,N/A,N/A -2012,6,10,8,30,100850,99700,98590,82.41,0,5.96,6.43,6.54,6.6000000000000005,6.65,6.68,6.7,6.72,6.74,205.98000000000002,205.86,205.74,205.59,205.46,205.34,205.20000000000002,205.08,204.82,27.02,26.67,26.490000000000002,26.29,26.09,25.91,25.71,25.52,25.14,N/A,N/A -2012,6,10,9,30,100840,99700,98590,81.54,0,6.46,6.94,7.05,7.1000000000000005,7.13,7.140000000000001,7.15,7.15,7.15,204.52,204.77,204.9,205.01,205.11,205.20000000000002,205.3,205.38,205.55,27.11,26.76,26.580000000000002,26.38,26.19,26,25.8,25.62,25.23,N/A,N/A -2012,6,10,10,30,100840,99690,98580,82.55,0,5.84,6.29,6.38,6.43,6.46,6.48,6.49,6.5,6.5,223.58,223.31,223.12,222.94,222.76,222.59,222.42000000000002,222.25,221.91,27.080000000000002,26.73,26.55,26.35,26.16,25.97,25.78,25.59,25.22,N/A,N/A -2012,6,10,11,30,100860,99720,98610,82.43,0,5.96,6.44,6.54,6.6000000000000005,6.63,6.65,6.66,6.67,6.67,223.19,222.64000000000001,222.42000000000002,222.22,222.05,221.9,221.75,221.62,221.35,27.23,26.88,26.71,26.51,26.310000000000002,26.13,25.93,25.740000000000002,25.36,N/A,N/A -2012,6,10,12,30,100900,99750,98650,81.75,0,5.63,6.11,6.22,6.29,6.34,6.38,6.41,6.44,6.49,215.81,215.57,215.44,215.31,215.20000000000002,215.09,214.97,214.86,214.65,27.36,27.02,26.85,26.650000000000002,26.46,26.27,26.080000000000002,25.89,25.51,N/A,N/A -2012,6,10,13,30,100940,99800,98690,83.35000000000001,0,5.61,6.04,6.13,6.19,6.22,6.24,6.26,6.2700000000000005,6.29,211.64000000000001,211.82,211.93,212.04,212.14000000000001,212.24,212.34,212.44,212.67000000000002,27.38,27.04,26.88,26.67,26.490000000000002,26.3,26.1,25.92,25.54,N/A,N/A -2012,6,10,14,30,100990,99850,98740,83.19,0,5.05,5.5,5.63,5.72,5.79,5.84,5.89,5.93,6.01,219.23000000000002,219.48000000000002,219.59,219.68,219.76,219.83,219.89000000000001,219.95000000000002,220.07,27.57,27.25,27.080000000000002,26.88,26.69,26.5,26.310000000000002,26.12,25.740000000000002,N/A,N/A -2012,6,10,15,30,101010,99870,98760,80.4,0,6.96,7.5600000000000005,7.68,7.75,7.79,7.82,7.8500000000000005,7.86,7.890000000000001,223.97,224.27,224.4,224.53,224.66,224.79,224.92000000000002,225.04,225.3,27.830000000000002,27.52,27.36,27.16,26.98,26.79,26.6,26.42,26.05,N/A,N/A -2012,6,10,16,30,101060,99920,98810,83.68,0,6.7700000000000005,7.43,7.59,7.7,7.7700000000000005,7.83,7.87,7.91,7.97,220.06,220.37,220.49,220.61,220.70000000000002,220.79,220.88,220.95000000000002,221.1,27.79,27.47,27.3,27.1,26.91,26.72,26.52,26.34,25.96,N/A,N/A -2012,6,10,17,30,101090,99950,98840,78.19,0,7.34,8.040000000000001,8.19,8.28,8.33,8.370000000000001,8.39,8.41,8.42,210.24,210.28,210.3,210.31,210.32,210.33,210.35,210.35,210.37,28.09,27.8,27.64,27.44,27.26,27.07,26.88,26.7,26.32,N/A,N/A -2012,6,10,18,30,101110,99970,98860,77.09,0,6.890000000000001,7.59,7.75,7.8500000000000005,7.92,7.97,8.01,8.040000000000001,8.08,208.8,209.02,209.12,209.20000000000002,209.25,209.3,209.35,209.38,209.44,28.12,27.830000000000002,27.66,27.46,27.28,27.09,26.900000000000002,26.71,26.330000000000002,N/A,N/A -2012,6,10,19,30,101130,99990,98880,71.45,0,7.16,7.91,8.07,8.17,8.24,8.290000000000001,8.32,8.35,8.38,198.55,198.54,198.56,198.58,198.59,198.61,198.63,198.65,198.69,28.44,28.16,28,27.8,27.62,27.43,27.240000000000002,27.05,26.67,N/A,N/A -2012,6,10,20,30,101110,99960,98860,74.82000000000001,0,7.76,8.55,8.71,8.81,8.870000000000001,8.91,8.94,8.950000000000001,8.96,195.21,195.34,195.38,195.4,195.4,195.4,195.4,195.39000000000001,195.36,28.21,27.93,27.77,27.580000000000002,27.39,27.21,27.01,26.830000000000002,26.45,N/A,N/A -2012,6,10,21,30,101110,99970,98860,79.92,0,7.36,8.05,8.2,8.28,8.33,8.36,8.38,8.39,8.4,189.15,189.16,189.17000000000002,189.20000000000002,189.24,189.27,189.32,189.36,189.47,28.01,27.71,27.55,27.35,27.17,26.98,26.79,26.6,26.23,N/A,N/A -2012,6,10,22,30,101090,99940,98840,84.64,0,7.21,7.86,8,8.07,8.120000000000001,8.16,8.18,8.2,8.23,182.94,183.1,183.20000000000002,183.32,183.45000000000002,183.59,183.74,183.89000000000001,184.25,27.87,27.560000000000002,27.400000000000002,27.2,27.02,26.830000000000002,26.64,26.46,26.080000000000002,N/A,N/A -2012,6,10,23,30,101090,99950,98840,85.51,0,7.94,8.73,8.9,8.99,9.05,9.09,9.120000000000001,9.14,9.16,189.52,189.45000000000002,189.37,189.28,189.18,189.09,188.98,188.88,188.63,27.93,27.63,27.47,27.27,27.09,26.900000000000002,26.71,26.53,26.16,N/A,N/A -2012,6,11,0,30,101090,99950,98850,87.05,0,7.79,8.56,8.75,8.85,8.91,8.950000000000001,8.98,9,9.02,181.74,181.85,181.91,181.96,182,182.03,182.05,182.07,182.09,27.900000000000002,27.61,27.44,27.25,27.060000000000002,26.88,26.68,26.5,26.13,N/A,N/A -2012,6,11,1,30,101080,99940,98830,87.79,0,8.55,9.42,9.63,9.74,9.82,9.870000000000001,9.9,9.92,9.94,183.42000000000002,183.44,183.49,183.55,183.61,183.67000000000002,183.73,183.79,183.93,27.830000000000002,27.51,27.35,27.150000000000002,26.96,26.77,26.580000000000002,26.39,26.02,N/A,N/A -2012,6,11,2,30,101110,99970,98860,84.85000000000001,0,9.38,10.34,10.57,10.68,10.76,10.82,10.85,10.870000000000001,10.89,181.02,181.23,181.38,181.53,181.66,181.79,181.92000000000002,182.04,182.29,27.89,27.580000000000002,27.42,27.22,27.03,26.85,26.650000000000002,26.46,26.080000000000002,N/A,N/A -2012,6,11,3,30,101130,99980,98880,84.63,0,8.83,9.73,9.96,10.1,10.200000000000001,10.27,10.33,10.38,10.44,184.17000000000002,184.39000000000001,184.46,184.49,184.51,184.52,184.5,184.49,184.43,27.78,27.46,27.29,27.1,26.91,26.72,26.52,26.34,25.96,N/A,N/A -2012,6,11,4,30,101120,99980,98870,82.69,0,8.76,9.72,9.97,10.120000000000001,10.24,10.32,10.39,10.46,10.55,183.36,183.72,183.87,183.97,184.04,184.09,184.13,184.16,184.19,27.740000000000002,27.42,27.25,27.05,26.86,26.67,26.48,26.3,25.91,N/A,N/A -2012,6,11,5,30,101130,99980,98870,83.67,0,9.35,10.33,10.57,10.72,10.82,10.89,10.93,10.97,11.02,187.88,187.9,187.86,187.8,187.75,187.70000000000002,187.64000000000001,187.58,187.45000000000002,27.68,27.36,27.19,26.990000000000002,26.8,26.61,26.42,26.23,25.85,N/A,N/A -2012,6,11,6,30,101170,100030,98920,78.88,0,8.870000000000001,9.93,10.200000000000001,10.38,10.51,10.61,10.69,10.76,10.85,186.57,186.71,186.8,186.87,186.94,187,187.05,187.1,187.19,27.96,27.68,27.51,27.32,27.13,26.94,26.75,26.57,26.19,N/A,N/A -2012,6,11,7,30,101190,100040,98940,77.31,0,9.200000000000001,10.22,10.49,10.66,10.78,10.870000000000001,10.94,11,11.09,190.85,190.77,190.74,190.73,190.73,190.73,190.73,190.73,190.74,28.14,27.88,27.72,27.53,27.35,27.17,26.97,26.79,26.42,N/A,N/A -2012,6,11,8,30,101210,100060,98950,79.60000000000001,0,9.290000000000001,10.27,10.5,10.64,10.74,10.81,10.86,10.91,10.99,192.51,192.77,192.77,192.75,192.72,192.67000000000002,192.62,192.56,192.42000000000002,28.01,27.740000000000002,27.59,27.400000000000002,27.22,27.04,26.86,26.68,26.32,N/A,N/A -2012,6,11,9,30,101230,100090,98980,77.59,0,8.790000000000001,9.870000000000001,10.17,10.4,10.57,10.72,10.85,10.96,11.15,197.89000000000001,197.83,197.81,197.78,197.75,197.73000000000002,197.69,197.66,197.6,28.16,27.91,27.76,27.57,27.400000000000002,27.22,27.03,26.85,26.490000000000002,N/A,N/A -2012,6,11,10,30,101270,100120,99010,81.89,0,8.040000000000001,8.9,9.120000000000001,9.25,9.35,9.43,9.49,9.55,9.64,191.76,192.08,192.20000000000002,192.29,192.38,192.46,192.54,192.61,192.75,27.97,27.68,27.53,27.330000000000002,27.150000000000002,26.97,26.78,26.6,26.23,N/A,N/A -2012,6,11,11,30,101300,100150,99050,83.99,0,8.28,9.11,9.290000000000001,9.38,9.450000000000001,9.48,9.51,9.52,9.55,187.95000000000002,188.31,188.44,188.58,188.71,188.84,188.99,189.13,189.48,27.91,27.62,27.46,27.27,27.09,26.91,26.73,26.55,26.2,N/A,N/A -2012,6,11,12,30,101370,100230,99120,82.45,0,7.94,8.77,8.98,9.120000000000001,9.22,9.31,9.38,9.450000000000001,9.61,190.61,190.62,190.55,190.48,190.43,190.37,190.33,190.31,190.26,28.13,27.86,27.71,27.52,27.35,27.17,26.990000000000002,26.810000000000002,26.46,N/A,N/A -2012,6,11,13,30,101400,100250,99140,83.81,0,8.22,8.99,9.17,9.26,9.32,9.370000000000001,9.42,9.46,9.59,188.71,188.62,188.61,188.6,188.59,188.59,188.58,188.58,188.59,28.03,27.76,27.61,27.43,27.26,27.080000000000002,26.91,26.740000000000002,26.42,N/A,N/A -2012,6,11,14,30,101470,100330,99220,82.16,0,8.93,10.05,10.34,10.540000000000001,10.69,10.790000000000001,10.870000000000001,10.93,10.99,192.02,192.14000000000001,192.16,192.17000000000002,192.16,192.15,192.13,192.11,192.05,28.22,27.95,27.79,27.59,27.400000000000002,27.21,27.02,26.830000000000002,26.44,N/A,N/A -2012,6,11,15,30,101530,100380,99270,83.01,0,8.15,8.92,9.1,9.18,9.23,9.26,9.27,9.28,9.28,186.86,186.93,186.99,187.06,187.14000000000001,187.22,187.33,187.44,187.75,27.98,27.69,27.53,27.34,27.16,26.98,26.79,26.61,26.240000000000002,N/A,N/A -2012,6,11,16,30,101540,100400,99290,85.35000000000001,0,7.97,8.74,8.92,9.02,9.09,9.13,9.15,9.17,9.19,184.5,184.91,185.11,185.31,185.48,185.64000000000001,185.8,185.95000000000002,186.25,27.79,27.48,27.310000000000002,27.11,26.92,26.73,26.54,26.35,25.97,N/A,N/A -2012,6,11,17,30,101560,100410,99300,86.86,0,6.78,7.45,7.62,7.73,7.8100000000000005,7.87,7.92,7.96,8.02,184.70000000000002,184.52,184.45000000000002,184.41,184.38,184.36,184.35,184.35,184.36,27.77,27.45,27.28,27.080000000000002,26.89,26.7,26.51,26.32,25.94,N/A,N/A -2012,6,11,18,30,101550,100400,99290,85.11,0,7.03,7.640000000000001,7.79,7.86,7.9,7.930000000000001,7.95,7.96,7.97,182.65,182.71,182.77,182.83,182.89000000000001,182.96,183.03,183.11,183.3,27.7,27.37,27.21,27.01,26.82,26.63,26.44,26.25,25.88,N/A,N/A -2012,6,11,19,30,101560,100410,99300,84.02,0,7.38,8.05,8.21,8.290000000000001,8.35,8.39,8.41,8.44,8.47,184.55,184.53,184.54,184.56,184.56,184.57,184.58,184.59,184.61,27.76,27.44,27.27,27.07,26.88,26.69,26.5,26.310000000000002,25.94,N/A,N/A -2012,6,11,20,30,101540,100400,99280,83.41,0,6.95,7.58,7.72,7.79,7.8500000000000005,7.88,7.91,7.930000000000001,7.95,176.68,176.92000000000002,177.07,177.20000000000002,177.33,177.46,177.59,177.71,177.95000000000002,27.810000000000002,27.48,27.32,27.12,26.93,26.740000000000002,26.55,26.36,25.98,N/A,N/A -2012,6,11,21,30,101520,100370,99260,80.79,0,6.74,7.38,7.5200000000000005,7.59,7.640000000000001,7.68,7.71,7.72,7.74,178.19,178.26,178.34,178.42000000000002,178.49,178.56,178.64000000000001,178.71,178.87,27.96,27.66,27.490000000000002,27.3,27.11,26.92,26.73,26.54,26.16,N/A,N/A -2012,6,11,22,30,101520,100370,99260,78.93,0,6.8500000000000005,7.51,7.66,7.74,7.8,7.84,7.86,7.890000000000001,7.92,172.88,172.94,172.99,173.03,173.07,173.12,173.16,173.19,173.27,28.04,27.75,27.59,27.400000000000002,27.21,27.03,26.830000000000002,26.650000000000002,26.27,N/A,N/A -2012,6,11,23,30,101510,100360,99250,79.51,0,7.48,8.2,8.35,8.43,8.48,8.51,8.52,8.53,8.53,169.34,169.67000000000002,169.78,169.89000000000001,169.97,170.06,170.13,170.21,170.35,27.94,27.650000000000002,27.490000000000002,27.3,27.11,26.92,26.73,26.55,26.17,N/A,N/A -2012,6,12,0,30,101480,100330,99220,83.45,0,7.57,8.28,8.44,8.52,8.58,8.61,8.63,8.65,8.66,172.68,172.84,172.91,172.98,173.03,173.09,173.14000000000001,173.18,173.28,27.69,27.38,27.21,27.01,26.830000000000002,26.64,26.45,26.26,25.88,N/A,N/A -2012,6,12,1,30,101470,100320,99210,86.9,0,7.54,8.27,8.45,8.55,8.620000000000001,8.67,8.71,8.73,8.77,175.01,174.91,174.9,174.88,174.87,174.86,174.85,174.85,174.83,27.490000000000002,27.16,26.98,26.78,26.6,26.400000000000002,26.21,26.02,25.64,N/A,N/A -2012,6,12,2,30,101490,100350,99230,87.02,0,7.3500000000000005,8.03,8.18,8.26,8.32,8.36,8.38,8.4,8.43,171.95000000000002,172.06,172.1,172.14000000000001,172.18,172.21,172.24,172.27,172.34,27.490000000000002,27.16,26.990000000000002,26.79,26.6,26.41,26.22,26.03,25.650000000000002,N/A,N/A -2012,6,12,3,30,101510,100360,99250,86.05,0,7.53,8.23,8.38,8.46,8.51,8.55,8.57,8.58,8.58,173.31,173.3,173.33,173.36,173.41,173.45000000000002,173.5,173.55,173.66,27.57,27.240000000000002,27.07,26.87,26.68,26.490000000000002,26.29,26.11,25.73,N/A,N/A -2012,6,12,4,30,101500,100350,99240,85.05,0,7.43,8.14,8.31,8.4,8.47,8.51,8.540000000000001,8.56,8.59,179.87,179.8,179.79,179.79,179.78,179.78,179.77,179.77,179.77,27.61,27.28,27.11,26.91,26.72,26.53,26.34,26.150000000000002,25.77,N/A,N/A -2012,6,12,5,30,101520,100370,99260,83.58,0,6.82,7.48,7.63,7.72,7.78,7.82,7.86,7.890000000000001,7.930000000000001,178.56,178.46,178.43,178.4,178.37,178.35,178.32,178.3,178.25,27.64,27.32,27.150000000000002,26.95,26.76,26.57,26.38,26.2,25.810000000000002,N/A,N/A -2012,6,12,6,30,101530,100380,99270,79.89,0,6.95,7.61,7.75,7.83,7.88,7.92,7.94,7.96,7.98,181.66,181.72,181.76,181.8,181.84,181.88,181.93,181.97,182.07,27.78,27.48,27.310000000000002,27.12,26.93,26.740000000000002,26.55,26.37,25.990000000000002,N/A,N/A -2012,6,12,7,30,101550,100400,99290,76.69,0,6.83,7.5,7.640000000000001,7.72,7.78,7.82,7.8500000000000005,7.88,7.92,185.99,186.02,185.99,185.96,185.93,185.89000000000001,185.85,185.81,185.73,27.94,27.650000000000002,27.490000000000002,27.29,27.11,26.92,26.73,26.55,26.17,N/A,N/A -2012,6,12,8,30,101590,100440,99320,75.07000000000001,0,5.55,6.07,6.19,6.2700000000000005,6.33,6.38,6.43,6.47,6.58,185.06,185.41,185.58,185.77,185.95000000000002,186.13,186.32,186.52,186.93,28.02,27.75,27.59,27.41,27.23,27.05,26.86,26.69,26.330000000000002,N/A,N/A -2012,6,12,9,30,101620,100470,99360,75.63,0,5.95,6.51,6.63,6.7,6.74,6.78,6.8,6.8100000000000005,6.83,180.19,180.41,180.47,180.52,180.58,180.63,180.68,180.72,180.81,28.060000000000002,27.79,27.63,27.44,27.26,27.07,26.89,26.7,26.330000000000002,N/A,N/A -2012,6,12,10,30,101650,100500,99390,77.86,0,5.7700000000000005,6.29,6.390000000000001,6.45,6.49,6.5200000000000005,6.53,6.55,6.5600000000000005,184.47,184.3,184.28,184.25,184.22,184.19,184.16,184.13,184.07,27.93,27.63,27.47,27.28,27.09,26.91,26.71,26.53,26.16,N/A,N/A -2012,6,12,11,30,101690,100540,99420,84.06,0,5.97,6.44,6.5200000000000005,6.5600000000000005,6.57,6.58,6.57,6.5600000000000005,6.5200000000000005,179.24,179.36,179.42000000000002,179.5,179.58,179.65,179.74,179.81,179.98,27.52,27.19,27.02,26.82,26.63,26.44,26.240000000000002,26.060000000000002,25.68,N/A,N/A -2012,6,12,12,30,101720,100560,99450,84.44,0,5.26,5.71,5.8100000000000005,5.88,5.94,5.98,6.0200000000000005,6.05,6.1000000000000005,173.99,174.24,174.47,174.68,174.88,175.06,175.24,175.41,175.76,27.39,27.07,26.900000000000002,26.71,26.52,26.330000000000002,26.13,25.95,25.57,N/A,N/A -2012,6,12,13,30,101740,100590,99470,82.98,0,4.95,5.3500000000000005,5.44,5.49,5.5200000000000005,5.55,5.5600000000000005,5.58,5.59,173.13,173.53,173.8,174.04,174.25,174.44,174.63,174.79,175.12,27.45,27.12,26.95,26.75,26.560000000000002,26.37,26.17,25.990000000000002,25.6,N/A,N/A -2012,6,12,14,30,101770,100620,99500,84.39,0,4.94,5.28,5.34,5.37,5.38,5.39,5.39,5.38,5.36,185.93,185.67000000000002,185.44,185.15,184.88,184.61,184.33,184.05,183.5,27.53,27.21,27.03,26.84,26.650000000000002,26.46,26.27,26.080000000000002,25.7,N/A,N/A -2012,6,12,15,30,101790,100630,99520,83.41,0,4.5,4.79,4.8500000000000005,4.88,4.89,4.89,4.89,4.89,4.87,167.87,168.08,168.28,168.48,168.66,168.84,169.02,169.19,169.56,27.5,27.17,27,26.8,26.61,26.42,26.22,26.04,25.66,N/A,N/A -2012,6,12,16,30,101770,100620,99500,81.37,0,4.48,4.78,4.84,4.87,4.9,4.91,4.93,4.94,4.95,168.21,168.67000000000002,168.94,169.18,169.39000000000001,169.61,169.81,170,170.4,27.560000000000002,27.22,27.05,26.85,26.67,26.48,26.28,26.1,25.72,N/A,N/A -2012,6,12,17,30,101760,100610,99490,80.68,0,4.01,4.24,4.28,4.29,4.3,4.3,4.3,4.29,4.28,165.37,165.56,165.73,165.89000000000001,166.03,166.16,166.28,166.4,166.64000000000001,27.57,27.22,27.04,26.85,26.66,26.46,26.27,26.09,25.7,N/A,N/A -2012,6,12,18,30,101730,100580,99460,80.87,0,4.36,4.62,4.68,4.7,4.72,4.74,4.75,4.76,4.79,162.98,163.33,163.45000000000002,163.57,163.70000000000002,163.83,163.96,164.1,164.38,27.560000000000002,27.21,27.04,26.85,26.66,26.47,26.28,26.09,25.72,N/A,N/A -2012,6,12,19,30,101730,100570,99460,81.65,0,5.04,5.37,5.44,5.45,5.47,5.47,5.46,5.45,5.43,159.09,159.52,159.75,159.97,160.15,160.33,160.52,160.69,161.04,27.6,27.25,27.07,26.88,26.69,26.5,26.3,26.12,25.740000000000002,N/A,N/A -2012,6,12,20,30,101690,100540,99420,79.73,0,4.86,5.15,5.21,5.23,5.24,5.24,5.23,5.22,5.2,169.68,169.74,169.72,169.68,169.65,169.61,169.57,169.54,169.47,27.580000000000002,27.240000000000002,27.07,26.86,26.68,26.490000000000002,26.29,26.11,25.73,N/A,N/A -2012,6,12,21,30,101640,100490,99370,80.13,0,5.03,5.38,5.45,5.48,5.5,5.51,5.51,5.51,5.51,165.71,165.81,165.85,165.89000000000001,165.93,165.96,166,166.03,166.12,27.560000000000002,27.22,27.04,26.85,26.66,26.46,26.27,26.080000000000002,25.7,N/A,N/A -2012,6,12,22,30,101610,100460,99350,81.17,0,5.91,6.3500000000000005,6.44,6.48,6.51,6.5200000000000005,6.54,6.54,6.55,156.8,156.77,156.83,156.88,156.94,157,157.07,157.13,157.27,27.41,27.07,26.900000000000002,26.7,26.51,26.32,26.13,25.95,25.57,N/A,N/A -2012,6,12,23,30,101590,100440,99320,79.21000000000001,0,5.89,6.38,6.49,6.55,6.6000000000000005,6.640000000000001,6.68,6.71,6.7700000000000005,161.37,161.52,161.55,161.57,161.6,161.62,161.65,161.67000000000002,161.72,27.47,27.150000000000002,26.98,26.79,26.6,26.41,26.22,26.04,25.67,N/A,N/A -2012,6,13,0,30,101610,100460,99340,79.27,0,6.22,6.73,6.84,6.9,6.95,6.97,6.99,7.01,7.03,166.69,166.74,166.76,166.8,166.84,166.89000000000001,166.94,166.99,167.11,27.43,27.1,26.94,26.740000000000002,26.55,26.36,26.17,25.98,25.61,N/A,N/A -2012,6,13,1,30,101560,100410,99300,78.15,0,6.2,6.69,6.79,6.84,6.87,6.890000000000001,6.9,6.9,6.9,170.01,170.06,170.12,170.18,170.24,170.3,170.36,170.41,170.55,27.37,27.05,26.88,26.68,26.490000000000002,26.3,26.11,25.93,25.55,N/A,N/A -2012,6,13,2,30,101600,100440,99330,77.84,0,5.84,6.3100000000000005,6.41,6.47,6.5,6.53,6.54,6.55,6.5600000000000005,171.74,171.83,171.81,171.8,171.79,171.78,171.77,171.76,171.74,27.36,27.03,26.86,26.67,26.48,26.29,26.09,25.91,25.53,N/A,N/A -2012,6,13,3,30,101590,100440,99320,80.13,0,6.2700000000000005,6.76,6.86,6.91,6.94,6.96,6.97,6.97,6.97,178.8,178.92000000000002,178.96,178.99,179.02,179.04,179.07,179.09,179.13,27.19,26.85,26.67,26.48,26.29,26.1,25.900000000000002,25.72,25.34,N/A,N/A -2012,6,13,4,30,101530,100380,99270,78.8,0,7.16,7.75,7.890000000000001,7.95,7.99,8.02,8.03,8.040000000000001,8.03,171.74,171.68,171.64000000000001,171.59,171.54,171.49,171.42000000000002,171.36,171.23,27.18,26.84,26.66,26.46,26.27,26.09,25.89,25.71,25.330000000000002,N/A,N/A -2012,6,13,5,30,101510,100350,99240,80.63,0,6.79,7.34,7.47,7.53,7.57,7.6000000000000005,7.61,7.62,7.62,178,178.09,178.12,178.14000000000001,178.15,178.16,178.17000000000002,178.18,178.19,27.060000000000002,26.71,26.53,26.330000000000002,26.14,25.95,25.76,25.580000000000002,25.2,N/A,N/A -2012,6,13,6,30,101520,100360,99250,81.48,0,6.8,7.3500000000000005,7.46,7.5200000000000005,7.5600000000000005,7.58,7.59,7.59,7.59,173.12,173.35,173.46,173.56,173.65,173.74,173.83,173.9,174.07,27.02,26.650000000000002,26.48,26.27,26.080000000000002,25.89,25.69,25.5,25.12,N/A,N/A -2012,6,13,7,30,101550,100390,99280,82.95,0,6.5600000000000005,7.01,7.1000000000000005,7.140000000000001,7.16,7.17,7.17,7.16,7.15,175.08,175.35,175.55,175.75,175.94,176.12,176.3,176.47,176.82,27.03,26.67,26.490000000000002,26.29,26.1,25.91,25.72,25.54,25.16,N/A,N/A -2012,6,13,8,30,101540,100380,99270,83.01,0,6.37,6.88,6.99,7.04,7.07,7.1000000000000005,7.1000000000000005,7.11,7.1000000000000005,184.92000000000002,184.89000000000001,184.89000000000001,184.89000000000001,184.89000000000001,184.91,184.91,184.92000000000002,184.94,27,26.63,26.45,26.25,26.05,25.86,25.66,25.48,25.09,N/A,N/A -2012,6,13,9,30,101580,100430,99310,82.62,0,4.44,4.78,4.86,4.91,4.95,4.98,5.01,5.03,5.0600000000000005,197.86,197.78,197.76,197.74,197.74,197.73000000000002,197.73000000000002,197.73000000000002,197.73000000000002,27.03,26.67,26.490000000000002,26.29,26.1,25.91,25.71,25.52,25.14,N/A,N/A -2012,6,13,10,30,101580,100430,99310,83.31,0,3.73,3.94,3.98,4,4.01,4.0200000000000005,4.03,4.04,4.07,187.78,188.38,188.64000000000001,188.87,189.1,189.32,189.54,189.75,190.20000000000002,26.92,26.560000000000002,26.39,26.18,25.990000000000002,25.8,25.6,25.41,25.02,N/A,N/A -2012,6,13,11,30,101580,100430,99310,80.33,0,3.62,3.83,3.88,3.91,3.93,3.95,3.97,3.99,4.03,191.62,192.43,192.85,193.23000000000002,193.55,193.85,194.14000000000001,194.41,194.94,27.02,26.68,26.51,26.310000000000002,26.12,25.94,25.75,25.560000000000002,25.19,N/A,N/A -2012,6,13,12,30,101580,100430,99310,81.55,0,2.81,2.99,3.04,3.08,3.11,3.15,3.18,3.2,3.2600000000000002,195.82,196.41,196.8,197.11,197.37,197.6,197.79,197.96,198.19,26.98,26.64,26.46,26.26,26.080000000000002,25.89,25.69,25.51,25.13,N/A,N/A -2012,6,13,13,30,101600,100440,99330,81.81,0,2.95,3.13,3.18,3.21,3.24,3.2600000000000002,3.29,3.31,3.35,189.63,188.87,188.44,187.99,187.58,187.18,186.76,186.34,185.48,27,26.66,26.48,26.29,26.1,25.91,25.72,25.53,25.16,N/A,N/A -2012,6,13,14,30,101630,100470,99360,81.21000000000001,0,2.0100000000000002,2.13,2.16,2.18,2.19,2.2,2.22,2.23,2.25,182.25,181.46,181.26,181.12,180.99,180.9,180.82,180.75,180.65,27.11,26.77,26.59,26.39,26.2,26.01,25.810000000000002,25.63,25.240000000000002,N/A,N/A -2012,6,13,15,30,101660,100500,99390,80.33,0,2.95,3.0700000000000003,3.08,3.0700000000000003,3.0500000000000003,3.04,3.02,3,2.96,158.56,158.78,158.95000000000002,159.1,159.25,159.39000000000001,159.54,159.69,160.02,27.23,26.89,26.71,26.51,26.32,26.13,25.93,25.740000000000002,25.36,N/A,N/A -2012,6,13,16,30,101590,100440,99320,80.65,0,2.74,2.87,2.9,2.91,2.92,2.92,2.92,2.93,2.93,163.38,163.62,163.83,164.04,164.23,164.43,164.63,164.82,165.26,27.22,26.86,26.69,26.490000000000002,26.3,26.1,25.91,25.72,25.34,N/A,N/A -2012,6,13,17,30,101550,100400,99290,80.19,0,4.22,4.46,4.49,4.5,4.5,4.5,4.5,4.49,4.47,151.07,151.15,151.23,151.29,151.34,151.39000000000001,151.43,151.48,151.58,27.330000000000002,26.96,26.78,26.580000000000002,26.39,26.2,26,25.810000000000002,25.43,N/A,N/A -2012,6,13,18,30,101540,100390,99270,82.02,0,4.53,4.79,4.84,4.8500000000000005,4.86,4.86,4.86,4.86,4.84,144.33,144.87,145.17000000000002,145.46,145.72,145.96,146.21,146.44,146.9,27.37,26.990000000000002,26.810000000000002,26.61,26.42,26.22,26.02,25.84,25.45,N/A,N/A -2012,6,13,19,30,101540,100390,99270,81.62,0,5.65,6.0200000000000005,6.09,6.11,6.13,6.13,6.13,6.12,6.09,167.57,167.67000000000002,167.72,167.78,167.84,167.91,167.98,168.05,168.22,27.37,27,26.82,26.62,26.42,26.23,26.04,25.85,25.47,N/A,N/A -2012,6,13,20,30,101460,100310,99200,77.99,0,5.62,6,6.05,6.07,6.08,6.08,6.07,6.0600000000000005,6.03,175.12,175.04,175,174.96,174.92000000000002,174.89000000000001,174.84,174.8,174.72,27.51,27.16,26.98,26.78,26.59,26.400000000000002,26.2,26.02,25.63,N/A,N/A -2012,6,13,21,30,101450,100300,99180,79.03,0,6.3,6.76,6.86,6.9,6.93,6.94,6.94,6.94,6.92,177.53,177.59,177.64000000000001,177.69,177.72,177.75,177.78,177.81,177.86,27.46,27.11,26.94,26.740000000000002,26.55,26.35,26.16,25.97,25.59,N/A,N/A -2012,6,13,22,30,101390,100240,99130,81.17,0,6.76,7.29,7.4,7.45,7.48,7.5,7.5,7.51,7.5,187.51,187.42000000000002,187.47,187.5,187.54,187.58,187.62,187.66,187.75,27.36,27.01,26.830000000000002,26.63,26.44,26.25,26.05,25.87,25.48,N/A,N/A -2012,6,13,23,30,101400,100250,99140,81.64,0,6.43,6.95,7.0600000000000005,7.12,7.17,7.19,7.21,7.22,7.24,182.38,182.41,182.41,182.41,182.41,182.42000000000002,182.43,182.43,182.46,27.39,27.05,26.88,26.67,26.48,26.29,26.1,25.91,25.53,N/A,N/A -2012,6,14,0,30,101400,100260,99140,79.89,0,6.36,6.83,6.93,6.97,7,7.01,7.01,7,6.98,179.06,179.6,179.83,180.02,180.20000000000002,180.35,180.51,180.64000000000001,180.92000000000002,27.46,27.12,26.95,26.740000000000002,26.55,26.36,26.16,25.98,25.59,N/A,N/A -2012,6,14,1,30,101350,100200,99090,84.77,0,6.32,6.8100000000000005,6.92,6.97,7,7.0200000000000005,7.03,7.04,7.04,188.21,188.20000000000002,188.16,188.11,188.08,188.05,188.01,187.99,187.94,27.27,26.92,26.740000000000002,26.54,26.35,26.16,25.96,25.77,25.39,N/A,N/A -2012,6,14,2,30,101330,100180,99070,85.55,0,8.6,9.36,9.52,9.6,9.66,9.68,9.700000000000001,9.71,9.71,195.24,195.3,195.33,195.36,195.4,195.44,195.49,195.53,195.62,27.3,26.94,26.77,26.560000000000002,26.37,26.18,25.98,25.8,25.42,N/A,N/A -2012,6,14,3,30,101370,100220,99110,84.92,0,6.47,7.0200000000000005,7.16,7.23,7.29,7.32,7.3500000000000005,7.36,7.38,180.21,180.37,180.49,180.59,180.67000000000002,180.74,180.81,180.86,180.97,27.36,27.02,26.85,26.64,26.45,26.26,26.060000000000002,25.88,25.5,N/A,N/A -2012,6,14,4,30,101380,100230,99120,82.53,0,6.4,6.93,7.0600000000000005,7.13,7.17,7.2,7.22,7.24,7.25,180.14000000000001,180.19,180.21,180.24,180.27,180.3,180.32,180.36,180.42000000000002,27.44,27.1,26.93,26.72,26.53,26.34,26.150000000000002,25.96,25.580000000000002,N/A,N/A -2012,6,14,5,30,101370,100220,99110,84.28,0,7.11,7.7,7.83,7.890000000000001,7.930000000000001,7.95,7.97,7.97,7.97,185.77,185.87,185.9,185.91,185.92000000000002,185.92000000000002,185.92000000000002,185.92000000000002,185.91,27.330000000000002,26.98,26.810000000000002,26.6,26.41,26.22,26.02,25.84,25.46,N/A,N/A -2012,6,14,6,30,101400,100250,99140,82.19,0,6.3100000000000005,6.82,6.95,7.01,7.0600000000000005,7.1000000000000005,7.12,7.140000000000001,7.17,186.88,186.91,186.93,186.95000000000002,186.98,187,187.02,187.04,187.08,27.400000000000002,27.04,26.86,26.66,26.47,26.28,26.080000000000002,25.900000000000002,25.51,N/A,N/A -2012,6,14,7,30,101410,100260,99150,80.11,0,6.63,7.140000000000001,7.26,7.32,7.36,7.390000000000001,7.4,7.42,7.44,187.48,187.41,187.31,187.20000000000002,187.09,186.97,186.84,186.71,186.41,27.46,27.11,26.94,26.740000000000002,26.55,26.36,26.17,25.98,25.61,N/A,N/A -2012,6,14,8,30,101400,100250,99140,80.98,0,6.11,6.63,6.75,6.83,6.88,6.92,6.95,6.97,7.0200000000000005,195.44,195.07,194.97,194.88,194.81,194.74,194.69,194.65,194.57,27.44,27.080000000000002,26.91,26.7,26.51,26.32,26.13,25.94,25.560000000000002,N/A,N/A -2012,6,14,9,30,101390,100240,99130,77.16,0,6.76,7.32,7.43,7.49,7.5200000000000005,7.54,7.55,7.55,7.54,192.09,192.08,192.07,192.05,192.02,192,191.98000000000002,191.95000000000002,191.9,27.6,27.25,27.080000000000002,26.88,26.69,26.490000000000002,26.3,26.11,25.73,N/A,N/A -2012,6,14,10,30,101400,100250,99140,74.5,0,7.43,8.07,8.2,8.26,8.290000000000001,8.31,8.32,8.32,8.290000000000001,192.27,192.28,192.32,192.36,192.39000000000001,192.42000000000002,192.45000000000002,192.48000000000002,192.52,27.84,27.52,27.35,27.150000000000002,26.96,26.77,26.57,26.38,26,N/A,N/A -2012,6,14,11,30,101410,100260,99140,69.82000000000001,0,6.1000000000000005,6.59,6.71,6.78,6.84,6.88,6.92,6.94,6.99,187.69,188.15,188.39000000000001,188.62,188.81,188.99,189.17000000000002,189.33,189.63,27.94,27.63,27.46,27.27,27.09,26.900000000000002,26.71,26.52,26.150000000000002,N/A,N/A -2012,6,14,12,30,101400,100260,99140,73.06,0,6.53,7.03,7.140000000000001,7.19,7.22,7.24,7.25,7.25,7.25,193.88,193.91,193.98000000000002,194.06,194.13,194.22,194.3,194.38,194.55,27.82,27.5,27.34,27.14,26.96,26.77,26.580000000000002,26.39,26.02,N/A,N/A -2012,6,14,13,30,101450,100300,99190,67.98,0,4.67,5.01,5.08,5.11,5.14,5.16,5.18,5.2,5.22,194.43,194.79,194.95000000000002,195.08,195.20000000000002,195.32,195.41,195.5,195.68,27.97,27.66,27.5,27.3,27.11,26.92,26.73,26.55,26.17,N/A,N/A -2012,6,14,14,30,101490,100340,99220,67.75,0,5.15,5.55,5.65,5.7,5.75,5.78,5.8100000000000005,5.84,5.89,183.76,184.23,184.39000000000001,184.55,184.68,184.81,184.93,185.04,185.24,28.03,27.72,27.55,27.36,27.17,26.98,26.78,26.6,26.22,N/A,N/A -2012,6,14,15,30,101510,100360,99240,67.89,0,4.84,5.18,5.24,5.2700000000000005,5.29,5.29,5.29,5.3,5.29,179.75,179.82,179.91,180,180.09,180.18,180.29,180.38,180.6,28.02,27.71,27.54,27.34,27.150000000000002,26.96,26.77,26.580000000000002,26.2,N/A,N/A -2012,6,14,16,30,101540,100390,99270,67.09,0,5.1000000000000005,5.44,5.51,5.54,5.5600000000000005,5.57,5.58,5.59,5.6000000000000005,184.43,184.27,184.16,184.05,183.97,183.89000000000001,183.82,183.77,183.68,28.04,27.72,27.560000000000002,27.36,27.17,26.98,26.79,26.6,26.22,N/A,N/A -2012,6,14,17,30,101520,100370,99250,71.03,0,5.2700000000000005,5.66,5.73,5.7700000000000005,5.79,5.8,5.8,5.8100000000000005,5.8,167.96,168.19,168.3,168.41,168.52,168.62,168.72,168.82,169.01,27.96,27.62,27.45,27.25,27.05,26.86,26.67,26.48,26.09,N/A,N/A -2012,6,14,18,30,101520,100370,99250,68.82000000000001,0,4.78,5.13,5.22,5.2700000000000005,5.3100000000000005,5.34,5.37,5.4,5.44,173.21,173.28,173.31,173.33,173.35,173.38,173.4,173.42000000000002,173.46,28.04,27.71,27.54,27.34,27.150000000000002,26.96,26.77,26.580000000000002,26.2,N/A,N/A -2012,6,14,19,30,101520,100370,99260,73.3,0,5.73,6.15,6.24,6.28,6.32,6.34,6.3500000000000005,6.36,6.37,171.46,171.85,172.05,172.22,172.36,172.47,172.58,172.67000000000002,172.84,27.92,27.580000000000002,27.41,27.21,27.02,26.830000000000002,26.63,26.44,26.060000000000002,N/A,N/A -2012,6,14,20,30,101470,100320,99210,70.68,0,5.26,5.7,5.8,5.87,5.92,5.96,5.99,6.0200000000000005,6.0600000000000005,171.78,172.41,172.67000000000002,172.88,173.05,173.20000000000002,173.34,173.46,173.69,27.98,27.650000000000002,27.48,27.28,27.09,26.900000000000002,26.7,26.51,26.13,N/A,N/A -2012,6,14,21,30,101440,100300,99180,71.67,0,5.9,6.34,6.44,6.48,6.51,6.53,6.54,6.55,6.5600000000000005,169.17000000000002,169.07,169.01,168.95000000000002,168.89000000000001,168.84,168.79,168.74,168.65,27.93,27.61,27.44,27.240000000000002,27.05,26.86,26.67,26.48,26.1,N/A,N/A -2012,6,14,22,30,101430,100280,99170,70.64,0,6.42,6.93,7.04,7.09,7.13,7.15,7.16,7.17,7.17,166.66,166.63,166.65,166.65,166.65,166.65,166.65,166.65,166.65,27.96,27.64,27.47,27.27,27.080000000000002,26.89,26.7,26.51,26.13,N/A,N/A -2012,6,14,23,30,101390,100240,99130,74.14,0,6.8500000000000005,7.42,7.54,7.61,7.65,7.68,7.7,7.72,7.74,175.12,175.11,175.08,175.01,174.95000000000002,174.87,174.8,174.72,174.56,27.8,27.47,27.3,27.1,26.91,26.72,26.52,26.34,25.96,N/A,N/A -2012,6,15,0,30,101350,100200,99090,71.89,0,6.78,7.37,7.51,7.59,7.65,7.7,7.74,7.7700000000000005,7.82,176.47,176.57,176.61,176.62,176.63,176.64000000000001,176.64000000000001,176.64000000000001,176.64000000000001,27.85,27.52,27.36,27.16,26.97,26.78,26.59,26.400000000000002,26.02,N/A,N/A -2012,6,15,1,30,101360,100210,99100,73.72,0,6.66,7.22,7.34,7.4,7.44,7.47,7.48,7.49,7.49,169.59,169.69,169.82,169.95000000000002,170.06,170.17000000000002,170.28,170.38,170.6,27.79,27.46,27.29,27.09,26.900000000000002,26.71,26.52,26.330000000000002,25.95,N/A,N/A -2012,6,15,2,30,101350,100200,99090,69.95,0,6.98,7.57,7.69,7.75,7.79,7.82,7.83,7.84,7.8500000000000005,175.13,174.84,174.65,174.45000000000002,174.26,174.08,173.88,173.69,173.3,27.91,27.580000000000002,27.42,27.21,27.03,26.830000000000002,26.64,26.45,26.07,N/A,N/A -2012,6,15,3,30,101410,100260,99150,73.69,0,7.21,7.84,7.98,8.06,8.1,8.13,8.15,8.15,8.15,170.1,170.18,170.17000000000002,170.14000000000001,170.1,170.04,169.98,169.92000000000002,169.78,27.82,27.490000000000002,27.32,27.12,26.92,26.73,26.54,26.35,25.97,N/A,N/A -2012,6,15,4,30,101360,100220,99100,68.32000000000001,0,6.38,6.9,7.0200000000000005,7.09,7.140000000000001,7.17,7.21,7.24,7.29,169.4,169.95000000000002,170.21,170.47,170.71,170.93,171.15,171.35,171.77,27.990000000000002,27.68,27.52,27.330000000000002,27.150000000000002,26.96,26.77,26.59,26.22,N/A,N/A -2012,6,15,5,30,101390,100240,99130,77.42,0,6.48,6.97,7.0600000000000005,7.09,7.1000000000000005,7.11,7.1000000000000005,7.09,7.0600000000000005,164.84,164.5,164.41,164.33,164.27,164.22,164.17000000000002,164.13,164.05,27.52,27.17,27,26.8,26.61,26.42,26.22,26.04,25.66,N/A,N/A -2012,6,15,6,30,101390,100240,99130,71.4,0,5.72,6.24,6.37,6.45,6.5200000000000005,6.57,6.61,6.65,6.71,169.67000000000002,169.53,169.5,169.44,169.39000000000001,169.33,169.27,169.21,169.08,27.830000000000002,27.52,27.35,27.150000000000002,26.96,26.77,26.57,26.39,26,N/A,N/A -2012,6,15,7,30,101380,100230,99120,76.47,0,7.62,8.290000000000001,8.43,8.51,8.55,8.58,8.6,8.61,8.620000000000001,166.15,166.38,166.48,166.58,166.67000000000002,166.75,166.83,166.9,167.04,27.580000000000002,27.25,27.080000000000002,26.88,26.69,26.5,26.3,26.12,25.73,N/A,N/A -2012,6,15,8,30,101400,100250,99140,75.68,0,6.66,7.29,7.45,7.54,7.61,7.67,7.71,7.74,7.79,168.6,168.42000000000002,168.34,168.28,168.23,168.18,168.14000000000001,168.1,168.03,27.67,27.34,27.17,26.97,26.78,26.59,26.39,26.21,25.82,N/A,N/A -2012,6,15,9,30,101460,100310,99200,76.3,0,5.94,6.42,6.54,6.61,6.67,6.7,6.73,6.76,6.8,170.68,170.64000000000001,170.6,170.54,170.48,170.42000000000002,170.35,170.29,170.14000000000001,27.6,27.28,27.1,26.91,26.72,26.52,26.330000000000002,26.14,25.76,N/A,N/A -2012,6,15,10,30,101450,100300,99190,77.93,0,5.71,6.18,6.28,6.34,6.38,6.41,6.43,6.44,6.46,159.93,159.97,160.05,160.13,160.19,160.26,160.33,160.4,160.54,27.59,27.27,27.1,26.900000000000002,26.71,26.52,26.32,26.13,25.75,N/A,N/A -2012,6,15,11,30,101490,100340,99220,79.46000000000001,0,5.57,6,6.09,6.140000000000001,6.17,6.19,6.2,6.2,6.2,161.28,161.5,161.64000000000001,161.77,161.87,161.97,162.06,162.14000000000001,162.3,27.47,27.14,26.96,26.77,26.57,26.38,26.19,26,25.62,N/A,N/A -2012,6,15,12,30,101520,100370,99250,81.13,0,5.0200000000000005,5.42,5.5200000000000005,5.58,5.63,5.67,5.7,5.73,5.78,176.47,176.09,175.91,175.73,175.57,175.42000000000002,175.27,175.12,174.85,27.32,26.98,26.810000000000002,26.6,26.41,26.22,26.02,25.84,25.45,N/A,N/A -2012,6,15,13,30,101560,100410,99300,81.07000000000001,0,4.23,4.46,4.5,4.51,4.5200000000000005,4.5200000000000005,4.51,4.51,4.5,167.17000000000002,166.77,166.55,166.33,166.15,165.98,165.81,165.64000000000001,165.33,27.44,27.11,26.94,26.740000000000002,26.55,26.36,26.17,25.98,25.61,N/A,N/A -2012,6,15,14,30,101590,100440,99330,81.49,0,3.88,4.11,4.15,4.17,4.18,4.18,4.18,4.17,4.15,166.31,165.31,164.77,164.25,163.79,163.34,162.9,162.51,161.69,27.5,27.16,26.990000000000002,26.79,26.6,26.41,26.21,26.03,25.650000000000002,N/A,N/A -2012,6,15,15,30,101590,100440,99320,82.72,0,3.75,3.95,3.99,4,4,4,4,4,3.99,159.23,159.41,159.61,159.79,159.95000000000002,160.11,160.27,160.42000000000002,160.76,27.48,27.14,26.97,26.77,26.580000000000002,26.39,26.2,26.01,25.63,N/A,N/A -2012,6,15,16,30,101600,100450,99340,83.26,0,3.44,3.66,3.71,3.74,3.77,3.79,3.81,3.83,3.86,148.13,148.64000000000001,149.11,149.58,150.01,150.44,150.86,151.27,152.15,27.57,27.22,27.05,26.85,26.66,26.47,26.27,26.09,25.71,N/A,N/A -2012,6,15,17,30,101590,100440,99320,86.33,2.2,5.12,5.58,5.75,5.87,5.96,6.04,6.12,6.19,6.33,182.79,185.61,186.95000000000002,188.33,189.59,190.85,192.16,193.43,195.92000000000002,27.310000000000002,26.97,26.810000000000002,26.62,26.45,26.27,26.09,25.92,25.57,N/A,N/A -2012,6,15,18,30,101580,100430,99310,81.09,0,5.25,5.62,5.69,5.72,5.73,5.74,5.74,5.73,5.72,185.47,185.31,185.24,185.15,185.08,185,184.93,184.86,184.71,27.72,27.38,27.21,27.01,26.82,26.63,26.44,26.25,25.87,N/A,N/A -2012,6,15,19,30,101560,100420,99300,80.17,0,4.8500000000000005,5.18,5.24,5.2700000000000005,5.29,5.3,5.3100000000000005,5.3100000000000005,5.3100000000000005,182.55,182.51,182.44,182.38,182.32,182.26,182.20000000000002,182.14000000000001,182.03,27.76,27.42,27.25,27.05,26.86,26.67,26.47,26.29,25.91,N/A,N/A -2012,6,15,20,30,101530,100380,99270,77.86,0,5.55,5.97,6.07,6.13,6.16,6.19,6.21,6.23,6.26,169,168.99,168.94,168.89000000000001,168.84,168.8,168.75,168.70000000000002,168.62,27.87,27.53,27.36,27.16,26.97,26.78,26.580000000000002,26.400000000000002,26.02,N/A,N/A -2012,6,15,21,30,101540,100390,99280,76.81,0,6.140000000000001,6.61,6.71,6.75,6.78,6.79,6.8,6.8,6.79,157.49,157.5,157.58,157.63,157.67000000000002,157.70000000000002,157.72,157.75,157.79,27.830000000000002,27.5,27.330000000000002,27.13,26.94,26.75,26.55,26.37,25.98,N/A,N/A -2012,6,15,22,30,101500,100350,99240,76.57000000000001,0,5.84,6.28,6.36,6.390000000000001,6.41,6.41,6.41,6.4,6.37,159.36,159.31,159.32,159.32,159.31,159.3,159.28,159.26,159.21,27.78,27.46,27.29,27.09,26.900000000000002,26.71,26.52,26.330000000000002,25.95,N/A,N/A -2012,6,15,23,30,101440,100290,99180,77.96000000000001,0,6.13,6.640000000000001,6.74,6.79,6.8100000000000005,6.83,6.83,6.83,6.8100000000000005,170.11,170.02,169.95000000000002,169.89000000000001,169.84,169.79,169.75,169.71,169.63,27.650000000000002,27.32,27.150000000000002,26.95,26.76,26.57,26.38,26.19,25.810000000000002,N/A,N/A -2012,6,16,0,30,101470,100320,99210,74.19,0,4.86,5.26,5.36,5.41,5.45,5.48,5.51,5.53,5.5600000000000005,170.67000000000002,170.5,170.46,170.4,170.35,170.31,170.25,170.19,170.06,27.740000000000002,27.43,27.25,27.060000000000002,26.87,26.68,26.490000000000002,26.3,25.92,N/A,N/A -2012,6,16,1,30,101510,100360,99250,71.79,0,5.48,5.95,6.0600000000000005,6.12,6.17,6.2,6.23,6.26,6.3,146.6,146.9,147.06,147.19,147.29,147.38,147.46,147.53,147.64000000000001,27.8,27.490000000000002,27.32,27.13,26.94,26.75,26.560000000000002,26.38,26,N/A,N/A -2012,6,16,2,30,101490,100340,99230,74.43,0,6.98,7.65,7.8100000000000005,7.9,7.97,8.02,8.06,8.09,8.13,146.67000000000002,146.54,146.44,146.34,146.24,146.14000000000001,146.05,145.96,145.77,27.71,27.38,27.21,27.01,26.82,26.63,26.43,26.25,25.86,N/A,N/A -2012,6,16,3,30,101500,100350,99230,67.86,0,6.62,7.28,7.44,7.53,7.6000000000000005,7.66,7.7,7.74,7.8100000000000005,142.04,142.24,142.32,142.38,142.44,142.49,142.55,142.6,142.70000000000002,27.990000000000002,27.69,27.52,27.32,27.14,26.95,26.75,26.57,26.19,N/A,N/A -2012,6,16,4,30,101460,100300,99190,66.33,0,7.42,8.14,8.290000000000001,8.38,8.44,8.49,8.52,8.55,8.6,151.95000000000002,151.75,151.67000000000002,151.59,151.53,151.46,151.39000000000001,151.33,151.20000000000002,27.990000000000002,27.68,27.51,27.32,27.13,26.95,26.75,26.57,26.19,N/A,N/A -2012,6,16,5,30,101510,100360,99250,68.83,0,7.71,8.42,8.57,8.65,8.69,8.72,8.73,8.74,8.73,146.29,146.39000000000001,146.52,146.64000000000001,146.75,146.86,146.96,147.06,147.24,27.87,27.57,27.41,27.21,27.03,26.84,26.650000000000002,26.46,26.080000000000002,N/A,N/A -2012,6,16,6,30,101510,100360,99250,71.67,0,6.86,7.5200000000000005,7.66,7.74,7.79,7.82,7.84,7.86,7.87,153.12,153.01,153.01,153.01,153.01,153.02,153.04,153.06,153.09,27.78,27.46,27.28,27.080000000000002,26.89,26.7,26.5,26.32,25.93,N/A,N/A -2012,6,16,7,30,101530,100380,99270,60.97,0,6.8,7.42,7.57,7.65,7.72,7.78,7.82,7.86,7.930000000000001,149.11,149.54,149.70000000000002,149.84,149.96,150.07,150.18,150.27,150.44,28.2,27.93,27.77,27.580000000000002,27.39,27.21,27.02,26.830000000000002,26.45,N/A,N/A -2012,6,16,8,30,101570,100420,99300,63.93,0,6.05,6.6000000000000005,6.71,6.7700000000000005,6.8100000000000005,6.84,6.86,6.87,6.88,145.8,146.06,146.12,146.18,146.23,146.27,146.31,146.35,146.44,28.17,27.88,27.72,27.53,27.34,27.150000000000002,26.96,26.78,26.39,N/A,N/A -2012,6,16,9,30,101590,100440,99320,60.83,0,5,5.39,5.48,5.5200000000000005,5.55,5.58,5.6000000000000005,5.61,5.64,149.97,150.11,150.17000000000002,150.20000000000002,150.23,150.25,150.26,150.27,150.28,28.26,27.990000000000002,27.830000000000002,27.63,27.45,27.26,27.07,26.89,26.51,N/A,N/A -2012,6,16,10,30,101610,100460,99340,67.18,0,5.08,5.5200000000000005,5.6000000000000005,5.63,5.66,5.66,5.67,5.66,5.65,153.45000000000002,153.31,153.31,153.3,153.27,153.25,153.21,153.18,153.09,27.98,27.68,27.52,27.32,27.13,26.94,26.75,26.560000000000002,26.18,N/A,N/A -2012,6,16,11,30,101620,100470,99350,65.19,0,4.17,4.5200000000000005,4.6000000000000005,4.65,4.7,4.74,4.7700000000000005,4.8,4.86,144.88,145.05,145.13,145.22,145.29,145.36,145.42000000000002,145.49,145.61,27.94,27.64,27.47,27.28,27.09,26.900000000000002,26.7,26.52,26.13,N/A,N/A -2012,6,16,12,30,101670,100520,99400,71.82000000000001,0,4.2700000000000005,4.55,4.6000000000000005,4.61,4.62,4.63,4.62,4.62,4.61,145.41,145.65,145.74,145.81,145.88,145.93,145.97,146.02,146.1,27.63,27.310000000000002,27.14,26.94,26.75,26.560000000000002,26.37,26.18,25.8,N/A,N/A -2012,6,16,13,30,101700,100550,99430,70.2,0,3.65,3.84,3.85,3.83,3.8200000000000003,3.8000000000000003,3.7800000000000002,3.7600000000000002,3.71,138.74,138.67000000000002,138.62,138.56,138.51,138.45000000000002,138.39000000000001,138.33,138.20000000000002,27.61,27.28,27.11,26.91,26.72,26.53,26.330000000000002,26.150000000000002,25.76,N/A,N/A -2012,6,16,14,30,101760,100600,99480,71.54,0,2.92,3.04,3.0500000000000003,3.04,3.02,3.0100000000000002,2.99,2.98,2.94,135.55,135.12,135.02,134.91,134.81,134.71,134.6,134.49,134.27,27.53,27.2,27.03,26.830000000000002,26.64,26.45,26.25,26.07,25.68,N/A,N/A -2012,6,16,15,30,101780,100620,99510,76.69,0,2.94,3.0700000000000003,3.09,3.09,3.09,3.09,3.08,3.0700000000000003,3.06,124.73,124.57000000000001,124.47,124.36,124.26,124.17,124.08,123.99000000000001,123.8,27.41,27.07,26.89,26.69,26.5,26.310000000000002,26.11,25.92,25.54,N/A,N/A -2012,6,16,16,30,101750,100600,99480,75.06,0,2.07,2.19,2.21,2.22,2.23,2.24,2.25,2.2600000000000002,2.27,127.44,127.28,127.2,127.12,127.05,126.98,126.9,126.81,126.67,27.51,27.16,26.990000000000002,26.78,26.6,26.41,26.21,26.02,25.64,N/A,N/A -2012,6,16,17,30,101760,100610,99490,77.37,0,1.97,2.0300000000000002,2.04,2.0300000000000002,2.0300000000000002,2.02,2.0100000000000002,2.0100000000000002,1.99,121.35000000000001,120.74000000000001,120.5,120.27,120.07000000000001,119.89,119.71000000000001,119.55,119.22,27.51,27.150000000000002,26.97,26.77,26.580000000000002,26.39,26.19,26.01,25.62,N/A,N/A -2012,6,16,18,30,101750,100600,99480,75.71000000000001,0,3.0700000000000003,3.24,3.27,3.29,3.31,3.3200000000000003,3.33,3.34,3.35,99.15,98.91,98.91,98.91,98.9,98.89,98.89,98.87,98.87,27.68,27.32,27.14,26.94,26.75,26.560000000000002,26.36,26.18,25.8,N/A,N/A -2012,6,16,19,30,101770,100620,99500,80.34,0,4.7700000000000005,4.93,4.93,4.9,4.8500000000000005,4.8,4.75,4.7,4.58,93.71000000000001,92.62,91.94,91.28,90.68,90.09,89.41,88.72,86.99,27.2,26.86,26.7,26.52,26.35,26.18,26.01,25.84,25.52,N/A,N/A -2012,6,16,20,30,101710,100560,99440,76.12,0,5.24,5.51,5.53,5.51,5.49,5.45,5.4,5.3500000000000005,5.21,87.36,87.69,88,88.34,88.69,89.05,89.48,89.9,91.07000000000001,26.7,26.32,26.14,25.95,25.77,25.580000000000002,25.400000000000002,25.22,24.88,N/A,N/A -2012,6,16,21,30,101670,100510,99400,79.14,0,3.69,3.9,3.95,3.97,3.99,4.01,4.0200000000000005,4.03,4.05,108.69,108.55,108.55,108.51,108.45,108.38,108.27,108.16,107.77,26.77,26.41,26.23,26.03,25.84,25.66,25.47,25.29,24.92,N/A,N/A -2012,6,16,22,30,101600,100450,99330,78.38,0,4.96,5.2700000000000005,5.32,5.34,5.36,5.37,5.37,5.37,5.38,106,106.07000000000001,106.11,106.15,106.19,106.22,106.26,106.3,106.36,27.01,26.650000000000002,26.47,26.27,26.09,25.900000000000002,25.71,25.53,25.16,N/A,N/A -2012,6,16,23,30,101580,100430,99320,78.71000000000001,0,5.48,5.91,6.0200000000000005,6.08,6.13,6.16,6.19,6.22,6.26,89.29,89.2,89.14,89.09,89.04,88.98,88.93,88.88,88.77,27.25,26.900000000000002,26.72,26.52,26.330000000000002,26.14,25.95,25.76,25.38,N/A,N/A -2012,6,17,0,30,101550,100400,99280,80.65,0,6.2,6.67,6.76,6.8,6.82,6.83,6.83,6.83,6.8100000000000005,98.08,98.06,98.18,98.32000000000001,98.46000000000001,98.59,98.73,98.86,99.13,27.11,26.740000000000002,26.560000000000002,26.36,26.16,25.98,25.78,25.59,25.21,N/A,N/A -2012,6,17,1,30,101560,100410,99290,82.93,0,5.62,6.0200000000000005,6.12,6.17,6.2,6.22,6.24,6.25,6.26,103.69,104.16,104.4,104.61,104.79,104.96000000000001,105.11,105.26,105.56,26.8,26.43,26.25,26.05,25.86,25.67,25.47,25.29,24.91,N/A,N/A -2012,6,17,2,30,101530,100380,99260,81.79,0,6.46,6.97,7.09,7.16,7.2,7.23,7.25,7.2700000000000005,7.29,107.43,107.57000000000001,107.67,107.76,107.86,107.94,108.03,108.11,108.27,27.13,26.77,26.6,26.39,26.2,26.02,25.82,25.64,25.26,N/A,N/A -2012,6,17,3,30,101530,100380,99260,84.85000000000001,0,7.17,7.78,7.930000000000001,8.02,8.08,8.120000000000001,8.16,8.19,8.22,117.71000000000001,117.46000000000001,117.32000000000001,117.16,117.02,116.9,116.77,116.65,116.4,26.98,26.6,26.42,26.21,26.02,25.82,25.62,25.44,25.05,N/A,N/A -2012,6,17,4,30,101500,100350,99230,84.81,0,7.09,7.66,7.79,7.8500000000000005,7.890000000000001,7.92,7.930000000000001,7.930000000000001,7.930000000000001,116.83,117.16,117.29,117.4,117.49000000000001,117.56,117.63,117.69,117.79,27.13,26.76,26.580000000000002,26.38,26.19,25.990000000000002,25.8,25.61,25.23,N/A,N/A -2012,6,17,5,30,101510,100360,99250,82.03,0,7.21,7.82,7.94,8.01,8.040000000000001,8.05,8.06,8.06,8.040000000000001,119.58,119.49000000000001,119.45,119.41,119.39,119.37,119.35000000000001,119.34,119.33,27.150000000000002,26.79,26.61,26.41,26.22,26.03,25.830000000000002,25.650000000000002,25.26,N/A,N/A -2012,6,17,6,30,101550,100400,99280,80.78,0,6.390000000000001,7.01,7.16,7.26,7.33,7.38,7.41,7.44,7.48,116.77,117.38,117.57000000000001,117.7,117.8,117.88,117.94,117.99000000000001,118.04,27.36,27,26.82,26.62,26.43,26.240000000000002,26.04,25.85,25.46,N/A,N/A -2012,6,17,7,30,101560,100410,99300,79.67,0,6.13,6.61,6.72,6.78,6.82,6.8500000000000005,6.87,6.890000000000001,6.91,114.04,114.14,114.24000000000001,114.34,114.42,114.51,114.59,114.66,114.79,27.330000000000002,26.98,26.8,26.6,26.41,26.22,26.02,25.84,25.45,N/A,N/A -2012,6,17,8,30,101560,100400,99290,76.93,0,5.55,5.94,6.01,6.05,6.07,6.08,6.08,6.09,6.08,97.52,97.65,97.78,97.9,98.02,98.14,98.25,98.36,98.59,27.400000000000002,27.060000000000002,26.89,26.69,26.5,26.310000000000002,26.12,25.93,25.55,N/A,N/A 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-2012,6,17,13,30,101640,100480,99370,61.61,0,6.29,6.82,6.92,6.97,7.01,7.03,7.04,7.05,7.05,72.28,72.37,72.44,72.51,72.58,72.64,72.7,72.76,72.89,27.830000000000002,27.53,27.36,27.16,26.97,26.79,26.59,26.41,26.02,N/A,N/A -2012,6,17,14,30,101620,100460,99350,57.04,0,6.7700000000000005,7.4,7.5200000000000005,7.59,7.63,7.66,7.67,7.68,7.68,65.71000000000001,65.6,65.62,65.66,65.69,65.73,65.78,65.82000000000001,65.9,27.88,27.57,27.41,27.21,27.02,26.830000000000002,26.63,26.45,26.060000000000002,N/A,N/A -2012,6,17,15,30,101610,100450,99330,56.53,0,7.32,8,8.14,8.2,8.24,8.26,8.27,8.27,8.24,60.89,60.870000000000005,60.94,61.02,61.1,61.17,61.26,61.33,61.5,27.85,27.54,27.37,27.17,26.98,26.79,26.59,26.41,26.02,N/A,N/A -2012,6,17,16,30,101620,100460,99340,61.58,0,7.57,8.19,8.3,8.35,8.38,8.4,8.4,8.4,8.370000000000001,74.59,74.9,75.07000000000001,75.25,75.4,75.56,75.7,75.84,76.13,27.38,27.03,26.85,26.66,26.46,26.27,26.080000000000002,25.89,25.51,N/A,N/A -2012,6,17,17,30,101580,100420,99300,63.82,0,6.55,6.99,7.0600000000000005,7.07,7.07,7.07,7.0600000000000005,7.04,7,72.58,73.28,73.64,73.97,74.28,74.56,74.85000000000001,75.11,75.67,27.07,26.71,26.54,26.34,26.150000000000002,25.96,25.77,25.580000000000002,25.2,N/A,N/A -2012,6,17,18,30,101530,100370,99250,64.59,0,6.04,6.51,6.62,6.68,6.72,6.76,6.79,6.82,6.86,87.62,87.54,87.5,87.44,87.39,87.33,87.25,87.18,87.01,27,26.63,26.45,26.26,26.07,25.88,25.69,25.51,25.13,N/A,N/A -2012,6,17,19,30,101490,100330,99210,66.39,0,6.01,6.49,6.58,6.640000000000001,6.69,6.72,6.74,6.7700000000000005,6.8,96.79,96.03,95.68,95.34,95.02,94.73,94.42,94.15,93.55,27.060000000000002,26.68,26.5,26.310000000000002,26.11,25.92,25.72,25.54,25.150000000000002,N/A,N/A -2012,6,17,20,30,101410,100250,99140,68.33,0,6.17,6.640000000000001,6.73,6.7700000000000005,6.8,6.82,6.83,6.84,6.8500000000000005,96.73,96.37,96.17,95.95,95.75,95.55,95.35000000000001,95.17,94.8,27.07,26.7,26.52,26.330000000000002,26.14,25.96,25.77,25.59,25.22,N/A,N/A -2012,6,17,21,30,101350,100200,99080,67.77,0,6.05,6.5,6.6000000000000005,6.640000000000001,6.68,6.7,6.71,6.72,6.74,95.56,95.76,95.81,95.85000000000001,95.88,95.9,95.91,95.91,95.91,27.28,26.94,26.76,26.57,26.38,26.19,26,25.82,25.44,N/A,N/A -2012,6,17,22,30,101300,100150,99040,68.64,0,3.2600000000000002,3.48,3.54,3.58,3.61,3.64,3.68,3.7,3.7800000000000002,101.58,101.45,101.36,101.26,101.15,101.04,100.91,100.78,100.43,27.3,26.96,26.79,26.59,26.400000000000002,26.21,26.02,25.84,25.46,N/A,N/A -2012,6,17,23,30,101270,100120,99010,72.21000000000001,0,4.0200000000000005,4.3100000000000005,4.39,4.43,4.48,4.5200000000000005,4.55,4.59,4.66,96.55,96.35000000000001,96.23,96.09,95.97,95.85000000000001,95.72,95.59,95.33,27.28,26.94,26.76,26.560000000000002,26.38,26.19,25.990000000000002,25.810000000000002,25.43,N/A,N/A -2012,6,18,0,30,101230,100080,98960,75.32000000000001,0,4.03,4.32,4.39,4.44,4.48,4.5200000000000005,4.55,4.57,4.63,90.24,90.15,90.13,90.11,90.09,90.06,90.03,90.01,89.95,27.27,26.93,26.76,26.560000000000002,26.37,26.18,25.98,25.8,25.42,N/A,N/A -2012,6,18,1,30,101180,100040,98920,77.34,0,5.38,5.79,5.88,5.94,5.98,6.01,6.03,6.05,6.08,92.28,92.16,92.11,92.06,92.02,91.98,91.94,91.9,91.82000000000001,27.35,26.990000000000002,26.82,26.62,26.43,26.240000000000002,26.04,25.86,25.47,N/A,N/A -2012,6,18,2,30,101140,99990,98880,76.54,0,5.22,5.57,5.63,5.66,5.67,5.68,5.69,5.69,5.69,97.14,96.3,95.82000000000001,95.35000000000001,94.91,94.5,94.09,93.71000000000001,92.91,27.29,26.94,26.76,26.560000000000002,26.37,26.18,25.98,25.8,25.41,N/A,N/A -2012,6,18,3,30,101130,99980,98870,80.46000000000001,0,6.15,6.62,6.72,6.78,6.8100000000000005,6.84,6.8500000000000005,6.86,6.88,95.33,94.98,94.82000000000001,94.68,94.56,94.46000000000001,94.34,94.23,94.01,27.17,26.810000000000002,26.63,26.43,26.240000000000002,26.05,25.86,25.67,25.29,N/A,N/A -2012,6,18,4,30,101100,99950,98840,79.54,0,6.18,6.68,6.79,6.86,6.9,6.93,6.95,6.97,6.99,107.88,107.89,107.89,107.89,107.89,107.91,107.92,107.94,107.97,27.18,26.82,26.64,26.44,26.25,26.060000000000002,25.87,25.68,25.3,N/A,N/A -2012,6,18,5,30,101060,99920,98800,82.73,0,6.19,6.63,6.74,6.79,6.83,6.86,6.88,6.9,6.93,115.27,115.23,115.3,115.39,115.48,115.57000000000001,115.68,115.78,116,27.1,26.740000000000002,26.560000000000002,26.35,26.16,25.97,25.78,25.59,25.21,N/A,N/A -2012,6,18,6,30,101070,99920,98810,83.83,0,6.65,7.15,7.25,7.3100000000000005,7.34,7.36,7.37,7.37,7.37,130.55,130.9,131,131.09,131.16,131.24,131.3,131.37,131.48,26.73,26.330000000000002,26.150000000000002,25.94,25.740000000000002,25.55,25.35,25.17,24.78,N/A,N/A -2012,6,18,7,30,101050,99900,98790,83.35000000000001,0,5.8,6.21,6.3,6.3500000000000005,6.38,6.4,6.41,6.43,6.44,144.96,145.27,145.4,145.53,145.65,145.75,145.86,145.96,146.14000000000001,27.01,26.63,26.45,26.25,26.060000000000002,25.87,25.67,25.48,25.1,N/A,N/A -2012,6,18,8,30,101020,99870,98760,82.58,0,7.37,7.97,8.09,8.15,8.18,8.19,8.19,8.18,8.14,180.96,180.96,181,181.07,181.13,181.20000000000002,181.29,181.37,181.57,27.2,26.830000000000002,26.650000000000002,26.45,26.25,26.060000000000002,25.87,25.68,25.3,N/A,N/A -2012,6,18,9,30,101030,99880,98770,82.18,0,5.83,6.2700000000000005,6.36,6.41,6.45,6.47,6.49,6.5,6.5200000000000005,181.92000000000002,181.75,181.62,181.49,181.36,181.24,181.12,181,180.75,27.150000000000002,26.78,26.6,26.400000000000002,26.21,26.02,25.830000000000002,25.64,25.26,N/A,N/A -2012,6,18,10,30,101040,99900,98780,79.71000000000001,0,6.3100000000000005,6.7700000000000005,6.88,6.92,6.96,6.97,6.98,6.99,6.99,208.36,208.08,207.88,207.68,207.49,207.3,207.1,206.92000000000002,206.54,27.19,26.830000000000002,26.66,26.45,26.26,26.07,25.87,25.69,25.310000000000002,N/A,N/A -2012,6,18,11,30,101010,99860,98750,79.35000000000001,0,4.84,5.15,5.2,5.23,5.24,5.24,5.24,5.24,5.23,214.18,214.16,214.04,213.92000000000002,213.81,213.70000000000002,213.58,213.47,213.22,27.09,26.73,26.55,26.35,26.16,25.97,25.77,25.59,25.21,N/A,N/A -2012,6,18,12,30,101040,99900,98790,80.5,0,4.05,4.2700000000000005,4.3100000000000005,4.32,4.33,4.33,4.33,4.33,4.33,201.5,201.66,201.68,201.70000000000002,201.73000000000002,201.74,201.76,201.77,201.81,27.05,26.69,26.51,26.310000000000002,26.12,25.93,25.73,25.55,25.16,N/A,N/A -2012,6,18,13,30,101110,99960,98840,91.08,5.1000000000000005,10.47,11.09,11.040000000000001,10.83,10.6,10.32,10.01,9.71,9.05,140.81,140.98,141.34,141.88,142.43,143.01,143.68,144.34,145.83,25.240000000000002,24.79,24.63,24.47,24.330000000000002,24.19,24.05,23.92,23.63,N/A,N/A -2012,6,18,14,30,101160,100000,98880,82.79,30,3.23,3.31,3.29,3.27,3.25,3.22,3.16,3.09,2.7600000000000002,127.84,132.26,134.95,137.89000000000001,141.06,144.3,147.81,151.01,156.17000000000002,24.96,24.57,24.41,24.25,24.1,23.98,23.88,23.8,23.650000000000002,N/A,N/A -2012,6,18,15,30,101140,99980,98850,88.79,39.900000000000006,3.92,3.85,3.69,3.5,3.37,3.2800000000000002,3.45,3.65,4.18,90.38,90.81,92.22,94.47,102.48,112.25,119.26,125.41,133.41,23.72,23.35,23.240000000000002,23.16,23.22,23.32,23.36,23.38,23.19,N/A,N/A -2012,6,18,16,30,101200,100040,98930,81.16,2.2,4.5200000000000005,4.91,5.01,5.09,5.15,5.2,5.24,5.28,5.33,142.73,144.52,145.08,145.55,145.94,146.28,146.59,146.86,147.33,26.16,25.77,25.59,25.38,25.19,25,24.8,24.62,24.240000000000002,N/A,N/A -2012,6,18,17,30,101140,99990,98870,86.68,0.4,6.33,6.75,6.84,6.890000000000001,6.92,6.94,6.96,6.98,7.05,155.48,155.29,155.16,155.04,154.92000000000002,154.8,154.64000000000001,154.5,154.12,26,25.580000000000002,25.400000000000002,25.2,25.02,24.84,24.650000000000002,24.48,24.14,N/A,N/A -2012,6,18,18,30,101170,100020,98900,89.11,4.4,8.11,8.61,8.68,8.69,8.67,8.65,8.6,8.56,8.46,147.57,148.22,148.77,149.3,149.81,150.28,150.78,151.23,152.23,25.55,25.09,24.900000000000002,24.7,24.52,24.34,24.150000000000002,23.98,23.63,N/A,N/A -2012,6,18,19,30,101190,100030,98910,83.7,0.4,8.33,8.93,9.03,9.05,9.06,9.05,9.03,9.01,8.94,175.26,174.63,174.3,173.95000000000002,173.6,173.25,172.88,172.52,171.71,25.76,25.3,25.11,24.900000000000002,24.71,24.52,24.32,24.14,23.77,N/A,N/A -2012,6,18,20,30,101160,100000,98890,80.2,0,7.11,7.63,7.74,7.78,7.8100000000000005,7.82,7.83,7.83,7.82,159.67000000000002,159.75,159.79,159.82,159.84,159.86,159.87,159.89000000000001,159.92000000000002,26.29,25.87,25.68,25.48,25.28,25.09,24.89,24.71,24.32,N/A,N/A -2012,6,18,21,30,101130,99980,98870,74.98,0,6.5,7.0200000000000005,7.140000000000001,7.22,7.28,7.33,7.37,7.4,7.46,156.03,156.01,156.04,156.05,156.07,156.07,156.07,156.08,156.07,26.82,26.45,26.27,26.060000000000002,25.87,25.69,25.490000000000002,25.310000000000002,24.93,N/A,N/A -2012,6,18,22,30,101080,99930,98810,77.73,0,7.55,8.19,8.33,8.41,8.47,8.51,8.540000000000001,8.56,8.59,146.85,146.88,146.95000000000002,147.03,147.09,147.16,147.23,147.3,147.44,26.990000000000002,26.6,26.42,26.22,26.02,25.830000000000002,25.63,25.45,25.060000000000002,N/A,N/A -2012,6,18,23,30,101110,99960,98850,83.62,0,8.64,9.43,9.59,9.67,9.72,9.74,9.76,9.76,9.75,141.64000000000001,141.67000000000002,141.70000000000002,141.73,141.77,141.8,141.84,141.87,141.94,26.900000000000002,26.5,26.310000000000002,26.1,25.91,25.72,25.51,25.330000000000002,24.94,N/A,N/A -2012,6,19,0,30,101100,99950,98840,77.86,0,8.620000000000001,9.41,9.6,9.700000000000001,9.78,9.83,9.86,9.88,9.92,154,153.87,153.84,153.82,153.79,153.77,153.75,153.74,153.71,27.13,26.75,26.57,26.37,26.17,25.98,25.78,25.6,25.21,N/A,N/A -2012,6,19,1,30,101070,99920,98810,83.08,0,9.15,10.07,10.28,10.42,10.51,10.58,10.64,10.68,10.75,150.67000000000002,150.64000000000001,150.61,150.58,150.56,150.53,150.51,150.48,150.44,27.09,26.71,26.52,26.32,26.13,25.94,25.740000000000002,25.560000000000002,25.18,N/A,N/A -2012,6,19,2,30,101080,99930,98820,81.92,0,8.94,9.72,9.88,9.950000000000001,9.99,10.01,10.01,10.01,9.98,146.09,146.13,146.14000000000001,146.12,146.1,146.07,146.02,145.98,145.85,27.18,26.8,26.61,26.42,26.22,26.03,25.84,25.66,25.28,N/A,N/A -2012,6,19,3,30,101110,99960,98850,84.93,0,9.55,10.46,10.65,10.74,10.790000000000001,10.82,10.83,10.83,10.81,135.98,136.06,136.12,136.17000000000002,136.21,136.24,136.27,136.3,136.36,27.03,26.63,26.44,26.240000000000002,26.05,25.85,25.66,25.47,25.09,N/A,N/A -2012,6,19,4,30,101110,99960,98850,75.44,0,10.88,11.93,12.16,12.27,12.35,12.4,12.43,12.450000000000001,12.46,149,148.9,148.89000000000001,148.89000000000001,148.91,148.93,148.96,148.98,149.06,27.35,26.98,26.79,26.59,26.39,26.2,26.01,25.82,25.43,N/A,N/A -2012,6,19,5,30,101090,99950,98840,80.2,0,9.05,9.93,10.13,10.25,10.33,10.39,10.43,10.46,10.5,155.42000000000002,155.4,155.4,155.4,155.41,155.43,155.44,155.46,155.51,27.27,26.89,26.71,26.51,26.310000000000002,26.13,25.93,25.740000000000002,25.36,N/A,N/A -2012,6,19,6,30,101140,100000,98890,82.64,0,9.67,10.67,10.92,11.06,11.17,11.25,11.31,11.370000000000001,11.44,155.82,156.04,156.13,156.21,156.29,156.35,156.41,156.47,156.57,27.27,26.89,26.71,26.51,26.310000000000002,26.12,25.92,25.740000000000002,25.35,N/A,N/A -2012,6,19,7,30,101180,100030,98920,83.37,0,9.84,10.88,11.15,11.32,11.44,11.540000000000001,11.620000000000001,11.68,11.790000000000001,163.86,164.06,164.11,164.15,164.18,164.20000000000002,164.22,164.23,164.26,27.39,27.02,26.84,26.64,26.45,26.25,26.060000000000002,25.87,25.490000000000002,N/A,N/A -2012,6,19,8,30,101200,100060,98950,84.05,0,9.23,10.18,10.42,10.57,10.67,10.75,10.81,10.86,10.93,160.1,159.99,159.92000000000002,159.85,159.78,159.71,159.65,159.58,159.44,27.45,27.080000000000002,26.900000000000002,26.7,26.51,26.32,26.12,25.94,25.55,N/A,N/A -2012,6,19,9,30,101200,100060,98950,82.7,0,9.370000000000001,10.290000000000001,10.52,10.64,10.73,10.790000000000001,10.82,10.86,10.89,158.37,158.27,158.35,158.43,158.52,158.59,158.67000000000002,158.76,158.93,27.6,27.25,27.080000000000002,26.88,26.7,26.51,26.310000000000002,26.13,25.76,N/A,N/A -2012,6,19,10,30,101230,100080,98960,85.57000000000001,5.5,9.44,10.09,10.31,10.46,10.58,10.700000000000001,10.82,10.92,11.15,136.31,136.69,137.49,138.35,139.18,140.02,140.95000000000002,141.85,143.95000000000002,26.23,25.87,25.740000000000002,25.59,25.44,25.3,25.150000000000002,25.01,24.72,N/A,N/A -2012,6,19,11,30,101180,100030,98910,86.52,0.4,13.620000000000001,14.84,14.97,14.96,14.94,14.91,14.8,14.69,14.41,161.14000000000001,161.23,161.38,161.59,161.79,161.98,162.07,162.13,162.36,25.43,24.97,24.82,24.71,24.64,24.61,24.63,24.650000000000002,24.67,N/A,N/A -2012,6,19,12,30,101350,100190,99060,86.07000000000001,43.900000000000006,12.89,13.83,13.950000000000001,13.94,13.93,13.9,13.93,13.96,14.120000000000001,142.17000000000002,142.96,143.63,144.46,145.48,146.57,148.1,149.58,152.87,24.25,23.73,23.57,23.46,23.39,23.34,23.35,23.37,23.51,N/A,N/A -2012,6,19,13,30,101310,100150,99030,81.92,0,2.52,2.7800000000000002,2.9,3.02,3.16,3.3000000000000003,3.49,3.68,4.48,157.13,160.38,162.17000000000002,163.93,165.63,167.31,169.02,170.66,174.37,25.93,25.57,25.41,25.23,25.07,24.91,24.75,24.61,24.47,N/A,N/A -2012,6,19,14,30,101380,100230,99120,77.05,0,8.36,9.290000000000001,9.52,9.66,9.77,9.85,9.9,9.94,10,162.03,161.83,161.67000000000002,161.54,161.42000000000002,161.31,161.21,161.1,160.91,27.88,27.54,27.37,27.17,26.98,26.79,26.59,26.41,26.02,N/A,N/A -2012,6,19,15,30,101410,100270,99150,77.27,0,8.370000000000001,9.17,9.35,9.450000000000001,9.51,9.55,9.57,9.59,9.6,165.62,165.46,165.43,165.39000000000001,165.37,165.34,165.32,165.3,165.27,27.830000000000002,27.5,27.330000000000002,27.13,26.93,26.740000000000002,26.55,26.36,25.98,N/A,N/A -2012,6,19,16,30,101440,100290,99180,80.59,0,9.09,9.96,10.16,10.28,10.35,10.39,10.42,10.44,10.450000000000001,160.09,160.26,160.33,160.37,160.39000000000001,160.41,160.42000000000002,160.42000000000002,160.43,27.19,26.810000000000002,26.62,26.42,26.22,26.03,25.830000000000002,25.650000000000002,25.26,N/A,N/A -2012,6,19,17,30,101420,100270,99150,83.25,0,10.55,11.53,11.73,11.83,11.88,11.91,11.91,11.91,11.870000000000001,171.22,171.17000000000002,171.18,171.19,171.21,171.22,171.23,171.24,171.27,26.78,26.35,26.16,25.96,25.77,25.580000000000002,25.38,25.2,24.830000000000002,N/A,N/A -2012,6,19,18,30,101490,100330,99210,88.08,11,8.09,8.790000000000001,8.93,9.01,9.06,9.09,9.11,9.13,9.14,148.03,148.22,148.3,148.39000000000001,148.48,148.56,148.67000000000002,148.76,149.04,25.55,25.080000000000002,24.89,24.68,24.490000000000002,24.3,24.11,23.93,23.56,N/A,N/A -2012,6,19,19,30,101430,100270,99140,87.01,2.9000000000000004,6.92,7.44,7.5600000000000005,7.65,7.7700000000000005,7.9,8.2,8.52,9.63,153.34,153.35,153.51,153.70000000000002,153.95000000000002,154.23,154.68,155.15,156.53,25.3,24.88,24.71,24.54,24.400000000000002,24.28,24.22,24.18,24.57,N/A,N/A -2012,6,19,20,30,101430,100270,99140,93.3,289.7,4.97,5.12,5.18,5.22,5.3500000000000005,5.48,5.7,5.9,6.29,248.23000000000002,246.11,243.35,240.11,235.81,231.48000000000002,227.34,223.61,218,24.560000000000002,24.240000000000002,24.18,24.16,24.22,24.29,24.330000000000002,24.36,24.29,N/A,N/A -2012,6,19,21,30,101470,100310,99180,84.58,0,3.54,3.63,3.64,3.65,3.7,3.7600000000000002,4.0600000000000005,4.43,4.8,231.65,229.67000000000002,228.22,226.20000000000002,221.79,215.66,207.31,198.23000000000002,185.88,25.12,24.73,24.57,24.39,24.26,24.150000000000002,24.13,24.14,24.05,N/A,N/A -2012,6,19,22,30,101410,100250,99130,90.77,0,3.45,3.58,3.5700000000000003,3.54,3.5,3.47,3.45,3.44,4.88,59.14,60.75,61.68,62.81,64.27,65.9,68.16,70.44,115.2,25.18,24.77,24.59,24.400000000000002,24.22,24.05,23.87,23.7,24.16,N/A,N/A -2012,6,19,23,30,101360,100210,99090,90.36,0,5.1000000000000005,5.37,5.42,5.43,5.43,5.42,5.41,5.4,5.37,110.54,111.27,111.86,112.48,113.09,113.68,114.35000000000001,114.99000000000001,116.54,26.240000000000002,25.84,25.66,25.46,25.27,25.080000000000002,24.89,24.71,24.34,N/A,N/A -2012,6,20,0,30,101370,100220,99100,83.74,0,8.21,8.950000000000001,9.13,9.22,9.28,9.32,9.34,9.36,9.370000000000001,134.08,134.3,134.39000000000001,134.48,134.55,134.61,134.69,134.75,134.91,27.37,27,26.82,26.62,26.43,26.240000000000002,26.04,25.85,25.47,N/A,N/A -2012,6,20,1,30,101330,100180,99060,81.9,0,8.81,9.790000000000001,10.03,10.18,10.3,10.38,10.450000000000001,10.5,10.58,135.19,134.84,134.76,134.7,134.64000000000001,134.6,134.57,134.54,134.5,27.490000000000002,27.13,26.95,26.75,26.560000000000002,26.37,26.17,25.98,25.59,N/A,N/A -2012,6,20,2,30,101340,100190,99080,81.5,0,9.46,10.48,10.74,10.89,11,11.09,11.15,11.200000000000001,11.28,135.91,135.93,135.92000000000002,135.89000000000001,135.87,135.84,135.82,135.78,135.72,27.62,27.27,27.09,26.89,26.7,26.5,26.310000000000002,26.12,25.740000000000002,N/A,N/A -2012,6,20,3,30,101330,100180,99070,80.18,0,9.78,10.76,11.01,11.16,11.26,11.34,11.4,11.450000000000001,11.53,144.35,144.04,143.9,143.77,143.65,143.54,143.44,143.34,143.15,27.900000000000002,27.59,27.43,27.240000000000002,27.060000000000002,26.88,26.7,26.52,26.16,N/A,N/A -2012,6,20,4,30,101350,100190,99080,89.69,0,10.97,12.05,12.33,12.49,12.6,12.68,12.74,12.81,12.98,130.42000000000002,131.57,132.02,132.44,132.85,133.25,133.71,134.15,135.36,25.87,25.38,25.18,24.98,24.79,24.61,24.43,24.27,23.96,N/A,N/A -2012,6,20,5,30,101300,100150,99040,84.71000000000001,0,13.15,14.76,15.1,15.31,15.44,15.52,15.56,15.58,15.56,148.57,148.22,148.23,148.28,148.34,148.41,148.51,148.6,148.82,26.900000000000002,26.45,26.25,26.04,25.830000000000002,25.63,25.43,25.240000000000002,24.85,N/A,N/A -2012,6,20,6,30,101330,100180,99070,80.62,0,10.28,11.34,11.59,11.75,11.86,11.94,12,12.05,12.13,152.62,152.34,152.17000000000002,152,151.82,151.67000000000002,151.5,151.34,151.01,27.07,26.68,26.5,26.3,26.11,25.93,25.740000000000002,25.560000000000002,25.19,N/A,N/A -2012,6,20,7,30,101360,100210,99100,78.9,0,9.67,10.83,11.13,11.33,11.47,11.57,11.64,11.69,11.76,139.76,139.65,139.70000000000002,139.79,139.89000000000001,139.99,140.1,140.21,140.45000000000002,28.01,27.68,27.51,27.310000000000002,27.12,26.93,26.740000000000002,26.55,26.16,N/A,N/A -2012,6,20,8,30,101330,100180,99070,76.51,0,9.75,10.81,11.06,11.200000000000001,11.290000000000001,11.36,11.4,11.44,11.48,141.09,140.79,140.70000000000002,140.61,140.54,140.47,140.4,140.34,140.21,27.95,27.63,27.46,27.26,27.07,26.88,26.69,26.5,26.12,N/A,N/A -2012,6,20,9,30,101350,100200,99090,78.85000000000001,0,8.870000000000001,9.82,10.05,10.200000000000001,10.31,10.39,10.44,10.49,10.55,138.41,138.4,138.45000000000002,138.5,138.55,138.6,138.65,138.70000000000002,138.82,27.84,27.5,27.32,27.12,26.93,26.740000000000002,26.54,26.35,25.96,N/A,N/A -2012,6,20,10,30,101360,100210,99100,79.35000000000001,0,7.68,8.370000000000001,8.51,8.59,8.63,8.66,8.68,8.69,8.69,147.94,147.64000000000001,147.47,147.29,147.11,146.94,146.75,146.58,146.20000000000002,27.650000000000002,27.32,27.14,26.95,26.76,26.57,26.38,26.19,25.810000000000002,N/A,N/A -2012,6,20,11,30,101360,100210,99100,79.46000000000001,0,6.890000000000001,7.5600000000000005,7.73,7.84,7.930000000000001,7.99,8.05,8.09,8.17,142.72,142.37,142.26,142.17000000000002,142.09,142.03,141.98,141.94,141.88,27.77,27.45,27.28,27.080000000000002,26.89,26.7,26.51,26.32,25.94,N/A,N/A -2012,6,20,12,30,101380,100230,99120,78.89,0,7.24,7.92,8.07,8.16,8.22,8.27,8.3,8.33,8.36,140.92000000000002,141.32,141.53,141.73,141.91,142.08,142.24,142.4,142.70000000000002,27.77,27.44,27.27,27.07,26.88,26.69,26.5,26.310000000000002,25.93,N/A,N/A -2012,6,20,13,30,101410,100260,99140,81.84,5.5,8.15,8.82,8.96,9.01,9.040000000000001,9.040000000000001,9.02,8.99,8.91,147.13,146.31,145.81,145.33,144.89000000000001,144.47,144.04,143.62,142.65,26.28,25.86,25.67,25.48,25.29,25.11,24.92,24.75,24.400000000000002,N/A,N/A -2012,6,20,14,30,101480,100320,99190,93.03,59.300000000000004,5.91,6.34,6.44,6.51,6.5600000000000005,6.6000000000000005,6.65,6.7,6.86,175.67000000000002,174.72,174.26,173.78,173.28,172.78,172.12,171.47,169.06,24.88,24.43,24.25,24.05,23.87,23.7,23.53,23.37,23.07,N/A,N/A -2012,6,20,15,30,101450,100290,99170,81.78,0,7.59,8.16,8.28,8.33,8.36,8.370000000000001,8.370000000000001,8.36,8.33,165.46,165.43,165.42000000000002,165.42000000000002,165.43,165.45000000000002,165.49,165.52,165.64000000000001,26.28,25.86,25.67,25.46,25.27,25.080000000000002,24.88,24.7,24.32,N/A,N/A -2012,6,20,16,30,101540,100390,99270,81.89,0,6.17,6.67,6.78,6.8500000000000005,6.9,6.94,6.97,6.99,7.04,142.75,142.71,142.65,142.58,142.5,142.41,142.33,142.23,142,26.95,26.57,26.39,26.19,26,25.810000000000002,25.62,25.43,25.05,N/A,N/A -2012,6,20,17,30,101460,100300,99190,81.33,0,6.59,7.1000000000000005,7.21,7.26,7.29,7.3100000000000005,7.32,7.33,7.32,153.56,153.25,153.09,152.95000000000002,152.8,152.65,152.49,152.35,152,26.88,26.490000000000002,26.310000000000002,26.11,25.91,25.73,25.53,25.34,24.97,N/A,N/A -2012,6,20,18,30,101500,100340,99220,80.37,0,6.04,6.51,6.62,6.69,6.74,6.78,6.8100000000000005,6.84,6.890000000000001,149.08,149.19,149.17000000000002,149.14000000000001,149.1,149.06,149.01,148.96,148.84,26.84,26.45,26.27,26.07,25.88,25.69,25.5,25.32,24.94,N/A,N/A -2012,6,20,19,30,101470,100320,99200,79.7,0,4.98,5.33,5.4,5.44,5.47,5.49,5.51,5.53,5.5600000000000005,132.76,132.69,132.65,132.6,132.55,132.49,132.42000000000002,132.34,132.14000000000001,27.080000000000002,26.71,26.53,26.330000000000002,26.14,25.95,25.75,25.57,25.19,N/A,N/A -2012,6,20,20,30,101430,100280,99170,85.01,0,6.01,6.46,6.57,6.63,6.67,6.7,6.73,6.75,6.79,126.34,125.82000000000001,125.51,125.2,124.92,124.64,124.35000000000001,124.07000000000001,123.47,27.080000000000002,26.7,26.52,26.32,26.13,25.95,25.75,25.57,25.2,N/A,N/A -2012,6,20,21,30,101410,100260,99140,83.11,0,6.29,6.73,6.8,6.83,6.8500000000000005,6.86,6.86,6.86,6.86,126.48,126.18,125.98,125.77,125.54,125.31,125.03,124.76,124.06,26.75,26.36,26.18,25.98,25.79,25.61,25.42,25.240000000000002,24.88,N/A,N/A -2012,6,20,22,30,101410,100260,99150,81.31,0,6.83,7.47,7.65,7.7700000000000005,7.87,7.95,8.02,8.08,8.2,98.79,99.48,99.82000000000001,100.14,100.42,100.68,100.92,101.15,101.57000000000001,27.41,27.060000000000002,26.89,26.69,26.51,26.32,26.13,25.94,25.57,N/A,N/A -2012,6,20,23,30,101360,100210,99100,76.46000000000001,0,7.86,8.57,8.73,8.81,8.870000000000001,8.9,8.92,8.93,8.94,104.88,104.91,104.92,104.94,104.97,104.99000000000001,105.02,105.05,105.13,27.69,27.36,27.18,26.98,26.79,26.6,26.41,26.22,25.84,N/A,N/A -2012,6,21,0,30,101350,100200,99080,78.05,0,7.22,7.9,8.05,8.14,8.21,8.26,8.290000000000001,8.33,8.370000000000001,111.23,111.82000000000001,112.04,112.21000000000001,112.36,112.48,112.59,112.68,112.85000000000001,27.740000000000002,27.41,27.23,27.03,26.84,26.650000000000002,26.45,26.27,25.88,N/A,N/A -2012,6,21,1,30,101350,100200,99080,80.9,0,7.18,7.8100000000000005,7.94,8.01,8.06,8.08,8.1,8.11,8.120000000000001,121.60000000000001,121.27,121.08,120.92,120.79,120.66,120.54,120.42,120.19,27.560000000000002,27.21,27.04,26.84,26.650000000000002,26.46,26.26,26.080000000000002,25.69,N/A,N/A -2012,6,21,2,30,101350,100200,99090,87.2,0,8.78,9.48,9.6,9.64,9.65,9.63,9.61,9.58,9.49,117.16,116.99000000000001,116.95,116.9,116.85000000000001,116.8,116.75,116.7,116.58,26.86,26.46,26.28,26.09,25.900000000000002,25.72,25.54,25.37,25.02,N/A,N/A -2012,6,21,3,30,101360,100210,99100,81.12,0,7.28,7.930000000000001,8.1,8.19,8.27,8.33,8.370000000000001,8.41,8.47,119.91,119.93,119.97,120.01,120.06,120.10000000000001,120.14,120.18,120.27,27.07,26.69,26.51,26.310000000000002,26.12,25.93,25.73,25.55,25.17,N/A,N/A -2012,6,21,4,30,101340,100190,99080,81.38,0,6.71,7.25,7.3500000000000005,7.4,7.44,7.46,7.47,7.47,7.48,127.15,126.51,126.12,125.73,125.36,125.02,124.67,124.33,123.62,27.29,26.93,26.76,26.560000000000002,26.37,26.18,25.990000000000002,25.810000000000002,25.44,N/A,N/A -2012,6,21,5,30,101350,100200,99080,81.77,0,5.98,6.49,6.62,6.7,6.76,6.8100000000000005,6.8500000000000005,6.88,6.94,126.74000000000001,126.56,126.55,126.53,126.51,126.49000000000001,126.47,126.46000000000001,126.41,27.25,26.89,26.72,26.52,26.330000000000002,26.14,25.95,25.76,25.38,N/A,N/A -2012,6,21,6,30,101360,100210,99100,81.12,0,6.140000000000001,6.62,6.72,6.7700000000000005,6.8,6.83,6.84,6.8500000000000005,6.87,115.05,115.38,115.60000000000001,115.84,116.06,116.29,116.52,116.75,117.22,27.44,27.09,26.91,26.71,26.52,26.330000000000002,26.13,25.95,25.560000000000002,N/A,N/A -2012,6,21,7,30,101340,100190,99080,81.42,0,7.4,8.03,8.17,8.24,8.290000000000001,8.31,8.33,8.34,8.33,120.41,120.56,120.65,120.73,120.81,120.88,120.94,121,121.13,27.45,27.09,26.92,26.72,26.52,26.34,26.14,25.95,25.57,N/A,N/A -2012,6,21,8,30,101380,100230,99120,79.38,0,5.73,6.22,6.34,6.42,6.49,6.54,6.59,6.63,6.7,122.12,122.46000000000001,122.67,122.85000000000001,123,123.13000000000001,123.24000000000001,123.34,123.52,27.62,27.28,27.1,26.91,26.72,26.53,26.34,26.16,25.77,N/A,N/A -2012,6,21,9,30,101390,100240,99130,80.74,4.4,5.3500000000000005,5.76,5.86,5.93,5.98,6.0200000000000005,6.0600000000000005,6.09,6.13,120.85000000000001,120.03,119.64,119.29,118.99000000000001,118.73,118.48,118.25,117.83,27.48,27.14,26.97,26.77,26.580000000000002,26.400000000000002,26.2,26.02,25.64,N/A,N/A -2012,6,21,10,30,101390,100240,99130,83.12,6.6000000000000005,4.89,5.24,5.32,5.37,5.41,5.44,5.47,5.49,5.53,110.12,109.8,109.52,109.21000000000001,108.94,108.69,108.44,108.21000000000001,107.77,27.21,26.86,26.68,26.490000000000002,26.3,26.11,25.91,25.73,25.35,N/A,N/A -2012,6,21,11,30,101420,100270,99150,76.85000000000001,0,4.48,4.92,5.04,5.13,5.2,5.26,5.3,5.34,5.39,91.94,91.45,91.38,91.35000000000001,91.36,91.39,91.45,91.52,91.71000000000001,27.57,27.240000000000002,27.07,26.88,26.69,26.5,26.310000000000002,26.13,25.740000000000002,N/A,N/A -2012,6,21,12,30,101440,100290,99170,77.24,0,5.58,6.03,6.13,6.19,6.22,6.25,6.26,6.2700000000000005,6.29,84.22,84.60000000000001,84.78,84.93,85.06,85.18,85.28,85.38,85.59,27.61,27.26,27.09,26.89,26.7,26.51,26.310000000000002,26.13,25.740000000000002,N/A,N/A -2012,6,21,13,30,101440,100290,99170,70.31,0,6.13,6.6000000000000005,6.68,6.71,6.73,6.73,6.73,6.73,6.71,80.22,80.13,80.01,79.87,79.74,79.62,79.49,79.37,79.14,27.92,27.6,27.43,27.23,27.04,26.85,26.66,26.48,26.09,N/A,N/A -2012,6,21,14,30,101510,100360,99240,70.26,0,6.47,7.0200000000000005,7.13,7.2,7.24,7.2700000000000005,7.29,7.3,7.32,82.21000000000001,81.86,81.76,81.66,81.59,81.52,81.45,81.39,81.28,27.97,27.650000000000002,27.48,27.28,27.09,26.900000000000002,26.71,26.52,26.14,N/A,N/A -2012,6,21,15,30,101550,100400,99290,65.27,0,6.1000000000000005,6.58,6.66,6.69,6.7,6.7,6.7,6.7,6.68,74.64,74.63,74.7,74.78,74.85000000000001,74.93,75.02,75.11,75.3,28.14,27.830000000000002,27.67,27.47,27.28,27.1,26.900000000000002,26.71,26.330000000000002,N/A,N/A -2012,6,21,16,30,101530,100380,99270,72,0,7.17,7.74,7.84,7.890000000000001,7.9,7.91,7.9,7.890000000000001,7.86,74.67,74.84,74.91,74.97,75.04,75.11,75.19,75.26,75.45,27.68,27.34,27.17,26.97,26.78,26.59,26.39,26.21,25.830000000000002,N/A,N/A -2012,6,21,17,30,101510,100360,99240,71.42,0,6.44,6.91,6.99,7.0200000000000005,7.04,7.04,7.03,7.03,6.99,69.04,69.18,69.3,69.41,69.51,69.61,69.7,69.78,69.96000000000001,27.53,27.18,27,26.810000000000002,26.61,26.42,26.23,26.04,25.66,N/A,N/A -2012,6,21,18,30,101490,100340,99220,68.18,0,5.29,5.62,5.66,5.66,5.64,5.62,5.58,5.55,5.46,73.44,73.22,73.16,73.07000000000001,72.97,72.85000000000001,72.7,72.55,72.04,27.66,27.34,27.17,26.98,26.8,26.62,26.43,26.26,25.92,N/A,N/A -2012,6,21,19,30,101440,100290,99170,60.94,0,6.18,6.67,6.76,6.8,6.83,6.8500000000000005,6.86,6.88,6.91,78.52,78.32000000000001,78.2,78.07000000000001,77.92,77.76,77.57000000000001,77.38,76.8,28.07,27.77,27.61,27.42,27.240000000000002,27.060000000000002,26.88,26.71,26.37,N/A,N/A -2012,6,21,20,30,101390,100240,99130,55.57,0,4.95,5.37,5.45,5.51,5.59,5.67,5.8100000000000005,5.97,6.88,90.25,89.85000000000001,89.57000000000001,89.28,88.94,88.58,88.05,87.49,85.47,28.32,28.05,27.89,27.71,27.54,27.37,27.21,27.07,26.900000000000002,N/A,N/A -2012,6,21,21,30,101340,100190,99080,61.120000000000005,0,5.18,5.57,5.64,5.67,5.7,5.73,5.78,5.82,6.1000000000000005,107.76,107.33,107.04,106.72,106.36,105.97,105.41,104.85000000000001,102.51,28.2,27.91,27.75,27.57,27.39,27.22,27.05,26.89,26.64,N/A,N/A -2012,6,21,22,30,101320,100170,99060,63.22,0,4.44,4.76,4.8100000000000005,4.84,4.86,4.87,4.9,4.92,5.03,122.05,121.71000000000001,121.47,121.2,120.91,120.61,120.19,119.77,118.21000000000001,28.19,27.900000000000002,27.740000000000002,27.560000000000002,27.38,27.21,27.03,26.87,26.580000000000002,N/A,N/A -2012,6,21,23,30,101290,100140,99030,62.96,0,4.49,4.83,4.88,4.91,4.94,4.96,5,5.04,5.22,126.98,126.58,126.3,125.98,125.63000000000001,125.24000000000001,124.7,124.16,121.92,28.3,28.02,27.86,27.67,27.490000000000002,27.32,27.13,26.96,26.66,N/A,N/A -2012,6,22,0,30,101260,100110,99000,67,0,3.31,3.54,3.5700000000000003,3.59,3.62,3.65,3.71,3.79,4.51,137.56,136.81,136.26,135.58,134.78,133.84,132.24,130.52,120.47,28.16,27.87,27.72,27.53,27.36,27.19,27.04,26.900000000000002,26.87,N/A,N/A -2012,6,22,1,30,101230,100080,98970,67.86,0,2.35,2.5,2.5300000000000002,2.5500000000000003,2.58,2.6,2.66,2.72,3.18,138.46,137.39000000000001,136.66,135.81,134.81,133.67000000000002,131.99,130.21,122.13,28.14,27.86,27.69,27.51,27.330000000000002,27.16,26.990000000000002,26.84,26.650000000000002,N/A,N/A -2012,6,22,2,30,101260,100110,99000,67.94,0,0.62,0.67,0.7000000000000001,0.72,0.76,0.8,0.9,1.02,2.93,138.6,136.27,134.47,132.46,130.21,127.73,124.08,119.89,102.12,28.18,27.88,27.72,27.53,27.35,27.17,27,26.84,26.900000000000002,N/A,N/A -2012,6,22,3,30,101240,100100,98980,67.93,0,0.75,0.76,0.74,0.72,0.7000000000000001,0.68,0.67,0.67,0.91,343.21,347,349.58,352.93,357.36,2.57,11.34,20.67,53.29,28.18,27.89,27.73,27.54,27.36,27.18,27,26.830000000000002,26.53,N/A,N/A -2012,6,22,4,30,101240,100090,98980,67.5,0,1.07,1.1,1.09,1.08,1.07,1.05,1.04,1.04,1.08,347.42,350.93,352.85,355.04,357.40000000000003,359.86,3.15,6.47,19.25,28.22,27.93,27.77,27.57,27.39,27.21,27.02,26.85,26.51,N/A,N/A -2012,6,22,5,30,101220,100080,98970,68.65,0,1.85,1.93,1.93,1.93,1.92,1.9100000000000001,1.9100000000000001,1.9000000000000001,1.94,356.29,357.82,358.88,0.14,1.53,3.06,5.19,7.390000000000001,15.69,28.16,27.87,27.71,27.52,27.34,27.16,26.97,26.8,26.48,N/A,N/A -2012,6,22,6,30,101250,100110,99000,68.05,0,2.35,2.49,2.5,2.5,2.5,2.5,2.5,2.5,2.52,1.99,2.68,3.14,3.7,4.3500000000000005,5.08,6.13,7.22,11.65,28.23,27.95,27.79,27.6,27.42,27.240000000000002,27.060000000000002,26.89,26.560000000000002,N/A,N/A -2012,6,22,7,30,101250,100100,98990,69.25,0,3.11,3.3000000000000003,3.31,3.3000000000000003,3.29,3.2800000000000002,3.27,3.2600000000000002,3.33,2.68,3.14,3.44,3.8000000000000003,4.2,4.63,5.3100000000000005,6.03,10.63,28.17,27.88,27.72,27.53,27.35,27.17,26.990000000000002,26.82,26.560000000000002,N/A,N/A -2012,6,22,8,30,101220,100070,98960,69.43,0,4.5,4.8100000000000005,4.8500000000000005,4.86,4.86,4.87,4.89,4.91,5.17,2.64,3.16,3.46,3.8000000000000003,4.22,4.7,5.47,6.2700000000000005,10.36,28.17,27.900000000000002,27.740000000000002,27.55,27.38,27.21,27.05,26.900000000000002,26.73,N/A,N/A -2012,6,22,9,30,101220,100070,98960,68.72,0,5.79,6.24,6.3,6.33,6.34,6.3500000000000005,6.38,6.42,6.7700000000000005,357.04,357.1,357.17,357.26,357.42,357.64,358.07,358.55,2.45,28.150000000000002,27.86,27.71,27.53,27.35,27.18,27.02,26.87,26.72,N/A,N/A -2012,6,22,10,30,101210,100070,98960,74.18,0,5.98,6.4,6.45,6.45,6.45,6.43,6.41,6.38,6.37,357.61,357.87,358.06,358.26,358.5,358.76,359.15000000000003,359.55,1.46,27.830000000000002,27.53,27.36,27.18,27,26.830000000000002,26.66,26.5,26.240000000000002,N/A,N/A -2012,6,22,11,30,101220,100070,98960,70.35000000000001,0,6.32,6.75,6.8,6.8100000000000005,6.8100000000000005,6.8,6.8100000000000005,6.82,7.07,4.9,4.96,5.0200000000000005,5.13,5.3100000000000005,5.55,6.13,6.76,11.39,27.72,27.41,27.25,27.07,26.900000000000002,26.740000000000002,26.580000000000002,26.44,26.34,N/A,N/A -2012,6,22,12,30,101230,100080,98960,71.54,0,7.65,8.2,8.28,8.28,8.27,8.25,8.23,8.22,8.32,6.84,7.0200000000000005,7.11,7.23,7.42,7.62,7.97,8.34,10.33,27.32,26.98,26.82,26.63,26.46,26.3,26.14,25.990000000000002,25.8,N/A,N/A -2012,6,22,13,30,101220,100070,98960,73.68,0,6.91,7.4,7.48,7.51,7.5200000000000005,7.53,7.53,7.54,7.68,17.53,17.79,17.96,18.150000000000002,18.37,18.6,18.92,19.240000000000002,20.73,27.07,26.71,26.54,26.35,26.17,26,25.830000000000002,25.66,25.41,N/A,N/A -2012,6,22,14,30,101240,100090,98970,74.25,0,6.4,6.8,6.8500000000000005,6.8500000000000005,6.8500000000000005,6.84,6.8500000000000005,6.86,7.26,21.16,21.63,21.97,22.37,22.88,23.45,24.5,25.61,32.96,26.94,26.580000000000002,26.41,26.23,26.05,25.89,25.73,25.6,25.6,N/A,N/A -2012,6,22,15,30,101250,100100,98990,72.73,0,5.54,5.9,5.96,5.99,6.01,6.04,6.1000000000000005,6.18,6.93,30.64,31.080000000000002,31.37,31.73,32.19,32.71,33.68,34.730000000000004,41.18,27.34,27,26.84,26.66,26.490000000000002,26.32,26.17,26.03,26.060000000000002,N/A,N/A -2012,6,22,16,30,101260,100110,99000,71.38,0,4.48,4.75,4.8,4.82,4.84,4.86,4.9,4.95,5.39,32.83,33.3,33.59,33.93,34.31,34.75,35.410000000000004,36.1,39.37,27.73,27.41,27.25,27.060000000000002,26.88,26.71,26.53,26.37,26.2,N/A,N/A -2012,6,22,17,30,101240,100090,98980,68.82000000000001,0,3.5,3.75,3.81,3.86,3.93,4.0200000000000005,4.2,4.42,5.43,66.52,66.37,66.15,65.88,65.55,65.16,64.4,63.52,59.370000000000005,28.23,27.93,27.78,27.6,27.44,27.28,27.17,27.07,27.19,N/A,N/A -2012,6,22,18,30,101210,100060,98960,60.69,0,3.91,4.25,4.32,4.37,4.42,4.46,4.5,4.54,4.65,91.49,90.85000000000001,90.44,90.01,89.59,89.16,88.66,88.18,86.86,29.03,28.76,28.61,28.43,28.26,28.09,27.92,27.75,27.44,N/A,N/A -2012,6,22,19,30,101180,100030,98920,59.26,0,3.45,3.69,3.72,3.73,3.74,3.74,3.74,3.75,3.7600000000000002,114.52,114.10000000000001,113.78,113.45,113.12,112.79,112.4,112.02,110.99000000000001,29.05,28.76,28.6,28.41,28.22,28.04,27.85,27.67,27.310000000000002,N/A,N/A -2012,6,22,20,30,101120,99980,98870,55.800000000000004,0,2.43,2.6,2.63,2.65,2.66,2.67,2.67,2.68,2.69,126.52,125.51,124.84,124.18,123.55,122.94,122.28,121.63,120.15,29.35,29.080000000000002,28.92,28.73,28.55,28.37,28.18,28,27.63,N/A,N/A -2012,6,22,21,30,101070,99920,98820,56.26,0,1.2,1.25,1.23,1.22,1.21,1.19,1.18,1.17,1.1500000000000001,160.98,159.43,158.51,157.54,156.54,155.51,154.26,153.04,149.89000000000001,29.26,28.97,28.8,28.61,28.42,28.240000000000002,28.04,27.86,27.490000000000002,N/A,N/A -2012,6,22,22,30,101040,99900,98790,57.68,0,2.16,2.2600000000000002,2.25,2.23,2.22,2.2,2.18,2.17,2.13,166.8,166.06,165.54,164.95000000000002,164.31,163.64000000000001,162.76,161.88,159.24,29.13,28.830000000000002,28.66,28.47,28.29,28.1,27.91,27.73,27.37,N/A,N/A -2012,6,22,23,30,101020,99870,98770,58.26,0,1.6,1.6400000000000001,1.61,1.58,1.55,1.51,1.47,1.43,1.32,210.08,209.51,208.9,208.19,207.33,206.4,204.98000000000002,203.55,197.91,29.01,28.740000000000002,28.580000000000002,28.39,28.21,28.03,27.84,27.66,27.310000000000002,N/A,N/A -2012,6,23,0,30,101000,99860,98750,59.28,0,1.17,1.23,1.23,1.23,1.23,1.22,1.22,1.22,1.22,168.3,167.12,166.39000000000001,165.66,164.9,164.12,163.16,162.21,159.16,28.87,28.59,28.43,28.240000000000002,28.05,27.87,27.68,27.5,27.13,N/A,N/A -2012,6,23,1,30,100970,99830,98720,61.96,0,1.44,1.5,1.5,1.49,1.48,1.47,1.45,1.44,1.42,186.85,186.77,186.64000000000001,186.42000000000002,186.13,185.78,185.09,184.36,179.24,28.61,28.34,28.18,27.990000000000002,27.810000000000002,27.63,27.44,27.26,26.91,N/A,N/A -2012,6,23,2,30,100960,99820,98710,63.27,0,1.04,1.03,0.99,0.91,0.74,0.56,0.8200000000000001,1.45,1.87,241.15,240.44,239.28,237.15,222.93,205.84,175.04,117.68,105.31,28.46,28.21,28.060000000000002,27.900000000000002,27.79,27.7,27.72,27.79,27.55,N/A,N/A -2012,6,23,3,30,100970,99820,98720,62.910000000000004,0,1.95,1.96,1.8900000000000001,1.79,1.61,1.4000000000000001,1.46,1.6,1.94,311.52,313.90000000000003,315.88,318.85,328.08,340.13,7.67,41.32,51.21,28.48,28.23,28.09,27.93,27.82,27.73,27.73,27.76,27.68,N/A,N/A -2012,6,23,4,30,100970,99830,98720,63.4,0,1.34,1.36,1.34,1.32,1.37,1.49,1.75,2.09,2.47,338.62,342.06,345.05,349.53000000000003,2.25,21.2,35.78,49.64,56.86,28.5,28.25,28.11,27.95,27.88,27.86,27.830000000000002,27.8,27.69,N/A,N/A -2012,6,23,5,30,100960,99820,98710,63.92,0,1.31,1.4000000000000001,1.43,1.46,1.5,1.56,1.77,2.05,2.7800000000000002,46.72,48.27,49.13,50.29,52.01,54.17,59.160000000000004,65.45,75.52,28.490000000000002,28.22,28.07,27.900000000000002,27.73,27.580000000000002,27.47,27.38,27.37,N/A,N/A -2012,6,23,6,30,100990,99850,98740,64.45,0,1.93,2.04,2.05,2.06,2.08,2.1,2.18,2.2800000000000002,2.88,39.730000000000004,40.09,40.61,41.28,42.31,43.6,46.94,50.89,64.62,28.55,28.26,28.11,27.92,27.75,27.6,27.490000000000002,27.400000000000002,27.52,N/A,N/A -2012,6,23,7,30,100990,99850,98740,65.36,0,2.27,2.4,2.4,2.4,2.4,2.4,2.57,2.79,3.25,23.990000000000002,24.94,25.53,26.3,27.400000000000002,28.72,34.9,42.77,49.86,28.61,28.330000000000002,28.17,27.990000000000002,27.830000000000002,27.67,27.650000000000002,27.67,27.82,N/A,N/A -2012,6,23,8,30,101000,99860,98750,65.85,0,2.4,2.5300000000000002,2.54,2.5300000000000002,2.5300000000000002,2.52,2.52,2.52,2.72,11.85,12.540000000000001,12.98,13.52,14.18,14.94,16.21,17.56,27.86,28.68,28.400000000000002,28.240000000000002,28.05,27.88,27.71,27.54,27.39,27.3,N/A,N/A -2012,6,23,9,30,101010,99870,98760,67.57000000000001,0,3.25,3.45,3.47,3.47,3.46,3.46,3.45,3.44,3.42,10.33,10.57,10.73,10.9,11.09,11.3,11.59,11.88,12.99,28.63,28.34,28.18,27.990000000000002,27.810000000000002,27.63,27.45,27.27,26.95,N/A,N/A -2012,6,23,10,30,101020,99880,98770,65.72,0,4.76,5.04,5.05,5.03,5,4.97,4.92,4.87,4.75,358.51,358.42,358.37,358.32,358.29,358.27,358.3,358.35,359.42,28.34,28.04,27.88,27.7,27.52,27.35,27.18,27.02,26.79,N/A,N/A -2012,6,23,11,30,101020,99870,98770,69.34,0,5.15,5.4,5.4,5.36,5.33,5.29,5.3,5.32,5.38,4.71,5.0600000000000005,5.3100000000000005,5.61,6.0600000000000005,6.59,8.23,10.07,18.79,27.63,27.3,27.14,26.97,26.82,26.68,26.67,26.69,27.36,N/A,N/A -2012,6,23,12,30,101060,99910,98800,72.10000000000001,0,5.0600000000000005,5.34,5.37,5.37,5.3500000000000005,5.33,5.3100000000000005,5.29,5.29,23.79,24.2,24.46,24.76,25.1,25.46,25.96,26.46,28.86,27.48,27.13,26.96,26.78,26.59,26.42,26.240000000000002,26.07,25.810000000000002,N/A,N/A -2012,6,23,13,30,101080,99940,98830,75.61,0,5.47,5.75,5.76,5.73,5.7,5.66,5.6000000000000005,5.55,5.4,19.42,20.150000000000002,20.53,20.96,21.46,22.01,22.86,23.72,28.900000000000002,27.28,26.92,26.740000000000002,26.560000000000002,26.38,26.2,26.02,25.86,25.66,N/A,N/A -2012,6,23,14,30,101080,99930,98820,78.53,0,5.39,5.7,5.73,5.72,5.71,5.69,5.68,5.67,5.86,32.12,32.84,33.26,33.72,34.26,34.84,35.75,36.68,44.2,27.47,27.12,26.95,26.76,26.580000000000002,26.41,26.240000000000002,26.09,26.14,N/A,N/A -2012,6,23,15,30,101110,99960,98850,83,0,5.33,5.69,5.76,5.79,5.8100000000000005,5.83,5.8500000000000005,5.87,5.96,47.7,48.35,48.7,49.09,49.480000000000004,49.88,50.410000000000004,50.93,52.660000000000004,27.8,27.45,27.27,27.080000000000002,26.89,26.71,26.52,26.34,25.98,N/A,N/A -2012,6,23,16,30,101130,99990,98890,83.21000000000001,0,5.5200000000000005,5.97,6.05,6.11,6.140000000000001,6.17,6.19,6.21,6.24,56.33,56.64,56.83,57,57.160000000000004,57.32,57.47,57.61,57.94,28.28,27.93,27.76,27.560000000000002,27.37,27.19,26.990000000000002,26.810000000000002,26.43,N/A,N/A -2012,6,23,17,30,101130,99990,98880,82.76,0,6.2700000000000005,6.79,6.9,6.96,7,7.03,7.0600000000000005,7.08,7.11,69.73,69.9,69.89,69.88,69.87,69.85000000000001,69.83,69.81,69.76,28.41,28.080000000000002,27.91,27.71,27.53,27.34,27.150000000000002,26.97,26.61,N/A,N/A -2012,6,23,18,30,101140,100000,98900,79.10000000000001,0,5.3100000000000005,5.7700000000000005,5.87,5.94,6,6.05,6.1000000000000005,6.15,6.2700000000000005,98.63,98.23,98.01,97.77,97.52,97.27,96.97,96.68,95.92,28.59,28.27,28.1,27.91,27.73,27.55,27.36,27.19,26.84,N/A,N/A -2012,6,23,19,30,101100,99960,98850,79.49,0,5.69,6.13,6.22,6.26,6.29,6.3100000000000005,6.32,6.33,6.36,105.96000000000001,105.62,105.42,105.19,104.97,104.74000000000001,104.46000000000001,104.18,103.41,28.580000000000002,28.25,28.080000000000002,27.89,27.71,27.53,27.34,27.16,26.810000000000002,N/A,N/A -2012,6,23,20,30,101080,99940,98840,77.95,0,4.88,5.25,5.32,5.3500000000000005,5.37,5.39,5.4,5.41,5.44,114.04,113.7,113.51,113.3,113.09,112.88,112.63,112.38,111.74000000000001,28.71,28.39,28.23,28.04,27.85,27.67,27.48,27.3,26.94,N/A,N/A -2012,6,23,21,30,101050,99910,98800,79,0,4.65,5,5.0600000000000005,5.09,5.11,5.12,5.13,5.14,5.15,125.32000000000001,124.96000000000001,124.76,124.56,124.34,124.12,123.87,123.63000000000001,122.97,28.68,28.36,28.19,27.990000000000002,27.810000000000002,27.62,27.43,27.25,26.88,N/A,N/A -2012,6,23,22,30,101060,99910,98810,80.24,0,6.22,6.76,6.86,6.91,6.94,6.96,6.96,6.97,6.97,121.63,121.39,121.25,121.11,120.98,120.85000000000001,120.71000000000001,120.57000000000001,120.26,28.66,28.35,28.18,27.990000000000002,27.8,27.62,27.43,27.240000000000002,26.87,N/A,N/A -2012,6,23,23,30,101080,99940,98840,79.69,0,4.45,4.8,4.87,4.9,4.92,4.93,4.94,4.95,4.96,122.37,122.25,122.19,122.09,121.98,121.85000000000001,121.69,121.52,121.05,28.6,28.3,28.14,27.95,27.76,27.580000000000002,27.39,27.21,26.84,N/A,N/A -2012,6,24,0,30,101070,99930,98830,80.99,0,4.8100000000000005,5.18,5.25,5.28,5.3,5.3100000000000005,5.32,5.32,5.33,122.42,122.56,122.51,122.44,122.36,122.27,122.16,122.05,121.74000000000001,28.51,28.2,28.04,27.85,27.66,27.47,27.28,27.1,26.73,N/A,N/A -2012,6,24,1,30,101090,99940,98840,79.78,0,2.58,2.79,2.83,2.86,2.88,2.91,2.92,2.94,2.98,108.96000000000001,109.24000000000001,109.3,109.34,109.37,109.39,109.41,109.42,109.44,28.48,28.18,28.01,27.82,27.63,27.44,27.25,27.07,26.69,N/A,N/A -2012,6,24,2,30,101100,99950,98850,80.31,0,3.19,3.4,3.43,3.45,3.46,3.48,3.49,3.5100000000000002,3.5500000000000003,114.25,113.74000000000001,113.55,113.35000000000001,113.15,112.95,112.75,112.55,112.10000000000001,28.44,28.13,27.97,27.77,27.59,27.400000000000002,27.21,27.03,26.67,N/A,N/A -2012,6,24,3,30,101090,99950,98840,80.36,0,2.56,2.71,2.74,2.7600000000000002,2.77,2.79,2.81,2.83,2.89,123.08,122.94,122.8,122.64,122.48,122.34,122.17,122.01,121.64,28.41,28.1,27.93,27.740000000000002,27.55,27.37,27.18,27,26.64,N/A,N/A -2012,6,24,4,30,101080,99940,98840,77.94,0,3,3.14,3.15,3.13,3.11,3.09,3.06,3.04,2.98,136.3,136.03,135.77,135.51,135.23,134.93,134.56,134.21,133.15,28.51,28.21,28.04,27.85,27.67,27.48,27.29,27.11,26.75,N/A,N/A -2012,6,24,5,30,101110,99960,98860,79.4,0,1.72,1.8,1.8,1.8,1.79,1.79,1.78,1.77,1.75,137.93,137.58,137.31,137.02,136.72,136.41,136.02,135.63,134.47,28.330000000000002,28.01,27.84,27.650000000000002,27.46,27.28,27.080000000000002,26.900000000000002,26.53,N/A,N/A -2012,6,24,6,30,101120,99980,98870,79.28,0,2.09,2.19,2.19,2.19,2.18,2.18,2.17,2.16,2.15,156.48,156.22,156,155.76,155.5,155.22,154.83,154.43,153.06,28.29,27.98,27.810000000000002,27.62,27.43,27.25,27.060000000000002,26.88,26.51,N/A,N/A -2012,6,24,7,30,101170,100020,98920,79.35000000000001,0,1.26,1.3,1.3,1.29,1.28,1.28,1.26,1.25,1.23,179.36,179.21,179,178.77,178.53,178.29,177.98,177.69,177.06,28.26,27.95,27.78,27.59,27.400000000000002,27.21,27.02,26.84,26.46,N/A,N/A -2012,6,24,8,30,101160,100020,98910,79.77,0,1.25,1.29,1.28,1.27,1.26,1.25,1.23,1.21,1.1400000000000001,247.84,248.28,248.47,248.67000000000002,248.84,249.01000000000002,249.22,249.42000000000002,249.76000000000002,28.19,27.88,27.71,27.52,27.330000000000002,27.150000000000002,26.96,26.78,26.41,N/A,N/A -2012,6,24,9,30,101180,100030,98930,80.61,0,1.95,2.02,2.02,2.0100000000000002,1.99,1.97,1.95,1.92,1.81,288.39,288.88,289.16,289.48,289.84000000000003,290.23,290.82,291.44,294.81,28.17,27.86,27.69,27.5,27.310000000000002,27.13,26.94,26.76,26.42,N/A,N/A -2012,6,24,10,30,101200,100060,98950,81.79,0,2.19,2.27,2.27,2.2600000000000002,2.25,2.23,2.21,2.19,2.1,293.67,294.23,294.5,294.81,295.15000000000003,295.52,296.04,296.57,298.72,28.150000000000002,27.830000000000002,27.66,27.47,27.28,27.1,26.91,26.73,26.37,N/A,N/A -2012,6,24,11,30,101220,100070,98960,83.07000000000001,0,2.48,2.59,2.6,2.6,2.59,2.58,2.57,2.56,2.54,319.16,319.71,319.95,320.22,320.51,320.81,321.2,321.6,323.06,28.11,27.79,27.62,27.43,27.25,27.060000000000002,26.87,26.69,26.32,N/A,N/A -2012,6,24,12,30,101240,100100,98990,86.52,0,3.14,3.3200000000000003,3.35,3.36,3.37,3.37,3.37,3.37,3.37,331.29,331.84000000000003,332.15000000000003,332.48,332.81,333.15000000000003,333.58,334,335.26,28,27.67,27.5,27.310000000000002,27.12,26.93,26.740000000000002,26.560000000000002,26.19,N/A,N/A -2012,6,24,13,30,101280,100140,99030,87.97,0,3.81,4.0200000000000005,4.05,4.05,4.05,4.04,4.04,4.03,4.04,333.37,333.75,334.04,334.35,334.68,335.02,335.43,335.84000000000003,337.16,28,27.67,27.5,27.3,27.12,26.93,26.740000000000002,26.560000000000002,26.21,N/A,N/A -2012,6,24,14,30,101290,100150,99040,83.76,0,4.4,4.75,4.82,4.87,4.9,4.92,4.94,4.96,5.01,344.55,344.67,344.72,344.77,344.82,344.88,344.95,345.03000000000003,345.23,28.5,28.19,28.02,27.830000000000002,27.650000000000002,27.46,27.27,27.09,26.72,N/A,N/A -2012,6,24,15,30,101280,100140,99030,80.57000000000001,0,4.5,4.87,4.94,4.98,5.0200000000000005,5.04,5.08,5.11,5.22,336.85,337.15000000000003,337.33,337.52,337.71,337.89,338.1,338.32,338.97,28.900000000000002,28.61,28.44,28.25,28.07,27.89,27.7,27.52,27.16,N/A,N/A -2012,6,24,16,30,101270,100130,99030,77.49,0,4.8100000000000005,5.23,5.3100000000000005,5.3500000000000005,5.38,5.41,5.44,5.47,5.58,331.79,332.68,333.26,333.91,334.55,335.21,336,336.79,339.13,29.55,29.310000000000002,29.16,28.98,28.810000000000002,28.64,28.46,28.3,27.97,N/A,N/A -2012,6,24,17,30,101230,100100,99000,77.33,0,3.64,3.9,4.14,4.72,5.09,5.26,5.43,5.59,5.86,321.82,323.27,325.56,330.33,333.66,335.71,337.85,339.98,343.91,29.93,29.73,29.68,29.72,29.69,29.61,29.52,29.42,29.21,N/A,N/A -2012,6,24,18,30,101200,100070,98970,77.15,0,2.48,3.13,3.45,3.72,3.92,4.05,4.11,4.13,4.12,300.85,310.16,315.27,318.83,322.15000000000003,325.38,328.57,331.59000000000003,337.43,30.43,30.59,30.66,30.66,30.62,30.55,30.44,30.32,30.060000000000002,N/A,N/A -2012,6,24,19,30,101160,100030,98930,73.66,0,1.9100000000000001,2.4,2.63,2.84,2.96,3.02,3.0100000000000002,2.98,2.83,292.7,301.64,306.82,311.58,315.32,318.28000000000003,320.81,322.98,326.67,31.01,31.240000000000002,31.32,31.29,31.2,31.060000000000002,30.91,30.75,30.42,N/A,N/A -2012,6,24,20,30,101110,99980,98880,70,0,1.94,1.69,1.48,1.24,1.08,0.97,0.89,0.84,0.79,191.48000000000002,195.24,198.33,202.54,206.34,210.03,215.12,220.45000000000002,234.77,31.46,31.71,31.78,31.71,31.6,31.48,31.330000000000002,31.19,30.88,N/A,N/A -2012,6,24,21,30,101090,99960,98870,69.43,0,2.79,2.7,2.43,2,1.74,1.57,1.41,1.28,1.05,176.20000000000002,174.78,171.99,166.5,164.55,164.75,167.75,171.58,186.65,31.470000000000002,31.34,31.36,31.53,31.55,31.45,31.32,31.19,30.900000000000002,N/A,N/A -2012,6,24,22,30,101030,99910,98810,69.84,0,3.5100000000000002,3.43,3.14,2.63,2.31,2.09,1.86,1.6600000000000001,1.2,174.46,171.94,168.75,163.13,162.3,164.73,167.12,169.22,174,31.48,31.45,31.54,31.830000000000002,31.92,31.84,31.740000000000002,31.64,31.43,N/A,N/A -2012,6,24,23,30,100990,99860,98770,75.55,0,3.74,3.67,3.39,2.9,2.48,2.09,1.76,1.49,0.99,201.5,198.67000000000002,195.94,191.46,187.82,184.70000000000002,183.61,183.45000000000002,192,30.96,31.07,31.2,31.46,31.67,31.87,31.91,31.86,31.66,N/A,N/A -2012,6,25,0,30,100980,99850,98760,77.59,0,3.66,4.2,4.01,3.27,2.7600000000000002,2.37,2.0100000000000002,1.71,1.22,206.94,204.68,201.67000000000002,196.71,194.5,193.99,196.53,199.9,216.28,30.57,30.85,31.060000000000002,31.400000000000002,31.63,31.79,31.86,31.87,31.740000000000002,N/A,N/A -2012,6,25,1,30,100970,99840,98750,87.06,0,5.18,5.93,6.05,5.87,5.55,5.13,4.68,4.26,3.49,242.57,242.27,241.13,238.44,235.91,233.46,232.05,231.26,232.43,29.54,29.5,29.580000000000002,29.830000000000002,30.05,30.26,30.55,30.87,31.05,N/A,N/A -2012,6,25,2,30,100990,99860,98760,91.16,0,5.26,6.11,6.2700000000000005,6.12,5.84,5.46,5.08,4.73,4.14,258.9,258.78000000000003,258.26,257.07,257.08,258.04,260.16,262.62,270.76,28.96,28.89,29.02,29.400000000000002,29.72,30.02,30.21,30.36,30.59,N/A,N/A -2012,6,25,3,30,101010,99870,98780,90.53,0,5.44,6.22,6.45,6.55,6.41,6.07,5.78,5.53,5.18,268.6,268.14,268.39,269.6,271.93,275.13,279.24,283.42,293.31,28.810000000000002,28.67,28.810000000000002,29.3,29.64,29.89,30.060000000000002,30.19,30.32,N/A,N/A -2012,6,25,4,30,101000,99870,98770,80.39,0,5.36,6.11,6.44,6.91,7.08,7.01,6.88,6.72,6.41,275.02,275.14,275.49,276.41,280.14,286.2,289.84000000000003,292.16,297.22,29.45,29.42,29.52,29.810000000000002,30.240000000000002,30.79,30.92,30.85,30.63,N/A,N/A -2012,6,25,5,30,100990,99850,98760,78.02,0,5.68,6.45,6.7700000000000005,7.21,7.6000000000000005,7.97,7.87,7.59,7.07,282.73,282.98,283.34000000000003,284.13,286.07,289.02,291.39,293.28000000000003,297.95,29.53,29.48,29.52,29.68,30.080000000000002,30.67,30.84,30.82,30.72,N/A,N/A -2012,6,25,6,30,101010,99880,98780,78.68,0,5.69,6.68,7.11,7.55,7.79,7.86,7.76,7.58,7.19,285.44,286.05,286.6,287.47,289.15000000000003,291.54,294.15000000000003,296.68,301.1,29.42,29.44,29.57,29.900000000000002,30.16,30.39,30.55,30.68,30.650000000000002,N/A,N/A -2012,6,25,7,30,101000,99870,98770,78.29,0,6.22,6.91,7.32,8.09,8.58,8.81,8.73,8.53,8.120000000000001,290.67,290.78000000000003,290.86,291.02,292,293.66,295.74,297.84000000000003,301.23,29.29,29.18,29.23,29.45,29.78,30.21,30.400000000000002,30.490000000000002,30.34,N/A,N/A -2012,6,25,8,30,101020,99890,98790,79.09,0,6.57,7.12,7.37,7.86,8.44,9.11,9.35,9.38,8.84,289.55,289.88,290.22,290.85,291.53000000000003,292.29,293.98,295.93,298.25,29.14,28.93,28.84,28.79,28.92,29.2,29.61,30.060000000000002,30.13,N/A,N/A -2012,6,25,9,30,101010,99870,98780,78.58,0,6.69,7.26,7.5600000000000005,8.18,8.72,9.21,9.290000000000001,9.200000000000001,8.75,295.78000000000003,296.2,296.69,297.65000000000003,298.63,299.68,301.49,303.46,305.18,29.080000000000002,28.86,28.79,28.78,29.02,29.44,29.82,30.16,30.080000000000002,N/A,N/A -2012,6,25,10,30,101020,99880,98790,79.24,0,6.55,7.0600000000000005,7.3500000000000005,7.99,8.55,9.08,9.24,9.23,8.870000000000001,301.98,302.33,302.76,303.67,304.87,306.34000000000003,308.18,310.05,312.24,29.01,28.79,28.72,28.71,28.98,29.46,29.84,30.150000000000002,30.150000000000002,N/A,N/A -2012,6,25,11,30,101040,99900,98810,80.34,0,6.390000000000001,6.890000000000001,7.03,7.23,7.72,8.46,8.91,9.200000000000001,9.31,313.27,313.78000000000003,314.26,315.07,316.65000000000003,318.95,320.88,322.51,325.39,28.85,28.580000000000002,28.45,28.32,28.34,28.48,28.73,29.03,29.310000000000002,N/A,N/A -2012,6,25,12,30,101060,99920,98820,84.24,0,6.55,7.03,7.1000000000000005,7.13,7.28,7.5200000000000005,8.01,8.6,9.3,319.71,320.21,320.59000000000003,321.1,322.04,323.36,324.26,324.95,325.09000000000003,28.71,28.43,28.28,28.12,28.02,27.96,28.150000000000002,28.44,29.32,N/A,N/A -2012,6,25,13,30,101060,99920,98820,76.25,0,6.5200000000000005,7.07,7.15,7.2,7.28,7.37,7.8500000000000005,8.48,9.08,321.74,321.88,322.01,322.18,322.41,322.69,323.56,324.64,327.45,29.16,28.91,28.77,28.61,28.46,28.330000000000002,28.35,28.44,29.23,N/A,N/A -2012,6,25,14,30,101070,99930,98830,70.9,0,6.5600000000000005,7.13,7.22,7.2700000000000005,7.32,7.37,7.54,7.76,8.370000000000001,331.05,331.07,331.06,331.04,331.02,330.98,330.93,330.89,331.08,29.54,29.34,29.21,29.05,28.91,28.76,28.66,28.59,28.7,N/A,N/A -2012,6,25,15,30,101060,99920,98820,67.65,0,6.37,6.91,7.01,7.08,7.21,7.38,7.6000000000000005,7.82,8.14,331.48,331.55,331.63,331.73,331.96,332.27,333.01,333.86,336.76,29.85,29.69,29.580000000000002,29.45,29.35,29.27,29.22,29.2,29.400000000000002,N/A,N/A -2012,6,25,16,30,101050,99920,98820,67.11,0,5.0600000000000005,5.92,6.26,6.5600000000000005,6.78,6.94,7.0600000000000005,7.16,7.33,325.18,327.07,328.41,330.04,331.76,333.6,335.47,337.24,341.05,30.22,30.3,30.330000000000002,30.330000000000002,30.3,30.25,30.19,30.11,30.04,N/A,N/A -2012,6,25,17,30,101010,99870,98780,59.18,0,4.72,5.49,5.8,6.15,6.43,6.67,6.73,6.71,6.54,318.38,319.95,321.22,322.91,324.74,326.71,329.19,331.68,334.97,31.34,31.46,31.48,31.48,31.45,31.41,31.310000000000002,31.19,30.830000000000002,N/A,N/A -2012,6,25,18,30,100930,99800,98710,58.22,0,4.91,5.66,5.91,6.13,6.34,6.54,6.6000000000000005,6.6000000000000005,6.62,297.51,300.33,302.90000000000003,306.94,311.09000000000003,315.48,317.36,318.04,321.43,31.79,32.01,32.08,32.15,32.15,32.09,31.92,31.73,31.44,N/A,N/A -2012,6,25,19,30,100880,99750,98670,57.76,0,4.84,5.98,6.3500000000000005,6.57,6.73,6.84,6.91,6.96,7.1000000000000005,289.37,294.08,297.29,301.09000000000003,304.48,307.67,309.27,310.13,313.11,32.39,32.87,32.99,32.980000000000004,32.89,32.74,32.56,32.37,32.05,N/A,N/A -2012,6,25,20,30,100810,99690,98610,59.96,0,4.67,6.09,6.59,6.88,7.07,7.17,7.2,7.21,7.21,293.97,299.29,302.61,305.86,308.41,310.42,311.86,312.96,315.55,32.78,33.45,33.63,33.6,33.51,33.37,33.2,33.03,32.74,N/A,N/A -2012,6,25,21,30,100750,99630,98550,67.36,0,2.5,4.37,5.33,5.9,6.26,6.43,6.53,6.58,6.66,271.85,289.77,300.01,304.34000000000003,307.42,309.42,311.2,312.79,315.86,32.42,33.31,33.67,33.9,33.980000000000004,33.94,33.83,33.68,33.37,N/A,N/A -2012,6,25,22,30,100700,99580,98500,64.17,0,3.33,5.22,5.97,6.22,6.38,6.47,6.5600000000000005,6.640000000000001,6.76,299.84000000000003,307.81,312.1,314.49,316.23,317.5,318.75,319.94,322.34000000000003,33.05,34.4,34.83,34.84,34.77,34.62,34.47,34.33,34.04,N/A,N/A -2012,6,25,23,30,100670,99560,98480,62.300000000000004,0,4.13,5.98,6.51,6.55,6.6000000000000005,6.66,6.76,6.88,6.99,303.41,311.77,315.61,316.54,317.39,318.24,319.62,321.3,325.01,33.6,35.32,35.78,35.63,35.45,35.25,35.06,34.89,34.58,N/A,N/A -2012,6,26,0,30,100650,99540,98460,61.84,0,5.09,6.47,6.6000000000000005,6.2,5.9,5.65,5.42,5.22,5.01,313.05,321.01,325.69,329.86,331.98,332.65000000000003,333.57,334.58,338.46,33.46,35.230000000000004,35.76,35.730000000000004,35.65,35.550000000000004,35.43,35.32,35.06,N/A,N/A -2012,6,26,1,30,100680,99550,98470,82.81,0,4.9,5.68,5.58,4.92,4.91,5.39,6,6.7,8.03,261.03000000000003,266.91,279.92,306.23,321.6,331.58,338.5,343.73,350.22,30.21,30.67,31.19,32.11,32.7,33.03,33.3,33.53,33.88,N/A,N/A -2012,6,26,2,30,100670,99550,98470,74.76,0,2.13,4.2700000000000005,5.41,6.66,7.67,8.44,8.950000000000001,9.290000000000001,9.5,312.39,342.03000000000003,357.36,2.35,5.94,8.14,9.57,10.55,10.81,31.86,33.02,33.480000000000004,33.94,34.37,34.800000000000004,35.07,35.26,35.15,N/A,N/A -2012,6,26,3,30,100680,99560,98490,70.63,0,3.1,5.84,7.13,8.02,8.55,8.76,8.8,8.76,8.61,356.85,7.42,13.24,16.080000000000002,17.6,17.92,17.31,16.28,14.47,31.53,33.44,34.28,34.95,35.34,35.5,35.52,35.480000000000004,35.08,N/A,N/A -2012,6,26,4,30,100670,99540,98470,71.25,0,3.65,3.88,4.03,4.63,5.25,5.89,6.45,6.95,7.2700000000000005,292.14,335.26,352.15000000000003,0.29,6.16,10.43,13.49,15.85,16.84,30.92,31.77,32.21,32.71,33.24,33.78,34.26,34.69,34.75,N/A,N/A -2012,6,26,5,30,100670,99540,98460,74.52,0,2.21,2.73,2.97,3.42,3.87,4.3100000000000005,4.7,5.0600000000000005,5.48,302.37,325.21,337.6,348.7,356.92,2.87,6.92,9.92,13.120000000000001,30.400000000000002,31.34,31.900000000000002,32.56,33.14,33.67,34.05,34.34,34.49,N/A,N/A -2012,6,26,6,30,100670,99540,98460,72.88,0,2.37,1.84,1.6600000000000001,1.6400000000000001,1.79,2.11,2.49,2.93,3.74,281.12,297.83,309.93,328.22,342.05,354.66,2.48,8.2,13.700000000000001,30.22,31.060000000000002,31.44,31.67,31.91,32.17,32.45,32.72,33.12,N/A,N/A -2012,6,26,7,30,100690,99560,98470,80.39,0,3.79,3.9,3.83,3.73,3.68,3.66,3.73,3.8200000000000003,4.16,298.91,308.66,314.31,320.36,326.36,332.56,339.05,345.43,357.19,29.66,30.310000000000002,30.6,30.76,30.900000000000002,31,31.16,31.330000000000002,31.720000000000002,N/A,N/A -2012,6,26,8,30,100690,99560,98470,78.7,0,3.54,4.0600000000000005,4.25,4.41,4.42,4.32,4.25,4.19,4.3,305.65000000000003,306.17,307.41,310.09000000000003,312.98,315.99,320.03000000000003,324.21,333.84000000000003,29.7,29.78,29.900000000000002,30.09,30.26,30.400000000000002,30.580000000000002,30.77,31.080000000000002,N/A,N/A -2012,6,26,9,30,100690,99560,98470,78.18,0,3.54,4.12,4.32,4.43,4.46,4.42,4.39,4.37,4.32,308.24,311.05,313.49,317,320.54,324.1,328.16,332.15000000000003,340.09000000000003,29.650000000000002,29.87,30.060000000000002,30.310000000000002,30.6,30.91,31.220000000000002,31.5,31.79,N/A,N/A -2012,6,26,10,30,100690,99560,98470,77.76,0,3.92,4.09,4.21,4.53,4.8,5.0200000000000005,5.03,4.95,4.5600000000000005,327.36,327.57,328.46,330.59000000000003,333.01,335.71,338.05,340.04,341.66,29.61,29.43,29.48,29.73,30.16,30.72,31.19,31.580000000000002,32.02,N/A,N/A -2012,6,26,11,30,100730,99590,98500,78.12,0,3.79,4,4.0600000000000005,4.18,4.32,4.48,4.51,4.49,4.38,335.82,335.79,335.64,335.31,336.36,338.44,342.04,345.97,352.81,29.54,29.32,29.23,29.150000000000002,29.35,29.740000000000002,30.25,30.79,31.51,N/A,N/A -2012,6,26,12,30,100750,99620,98530,77.59,0,2.81,2.95,2.96,2.96,3.0300000000000002,3.15,3.23,3.2800000000000002,3.29,348.82,348.85,348.84000000000003,348.83,349.82,351.55,355.69,0.52,8.52,29.37,29.11,28.98,28.84,28.89,29.07,29.53,30.07,30.82,N/A,N/A -2012,6,26,13,30,100780,99650,98550,71.43,0,3.67,3.8000000000000003,3.7600000000000002,3.7,3.64,3.56,3.47,3.39,3.44,351.79,352.12,352.47,353.06,353.91,354.96,357,359.23,6.16,29.35,29.11,29.02,28.96,29.2,29.68,30.09,30.46,31.02,N/A,N/A -2012,6,26,14,30,100800,99670,98570,72.96000000000001,0,3.2,3.34,3.33,3.34,3.4,3.49,3.42,3.3000000000000003,3.29,2.2600000000000002,2.33,2.5,2.79,3.8200000000000003,5.42,7.86,10.33,13.82,29.330000000000002,29.09,29.02,29.02,29.400000000000002,30.060000000000002,30.42,30.650000000000002,30.87,N/A,N/A -2012,6,26,15,30,100810,99680,98590,69.10000000000001,0,2.5100000000000002,2.68,2.8000000000000003,3.06,3.16,3.14,3.15,3.18,3.2,341.78000000000003,342.40000000000003,344.55,349.63,354.52,359.08,2.69,5.73,13.34,29.91,29.82,30.03,30.6,30.96,31.17,31.35,31.490000000000002,31.76,N/A,N/A -2012,6,26,16,30,100800,99670,98580,65.76,0,1.97,2.05,2.16,2.47,2.68,2.81,2.91,3,3.22,356.17,356.87,358.95,3.93,8.67,13.120000000000001,17.18,20.86,25.97,30.490000000000002,30.310000000000002,30.44,30.87,31.150000000000002,31.34,31.43,31.48,31.57,N/A,N/A -2012,6,26,17,30,100800,99670,98580,63.22,0,0.65,0.73,0.88,1.35,1.75,2.04,2.29,2.52,2.88,48.46,42.08,38.730000000000004,34.52,31.400000000000002,29.92,29.16,28.77,28.63,30.94,30.84,31.01,31.580000000000002,31.88,32.01,32.06,32.07,32.06,N/A,N/A -2012,6,26,18,30,100760,99640,98550,61.9,0,1.93,1.92,1.92,2.0300000000000002,2.1,2.15,2.17,2.19,2.12,133.86,126.56,118.57000000000001,104.46000000000001,94.51,87.49,81.86,77.12,69.53,31.3,31.41,31.69,32.27,32.55,32.64,32.660000000000004,32.64,32.56,N/A,N/A -2012,6,26,19,30,100760,99630,98540,66.35,0,3.31,3.4,3.38,3.4,3.31,3.14,2.92,2.69,2.44,155.62,153.99,150.39000000000001,141.81,135.95,132.13,130.98,131.08,134.27,31.220000000000002,31.04,31.13,31.54,31.91,32.26,32.4,32.44,32.39,N/A,N/A -2012,6,26,20,30,100710,99590,98500,66.33,0,3.81,3.98,3.95,3.93,3.7600000000000002,3.47,3.3200000000000003,3.24,3.17,158.39000000000001,157.52,155.75,151.57,149.68,149.53,150.92000000000002,152.85,154.66,31.45,31.29,31.38,31.8,32.160000000000004,32.5,32.57,32.52,32.39,N/A,N/A -2012,6,26,21,30,100680,99550,98470,66.51,0,4.49,4.68,4.63,4.55,4.37,4.11,3.93,3.79,3.52,167.48,167.16,166.72,165.82,164.53,162.95000000000002,163.75,165.41,168.04,31.57,31.41,31.41,31.55,31.87,32.33,32.47,32.46,32.34,N/A,N/A -2012,6,26,22,30,100670,99540,98460,69.67,0,4,4.3100000000000005,4.34,4.32,4.18,3.96,3.7800000000000002,3.65,3.42,178.95000000000002,178.44,177.69,176.04,175.15,174.85,175.86,177.38,180.24,31.310000000000002,31.29,31.39,31.7,32.04,32.42,32.56,32.57,32.46,N/A,N/A -2012,6,26,23,30,100610,99480,98400,73.13,0,5.19,5.91,6.0200000000000005,5.98,5.7700000000000005,5.48,5.28,5.12,4.86,173.86,173.88,173.16,171.57,170.67000000000002,170.23,171.03,172.23,174.89000000000001,30.970000000000002,31.12,31.400000000000002,31.96,32.37,32.69,32.76,32.730000000000004,32.63,N/A,N/A -2012,6,27,0,30,100670,99540,98450,76.12,0,4.58,5.38,5.62,5.68,5.57,5.2700000000000005,5.0600000000000005,4.9,4.74,194.12,194.16,193.52,191.57,190.1,188.99,189.67000000000002,191.31,195.44,30.57,30.67,30.93,31.68,32.19,32.52,32.64,32.63,32.54,N/A,N/A -2012,6,27,1,30,100740,99610,98520,81.34,0,8.22,9.27,9.540000000000001,9.75,9.89,9.98,10.01,9.99,9.83,260.79,261.33,261.31,261.23,261.04,260.75,260.19,259.5,257.53000000000003,30.04,29.86,29.740000000000002,29.59,29.44,29.29,29.13,28.98,28.76,N/A,N/A -2012,6,27,2,30,100700,99570,98480,73.45,0,4.2,5.22,5.73,6.22,6.59,6.84,6.92,6.92,6.87,259.05,259.72,260.27,260.79,261.34000000000003,261.92,262.77,263.68,265.05,30,30.38,30.63,30.92,31.09,31.17,31.16,31.11,30.93,N/A,N/A -2012,6,27,3,30,100740,99610,98520,75.08,0,3.06,3.89,4.33,4.74,5.05,5.28,5.43,5.5200000000000005,5.33,243.55,244.65,245.17000000000002,245,244.81,244.58,244.98000000000002,245.70000000000002,248.88,30.09,30.990000000000002,31.470000000000002,31.85,32.07,32.15,32.17,32.160000000000004,32.03,N/A,N/A -2012,6,27,4,30,100750,99620,98530,83.22,0,1.51,1.99,2.22,2.41,2.57,2.71,2.88,3.0500000000000003,3.46,276.98,272.88,269.23,263.88,258.14,251.95000000000002,246.62,241.8,236.66,29.560000000000002,30.19,30.52,30.79,31.07,31.35,31.61,31.86,32.08,N/A,N/A -2012,6,27,5,30,100760,99630,98540,80.79,0,1.1300000000000001,1.53,1.73,1.86,1.95,2.0100000000000002,2.14,2.2800000000000002,2.5100000000000002,237.24,241.8,243.09,240.95000000000002,237.5,232.77,228.43,224.3,221.44,29.71,30.490000000000002,30.85,31.04,31.17,31.25,31.42,31.61,31.84,N/A,N/A -2012,6,27,6,30,100800,99670,98580,82.43,0,0.75,1.07,1.28,1.52,1.7,1.83,1.9100000000000001,1.96,2,254.43,248.07,245.52,247.14000000000001,247.99,248.08,247.22,245.9,241.98000000000002,29.69,30.330000000000002,30.68,30.96,31.1,31.150000000000002,31.17,31.19,31.18,N/A,N/A -2012,6,27,7,30,100820,99690,98600,75.7,0,1.3800000000000001,1.68,1.76,1.73,1.69,1.6400000000000001,1.6400000000000001,1.67,1.81,180.69,192.75,200.81,209.25,216.12,222.02,226.82,230.97,237.16,30.21,31.12,31.51,31.67,31.740000000000002,31.76,31.77,31.76,31.720000000000002,N/A,N/A -2012,6,27,8,30,100860,99730,98640,80.07000000000001,0,1.3900000000000001,1.72,1.84,1.85,1.77,1.62,1.46,1.31,1.1400000000000001,166.09,174.64000000000001,180.47,187.39000000000001,193.62,199.17000000000002,206.37,213.41,231.46,29.98,30.580000000000002,30.88,31.04,31.14,31.19,31.21,31.23,31.16,N/A,N/A -2012,6,27,9,30,100910,99770,98680,76.39,0,1.55,1.58,1.61,1.73,1.8,1.82,1.74,1.6300000000000001,1.31,177.03,176.65,178.37,183.37,188.12,192.72,197.64000000000001,202.17000000000002,213.46,30.13,29.91,29.88,30,30.12,30.240000000000002,30.310000000000002,30.36,30.32,N/A,N/A -2012,6,27,10,30,100950,99810,98720,78.58,0,1.32,1.3800000000000001,1.37,1.36,1.3900000000000001,1.46,1.45,1.3900000000000001,1.1500000000000001,168.35,169.19,169.82,170.82,173.99,179.21,184.9,190.26,200.92000000000002,29.900000000000002,29.66,29.53,29.39,29.39,29.5,29.6,29.67,29.7,N/A,N/A -2012,6,27,11,30,100980,99850,98750,78.53,0,0.9500000000000001,0.99,0.98,0.96,0.98,1.02,0.97,0.89,0.62,198.38,198.47,198.8,199.39000000000001,201.97,206.47,212.43,218.21,236.91,29.8,29.54,29.400000000000002,29.23,29.2,29.26,29.330000000000002,29.41,29.45,N/A,N/A -2012,6,27,12,30,101060,99930,98830,76.56,0,1.28,1.35,1.35,1.34,1.33,1.33,1.29,1.23,1.06,152.9,152.68,152.74,152.81,152.87,152.9,152.42000000000002,151.74,138.6,29.86,29.6,29.46,29.29,29.13,28.990000000000002,28.94,28.93,29,N/A,N/A -2012,6,27,13,30,101110,99970,98870,76.16,0,2,2.13,2.14,2.14,2.15,2.15,2.15,2.15,2.18,147.28,147.35,147.35,147.34,147.33,147.31,147.27,147.20000000000002,146.74,29.86,29.59,29.44,29.26,29.09,28.92,28.75,28.59,28.330000000000002,N/A,N/A -2012,6,27,14,30,101180,100040,98940,76.38,0,2.04,2.19,2.21,2.22,2.23,2.25,2.2600000000000002,2.2800000000000002,2.34,151.63,151.4,151.21,151.02,150.81,150.6,150.33,150.03,149.22,29.88,29.6,29.43,29.240000000000002,29.060000000000002,28.88,28.69,28.51,28.16,N/A,N/A -2012,6,27,15,30,101220,100080,98980,69.72,0,2.45,2.62,2.65,2.67,2.69,2.71,2.74,2.7800000000000002,2.94,152.75,152.68,152.62,152.53,152.42000000000002,152.28,152.04,151.77,150.31,30.26,29.990000000000002,29.830000000000002,29.650000000000002,29.47,29.3,29.13,28.96,28.68,N/A,N/A -2012,6,27,16,30,101260,100120,99020,71.41,0,2.7,2.88,2.91,2.92,2.94,2.95,2.96,2.97,2.99,165.53,165.09,164.83,164.55,164.27,163.98,163.64000000000001,163.28,162.36,30.22,29.92,29.76,29.57,29.39,29.2,29.02,28.84,28.48,N/A,N/A -2012,6,27,17,30,101280,100140,99040,70.83,0,2.39,2.5300000000000002,2.56,2.58,2.6,2.61,2.63,2.65,2.69,167.1,166.98,166.89000000000001,166.79,166.71,166.62,166.51,166.42000000000002,166.15,30.25,29.94,29.78,29.580000000000002,29.400000000000002,29.21,29.02,28.84,28.48,N/A,N/A -2012,6,27,18,30,101310,100170,99070,69.45,0,3.06,3.21,3.23,3.23,3.23,3.22,3.22,3.22,3.21,159.75,159.8,159.76,159.70000000000002,159.63,159.55,159.46,159.37,159.09,30.46,30.14,29.98,29.78,29.6,29.41,29.22,29.04,28.67,N/A,N/A -2012,6,27,19,30,101310,100180,99080,66.24,0,4.22,4.48,4.5,4.5,4.49,4.48,4.46,4.44,4.39,158.67000000000002,158.84,158.93,159.02,159.11,159.21,159.3,159.39000000000001,159.6,30.69,30.39,30.22,30.02,29.84,29.650000000000002,29.45,29.27,28.89,N/A,N/A -2012,6,27,20,30,101300,100160,99060,70.34,0,4.6000000000000005,4.94,4.98,5,5,4.99,4.98,4.97,4.94,155.83,155.86,155.92000000000002,155.97,156.01,156.03,156.06,156.08,156.09,30.53,30.23,30.060000000000002,29.87,29.68,29.490000000000002,29.3,29.12,28.75,N/A,N/A -2012,6,27,21,30,101300,100160,99060,71.35000000000001,0,4.88,5.25,5.29,5.3100000000000005,5.3,5.29,5.2700000000000005,5.25,5.19,156.59,156.61,156.68,156.77,156.87,156.97,157.1,157.23,157.54,30.400000000000002,30.13,29.97,29.78,29.59,29.41,29.21,29.03,28.66,N/A,N/A -2012,6,27,22,30,101270,100130,99030,73.95,0,4.69,5.07,5.14,5.17,5.19,5.21,5.23,5.25,5.32,157.72,157.77,157.77,157.76,157.75,157.72,157.68,157.63,157.47,30.23,29.97,29.810000000000002,29.63,29.45,29.27,29.09,28.92,28.59,N/A,N/A -2012,6,27,23,30,101270,100130,99030,77.81,0,4.83,5.21,5.2700000000000005,5.3,5.3100000000000005,5.32,5.32,5.32,5.33,153.66,153.8,153.88,153.93,153.97,154,154.02,154.03,154.05,29.990000000000002,29.73,29.580000000000002,29.39,29.21,29.04,28.85,28.68,28.330000000000002,N/A,N/A -2012,6,28,0,30,101280,100140,99040,81.01,0,4.43,4.83,4.91,4.97,5.0200000000000005,5.0600000000000005,5.12,5.17,5.3500000000000005,152.52,152.37,152.31,152.25,152.18,152.09,152,151.9,151.57,29.75,29.48,29.32,29.13,28.96,28.78,28.6,28.43,28.09,N/A,N/A -2012,6,28,1,30,101250,100110,99010,83.9,0,6.3,6.86,6.95,6.97,6.97,6.95,6.91,6.86,6.7,152.24,152.38,152.45000000000002,152.53,152.62,152.71,152.83,152.95000000000002,153.31,29.55,29.25,29.080000000000002,28.89,28.7,28.51,28.32,28.13,27.73,N/A,N/A -2012,6,28,2,30,101290,100160,99050,82.31,0,6.03,6.5600000000000005,6.66,6.71,6.75,6.78,6.83,6.87,7.07,158.94,158.85,158.74,158.59,158.42000000000002,158.23,157.99,157.73,156.87,29.59,29.310000000000002,29.150000000000002,28.97,28.79,28.62,28.44,28.28,27.990000000000002,N/A,N/A -2012,6,28,3,30,101320,100190,99080,84.88,0,6.53,7.1000000000000005,7.22,7.28,7.34,7.390000000000001,7.45,7.51,7.75,159.43,159.17000000000002,158.99,158.76,158.5,158.21,157.85,157.45000000000002,156.26,29.400000000000002,29.1,28.94,28.75,28.580000000000002,28.400000000000002,28.23,28.07,27.79,N/A,N/A -2012,6,28,4,30,101340,100200,99090,86.4,0,6.99,7.61,7.74,7.79,7.82,7.84,7.84,7.83,7.79,153.66,153.77,153.8,153.84,153.86,153.89000000000001,153.93,153.97,154.11,29.26,28.95,28.78,28.580000000000002,28.400000000000002,28.22,28.02,27.84,27.46,N/A,N/A -2012,6,28,5,30,101360,100220,99120,87.94,0,7.2700000000000005,7.88,8.01,8.05,8.08,8.09,8.08,8.07,8.01,154.34,154.36,154.34,154.31,154.29,154.25,154.23,154.21,154.20000000000002,29.080000000000002,28.75,28.580000000000002,28.38,28.2,28.01,27.82,27.63,27.25,N/A,N/A -2012,6,28,6,30,101410,100270,99160,88.84,0,6.24,6.73,6.82,6.86,6.890000000000001,6.9,6.9,6.9,6.890000000000001,155.78,155.85,155.91,156,156.08,156.18,156.29,156.39000000000001,156.63,29,28.650000000000002,28.47,28.27,28.080000000000002,27.89,27.7,27.51,27.14,N/A,N/A -2012,6,28,7,30,101470,100330,99220,88.53,0,6.21,6.7,6.8,6.84,6.86,6.87,6.87,6.86,6.84,157.99,158.1,158.20000000000002,158.28,158.36,158.43,158.5,158.57,158.71,29,28.650000000000002,28.48,28.27,28.080000000000002,27.89,27.7,27.51,27.13,N/A,N/A -2012,6,28,8,30,101490,100340,99240,85.27,0,5.97,6.49,6.61,6.68,6.73,6.7700000000000005,6.8,6.83,6.88,164.31,163.87,163.66,163.47,163.29,163.12,162.95000000000002,162.78,162.42000000000002,29.14,28.8,28.62,28.42,28.23,28.04,27.85,27.66,27.28,N/A,N/A -2012,6,28,9,30,101520,100380,99270,85.85000000000001,0,6.59,7.11,7.21,7.24,7.25,7.25,7.23,7.21,7.140000000000001,162.21,162.46,162.59,162.73,162.87,163.01,163.17000000000002,163.32,163.71,29,28.66,28.48,28.28,28.080000000000002,27.89,27.69,27.5,27.11,N/A,N/A -2012,6,28,10,30,101530,100390,99280,83.22,0,6.68,7.25,7.37,7.43,7.46,7.48,7.48,7.48,7.46,160.52,160.78,160.96,161.17000000000002,161.37,161.57,161.78,161.99,162.43,29.14,28.8,28.62,28.42,28.22,28.03,27.830000000000002,27.63,27.240000000000002,N/A,N/A -2012,6,28,11,30,101580,100440,99330,85.24,0,5.2700000000000005,5.69,5.8,5.88,5.94,5.98,6.03,6.07,6.140000000000001,161.15,162.35,163.03,163.68,164.26,164.81,165.33,165.84,166.79,29.13,28.8,28.64,28.44,28.26,28.07,27.88,27.69,27.32,N/A,N/A -2012,6,28,12,30,101610,100470,99360,84.06,0,5.12,5.55,5.66,5.73,5.79,5.84,5.88,5.91,5.98,167.36,167.27,167.23,167.18,167.13,167.08,167.02,166.97,166.84,29.060000000000002,28.72,28.55,28.35,28.16,27.97,27.78,27.59,27.21,N/A,N/A -2012,6,28,13,30,101650,100510,99400,83.28,0,4.0200000000000005,4.26,4.3100000000000005,4.33,4.3500000000000005,4.36,4.36,4.37,4.38,155.91,155.82,155.83,155.83,155.84,155.86,155.88,155.93,156.06,29.17,28.85,28.68,28.48,28.3,28.11,27.92,27.740000000000002,27.37,N/A,N/A -2012,6,28,14,30,101720,100570,99460,83.08,0,3.7800000000000002,4.0600000000000005,4.12,4.16,4.2,4.22,4.25,4.2700000000000005,4.32,154.34,154.31,154.36,154.42000000000002,154.47,154.52,154.58,154.64000000000001,154.77,29.27,28.94,28.77,28.57,28.39,28.19,28,27.82,27.44,N/A,N/A -2012,6,28,15,30,101720,100580,99470,82.09,0,3.61,3.8000000000000003,3.83,3.84,3.84,3.84,3.84,3.83,3.81,128.51,129.29,129.73,130.13,130.51,130.88,131.26,131.62,132.4,29.310000000000002,28.98,28.810000000000002,28.61,28.43,28.240000000000002,28.04,27.86,27.48,N/A,N/A -2012,6,28,16,30,101710,100570,99460,82.39,0,3.56,3.7600000000000002,3.8000000000000003,3.8200000000000003,3.83,3.85,3.85,3.86,3.87,129.46,130.76,131.41,132.07,132.67000000000002,133.26,133.85,134.41,135.54,29.36,29.02,28.85,28.650000000000002,28.46,28.27,28.080000000000002,27.900000000000002,27.52,N/A,N/A -2012,6,28,17,30,101750,100610,99490,84.71000000000001,0,4.66,4.92,4.96,4.97,4.97,4.96,4.95,4.94,4.9,115.73,116.12,116.28,116.39,116.48,116.54,116.60000000000001,116.65,116.72,29.34,29,28.830000000000002,28.62,28.44,28.240000000000002,28.05,27.86,27.490000000000002,N/A,N/A -2012,6,28,18,30,101730,100590,99480,82.98,0,4.38,4.66,4.69,4.7,4.69,4.69,4.68,4.66,4.62,113.10000000000001,113.9,114.12,114.33,114.5,114.67,114.84,115.01,115.37,29.48,29.13,28.96,28.76,28.57,28.38,28.19,28,27.62,N/A,N/A -2012,6,28,19,30,101800,100660,99540,84.11,0,6.96,7.44,7.53,7.5600000000000005,7.58,7.58,7.58,7.58,7.5600000000000005,158.93,159.01,159.05,159.13,159.20000000000002,159.31,159.43,159.56,159.87,29.490000000000002,29.16,28.990000000000002,28.79,28.6,28.41,28.22,28.03,27.66,N/A,N/A -2012,6,28,20,30,101690,100540,99430,82.64,0,5.86,6.140000000000001,6.17,6.16,6.15,6.140000000000001,6.15,6.17,6.3,218.53,217.75,217.08,216.20000000000002,215,213.51,210.66,207.39000000000001,197.17000000000002,27.54,27.150000000000002,26.98,26.810000000000002,26.68,26.560000000000002,26.53,26.53,26.76,N/A,N/A -2012,6,28,21,30,101690,100540,99430,80.86,0,6.09,6.48,6.55,6.57,6.58,6.59,6.58,6.58,6.57,191.55,191.19,191.04,190.86,190.66,190.44,190.15,189.84,188.87,27.89,27.5,27.32,27.12,26.93,26.75,26.560000000000002,26.39,26.04,N/A,N/A -2012,6,28,22,30,101660,100510,99400,77.99,0,3.37,3.54,3.5700000000000003,3.59,3.61,3.64,3.71,3.79,4.3500000000000005,163.92000000000002,163.14000000000001,162.65,162.05,161.37,160.61,159.44,158.17000000000002,153.17000000000002,28.080000000000002,27.72,27.55,27.36,27.18,27.01,26.84,26.68,26.52,N/A,N/A -2012,6,28,23,30,101650,100510,99400,76.09,0,2.64,2.8000000000000003,2.84,2.87,2.91,2.96,3.0500000000000003,3.16,3.77,130.71,130.93,131.09,131.32,131.61,131.98,132.7,133.56,138.24,28.53,28.2,28.04,27.85,27.68,27.51,27.36,27.21,27.14,N/A,N/A -2012,6,29,0,30,101610,100460,99350,76.32000000000001,0,5.09,5.44,5.5,5.53,5.5600000000000005,5.58,5.6000000000000005,5.62,5.68,143.79,143.66,143.61,143.55,143.49,143.41,143.33,143.25,143,28.7,28.35,28.18,27.98,27.79,27.61,27.42,27.240000000000002,26.87,N/A,N/A -2012,6,29,1,30,101590,100450,99340,78.7,0,6.3500000000000005,6.8100000000000005,6.91,6.95,6.98,6.99,7,7,7.01,143.51,143.62,143.69,143.77,143.84,143.91,144,144.1,144.32,28.8,28.45,28.28,28.080000000000002,27.900000000000002,27.72,27.53,27.35,26.990000000000002,N/A,N/A -2012,6,29,2,30,101590,100440,99330,80.10000000000001,0,5.89,6.3500000000000005,6.46,6.53,6.57,6.61,6.640000000000001,6.67,6.71,139.44,139.84,140.06,140.29,140.51,140.74,140.98,141.21,141.74,28.8,28.44,28.27,28.07,27.89,27.7,27.51,27.32,26.95,N/A,N/A -2012,6,29,3,30,101590,100440,99330,80.88,0,6.29,6.8,6.92,6.98,7.03,7.0600000000000005,7.09,7.11,7.140000000000001,147.55,147.68,147.77,147.87,147.95000000000002,148.03,148.12,148.19,148.36,28.84,28.48,28.310000000000002,28.11,27.92,27.73,27.54,27.35,26.97,N/A,N/A -2012,6,29,4,30,101590,100440,99330,83.27,0,6.0600000000000005,6.5200000000000005,6.63,6.68,6.72,6.74,6.75,6.7700000000000005,6.78,149.26,149.37,149.4,149.43,149.45000000000002,149.47,149.5,149.52,149.57,28.77,28.41,28.240000000000002,28.04,27.85,27.66,27.46,27.28,26.900000000000002,N/A,N/A -2012,6,29,5,30,101570,100430,99320,80.49,0,6.3100000000000005,6.78,6.88,6.92,6.94,6.95,6.95,6.95,6.93,161.89000000000001,161.42000000000002,161.18,160.93,160.72,160.5,160.29,160.08,159.66,29.01,28.67,28.490000000000002,28.29,28.1,27.91,27.72,27.53,27.150000000000002,N/A,N/A -2012,6,29,6,30,101610,100470,99360,79.81,0,5.91,6.3500000000000005,6.45,6.49,6.5200000000000005,6.54,6.5600000000000005,6.5600000000000005,6.57,168.45000000000002,168.51,168.49,168.46,168.44,168.41,168.39000000000001,168.38,168.34,29.04,28.71,28.54,28.34,28.150000000000002,27.96,27.77,27.580000000000002,27.21,N/A,N/A -2012,6,29,7,30,101600,100450,99340,79.56,0,6.0200000000000005,6.45,6.5200000000000005,6.55,6.5600000000000005,6.5600000000000005,6.55,6.54,6.5200000000000005,167.9,168.08,168.26,168.45000000000002,168.65,168.85,169.06,169.26,169.71,28.94,28.61,28.44,28.240000000000002,28.05,27.86,27.67,27.48,27.1,N/A,N/A -2012,6,29,8,30,101620,100480,99370,77.62,0,4.66,4.97,5.04,5.07,5.08,5.09,5.09,5.08,5.07,171.22,172.11,172.45000000000002,172.75,173.01,173.25,173.47,173.68,174.08,29.080000000000002,28.75,28.580000000000002,28.39,28.2,28.01,27.82,27.63,27.26,N/A,N/A -2012,6,29,9,30,101600,100450,99340,78.58,0,4.57,4.88,4.94,4.98,5.01,5.03,5.04,5.05,5.08,180.93,181.1,181.23,181.37,181.49,181.61,181.74,181.85,182.09,28.91,28.57,28.400000000000002,28.21,28.02,27.830000000000002,27.650000000000002,27.46,27.09,N/A,N/A -2012,6,29,10,30,101610,100470,99360,80.12,0,3.5100000000000002,3.67,3.68,3.68,3.67,3.66,3.64,3.63,3.6,201.64000000000001,201.55,201.28,200.96,200.63,200.27,199.86,199.45000000000002,198.36,28.77,28.44,28.28,28.080000000000002,27.900000000000002,27.72,27.54,27.36,27.01,N/A,N/A -2012,6,29,11,30,101580,100430,99320,79.22,0,3.2,3.38,3.41,3.42,3.43,3.43,3.44,3.44,3.43,202.33,203.16,203.57,203.97,204.34,204.70000000000002,205.06,205.4,206.08,28.72,28.38,28.21,28.01,27.82,27.63,27.44,27.25,26.87,N/A,N/A -2012,6,29,12,30,101580,100440,99330,80.15,3.3000000000000003,2.93,3.1,3.11,3.11,3.11,3.11,3.1,3.09,3.08,216.55,215.65,215.47,215.28,215.1,214.92000000000002,214.75,214.59,214.25,28.59,28.25,28.080000000000002,27.88,27.69,27.5,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,6,29,13,30,101610,100450,99330,93.26,51.6,9.89,10.93,11.07,11.16,11.200000000000001,11.21,11.19,11.17,11.07,112.60000000000001,112,111.96000000000001,111.95,112,112.06,112.17,112.27,112.55,26.18,25.67,25.45,25.240000000000002,25.03,24.84,24.64,24.45,24.080000000000002,N/A,N/A 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-2012,6,29,17,30,101650,100500,99380,82.52,0,6.2,6.54,6.58,6.57,6.55,6.5200000000000005,6.48,6.44,6.34,113.64,113.76,113.83,113.92,114,114.09,114.19,114.29,114.54,27.47,27.060000000000002,26.88,26.68,26.490000000000002,26.310000000000002,26.13,25.95,25.6,N/A,N/A -2012,6,29,18,30,101570,100430,99310,83.31,0,5.8100000000000005,6.19,6.22,6.21,6.19,6.16,6.12,6.08,5.99,113.7,113.87,113.82000000000001,113.75,113.67,113.59,113.5,113.41,113.21000000000001,27.92,27.51,27.330000000000002,27.13,26.93,26.740000000000002,26.55,26.37,25.990000000000002,N/A,N/A -2012,6,29,19,30,101550,100410,99300,76.85000000000001,0,6.7,7.18,7.25,7.2700000000000005,7.2700000000000005,7.26,7.24,7.21,7.15,143.71,143.68,143.72,143.76,143.82,143.88,143.95000000000002,144.02,144.19,28.37,27.990000000000002,27.810000000000002,27.61,27.43,27.240000000000002,27.05,26.87,26.5,N/A,N/A -2012,6,29,20,30,101500,100350,99240,83.41,0,6.47,6.8500000000000005,6.91,6.9,6.87,6.83,6.7700000000000005,6.7,6.51,144.9,144.95000000000002,144.91,144.9,144.91,144.94,145.02,145.12,145.54,27.900000000000002,27.51,27.330000000000002,27.13,26.95,26.77,26.580000000000002,26.400000000000002,26.05,N/A,N/A -2012,6,29,21,30,101440,100290,99170,77.42,0,8.16,8.77,8.88,8.92,8.93,8.93,8.92,8.91,8.91,134.79,134.89000000000001,134.85,134.81,134.76,134.71,134.65,134.6,134.51,27.95,27.560000000000002,27.39,27.2,27.03,26.86,26.69,26.54,26.29,N/A,N/A -2012,6,29,22,30,101380,100230,99120,78.24,0,6.42,6.84,6.890000000000001,6.890000000000001,6.87,6.83,6.78,6.73,6.57,157.79,157.58,157.59,157.61,157.64000000000001,157.67000000000002,157.72,157.78,157.98,28.27,27.900000000000002,27.72,27.53,27.34,27.150000000000002,26.96,26.78,26.42,N/A,N/A -2012,6,29,23,30,101390,100240,99130,85.22,0,5.89,6.26,6.32,6.34,6.34,6.34,6.32,6.3100000000000005,6.2700000000000005,143.04,143.01,142.91,142.81,142.71,142.61,142.5,142.39000000000001,142.17000000000002,27.8,27.400000000000002,27.22,27.02,26.830000000000002,26.64,26.44,26.26,25.88,N/A,N/A -2012,6,30,0,30,101340,100190,99080,77.31,0,5.15,5.46,5.5200000000000005,5.55,5.57,5.57,5.57,5.57,5.57,150.15,150.26,150.3,150.33,150.36,150.4,150.45000000000002,150.49,150.58,28.07,27.69,27.51,27.310000000000002,27.12,26.93,26.740000000000002,26.55,26.17,N/A,N/A -2012,6,30,1,30,101280,100130,99030,81.52,0,4.91,5.28,5.38,5.44,5.49,5.53,5.5600000000000005,5.59,5.64,137.32,137.44,137.52,137.6,137.67000000000002,137.73,137.79,137.86,137.98,28.07,27.69,27.52,27.310000000000002,27.12,26.93,26.73,26.55,26.16,N/A,N/A -2012,6,30,2,30,101280,100140,99030,82.5,0,5.5200000000000005,5.9,5.97,6,6.0200000000000005,6.04,6.05,6.05,6.05,147.85,147.89000000000001,147.91,147.93,147.95000000000002,147.98,148.01,148.03,148.1,28.2,27.830000000000002,27.650000000000002,27.44,27.25,27.060000000000002,26.87,26.68,26.3,N/A,N/A -2012,6,30,3,30,101250,100100,99000,81.05,0,5.46,5.88,5.98,6.03,6.07,6.1000000000000005,6.12,6.140000000000001,6.17,153.20000000000002,153.21,153.14000000000001,153.08,153.02,152.97,152.91,152.87,152.78,28.47,28.11,27.93,27.73,27.54,27.35,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,6,30,4,30,101240,100090,98990,84.32000000000001,0,7.01,7.5200000000000005,7.61,7.640000000000001,7.640000000000001,7.640000000000001,7.62,7.6000000000000005,7.54,149.72,150.36,150.62,150.87,151.09,151.3,151.5,151.70000000000002,152.09,28.29,27.91,27.73,27.53,27.330000000000002,27.14,26.95,26.76,26.39,N/A,N/A -2012,6,30,5,30,101220,100080,98970,84.58,0,7.03,7.58,7.69,7.75,7.79,7.8,7.8100000000000005,7.8100000000000005,7.8,153.31,153.58,153.82,154.04,154.24,154.42000000000002,154.6,154.76,155.09,28.32,27.94,27.76,27.560000000000002,27.36,27.17,26.97,26.79,26.41,N/A,N/A -2012,6,30,6,30,101260,100110,99010,81.89,0,5.8,6.23,6.32,6.37,6.41,6.43,6.45,6.47,6.5,172.51,172.45000000000002,172.44,172.42000000000002,172.41,172.39000000000001,172.38,172.36,172.33,28.37,28.01,27.830000000000002,27.63,27.44,27.25,27.060000000000002,26.87,26.490000000000002,N/A,N/A -2012,6,30,7,30,101250,100110,99010,82.37,0,7.2,7.78,7.890000000000001,7.94,7.97,7.97,7.97,7.96,7.92,167.63,167.8,167.99,168.17000000000002,168.34,168.5,168.67000000000002,168.83,169.15,28.45,28.1,27.92,27.72,27.53,27.330000000000002,27.14,26.95,26.57,N/A,N/A -2012,6,30,8,30,101250,100100,99000,80.31,0,6.640000000000001,7.140000000000001,7.23,7.26,7.28,7.29,7.29,7.29,7.2700000000000005,170.88,170.95000000000002,170.93,170.9,170.88,170.86,170.84,170.83,170.81,28.43,28.080000000000002,27.900000000000002,27.7,27.51,27.32,27.12,26.94,26.560000000000002,N/A,N/A -2012,6,30,9,30,101240,100090,98990,79.04,0,6.75,7.3100000000000005,7.43,7.5,7.54,7.58,7.61,7.62,7.65,182.91,183.02,183.09,183.15,183.21,183.25,183.3,183.35,183.42000000000002,28.46,28.1,27.93,27.73,27.54,27.35,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,6,30,10,30,101240,100100,98990,77.08,0,6.16,6.61,6.69,6.72,6.74,6.75,6.75,6.74,6.73,180.92000000000002,181.27,181.45000000000002,181.62,181.77,181.91,182.04,182.17000000000002,182.43,28.45,28.1,27.93,27.73,27.54,27.35,27.150000000000002,26.97,26.59,N/A,N/A -2012,6,30,11,30,101240,100100,98990,78.54,0,5.26,5.65,5.73,5.78,5.8100000000000005,5.84,5.8500000000000005,5.86,5.86,190.01,189.66,189.38,189.11,188.85,188.61,188.36,188.14000000000001,187.67000000000002,28.400000000000002,28.05,27.87,27.67,27.48,27.29,27.09,26.900000000000002,26.52,N/A,N/A -2012,6,30,12,30,101250,100110,99000,78.54,0,5.84,6.24,6.3100000000000005,6.34,6.36,6.37,6.37,6.37,6.36,188.09,187.65,187.36,187.06,186.79,186.54,186.28,186.04,185.56,28.34,27.990000000000002,27.810000000000002,27.61,27.42,27.23,27.03,26.85,26.46,N/A,N/A -2012,6,30,13,30,101290,100140,99040,78.06,0,3.13,3.33,3.38,3.41,3.44,3.46,3.48,3.5,3.5300000000000002,185.59,185.3,185.17000000000002,185.03,184.91,184.8,184.69,184.58,184.35,28.310000000000002,27.97,27.79,27.6,27.400000000000002,27.21,27.02,26.830000000000002,26.45,N/A,N/A -2012,6,30,14,30,101400,100250,99130,88.8,98.5,2.44,2.34,2.27,2.27,2.32,2.44,2.61,2.82,3.2600000000000002,64.71000000000001,75.19,82.19,91.13,98.61,105.68,111.28,116.02,121.81,26.51,26.2,26.080000000000002,25.96,25.85,25.76,25.67,25.6,25.42,N/A,N/A -2012,6,30,15,30,101380,100230,99100,92.29,1.1,8.370000000000001,8.83,8.86,8.8,8.700000000000001,8.57,8.4,8.24,7.72,49.42,49.480000000000004,49.620000000000005,49.81,50.050000000000004,50.34,50.74,51.14,52.75,25.3,24.79,24.59,24.400000000000002,24.22,24.05,23.89,23.740000000000002,23.47,N/A,N/A -2012,6,30,16,30,101390,100230,99110,89.8,127.10000000000001,6.91,7.28,7.36,7.390000000000001,7.4,7.4,7.38,7.36,7.3,17.490000000000002,17.6,17.75,17.87,17.94,17.990000000000002,18.01,18.02,17.97,26.03,25.560000000000002,25.37,25.17,24.97,24.79,24.61,24.43,24.080000000000002,N/A,N/A -2012,6,30,17,30,101400,100240,99120,92.99,21.200000000000003,6.38,6.62,6.6000000000000005,6.55,6.49,6.42,6.34,6.26,6.09,300.2,300.21,300.63,301.11,301.58,302.07,302.64,303.19,304.45,25.1,24.61,24.42,24.22,24.03,23.85,23.66,23.490000000000002,23.13,N/A,N/A -2012,6,30,18,30,101360,100200,99080,87.89,0,4.15,4.18,4.08,3.93,3.64,3.31,2.66,2.11,1.25,6.34,7.69,8.51,9.57,11.32,13.24,16.01,18.240000000000002,24.93,25.69,25.3,25.16,25.03,24.97,24.93,24.98,25.04,25.02,N/A,N/A -2012,6,30,19,30,101340,100190,99080,83.24,0,0.64,0.52,0.48,0.48,0.51,0.59,0.7000000000000001,0.8300000000000001,1.1500000000000001,64.3,86.15,99.97,118.51,133.76,148.58,159.21,168.58,179.25,26.86,26.47,26.29,26.09,25.900000000000002,25.72,25.52,25.34,24.97,N/A,N/A -2012,6,30,20,30,101320,100170,99050,84.14,0,2.22,2.34,2.38,2.41,2.44,2.47,2.5100000000000002,2.54,2.63,173.45000000000002,171.99,170.92000000000002,169.86,168.89000000000001,167.93,166.98,166.07,164.25,27.080000000000002,26.68,26.5,26.3,26.11,25.92,25.73,25.55,25.18,N/A,N/A -2012,6,30,21,30,101260,100110,99000,80.72,0,3.64,3.94,4.03,4.1,4.17,4.23,4.28,4.34,4.45,152.8,152.32,152.03,151.75,151.5,151.26,151.03,150.81,150.4,27.59,27.21,27.03,26.830000000000002,26.64,26.45,26.26,26.07,25.7,N/A,N/A -2012,6,30,22,30,101230,100080,98970,69.59,0,6.38,6.94,7.0600000000000005,7.12,7.16,7.19,7.21,7.22,7.24,148.32,148.28,148.32,148.37,148.43,148.48,148.55,148.6,148.73,28.55,28.2,28.03,27.830000000000002,27.64,27.45,27.25,27.07,26.68,N/A,N/A -2012,6,30,23,30,101230,100080,98980,76.38,0,5.78,6.26,6.390000000000001,6.47,6.53,6.57,6.61,6.65,6.7,144.08,144.39000000000001,144.62,144.83,145,145.15,145.29,145.42000000000002,145.68,28.400000000000002,28.05,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.53,N/A,N/A -2012,7,1,0,30,101210,100060,98960,75.59,0,6.23,6.68,6.78,6.83,6.87,6.9,6.91,6.93,6.95,150.51,150.66,150.75,150.85,150.93,151.02,151.09,151.17000000000002,151.33,28.48,28.14,27.96,27.76,27.57,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,1,1,30,101200,100060,98950,81.41,0,6.2700000000000005,6.8100000000000005,6.93,6.99,7.04,7.07,7.09,7.11,7.12,143.62,143.99,144.08,144.13,144.17000000000002,144.19,144.20000000000002,144.20000000000002,144.19,28.3,27.93,27.76,27.55,27.37,27.17,26.98,26.79,26.41,N/A,N/A -2012,7,1,2,30,101200,100060,98950,80.21000000000001,0,7.4,8.01,8.14,8.21,8.25,8.28,8.290000000000001,8.3,8.3,154.01,154.21,154.26,154.29,154.34,154.37,154.41,154.45000000000002,154.52,28.1,27.72,27.54,27.34,27.150000000000002,26.96,26.76,26.580000000000002,26.2,N/A,N/A -2012,7,1,3,30,101220,100070,98970,80.33,0,7.16,7.7700000000000005,7.9,7.97,8.03,8.07,8.1,8.13,8.16,158.98,159.22,159.4,159.57,159.73,159.88,160.05,160.20000000000002,160.51,28.19,27.82,27.64,27.44,27.25,27.060000000000002,26.86,26.68,26.29,N/A,N/A -2012,7,1,4,30,101220,100080,98970,82.21000000000001,0,7.73,8.46,8.63,8.74,8.82,8.88,8.94,8.98,9.05,151.20000000000002,151.56,151.73,151.88,152.02,152.16,152.28,152.4,152.63,28.23,27.86,27.68,27.48,27.29,27.1,26.900000000000002,26.71,26.330000000000002,N/A,N/A -2012,7,1,5,30,101250,100110,99000,80.87,0,7.94,8.72,8.89,9.01,9.08,9.13,9.17,9.200000000000001,9.24,162.20000000000002,162.08,162.07,162.07,162.07,162.07,162.08,162.08,162.09,28.41,28.04,27.86,27.66,27.46,27.27,27.07,26.88,26.5,N/A,N/A -2012,7,1,6,30,101280,100140,99030,76.58,0,8.13,8.94,9.13,9.24,9.32,9.38,9.43,9.46,9.51,168.37,168.38,168.4,168.41,168.41,168.42000000000002,168.42000000000002,168.42000000000002,168.43,28.580000000000002,28.25,28.080000000000002,27.88,27.69,27.5,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,7,1,7,30,101350,100210,99100,80.86,19.6,8.84,9.44,9.52,9.48,9.4,9.3,9.18,9.06,8.85,185.41,185.33,185.49,185.77,186.05,186.32,186.35,186.3,185.64000000000001,27.82,27.52,27.39,27.27,27.150000000000002,27.02,26.88,26.73,26.39,N/A,N/A -2012,7,1,8,30,101380,100230,99110,81.66,8.1,7.49,8.18,8.35,8.48,8.58,8.68,8.78,8.88,9.13,190.67000000000002,189.68,189.13,188.55,187.94,187.34,186.62,185.92000000000002,183.71,27.27,26.89,26.72,26.52,26.34,26.150000000000002,25.97,25.8,25.48,N/A,N/A -2012,7,1,9,30,101390,100230,99120,82.44,0,5.86,6.34,6.46,6.53,6.58,6.62,6.66,6.69,6.74,166.03,165.93,165.9,165.89000000000001,165.87,165.85,165.83,165.82,165.77,27.310000000000002,26.93,26.76,26.560000000000002,26.36,26.17,25.98,25.8,25.42,N/A,N/A -2012,7,1,10,30,101400,100240,99140,81.58,0,6.91,7.49,7.61,7.68,7.73,7.75,7.7700000000000005,7.78,7.79,160.48,160.54,160.58,160.63,160.68,160.74,160.81,160.87,161.03,27.71,27.330000000000002,27.14,26.94,26.740000000000002,26.55,26.36,26.17,25.79,N/A,N/A -2012,7,1,11,30,101450,100300,99180,79.8,0,6.03,6.47,6.57,6.62,6.65,6.67,6.69,6.7,6.73,159.42000000000002,159.69,159.83,159.96,160.08,160.20000000000002,160.33,160.47,160.85,27.86,27.5,27.330000000000002,27.13,26.94,26.75,26.560000000000002,26.38,26.01,N/A,N/A -2012,7,1,12,30,101470,100320,99210,79.43,0,6.68,7.19,7.3,7.36,7.390000000000001,7.41,7.41,7.41,7.390000000000001,150.28,150.55,150.66,150.78,150.89000000000001,151,151.11,151.22,151.49,27.95,27.59,27.42,27.22,27.04,26.85,26.66,26.48,26.12,N/A,N/A -2012,7,1,13,30,101510,100370,99260,81.59,0,5.82,6.16,6.21,6.2,6.18,6.15,6.12,6.08,6.0200000000000005,148.79,149.31,149.85,150.48,151.15,151.86,152.75,153.65,156.26,28.05,27.7,27.53,27.330000000000002,27.150000000000002,26.97,26.79,26.62,26.29,N/A,N/A -2012,7,1,14,30,101570,100430,99310,81.43,0,5.67,6.13,6.18,6.19,6.19,6.16,6.12,6.08,5.99,130.54,131.99,132.39000000000001,132.78,133.15,133.52,133.93,134.32,135.31,27.900000000000002,27.53,27.35,27.150000000000002,26.96,26.77,26.580000000000002,26.39,26.03,N/A,N/A -2012,7,1,15,30,101700,100540,99420,86.15,35.300000000000004,9.73,10.61,10.81,10.9,10.97,11.01,11.03,11.06,11.11,179.72,179.36,179.25,179.14000000000001,179.05,178.97,178.91,178.86,178.81,26.59,26.11,25.91,25.7,25.52,25.330000000000002,25.14,24.96,24.6,N/A,N/A -2012,7,1,16,30,101750,100590,99460,82.63,2.4000000000000004,6.93,7.3500000000000005,7.43,7.45,7.47,7.46,7.46,7.46,7.43,181.88,182.09,182.21,182.33,182.46,182.59,182.74,182.89000000000001,183.24,25.85,25.38,25.18,24.98,24.78,24.6,24.41,24.23,23.86,N/A,N/A -2012,7,1,17,30,101760,100590,99460,89.81,43.5,2.85,3.0300000000000002,3.0300000000000002,3.0300000000000002,3.0100000000000002,3,2.99,2.98,2.94,277.92,277.09000000000003,278.02,278.93,279.83,280.66,281.72,282.7,285.29,24.91,24.47,24.29,24.09,23.900000000000002,23.72,23.53,23.37,23.01,N/A,N/A -2012,7,1,18,30,101780,100610,99480,89.7,74.3,5.74,6.03,6.05,6.04,6.0200000000000005,5.98,5.93,5.88,5.75,256.47,255.57,255.70000000000002,255.79,255.89000000000001,255.98000000000002,256.08,256.19,256.49,24.78,24.3,24.1,23.91,23.72,23.54,23.35,23.19,22.84,N/A,N/A -2012,7,1,19,30,101770,100600,99470,84.75,0,2.11,2.23,2.24,2.2600000000000002,2.2800000000000002,2.31,2.34,2.36,2.47,281.5,279.18,277.48,275.68,273.89,272.09000000000003,269.98,267.91,261.91,25.11,24.69,24.51,24.310000000000002,24.12,23.94,23.76,23.580000000000002,23.240000000000002,N/A,N/A -2012,7,1,20,30,101700,100540,99420,82.82000000000001,0,1.27,1.3900000000000001,1.45,1.52,1.6300000000000001,1.8,2.19,2.7800000000000002,3.39,208.20000000000002,206.76,206.9,206.85,206.37,205.49,202.71,198.39000000000001,185.64000000000001,26.04,25.67,25.51,25.34,25.19,25.07,25.14,25.27,25.67,N/A,N/A -2012,7,1,21,30,101680,100530,99410,81.78,0,3.93,4.14,4.18,4.2,4.22,4.23,4.25,4.28,4.39,126.27,126.92,127.38000000000001,127.87,128.41,128.98,129.72,130.46,132.7,26.78,26.39,26.21,26.01,25.82,25.64,25.46,25.29,24.95,N/A,N/A -2012,7,1,22,30,101650,100490,99370,83.36,0,4.87,5.18,5.25,5.28,5.3100000000000005,5.34,5.36,5.38,5.43,112.58,113.10000000000001,113.4,113.74000000000001,114.06,114.38,114.76,115.14,116.11,26.88,26.48,26.29,26.09,25.900000000000002,25.71,25.52,25.330000000000002,24.95,N/A,N/A -2012,7,1,23,30,101590,100440,99330,82.5,0,5.73,6.09,6.16,6.18,6.19,6.19,6.18,6.18,6.15,124.19,124.54,124.66,124.78,124.88000000000001,124.97,125.06,125.16,125.37,27.54,27.150000000000002,26.97,26.77,26.580000000000002,26.39,26.19,26,25.62,N/A,N/A -2012,7,2,0,30,101560,100410,99290,84.51,0,5.99,6.4,6.48,6.5200000000000005,6.53,6.54,6.53,6.53,6.5,136.4,136.64000000000001,136.75,136.86,136.98,137.1,137.23,137.36,137.67000000000002,27.580000000000002,27.2,27.02,26.82,26.63,26.44,26.240000000000002,26.05,25.68,N/A,N/A -2012,7,2,1,30,101560,100410,99300,86,0,6.32,6.8,6.9,6.95,6.99,7.01,7.0200000000000005,7.0200000000000005,7.03,141.28,141.48,141.57,141.66,141.75,141.84,141.93,142.02,142.23,27.61,27.23,27.05,26.84,26.650000000000002,26.46,26.27,26.080000000000002,25.7,N/A,N/A -2012,7,2,2,30,101540,100390,99280,86.5,0,7.29,7.890000000000001,8.01,8.08,8.120000000000001,8.14,8.16,8.17,8.18,144.81,144.88,144.95000000000002,145.02,145.07,145.13,145.18,145.24,145.35,27.740000000000002,27.35,27.17,26.97,26.77,26.580000000000002,26.38,26.2,25.82,N/A,N/A -2012,7,2,3,30,101550,100400,99290,87.92,0,7,7.55,7.67,7.72,7.75,7.76,7.76,7.76,7.73,143.16,143.43,143.63,143.85,144.07,144.28,144.51,144.74,145.24,27.7,27.310000000000002,27.12,26.91,26.72,26.52,26.330000000000002,26.14,25.75,N/A,N/A -2012,7,2,4,30,101550,100410,99300,85.15,0,6.71,7.26,7.38,7.44,7.49,7.5200000000000005,7.54,7.55,7.57,148,148.17000000000002,148.29,148.42000000000002,148.54,148.66,148.79,148.91,149.18,28,27.63,27.45,27.25,27.060000000000002,26.86,26.67,26.48,26.1,N/A,N/A -2012,7,2,5,30,101560,100420,99300,86.52,0,6.5200000000000005,7.04,7.16,7.23,7.2700000000000005,7.3,7.32,7.33,7.3500000000000005,158.67000000000002,158.94,159.05,159.17000000000002,159.28,159.38,159.49,159.6,159.83,28.04,27.68,27.5,27.3,27.11,26.92,26.72,26.54,26.16,N/A,N/A -2012,7,2,6,30,101580,100430,99320,84.91,0,6.32,6.82,6.92,6.96,6.99,7,7.01,7.01,7.01,160.76,160.77,160.95000000000002,161.18,161.43,161.69,162,162.32,163.12,28.12,27.77,27.6,27.41,27.22,27.03,26.85,26.67,26.310000000000002,N/A,N/A -2012,7,2,7,30,101630,100480,99370,86.03,0,6.16,6.68,6.8,6.87,6.92,6.95,6.98,7,7.03,160.43,161.07,161.32,161.54,161.73,161.89000000000001,162.04,162.18,162.44,28.14,27.79,27.62,27.42,27.23,27.04,26.85,26.67,26.29,N/A,N/A -2012,7,2,8,30,101630,100480,99370,85.75,0,5.87,6.3500000000000005,6.45,6.51,6.54,6.5600000000000005,6.57,6.58,6.59,163.33,163.75,163.97,164.23,164.48,164.72,164.98,165.22,165.74,28.14,27.8,27.63,27.43,27.240000000000002,27.05,26.85,26.67,26.28,N/A,N/A -2012,7,2,9,30,101680,100530,99420,84.28,0,5.26,5.66,5.73,5.76,5.79,5.8,5.8,5.8,5.8,158.88,159.33,159.68,160.04,160.39000000000001,160.73,161.08,161.42000000000002,162.14000000000001,28.240000000000002,27.91,27.740000000000002,27.54,27.35,27.17,26.97,26.79,26.42,N/A,N/A -2012,7,2,10,30,101710,100560,99450,84.98,0,4.72,5.12,5.21,5.2700000000000005,5.32,5.36,5.4,5.43,5.5200000000000005,152.92000000000002,153.36,153.65,153.93,154.21,154.48,154.79,155.08,155.82,28.13,27.8,27.64,27.45,27.27,27.09,26.91,26.740000000000002,26.400000000000002,N/A,N/A -2012,7,2,11,30,101770,100620,99510,85.79,0,4.6000000000000005,4.94,5.0200000000000005,5.07,5.11,5.13,5.15,5.17,5.2,153.13,153.86,154.26,154.67000000000002,155.05,155.42000000000002,155.8,156.15,156.9,28.17,27.830000000000002,27.66,27.46,27.27,27.080000000000002,26.89,26.7,26.32,N/A,N/A -2012,7,2,12,30,101800,100650,99540,85.78,0,5.15,5.55,5.63,5.67,5.69,5.7,5.71,5.71,5.7,166.58,166.39000000000001,166.34,166.31,166.28,166.27,166.25,166.23,166.21,28.27,27.94,27.76,27.57,27.38,27.19,26.990000000000002,26.810000000000002,26.43,N/A,N/A -2012,7,2,13,30,101830,100680,99570,86.99,0,5.23,5.62,5.69,5.73,5.75,5.76,5.76,5.76,5.76,156.19,156.58,156.78,156.96,157.11,157.26,157.41,157.55,157.86,28.150000000000002,27.82,27.64,27.44,27.25,27.07,26.87,26.69,26.310000000000002,N/A,N/A -2012,7,2,14,30,101870,100720,99610,85.76,0,4.38,4.73,4.8100000000000005,4.86,4.9,4.93,4.96,4.97,5.01,153.45000000000002,153.28,153.32,153.37,153.41,153.45000000000002,153.49,153.54,153.64000000000001,28.240000000000002,27.900000000000002,27.73,27.54,27.35,27.150000000000002,26.96,26.77,26.39,N/A,N/A -2012,7,2,15,30,101880,100730,99620,85.93,0,4.97,5.29,5.3500000000000005,5.37,5.38,5.38,5.37,5.37,5.3500000000000005,162.12,162.09,162.03,161.97,161.91,161.84,161.78,161.72,161.58,28.26,27.92,27.75,27.55,27.36,27.18,26.98,26.8,26.42,N/A,N/A -2012,7,2,16,30,101890,100740,99620,84.94,0,6.15,6.6000000000000005,6.68,6.71,6.73,6.74,6.74,6.74,6.72,147.69,147.81,147.88,147.94,148,148.05,148.11,148.16,148.3,28.26,27.92,27.75,27.55,27.36,27.18,26.990000000000002,26.810000000000002,26.44,N/A,N/A -2012,7,2,17,30,101840,100690,99580,87.18,0,5.75,6.18,6.2700000000000005,6.32,6.3500000000000005,6.37,6.38,6.38,6.38,148.55,148.74,148.89000000000001,149.05,149.20000000000002,149.34,149.48,149.62,149.91,28.2,27.84,27.67,27.46,27.28,27.080000000000002,26.89,26.7,26.32,N/A,N/A -2012,7,2,18,30,101820,100670,99560,83.74,0,5.5,5.87,5.94,5.96,5.97,5.97,5.96,5.95,5.91,160.12,160.19,160.22,160.27,160.33,160.38,160.44,160.5,160.61,28.19,27.830000000000002,27.650000000000002,27.45,27.26,27.07,26.88,26.69,26.310000000000002,N/A,N/A -2012,7,2,19,30,101800,100650,99540,83.21000000000001,0,4.99,5.32,5.37,5.39,5.4,5.4,5.39,5.39,5.36,155.59,155.63,155.74,155.85,155.96,156.05,156.16,156.25,156.47,28.16,27.8,27.62,27.42,27.23,27.04,26.85,26.66,26.28,N/A,N/A -2012,7,2,20,30,101770,100620,99510,81.91,0,4.76,5.08,5.13,5.15,5.16,5.16,5.16,5.15,5.14,151.32,151.59,151.78,151.96,152.13,152.29,152.46,152.62,152.95000000000002,28.17,27.810000000000002,27.64,27.43,27.240000000000002,27.05,26.85,26.67,26.28,N/A,N/A -2012,7,2,21,30,101780,100630,99520,79.15,0,4.28,4.5600000000000005,4.62,4.65,4.67,4.69,4.7,4.71,4.73,157.73,157.57,157.5,157.44,157.38,157.32,157.27,157.21,157.1,28.26,27.91,27.740000000000002,27.54,27.35,27.16,26.96,26.78,26.400000000000002,N/A,N/A -2012,7,2,22,30,101710,100560,99450,81.11,0,5.11,5.47,5.53,5.5600000000000005,5.58,5.59,5.6000000000000005,5.6000000000000005,5.6000000000000005,161.33,160.99,160.86,160.71,160.59,160.47,160.33,160.21,159.99,28.150000000000002,27.8,27.62,27.43,27.240000000000002,27.05,26.85,26.67,26.28,N/A,N/A -2012,7,2,23,30,101730,100580,99470,84.37,0,5.62,6.08,6.17,6.22,6.25,6.2700000000000005,6.2700000000000005,6.2700000000000005,6.2700000000000005,158.05,158.49,158.75,159.01,159.26,159.5,159.75,159.98,160.48,28.11,27.77,27.59,27.39,27.2,27.01,26.810000000000002,26.63,26.240000000000002,N/A,N/A -2012,7,3,0,30,101710,100560,99440,81.36,0,5.04,5.42,5.5,5.54,5.5600000000000005,5.58,5.6000000000000005,5.61,5.62,165.96,165.92000000000002,165.91,165.89000000000001,165.86,165.84,165.81,165.78,165.73,28.11,27.77,27.6,27.400000000000002,27.21,27.02,26.82,26.64,26.26,N/A,N/A -2012,7,3,1,30,101650,100500,99380,83,0,5.48,5.86,5.94,5.97,5.99,6,6,6,5.99,160.78,160.85,160.88,160.92000000000002,160.97,161.02,161.08,161.13,161.25,27.900000000000002,27.55,27.37,27.17,26.98,26.79,26.6,26.42,26.03,N/A,N/A -2012,7,3,2,30,101660,100510,99400,84.15,0,5.9,6.37,6.46,6.51,6.55,6.57,6.58,6.59,6.6000000000000005,157.51,157.37,157.27,157.16,157.05,156.96,156.85,156.74,156.52,27.82,27.46,27.28,27.07,26.89,26.69,26.490000000000002,26.310000000000002,25.92,N/A,N/A -2012,7,3,3,30,101670,100520,99410,86.51,0,6.43,7.03,7.16,7.24,7.3,7.34,7.37,7.4,7.43,169.18,168.93,168.79,168.66,168.54,168.43,168.32,168.21,168.01,27.75,27.38,27.2,27,26.8,26.61,26.42,26.23,25.84,N/A,N/A -2012,7,3,4,30,101660,100510,99400,82.28,0,6.19,6.67,6.78,6.83,6.87,6.890000000000001,6.91,6.92,6.94,171.67000000000002,171.25,171.06,170.88,170.73,170.6,170.46,170.34,170.08,27.73,27.37,27.19,26.990000000000002,26.8,26.6,26.41,26.22,25.84,N/A,N/A -2012,7,3,5,30,101680,100530,99420,80.8,0,6.42,6.9,7,7.04,7.07,7.08,7.08,7.09,7.09,179.37,178.56,178.03,177.49,177.01,176.54,176.07,175.62,174.70000000000002,27.95,27.6,27.42,27.22,27.03,26.85,26.650000000000002,26.47,26.09,N/A,N/A -2012,7,3,6,30,101670,100520,99410,83.9,0,6.34,6.86,6.99,7.0600000000000005,7.11,7.15,7.17,7.2,7.23,177.3,177.17000000000002,177.14000000000001,177.11,177.07,177.04,177,176.97,176.88,27.68,27.310000000000002,27.14,26.93,26.740000000000002,26.55,26.35,26.16,25.78,N/A,N/A -2012,7,3,7,30,101680,100530,99420,77.68,0,6.44,6.95,7.07,7.140000000000001,7.19,7.23,7.26,7.29,7.3500000000000005,183.09,182.68,182.37,182.04,181.73,181.43,181.13,180.85,180.26,27.990000000000002,27.650000000000002,27.48,27.29,27.1,26.92,26.73,26.55,26.18,N/A,N/A -2012,7,3,8,30,101720,100570,99450,78.63,0,5.26,5.68,5.7700000000000005,5.83,5.87,5.91,5.94,5.97,6.0200000000000005,188.81,188.22,187.9,187.58,187.27,186.97,186.65,186.35,185.70000000000002,27.92,27.57,27.400000000000002,27.21,27.03,26.84,26.650000000000002,26.48,26.11,N/A,N/A -2012,7,3,9,30,101740,100590,99470,77.43,0,5.6000000000000005,6.09,6.2,6.28,6.33,6.38,6.41,6.44,6.49,178.45000000000002,178.17000000000002,178.07,177.98,177.9,177.82,177.75,177.69,177.56,27.93,27.580000000000002,27.400000000000002,27.21,27.01,26.82,26.63,26.44,26.05,N/A,N/A -2012,7,3,10,30,101750,100590,99480,79.95,0,5.8500000000000005,6.32,6.41,6.47,6.5,6.5200000000000005,6.54,6.55,6.5600000000000005,179.71,179.63,179.58,179.52,179.46,179.41,179.35,179.29,179.18,27.75,27.39,27.22,27.02,26.82,26.63,26.43,26.25,25.86,N/A,N/A -2012,7,3,11,30,101750,100600,99480,76.93,0,4.95,5.33,5.42,5.48,5.53,5.5600000000000005,5.59,5.61,5.65,179.79,179.57,179.5,179.45000000000002,179.4,179.37,179.35,179.32,179.32,27.740000000000002,27.39,27.21,27.01,26.82,26.63,26.43,26.25,25.86,N/A,N/A -2012,7,3,12,30,101790,100640,99530,72.04,0,5.04,5.42,5.51,5.5600000000000005,5.6000000000000005,5.63,5.66,5.68,5.71,186.58,186.38,186.27,186.16,186.06,185.97,185.88,185.8,185.63,27.96,27.63,27.46,27.26,27.07,26.88,26.68,26.5,26.12,N/A,N/A -2012,7,3,13,30,101800,100640,99530,77.11,0,4.67,4.91,4.93,4.92,4.9,4.87,4.84,4.8100000000000005,4.75,176.11,176.36,176.57,176.79,177,177.20000000000002,177.42000000000002,177.62,178.06,27.68,27.330000000000002,27.150000000000002,26.96,26.76,26.57,26.38,26.19,25.810000000000002,N/A,N/A -2012,7,3,14,30,101820,100660,99550,69.66,0,3.27,3.52,3.59,3.64,3.68,3.72,3.7600000000000002,3.79,3.86,178.59,178.16,177.97,177.81,177.68,177.57,177.47,177.39000000000001,177.24,27.900000000000002,27.57,27.400000000000002,27.21,27.02,26.830000000000002,26.63,26.45,26.07,N/A,N/A -2012,7,3,15,30,101830,100680,99560,68.22,0,3.48,3.65,3.67,3.68,3.68,3.68,3.68,3.68,3.68,173.31,172.98,172.71,172.41,172.12,171.84,171.53,171.24,170.6,28.080000000000002,27.75,27.580000000000002,27.39,27.2,27.02,26.830000000000002,26.650000000000002,26.27,N/A,N/A -2012,7,3,16,30,101820,100670,99550,68.25,0,3.9,4.03,4.01,3.97,3.93,3.89,3.85,3.81,3.71,167.3,167.48,167.56,167.63,167.71,167.77,167.84,167.9,168.05,28.060000000000002,27.72,27.55,27.35,27.16,26.97,26.78,26.59,26.21,N/A,N/A -2012,7,3,17,30,101810,100650,99540,67.71000000000001,0,4.09,4.29,4.3100000000000005,4.3100000000000005,4.3100000000000005,4.3,4.29,4.28,4.25,168.98,169.11,169.21,169.32,169.42000000000002,169.52,169.62,169.71,169.9,28.17,27.82,27.650000000000002,27.44,27.25,27.060000000000002,26.87,26.68,26.3,N/A,N/A -2012,7,3,18,30,101800,100640,99530,66.89,0,4.2700000000000005,4.5,4.5200000000000005,4.5200000000000005,4.5200000000000005,4.51,4.5,4.49,4.46,160.83,161.64000000000001,162.13,162.61,163.04,163.43,163.84,164.22,164.97,28.34,27.990000000000002,27.82,27.62,27.43,27.240000000000002,27.04,26.85,26.47,N/A,N/A -2012,7,3,19,30,101760,100610,99490,72.04,0,3.9,4.14,4.19,4.22,4.24,4.25,4.26,4.2700000000000005,4.2700000000000005,162.83,162.84,162.82,162.78,162.74,162.70000000000002,162.66,162.61,162.53,28.17,27.810000000000002,27.63,27.43,27.240000000000002,27.05,26.85,26.66,26.27,N/A,N/A -2012,7,3,20,30,101720,100570,99450,63.58,0,4.41,4.7,4.75,4.78,4.79,4.8100000000000005,4.82,4.82,4.82,161.37,161.42000000000002,161.4,161.37,161.36,161.35,161.36,161.36,161.41,28.580000000000002,28.26,28.080000000000002,27.89,27.7,27.5,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,7,3,21,30,101650,100500,99390,62.61,0,4.74,5.12,5.2,5.24,5.2700000000000005,5.29,5.3100000000000005,5.32,5.33,163.35,163.1,163.03,162.96,162.9,162.84,162.79,162.75,162.68,28.66,28.35,28.18,27.98,27.79,27.61,27.41,27.23,26.84,N/A,N/A -2012,7,3,22,30,101620,100470,99360,64.65,0,4.66,5.03,5.1000000000000005,5.14,5.17,5.19,5.2,5.22,5.24,172.55,172.51,172.44,172.38,172.31,172.25,172.19,172.14000000000001,172.02,28.53,28.23,28.060000000000002,27.87,27.68,27.490000000000002,27.29,27.11,26.73,N/A,N/A -2012,7,3,23,30,101560,100420,99300,71.5,0,5.25,5.65,5.73,5.76,5.79,5.8,5.8100000000000005,5.82,5.82,173.13,173.06,173.07,173.1,173.13,173.17000000000002,173.20000000000002,173.24,173.32,28.26,27.93,27.76,27.57,27.38,27.19,26.990000000000002,26.810000000000002,26.43,N/A,N/A -2012,7,4,0,30,101530,100380,99270,72.55,0,5.09,5.45,5.5200000000000005,5.55,5.57,5.58,5.58,5.58,5.58,169.4,169.61,169.79,169.95000000000002,170.08,170.19,170.31,170.43,170.63,28.01,27.68,27.51,27.32,27.13,26.94,26.75,26.560000000000002,26.19,N/A,N/A -2012,7,4,1,30,101530,100380,99270,74.41,0,4.93,5.28,5.34,5.37,5.39,5.39,5.4,5.4,5.39,167.58,167.76,167.81,167.87,167.91,167.96,168.02,168.06,168.16,27.830000000000002,27.490000000000002,27.310000000000002,27.11,26.92,26.73,26.53,26.35,25.96,N/A,N/A -2012,7,4,2,30,101530,100380,99270,74.11,0,5.46,5.8500000000000005,5.92,5.95,5.97,5.98,5.99,5.99,5.99,159.49,159.55,159.6,159.66,159.71,159.76,159.81,159.87,159.99,27.8,27.46,27.28,27.09,26.900000000000002,26.71,26.52,26.34,25.96,N/A,N/A -2012,7,4,3,30,101540,100390,99280,71.96000000000001,0,5.41,5.84,5.93,5.98,6.01,6.03,6.04,6.05,6.04,168.01,167.89000000000001,167.88,167.87,167.85,167.84,167.83,167.81,167.78,27.88,27.54,27.36,27.17,26.97,26.78,26.59,26.400000000000002,26.02,N/A,N/A -2012,7,4,4,30,101540,100390,99270,68.15,0,5.91,6.38,6.49,6.5600000000000005,6.6000000000000005,6.640000000000001,6.67,6.69,6.72,170.94,171.02,171.01,170.99,170.97,170.95000000000002,170.93,170.91,170.88,27.98,27.650000000000002,27.47,27.27,27.080000000000002,26.89,26.7,26.51,26.12,N/A,N/A -2012,7,4,5,30,101560,100410,99290,71.36,0,5.64,6.09,6.2,6.28,6.34,6.390000000000001,6.44,6.48,6.5600000000000005,168.69,168.77,168.78,168.79,168.79,168.79,168.78,168.78,168.76,27.86,27.53,27.36,27.16,26.97,26.79,26.6,26.42,26.04,N/A,N/A -2012,7,4,6,30,101610,100460,99350,78.25,0,6.54,7.03,7.12,7.15,7.17,7.17,7.15,7.140000000000001,7.09,164.25,164.45000000000002,164.5,164.53,164.54,164.55,164.54,164.53,164.49,27.650000000000002,27.28,27.1,26.900000000000002,26.71,26.51,26.310000000000002,26.13,25.740000000000002,N/A,N/A -2012,7,4,7,30,101620,100470,99350,79.45,0,6.41,6.92,7.03,7.09,7.13,7.15,7.17,7.18,7.19,173.39000000000001,173.33,173.27,173.21,173.14000000000001,173.08,173.02,172.96,172.83,27.64,27.26,27.080000000000002,26.88,26.69,26.5,26.3,26.12,25.73,N/A,N/A -2012,7,4,8,30,101610,100450,99340,78.47,0,6.68,7.21,7.3,7.3500000000000005,7.37,7.38,7.38,7.38,7.3500000000000005,165.45000000000002,165.43,165.43,165.42000000000002,165.42000000000002,165.42000000000002,165.42000000000002,165.42000000000002,165.41,27.77,27.39,27.21,27.01,26.82,26.63,26.43,26.240000000000002,25.85,N/A,N/A -2012,7,4,9,30,101630,100480,99370,71.33,0,5.89,6.41,6.54,6.640000000000001,6.71,6.7700000000000005,6.82,6.87,6.96,176.51,176.3,176.20000000000002,176.11,176.02,175.95000000000002,175.87,175.81,175.69,28.150000000000002,27.810000000000002,27.64,27.44,27.25,27.060000000000002,26.87,26.68,26.3,N/A,N/A -2012,7,4,10,30,101660,100510,99390,72.55,0,6.19,6.68,6.8,6.86,6.91,6.95,6.97,7,7.03,171.53,171.61,171.62,171.63,171.62,171.62,171.61,171.6,171.58,28.19,27.85,27.68,27.48,27.29,27.1,26.91,26.72,26.34,N/A,N/A -2012,7,4,11,30,101660,100510,99400,75.29,0,5.09,5.45,5.53,5.58,5.61,5.64,5.66,5.67,5.69,176.4,176.54,176.65,176.76,176.87,176.97,177.07,177.17000000000002,177.37,27.97,27.63,27.46,27.26,27.07,26.88,26.69,26.5,26.13,N/A,N/A -2012,7,4,12,30,101670,100520,99410,81.73,0,4.69,5.07,5.15,5.22,5.26,5.29,5.32,5.34,5.37,170.37,169.91,169.82,169.74,169.69,169.65,169.62,169.6,169.56,27.580000000000002,27.21,27.03,26.82,26.63,26.43,26.23,26.04,25.66,N/A,N/A -2012,7,4,13,30,101690,100540,99420,80.61,0,4.6000000000000005,4.93,5.01,5.0600000000000005,5.09,5.12,5.15,5.17,5.21,168.64000000000001,168.29,168.13,167.98,167.85,167.74,167.63,167.54,167.35,27.67,27.310000000000002,27.13,26.93,26.740000000000002,26.55,26.35,26.17,25.79,N/A,N/A -2012,7,4,14,30,101730,100570,99460,81.29,0,5.21,5.51,5.5600000000000005,5.57,5.57,5.57,5.5600000000000005,5.55,5.51,155.8,155.94,156.06,156.18,156.28,156.38,156.49,156.59,156.8,27.78,27.41,27.23,27.03,26.84,26.650000000000002,26.45,26.26,25.88,N/A,N/A -2012,7,4,15,30,101730,100580,99460,79.78,0,4.8100000000000005,5.16,5.24,5.29,5.33,5.36,5.39,5.41,5.44,155.96,156.32,156.52,156.70000000000002,156.86,157.02,157.16,157.29,157.55,27.93,27.560000000000002,27.38,27.18,26.990000000000002,26.8,26.6,26.42,26.03,N/A,N/A -2012,7,4,16,30,101730,100580,99470,78.9,0,4.4,4.65,4.69,4.7,4.71,4.71,4.7,4.7,4.68,153.03,153.26,153.45000000000002,153.65,153.86,154.08,154.3,154.52,155.02,28.07,27.71,27.54,27.34,27.14,26.96,26.76,26.57,26.19,N/A,N/A -2012,7,4,17,30,101740,100590,99480,78.33,0,4.12,4.36,4.4,4.42,4.43,4.43,4.43,4.43,4.42,138.65,138.73,138.88,139.04,139.20000000000002,139.37,139.54,139.70000000000002,140.08,28.16,27.810000000000002,27.64,27.43,27.240000000000002,27.05,26.85,26.67,26.29,N/A,N/A -2012,7,4,18,30,101720,100570,99460,79.79,0,4.7700000000000005,5.11,5.2,5.25,5.29,5.32,5.3500000000000005,5.37,5.42,151.58,151.8,151.91,152.05,152.18,152.32,152.47,152.62,152.91,28.2,27.84,27.67,27.46,27.28,27.080000000000002,26.89,26.7,26.32,N/A,N/A -2012,7,4,19,30,101670,100520,99410,81.63,0,6.21,6.68,6.78,6.82,6.8500000000000005,6.88,6.890000000000001,6.9,6.9,136.73,137.21,137.42000000000002,137.6,137.76,137.92000000000002,138.07,138.22,138.51,28.23,27.87,27.69,27.490000000000002,27.3,27.11,26.91,26.73,26.34,N/A,N/A -2012,7,4,20,30,101660,100510,99400,81.17,0,5.8,6.26,6.36,6.42,6.46,6.5,6.5200000000000005,6.54,6.57,139.45000000000002,139.37,139.47,139.6,139.73,139.86,140,140.13,140.44,28.29,27.93,27.76,27.560000000000002,27.37,27.18,26.98,26.8,26.42,N/A,N/A -2012,7,4,21,30,101620,100470,99360,74.86,0,5.62,6.04,6.12,6.16,6.19,6.2,6.21,6.21,6.22,166.98,167.11,167.18,167.24,167.29,167.34,167.4,167.44,167.55,28.51,28.18,28.01,27.810000000000002,27.62,27.43,27.240000000000002,27.05,26.67,N/A,N/A -2012,7,4,22,30,101650,100500,99390,81.10000000000001,0,5.23,5.61,5.7,5.74,5.7700000000000005,5.8,5.8100000000000005,5.82,5.84,179.20000000000002,179.34,179.35,179.38,179.41,179.45000000000002,179.5,179.54,179.64000000000001,28.27,27.92,27.75,27.55,27.36,27.17,26.97,26.78,26.400000000000002,N/A,N/A -2012,7,4,23,30,101610,100460,99350,80.02,0,5.21,5.57,5.63,5.66,5.67,5.67,5.67,5.66,5.64,186.46,186.22,186.20000000000002,186.20000000000002,186.19,186.19,186.19,186.18,186.19,28.330000000000002,27.990000000000002,27.82,27.61,27.43,27.23,27.04,26.85,26.47,N/A,N/A -2012,7,5,0,30,101550,100400,99290,81.01,0,5.22,5.59,5.66,5.69,5.71,5.72,5.73,5.73,5.73,171.97,172.44,172.75,173.04,173.28,173.51,173.73,173.94,174.34,28.21,27.86,27.68,27.490000000000002,27.29,27.1,26.91,26.72,26.34,N/A,N/A -2012,7,5,1,30,101520,100370,99260,83.53,0,4.7700000000000005,5.1000000000000005,5.17,5.22,5.25,5.2700000000000005,5.29,5.3,5.32,175.75,176.5,176.61,176.67000000000002,176.70000000000002,176.70000000000002,176.69,176.68,176.61,28.14,27.79,27.62,27.42,27.23,27.04,26.84,26.66,26.27,N/A,N/A -2012,7,5,2,30,101530,100390,99280,79.34,0,6.57,7.07,7.16,7.21,7.23,7.24,7.24,7.23,7.21,182.97,183.29,183.42000000000002,183.55,183.67000000000002,183.78,183.89000000000001,183.99,184.20000000000002,28.080000000000002,27.72,27.54,27.35,27.150000000000002,26.96,26.77,26.580000000000002,26.2,N/A,N/A -2012,7,5,3,30,101560,100410,99300,76.01,0,5.33,5.73,5.82,5.86,5.89,5.91,5.92,5.93,5.94,190.53,190.61,190.65,190.67000000000002,190.68,190.68,190.68,190.68,190.67000000000002,28.14,27.8,27.62,27.43,27.23,27.04,26.85,26.66,26.27,N/A,N/A -2012,7,5,4,30,101560,100410,99300,77.41,0,5.29,5.65,5.71,5.74,5.75,5.76,5.75,5.75,5.73,179.13,179.44,179.59,179.72,179.83,179.93,180.03,180.12,180.31,28.01,27.650000000000002,27.48,27.28,27.080000000000002,26.89,26.7,26.51,26.13,N/A,N/A -2012,7,5,5,30,101560,100420,99300,76.08,0,5.17,5.54,5.61,5.64,5.67,5.68,5.69,5.7,5.7,175.58,175.91,176.13,176.32,176.49,176.65,176.8,176.94,177.21,28,27.650000000000002,27.47,27.27,27.080000000000002,26.89,26.69,26.51,26.12,N/A,N/A -2012,7,5,6,30,101550,100400,99290,73.83,0,5.0200000000000005,5.38,5.46,5.5,5.53,5.55,5.57,5.58,5.61,178.1,177.93,177.88,177.85,177.81,177.79,177.76,177.74,177.71,27.990000000000002,27.64,27.46,27.26,27.07,26.88,26.69,26.5,26.12,N/A,N/A -2012,7,5,7,30,101610,100460,99350,71.89,0,5.64,6.05,6.140000000000001,6.18,6.21,6.23,6.24,6.25,6.25,178.8,178.9,178.9,178.91,178.92000000000002,178.93,178.96,178.98,179.03,28.11,27.76,27.59,27.39,27.2,27.01,26.810000000000002,26.62,26.240000000000002,N/A,N/A -2012,7,5,8,30,101630,100480,99360,68.19,0,5.4,5.79,5.86,5.89,5.91,5.93,5.94,5.95,5.95,195.13,194.77,194.56,194.37,194.18,194.01,193.84,193.68,193.36,28.22,27.88,27.71,27.51,27.32,27.13,26.93,26.75,26.36,N/A,N/A -2012,7,5,9,30,101600,100450,99330,67.14,0,5.84,6.28,6.37,6.41,6.44,6.45,6.47,6.48,6.48,186.17000000000002,186.46,186.59,186.70000000000002,186.79,186.87,186.93,186.99,187.1,28.21,27.87,27.7,27.5,27.310000000000002,27.12,26.92,26.740000000000002,26.36,N/A,N/A -2012,7,5,10,30,101650,100500,99380,68.31,0,5.3,5.69,5.76,5.8,5.82,5.84,5.8500000000000005,5.8500000000000005,5.8500000000000005,185.82,185.74,185.66,185.58,185.51,185.44,185.38,185.32,185.23,28.21,27.87,27.7,27.5,27.310000000000002,27.12,26.93,26.740000000000002,26.36,N/A,N/A -2012,7,5,11,30,101700,100550,99430,68.66,0,4.83,5.15,5.21,5.23,5.24,5.24,5.24,5.23,5.22,189.65,190.01,190.17000000000002,190.32,190.45000000000002,190.56,190.67000000000002,190.77,190.97,28.150000000000002,27.810000000000002,27.63,27.44,27.25,27.060000000000002,26.86,26.67,26.29,N/A,N/A -2012,7,5,12,30,101710,100560,99440,70.09,0,4.37,4.66,4.72,4.76,4.79,4.82,4.84,4.86,4.9,190.47,190.9,191.03,191.11,191.17000000000002,191.23000000000002,191.27,191.29,191.33,27.95,27.6,27.42,27.22,27.03,26.85,26.650000000000002,26.46,26.080000000000002,N/A,N/A -2012,7,5,13,30,101760,100610,99490,75.88,0,4.16,4.42,4.47,4.5,4.51,4.53,4.54,4.54,4.55,197.57,196.91,196.62,196.35,196.12,195.9,195.70000000000002,195.51,195.15,27.740000000000002,27.39,27.21,27,26.810000000000002,26.62,26.42,26.240000000000002,25.85,N/A,N/A -2012,7,5,14,30,101780,100630,99510,76.28,0,3.7800000000000002,3.98,4.01,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.01,3.99,197.19,196.72,196.42000000000002,196.12,195.85,195.6,195.34,195.11,194.61,27.76,27.400000000000002,27.22,27.02,26.830000000000002,26.64,26.44,26.26,25.87,N/A,N/A -2012,7,5,15,30,101800,100640,99530,71.79,0,3.29,3.43,3.45,3.45,3.44,3.44,3.43,3.42,3.4,189.56,189.75,189.89000000000001,190.01,190.12,190.22,190.3,190.37,190.51,27.94,27.59,27.41,27.21,27.02,26.830000000000002,26.63,26.45,26.060000000000002,N/A,N/A -2012,7,5,16,30,101800,100650,99530,70.5,0,2.35,2.45,2.47,2.48,2.49,2.49,2.5,2.5,2.5,192.53,192.31,192.08,191.84,191.62,191.42000000000002,191.20000000000002,191,190.57,28.04,27.68,27.51,27.310000000000002,27.12,26.93,26.740000000000002,26.560000000000002,26.17,N/A,N/A -2012,7,5,17,30,101790,100630,99520,69.8,0,3.0500000000000003,3.2,3.21,3.22,3.23,3.23,3.23,3.23,3.22,176.66,176.96,177.08,177.20000000000002,177.32,177.43,177.57,177.69,177.95000000000002,28.11,27.75,27.57,27.37,27.18,26.990000000000002,26.8,26.61,26.23,N/A,N/A -2012,7,5,18,30,101760,100600,99490,67.8,0,3.5,3.69,3.72,3.74,3.7600000000000002,3.77,3.7800000000000002,3.7800000000000002,3.8000000000000003,181.21,181.25,181.28,181.33,181.39000000000001,181.45000000000002,181.52,181.58,181.70000000000002,28.310000000000002,27.95,27.78,27.580000000000002,27.39,27.2,27,26.810000000000002,26.43,N/A,N/A -2012,7,5,19,30,101750,100590,99480,69.58,0,3.79,4.01,4.04,4.07,4.08,4.08,4.09,4.09,4.09,183.38,182.5,182.08,181.68,181.32,180.99,180.66,180.36,179.76,28.32,27.95,27.77,27.57,27.38,27.18,26.990000000000002,26.8,26.41,N/A,N/A -2012,7,5,20,30,101690,100540,99430,66.82000000000001,0,4.38,4.61,4.63,4.63,4.62,4.61,4.6000000000000005,4.58,4.54,177.89000000000001,178.04,178.20000000000002,178.35,178.48,178.6,178.73,178.85,179.09,28.45,28.09,27.92,27.72,27.53,27.330000000000002,27.14,26.95,26.57,N/A,N/A -2012,7,5,21,30,101660,100510,99400,67.41,0,4.26,4.57,4.63,4.66,4.69,4.72,4.73,4.75,4.78,182.58,182.41,182.29,182.16,182.05,181.95000000000002,181.85,181.75,181.56,28.43,28.09,27.91,27.72,27.52,27.330000000000002,27.14,26.95,26.560000000000002,N/A,N/A -2012,7,5,22,30,101640,100490,99380,68.08,0,4.45,4.75,4.79,4.82,4.83,4.83,4.83,4.83,4.82,176.42000000000002,176.46,176.45000000000002,176.42000000000002,176.41,176.4,176.38,176.37,176.34,28.38,28.04,27.87,27.68,27.490000000000002,27.3,27.1,26.92,26.54,N/A,N/A -2012,7,5,23,30,101610,100460,99350,65.77,0,5.05,5.4,5.46,5.5,5.5200000000000005,5.53,5.54,5.55,5.5600000000000005,182.28,182.35,182.36,182.37,182.38,182.4,182.41,182.42000000000002,182.44,28.42,28.09,27.93,27.73,27.54,27.36,27.16,26.98,26.6,N/A,N/A -2012,7,6,0,30,101600,100450,99330,68.37,0,4.83,5.19,5.26,5.29,5.32,5.33,5.3500000000000005,5.3500000000000005,5.36,176.17000000000002,176.13,176.15,176.18,176.20000000000002,176.22,176.25,176.27,176.31,28.3,27.96,27.79,27.59,27.400000000000002,27.21,27.02,26.830000000000002,26.45,N/A,N/A -2012,7,6,1,30,101550,100400,99290,65.77,0,5.5200000000000005,5.88,5.94,5.95,5.96,5.95,5.95,5.93,5.9,177.61,178.02,178.31,178.6,178.88,179.14000000000001,179.42000000000002,179.68,180.23,28.28,27.95,27.77,27.57,27.39,27.19,27,26.810000000000002,26.43,N/A,N/A -2012,7,6,2,30,101580,100420,99310,66.97,0,5.34,5.71,5.7700000000000005,5.79,5.8,5.8,5.79,5.78,5.75,183.26,183.33,183.34,183.35,183.35,183.35,183.35,183.35,183.34,28.240000000000002,27.900000000000002,27.73,27.54,27.34,27.150000000000002,26.96,26.77,26.38,N/A,N/A -2012,7,6,3,30,101580,100430,99320,62.22,0,4.99,5.37,5.44,5.49,5.5200000000000005,5.55,5.57,5.58,5.61,182.75,182.61,182.51,182.43,182.36,182.29,182.22,182.17000000000002,182.05,28.36,28.03,27.86,27.67,27.48,27.29,27.09,26.91,26.53,N/A,N/A -2012,7,6,4,30,101590,100430,99320,67.27,0,5.41,5.7700000000000005,5.83,5.8500000000000005,5.86,5.86,5.84,5.83,5.8,177.93,177.95000000000002,177.95000000000002,177.95000000000002,177.94,177.93,177.92000000000002,177.91,177.89000000000001,28.18,27.84,27.67,27.47,27.28,27.09,26.89,26.71,26.32,N/A,N/A -2012,7,6,5,30,101590,100440,99320,59.300000000000004,0,4.66,5.04,5.13,5.19,5.24,5.28,5.3100000000000005,5.34,5.4,188.15,187.77,187.53,187.28,187.05,186.83,186.6,186.38,185.9,28.490000000000002,28.17,28,27.810000000000002,27.62,27.43,27.23,27.05,26.67,N/A,N/A -2012,7,6,6,30,101610,100460,99350,60.57,0,6.16,6.5600000000000005,6.63,6.640000000000001,6.640000000000001,6.640000000000001,6.63,6.61,6.58,186.08,186.31,186.41,186.52,186.6,186.69,186.78,186.87,187.08,28.44,28.080000000000002,27.91,27.71,27.51,27.32,27.12,26.94,26.55,N/A,N/A -2012,7,6,7,30,101610,100460,99340,63,0,4.95,5.29,5.34,5.37,5.39,5.4,5.4,5.4,5.4,192.38,192.29,192.31,192.33,192.37,192.4,192.43,192.46,192.52,28.46,28.1,27.93,27.73,27.54,27.35,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,7,6,8,30,101630,100470,99360,60.120000000000005,0,5.04,5.42,5.5,5.54,5.58,5.6000000000000005,5.62,5.64,5.66,195.95000000000002,195.53,195.32,195.13,194.96,194.79,194.64000000000001,194.5,194.21,28.63,28.29,28.11,27.91,27.72,27.54,27.34,27.16,26.77,N/A,N/A -2012,7,6,9,30,101650,100490,99380,58.09,0,4.19,4.46,4.51,4.54,4.5600000000000005,4.57,4.59,4.6000000000000005,4.61,205.62,205,204.70000000000002,204.43,204.19,203.96,203.74,203.53,203.12,28.71,28.37,28.2,28.01,27.810000000000002,27.62,27.43,27.240000000000002,26.85,N/A,N/A -2012,7,6,10,30,101680,100530,99420,55.92,0,3.92,4.17,4.21,4.23,4.25,4.25,4.26,4.2700000000000005,4.2700000000000005,206.13,206.17000000000002,206.08,206.01,205.93,205.85,205.78,205.71,205.57,28.8,28.47,28.3,28.1,27.91,27.72,27.53,27.34,26.96,N/A,N/A -2012,7,6,11,30,101670,100520,99410,55.99,0,3.61,3.86,3.92,3.95,3.98,4,4.0200000000000005,4.03,4.07,214.37,214.1,213.99,213.9,213.81,213.73000000000002,213.65,213.58,213.44,28.82,28.48,28.310000000000002,28.12,27.93,27.740000000000002,27.54,27.36,26.97,N/A,N/A -2012,7,6,12,30,101690,100540,99420,55.31,0,3.5700000000000003,3.8000000000000003,3.85,3.87,3.89,3.91,3.92,3.93,3.94,227.06,226.37,225.99,225.63,225.32,225.03,224.75,224.49,223.99,28.82,28.48,28.310000000000002,28.11,27.92,27.73,27.54,27.35,26.96,N/A,N/A -2012,7,6,13,30,101750,100590,99480,56.43,0,2.75,2.9,2.92,2.94,2.95,2.95,2.96,2.96,2.97,240.58,239.89000000000001,239.48000000000002,239.09,238.72,238.37,238.02,237.69,237.03,28.73,28.400000000000002,28.22,28.03,27.84,27.650000000000002,27.45,27.27,26.88,N/A,N/A -2012,7,6,14,30,101740,100590,99470,62.59,0,2.98,3.11,3.12,3.12,3.11,3.1,3.09,3.08,3.0500000000000003,238.38,238.9,239.22,239.54,239.83,240.11,240.38,240.64000000000001,241.16,28.490000000000002,28.14,27.97,27.77,27.57,27.39,27.19,27,26.61,N/A,N/A -2012,7,6,15,30,101780,100620,99510,60.14,0,2.29,2.38,2.39,2.38,2.38,2.37,2.37,2.36,2.34,232.24,232.49,232.79,233.07,233.33,233.59,233.86,234.1,234.61,28.580000000000002,28.240000000000002,28.060000000000002,27.86,27.67,27.48,27.28,27.1,26.71,N/A,N/A -2012,7,6,16,30,101760,100610,99500,62.72,0,1.9100000000000001,2,2,2.0100000000000002,2.0100000000000002,2.0100000000000002,2.0100000000000002,2.0100000000000002,2,241.32,241.98000000000002,242.29,242.61,242.92000000000002,243.21,243.49,243.74,244.3,28.5,28.150000000000002,27.97,27.77,27.580000000000002,27.39,27.19,27,26.61,N/A,N/A -2012,7,6,17,30,101770,100610,99500,58.68,0,1.53,1.59,1.61,1.62,1.62,1.6300000000000001,1.6400000000000001,1.6400000000000001,1.6600000000000001,229.39000000000001,230.19,230.59,230.95000000000002,231.23000000000002,231.48000000000002,231.71,231.91,232.20000000000002,28.66,28.310000000000002,28.13,27.93,27.740000000000002,27.55,27.36,27.18,26.79,N/A,N/A -2012,7,6,18,30,101730,100570,99460,60.36,0,2.42,2.5100000000000002,2.5,2.48,2.47,2.45,2.44,2.42,2.39,181.37,181.13,180.97,180.8,180.64000000000001,180.48,180.31,180.14000000000001,179.79,28.67,28.32,28.14,27.94,27.76,27.57,27.38,27.2,26.82,N/A,N/A -2012,7,6,19,30,101700,100550,99430,60.050000000000004,0,3.09,3.22,3.23,3.23,3.22,3.21,3.2,3.19,3.16,175.91,176.11,176.26,176.4,176.54,176.69,176.85,177,177.37,28.79,28.44,28.27,28.080000000000002,27.89,27.71,27.52,27.34,26.98,N/A,N/A -2012,7,6,20,30,101630,100480,99370,59.34,0,4.6000000000000005,4.83,4.84,4.82,4.79,4.76,4.72,4.68,4.57,191.63,191.69,191.76,191.85,191.94,192.04,192.14000000000001,192.24,192.52,28.95,28.62,28.45,28.26,28.080000000000002,27.900000000000002,27.71,27.54,27.18,N/A,N/A -2012,7,6,21,30,101630,100480,99360,56.410000000000004,0,4.61,4.8500000000000005,4.86,4.84,4.82,4.78,4.74,4.7,4.6000000000000005,189.23,189.36,189.48,189.61,189.75,189.88,190.03,190.17000000000002,190.49,29.18,28.87,28.7,28.51,28.330000000000002,28.150000000000002,27.96,27.78,27.42,N/A,N/A -2012,7,6,22,30,101590,100440,99330,59.81,0,3.7,3.94,3.97,3.99,4,4,4.01,4.01,4.01,198.55,198.47,198.48000000000002,198.5,198.55,198.61,198.69,198.77,199.06,29.1,28.8,28.64,28.46,28.28,28.11,27.93,27.75,27.41,N/A,N/A -2012,7,6,23,30,101580,100430,99320,55.550000000000004,0,4.15,4.43,4.45,4.46,4.46,4.45,4.44,4.43,4.39,194.71,194.56,194.5,194.41,194.33,194.23000000000002,194.12,194.02,193.77,29.330000000000002,29.04,28.87,28.68,28.5,28.32,28.13,27.95,27.580000000000002,N/A,N/A -2012,7,7,0,30,101510,100360,99250,56.21,0,4.67,5,5.04,5.05,5.0600000000000005,5.05,5.05,5.04,5.01,191.96,191.88,191.85,191.81,191.77,191.72,191.67000000000002,191.62,191.51,29.3,29,28.84,28.650000000000002,28.47,28.29,28.1,27.93,27.560000000000002,N/A,N/A -2012,7,7,1,30,101500,100350,99240,56.410000000000004,0,4.96,5.33,5.38,5.39,5.4,5.4,5.4,5.39,5.37,194.25,193.91,193.78,193.64000000000001,193.5,193.37,193.21,193.07,192.77,29.310000000000002,29.02,28.85,28.67,28.48,28.3,28.11,27.94,27.57,N/A,N/A -2012,7,7,2,30,101530,100390,99270,55.17,0,4.6000000000000005,4.9,4.92,4.91,4.9,4.88,4.8500000000000005,4.82,4.7700000000000005,193.6,192.71,192.16,191.6,191.04,190.5,189.9,189.34,188.08,29.32,29.02,28.85,28.66,28.47,28.28,28.080000000000002,27.900000000000002,27.52,N/A,N/A -2012,7,7,3,30,101580,100430,99310,55.34,0,4.55,4.89,4.93,4.95,4.96,4.96,4.96,4.95,4.94,184.74,184.54,184.43,184.33,184.24,184.15,184.05,183.96,183.76,29.37,29.07,28.91,28.71,28.52,28.330000000000002,28.13,27.95,27.560000000000002,N/A,N/A -2012,7,7,4,30,101520,100370,99260,54.06,0,5.03,5.43,5.5,5.53,5.5600000000000005,5.58,5.59,5.6000000000000005,5.61,196.25,196.05,195.88,195.72,195.56,195.41,195.24,195.09,194.73000000000002,29.35,29.05,28.89,28.69,28.51,28.32,28.12,27.94,27.560000000000002,N/A,N/A -2012,7,7,5,30,101560,100410,99300,56.07,0,4.89,5.26,5.32,5.3500000000000005,5.37,5.38,5.38,5.39,5.39,202.81,202.5,202.31,202.11,201.91,201.73000000000002,201.52,201.32,200.89000000000001,29.240000000000002,28.93,28.77,28.57,28.38,28.2,28,27.82,27.44,N/A,N/A -2012,7,7,6,30,101590,100440,99330,59.74,0,4.96,5.28,5.32,5.33,5.34,5.33,5.33,5.32,5.29,205.14000000000001,205.72,206.07,206.42000000000002,206.74,207.05,207.37,207.66,208.27,28.990000000000002,28.66,28.490000000000002,28.3,28.11,27.92,27.72,27.54,27.16,N/A,N/A -2012,7,7,7,30,101610,100460,99350,60.77,0,4.54,4.84,4.88,4.89,4.9,4.9,4.89,4.88,4.86,209.94,210.16,210.26,210.33,210.39000000000001,210.44,210.49,210.53,210.6,28.87,28.55,28.37,28.18,27.990000000000002,27.8,27.61,27.42,27.04,N/A,N/A -2012,7,7,8,30,101610,100460,99350,62.730000000000004,0,4.92,5.2700000000000005,5.36,5.41,5.45,5.49,5.5200000000000005,5.55,5.6000000000000005,219.82,219.89000000000001,219.94,220,220.05,220.1,220.15,220.19,220.29,28.77,28.43,28.26,28.060000000000002,27.87,27.68,27.48,27.3,26.91,N/A,N/A -2012,7,7,9,30,101600,100450,99340,64.97,0,5.12,5.47,5.5200000000000005,5.54,5.55,5.55,5.55,5.55,5.53,234.14000000000001,233.68,233.42000000000002,233.13,232.87,232.62,232.36,232.12,231.62,28.62,28.26,28.09,27.89,27.7,27.51,27.32,27.13,26.740000000000002,N/A,N/A -2012,7,7,10,30,101630,100480,99370,69.62,0,4.5600000000000005,4.93,5.0200000000000005,5.09,5.15,5.19,5.23,5.2700000000000005,5.34,236.26,236.01,235.83,235.66,235.51,235.37,235.22,235.09,234.82,28.42,28.060000000000002,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.53,N/A,N/A -2012,7,7,11,30,101650,100500,99390,69.4,0,5.57,5.91,5.96,5.97,5.98,5.98,5.97,5.96,5.94,232.02,232.32,232.52,232.71,232.89000000000001,233.05,233.21,233.35,233.63,28.5,28.14,27.97,27.77,27.57,27.39,27.19,27,26.62,N/A,N/A -2012,7,7,12,30,101650,100500,99390,75.57000000000001,0,4.76,5.12,5.2,5.25,5.28,5.3,5.32,5.33,5.34,224.16,224.69,225.07,225.45000000000002,225.8,226.14000000000001,226.47,226.78,227.41,28.26,27.89,27.71,27.51,27.32,27.12,26.92,26.740000000000002,26.35,N/A,N/A -2012,7,7,13,30,101660,100510,99390,70.22,0,4.92,5.26,5.32,5.36,5.39,5.41,5.42,5.44,5.46,260.98,260.52,260.19,259.87,259.59000000000003,259.32,259.07,258.85,258.39,28.53,28.17,28,27.8,27.61,27.42,27.23,27.04,26.66,N/A,N/A -2012,7,7,14,30,101690,100540,99430,76.37,0,4.61,4.83,4.8500000000000005,4.84,4.82,4.8,4.7700000000000005,4.75,4.69,282.63,281.49,280.91,280.31,279.75,279.2,278.63,278.09000000000003,276.95,28.1,27.73,27.55,27.35,27.17,26.98,26.78,26.6,26.22,N/A,N/A -2012,7,7,15,30,101700,100550,99430,75.03,0,4.17,4.38,4.4,4.41,4.4,4.4,4.39,4.38,4.3500000000000005,274.77,274.52,274.39,274.26,274.13,274.01,273.88,273.74,273.44,28.14,27.76,27.580000000000002,27.38,27.19,27,26.8,26.62,26.240000000000002,N/A,N/A -2012,7,7,16,30,101720,100560,99450,74.14,0,3.39,3.56,3.59,3.6,3.61,3.61,3.61,3.62,3.62,245.04,245.61,245.88,246.14000000000001,246.37,246.58,246.79,246.98000000000002,247.35,28.310000000000002,27.94,27.76,27.560000000000002,27.37,27.18,26.98,26.79,26.41,N/A,N/A -2012,7,7,17,30,101690,100540,99430,74.29,0,3.63,3.8200000000000003,3.85,3.86,3.88,3.88,3.89,3.89,3.9,209.23000000000002,209.68,209.99,210.31,210.61,210.93,211.27,211.61,212.47,28.36,27.990000000000002,27.810000000000002,27.62,27.43,27.25,27.05,26.87,26.51,N/A,N/A -2012,7,7,18,30,101690,100540,99430,73.91,0,2.94,3.06,3.08,3.08,3.0700000000000003,3.06,3.0500000000000003,3.04,3.02,184.07,184.54,184.9,185.27,185.63,185.97,186.36,186.74,187.6,28.57,28.21,28.04,27.84,27.650000000000002,27.46,27.27,27.09,26.72,N/A,N/A -2012,7,7,19,30,101640,100490,99380,69.81,0,4.53,4.8100000000000005,4.8500000000000005,4.86,4.87,4.87,4.87,4.87,4.8500000000000005,180.58,180.81,180.94,181.06,181.17000000000002,181.27,181.37,181.48,181.69,28.89,28.52,28.35,28.150000000000002,27.96,27.77,27.57,27.39,27.01,N/A,N/A -2012,7,7,20,30,101590,100440,99330,67.85,0,5.38,5.73,5.79,5.82,5.83,5.84,5.84,5.84,5.82,179.83,180.07,180.20000000000002,180.34,180.49,180.64000000000001,180.8,180.96,181.31,28.97,28.62,28.45,28.26,28.07,27.88,27.68,27.5,27.13,N/A,N/A -2012,7,7,21,30,101530,100390,99280,72.96000000000001,0,6.13,6.5600000000000005,6.640000000000001,6.67,6.68,6.68,6.68,6.67,6.640000000000001,193.45000000000002,193.26,193.1,192.93,192.77,192.6,192.43,192.27,191.9,28.79,28.44,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,7,7,22,30,101530,100380,99270,75.85000000000001,0,6.82,7.38,7.49,7.55,7.58,7.61,7.62,7.62,7.62,197.62,197.64000000000001,197.62,197.59,197.56,197.54,197.51,197.48000000000002,197.42000000000002,28.73,28.37,28.19,27.990000000000002,27.8,27.61,27.41,27.22,26.84,N/A,N/A -2012,7,7,23,30,101520,100370,99260,71.48,0,6.19,6.67,6.7700000000000005,6.8100000000000005,6.8500000000000005,6.86,6.87,6.88,6.88,200.09,200.05,200.01,199.98000000000002,199.97,199.95000000000002,199.95000000000002,199.95000000000002,199.95000000000002,28.89,28.55,28.37,28.18,27.990000000000002,27.8,27.6,27.42,27.04,N/A,N/A -2012,7,8,0,30,101530,100380,99270,71.9,0,5.84,6.3,6.4,6.46,6.5,6.53,6.5600000000000005,6.57,6.6000000000000005,203.37,203.46,203.46,203.46,203.46,203.46,203.46,203.47,203.47,28.86,28.52,28.35,28.150000000000002,27.96,27.77,27.57,27.39,27.01,N/A,N/A -2012,7,8,1,30,101560,100420,99310,74.61,0,6.05,6.51,6.6000000000000005,6.65,6.68,6.7,6.71,6.72,6.71,219.83,219.72,219.56,219.39000000000001,219.24,219.09,218.93,218.78,218.5,28.72,28.37,28.19,27.990000000000002,27.79,27.6,27.400000000000002,27.22,26.830000000000002,N/A,N/A -2012,7,8,2,30,101580,100430,99320,69.92,0,5.97,6.41,6.5,6.54,6.5600000000000005,6.58,6.59,6.59,6.59,214.61,214.70000000000002,214.87,215.05,215.21,215.37,215.54,215.69,216.01,28.84,28.5,28.32,28.12,27.93,27.740000000000002,27.55,27.36,26.98,N/A,N/A -2012,7,8,3,30,101550,100400,99290,70.10000000000001,0,6.49,7,7.1000000000000005,7.16,7.2,7.23,7.25,7.26,7.2700000000000005,210.45000000000002,210.3,210.27,210.24,210.20000000000002,210.17000000000002,210.13,210.1,210.02,28.78,28.43,28.25,28.05,27.86,27.67,27.47,27.29,26.900000000000002,N/A,N/A -2012,7,8,4,30,101570,100420,99310,66.98,0,6.41,6.92,7.03,7.08,7.12,7.140000000000001,7.16,7.17,7.19,205.73000000000002,205.82,205.89000000000001,205.96,206.01,206.05,206.1,206.15,206.23000000000002,28.87,28.53,28.35,28.150000000000002,27.97,27.78,27.580000000000002,27.39,27.01,N/A,N/A -2012,7,8,5,30,101540,100390,99280,64.81,0,6.63,7.18,7.29,7.3500000000000005,7.390000000000001,7.42,7.43,7.45,7.46,203.88,204.53,204.78,205,205.19,205.35,205.49,205.63,205.88,28.92,28.580000000000002,28.400000000000002,28.21,28.01,27.830000000000002,27.63,27.44,27.05,N/A,N/A -2012,7,8,6,30,101580,100430,99320,60.88,0,6.3100000000000005,6.7700000000000005,6.84,6.87,6.890000000000001,6.9,6.9,6.9,6.88,212.96,212.76,212.65,212.54,212.44,212.34,212.25,212.15,211.98000000000002,29.02,28.68,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,7,8,7,30,101610,100460,99350,64.29,0,6.71,7.2700000000000005,7.390000000000001,7.46,7.5,7.53,7.55,7.57,7.59,204.13,204.37,204.46,204.51,204.56,204.59,204.61,204.63,204.65,28.900000000000002,28.560000000000002,28.38,28.19,27.990000000000002,27.8,27.61,27.42,27.03,N/A,N/A -2012,7,8,8,30,101640,100490,99380,59.980000000000004,0,6.82,7.34,7.43,7.46,7.48,7.49,7.48,7.48,7.45,200.89000000000001,201.08,201.17000000000002,201.24,201.29,201.34,201.39000000000001,201.43,201.5,29.03,28.69,28.52,28.330000000000002,28.13,27.94,27.75,27.560000000000002,27.18,N/A,N/A -2012,7,8,9,30,101630,100480,99370,59.99,0,6.2700000000000005,6.75,6.84,6.88,6.91,6.93,6.94,6.95,6.95,196.96,197.03,197.16,197.3,197.43,197.56,197.70000000000002,197.83,198.08,29.03,28.7,28.53,28.330000000000002,28.14,27.95,27.75,27.57,27.18,N/A,N/A -2012,7,8,10,30,101650,100500,99390,59.34,0,5.92,6.34,6.4,6.42,6.42,6.41,6.4,6.38,6.34,210.47,210.6,210.55,210.48000000000002,210.39000000000001,210.31,210.21,210.12,209.92000000000002,29.03,28.7,28.53,28.330000000000002,28.14,27.95,27.75,27.57,27.18,N/A,N/A -2012,7,8,11,30,101670,100520,99410,60,0,5.57,6,6.08,6.12,6.140000000000001,6.16,6.16,6.16,6.16,210.15,210.4,210.45000000000002,210.47,210.49,210.5,210.5,210.49,210.49,29.03,28.71,28.53,28.330000000000002,28.150000000000002,27.96,27.76,27.57,27.18,N/A,N/A -2012,7,8,12,30,101700,100550,99440,59.160000000000004,0,6.1000000000000005,6.55,6.62,6.65,6.67,6.67,6.67,6.67,6.65,214.06,214.09,214.12,214.17000000000002,214.21,214.25,214.29,214.32,214.4,29.09,28.76,28.59,28.39,28.2,28.01,27.82,27.63,27.240000000000002,N/A,N/A -2012,7,8,13,30,101710,100560,99450,54.32,0,4.26,4.65,4.73,4.79,4.84,4.88,4.92,4.95,5,212.08,212.43,212.64000000000001,212.82,212.98000000000002,213.11,213.25,213.37,213.6,29.28,28.96,28.79,28.6,28.400000000000002,28.22,28.02,27.830000000000002,27.45,N/A,N/A -2012,7,8,14,30,101740,100590,99470,53.9,0,4.43,4.73,4.79,4.82,4.8500000000000005,4.86,4.88,4.89,4.91,230.74,230.32,230.03,229.75,229.5,229.26,229.03,228.81,228.36,29.25,28.94,28.77,28.580000000000002,28.39,28.2,28,27.82,27.43,N/A,N/A -2012,7,8,15,30,101770,100620,99500,58.29,0,4.62,4.92,4.98,5.01,5.04,5.05,5.07,5.08,5.1000000000000005,219.97,219.77,219.65,219.54,219.43,219.32,219.23000000000002,219.13,218.96,29.01,28.68,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,7,8,16,30,101770,100620,99500,56.46,0,4.37,4.61,4.65,4.66,4.67,4.67,4.67,4.66,4.65,223.3,223.13,223.13,223.11,223.1,223.08,223.06,223.03,222.99,29.1,28.77,28.6,28.400000000000002,28.21,28.02,27.830000000000002,27.64,27.25,N/A,N/A -2012,7,8,17,30,101750,100600,99480,64.17,0,3.85,4.09,4.12,4.14,4.14,4.14,4.14,4.14,4.12,215.81,215.68,215.62,215.55,215.49,215.43,215.36,215.29,215.16,28.84,28.490000000000002,28.310000000000002,28.11,27.92,27.73,27.53,27.34,26.96,N/A,N/A -2012,7,8,18,30,101700,100550,99440,65.07000000000001,0,4.0200000000000005,4.21,4.22,4.21,4.19,4.17,4.15,4.13,4.07,202.17000000000002,201.73000000000002,201.47,201.17000000000002,200.87,200.59,200.28,199.98000000000002,199.32,28.830000000000002,28.47,28.29,28.09,27.900000000000002,27.71,27.5,27.32,26.93,N/A,N/A -2012,7,8,19,30,101680,100530,99420,67.15,0,4.5,4.76,4.8,4.82,4.82,4.82,4.82,4.82,4.8100000000000005,177.27,177.48,177.58,177.67000000000002,177.74,177.8,177.87,177.92000000000002,178.06,28.82,28.47,28.29,28.09,27.900000000000002,27.71,27.51,27.330000000000002,26.95,N/A,N/A -2012,7,8,20,30,101640,100490,99380,66.17,0,4.55,4.84,4.9,4.93,4.95,4.97,4.97,4.98,5,172.37,172.64000000000001,172.86,173.11,173.35,173.61,173.9,174.17000000000002,174.84,28.87,28.54,28.37,28.18,27.990000000000002,27.810000000000002,27.62,27.44,27.07,N/A,N/A -2012,7,8,21,30,101600,100450,99340,70.12,0,5.32,5.76,5.86,5.92,5.97,6,6.03,6.05,6.08,175.17000000000002,176.3,176.73,177.11,177.43,177.70000000000002,177.96,178.19,178.62,28.84,28.48,28.3,28.1,27.900000000000002,27.72,27.52,27.330000000000002,26.94,N/A,N/A -2012,7,8,22,30,101530,100390,99280,75.31,0,6.26,6.72,6.8100000000000005,6.8500000000000005,6.87,6.88,6.88,6.88,6.87,169.15,169.4,169.61,169.84,170.07,170.3,170.55,170.8,171.33,28.64,28.28,28.11,27.91,27.72,27.54,27.34,27.16,26.79,N/A,N/A -2012,7,8,23,30,101520,100370,99260,75.58,0,6.53,7.04,7.15,7.21,7.26,7.28,7.3,7.32,7.33,173.95000000000002,174.14000000000001,174.24,174.34,174.43,174.52,174.62,174.71,174.9,28.62,28.26,28.080000000000002,27.88,27.68,27.490000000000002,27.29,27.11,26.72,N/A,N/A -2012,7,9,0,30,101500,100350,99240,75.62,0,7.2,7.7700000000000005,7.9,7.96,8,8.03,8.05,8.07,8.08,179.1,179.1,179.11,179.14000000000001,179.17000000000002,179.21,179.25,179.29,179.37,28.6,28.23,28.060000000000002,27.86,27.66,27.47,27.28,27.1,26.72,N/A,N/A -2012,7,9,1,30,101470,100320,99210,73.04,0,7.3,7.88,7.99,8.040000000000001,8.07,8.08,8.08,8.08,8.05,177.31,177.42000000000002,177.56,177.69,177.82,177.95000000000002,178.07,178.19,178.45000000000002,28.62,28.25,28.07,27.87,27.68,27.490000000000002,27.29,27.1,26.72,N/A,N/A -2012,7,9,2,30,101500,100350,99240,70.36,0,6.890000000000001,7.45,7.57,7.62,7.66,7.69,7.71,7.72,7.72,176.86,176.91,176.96,177.01,177.04,177.08,177.12,177.16,177.25,28.77,28.42,28.25,28.04,27.86,27.66,27.47,27.28,26.900000000000002,N/A,N/A -2012,7,9,3,30,101520,100370,99260,70.58,0,7.17,7.7700000000000005,7.91,7.98,8.03,8.06,8.09,8.11,8.13,178.9,178.76,178.67000000000002,178.59,178.51,178.42000000000002,178.35,178.27,178.13,28.810000000000002,28.46,28.29,28.09,27.900000000000002,27.71,27.51,27.32,26.94,N/A,N/A -2012,7,9,4,30,101500,100350,99240,73.5,0,7.71,8.370000000000001,8.5,8.56,8.6,8.620000000000001,8.63,8.63,8.620000000000001,174.01,174.12,174.22,174.33,174.42000000000002,174.53,174.63,174.73,174.94,28.73,28.37,28.19,27.990000000000002,27.8,27.61,27.41,27.22,26.84,N/A,N/A -2012,7,9,5,30,101540,100390,99280,68.88,0,6.99,7.5600000000000005,7.68,7.74,7.7700000000000005,7.8,7.8100000000000005,7.82,7.83,175.81,176.03,176.18,176.34,176.48,176.63,176.79,176.94,177.25,28.95,28.62,28.44,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,7,9,6,30,101520,100380,99270,70.62,0,6.72,7.3,7.43,7.5,7.55,7.58,7.61,7.62,7.640000000000001,186.61,186.73,186.81,186.91,187,187.09,187.19,187.28,187.47,28.91,28.55,28.38,28.18,27.98,27.79,27.59,27.41,27.02,N/A,N/A -2012,7,9,7,30,101540,100390,99280,74.17,0,6.88,7.44,7.5600000000000005,7.63,7.67,7.69,7.71,7.72,7.72,194.26,194.41,194.48000000000002,194.55,194.61,194.67000000000002,194.73000000000002,194.79,194.89000000000001,28.79,28.43,28.26,28.05,27.86,27.67,27.47,27.28,26.900000000000002,N/A,N/A -2012,7,9,8,30,101530,100390,99280,72.99,0,6.5200000000000005,7.0600000000000005,7.18,7.24,7.29,7.32,7.34,7.3500000000000005,7.37,203.24,203.24,203.26,203.29,203.31,203.34,203.37,203.4,203.47,28.82,28.47,28.3,28.1,27.91,27.72,27.52,27.330000000000002,26.95,N/A,N/A -2012,7,9,9,30,101530,100390,99280,73.72,0,6.78,7.2700000000000005,7.38,7.43,7.47,7.5,7.51,7.53,7.5600000000000005,205.49,205.67000000000002,205.76,205.86,205.95000000000002,206.04,206.14000000000001,206.24,206.44,28.8,28.45,28.28,28.09,27.900000000000002,27.72,27.52,27.34,26.97,N/A,N/A -2012,7,9,10,30,101550,100400,99290,76.26,0,5.91,6.28,6.36,6.4,6.43,6.45,6.46,6.47,6.5,210.83,211.20000000000002,211.44,211.68,211.91,212.13,212.35,212.56,213.01,28.75,28.400000000000002,28.240000000000002,28.04,27.86,27.67,27.48,27.3,26.93,N/A,N/A -2012,7,9,11,30,101560,100420,99300,78.93,0,5.79,6.23,6.33,6.38,6.43,6.45,6.48,6.49,6.51,217.16,217.23000000000002,217.34,217.48000000000002,217.6,217.72,217.85,217.98000000000002,218.23000000000002,28.77,28.42,28.25,28.05,27.86,27.67,27.48,27.29,26.91,N/A,N/A -2012,7,9,12,30,101560,100410,99300,71.47,0,5.12,5.63,5.75,5.83,5.88,5.93,5.96,5.99,6.03,226.14000000000001,226.34,226.58,226.83,227.07,227.31,227.54,227.76,228.22,29.29,28.96,28.8,28.6,28.41,28.22,28.03,27.85,27.47,N/A,N/A -2012,7,9,13,30,101530,100380,99270,78.17,0,5.71,6.04,6.08,6.07,6.05,6.0200000000000005,5.98,5.95,5.87,239.71,239.73000000000002,239.78,239.82,239.85,239.88,239.92000000000002,239.94,240.02,28.8,28.45,28.27,28.07,27.89,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,7,9,14,30,101550,100400,99290,75.98,0,5.07,5.51,5.62,5.69,5.75,5.79,5.82,5.8500000000000005,5.9,241.79,242.35,242.75,243.17000000000002,243.56,243.93,244.29,244.63,245.32,28.990000000000002,28.650000000000002,28.48,28.28,28.09,27.900000000000002,27.71,27.52,27.14,N/A,N/A -2012,7,9,15,30,101560,100420,99310,77.29,0,5.73,6.2,6.3100000000000005,6.38,6.42,6.46,6.48,6.51,6.54,266.67,266.12,265.64,265.14,264.7,264.29,263.91,263.55,262.89,29,28.66,28.490000000000002,28.3,28.11,27.92,27.73,27.54,27.17,N/A,N/A -2012,7,9,16,30,101530,100380,99270,78.66,1.1,3.48,3.97,4.21,4.43,4.63,4.83,5.03,5.21,5.58,235.96,234.92000000000002,234.46,234.07,233.86,233.77,233.92000000000002,234.17000000000002,235.19,28.22,27.92,27.79,27.64,27.5,27.37,27.240000000000002,27.12,26.86,N/A,N/A -2012,7,9,17,30,101490,100350,99240,72.48,0,5.55,5.92,5.97,5.98,5.98,5.96,5.94,5.92,5.86,220.63,220.56,220.6,220.61,220.61,220.61,220.6,220.59,220.55,29.240000000000002,28.900000000000002,28.73,28.54,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,7,9,18,30,101440,100300,99190,74.78,0,6.49,6.99,7.08,7.11,7.13,7.140000000000001,7.13,7.13,7.1000000000000005,221.63,221.70000000000002,221.75,221.79,221.83,221.86,221.9,221.94,222.02,29.23,28.89,28.72,28.51,28.330000000000002,28.14,27.94,27.76,27.38,N/A,N/A -2012,7,9,19,30,101420,100280,99170,74.03,0,7.92,8.64,8.8,8.870000000000001,8.93,8.97,8.99,9,9.02,222.78,222.89000000000001,223.02,223.14000000000001,223.24,223.33,223.41,223.49,223.64000000000001,29.32,28.990000000000002,28.82,28.62,28.44,28.25,28.05,27.87,27.490000000000002,N/A,N/A -2012,7,9,20,30,101410,100270,99160,73.85000000000001,0,8.07,8.75,8.88,8.94,8.97,8.99,8.99,8.99,8.97,235.59,235.4,235.17000000000002,234.92000000000002,234.68,234.43,234.17000000000002,233.91,233.34,29.05,28.71,28.54,28.34,28.16,27.97,27.79,27.61,27.25,N/A,N/A -2012,7,9,21,30,101350,100210,99100,73.18,0,6.3,6.84,6.99,7.09,7.17,7.24,7.3,7.36,7.47,220.89000000000001,220.61,220.61,220.62,220.63,220.65,220.68,220.71,220.8,29.04,28.71,28.55,28.36,28.18,28,27.810000000000002,27.64,27.28,N/A,N/A -2012,7,9,22,30,101350,100210,99100,72.71000000000001,0,5.57,6.04,6.15,6.21,6.26,6.29,6.3100000000000005,6.34,6.37,202.95000000000002,203.3,203.54,203.77,203.97,204.17000000000002,204.36,204.54,204.91,29.32,29,28.830000000000002,28.64,28.45,28.26,28.07,27.88,27.5,N/A,N/A -2012,7,9,23,30,101330,100190,99090,74.65,0,5.72,6.19,6.29,6.3500000000000005,6.4,6.43,6.46,6.49,6.53,200.03,200.26,200.44,200.64000000000001,200.83,201.02,201.22,201.41,201.84,29.18,28.85,28.69,28.5,28.310000000000002,28.12,27.93,27.75,27.38,N/A,N/A -2012,7,10,0,30,101290,100150,99040,74.82000000000001,0,6.87,7.43,7.55,7.61,7.65,7.67,7.69,7.7,7.72,202.8,202.81,202.82,202.86,202.91,202.96,203.03,203.09,203.25,29.240000000000002,28.92,28.76,28.560000000000002,28.38,28.19,28,27.82,27.45,N/A,N/A -2012,7,10,1,30,101310,100170,99060,73.2,0,6.65,7.19,7.3,7.3500000000000005,7.38,7.390000000000001,7.4,7.4,7.390000000000001,203.42000000000002,203.74,203.97,204.18,204.36,204.53,204.69,204.84,205.13,29.080000000000002,28.740000000000002,28.57,28.37,28.18,27.990000000000002,27.79,27.61,27.23,N/A,N/A -2012,7,10,2,30,101290,100150,99040,76.91,0,7.6000000000000005,8.31,8.47,8.57,8.63,8.67,8.700000000000001,8.72,8.74,215.54,215.68,215.72,215.73000000000002,215.74,215.75,215.73000000000002,215.71,215.67000000000002,28.94,28.580000000000002,28.41,28.21,28.02,27.830000000000002,27.63,27.45,27.060000000000002,N/A,N/A -2012,7,10,3,30,101320,100180,99070,77.07000000000001,0,7.25,7.84,7.98,8.06,8.13,8.18,8.22,8.25,8.31,210.9,210.87,210.95000000000002,211.06,211.16,211.27,211.38,211.48000000000002,211.70000000000002,28.91,28.560000000000002,28.39,28.19,28,27.810000000000002,27.62,27.43,27.05,N/A,N/A -2012,7,10,4,30,101340,100190,99090,74.96000000000001,0,9.28,10.09,10.25,10.32,10.35,10.370000000000001,10.370000000000001,10.370000000000001,10.35,216.99,216.4,216.22,216.06,215.94,215.84,215.77,215.70000000000002,215.61,29.150000000000002,28.810000000000002,28.64,28.44,28.26,28.07,27.88,27.7,27.32,N/A,N/A -2012,7,10,5,30,101290,100150,99040,74.72,0,9.05,9.870000000000001,10.06,10.16,10.22,10.26,10.290000000000001,10.32,10.34,214.28,214.38,214.39000000000001,214.38,214.37,214.33,214.29,214.25,214.15,29,28.66,28.490000000000002,28.29,28.1,27.91,27.72,27.53,27.150000000000002,N/A,N/A -2012,7,10,6,30,101310,100170,99060,75.8,0,9.46,10.5,10.76,10.92,11.040000000000001,11.120000000000001,11.18,11.22,11.290000000000001,211.63,212.03,212.18,212.3,212.39000000000001,212.47,212.53,212.59,212.67000000000002,28.91,28.580000000000002,28.41,28.2,28.01,27.82,27.63,27.44,27.05,N/A,N/A -2012,7,10,7,30,101290,100140,99040,67.84,0,8.97,9.870000000000001,10.07,10.18,10.27,10.32,10.370000000000001,10.4,10.450000000000001,218.38,218.58,218.67000000000002,218.76,218.84,218.91,218.99,219.06,219.19,29.16,28.85,28.68,28.48,28.3,28.11,27.91,27.73,27.35,N/A,N/A -2012,7,10,8,30,101280,100140,99030,71.28,0,9.02,9.98,10.21,10.35,10.46,10.53,10.59,10.64,10.71,222.78,223.04,223.17000000000002,223.28,223.38,223.46,223.53,223.6,223.72,29.09,28.77,28.59,28.400000000000002,28.2,28.01,27.82,27.63,27.25,N/A,N/A -2012,7,10,9,30,101320,100180,99070,67.76,0,8.98,9.85,10.05,10.17,10.25,10.3,10.34,10.370000000000001,10.41,228.03,228.23000000000002,228.32,228.41,228.49,228.57,228.64000000000001,228.71,228.85,29.19,28.88,28.72,28.52,28.330000000000002,28.14,27.95,27.76,27.38,N/A,N/A -2012,7,10,10,30,101310,100170,99060,66.8,0,7.930000000000001,8.75,8.94,9.07,9.16,9.24,9.3,9.35,9.43,228.55,228.91,229.1,229.28,229.45000000000002,229.6,229.75,229.89000000000001,230.15,29.22,28.91,28.740000000000002,28.55,28.36,28.17,27.97,27.79,27.400000000000002,N/A,N/A -2012,7,10,11,30,101350,100210,99100,72.49,0,9.16,10.16,10.41,10.56,10.66,10.73,10.78,10.81,10.86,234.1,234.35,234.47,234.57,234.65,234.72,234.78,234.85,234.95000000000002,29.02,28.69,28.52,28.32,28.13,27.94,27.740000000000002,27.560000000000002,27.17,N/A,N/A -2012,7,10,12,30,101360,100220,99110,71.85000000000001,0,8.4,9.27,9.47,9.59,9.67,9.73,9.77,9.81,9.85,231.8,231.97,232.11,232.23000000000002,232.32,232.41,232.48000000000002,232.55,232.66,29.03,28.7,28.53,28.330000000000002,28.14,27.95,27.75,27.560000000000002,27.18,N/A,N/A -2012,7,10,13,30,101380,100230,99130,73.73,0,7.86,8.620000000000001,8.82,8.94,9.02,9.08,9.13,9.17,9.23,228.84,229.47,229.78,230.07,230.34,230.58,230.82,231.03,231.46,28.96,28.64,28.47,28.27,28.080000000000002,27.89,27.69,27.51,27.13,N/A,N/A -2012,7,10,14,30,101390,100230,99120,77.2,12.8,11.91,12.81,12.96,13.01,13.030000000000001,13.02,13.02,13.01,13.02,266.42,265.61,265.49,265.23,264.87,264.45,263.87,263.28000000000003,261.83,26.75,26.310000000000002,26.16,26.02,25.88,25.76,25.64,25.53,25.310000000000002,N/A,N/A -2012,7,10,15,30,101400,100250,99130,83.36,0.4,9.040000000000001,9.69,9.82,9.86,9.88,9.88,9.88,9.870000000000001,9.91,227.33,228.64000000000001,229.48000000000002,230.4,231.3,232.24,233.37,234.52,238.05,26.78,26.330000000000002,26.16,25.98,25.810000000000002,25.66,25.51,25.37,25.150000000000002,N/A,N/A -2012,7,10,16,30,101350,100190,99080,81.65,0,9.85,10.68,10.82,10.870000000000001,10.870000000000001,10.85,10.8,10.75,10.620000000000001,226.15,226.29,226.56,226.85,227.18,227.51,227.93,228.35,229.63,26.88,26.41,26.22,26.03,25.84,25.67,25.5,25.34,25.03,N/A,N/A -2012,7,10,17,30,101320,100170,99050,81.4,0,10.81,11.71,11.870000000000001,11.92,11.94,11.92,11.88,11.83,11.700000000000001,207.9,207.82,207.73000000000002,207.58,207.42000000000002,207.25,207.05,206.86,206.43,27.060000000000002,26.580000000000002,26.38,26.17,25.98,25.79,25.59,25.41,25.04,N/A,N/A -2012,7,10,18,30,101400,100240,99130,81.77,0,11.02,12.07,12.290000000000001,12.4,12.47,12.51,12.52,12.530000000000001,12.52,225.84,226.05,226.16,226.3,226.43,226.57,226.72,226.86,227.20000000000002,26.8,26.29,26.09,25.87,25.68,25.48,25.29,25.11,24.740000000000002,N/A,N/A -2012,7,10,19,30,101460,100300,99180,88.43,0,10.13,10.950000000000001,11.14,11.23,11.290000000000001,11.33,11.36,11.38,11.4,231.01,231.26,231.46,231.68,231.9,232.12,232.35,232.58,233.1,26.080000000000002,25.55,25.330000000000002,25.12,24.92,24.73,24.53,24.35,23.97,N/A,N/A -2012,7,10,20,30,101410,100250,99120,89.81,37.7,9.99,10.86,11.09,11.22,11.32,11.4,11.46,11.52,11.620000000000001,235.03,234.95000000000002,234.94,234.94,234.94,234.94,234.96,234.98000000000002,235.04,25.3,24.76,24.560000000000002,24.36,24.18,24,23.830000000000002,23.67,23.35,N/A,N/A -2012,7,10,21,30,101360,100210,99080,76.82000000000001,2.2,8.99,9.74,9.950000000000001,10.07,10.17,10.25,10.32,10.39,10.53,232.38,232.58,232.70000000000002,232.81,232.92000000000002,233.02,233.14000000000001,233.25,233.49,26.150000000000002,25.650000000000002,25.45,25.25,25.05,24.87,24.68,24.5,24.14,N/A,N/A -2012,7,10,22,30,101290,100140,99020,65.93,0,5.34,5.7,5.79,5.84,5.88,5.91,5.93,5.95,5.99,238.92000000000002,239.25,239.49,239.71,239.92000000000002,240.1,240.29,240.47,240.84,27.46,27.060000000000002,26.88,26.67,26.48,26.29,26.09,25.91,25.53,N/A,N/A -2012,7,10,23,30,101240,100090,98980,75.72,0,4.57,4.82,4.86,4.89,4.9,4.91,4.92,4.93,4.94,194.73000000000002,195.31,195.69,196.08,196.47,196.86,197.29,197.68,198.63,26.990000000000002,26.59,26.400000000000002,26.2,26.01,25.82,25.63,25.44,25.07,N/A,N/A -2012,7,11,0,30,101240,100090,98980,78.06,0,5.32,5.68,5.7700000000000005,5.82,5.86,5.89,5.91,5.93,5.96,196.27,196.57,196.76,196.94,197.1,197.25,197.41,197.56,197.89000000000001,27.25,26.84,26.650000000000002,26.45,26.25,26.060000000000002,25.87,25.68,25.3,N/A,N/A -2012,7,11,1,30,101240,100090,98980,80.39,0,5.54,5.91,5.98,6.01,6.03,6.05,6.05,6.0600000000000005,6.07,190.5,190.97,191.25,191.54,191.81,192.08,192.37,192.64000000000001,193.24,27.43,27.03,26.85,26.64,26.45,26.26,26.07,25.88,25.5,N/A,N/A -2012,7,11,2,30,101230,100080,98970,78.58,0,6.01,6.38,6.45,6.49,6.5,6.51,6.51,6.51,6.49,190.64000000000001,190.82,190.98,191.17000000000002,191.35,191.54,191.77,191.99,192.55,27.71,27.32,27.14,26.94,26.75,26.57,26.38,26.2,25.84,N/A,N/A -2012,7,11,3,30,101290,100140,99030,72.72,0,7.0600000000000005,7.75,7.91,8.01,8.09,8.15,8.2,8.24,8.290000000000001,199.78,200.15,200.3,200.42000000000002,200.51,200.59,200.64000000000001,200.69,200.75,28.34,27.97,27.79,27.580000000000002,27.39,27.19,26.990000000000002,26.810000000000002,26.42,N/A,N/A -2012,7,11,4,30,101280,100140,99030,68.06,0,6.18,6.78,6.94,7.04,7.13,7.19,7.25,7.3,7.38,198.63,199.16,199.33,199.48000000000002,199.62,199.74,199.85,199.95000000000002,200.14000000000001,28.82,28.48,28.32,28.12,27.93,27.740000000000002,27.54,27.36,26.98,N/A,N/A -2012,7,11,5,30,101280,100140,99030,66.25,0,7.22,7.9,8.040000000000001,8.120000000000001,8.18,8.21,8.23,8.25,8.26,200.83,200.69,200.65,200.62,200.59,200.57,200.54,200.52,200.48000000000002,29.09,28.77,28.6,28.400000000000002,28.21,28.02,27.82,27.64,27.25,N/A,N/A -2012,7,11,6,30,101320,100170,99060,64.79,0,6.75,7.390000000000001,7.55,7.640000000000001,7.71,7.76,7.8,7.84,7.890000000000001,206.42000000000002,206.27,206.19,206.12,206.05,205.99,205.93,205.88,205.77,29.18,28.89,28.73,28.53,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,7,11,7,30,101340,100200,99090,65.41,0,7.45,8.13,8.27,8.35,8.4,8.44,8.47,8.49,8.52,206.22,206.24,206.25,206.28,206.3,206.33,206.36,206.38,206.44,29.1,28.8,28.64,28.44,28.26,28.07,27.87,27.69,27.310000000000002,N/A,N/A -2012,7,11,8,30,101350,100210,99100,65,0,7.01,7.73,7.9,8.01,8.09,8.15,8.19,8.23,8.290000000000001,208.55,208.63,208.64000000000001,208.62,208.6,208.57,208.54,208.5,208.43,29.2,28.91,28.740000000000002,28.55,28.36,28.18,27.98,27.8,27.42,N/A,N/A -2012,7,11,9,30,101370,100230,99120,67.97,0,6.93,7.6000000000000005,7.75,7.83,7.9,7.94,7.98,8.01,8.040000000000001,199.57,199.62,199.64000000000001,199.66,199.68,199.69,199.70000000000002,199.70000000000002,199.72,28.990000000000002,28.68,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,7,11,10,30,101400,100260,99150,69.66,0,7.3,7.99,8.14,8.23,8.290000000000001,8.33,8.36,8.38,8.41,209.02,208.75,208.54,208.33,208.15,207.98000000000002,207.81,207.66,207.35,28.94,28.62,28.45,28.26,28.07,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,7,11,11,30,101390,100250,99140,69.79,0,7.49,8.26,8.44,8.55,8.63,8.69,8.73,8.76,8.790000000000001,207.53,208.04,208.18,208.26,208.32,208.36,208.37,208.39000000000001,208.38,29.01,28.7,28.54,28.34,28.150000000000002,27.96,27.76,27.580000000000002,27.2,N/A,N/A -2012,7,11,12,30,101390,100250,99140,68.81,0,6.3500000000000005,6.94,7.07,7.15,7.21,7.26,7.3,7.33,7.390000000000001,208.24,208.11,208.09,208.08,208.08,208.07,208.08,208.08,208.09,29,28.69,28.52,28.32,28.13,27.94,27.740000000000002,27.560000000000002,27.18,N/A,N/A -2012,7,11,13,30,101380,100230,99130,71.81,0,5.9,6.42,6.55,6.63,6.68,6.73,6.76,6.79,6.8500000000000005,212.95000000000002,212.95000000000002,212.91,212.88,212.85,212.82,212.8,212.78,212.75,28.88,28.560000000000002,28.39,28.19,28.01,27.82,27.62,27.43,27.05,N/A,N/A -2012,7,11,14,30,101390,100250,99130,79.37,0.4,7.55,8.02,8.07,8.05,8.01,7.97,7.91,7.8500000000000005,7.73,232.46,232.22,231.92000000000002,231.59,231.24,230.87,230.43,230.01,228.94,27.810000000000002,27.42,27.240000000000002,27.05,26.87,26.68,26.5,26.32,25.97,N/A,N/A -2012,7,11,15,30,101410,100270,99160,75.36,0,5.13,5.49,5.5600000000000005,5.58,5.59,5.6000000000000005,5.59,5.59,5.5600000000000005,236.4,236.07,236.07,236.05,236.03,235.99,235.93,235.86,235.66,28.32,27.97,27.79,27.59,27.400000000000002,27.21,27.01,26.830000000000002,26.45,N/A,N/A -2012,7,11,16,30,101400,100260,99150,76.71000000000001,0,3.91,4.12,4.16,4.19,4.2,4.21,4.21,4.22,4.22,214.82,216.37,217.1,217.76,218.32,218.84,219.34,219.82,220.70000000000002,28.29,27.95,27.78,27.57,27.39,27.2,27,26.810000000000002,26.43,N/A,N/A -2012,7,11,17,30,101470,100310,99190,88.29,5.5,16.48,18.05,18.39,18.54,18.62,18.650000000000002,18.64,18.62,18.52,207.69,207.68,207.73000000000002,207.83,207.96,208.1,208.29,208.47,208.97,25.82,25.2,24.98,24.76,24.560000000000002,24.38,24.19,24.02,23.68,N/A,N/A -2012,7,11,18,30,101430,100270,99150,86.77,1.1,12.97,14.22,14.51,14.66,14.75,14.8,14.83,14.84,14.83,226.78,226.84,226.83,226.8,226.78,226.75,226.73000000000002,226.70000000000002,226.66,25.72,25.150000000000002,24.93,24.72,24.53,24.34,24.16,23.990000000000002,23.64,N/A,N/A -2012,7,11,19,30,101420,100260,99140,87.11,0,9.81,10.72,10.94,11.08,11.17,11.24,11.3,11.35,11.43,229.66,229.47,229.37,229.26,229.15,229.03,228.91,228.8,228.54,26.17,25.67,25.46,25.25,25.05,24.86,24.66,24.48,24.1,N/A,N/A -2012,7,11,20,30,101410,100260,99140,84.16,0,11.21,12.27,12.530000000000001,12.67,12.780000000000001,12.84,12.89,12.93,12.99,229.67000000000002,229.79,229.84,229.88,229.93,229.97,230.01,230.04,230.11,26.73,26.240000000000002,26.03,25.810000000000002,25.61,25.42,25.22,25.03,24.650000000000002,N/A,N/A -2012,7,11,21,30,101370,100220,99110,79.61,0,11.450000000000001,12.61,12.91,13.09,13.21,13.31,13.38,13.43,13.51,228.21,228.53,228.74,228.92000000000002,229.07,229.21,229.34,229.45000000000002,229.67000000000002,27.29,26.830000000000002,26.63,26.42,26.21,26.02,25.82,25.63,25.240000000000002,N/A,N/A -2012,7,11,22,30,101350,100200,99080,84.41,0,8.25,8.97,9.16,9.28,9.370000000000001,9.44,9.5,9.56,9.65,211.64000000000001,211.71,211.78,211.84,211.9,211.95000000000002,212.01,212.06,212.18,26.34,25.87,25.67,25.47,25.27,25.080000000000002,24.89,24.71,24.330000000000002,N/A,N/A -2012,7,11,23,30,101280,100130,99020,83.91,0,5.04,5.48,5.62,5.73,5.83,5.91,5.98,6.05,6.18,226.12,225.16,224.72,224.32,223.96,223.62,223.3,223.01,222.44,26.990000000000002,26.59,26.41,26.2,26.02,25.830000000000002,25.63,25.45,25.080000000000002,N/A,N/A -2012,7,12,0,30,101250,100100,98990,79.27,0,4.78,5.08,5.14,5.17,5.19,5.2,5.21,5.21,5.22,213.94,214.04,214.06,214.1,214.13,214.16,214.20000000000002,214.25,214.37,27.55,27.17,26.990000000000002,26.78,26.6,26.400000000000002,26.21,26.03,25.650000000000002,N/A,N/A -2012,7,12,1,30,101230,100080,98970,78.8,0,3.99,4.22,4.2700000000000005,4.3,4.32,4.34,4.36,4.38,4.42,225.28,225.55,225.71,225.86,226.02,226.18,226.34,226.51,226.9,27.87,27.51,27.330000000000002,27.14,26.95,26.76,26.57,26.39,26.03,N/A,N/A -2012,7,12,2,30,101250,100100,98990,74.60000000000001,0,4.53,4.84,4.92,4.97,5,5.03,5.0600000000000005,5.08,5.13,232.3,232.27,232.34,232.4,232.45000000000002,232.5,232.54,232.59,232.68,28.21,27.86,27.69,27.490000000000002,27.3,27.11,26.92,26.740000000000002,26.36,N/A,N/A -2012,7,12,3,30,101320,100170,99060,73.88,0,4.7700000000000005,5.1000000000000005,5.17,5.2,5.23,5.25,5.26,5.2700000000000005,5.29,211.36,211.12,210.99,210.87,210.76,210.66,210.56,210.47,210.28,28.42,28.080000000000002,27.900000000000002,27.7,27.51,27.32,27.12,26.94,26.560000000000002,N/A,N/A -2012,7,12,4,30,101320,100170,99060,72.34,0,4.46,4.73,4.78,4.8,4.8100000000000005,4.8100000000000005,4.8100000000000005,4.8100000000000005,4.8,181.32,181.46,181.59,181.71,181.82,181.92000000000002,182.02,182.11,182.3,28.43,28.09,27.92,27.72,27.53,27.34,27.14,26.96,26.580000000000002,N/A,N/A -2012,7,12,5,30,101310,100160,99050,74.13,0,5.3,5.68,5.76,5.8,5.82,5.84,5.8500000000000005,5.86,5.87,173.07,173.18,173.23,173.28,173.32,173.36,173.41,173.46,173.57,28.490000000000002,28.150000000000002,27.98,27.78,27.6,27.400000000000002,27.21,27.03,26.650000000000002,N/A,N/A -2012,7,12,6,30,101310,100160,99050,78.51,0,7.640000000000001,8.3,8.44,8.52,8.56,8.59,8.61,8.620000000000001,8.620000000000001,172.31,172.3,172.31,172.32,172.33,172.34,172.35,172.35,172.38,28.37,28.02,27.85,27.650000000000002,27.46,27.27,27.07,26.89,26.51,N/A,N/A -2012,7,12,7,30,101350,100210,99100,77.8,0,7.88,8.58,8.76,8.84,8.91,8.94,8.97,8.99,9.01,170.96,171.13,171.19,171.25,171.3,171.36,171.4,171.45000000000002,171.55,28.45,28.11,27.94,27.740000000000002,27.560000000000002,27.37,27.18,26.990000000000002,26.61,N/A,N/A -2012,7,12,8,30,101350,100200,99100,79.04,0,7.7700000000000005,8.48,8.66,8.76,8.83,8.88,8.93,8.96,9.01,175.06,175.18,175.24,175.28,175.32,175.36,175.4,175.43,175.5,28.43,28.09,27.92,27.72,27.54,27.35,27.150000000000002,26.97,26.59,N/A,N/A -2012,7,12,9,30,101310,100170,99060,78.93,0,8.83,9.67,9.870000000000001,9.98,10.06,10.11,10.14,10.17,10.200000000000001,179.13,179.19,179.22,179.25,179.29,179.32,179.35,179.37,179.44,28.47,28.13,27.95,27.75,27.560000000000002,27.37,27.18,26.990000000000002,26.61,N/A,N/A -2012,7,12,10,30,101300,100160,99050,82.55,0,8.88,9.75,9.96,10.08,10.17,10.23,10.28,10.31,10.35,176.55,176.59,176.64000000000001,176.69,176.73,176.76,176.79,176.82,176.89000000000001,28.36,28,27.830000000000002,27.62,27.43,27.240000000000002,27.04,26.85,26.47,N/A,N/A -2012,7,12,11,30,101290,100150,99040,76.94,0,10.34,11.33,11.57,11.69,11.77,11.82,11.86,11.89,11.93,177,177.62,177.85,178.06,178.23,178.39000000000001,178.55,178.70000000000002,179,28.61,28.28,28.11,27.92,27.73,27.54,27.36,27.17,26.8,N/A,N/A -2012,7,12,12,30,101270,100120,99020,80.39,0,8.67,9.51,9.72,9.85,9.94,10,10.05,10.09,10.14,175.85,175.74,175.62,175.54,175.48,175.44,175.41,175.39000000000001,175.36,28.51,28.17,28,27.8,27.61,27.42,27.22,27.04,26.66,N/A,N/A -2012,7,12,13,30,101450,100290,99160,92.35000000000001,52.400000000000006,17.52,19.23,19.59,19.81,19.94,20.04,20.09,20.13,20.17,216.41,217.68,218.15,218.56,218.91,219.21,219.49,219.74,220.19,25.01,24.36,24.12,23.89,23.68,23.490000000000002,23.29,23.11,22.740000000000002,N/A,N/A -2012,7,12,14,30,101520,100360,99230,95.51,124.5,9,10.02,10.32,10.56,10.76,10.94,11.120000000000001,11.28,11.68,219.35,219.77,219.99,220.21,220.41,220.62,220.84,221.05,221.57,24.42,23.87,23.67,23.47,23.29,23.12,22.95,22.79,22.47,N/A,N/A -2012,7,12,15,30,101550,100390,99270,94.07000000000001,41.400000000000006,8.59,9.34,9.5,9.58,9.63,9.66,9.68,9.69,9.69,218.35,218.17000000000002,218.12,218.07,218.01,217.96,217.89000000000001,217.82,217.66,24.990000000000002,24.46,24.25,24.04,23.85,23.67,23.48,23.3,22.95,N/A,N/A -2012,7,12,16,30,101540,100370,99250,89.66,14.600000000000001,8.63,9.26,9.38,9.44,9.48,9.49,9.51,9.51,9.52,206.68,206.9,207.02,207.14000000000001,207.26,207.38,207.51,207.64000000000001,207.94,24.87,24.330000000000002,24.13,23.92,23.73,23.54,23.36,23.18,22.84,N/A,N/A -2012,7,12,17,30,101510,100350,99220,87.49,0,7.44,7.930000000000001,8.040000000000001,8.08,8.11,8.13,8.15,8.16,8.18,187.42000000000002,187.73,187.91,188.11,188.32,188.53,188.79,189.05,189.76,24.830000000000002,24.310000000000002,24.1,23.89,23.7,23.51,23.32,23.150000000000002,22.79,N/A,N/A -2012,7,12,18,30,101460,100300,99180,86.82000000000001,1.5,6.26,6.67,6.75,6.79,6.8100000000000005,6.82,6.82,6.83,6.84,173.59,173.70000000000002,173.8,173.9,174.02,174.14000000000001,174.29,174.45000000000002,174.89000000000001,25.55,25.080000000000002,24.89,24.68,24.490000000000002,24.310000000000002,24.12,23.94,23.59,N/A,N/A -2012,7,12,19,30,101440,100290,99170,82.53,0,4.0600000000000005,4.28,4.32,4.3500000000000005,4.37,4.39,4.4,4.41,4.43,194.39000000000001,194.93,195.17000000000002,195.44,195.73000000000002,196.04,196.4,196.75,197.71,26.25,25.84,25.650000000000002,25.44,25.25,25.060000000000002,24.87,24.69,24.32,N/A,N/A -2012,7,12,20,30,101460,100300,99190,79.9,0,3.31,3.48,3.52,3.5500000000000003,3.5700000000000003,3.6,3.61,3.63,3.66,236.41,235.22,234.55,233.88,233.27,232.69,232.1,231.54,230.42000000000002,26.98,26.6,26.42,26.21,26.02,25.830000000000002,25.63,25.45,25.07,N/A,N/A -2012,7,12,21,30,101430,100280,99170,78.19,0,2.24,2.32,2.33,2.33,2.34,2.33,2.33,2.33,2.33,199.49,200.62,201.32,202.01,202.62,203.20000000000002,203.76,204.28,205.31,27.330000000000002,26.96,26.78,26.580000000000002,26.38,26.19,25.990000000000002,25.810000000000002,25.42,N/A,N/A -2012,7,12,22,30,101430,100280,99170,79.19,0,3.54,3.7,3.71,3.7,3.69,3.68,3.67,3.65,3.62,181.29,181.63,181.88,182.16,182.41,182.64000000000001,182.89000000000001,183.13,183.64000000000001,27.400000000000002,27.03,26.85,26.64,26.45,26.26,26.060000000000002,25.88,25.490000000000002,N/A,N/A -2012,7,12,23,30,101480,100330,99210,80.67,0,11.9,13.06,13.25,13.3,13.3,13.26,13.200000000000001,13.14,12.96,224.74,225.6,225.68,225.65,225.59,225.5,225.39000000000001,225.27,224.99,26.93,26.44,26.240000000000002,26.02,25.82,25.63,25.43,25.25,24.87,N/A,N/A -2012,7,13,0,30,101350,100190,99060,85.11,0,8.72,9.31,9.41,9.44,9.450000000000001,9.450000000000001,9.450000000000001,9.450000000000001,9.58,223.4,223.58,223.75,223.92000000000002,224.11,224.31,224.58,224.86,226.02,25.12,24.61,24.41,24.22,24.04,23.88,23.72,23.57,23.35,N/A,N/A -2012,7,13,1,30,101250,100100,98980,75.97,0,7.71,8.22,8.31,8.34,8.36,8.36,8.370000000000001,8.38,8.58,184.17000000000002,184.25,184.44,184.70000000000002,185.02,185.37,185.91,186.48,189.92000000000002,26.78,26.36,26.18,26,25.830000000000002,25.66,25.51,25.37,25.19,N/A,N/A -2012,7,13,2,30,101250,100100,98990,80.18,0,4.57,4.75,4.76,4.73,4.69,4.65,4.6000000000000005,4.54,4.4,146.38,146.85,147.21,147.62,148.07,148.57,149.25,149.96,153.16,26.71,26.310000000000002,26.13,25.94,25.75,25.57,25.39,25.22,24.900000000000002,N/A,N/A -2012,7,13,3,30,101310,100160,99050,78.08,0,3.77,3.92,3.93,3.92,3.9,3.88,3.85,3.8200000000000003,3.7600000000000002,154,154.67000000000002,155.08,155.55,156.09,156.68,157.48,158.32,161.72,27.29,26.92,26.75,26.560000000000002,26.38,26.19,26.01,25.84,25.53,N/A,N/A -2012,7,13,4,30,101320,100170,99060,81,0,6.1000000000000005,6.5600000000000005,6.65,6.7,6.72,6.73,6.74,6.74,6.72,169.73,169.75,169.81,169.88,169.94,170,170.08,170.15,170.34,27.8,27.42,27.25,27.04,26.85,26.66,26.47,26.28,25.91,N/A,N/A -2012,7,13,5,30,101340,100190,99080,81.47,0,6.59,7.1000000000000005,7.21,7.2700000000000005,7.3,7.32,7.33,7.34,7.34,168.85,169.15,169.3,169.49,169.66,169.84,170.02,170.21,170.63,27.95,27.580000000000002,27.400000000000002,27.2,27.01,26.82,26.63,26.44,26.060000000000002,N/A,N/A -2012,7,13,6,30,101380,100230,99130,84.26,0,6.0600000000000005,6.5200000000000005,6.63,6.69,6.73,6.75,6.7700000000000005,6.78,6.8,163.09,163.21,163.28,163.36,163.43,163.5,163.58,163.66,163.82,27.94,27.580000000000002,27.41,27.21,27.02,26.82,26.63,26.44,26.060000000000002,N/A,N/A -2012,7,13,7,30,101420,100270,99160,84.13,0,5.71,6.16,6.26,6.33,6.38,6.41,6.44,6.46,6.5,170.78,170.88,170.91,170.93,170.95000000000002,170.97,170.99,171.01,171.05,28.09,27.75,27.57,27.37,27.18,26.990000000000002,26.8,26.61,26.23,N/A,N/A -2012,7,13,8,30,101430,100280,99170,84.8,0,6.3500000000000005,6.91,7.03,7.11,7.16,7.2,7.22,7.24,7.25,181.59,181.52,181.52,181.54,181.56,181.59,181.62,181.64000000000001,181.71,28.240000000000002,27.89,27.72,27.51,27.32,27.13,26.93,26.740000000000002,26.36,N/A,N/A -2012,7,13,9,30,101400,100260,99150,73.91,0,6.87,7.73,7.99,8.19,8.370000000000001,8.52,8.67,8.8,9.040000000000001,218.38,217.21,216.56,216.05,215.64000000000001,215.3,215.03,214.8,214.46,28.52,28.22,28.05,27.87,27.68,27.5,27.32,27.14,26.78,N/A,N/A -2012,7,13,10,30,101420,100270,99160,79.32000000000001,0,9.34,10.27,10.49,10.620000000000001,10.71,10.78,10.82,10.86,10.91,216.41,216.85,217.03,217.22,217.39000000000001,217.55,217.71,217.86,218.16,28.37,28.04,27.87,27.67,27.48,27.29,27.1,26.91,26.53,N/A,N/A -2012,7,13,11,30,101420,100270,99170,78.54,0,8.83,9.77,9.99,10.13,10.22,10.290000000000001,10.34,10.38,10.42,232.29,232.13,232.07,232.02,231.97,231.92000000000002,231.88,231.85,231.78,28.580000000000002,28.26,28.09,27.89,27.7,27.51,27.32,27.13,26.75,N/A,N/A -2012,7,13,12,30,101430,100280,99170,72.83,0,9.16,10.09,10.28,10.39,10.46,10.5,10.53,10.540000000000001,10.56,239.99,239.95000000000002,239.89000000000001,239.83,239.78,239.74,239.70000000000002,239.66,239.59,28.73,28.43,28.26,28.07,27.88,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,7,13,13,30,101500,100360,99240,76.63,0,7.8,8.55,8.75,8.86,8.94,9,9.040000000000001,9.08,9.120000000000001,239.53,239.56,239.64000000000001,239.72,239.79,239.86,239.93,239.99,240.1,28.6,28.3,28.14,27.94,27.76,27.57,27.38,27.19,26.810000000000002,N/A,N/A -2012,7,13,14,30,101510,100360,99250,73.68,0,7.57,8.36,8.540000000000001,8.66,8.75,8.82,8.870000000000001,8.92,9,249.24,249.01000000000002,248.88,248.73000000000002,248.58,248.43,248.28,248.13,247.82,28.92,28.63,28.47,28.27,28.09,27.900000000000002,27.71,27.53,27.150000000000002,N/A,N/A -2012,7,13,15,30,101510,100360,99250,74.99,0,8.07,8.870000000000001,9.05,9.16,9.23,9.290000000000001,9.33,9.36,9.4,242.87,243.35,243.62,243.88,244.1,244.32,244.53,244.73000000000002,245.12,28.77,28.46,28.3,28.1,27.91,27.72,27.53,27.34,26.96,N/A,N/A -2012,7,13,16,30,101540,100390,99280,77.04,0,5.63,6.11,6.24,6.33,6.390000000000001,6.45,6.49,6.53,6.61,260.74,260,259.53000000000003,259.04,258.59000000000003,258.17,257.75,257.36,256.56,28.6,28.29,28.12,27.93,27.740000000000002,27.560000000000002,27.36,27.18,26.810000000000002,N/A,N/A -2012,7,13,17,30,101490,100340,99240,74.59,0,6.38,6.91,7.0200000000000005,7.0600000000000005,7.09,7.1000000000000005,7.1000000000000005,7.1000000000000005,7.08,215.95000000000002,216.5,216.78,217.03,217.24,217.43,217.62,217.79,218.13,28.87,28.560000000000002,28.39,28.2,28.01,27.830000000000002,27.63,27.45,27.07,N/A,N/A -2012,7,13,18,30,101490,100350,99240,76.19,0,6.07,6.6000000000000005,6.7,6.75,6.7700000000000005,6.78,6.78,6.78,6.75,211.56,211.77,211.94,212.08,212.20000000000002,212.3,212.39000000000001,212.48000000000002,212.66,28.93,28.62,28.46,28.27,28.080000000000002,27.89,27.7,27.51,27.14,N/A,N/A -2012,7,13,19,30,101530,100380,99270,82.64,0.4,5.04,5.4,5.2700000000000005,5.11,4.94,4.78,4.6000000000000005,4.43,4.08,1.25,0.9400000000000001,0.44,359.78000000000003,359.01,358.2,357.18,356.22,353.7,27.46,27.080000000000002,26.91,26.73,26.560000000000002,26.38,26.21,26.05,25.72,N/A,N/A -2012,7,13,20,30,101650,100480,99340,92.01,142.8,10.120000000000001,10.89,11.040000000000001,11.07,11.07,11.040000000000001,10.99,10.93,10.75,35.01,34.660000000000004,34.230000000000004,33.76,33.28,32.8,32.230000000000004,31.7,30.34,23.69,23.06,22.84,22.62,22.42,22.23,22.04,21.87,21.51,N/A,N/A -2012,7,13,21,30,101600,100430,99300,89.31,0,7.59,8.07,8.18,8.23,8.26,8.27,8.27,8.28,8.290000000000001,31.61,30.86,30.52,30.11,29.67,29.21,28.64,28.080000000000002,26.54,23.92,23.37,23.16,22.96,22.77,22.59,22.41,22.25,21.93,N/A,N/A -2012,7,13,22,30,101570,100410,99280,88.32000000000001,23.400000000000002,4.98,5.36,5.51,5.65,5.84,6.05,6.47,6.92,7.59,298.96,300.48,301.56,302.76,304.31,306.06,308.7,311.5,313.79,24.11,23.66,23.490000000000002,23.330000000000002,23.2,23.1,23.1,23.13,23.55,N/A,N/A -2012,7,13,23,30,101460,100300,99180,82.22,0.7000000000000001,7.04,7.3500000000000005,7.36,7.3100000000000005,7.25,7.19,7.13,7.08,6.94,216.33,217.14000000000001,217.55,218.09,218.78,219.55,220.95000000000002,222.39000000000001,228.32,24.89,24.42,24.240000000000002,24.07,23.91,23.77,23.67,23.6,23.900000000000002,N/A,N/A -2012,7,14,0,30,101330,100170,99050,73.87,0,6.61,7.0200000000000005,7.12,7.16,7.19,7.21,7.24,7.26,7.3,240.12,239.84,239.65,239.41,239.12,238.8,238.3,237.76,236.14000000000001,26.51,26.11,25.95,25.78,25.63,25.490000000000002,25.37,25.26,25.16,N/A,N/A -2012,7,14,1,30,101340,100190,99070,78.60000000000001,0,1.6300000000000001,1.79,1.84,1.9000000000000001,1.95,2,2.06,2.11,2.35,256.56,257.32,257.87,258.44,258.98,259.51,260.08,260.65,262.4,26.76,26.39,26.22,26.02,25.830000000000002,25.64,25.44,25.26,24.87,N/A,N/A -2012,7,14,2,30,101410,100260,99140,77.4,0,3.36,3.5500000000000003,3.59,3.62,3.63,3.65,3.66,3.67,3.69,283.72,283.44,283.27,283.13,283.03000000000003,282.96,282.94,282.95,282.93,27.54,27.18,27,26.8,26.61,26.42,26.22,26.04,25.650000000000002,N/A,N/A -2012,7,14,3,30,101390,100240,99130,75.28,0,0.99,0.97,0.9500000000000001,0.92,0.92,0.92,1.01,1.1500000000000001,1.82,327.23,319.56,314.63,308.03000000000003,300.18,290.93,278.28000000000003,263.47,242.82,27.69,27.37,27.21,27.02,26.85,26.68,26.52,26.38,26.13,N/A,N/A -2012,7,14,4,30,101400,100260,99150,73.78,0,2.92,3.0700000000000003,3.09,3.09,3.08,3.0700000000000003,3.0700000000000003,3.06,3.04,202.17000000000002,201.63,201.45000000000002,201.25,201.08,200.91,200.74,200.58,200.23000000000002,27.990000000000002,27.650000000000002,27.48,27.28,27.09,26.900000000000002,26.71,26.52,26.13,N/A,N/A -2012,7,14,5,30,101420,100270,99150,75.72,0,4.07,4.2,4.17,4.12,4.07,4.0200000000000005,3.96,3.91,3.79,169.35,168.44,168,167.54,167.09,166.64000000000001,166.16,165.71,164.73,27.650000000000002,27.3,27.13,26.94,26.75,26.560000000000002,26.37,26.19,25.82,N/A,N/A -2012,7,14,6,30,101410,100260,99150,79.33,0,4.05,4.3500000000000005,4.43,4.49,4.53,4.5600000000000005,4.59,4.61,4.65,163.43,164.07,164.34,164.57,164.77,164.94,165.1,165.25,165.53,27.53,27.18,27,26.8,26.61,26.42,26.22,26.03,25.650000000000002,N/A,N/A -2012,7,14,7,30,101450,100310,99190,84.63,0,4.74,5.0600000000000005,5.13,5.16,5.19,5.2,5.21,5.22,5.22,170.11,170.46,170.69,170.91,171.1,171.28,171.47,171.64000000000001,171.99,27.5,27.14,26.96,26.76,26.57,26.38,26.18,25.990000000000002,25.61,N/A,N/A -2012,7,14,8,30,101490,100340,99230,83.86,0,3.98,4.28,4.3500000000000005,4.41,4.45,4.49,4.5200000000000005,4.54,4.59,182.58,182.83,182.96,183.07,183.16,183.25,183.33,183.41,183.57,27.63,27.29,27.12,26.92,26.73,26.54,26.34,26.16,25.77,N/A,N/A -2012,7,14,9,30,101500,100350,99240,79.39,0,4.58,4.9,4.97,5,5.0200000000000005,5.03,5.04,5.05,5.0600000000000005,202.79,202.92000000000002,202.9,202.85,202.8,202.75,202.69,202.63,202.48000000000002,27.85,27.52,27.35,27.150000000000002,26.96,26.77,26.580000000000002,26.39,26.01,N/A,N/A -2012,7,14,10,30,101520,100370,99260,73.83,0,4.5600000000000005,4.84,4.89,4.91,4.92,4.92,4.92,4.92,4.91,202.87,203.6,204.02,204.42000000000002,204.8,205.15,205.51,205.84,206.51,28.1,27.78,27.61,27.41,27.23,27.04,26.84,26.66,26.28,N/A,N/A -2012,7,14,11,30,101560,100410,99290,82.3,0,4.1,4.37,4.43,4.47,4.5,4.51,4.53,4.54,4.5600000000000005,214.58,214.08,213.89000000000001,213.73000000000002,213.6,213.48000000000002,213.38,213.29,213.12,27.75,27.42,27.25,27.05,26.86,26.67,26.48,26.29,25.91,N/A,N/A -2012,7,14,12,30,101590,100430,99310,87.03,0,8.870000000000001,9.4,9.41,9.34,9.24,9.120000000000001,8.97,8.82,8.43,228.72,229.25,229.25,229.21,229.15,229.09,229,228.91,228.71,25.69,25.22,25.03,24.830000000000002,24.650000000000002,24.48,24.3,24.14,23.82,N/A,N/A -2012,7,14,13,30,101580,100420,99300,75.28,0,2.88,3.0100000000000002,3.31,4.17,4.73,5.08,5.37,5.65,6.09,270.82,266.33,260.79,249.34,243.83,242.69,241.84,241.14000000000001,240.37,26.35,26.060000000000002,26.080000000000002,26.330000000000002,26.39,26.35,26.240000000000002,26.13,25.87,N/A,N/A -2012,7,14,14,30,101640,100490,99370,82.16,0,1.54,1.6,1.62,1.67,1.83,2.14,2.49,2.87,3.45,312.49,308.24,305.3,300.79,293.99,283.86,277.85,274.03000000000003,273.56,26.42,26.07,25.91,25.73,25.62,25.560000000000002,25.52,25.490000000000002,25.44,N/A,N/A -2012,7,14,15,30,101640,100490,99370,81.48,0,2.05,2.21,2.25,2.2800000000000002,2.32,2.35,2.38,2.41,2.48,260.28000000000003,259.86,259.71,259.55,259.38,259.21,259.01,258.8,258.22,26.990000000000002,26.62,26.45,26.25,26.060000000000002,25.87,25.67,25.490000000000002,25.12,N/A,N/A -2012,7,14,16,30,101630,100480,99360,79.21000000000001,0,0.43,0.45,0.47000000000000003,0.48,0.5,0.53,0.58,0.65,0.98,351.08,350.67,349.79,348.6,346.91,344.68,341.15000000000003,336.99,322.8,27.22,26.87,26.7,26.51,26.34,26.16,26,25.86,25.68,N/A,N/A -2012,7,14,17,30,101610,100460,99350,80.99,0,1.4000000000000001,1.42,1.4000000000000001,1.3800000000000001,1.36,1.33,1.31,1.28,1.21,57.53,58.49,58.69,58.9,59.13,59.370000000000005,59.620000000000005,59.88,60.53,27.41,27.05,26.87,26.67,26.48,26.29,26.1,25.92,25.54,N/A,N/A -2012,7,14,18,30,101580,100420,99310,79.23,0,2.08,2.14,2.14,2.13,2.11,2.1,2.08,2.07,2.04,123.60000000000001,124.95,125.73,126.58,127.42,128.27,129.26,130.21,132.61,27.66,27.29,27.11,26.92,26.73,26.54,26.34,26.16,25.79,N/A,N/A -2012,7,14,19,30,101580,100430,99320,76.66,0,1.72,1.8,1.81,1.81,1.82,1.82,1.82,1.83,1.83,166.55,167.84,168.66,169.5,170.29,171.07,171.9,172.69,174.52,27.97,27.6,27.43,27.22,27.03,26.84,26.650000000000002,26.46,26.080000000000002,N/A,N/A -2012,7,14,20,30,101520,100370,99260,77.24,0,3.66,3.88,3.92,3.95,3.97,3.99,4,4.0200000000000005,4.04,184.24,185.19,185.70000000000002,186.20000000000002,186.64000000000001,187.06,187.48,187.87,188.66,28.16,27.8,27.62,27.42,27.23,27.03,26.84,26.650000000000002,26.27,N/A,N/A -2012,7,14,21,30,101490,100340,99230,78.9,0,3.63,3.85,3.89,3.91,3.92,3.93,3.94,3.94,3.95,198.07,198.41,198.63,198.83,198.99,199.15,199.29,199.41,199.64000000000001,28.19,27.830000000000002,27.66,27.46,27.27,27.080000000000002,26.88,26.7,26.310000000000002,N/A,N/A -2012,7,14,22,30,101470,100320,99210,81.12,0,4.17,4.43,4.47,4.49,4.5,4.5,4.5,4.5,4.5,184.88,185.56,186.14000000000001,186.70000000000002,187.20000000000002,187.67000000000002,188.15,188.61,189.53,28.09,27.75,27.580000000000002,27.38,27.19,27,26.8,26.62,26.240000000000002,N/A,N/A -2012,7,14,23,30,101440,100290,99180,81.26,0,4.1,4.37,4.42,4.44,4.46,4.47,4.48,4.48,4.49,168.20000000000002,168.57,168.78,168.98,169.18,169.38,169.6,169.8,170.29,28.09,27.76,27.59,27.39,27.2,27.01,26.82,26.63,26.25,N/A,N/A -2012,7,15,0,30,101450,100310,99200,80.72,0,3.33,3.5500000000000003,3.6,3.63,3.65,3.66,3.67,3.68,3.7,173.12,173.52,173.68,173.84,173.97,174.1,174.23,174.36,174.65,28.22,27.91,27.740000000000002,27.54,27.36,27.17,26.97,26.79,26.41,N/A,N/A -2012,7,15,1,30,101430,100290,99180,81.07000000000001,0,3.71,3.95,3.99,4,4.01,4.01,4.01,4,3.99,182.12,182.21,182.35,182.52,182.69,182.86,183.05,183.25,183.68,28.19,27.88,27.71,27.52,27.330000000000002,27.14,26.95,26.76,26.38,N/A,N/A -2012,7,15,2,30,101480,100330,99220,80.72,0,3.5,3.72,3.77,3.79,3.8000000000000003,3.81,3.81,3.81,3.81,175.1,175.59,175.88,176.17000000000002,176.42000000000002,176.67000000000002,176.9,177.12,177.56,28.17,27.86,27.69,27.490000000000002,27.3,27.11,26.92,26.73,26.35,N/A,N/A -2012,7,15,3,30,101490,100340,99230,83.93,0,3.04,3.2,3.22,3.22,3.22,3.21,3.2,3.19,3.17,200.4,200,199.74,199.45000000000002,199.16,198.88,198.59,198.31,197.69,27.98,27.650000000000002,27.48,27.28,27.1,26.91,26.71,26.52,26.14,N/A,N/A -2012,7,15,4,30,101470,100320,99210,84.01,0,3.67,3.89,3.93,3.95,3.96,3.97,3.97,3.97,3.97,177.02,177.48,177.68,177.88,178.06,178.24,178.41,178.57,178.91,27.88,27.55,27.38,27.18,26.990000000000002,26.8,26.6,26.42,26.03,N/A,N/A -2012,7,15,5,30,101480,100330,99220,83.98,0,3.98,4.24,4.29,4.3100000000000005,4.33,4.34,4.3500000000000005,4.3500000000000005,4.3500000000000005,165.39000000000001,165.87,166.02,166.18,166.33,166.48,166.64000000000001,166.79,167.1,27.85,27.52,27.35,27.150000000000002,26.96,26.77,26.57,26.38,26,N/A,N/A -2012,7,15,6,30,101480,100330,99220,85.29,0,3.27,3.48,3.5300000000000002,3.5700000000000003,3.6,3.62,3.64,3.67,3.72,169.9,170.82,171.55,172.26,172.9,173.52,174.14000000000001,174.74,175.99,27.830000000000002,27.5,27.34,27.14,26.96,26.77,26.59,26.41,26.04,N/A,N/A -2012,7,15,7,30,101540,100390,99280,84.65,0,3.79,4.04,4.08,4.1,4.11,4.11,4.11,4.11,4.1,192.22,192.61,192.85,193.07,193.27,193.44,193.62,193.78,194.1,27.97,27.63,27.46,27.26,27.07,26.88,26.68,26.5,26.12,N/A,N/A -2012,7,15,8,30,101520,100370,99260,85.14,0,4.61,4.96,5.05,5.11,5.16,5.2,5.24,5.2700000000000005,5.33,192.38,193.63,194.38,195.1,195.71,196.27,196.8,197.28,198.18,27.95,27.62,27.46,27.26,27.080000000000002,26.89,26.7,26.52,26.14,N/A,N/A -2012,7,15,9,30,101540,100390,99280,84.47,0,5.29,5.66,5.73,5.76,5.78,5.8,5.8,5.8,5.8,207.98000000000002,207.83,207.87,207.96,208.06,208.17000000000002,208.29,208.41,208.66,27.89,27.55,27.38,27.18,26.990000000000002,26.8,26.6,26.42,26.04,N/A,N/A -2012,7,15,10,30,101570,100420,99310,82.69,0,5.73,6.15,6.23,6.2700000000000005,6.29,6.3,6.3,6.3,6.28,215.33,215.82,216.09,216.35,216.6,216.83,217.06,217.27,217.73000000000002,27.96,27.61,27.44,27.240000000000002,27.05,26.86,26.67,26.48,26.1,N/A,N/A -2012,7,15,11,30,101610,100460,99350,82.65,0,5.37,5.7700000000000005,5.87,5.91,5.94,5.96,5.97,5.98,5.98,233.39000000000001,233.35,233.34,233.31,233.27,233.24,233.20000000000002,233.16,233.07,27.96,27.62,27.45,27.25,27.060000000000002,26.86,26.67,26.48,26.1,N/A,N/A -2012,7,15,12,30,101630,100480,99370,79.58,0,4.76,5.08,5.15,5.19,5.22,5.24,5.26,5.2700000000000005,5.3,217.06,217.78,218.19,218.61,218.99,219.35,219.72,220.06,220.74,28.03,27.7,27.53,27.34,27.150000000000002,26.96,26.78,26.59,26.22,N/A,N/A -2012,7,15,13,30,101690,100540,99430,78.93,0,3.0500000000000003,3.24,3.2800000000000002,3.31,3.33,3.34,3.36,3.37,3.39,235.39000000000001,235.91,236.16,236.41,236.64000000000001,236.86,237.07,237.26,237.64000000000001,28.03,27.7,27.52,27.330000000000002,27.14,26.95,26.75,26.560000000000002,26.18,N/A,N/A -2012,7,15,14,30,101700,100550,99430,74.75,0,4.25,4.47,4.49,4.48,4.46,4.45,4.43,4.4,4.3500000000000005,248.78,248.41,248.18,247.94,247.72,247.51000000000002,247.29,247.07,246.61,28.16,27.830000000000002,27.66,27.46,27.27,27.07,26.88,26.69,26.310000000000002,N/A,N/A -2012,7,15,15,30,101710,100560,99440,74.68,0,2.67,2.85,2.9,2.93,2.96,2.99,3.0100000000000002,3.0300000000000002,3.0700000000000003,250.5,250,249.72,249.46,249.22,248.99,248.77,248.56,248.16,28.12,27.79,27.62,27.42,27.240000000000002,27.04,26.85,26.67,26.28,N/A,N/A -2012,7,15,16,30,101690,100540,99430,73.56,0,2.47,2.59,2.61,2.63,2.64,2.65,2.65,2.66,2.67,262.15,261.96,261.75,261.55,261.37,261.2,261.01,260.82,260.44,28.22,27.88,27.7,27.5,27.32,27.13,26.93,26.740000000000002,26.36,N/A,N/A -2012,7,15,17,30,101680,100530,99420,72.95,0,1.61,1.7,1.72,1.74,1.75,1.77,1.78,1.79,1.82,248.54,249.49,250.06,250.59,251.04,251.46,251.87,252.25,252.98000000000002,28.26,27.91,27.740000000000002,27.54,27.35,27.16,26.97,26.78,26.400000000000002,N/A,N/A -2012,7,15,18,30,101650,100500,99390,74.07000000000001,0,2.47,2.52,2.5100000000000002,2.48,2.45,2.42,2.39,2.36,2.29,188.8,188.22,188.01,187.78,187.58,187.37,187.16,186.96,186.51,28.26,27.900000000000002,27.73,27.53,27.34,27.150000000000002,26.96,26.77,26.39,N/A,N/A -2012,7,15,19,30,101650,100500,99390,67.37,0,2.29,2.38,2.39,2.38,2.37,2.36,2.35,2.34,2.31,173.70000000000002,173.83,173.91,173.97,174.02,174.07,174.09,174.11,174.11,28.6,28.26,28.09,27.89,27.7,27.52,27.32,27.14,26.77,N/A,N/A -2012,7,15,20,30,101610,100460,99350,71.29,0,3.36,3.52,3.54,3.54,3.54,3.5300000000000002,3.52,3.52,3.5,166.74,166.84,166.84,166.85,166.87,166.89000000000001,166.93,166.96,167.06,28.46,28.11,27.94,27.740000000000002,27.55,27.37,27.18,26.990000000000002,26.62,N/A,N/A -2012,7,15,21,30,101540,100400,99290,71.61,0,4.68,4.98,5.03,5.05,5.07,5.07,5.07,5.07,5.05,171.8,171.89000000000001,172,172.08,172.16,172.24,172.31,172.38,172.5,28.46,28.13,27.96,27.77,27.580000000000002,27.39,27.2,27.02,26.64,N/A,N/A -2012,7,15,22,30,101520,100370,99260,71.08,0,5.3100000000000005,5.71,5.79,5.82,5.84,5.8500000000000005,5.8500000000000005,5.8500000000000005,5.84,165.46,165.61,165.64000000000001,165.66,165.68,165.69,165.70000000000002,165.71,165.73,28.44,28.13,27.97,27.78,27.59,27.400000000000002,27.21,27.03,26.650000000000002,N/A,N/A -2012,7,15,23,30,101510,100360,99250,73.38,0,5.33,5.74,5.8100000000000005,5.8500000000000005,5.87,5.89,5.9,5.9,5.9,164.81,164.8,164.84,164.87,164.89000000000001,164.9,164.91,164.92000000000002,164.95000000000002,28.29,27.98,27.810000000000002,27.61,27.43,27.240000000000002,27.04,26.86,26.48,N/A,N/A -2012,7,16,0,30,101530,100380,99270,77.27,0,5.08,5.48,5.57,5.62,5.65,5.67,5.69,5.7,5.72,163.1,163.36,163.47,163.57,163.67000000000002,163.77,163.86,163.95000000000002,164.14000000000001,28.12,27.8,27.63,27.43,27.240000000000002,27.05,26.85,26.67,26.29,N/A,N/A -2012,7,16,1,30,101530,100380,99270,74.79,0,5.48,5.92,6,6.05,6.08,6.1000000000000005,6.12,6.13,6.140000000000001,166.73,166.67000000000002,166.66,166.66,166.65,166.63,166.63,166.62,166.59,28.23,27.91,27.75,27.55,27.36,27.17,26.98,26.79,26.41,N/A,N/A -2012,7,16,2,30,101520,100370,99260,74.87,0,4.87,5.25,5.33,5.38,5.42,5.44,5.47,5.49,5.5200000000000005,168.74,168.87,168.91,168.95000000000002,168.99,169.02,169.05,169.07,169.13,28.2,27.88,27.72,27.52,27.330000000000002,27.14,26.95,26.77,26.39,N/A,N/A -2012,7,16,3,30,101560,100410,99300,81.44,0,5.67,6.13,6.22,6.2700000000000005,6.3100000000000005,6.33,6.34,6.3500000000000005,6.36,157.76,157.8,157.86,157.95000000000002,158.03,158.11,158.20000000000002,158.29,158.47,28.02,27.68,27.51,27.310000000000002,27.12,26.93,26.73,26.55,26.16,N/A,N/A -2012,7,16,4,30,101550,100400,99290,84.93,0,5.61,6.05,6.16,6.22,6.26,6.3,6.32,6.34,6.37,156.71,157.19,157.43,157.68,157.89000000000001,158.1,158.31,158.49,158.88,27.810000000000002,27.46,27.29,27.09,26.900000000000002,26.71,26.51,26.330000000000002,25.95,N/A,N/A -2012,7,16,5,30,101550,100410,99300,85.39,0,5.18,5.59,5.69,5.74,5.78,5.8100000000000005,5.83,5.8500000000000005,5.88,162.28,162.6,162.73,162.86,162.98,163.08,163.19,163.29,163.49,27.86,27.52,27.34,27.14,26.95,26.76,26.57,26.38,26,N/A,N/A -2012,7,16,6,30,101590,100440,99330,79.16,0,4.03,4.34,4.41,4.45,4.49,4.5200000000000005,4.54,4.5600000000000005,4.6000000000000005,180.56,180.66,180.73,180.81,180.89000000000001,180.98,181.07,181.15,181.35,28.03,27.69,27.52,27.32,27.13,26.94,26.75,26.560000000000002,26.18,N/A,N/A -2012,7,16,7,30,101610,100460,99340,81.22,0,4.69,4.97,5.0200000000000005,5.04,5.05,5.05,5.05,5.04,5.03,192.88,192.48000000000002,192.24,192,191.78,191.57,191.34,191.13,190.70000000000002,27.97,27.63,27.45,27.25,27.060000000000002,26.87,26.68,26.490000000000002,26.11,N/A,N/A -2012,7,16,8,30,101590,100450,99330,81.99,0,4.5200000000000005,4.8500000000000005,4.92,4.96,4.98,5.01,5.0200000000000005,5.04,5.0600000000000005,186.52,186.43,186.43,186.44,186.44,186.44,186.45000000000002,186.47,186.51,27.94,27.6,27.42,27.22,27.03,26.84,26.64,26.46,26.080000000000002,N/A,N/A -2012,7,16,9,30,101610,100460,99350,81.68,0,4.25,4.5200000000000005,4.58,4.62,4.64,4.66,4.68,4.69,4.71,185.11,184.92000000000002,184.87,184.81,184.76,184.72,184.67000000000002,184.63,184.52,27.95,27.61,27.43,27.240000000000002,27.05,26.86,26.66,26.48,26.1,N/A,N/A -2012,7,16,10,30,101610,100460,99340,77.48,0.7000000000000001,4.5,4.83,4.9,4.93,4.96,4.98,5,5.01,5.0200000000000005,182.07,182.11,182.14000000000001,182.14000000000001,182.13,182.11,182.07,182.03,181.93,28.16,27.830000000000002,27.66,27.46,27.27,27.09,26.89,26.71,26.32,N/A,N/A -2012,7,16,11,30,101620,100470,99360,78.66,0,4.91,5.23,5.29,5.3100000000000005,5.32,5.33,5.32,5.32,5.29,180.93,181.04,181.01,180.96,180.9,180.84,180.79,180.73,180.63,28.07,27.72,27.55,27.35,27.16,26.97,26.78,26.59,26.21,N/A,N/A -2012,7,16,12,30,101650,100500,99390,76.86,0,3.63,3.84,3.87,3.87,3.88,3.87,3.87,3.86,3.84,185.27,184.62,184.34,184.04,183.77,183.52,183.26,183.02,182.54,28.13,27.8,27.63,27.43,27.240000000000002,27.05,26.86,26.67,26.29,N/A,N/A -2012,7,16,13,30,101660,100510,99400,78.02,0,2.89,3.0500000000000003,3.09,3.12,3.13,3.15,3.16,3.16,3.18,176.87,176.76,176.67000000000002,176.62,176.58,176.56,176.55,176.56,176.57,28.01,27.68,27.51,27.310000000000002,27.12,26.93,26.740000000000002,26.560000000000002,26.17,N/A,N/A -2012,7,16,14,30,101690,100540,99420,76.98,0,2.61,2.71,2.72,2.72,2.71,2.7,2.69,2.69,2.67,199.02,199.05,198.92000000000002,198.8,198.69,198.58,198.46,198.34,198.06,28.09,27.75,27.580000000000002,27.39,27.2,27.01,26.810000000000002,26.63,26.25,N/A,N/A -2012,7,16,15,30,101680,100530,99420,77.36,0,3.02,3.16,3.17,3.17,3.17,3.16,3.15,3.15,3.13,177.79,176.96,176.58,176.18,175.81,175.47,175.11,174.78,174.09,28.11,27.76,27.59,27.39,27.19,27,26.810000000000002,26.62,26.240000000000002,N/A,N/A -2012,7,16,16,30,101680,100530,99410,81.18,0,2.73,2.79,2.7800000000000002,2.7600000000000002,2.7600000000000002,2.7600000000000002,2.7600000000000002,2.7800000000000002,2.7800000000000002,166.05,163.03,160.96,158.62,156.21,153.65,150.81,148.03,141.85,27.41,27.07,26.900000000000002,26.72,26.55,26.38,26.22,26.060000000000002,25.75,N/A,N/A -2012,7,16,17,30,101640,100490,99380,80.69,0,2.49,2.65,2.69,2.73,2.7600000000000002,2.79,2.82,2.84,2.9,150.03,148.14000000000001,147.07,146.04,145.11,144.22,143.33,142.48,140.79,27.84,27.48,27.3,27.1,26.92,26.73,26.53,26.35,25.98,N/A,N/A -2012,7,16,18,30,101590,100440,99330,76.58,0,3.63,3.8200000000000003,3.85,3.86,3.87,3.88,3.88,3.88,3.88,133.28,133.38,133.28,133.19,133.1,133.02,132.92000000000002,132.84,132.66,28.16,27.8,27.62,27.42,27.23,27.04,26.84,26.66,26.27,N/A,N/A -2012,7,16,19,30,101570,100420,99310,77.4,0,3.33,3.5,3.5300000000000002,3.5500000000000003,3.56,3.56,3.56,3.5700000000000003,3.5700000000000003,139.49,139.63,139.63,139.65,139.66,139.67000000000002,139.68,139.71,139.76,28.23,27.87,27.69,27.490000000000002,27.3,27.11,26.91,26.73,26.35,N/A,N/A -2012,7,16,20,30,101530,100380,99270,77.57000000000001,0,3.33,3.52,3.5500000000000003,3.58,3.59,3.61,3.62,3.63,3.65,141.99,141.88,141.78,141.67000000000002,141.57,141.46,141.35,141.26,141.02,28.35,27.990000000000002,27.82,27.62,27.43,27.240000000000002,27.04,26.86,26.47,N/A,N/A -2012,7,16,21,30,101530,100380,99270,79.08,0,3.62,3.8200000000000003,3.85,3.86,3.87,3.87,3.87,3.86,3.85,144.51,144.32,144.11,143.93,143.77,143.62,143.47,143.34,143.06,28.44,28.09,27.91,27.71,27.52,27.330000000000002,27.14,26.95,26.560000000000002,N/A,N/A -2012,7,16,22,30,101530,100380,99270,79.25,0,3.09,3.2800000000000002,3.33,3.35,3.38,3.39,3.4,3.42,3.43,139.41,139.87,140.15,140.4,140.62,140.82,141,141.17000000000002,141.49,28.43,28.1,27.93,27.73,27.54,27.36,27.16,26.97,26.59,N/A,N/A -2012,7,16,23,30,101510,100370,99260,79.87,0,5.13,5.5,5.5600000000000005,5.59,5.6000000000000005,5.61,5.61,5.6000000000000005,5.58,139.01,138.89000000000001,138.99,139.06,139.11,139.15,139.17000000000002,139.20000000000002,139.23,28.44,28.11,27.94,27.75,27.55,27.36,27.17,26.98,26.6,N/A,N/A -2012,7,17,0,30,101500,100360,99250,76.08,0,4.32,4.61,4.66,4.68,4.68,4.69,4.68,4.68,4.67,153.05,152.99,152.88,152.78,152.68,152.59,152.5,152.42000000000002,152.26,28.46,28.150000000000002,27.98,27.79,27.6,27.41,27.21,27.03,26.64,N/A,N/A -2012,7,17,1,30,101430,100280,99170,85.56,0,6.05,6.36,6.3500000000000005,6.29,6.22,6.140000000000001,6.05,5.95,5.71,143.22,143.55,143.73,143.93,144.12,144.31,144.52,144.73,145.22,27.47,27.09,26.92,26.72,26.54,26.35,26.17,25.990000000000002,25.64,N/A,N/A -2012,7,17,2,30,101430,100280,99170,78.22,0,4.96,5.26,5.28,5.2700000000000005,5.26,5.23,5.19,5.15,5.0600000000000005,140.48,140.67000000000002,140.8,140.95000000000002,141.1,141.26,141.46,141.65,142.18,27.77,27.42,27.240000000000002,27.05,26.86,26.67,26.48,26.3,25.92,N/A,N/A -2012,7,17,3,30,101460,100310,99200,80.94,0,5.5200000000000005,5.87,5.93,5.94,5.94,5.93,5.91,5.89,5.84,154.32,154.31,154.25,154.17000000000002,154.09,153.99,153.88,153.77,153.45000000000002,27.71,27.35,27.18,26.98,26.79,26.6,26.42,26.240000000000002,25.87,N/A,N/A -2012,7,17,4,30,101410,100270,99150,82.13,0,5.2,5.5200000000000005,5.57,5.58,5.58,5.58,5.5600000000000005,5.55,5.51,153.17000000000002,153.35,153.44,153.54,153.66,153.78,153.92000000000002,154.07,154.49,27.71,27.36,27.18,26.990000000000002,26.8,26.62,26.43,26.26,25.900000000000002,N/A,N/A -2012,7,17,5,30,101430,100280,99170,78.53,0,3.69,3.92,3.96,3.99,4,4.01,4.0200000000000005,4.0200000000000005,4.0200000000000005,137.78,137.76,137.81,137.86,137.9,137.94,137.98,138.02,138.11,27.96,27.62,27.45,27.25,27.07,26.88,26.68,26.5,26.13,N/A,N/A -2012,7,17,6,30,101440,100290,99180,80.16,0,4.18,4.43,4.47,4.49,4.5,4.5,4.5,4.5,4.5,147.84,148.28,148.57,148.86,149.13,149.38,149.65,149.92000000000002,150.49,27.93,27.59,27.41,27.21,27.02,26.84,26.64,26.45,26.07,N/A,N/A -2012,7,17,7,30,101460,100310,99200,81.78,0,4.13,4.4,4.45,4.47,4.49,4.5,4.51,4.51,4.5200000000000005,151.57,151.58,151.54,151.51,151.48,151.46,151.44,151.42000000000002,151.36,27.990000000000002,27.64,27.47,27.27,27.080000000000002,26.89,26.7,26.51,26.13,N/A,N/A -2012,7,17,8,30,101470,100330,99220,82.65,0,5.24,5.59,5.65,5.68,5.69,5.7,5.71,5.71,5.71,153.43,153.3,153.11,152.94,152.79,152.64000000000001,152.51,152.39000000000001,152.15,28.04,27.7,27.52,27.32,27.14,26.95,26.75,26.560000000000002,26.19,N/A,N/A -2012,7,17,9,30,101470,100330,99210,82.72,0,5.01,5.33,5.37,5.4,5.41,5.42,5.43,5.43,5.43,159.94,159.72,159.56,159.4,159.26,159.13,158.99,158.86,158.58,28.02,27.67,27.5,27.3,27.11,26.92,26.72,26.54,26.16,N/A,N/A -2012,7,17,10,30,101460,100310,99200,82.95,0,3.97,4.22,4.2700000000000005,4.29,4.3,4.3100000000000005,4.3100000000000005,4.3100000000000005,4.3,165.21,164.94,164.93,164.9,164.88,164.86,164.84,164.82,164.78,28,27.650000000000002,27.47,27.28,27.080000000000002,26.89,26.7,26.51,26.13,N/A,N/A -2012,7,17,11,30,101510,100360,99250,82.5,0,4.51,4.8100000000000005,4.87,4.9,4.92,4.93,4.93,4.93,4.93,171.74,171.77,171.77,171.75,171.74,171.73,171.71,171.69,171.65,28.080000000000002,27.740000000000002,27.560000000000002,27.36,27.17,26.98,26.79,26.6,26.22,N/A,N/A -2012,7,17,12,30,101540,100390,99280,79.42,0,3.08,3.27,3.31,3.34,3.35,3.37,3.38,3.39,3.42,176.04,176.33,176.42000000000002,176.54,176.67000000000002,176.79,176.93,177.07,177.36,28.21,27.88,27.71,27.51,27.32,27.13,26.94,26.75,26.37,N/A,N/A -2012,7,17,13,30,101520,100370,99260,80.02,0,3.2600000000000002,3.54,3.61,3.66,3.71,3.75,3.7800000000000002,3.8200000000000003,3.89,170.08,169.48,169.34,169.23,169.16,169.1,169.08,169.08,169.21,28.17,27.830000000000002,27.66,27.47,27.28,27.1,26.91,26.73,26.36,N/A,N/A -2012,7,17,14,30,101550,100400,99290,78.54,0,3.33,3.5100000000000002,3.5300000000000002,3.54,3.54,3.54,3.54,3.54,3.52,187.58,187.51,187.43,187.36,187.29,187.23,187.17000000000002,187.12,187.01,28.3,27.97,27.79,27.6,27.400000000000002,27.21,27.02,26.830000000000002,26.45,N/A,N/A -2012,7,17,15,30,101590,100440,99320,82.94,0,3.39,3.47,3.43,3.37,3.31,3.24,3.17,3.11,2.96,204.88,203.49,202.63,201.61,200.56,199.47,198.18,196.91,193.67000000000002,27.830000000000002,27.47,27.310000000000002,27.11,26.93,26.75,26.560000000000002,26.39,26.03,N/A,N/A -2012,7,17,16,30,101580,100430,99320,83.86,0,2.39,2.46,2.47,2.46,2.45,2.44,2.43,2.42,2.4,185.88,184.61,183.89000000000001,183.11,182.31,181.47,180.47,179.49,176.9,27.86,27.5,27.32,27.13,26.94,26.75,26.560000000000002,26.38,26,N/A,N/A -2012,7,17,17,30,101550,100400,99290,84.77,0,1.04,1.11,1.1400000000000001,1.17,1.2,1.23,1.27,1.3,1.3800000000000001,174.17000000000002,169.83,167.57,165.31,163.31,161.38,159.49,157.66,154.15,28.01,27.650000000000002,27.48,27.28,27.09,26.900000000000002,26.71,26.53,26.150000000000002,N/A,N/A -2012,7,17,18,30,101530,100380,99270,80.57000000000001,0,2.31,2.37,2.36,2.34,2.32,2.29,2.27,2.24,2.19,148.17000000000002,148.47,148.86,149.25,149.62,149.97,150.34,150.68,151.43,28.42,28.060000000000002,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.53,N/A,N/A -2012,7,17,19,30,101480,100330,99220,80.77,0,2.45,2.59,2.62,2.63,2.65,2.66,2.67,2.68,2.69,142.25,142.11,142.1,142.09,142.09,142.09,142.09,142.1,142.16,28.51,28.150000000000002,27.97,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,17,20,30,101500,100350,99240,82.71000000000001,0,3.2800000000000002,3.46,3.49,3.52,3.5300000000000002,3.54,3.56,3.5700000000000003,3.59,167.52,167.37,167.22,167.1,167,166.9,166.82,166.74,166.61,28.61,28.240000000000002,28.07,27.86,27.67,27.48,27.28,27.1,26.72,N/A,N/A -2012,7,17,21,30,101450,100310,99200,80.66,0,3.44,3.6,3.62,3.62,3.62,3.62,3.61,3.61,3.6,168.38,168.19,168.07,167.95000000000002,167.86,167.77,167.67000000000002,167.59,167.4,28.72,28.36,28.19,27.98,27.79,27.61,27.41,27.23,26.85,N/A,N/A -2012,7,17,22,30,101430,100290,99180,81.54,0,4.19,4.41,4.42,4.42,4.4,4.38,4.36,4.34,4.29,179.78,179.56,179.43,179.29,179.15,179.02,178.87,178.73,178.4,28.72,28.38,28.21,28.01,27.82,27.63,27.43,27.25,26.86,N/A,N/A -2012,7,17,23,30,101400,100260,99150,82.81,0,3.7800000000000002,4.0200000000000005,4.07,4.09,4.1,4.11,4.12,4.12,4.12,170.05,170.23,170.43,170.62,170.8,170.97,171.16,171.34,171.73,28.61,28.28,28.11,27.92,27.73,27.54,27.35,27.17,26.79,N/A,N/A -2012,7,18,0,30,101410,100260,99160,82.13,0,2.05,2.18,2.21,2.22,2.23,2.24,2.25,2.25,2.2600000000000002,159.14000000000001,159.20000000000002,159.18,159.15,159.12,159.08,159.04,159,158.96,28.59,28.28,28.11,27.91,27.72,27.54,27.34,27.16,26.78,N/A,N/A -2012,7,18,1,30,101400,100250,99150,82.62,0,2.57,2.74,2.7800000000000002,2.8000000000000003,2.82,2.83,2.85,2.86,2.88,139.93,139.6,139.57,139.53,139.47,139.4,139.32,139.24,139.06,28.53,28.21,28.04,27.85,27.66,27.47,27.28,27.09,26.71,N/A,N/A -2012,7,18,2,30,101410,100270,99160,82.36,0,2.43,2.58,2.6,2.61,2.62,2.62,2.63,2.63,2.64,144.78,145.32,145.75,146.17000000000002,146.55,146.91,147.29,147.63,148.36,28.51,28.2,28.03,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.71,N/A,N/A -2012,7,18,3,30,101450,100300,99190,83.41,0,4.64,5.03,5.11,5.17,5.21,5.24,5.26,5.28,5.3100000000000005,154.03,154.29,154.35,154.42000000000002,154.48,154.54,154.61,154.68,154.81,28.6,28.29,28.12,27.93,27.740000000000002,27.55,27.36,27.17,26.79,N/A,N/A -2012,7,18,4,30,101430,100280,99170,84.37,0,6.2700000000000005,6.5,6.44,6.3,6.15,6,5.86,5.75,5.61,168.45000000000002,167.12,166.03,164.43,162.49,160.28,157.85,155.49,150.98,27.86,27.54,27.400000000000002,27.25,27.11,26.97,26.830000000000002,26.7,26.39,N/A,N/A -2012,7,18,5,30,101450,100300,99200,86.61,0,5.28,5.73,5.84,5.92,5.98,6.03,6.08,6.11,6.19,166.35,165.95000000000002,165.66,165.37,165.1,164.85,164.61,164.37,163.87,28.34,28.01,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.900000000000002,26.52,N/A,N/A -2012,7,18,6,30,101470,100320,99210,87.56,0,5.95,6.5,6.62,6.69,6.75,6.78,6.8100000000000005,6.84,6.87,164.15,163.93,163.88,163.83,163.78,163.75,163.72,163.70000000000002,163.64000000000001,28.330000000000002,28,27.830000000000002,27.63,27.44,27.25,27.060000000000002,26.87,26.490000000000002,N/A,N/A -2012,7,18,7,30,101540,100390,99280,85.84,0,5.5,5.93,6.01,6.05,6.08,6.09,6.09,6.1000000000000005,6.1000000000000005,175.32,175.04,174.86,174.67000000000002,174.48,174.3,174.11,173.92000000000002,173.53,28.38,28.05,27.88,27.68,27.5,27.310000000000002,27.11,26.93,26.55,N/A,N/A -2012,7,18,8,30,101540,100400,99290,86.43,0,4.86,5.24,5.32,5.37,5.4,5.43,5.45,5.47,5.51,175.37,175.46,175.53,175.61,175.68,175.75,175.83,175.9,176.08,28.330000000000002,28,27.830000000000002,27.63,27.44,27.25,27.060000000000002,26.88,26.5,N/A,N/A -2012,7,18,9,30,101540,100390,99280,85.42,0,5.17,5.63,5.74,5.8100000000000005,5.87,5.91,5.95,5.98,6.05,178.08,178.20000000000002,178.29,178.37,178.44,178.51,178.59,178.67000000000002,178.85,28.42,28.11,27.94,27.75,27.560000000000002,27.38,27.18,27,26.63,N/A,N/A -2012,7,18,10,30,101540,100390,99280,85.48,0,4.96,5.33,5.41,5.45,5.48,5.5,5.51,5.5200000000000005,5.53,188.76,188.75,188.71,188.66,188.62,188.59,188.55,188.51,188.44,28.37,28.04,27.87,27.67,27.48,27.29,27.1,26.91,26.53,N/A,N/A -2012,7,18,11,30,101580,100440,99330,85.66,0,4.39,4.69,4.74,4.76,4.78,4.78,4.79,4.79,4.79,202.81,202.45000000000002,202.25,202.05,201.85,201.64000000000001,201.41,201.17000000000002,200.59,28.310000000000002,27.990000000000002,27.830000000000002,27.64,27.45,27.27,27.080000000000002,26.900000000000002,26.54,N/A,N/A -2012,7,18,12,30,101630,100490,99370,83.76,0,4.29,4.61,4.68,4.73,4.76,4.78,4.8,4.82,4.84,194.67000000000002,195.32,195.8,196.27,196.68,197.08,197.45000000000002,197.79,198.45000000000002,28.43,28.11,27.95,27.75,27.57,27.39,27.2,27.01,26.64,N/A,N/A -2012,7,18,13,30,101640,100490,99380,82.09,0,4.98,5.3100000000000005,5.36,5.36,5.36,5.3500000000000005,5.33,5.3100000000000005,5.2700000000000005,192.33,192.73000000000002,192.95000000000002,193.16,193.35,193.54,193.74,193.93,194.36,28.43,28.1,27.93,27.740000000000002,27.55,27.36,27.17,26.990000000000002,26.61,N/A,N/A -2012,7,18,14,30,101730,100580,99470,82.74,0,3.52,3.75,3.8000000000000003,3.8200000000000003,3.84,3.85,3.85,3.85,3.86,205.58,205.53,205.46,205.37,205.29,205.20000000000002,205.1,205.02,204.82,28.39,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.12,26.93,26.55,N/A,N/A -2012,7,18,15,30,101740,100590,99480,79.52,0,3.3200000000000003,3.52,3.56,3.5700000000000003,3.59,3.59,3.6,3.6,3.6,188.69,188.84,188.95000000000002,189.05,189.12,189.19,189.26,189.31,189.43,28.53,28.2,28.03,27.830000000000002,27.64,27.45,27.25,27.07,26.69,N/A,N/A -2012,7,18,16,30,101750,100600,99490,80.42,0,3.96,4.21,4.25,4.2700000000000005,4.28,4.29,4.29,4.3,4.3,202.59,202.31,202.21,202.11,202.02,201.93,201.85,201.77,201.61,28.59,28.25,28.080000000000002,27.88,27.69,27.5,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,7,18,17,30,101750,100600,99490,78.36,0,4.57,4.8500000000000005,4.89,4.91,4.91,4.91,4.91,4.9,4.88,205.66,205.73000000000002,205.77,205.81,205.84,205.87,205.9,205.93,205.97,28.61,28.26,28.09,27.89,27.7,27.51,27.32,27.13,26.740000000000002,N/A,N/A -2012,7,18,18,30,101720,100570,99450,75.62,0,4.38,4.66,4.7,4.71,4.71,4.71,4.7,4.69,4.67,210.39000000000001,210.35,210.36,210.35,210.32,210.29,210.25,210.20000000000002,210.11,28.64,28.3,28.12,27.93,27.740000000000002,27.55,27.35,27.17,26.78,N/A,N/A -2012,7,18,19,30,101710,100560,99450,70.54,0,3.91,4.15,4.19,4.21,4.22,4.23,4.23,4.24,4.24,202.42000000000002,202.73000000000002,202.91,203.08,203.24,203.4,203.55,203.69,203.96,28.78,28.44,28.28,28.080000000000002,27.89,27.7,27.51,27.32,26.95,N/A,N/A -2012,7,18,20,30,101660,100520,99410,72.46000000000001,0,4.46,4.75,4.8100000000000005,4.83,4.8500000000000005,4.86,4.87,4.88,4.88,199.63,200,200.19,200.37,200.53,200.70000000000002,200.86,201.01,201.33,28.73,28.400000000000002,28.22,28.03,27.84,27.650000000000002,27.46,27.27,26.89,N/A,N/A -2012,7,18,21,30,101640,100490,99380,71.83,0,4.38,4.68,4.74,4.7700000000000005,4.79,4.8,4.8100000000000005,4.82,4.83,211.02,210.95000000000002,210.98000000000002,211,211.01,211.02,211.02,211.02,211.01,28.77,28.45,28.28,28.080000000000002,27.900000000000002,27.71,27.51,27.330000000000002,26.95,N/A,N/A -2012,7,18,22,30,101640,100490,99380,75.10000000000001,0,4.2700000000000005,4.59,4.64,4.68,4.7,4.71,4.72,4.73,4.75,201.69,201.83,201.91,202,202.07,202.14000000000001,202.22,202.28,202.41,28.62,28.3,28.13,27.93,27.740000000000002,27.55,27.36,27.17,26.79,N/A,N/A -2012,7,18,23,30,101650,100500,99390,75.99,0,4.3,4.62,4.67,4.69,4.71,4.71,4.71,4.71,4.7,187.06,187.5,187.68,187.84,187.99,188.11,188.25,188.37,188.61,28.57,28.26,28.09,27.900000000000002,27.71,27.52,27.32,27.14,26.76,N/A,N/A -2012,7,19,0,30,101610,100470,99350,73.83,0,4.89,5.26,5.3100000000000005,5.33,5.34,5.3500000000000005,5.3500000000000005,5.3500000000000005,5.3500000000000005,179.94,179.88,179.82,179.75,179.67000000000002,179.58,179.49,179.41,179.21,28.57,28.27,28.11,27.91,27.72,27.54,27.35,27.16,26.79,N/A,N/A -2012,7,19,1,30,101630,100480,99370,78.66,0,5.2,5.58,5.66,5.69,5.72,5.73,5.73,5.74,5.73,178.03,177.94,177.97,177.99,178,178.01,178.02,178.03,178.06,28.38,28.060000000000002,27.89,27.69,27.5,27.32,27.12,26.93,26.560000000000002,N/A,N/A -2012,7,19,2,30,101650,100500,99390,80.55,0,5.17,5.5600000000000005,5.64,5.69,5.71,5.73,5.74,5.75,5.76,175.24,175.27,175.31,175.33,175.35,175.36,175.37,175.38,175.4,28.27,27.94,27.77,27.57,27.39,27.2,27,26.82,26.44,N/A,N/A -2012,7,19,3,30,101670,100520,99410,81.98,0,5.8,6.26,6.3500000000000005,6.4,6.43,6.45,6.46,6.47,6.47,178.09,178.39000000000001,178.52,178.65,178.78,178.89000000000001,179.01,179.12,179.35,28.22,27.89,27.72,27.52,27.330000000000002,27.14,26.95,26.77,26.38,N/A,N/A -2012,7,19,4,30,101660,100510,99400,83.63,0,6.13,6.62,6.71,6.76,6.8,6.82,6.83,6.84,6.8500000000000005,186.81,186.92000000000002,186.95000000000002,186.99,187.02,187.05,187.08,187.11,187.18,28.150000000000002,27.810000000000002,27.64,27.44,27.25,27.060000000000002,26.86,26.68,26.3,N/A,N/A -2012,7,19,5,30,101700,100550,99440,85.69,0,4.88,5.24,5.32,5.36,5.39,5.41,5.43,5.44,5.46,188.62,188.70000000000002,188.71,188.75,188.77,188.8,188.84,188.88,188.97,28.1,27.76,27.580000000000002,27.39,27.2,27.01,26.810000000000002,26.63,26.25,N/A,N/A -2012,7,19,6,30,101750,100610,99490,84.96000000000001,0,5.25,5.61,5.68,5.7,5.72,5.72,5.72,5.71,5.69,189.04,189.49,189.70000000000002,189.91,190.1,190.29,190.48,190.67000000000002,191.07,28.28,27.93,27.76,27.560000000000002,27.37,27.18,26.98,26.79,26.41,N/A,N/A -2012,7,19,7,30,101790,100640,99520,87.04,0,4.92,5.26,5.33,5.37,5.39,5.4,5.41,5.42,5.42,195.83,195.84,195.77,195.71,195.66,195.61,195.55,195.5,195.43,28.150000000000002,27.79,27.62,27.42,27.23,27.04,26.84,26.66,26.28,N/A,N/A -2012,7,19,8,30,101800,100650,99540,85.26,0,4.89,5.22,5.29,5.32,5.34,5.3500000000000005,5.36,5.36,5.36,207.58,207.54,207.49,207.45000000000002,207.41,207.37,207.33,207.29,207.20000000000002,28.19,27.84,27.66,27.46,27.27,27.080000000000002,26.89,26.7,26.32,N/A,N/A -2012,7,19,9,30,101820,100670,99560,84.85000000000001,0,5.0200000000000005,5.37,5.44,5.47,5.49,5.5,5.51,5.51,5.51,214.47,214.38,214.33,214.27,214.23000000000002,214.19,214.15,214.11,214.03,28.150000000000002,27.8,27.63,27.43,27.240000000000002,27.05,26.85,26.67,26.28,N/A,N/A -2012,7,19,10,30,101850,100700,99590,84.26,0,4.1,4.41,4.48,4.53,4.57,4.6000000000000005,4.62,4.65,4.69,224,224.08,224.07,224.05,224.03,224.01,223.99,223.95000000000002,223.89000000000001,28.13,27.78,27.61,27.41,27.22,27.03,26.830000000000002,26.650000000000002,26.27,N/A,N/A -2012,7,19,11,30,101900,100750,99630,82.47,0,5.47,5.8500000000000005,5.92,5.94,5.94,5.94,5.92,5.9,5.8500000000000005,224.03,224.03,223.96,223.87,223.77,223.66,223.55,223.44,223.19,28.22,27.87,27.7,27.5,27.310000000000002,27.11,26.92,26.73,26.35,N/A,N/A -2012,7,19,12,30,101910,100760,99640,80.15,0,4.32,4.65,4.73,4.7700000000000005,4.8,4.83,4.8500000000000005,4.87,4.9,231.41,231.48000000000002,231.52,231.58,231.63,231.68,231.74,231.8,231.9,28.28,27.95,27.77,27.57,27.39,27.2,27,26.810000000000002,26.43,N/A,N/A -2012,7,19,13,30,101940,100780,99670,75.36,0,4.19,4.5,4.57,4.62,4.65,4.68,4.69,4.71,4.74,241.66,241.43,241.31,241.20000000000002,241.11,241.03,240.95000000000002,240.87,240.73000000000002,28.490000000000002,28.17,28,27.8,27.61,27.43,27.23,27.04,26.66,N/A,N/A -2012,7,19,14,30,101960,100800,99690,71.57000000000001,0,4.74,5.07,5.13,5.15,5.17,5.18,5.18,5.19,5.19,243.32,243.15,243.06,242.95000000000002,242.84,242.73000000000002,242.62,242.51,242.27,28.64,28.330000000000002,28.16,27.96,27.77,27.580000000000002,27.39,27.2,26.82,N/A,N/A -2012,7,19,15,30,101980,100830,99710,71.67,0,4,4.2700000000000005,4.32,4.3500000000000005,4.37,4.38,4.39,4.4,4.41,244.73000000000002,244.71,244.78,244.84,244.89000000000001,244.95000000000002,245,245.05,245.14000000000001,28.63,28.3,28.14,27.94,27.75,27.560000000000002,27.36,27.18,26.8,N/A,N/A -2012,7,19,16,30,101980,100830,99710,69.23,0,4.3100000000000005,4.63,4.69,4.73,4.76,4.79,4.8,4.82,4.8500000000000005,248.3,248.11,248.01000000000002,247.89000000000001,247.78,247.67000000000002,247.56,247.46,247.22,28.69,28.37,28.19,28,27.810000000000002,27.62,27.43,27.240000000000002,26.86,N/A,N/A -2012,7,19,17,30,101990,100840,99720,72.33,0,3.89,4.13,4.17,4.19,4.2,4.21,4.21,4.21,4.21,235.46,235.36,235.33,235.3,235.28,235.26,235.25,235.24,235.23000000000002,28.6,28.26,28.09,27.900000000000002,27.71,27.51,27.32,27.14,26.75,N/A,N/A -2012,7,19,18,30,101960,100810,99700,69.65,0,3.5700000000000003,3.7600000000000002,3.8000000000000003,3.8200000000000003,3.83,3.84,3.85,3.85,3.88,218.20000000000002,218.29,218.39000000000001,218.51,218.63,218.77,218.94,219.11,219.58,28.77,28.44,28.28,28.09,27.900000000000002,27.72,27.53,27.36,26.990000000000002,N/A,N/A -2012,7,19,19,30,101920,100770,99650,68.31,0,4.37,4.67,4.73,4.7700000000000005,4.79,4.82,4.84,4.87,4.93,207.22,207.82,208.20000000000002,208.61,209.03,209.46,209.94,210.41,211.59,28.990000000000002,28.67,28.51,28.32,28.14,27.96,27.77,27.6,27.25,N/A,N/A -2012,7,19,20,30,101900,100750,99640,70.55,0,4.4,4.72,4.7700000000000005,4.8,4.83,4.84,4.86,4.88,4.92,191.72,192.41,192.87,193.33,193.79,194.27,194.83,195.39000000000001,196.86,28.96,28.64,28.48,28.28,28.1,27.92,27.73,27.55,27.2,N/A,N/A -2012,7,19,21,30,101850,100700,99590,73.92,0,5.18,5.53,5.58,5.58,5.57,5.55,5.53,5.5,5.42,200.42000000000002,200.39000000000001,200.26,200.09,199.91,199.71,199.47,199.22,198.64000000000001,28.810000000000002,28.490000000000002,28.32,28.12,27.93,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,7,19,22,30,101810,100670,99550,72.85000000000001,0,4.65,5,5.0600000000000005,5.09,5.11,5.12,5.13,5.13,5.14,201.37,201.48000000000002,201.58,201.68,201.79,201.9,202.02,202.15,202.48000000000002,28.89,28.580000000000002,28.42,28.23,28.05,27.86,27.68,27.5,27.14,N/A,N/A -2012,7,19,23,30,101790,100640,99530,74.44,0,5.49,5.92,5.99,6.0200000000000005,6.04,6.04,6.03,6.03,6,201.78,201.9,201.95000000000002,201.98000000000002,202.02,202.04,202.07,202.09,202.14000000000001,28.810000000000002,28.51,28.34,28.150000000000002,27.97,27.78,27.59,27.400000000000002,27.03,N/A,N/A -2012,7,20,0,30,101750,100600,99490,75.76,0,5.82,6.3100000000000005,6.390000000000001,6.43,6.46,6.48,6.49,6.49,6.49,201.54,201.76,201.84,201.92000000000002,202,202.08,202.18,202.28,202.53,28.740000000000002,28.43,28.26,28.07,27.88,27.7,27.51,27.330000000000002,26.96,N/A,N/A -2012,7,20,1,30,101720,100570,99460,77.41,0,5.87,6.34,6.43,6.47,6.5,6.51,6.5200000000000005,6.53,6.54,201.89000000000001,202,202.13,202.29,202.45000000000002,202.6,202.79,202.97,203.42000000000002,28.6,28.28,28.11,27.92,27.740000000000002,27.55,27.36,27.18,26.810000000000002,N/A,N/A -2012,7,20,2,30,101750,100600,99490,80.57000000000001,0,6.45,6.98,7.08,7.13,7.15,7.17,7.17,7.18,7.17,199.53,199.74,199.84,199.95000000000002,200.04,200.13,200.24,200.34,200.57,28.490000000000002,28.16,28,27.8,27.61,27.42,27.23,27.05,26.67,N/A,N/A -2012,7,20,3,30,101760,100610,99500,82.13,0,6.55,7.07,7.18,7.23,7.26,7.28,7.29,7.29,7.28,203.98000000000002,204.13,204.20000000000002,204.29,204.37,204.46,204.57,204.67000000000002,204.91,28.48,28.150000000000002,27.97,27.78,27.59,27.400000000000002,27.21,27.03,26.66,N/A,N/A -2012,7,20,4,30,101760,100610,99500,84.42,0,6.69,7.25,7.37,7.43,7.47,7.5,7.5200000000000005,7.53,7.54,204.48000000000002,204.65,204.75,204.86,204.96,205.06,205.16,205.27,205.52,28.400000000000002,28.060000000000002,27.89,27.69,27.51,27.32,27.13,26.94,26.57,N/A,N/A -2012,7,20,5,30,101770,100620,99500,85.77,0,6.5600000000000005,7.140000000000001,7.26,7.32,7.36,7.390000000000001,7.4,7.41,7.41,209.23000000000002,209.46,209.51,209.55,209.59,209.62,209.65,209.68,209.73000000000002,28.35,28,27.830000000000002,27.63,27.44,27.25,27.05,26.87,26.490000000000002,N/A,N/A -2012,7,20,6,30,101800,100650,99540,85.98,0,6.86,7.38,7.49,7.54,7.5600000000000005,7.57,7.57,7.57,7.55,221.94,221.98000000000002,221.96,221.95000000000002,221.94,221.93,221.91,221.9,221.86,28.37,28.01,27.830000000000002,27.63,27.44,27.25,27.060000000000002,26.87,26.490000000000002,N/A,N/A -2012,7,20,7,30,101790,100640,99530,85.41,0,8.1,8.84,8.99,9.06,9.11,9.13,9.13,9.13,9.1,225.1,225.19,225.23000000000002,225.24,225.25,225.25,225.24,225.23000000000002,225.18,28.43,28.07,27.89,27.69,27.5,27.3,27.1,26.92,26.53,N/A,N/A -2012,7,20,8,30,101810,100660,99550,82.81,0,6.9,7.51,7.68,7.79,7.87,7.930000000000001,7.99,8.040000000000001,8.14,237.81,237.71,237.63,237.56,237.52,237.47,237.43,237.39000000000001,237.32,28.51,28.17,27.990000000000002,27.79,27.61,27.42,27.22,27.04,26.66,N/A,N/A -2012,7,20,9,30,101820,100680,99560,80.46000000000001,0,7.61,8.27,8.42,8.49,8.540000000000001,8.56,8.58,8.59,8.59,231.82,231.98000000000002,232.13,232.27,232.4,232.51,232.62,232.72,232.92000000000002,28.580000000000002,28.240000000000002,28.07,27.87,27.68,27.490000000000002,27.29,27.1,26.72,N/A,N/A -2012,7,20,10,30,101810,100660,99550,64.82000000000001,0,7.8,8.52,8.67,8.75,8.8,8.82,8.84,8.85,8.85,238.47,238.41,238.33,238.24,238.15,238.06,237.98000000000002,237.89000000000001,237.73000000000002,29.26,28.98,28.82,28.63,28.44,28.26,28.060000000000002,27.88,27.5,N/A,N/A -2012,7,20,11,30,101810,100660,99550,66.38,0,7.23,7.97,8.14,8.24,8.32,8.38,8.42,8.46,8.53,249.22,249.18,249.18,249.18,249.18,249.18,249.18,249.19,249.19,29.150000000000002,28.85,28.68,28.490000000000002,28.3,28.11,27.92,27.73,27.35,N/A,N/A -2012,7,20,12,30,101860,100710,99600,66.04,0,7.3,7.98,8.13,8.21,8.26,8.290000000000001,8.31,8.32,8.32,253.4,253.70000000000002,253.81,253.92000000000002,254.03,254.13,254.23000000000002,254.33,254.53,29.14,28.85,28.69,28.490000000000002,28.310000000000002,28.12,27.92,27.740000000000002,27.36,N/A,N/A -2012,7,20,13,30,101870,100710,99600,67.21000000000001,0,6.8,7.32,7.42,7.46,7.48,7.49,7.49,7.48,7.47,265.12,264.58,264.14,263.67,263.23,262.81,262.36,261.92,261.02,28.8,28.490000000000002,28.330000000000002,28.14,27.95,27.77,27.580000000000002,27.400000000000002,27.03,N/A,N/A -2012,7,20,14,30,101900,100750,99640,64.98,0,6.23,6.73,6.8100000000000005,6.84,6.8500000000000005,6.8500000000000005,6.8500000000000005,6.83,6.8,271.3,270.95,270.73,270.51,270.29,270.09000000000003,269.88,269.67,269.22,28.82,28.5,28.330000000000002,28.13,27.94,27.75,27.560000000000002,27.38,27,N/A,N/A -2012,7,20,15,30,101900,100750,99630,62.93,0,6.46,6.92,7.01,7.04,7.07,7.08,7.09,7.1000000000000005,7.13,270.63,270.09000000000003,269.7,269.25,268.82,268.38,267.92,267.48,266.55,28.77,28.48,28.32,28.13,27.96,27.78,27.6,27.43,27.080000000000002,N/A,N/A -2012,7,20,16,30,101870,100720,99600,61.27,0,5.38,5.82,5.91,5.96,6,6.03,6.05,6.08,6.12,264.1,264.47,264.71,264.93,265.15,265.36,265.58,265.78000000000003,266.25,29.01,28.71,28.55,28.36,28.18,27.990000000000002,27.8,27.63,27.26,N/A,N/A -2012,7,20,17,30,101860,100710,99590,61.410000000000004,0,5.26,5.64,5.7,5.72,5.73,5.73,5.73,5.73,5.72,234.58,235.1,235.46,235.85,236.24,236.64000000000001,237.12,237.6,238.83,29.21,28.91,28.75,28.55,28.37,28.19,28.01,27.830000000000002,27.47,N/A,N/A -2012,7,20,18,30,101810,100660,99550,62.550000000000004,0,5.38,5.75,5.79,5.79,5.78,5.76,5.73,5.69,5.61,217.32,217.82,218.16,218.54,218.95000000000002,219.39000000000001,219.96,220.56,222.51,29.29,28.990000000000002,28.830000000000002,28.64,28.46,28.29,28.1,27.93,27.61,N/A,N/A -2012,7,20,19,30,101780,100640,99520,63.43,0,4.8500000000000005,5.21,5.26,5.2700000000000005,5.2700000000000005,5.26,5.25,5.23,5.18,214.14000000000001,214.47,214.70000000000002,214.93,215.18,215.43,215.72,216.01,216.79,29.400000000000002,29.1,28.94,28.75,28.560000000000002,28.38,28.19,28.01,27.650000000000002,N/A,N/A -2012,7,20,20,30,101730,100580,99470,65.8,0,5.87,6.32,6.38,6.390000000000001,6.390000000000001,6.37,6.3500000000000005,6.32,6.24,211.06,211.16,211.28,211.4,211.51,211.63,211.75,211.88,212.21,29.310000000000002,29.01,28.85,28.66,28.48,28.29,28.1,27.92,27.560000000000002,N/A,N/A -2012,7,20,21,30,101710,100560,99450,67.55,0,5.96,6.45,6.53,6.5600000000000005,6.58,6.58,6.57,6.5600000000000005,6.5200000000000005,206,206.16,206.31,206.45000000000002,206.58,206.71,206.85,206.99,207.33,29.29,28.990000000000002,28.830000000000002,28.64,28.46,28.28,28.09,27.91,27.55,N/A,N/A -2012,7,20,22,30,101650,100510,99400,71.64,0,6.73,7.29,7.390000000000001,7.43,7.45,7.45,7.43,7.42,7.37,208.49,208.6,208.71,208.82,208.93,209.04,209.17000000000002,209.3,209.61,29.080000000000002,28.78,28.62,28.43,28.240000000000002,28.060000000000002,27.88,27.7,27.34,N/A,N/A -2012,7,20,23,30,101630,100490,99380,73.33,0,6.99,7.57,7.68,7.72,7.74,7.74,7.73,7.72,7.68,209.24,209.4,209.48000000000002,209.57,209.65,209.74,209.83,209.92000000000002,210.13,29.02,28.72,28.55,28.36,28.18,27.990000000000002,27.8,27.62,27.26,N/A,N/A -2012,7,21,0,30,101590,100440,99330,75.85000000000001,0,7.390000000000001,8.03,8.15,8.2,8.23,8.25,8.25,8.25,8.24,210.76,210.94,211.05,211.16,211.28,211.41,211.55,211.70000000000002,212.07,28.93,28.62,28.45,28.26,28.080000000000002,27.89,27.71,27.53,27.17,N/A,N/A -2012,7,21,1,30,101550,100410,99300,77.84,0,7.41,8.06,8.19,8.24,8.27,8.28,8.28,8.27,8.24,214.14000000000001,214.3,214.41,214.52,214.62,214.72,214.83,214.93,215.18,28.900000000000002,28.57,28.41,28.21,28.03,27.84,27.66,27.48,27.11,N/A,N/A -2012,7,21,2,30,101560,100410,99300,81.21000000000001,0,7.61,8.28,8.4,8.46,8.49,8.5,8.5,8.5,8.47,215.03,215.20000000000002,215.28,215.36,215.44,215.51,215.6,215.68,215.88,28.75,28.41,28.240000000000002,28.05,27.86,27.68,27.490000000000002,27.3,26.94,N/A,N/A -2012,7,21,3,30,101550,100410,99300,81.68,0,7.83,8.52,8.65,8.72,8.75,8.77,8.78,8.790000000000001,8.790000000000001,223.39000000000001,223.55,223.63,223.73000000000002,223.84,223.96,224.09,224.22,224.57,28.77,28.43,28.27,28.07,27.89,27.71,27.52,27.34,26.98,N/A,N/A -2012,7,21,4,30,101550,100410,99300,83.26,0,7.54,8.2,8.33,8.4,8.43,8.45,8.45,8.45,8.44,230.16,230.29,230.36,230.46,230.54,230.64000000000001,230.75,230.86,231.13,28.73,28.39,28.22,28.02,27.84,27.650000000000002,27.46,27.28,26.91,N/A,N/A -2012,7,21,5,30,101550,100400,99290,85.23,0,7.78,8.47,8.61,8.68,8.72,8.74,8.75,8.74,8.72,229.59,229.73000000000002,229.8,229.86,229.92000000000002,229.97,230.03,230.09,230.22,28.63,28.28,28.11,27.91,27.72,27.53,27.34,27.150000000000002,26.78,N/A,N/A -2012,7,21,6,30,101550,100400,99300,84.85000000000001,0,7.79,8.46,8.61,8.67,8.72,8.74,8.75,8.76,8.75,236.05,236.11,236.15,236.19,236.23000000000002,236.28,236.33,236.38,236.5,28.67,28.310000000000002,28.14,27.94,27.75,27.57,27.37,27.19,26.82,N/A,N/A -2012,7,21,7,30,101590,100440,99330,85.95,0,7.76,8.43,8.57,8.63,8.67,8.69,8.700000000000001,8.700000000000001,8.69,231.93,232.12,232.20000000000002,232.28,232.35,232.42000000000002,232.49,232.56,232.71,28.63,28.27,28.09,27.89,27.7,27.52,27.32,27.14,26.77,N/A,N/A -2012,7,21,8,30,101570,100420,99310,87.46000000000001,0,7.87,8.56,8.71,8.78,8.82,8.84,8.85,8.85,8.84,240.56,240.62,240.67000000000002,240.72,240.76,240.81,240.87,240.92000000000002,241.03,28.53,28.16,27.98,27.78,27.59,27.400000000000002,27.21,27.02,26.64,N/A,N/A -2012,7,21,9,30,101570,100430,99320,88.03,0,7.97,8.69,8.85,8.93,8.98,9.01,9.02,9.02,9.01,243.58,243.65,243.66,243.69,243.71,243.74,243.78,243.81,243.9,28.5,28.13,27.95,27.75,27.55,27.36,27.17,26.98,26.6,N/A,N/A -2012,7,21,10,30,101610,100470,99360,86.18,0,7.99,8.73,8.88,8.950000000000001,8.99,9.01,9,8.99,8.93,249.97,249.94,249.98000000000002,250.04,250.11,250.18,250.27,250.35,250.56,28.650000000000002,28.29,28.11,27.91,27.72,27.52,27.32,27.14,26.75,N/A,N/A -2012,7,21,11,30,101600,100460,99350,82.34,0,7.96,8.51,8.620000000000001,8.65,8.66,8.66,8.66,8.65,8.61,252.74,253.11,253.31,253.51000000000002,253.69,253.87,254.04,254.21,254.54,28.63,28.27,28.1,27.91,27.72,27.54,27.35,27.17,26.810000000000002,N/A,N/A -2012,7,21,12,30,101640,100490,99380,84.32000000000001,0,7.5200000000000005,8.14,8.27,8.33,8.36,8.38,8.38,8.38,8.370000000000001,267.01,266.78000000000003,266.59000000000003,266.37,266.17,265.97,265.76,265.56,265.14,28.38,28,27.82,27.62,27.43,27.23,27.04,26.85,26.47,N/A,N/A -2012,7,21,13,30,101640,100500,99380,81.65,0,7.25,7.88,8.01,8.09,8.14,8.17,8.19,8.2,8.22,267.33,267.17,267.07,266.96,266.86,266.76,266.66,266.56,266.36,28.29,27.91,27.73,27.53,27.34,27.150000000000002,26.96,26.77,26.39,N/A,N/A -2012,7,21,14,30,101660,100510,99390,83.11,0,7.54,8.14,8.26,8.32,8.35,8.370000000000001,8.38,8.39,8.39,271.46,271.11,271,270.88,270.77,270.66,270.55,270.44,270.2,27.98,27.580000000000002,27.400000000000002,27.2,27,26.810000000000002,26.62,26.43,26.060000000000002,N/A,N/A -2012,7,21,15,30,101650,100500,99390,77.33,0,6.19,6.63,6.71,6.74,6.76,6.76,6.76,6.75,6.74,262.58,263.08,263.42,263.73,264.02,264.29,264.58,264.85,265.45,28.34,27.98,27.8,27.61,27.42,27.23,27.04,26.86,26.490000000000002,N/A,N/A -2012,7,21,16,30,101650,100510,99400,71.87,0,4.92,5.28,5.36,5.41,5.44,5.47,5.49,5.51,5.55,255.6,256.28000000000003,256.73,257.19,257.62,258.05,258.51,258.96,260.04,28.93,28.61,28.44,28.25,28.07,27.88,27.69,27.52,27.150000000000002,N/A,N/A -2012,7,21,17,30,101610,100470,99360,68.63,0,4.11,4.36,4.39,4.4,4.4,4.4,4.39,4.39,4.38,243.68,244.86,245.58,246.34,247.1,247.86,248.74,249.61,251.81,29.29,28.98,28.82,28.63,28.45,28.27,28.080000000000002,27.91,27.560000000000002,N/A,N/A -2012,7,21,18,30,101610,100470,99360,68.62,0,3.8000000000000003,3.99,3.99,3.97,3.94,3.91,3.86,3.8200000000000003,3.73,215.79,216.73000000000002,217.32,217.96,218.6,219.29,220.1,220.91,223.06,29.5,29.19,29.03,28.84,28.66,28.48,28.29,28.12,27.77,N/A,N/A -2012,7,21,19,30,101610,100470,99360,71.45,0,3.83,4.03,4.05,4.05,4.04,4.0200000000000005,4,3.98,3.92,209.74,210.06,210.31,210.55,210.78,211,211.24,211.47,211.99,29.37,29.04,28.87,28.67,28.490000000000002,28.3,28.11,27.93,27.560000000000002,N/A,N/A -2012,7,21,20,30,101560,100420,99310,74.88,0,4.48,4.73,4.75,4.75,4.74,4.72,4.69,4.66,4.58,205.85,205.96,205.99,206.02,206.04,206.07,206.09,206.12,206.19,29.23,28.89,28.72,28.52,28.34,28.150000000000002,27.96,27.78,27.42,N/A,N/A -2012,7,21,21,30,101520,100370,99270,74.47,0,4.07,4.28,4.29,4.28,4.26,4.24,4.21,4.17,4.09,196.57,196.8,196.88,196.97,197.07,197.16,197.27,197.38,197.63,29.22,28.89,28.72,28.53,28.35,28.16,27.98,27.8,27.45,N/A,N/A -2012,7,21,22,30,101490,100350,99240,76.45,0,5.2700000000000005,5.63,5.68,5.69,5.68,5.67,5.65,5.63,5.58,186.59,186.58,186.6,186.61,186.61,186.61,186.6,186.59,186.53,29.150000000000002,28.830000000000002,28.66,28.47,28.29,28.1,27.91,27.73,27.37,N/A,N/A -2012,7,21,23,30,101450,100300,99200,75.73,0,7.04,7.640000000000001,7.75,7.8,7.82,7.83,7.83,7.83,7.8100000000000005,179.42000000000002,179.62,179.71,179.81,179.9,179.99,180.09,180.18,180.37,29.16,28.85,28.68,28.490000000000002,28.3,28.11,27.92,27.740000000000002,27.36,N/A,N/A -2012,7,22,0,30,101430,100290,99180,74.38,0,7.32,7.94,8.05,8.1,8.120000000000001,8.13,8.13,8.13,8.1,182.42000000000002,182.59,182.66,182.72,182.79,182.85,182.92000000000002,182.98,183.13,29.150000000000002,28.84,28.67,28.47,28.29,28.1,27.900000000000002,27.72,27.34,N/A,N/A -2012,7,22,1,30,101390,100250,99140,86.87,0,7.66,8.26,8.370000000000001,8.4,8.41,8.41,8.39,8.370000000000001,8.31,185.09,185.52,185.8,186.09,186.38,186.69,187.04,187.39000000000001,188.21,28.29,27.91,27.73,27.54,27.35,27.17,26.98,26.8,26.44,N/A,N/A -2012,7,22,2,30,101430,100280,99170,87.52,0,7.21,7.7700000000000005,7.890000000000001,7.930000000000001,7.96,7.97,7.97,7.97,7.94,188.69,188.95000000000002,189.09,189.22,189.33,189.42000000000002,189.53,189.62,189.84,28.21,27.830000000000002,27.650000000000002,27.45,27.26,27.07,26.88,26.69,26.32,N/A,N/A -2012,7,22,3,30,101430,100290,99180,86.08,0,6.890000000000001,7.41,7.51,7.55,7.57,7.57,7.57,7.5600000000000005,7.5200000000000005,198.89000000000001,198.92000000000002,198.94,198.96,198.98000000000002,199,199.03,199.06,199.13,28.35,27.98,27.8,27.6,27.41,27.22,27.03,26.85,26.47,N/A,N/A -2012,7,22,4,30,101420,100280,99170,85.4,0,6.2700000000000005,6.73,6.8100000000000005,6.8500000000000005,6.87,6.88,6.88,6.88,6.86,197.81,197.94,198.03,198.14000000000001,198.24,198.34,198.45000000000002,198.55,198.79,28.34,27.98,27.8,27.6,27.41,27.23,27.03,26.85,26.48,N/A,N/A -2012,7,22,5,30,101420,100270,99170,83.53,0,6.32,6.7700000000000005,6.8500000000000005,6.87,6.88,6.88,6.88,6.86,6.82,193.54,193.63,193.66,193.70000000000002,193.73000000000002,193.76,193.78,193.81,193.87,28.34,27.97,27.79,27.59,27.400000000000002,27.21,27.01,26.830000000000002,26.45,N/A,N/A -2012,7,22,6,30,101440,100300,99190,80.58,0,6.61,7.1000000000000005,7.21,7.25,7.2700000000000005,7.28,7.29,7.28,7.2700000000000005,190.72,190.67000000000002,190.6,190.54,190.48,190.43,190.38,190.34,190.27,28.39,28.03,27.85,27.650000000000002,27.46,27.27,27.07,26.89,26.5,N/A,N/A -2012,7,22,7,30,101460,100310,99210,78.86,0,5.87,6.3100000000000005,6.390000000000001,6.42,6.44,6.45,6.45,6.45,6.44,187.73,187.84,187.94,188.03,188.11,188.20000000000002,188.28,188.37,188.56,28.490000000000002,28.14,27.97,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,22,8,30,101500,100350,99240,80.79,0,6.38,6.88,6.98,7.03,7.0600000000000005,7.07,7.08,7.08,7.07,192.38,192.55,192.56,192.56,192.57,192.57,192.58,192.59,192.63,28.47,28.11,27.94,27.740000000000002,27.55,27.36,27.16,26.97,26.59,N/A,N/A -2012,7,22,9,30,101520,100380,99270,84.94,0,5.68,6.1000000000000005,6.19,6.23,6.2700000000000005,6.28,6.3,6.3100000000000005,6.3100000000000005,197.39000000000001,197.46,197.48000000000002,197.51,197.54,197.57,197.61,197.64000000000001,197.74,28.32,27.96,27.78,27.580000000000002,27.39,27.2,27,26.82,26.44,N/A,N/A -2012,7,22,10,30,101570,100430,99320,82.95,0,4.7700000000000005,5.11,5.19,5.22,5.25,5.26,5.2700000000000005,5.28,5.28,197.97,198.66,198.82,198.94,199.01,199.07,199.11,199.14000000000001,199.18,28.62,28.28,28.11,27.91,27.72,27.53,27.34,27.150000000000002,26.77,N/A,N/A -2012,7,22,11,30,101600,100460,99350,81.47,0,4.83,5.1000000000000005,5.15,5.16,5.16,5.15,5.13,5.12,5.07,201.07,200.78,200.52,200.27,200.05,199.83,199.61,199.41,199,28.44,28.09,27.92,27.72,27.53,27.34,27.150000000000002,26.97,26.59,N/A,N/A -2012,7,22,12,30,101630,100480,99370,80.99,0,4.97,5.28,5.33,5.34,5.34,5.34,5.33,5.32,5.29,215.5,215.5,215.48000000000002,215.45000000000002,215.42000000000002,215.39000000000001,215.37,215.33,215.27,28.42,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.11,26.92,26.54,N/A,N/A -2012,7,22,13,30,101640,100490,99380,81.10000000000001,0,2.84,3.02,3.0500000000000003,3.08,3.11,3.13,3.14,3.16,3.19,221.03,220.95000000000002,220.85,220.76,220.68,220.62,220.55,220.5,220.38,28.39,28.05,27.88,27.68,27.490000000000002,27.3,27.11,26.92,26.54,N/A,N/A -2012,7,22,14,30,101680,100530,99420,82.86,0,1.36,1.41,1.42,1.42,1.43,1.43,1.43,1.43,1.43,245.07,244.48000000000002,244.07,243.67000000000002,243.28,242.89000000000001,242.48000000000002,242.08,241.25,28.36,28.02,27.84,27.650000000000002,27.46,27.27,27.07,26.89,26.51,N/A,N/A -2012,7,22,15,30,101710,100570,99460,82.07000000000001,0,0.35000000000000003,0.39,0.41000000000000003,0.42,0.44,0.45,0.47000000000000003,0.49,0.52,236.58,234.55,233.38,232.37,231.46,230.58,229.82,229.13,227.8,28.490000000000002,28.14,27.97,27.77,27.580000000000002,27.39,27.2,27.01,26.63,N/A,N/A -2012,7,22,16,30,101720,100580,99470,82.01,0,0.81,0.85,0.86,0.87,0.88,0.89,0.9,0.91,0.93,161.47,163.68,164.82,165.99,167.05,168.05,169.12,170.15,172.27,28.61,28.26,28.080000000000002,27.88,27.69,27.5,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,7,22,17,30,101720,100570,99460,83.10000000000001,0,2.31,2.44,2.47,2.49,2.5100000000000002,2.52,2.5300000000000002,2.5500000000000003,2.57,117.72,118.79,119.36,119.91,120.42,120.92,121.42,121.9,122.89,28.75,28.38,28.21,28.01,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,7,22,18,30,101720,100570,99460,81.85000000000001,0,5.46,5.8,5.8500000000000005,5.87,5.87,5.87,5.86,5.86,5.83,118.63,118.75,118.96000000000001,119.17,119.34,119.51,119.67,119.81,120.11,28.95,28.580000000000002,28.400000000000002,28.19,28,27.810000000000002,27.61,27.42,27.04,N/A,N/A -2012,7,22,19,30,101740,100580,99470,87.74,0,7.7700000000000005,8.290000000000001,8.39,8.41,8.42,8.41,8.4,8.39,8.33,154.26,155.4,155.93,156.46,156.95000000000002,157.42000000000002,157.89000000000001,158.34,159.43,27.63,27.22,27.04,26.85,26.67,26.5,26.32,26.150000000000002,25.830000000000002,N/A,N/A -2012,7,22,20,30,101700,100540,99430,80.87,0,7.0200000000000005,7.44,7.47,7.44,7.4,7.33,7.25,7.17,6.94,158.26,158.55,158.73,158.94,159.17000000000002,159.42000000000002,159.75,160.09,160.89000000000001,27.57,27.16,26.98,26.78,26.59,26.41,26.22,26.04,25.67,N/A,N/A -2012,7,22,21,30,101720,100570,99450,80.64,0,8.44,9.08,9.17,9.200000000000001,9.19,9.16,9.120000000000001,9.08,8.950000000000001,183.36,183.53,183.46,183.37,183.27,183.19,183.09,182.99,182.75,27.52,27.1,26.92,26.71,26.52,26.330000000000002,26.14,25.96,25.59,N/A,N/A -2012,7,22,22,30,101720,100570,99450,82.43,0,9.82,10.57,10.700000000000001,10.72,10.72,10.68,10.63,10.58,10.44,194.39000000000001,194.17000000000002,193.9,193.61,193.32,193.03,192.71,192.4,191.72,27.29,26.84,26.64,26.44,26.240000000000002,26.05,25.86,25.68,25.310000000000002,N/A,N/A -2012,7,22,23,30,101720,100570,99450,86.69,0,9.14,9.870000000000001,10.02,10.08,10.11,10.13,10.120000000000001,10.11,10.06,181.34,181.38,181.4,181.42000000000002,181.44,181.46,181.48,181.49,181.53,27.16,26.71,26.52,26.310000000000002,26.11,25.92,25.72,25.54,25.16,N/A,N/A -2012,7,23,0,30,101700,100550,99430,83.96000000000001,0,7.23,7.73,7.82,7.8500000000000005,7.86,7.86,7.8500000000000005,7.84,7.8,187.12,186.95000000000002,186.83,186.71,186.59,186.45000000000002,186.31,186.17000000000002,185.83,26.92,26.48,26.29,26.09,25.89,25.7,25.51,25.32,24.94,N/A,N/A -2012,7,23,1,30,101660,100510,99390,80.81,0,5.44,5.78,5.84,5.86,5.87,5.88,5.89,5.89,5.91,175.39000000000001,175.22,175.09,174.95000000000002,174.8,174.65,174.46,174.26,173.69,27.22,26.810000000000002,26.63,26.43,26.240000000000002,26.060000000000002,25.87,25.69,25.330000000000002,N/A,N/A -2012,7,23,2,30,101730,100570,99460,78.97,0,5.37,5.73,5.8,5.83,5.8500000000000005,5.86,5.87,5.87,5.88,156.15,156.09,156.17000000000002,156.22,156.26,156.29,156.3,156.3,156.28,27.63,27.25,27.07,26.87,26.68,26.490000000000002,26.3,26.12,25.740000000000002,N/A,N/A -2012,7,23,3,30,101710,100560,99440,79.19,0,6,6.45,6.55,6.6000000000000005,6.63,6.66,6.68,6.7,6.72,158.27,158.12,158.08,158.02,157.97,157.91,157.84,157.78,157.64000000000001,27.97,27.59,27.41,27.21,27.02,26.830000000000002,26.63,26.45,26.07,N/A,N/A -2012,7,23,4,30,101720,100570,99450,82.21000000000001,0,7.24,7.83,7.95,8.02,8.06,8.08,8.09,8.1,8.1,160.37,160.32,160.32,160.32,160.32,160.32,160.32,160.32,160.32,28.07,27.69,27.5,27.3,27.11,26.92,26.72,26.54,26.16,N/A,N/A -2012,7,23,5,30,101710,100560,99450,80.09,0,7,7.53,7.640000000000001,7.7,7.72,7.74,7.75,7.75,7.73,159.27,159.29,159.32,159.37,159.41,159.45000000000002,159.49,159.54,159.63,28.12,27.75,27.57,27.37,27.18,26.990000000000002,26.79,26.6,26.23,N/A,N/A -2012,7,23,6,30,101750,100600,99480,79.39,0,6.5200000000000005,7.03,7.15,7.21,7.25,7.2700000000000005,7.29,7.3,7.32,163.86,163.98,164.01,164.04,164.07,164.1,164.12,164.14000000000001,164.17000000000002,28.18,27.810000000000002,27.63,27.43,27.240000000000002,27.04,26.85,26.66,26.28,N/A,N/A -2012,7,23,7,30,101780,100630,99510,77.47,0,5.32,5.7,5.78,5.82,5.8500000000000005,5.87,5.88,5.89,5.9,167.13,167.09,167.08,167.08,167.08,167.09,167.09,167.1,167.11,28.28,27.92,27.740000000000002,27.54,27.35,27.16,26.96,26.78,26.39,N/A,N/A -2012,7,23,8,30,101780,100630,99520,79.42,0,4.97,5.3100000000000005,5.39,5.42,5.45,5.46,5.47,5.48,5.48,177.02,176.94,176.92000000000002,176.88,176.85,176.82,176.79,176.75,176.67000000000002,28.19,27.830000000000002,27.650000000000002,27.45,27.25,27.060000000000002,26.86,26.68,26.29,N/A,N/A -2012,7,23,9,30,101810,100660,99540,78.27,0,5.36,5.7,5.75,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.76,5.75,5.72,171.36,171.59,171.70000000000002,171.81,171.92000000000002,172.02,172.13,172.23,172.45000000000002,28.2,27.84,27.66,27.46,27.27,27.07,26.88,26.69,26.310000000000002,N/A,N/A -2012,7,23,10,30,101820,100670,99550,77.23,0,4.4,4.69,4.75,4.7700000000000005,4.79,4.79,4.79,4.79,4.78,190.17000000000002,189.99,189.87,189.76,189.65,189.55,189.44,189.35,189.15,28.36,28.01,27.830000000000002,27.63,27.44,27.25,27.05,26.86,26.48,N/A,N/A -2012,7,23,11,30,101850,100700,99590,75.10000000000001,0,4.69,5.03,5.1000000000000005,5.14,5.17,5.19,5.21,5.23,5.25,189.59,189.43,189.42000000000002,189.42000000000002,189.42000000000002,189.42000000000002,189.42000000000002,189.43,189.44,28.41,28.07,27.900000000000002,27.69,27.5,27.32,27.12,26.93,26.55,N/A,N/A -2012,7,23,12,30,101860,100710,99600,75.31,0,3.7600000000000002,3.96,3.99,3.99,3.99,3.99,3.98,3.97,3.94,183.66,183.76,183.77,183.8,183.82,183.84,183.87,183.91,184,28.37,28.02,27.85,27.650000000000002,27.46,27.27,27.07,26.89,26.5,N/A,N/A -2012,7,23,13,30,101890,100740,99630,75.16,0,2.99,3.15,3.17,3.19,3.19,3.2,3.2,3.2,3.2,183.05,183.18,183.23,183.26,183.28,183.3,183.3,183.31,183.3,28.400000000000002,28.05,27.88,27.68,27.490000000000002,27.3,27.11,26.92,26.54,N/A,N/A -2012,7,23,14,30,101910,100760,99650,76.18,0,2.31,2.41,2.42,2.42,2.42,2.42,2.42,2.41,2.4,190.99,190.79,190.76,190.70000000000002,190.62,190.55,190.45000000000002,190.35,190.12,28.400000000000002,28.05,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.54,N/A,N/A -2012,7,23,15,30,101950,100800,99690,77.05,0,1.74,1.85,1.8900000000000001,1.92,1.94,1.96,1.99,2.0100000000000002,2.04,174.33,174.16,174.03,173.92000000000002,173.84,173.78,173.73,173.69,173.61,28.45,28.1,27.93,27.73,27.54,27.35,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,7,23,16,30,101910,100750,99640,79.8,0,3.47,3.54,3.5,3.46,3.42,3.37,3.3200000000000003,3.27,3.18,153.4,154.55,155.3,156.04,156.75,157.39000000000001,158.07,158.67000000000002,159.95000000000002,28.26,27.900000000000002,27.72,27.53,27.34,27.16,26.96,26.78,26.41,N/A,N/A -2012,7,23,17,30,101960,100800,99690,85.31,0,3.0500000000000003,2.54,2.13,1.6400000000000001,1.25,0.93,0.85,0.8300000000000001,1.33,17.22,20.55,24.47,30.5,43.300000000000004,57.26,82.82000000000001,110.33,142.54,27.3,26.990000000000002,26.87,26.75,26.62,26.490000000000002,26.37,26.25,26.05,N/A,N/A -2012,7,23,18,30,101910,100750,99640,82.64,0,2.19,2.42,2.5100000000000002,2.59,2.66,2.71,2.7600000000000002,2.8000000000000003,2.88,123.62,128.27,130.44,132.32,133.85,135.17000000000002,136.3,137.28,139.09,27.95,27.580000000000002,27.41,27.21,27.03,26.84,26.650000000000002,26.47,26.1,N/A,N/A -2012,7,23,19,30,101930,100780,99670,74.19,0,3.7,3.89,3.92,3.94,3.95,3.95,3.95,3.95,3.94,155.73,155.52,155.4,155.28,155.16,155.05,154.94,154.84,154.63,28.73,28.36,28.19,27.990000000000002,27.8,27.61,27.41,27.22,26.85,N/A,N/A -2012,7,23,20,30,101910,100760,99650,74.03,0,3.45,3.67,3.72,3.74,3.77,3.7800000000000002,3.79,3.8000000000000003,3.81,134.71,134.81,134.94,135.04,135.12,135.2,135.26,135.32,135.4,28.900000000000002,28.54,28.37,28.16,27.97,27.78,27.580000000000002,27.39,27.01,N/A,N/A -2012,7,23,21,30,101890,100740,99630,71.73,0,4.19,4.45,4.49,4.5,4.5200000000000005,4.5200000000000005,4.5200000000000005,4.5200000000000005,4.5200000000000005,143.07,142.93,142.85,142.75,142.66,142.57,142.47,142.38,142.19,28.94,28.6,28.42,28.22,28.03,27.84,27.650000000000002,27.46,27.07,N/A,N/A -2012,7,23,22,30,101890,100740,99620,78.01,0,3.35,3.56,3.61,3.64,3.66,3.67,3.69,3.7,3.71,146.23,146.19,146.29,146.38,146.47,146.56,146.65,146.74,146.92000000000002,28.66,28.32,28.150000000000002,27.94,27.75,27.560000000000002,27.37,27.18,26.8,N/A,N/A -2012,7,23,23,30,101870,100720,99610,79.63,0,3.64,3.88,3.93,3.97,3.99,4.0200000000000005,4.03,4.05,4.09,145.9,145.78,145.78,145.78,145.78,145.77,145.75,145.74,145.71,28.61,28.27,28.1,27.900000000000002,27.71,27.52,27.330000000000002,27.14,26.76,N/A,N/A -2012,7,24,0,30,101830,100680,99560,79.92,0,3.91,4.17,4.23,4.2700000000000005,4.3,4.33,4.3500000000000005,4.38,4.42,133.99,134.26,134.5,134.7,134.86,135.02,135.15,135.27,135.48,28.66,28.32,28.150000000000002,27.96,27.76,27.57,27.38,27.2,26.810000000000002,N/A,N/A -2012,7,24,1,30,101810,100660,99550,78.05,0,4.09,4.36,4.43,4.47,4.5,4.5200000000000005,4.54,4.5600000000000005,4.59,137.01,137.55,137.72,137.82,137.86,137.87,137.85,137.82,137.68,28.87,28.55,28.39,28.19,28.01,27.830000000000002,27.63,27.45,27.080000000000002,N/A,N/A -2012,7,24,2,30,101800,100650,99540,78.53,0,5.12,5.49,5.57,5.62,5.65,5.67,5.69,5.71,5.73,141.82,141.67000000000002,141.67000000000002,141.69,141.72,141.76,141.81,141.87,141.99,28.71,28.38,28.21,28.02,27.830000000000002,27.64,27.45,27.27,26.89,N/A,N/A -2012,7,24,3,30,101810,100670,99560,79.01,0,5.86,6.33,6.42,6.47,6.5,6.51,6.5200000000000005,6.5200000000000005,6.5200000000000005,161.81,161.51,161.32,161.14000000000001,160.97,160.8,160.64000000000001,160.48,160.17000000000002,28.740000000000002,28.400000000000002,28.23,28.03,27.84,27.650000000000002,27.46,27.27,26.89,N/A,N/A -2012,7,24,4,30,101810,100660,99550,79.54,0,5.51,5.9,5.96,5.99,6.01,6.0200000000000005,6.0200000000000005,6.01,6,148.43,148.68,148.78,148.88,148.97,149.07,149.16,149.25,149.44,28.5,28.150000000000002,27.97,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,24,5,30,101800,100650,99540,79.07000000000001,0,5.63,6.04,6.11,6.15,6.17,6.18,6.18,6.18,6.18,152.68,152.59,152.63,152.67000000000002,152.70000000000002,152.74,152.77,152.8,152.87,28.330000000000002,27.97,27.8,27.6,27.41,27.21,27.02,26.830000000000002,26.45,N/A,N/A -2012,7,24,6,30,101830,100680,99570,72.74,0,5.33,5.73,5.8,5.83,5.84,5.8500000000000005,5.84,5.84,5.8100000000000005,146.95000000000002,147.11,147.18,147.25,147.3,147.35,147.4,147.45000000000002,147.55,28.54,28.2,28.03,27.84,27.650000000000002,27.46,27.26,27.07,26.69,N/A,N/A -2012,7,24,7,30,101840,100690,99580,67.15,0,5.74,6.15,6.2,6.22,6.21,6.2,6.18,6.16,6.1000000000000005,155.26,155.57,155.67000000000002,155.76,155.83,155.91,155.97,156.04,156.16,28.85,28.55,28.39,28.19,28,27.810000000000002,27.62,27.43,27.05,N/A,N/A -2012,7,24,8,30,101830,100680,99570,73.42,0,5.92,6.390000000000001,6.48,6.53,6.5600000000000005,6.59,6.61,6.62,6.640000000000001,173.14000000000001,173.16,173.18,173.20000000000002,173.23,173.26,173.29,173.32,173.39000000000001,28.55,28.21,28.04,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.7,N/A,N/A -2012,7,24,9,30,101860,100710,99600,79.78,0,5.14,5.5,5.58,5.62,5.66,5.69,5.71,5.73,5.7700000000000005,171.29,171.72,171.85,171.93,171.99,172.03,172.06,172.08,172.1,28.32,27.98,27.810000000000002,27.61,27.42,27.23,27.04,26.85,26.48,N/A,N/A -2012,7,24,10,30,101890,100730,99620,80.28,0,3.81,4.07,4.12,4.16,4.2,4.22,4.25,4.2700000000000005,4.32,176.5,176.81,176.98,177.15,177.3,177.45000000000002,177.58,177.71,177.95000000000002,28.32,27.98,27.810000000000002,27.61,27.42,27.240000000000002,27.04,26.86,26.48,N/A,N/A -2012,7,24,11,30,101870,100720,99610,78.72,0,4.48,4.83,4.92,4.97,5.01,5.05,5.08,5.1000000000000005,5.15,173.9,174.15,174.24,174.3,174.34,174.37,174.39000000000001,174.4,174.41,28.43,28.1,27.93,27.73,27.54,27.35,27.150000000000002,26.97,26.59,N/A,N/A -2012,7,24,12,30,101890,100740,99630,79.09,0,3.7800000000000002,4.0600000000000005,4.12,4.15,4.17,4.19,4.2,4.21,4.22,174.59,174.07,173.91,173.74,173.59,173.45000000000002,173.31,173.18,172.91,28.45,28.11,27.94,27.740000000000002,27.55,27.36,27.17,26.98,26.6,N/A,N/A -2012,7,24,13,30,101920,100770,99660,76.88,0,4.41,4.74,4.8100000000000005,4.8500000000000005,4.87,4.89,4.91,4.92,4.93,167.94,168.28,168.51,168.72,168.9,169.08,169.27,169.43,169.77,28.560000000000002,28.23,28.060000000000002,27.86,27.67,27.48,27.29,27.1,26.72,N/A,N/A -2012,7,24,14,30,101940,100790,99670,77.89,0,3.92,4.16,4.2,4.22,4.22,4.23,4.22,4.22,4.21,179.01,178.84,178.75,178.67000000000002,178.59,178.52,178.44,178.36,178.21,28.47,28.13,27.96,27.76,27.57,27.38,27.18,27,26.62,N/A,N/A -2012,7,24,15,30,101910,100760,99650,78.45,0,3.36,3.5500000000000003,3.58,3.6,3.61,3.62,3.62,3.63,3.63,185.04,185.56,185.91,186.26,186.58,186.88,187.19,187.49,188.08,28.41,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.11,26.92,26.54,N/A,N/A -2012,7,24,16,30,101880,100730,99620,75.34,0,2.97,3.09,3.1,3.1,3.09,3.09,3.08,3.0700000000000003,3.04,197.02,197.19,197.23000000000002,197.26,197.27,197.28,197.28,197.28,197.24,28.44,28.080000000000002,27.91,27.71,27.52,27.330000000000002,27.14,26.95,26.57,N/A,N/A -2012,7,24,17,30,101870,100720,99610,76.15,0,2.4,2.5100000000000002,2.52,2.5300000000000002,2.5300000000000002,2.5300000000000002,2.5300000000000002,2.52,2.52,192.68,191.52,190.89000000000001,190.25,189.65,189.07,188.5,187.97,186.8,28.37,28.02,27.84,27.64,27.45,27.25,27.060000000000002,26.87,26.490000000000002,N/A,N/A -2012,7,24,18,30,101810,100660,99540,75.22,0,1.9000000000000001,1.95,1.95,1.94,1.93,1.92,1.9100000000000001,1.9000000000000001,1.8800000000000001,156.94,157.41,157.63,157.82,157.99,158.14000000000001,158.26,158.37,158.52,28.43,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.11,26.92,26.54,N/A,N/A -2012,7,24,19,30,101780,100630,99520,74.69,0,2.4,2.52,2.54,2.5500000000000003,2.56,2.57,2.58,2.58,2.59,160.78,160.32,159.88,159.45000000000002,159.09,158.75,158.39000000000001,158.05,157.39000000000001,28.51,28.14,27.96,27.76,27.57,27.38,27.18,27,26.62,N/A,N/A -2012,7,24,20,30,101730,100580,99470,76.18,0,3.62,3.8200000000000003,3.85,3.87,3.89,3.89,3.9,3.9,3.91,170.11,169.94,169.81,169.69,169.59,169.51,169.43,169.35,169.22,28.57,28.21,28.03,27.830000000000002,27.64,27.45,27.26,27.07,26.7,N/A,N/A -2012,7,24,21,30,101710,100570,99450,75.18,0,3.64,3.85,3.88,3.89,3.9,3.91,3.91,3.92,3.92,162.20000000000002,162.54,162.73,162.93,163.12,163.31,163.51,163.71,164.14000000000001,28.69,28.34,28.16,27.97,27.78,27.59,27.39,27.21,26.830000000000002,N/A,N/A -2012,7,24,22,30,101690,100540,99430,75.92,0,4.5,4.82,4.87,4.9,4.92,4.93,4.93,4.94,4.95,158.76,158.63,158.57,158.52,158.49,158.46,158.44,158.42000000000002,158.38,28.77,28.44,28.27,28.080000000000002,27.89,27.7,27.51,27.330000000000002,26.95,N/A,N/A -2012,7,24,23,30,101640,100500,99390,77.49,0,5.14,5.5,5.55,5.57,5.58,5.58,5.57,5.55,5.5200000000000005,150.23,150.43,150.58,150.72,150.84,150.97,151.11,151.24,151.54,28.68,28.35,28.18,27.990000000000002,27.8,27.61,27.42,27.240000000000002,26.86,N/A,N/A -2012,7,25,0,30,101650,100500,99390,78.29,0,5.8,6.26,6.36,6.41,6.45,6.48,6.49,6.51,6.5200000000000005,161.59,161.68,161.73,161.78,161.82,161.87,161.92000000000002,161.97,162.09,28.69,28.37,28.2,28.01,27.82,27.63,27.44,27.25,26.88,N/A,N/A -2012,7,25,1,30,101610,100470,99360,79.92,0,5.86,6.33,6.42,6.47,6.5,6.51,6.5200000000000005,6.5200000000000005,6.5200000000000005,155.18,155.07,155.09,155.13,155.15,155.19,155.22,155.26,155.33,28.650000000000002,28.310000000000002,28.150000000000002,27.95,27.76,27.57,27.38,27.2,26.82,N/A,N/A -2012,7,25,2,30,101610,100460,99350,74.63,0,6.07,6.6000000000000005,6.72,6.78,6.83,6.86,6.890000000000001,6.91,6.95,149.98,149.95000000000002,149.94,149.91,149.87,149.83,149.78,149.72,149.57,29.03,28.73,28.57,28.38,28.2,28.01,27.82,27.64,27.27,N/A,N/A -2012,7,25,3,30,101610,100470,99360,81.83,0,7.5,8.17,8.33,8.42,8.49,8.540000000000001,8.58,8.620000000000001,8.67,160.66,160.8,160.8,160.77,160.73,160.68,160.63,160.56,160.41,28.830000000000002,28.51,28.36,28.16,27.98,27.79,27.61,27.43,27.060000000000002,N/A,N/A -2012,7,25,4,30,101560,100410,99300,86.60000000000001,0,6.86,7.44,7.5600000000000005,7.62,7.65,7.68,7.68,7.69,7.68,171.20000000000002,171.24,171.27,171.29,171.3,171.32,171.34,171.36,171.39000000000001,28.490000000000002,28.14,27.97,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,25,5,30,101560,100420,99310,84.24,0,7.07,7.67,7.8,7.86,7.91,7.930000000000001,7.95,7.96,7.97,181.61,181.69,181.74,181.78,181.81,181.83,181.85,181.86,181.87,28.55,28.2,28.03,27.830000000000002,27.650000000000002,27.46,27.26,27.080000000000002,26.7,N/A,N/A -2012,7,25,6,30,101580,100440,99330,85.37,0,7.43,8.07,8.22,8.3,8.36,8.39,8.41,8.43,8.44,197.53,197.41,197.32,197.22,197.13,197.03,196.95000000000002,196.86,196.68,28.51,28.16,27.98,27.78,27.59,27.400000000000002,27.21,27.02,26.64,N/A,N/A -2012,7,25,7,30,101600,100460,99350,83.92,0,7.29,7.99,8.16,8.26,8.33,8.370000000000001,8.41,8.44,8.46,196.78,196.85,196.91,196.95000000000002,196.97,196.99,197,197,197.01,28.76,28.43,28.26,28.060000000000002,27.87,27.68,27.490000000000002,27.3,26.92,N/A,N/A -2012,7,25,8,30,101610,100460,99350,79.94,0,7.390000000000001,8.05,8.2,8.28,8.33,8.36,8.370000000000001,8.39,8.4,201.84,201.93,201.87,201.79,201.70000000000002,201.61,201.5,201.4,201.16,28.72,28.38,28.21,28.01,27.830000000000002,27.64,27.44,27.26,26.88,N/A,N/A -2012,7,25,9,30,101600,100450,99340,80.31,0,7.18,7.83,7.99,8.08,8.14,8.18,8.22,8.24,8.28,203.98000000000002,204.03,204.04,204.06,204.07,204.08,204.1,204.12,204.15,28.62,28.28,28.11,27.91,27.72,27.53,27.330000000000002,27.150000000000002,26.77,N/A,N/A -2012,7,25,10,30,101610,100460,99350,79.18,0,7.08,7.72,7.87,7.95,8.01,8.040000000000001,8.07,8.09,8.11,204.73000000000002,204.58,204.63,204.69,204.76,204.83,204.91,204.98000000000002,205.13,28.69,28.35,28.17,27.97,27.78,27.59,27.39,27.21,26.82,N/A,N/A -2012,7,25,11,30,101650,100500,99390,74.13,0,6.59,7.2,7.36,7.46,7.53,7.59,7.640000000000001,7.68,7.75,209.56,209.33,209.17000000000002,208.99,208.83,208.67000000000002,208.51,208.36,208.06,28.85,28.53,28.36,28.16,27.97,27.78,27.59,27.400000000000002,27.02,N/A,N/A -2012,7,25,12,30,101630,100490,99380,77.79,0,7.08,7.71,7.8500000000000005,7.930000000000001,7.97,8.01,8.02,8.03,8.040000000000001,201.87,202.20000000000002,202.41,202.61,202.79,202.96,203.13,203.29,203.59,28.63,28.3,28.13,27.93,27.740000000000002,27.54,27.35,27.16,26.78,N/A,N/A -2012,7,25,13,30,101700,100550,99440,77.01,0,6.46,6.97,7.07,7.11,7.140000000000001,7.15,7.15,7.140000000000001,7.12,200.54,200.86,201.01,201.16,201.28,201.39000000000001,201.48000000000002,201.57,201.74,28.650000000000002,28.310000000000002,28.14,27.94,27.75,27.560000000000002,27.36,27.18,26.79,N/A,N/A -2012,7,25,14,30,101700,100550,99440,70.62,0,5.99,6.43,6.5200000000000005,6.5600000000000005,6.58,6.6000000000000005,6.61,6.61,6.61,211.5,211.46,211.42000000000002,211.37,211.33,211.28,211.23000000000002,211.17000000000002,211.06,28.85,28.54,28.37,28.18,27.990000000000002,27.8,27.61,27.42,27.04,N/A,N/A -2012,7,25,15,30,101720,100580,99460,71.87,0,5.29,5.73,5.82,5.87,5.91,5.93,5.95,5.96,5.97,206.76,206.42000000000002,206.24,206.08,205.93,205.79,205.64000000000001,205.51,205.24,28.87,28.54,28.37,28.18,27.990000000000002,27.8,27.61,27.42,27.04,N/A,N/A -2012,7,25,16,30,101670,100520,99410,71.74,0,5.62,6.08,6.19,6.25,6.29,6.33,6.3500000000000005,6.38,6.41,207.99,208.07,208.12,208.17000000000002,208.21,208.25,208.29,208.32,208.38,28.84,28.51,28.35,28.150000000000002,27.96,27.77,27.57,27.39,27.01,N/A,N/A -2012,7,25,17,30,101660,100510,99400,76.24,0,5.32,5.72,5.8,5.84,5.87,5.9,5.91,5.93,5.95,200.98000000000002,201.29,201.43,201.59,201.73000000000002,201.86,201.99,202.11,202.37,28.69,28.34,28.17,27.97,27.78,27.59,27.39,27.21,26.830000000000002,N/A,N/A -2012,7,25,18,30,101680,100530,99420,78.86,0,5.3100000000000005,5.74,5.84,5.91,5.96,6.01,6.04,6.07,6.13,190.73,191.12,191.31,191.49,191.65,191.81,191.96,192.11,192.39000000000001,28.71,28.36,28.19,27.990000000000002,27.8,27.61,27.41,27.22,26.84,N/A,N/A -2012,7,25,19,30,101620,100470,99360,78.57000000000001,0,6.5200000000000005,6.99,7.09,7.13,7.16,7.17,7.18,7.18,7.17,194.51,194.75,194.9,195.06,195.21,195.34,195.49,195.64000000000001,195.95000000000002,28.77,28.42,28.25,28.05,27.86,27.67,27.48,27.29,26.92,N/A,N/A -2012,7,25,20,30,101580,100440,99330,80.43,0,5.73,6.16,6.26,6.3100000000000005,6.34,6.36,6.37,6.38,6.390000000000001,193.46,193.52,193.57,193.62,193.67000000000002,193.72,193.77,193.81,193.92000000000002,28.71,28.36,28.19,27.990000000000002,27.8,27.61,27.41,27.23,26.85,N/A,N/A -2012,7,25,21,30,101530,100390,99280,80.04,0,5.91,6.37,6.47,6.5200000000000005,6.5600000000000005,6.59,6.61,6.62,6.65,191.92000000000002,192.09,192.22,192.35,192.48000000000002,192.6,192.74,192.87,193.13,28.64,28.29,28.12,27.92,27.73,27.54,27.34,27.16,26.78,N/A,N/A -2012,7,25,22,30,101520,100370,99260,81.78,0,5.5200000000000005,5.95,6.04,6.09,6.13,6.16,6.18,6.2,6.22,184.56,184.94,185.20000000000002,185.44,185.65,185.86,186.05,186.22,186.58,28.59,28.25,28.080000000000002,27.87,27.68,27.490000000000002,27.3,27.11,26.73,N/A,N/A -2012,7,25,23,30,101470,100330,99220,80.61,0,5.79,6.22,6.3100000000000005,6.36,6.390000000000001,6.41,6.42,6.43,6.44,187.3,187.51,187.64000000000001,187.75,187.83,187.92000000000002,188,188.08,188.24,28.6,28.26,28.09,27.89,27.71,27.51,27.32,27.13,26.75,N/A,N/A -2012,7,26,0,30,101460,100310,99200,82.91,0,6.49,6.99,7.1000000000000005,7.140000000000001,7.17,7.19,7.2,7.2,7.19,185.4,185.32,185.35,185.39000000000001,185.43,185.47,185.52,185.56,185.66,28.740000000000002,28.41,28.25,28.04,27.86,27.67,27.48,27.29,26.91,N/A,N/A -2012,7,26,1,30,101380,100230,99130,82.21000000000001,0,6.5,7,7.09,7.12,7.13,7.13,7.11,7.1000000000000005,7.0600000000000005,182.97,182.99,183.11,183.26,183.41,183.56,183.72,183.87,184.21,28.560000000000002,28.22,28.05,27.85,27.66,27.47,27.28,27.09,26.71,N/A,N/A -2012,7,26,2,30,101380,100240,99130,81.77,0,6.71,7.29,7.43,7.5,7.5600000000000005,7.59,7.61,7.63,7.65,184.37,184.82,185,185.15,185.28,185.39000000000001,185.5,185.6,185.81,28.51,28.16,27.98,27.78,27.59,27.400000000000002,27.21,27.02,26.63,N/A,N/A -2012,7,26,3,30,101360,100220,99110,81.73,0,6.96,7.57,7.7,7.78,7.84,7.88,7.91,7.930000000000001,7.97,191.59,191.33,191.31,191.3,191.29,191.28,191.28,191.27,191.25,28.44,28.080000000000002,27.91,27.71,27.52,27.330000000000002,27.14,26.95,26.57,N/A,N/A -2012,7,26,4,30,101360,100220,99110,80.3,0,7.45,8.03,8.16,8.22,8.27,8.3,8.32,8.33,8.36,196.64000000000001,196.23000000000002,196.11,195.96,195.81,195.66,195.49,195.32,194.94,28.490000000000002,28.150000000000002,27.98,27.78,27.59,27.41,27.21,27.03,26.66,N/A,N/A -2012,7,26,5,30,101350,100210,99100,84.24,0,7.640000000000001,8.39,8.56,8.66,8.73,8.78,8.81,8.84,8.86,193.6,193.39000000000001,193.31,193.24,193.19,193.14000000000001,193.1,193.06,193,28.34,27.98,27.8,27.6,27.400000000000002,27.21,27.01,26.82,26.44,N/A,N/A -2012,7,26,6,30,101380,100240,99130,82.75,0,8.18,8.99,9.18,9.28,9.35,9.4,9.43,9.450000000000001,9.46,199.23000000000002,199.18,199.07,198.96,198.85,198.74,198.63,198.52,198.29,28.45,28.1,27.93,27.72,27.53,27.34,27.14,26.96,26.57,N/A,N/A -2012,7,26,7,30,101370,100230,99120,79.13,0,8.97,9.82,10.03,10.14,10.22,10.27,10.32,10.35,10.39,192.15,192.22,192.24,192.25,192.26,192.26,192.26,192.26,192.24,28.66,28.330000000000002,28.17,27.97,27.78,27.6,27.400000000000002,27.22,26.85,N/A,N/A -2012,7,26,8,30,101400,100250,99140,79.14,0,9.01,9.84,10.05,10.16,10.23,10.290000000000001,10.33,10.36,10.41,197.91,197.44,197.28,197.16,197.06,196.99,196.92000000000002,196.87,196.79,28.59,28.25,28.080000000000002,27.88,27.7,27.51,27.32,27.13,26.76,N/A,N/A -2012,7,26,9,30,101430,100280,99180,76.18,0,8.61,9.52,9.74,9.870000000000001,9.96,10.02,10.06,10.09,10.120000000000001,202.23000000000002,202.42000000000002,202.43,202.4,202.37,202.32,202.27,202.22,202.08,28.72,28.39,28.22,28.01,27.82,27.63,27.43,27.25,26.86,N/A,N/A -2012,7,26,10,30,101420,100280,99170,75.77,0,7.640000000000001,8.4,8.59,8.700000000000001,8.78,8.84,8.89,8.93,8.99,198.05,198.51,198.72,198.92000000000002,199.09,199.26,199.43,199.59,199.91,28.76,28.43,28.26,28.07,27.88,27.7,27.5,27.32,26.94,N/A,N/A -2012,7,26,11,30,101470,100330,99220,78.43,0,7.91,8.58,8.71,8.76,8.78,8.790000000000001,8.790000000000001,8.78,8.74,197.41,197.44,197.49,197.53,197.57,197.62,197.66,197.70000000000002,197.79,28.62,28.3,28.13,27.93,27.740000000000002,27.55,27.36,27.18,26.8,N/A,N/A -2012,7,26,12,30,101500,100350,99240,71.92,0,7.42,8.11,8.290000000000001,8.4,8.48,8.55,8.6,8.65,8.73,206.89000000000001,206.51,206.31,206.14000000000001,205.99,205.86,205.73000000000002,205.6,205.37,29,28.71,28.55,28.36,28.18,27.990000000000002,27.8,27.62,27.25,N/A,N/A -2012,7,26,13,30,101540,100400,99290,72.81,0,6.34,6.86,6.98,7.05,7.1000000000000005,7.140000000000001,7.18,7.21,7.26,199.57,199.49,199.51,199.57,199.64000000000001,199.71,199.79,199.87,200.07,28.93,28.63,28.48,28.28,28.1,27.92,27.73,27.55,27.18,N/A,N/A -2012,7,26,14,30,101560,100420,99310,71.27,0,5.18,5.71,5.84,5.92,6,6.0600000000000005,6.11,6.16,6.26,197.69,198.17000000000002,198.45000000000002,198.72,198.97,199.22,199.46,199.68,200.14000000000001,29.05,28.75,28.580000000000002,28.39,28.21,28.02,27.830000000000002,27.650000000000002,27.27,N/A,N/A -2012,7,26,15,30,101590,100440,99330,73.7,0,6.2700000000000005,6.82,6.93,6.99,7.0200000000000005,7.04,7.05,7.0600000000000005,7.0600000000000005,191.46,191.46,191.46,191.49,191.51,191.53,191.55,191.57,191.61,28.97,28.66,28.490000000000002,28.29,28.1,27.91,27.72,27.53,27.150000000000002,N/A,N/A -2012,7,26,16,30,101600,100450,99340,70.81,0,6.0200000000000005,6.47,6.5600000000000005,6.6000000000000005,6.62,6.63,6.640000000000001,6.640000000000001,6.65,190.13,190.07,190.04,190.01,190,189.98,189.98,189.97,189.98,29.09,28.79,28.62,28.43,28.25,28.060000000000002,27.87,27.68,27.310000000000002,N/A,N/A -2012,7,26,17,30,101550,100410,99300,71.08,0,5.91,6.44,6.55,6.62,6.67,6.7,6.74,6.76,6.8,185.52,185.63,185.70000000000002,185.75,185.8,185.85,185.9,185.94,186.03,29.14,28.830000000000002,28.66,28.47,28.28,28.09,27.900000000000002,27.71,27.330000000000002,N/A,N/A -2012,7,26,18,30,101560,100420,99310,68.74,0,5.46,5.93,6.03,6.09,6.13,6.16,6.19,6.21,6.24,188.03,188.16,188.21,188.26,188.31,188.36,188.4,188.44,188.52,29.34,29.04,28.87,28.68,28.490000000000002,28.3,28.11,27.92,27.54,N/A,N/A -2012,7,26,19,30,101540,100400,99290,69.96000000000001,0,6.11,6.6000000000000005,6.69,6.73,6.75,6.76,6.76,6.75,6.74,180.98,181.14000000000001,181.24,181.3,181.35,181.38,181.42000000000002,181.46,181.53,29.3,29,28.830000000000002,28.63,28.45,28.26,28.060000000000002,27.88,27.5,N/A,N/A -2012,7,26,20,30,101510,100370,99260,71.12,0,6.18,6.67,6.75,6.78,6.78,6.78,6.78,6.76,6.73,178.02,177.83,177.75,177.70000000000002,177.67000000000002,177.64000000000001,177.63,177.63,177.66,29.23,28.93,28.77,28.57,28.39,28.2,28.01,27.82,27.44,N/A,N/A -2012,7,26,21,30,101470,100330,99220,73.88,0,6.68,7.25,7.36,7.41,7.44,7.45,7.46,7.46,7.45,169.95000000000002,169.89000000000001,169.85,169.8,169.77,169.73,169.70000000000002,169.67000000000002,169.6,29.080000000000002,28.77,28.61,28.41,28.22,28.04,27.85,27.66,27.28,N/A,N/A -2012,7,26,22,30,101450,100310,99200,74.75,0,6.67,7.22,7.32,7.37,7.390000000000001,7.4,7.41,7.41,7.390000000000001,169.49,169.58,169.67000000000002,169.73,169.78,169.82,169.86,169.9,169.99,28.96,28.650000000000002,28.490000000000002,28.29,28.11,27.92,27.73,27.54,27.17,N/A,N/A -2012,7,26,23,30,101440,100290,99180,80.31,0,7.21,7.84,7.97,8.040000000000001,8.08,8.11,8.120000000000001,8.13,8.13,171.35,171.48,171.54,171.6,171.64000000000001,171.68,171.72,171.76,171.84,28.740000000000002,28.41,28.25,28.05,27.86,27.67,27.48,27.29,26.92,N/A,N/A -2012,7,27,0,30,101400,100260,99150,82.09,0,6.19,6.75,6.890000000000001,6.98,7.05,7.1000000000000005,7.15,7.19,7.26,172.70000000000002,173.29,173.39000000000001,173.45000000000002,173.49,173.51,173.52,173.52,173.5,28.650000000000002,28.32,28.150000000000002,27.95,27.76,27.57,27.37,27.19,26.810000000000002,N/A,N/A -2012,7,27,1,30,101410,100270,99160,84.99,0,7.79,8.43,8.55,8.61,8.65,8.67,8.68,8.68,8.67,169.69,170.15,170.32,170.49,170.64000000000001,170.79,170.93,171.07,171.35,28.490000000000002,28.14,27.96,27.76,27.57,27.37,27.18,26.990000000000002,26.61,N/A,N/A -2012,7,27,2,30,101400,100260,99150,87.37,0,8,8.77,8.950000000000001,9.06,9.13,9.18,9.21,9.24,9.27,168.06,167.98,167.97,167.98,167.99,168.01,168.04,168.06,168.12,28.43,28.07,27.89,27.68,27.490000000000002,27.3,27.1,26.92,26.53,N/A,N/A -2012,7,27,3,30,101420,100270,99170,84.04,0,7.61,8.32,8.48,8.57,8.63,8.67,8.69,8.71,8.73,170.94,170.99,170.97,170.96,170.95000000000002,170.95000000000002,170.95000000000002,170.95000000000002,170.95000000000002,28.45,28.1,27.92,27.72,27.53,27.34,27.14,26.96,26.580000000000002,N/A,N/A -2012,7,27,4,30,101430,100290,99180,82.07000000000001,0,7.49,8.21,8.38,8.48,8.55,8.6,8.64,8.67,8.72,174.96,175.02,175,174.97,174.95000000000002,174.92000000000002,174.89000000000001,174.85,174.79,28.53,28.18,28.01,27.810000000000002,27.61,27.42,27.23,27.04,26.66,N/A,N/A -2012,7,27,5,30,101450,100310,99200,83.46000000000001,0,7.37,8.06,8.22,8.32,8.38,8.41,8.44,8.45,8.45,174.39000000000001,174.29,174.31,174.35,174.41,174.47,174.54,174.61,174.76,28.48,28.12,27.95,27.75,27.55,27.36,27.16,26.97,26.59,N/A,N/A -2012,7,27,6,30,101490,100350,99240,82.53,0,8.120000000000001,8.89,9.07,9.17,9.24,9.290000000000001,9.32,9.34,9.370000000000001,176.19,176.01,175.96,175.91,175.87,175.83,175.79,175.76,175.67000000000002,28.51,28.16,27.990000000000002,27.79,27.6,27.41,27.21,27.03,26.650000000000002,N/A,N/A -2012,7,27,7,30,101520,100370,99260,82.4,0,7.25,7.930000000000001,8.08,8.16,8.22,8.26,8.28,8.290000000000001,8.290000000000001,174.89000000000001,174.91,174.92000000000002,174.95000000000002,174.98,175.01,175.05,175.08,175.15,28.53,28.19,28.01,27.810000000000002,27.62,27.43,27.23,27.05,26.66,N/A,N/A -2012,7,27,8,30,101520,100380,99270,80.83,0,6.75,7.34,7.48,7.55,7.59,7.62,7.640000000000001,7.65,7.65,175.6,175.76,175.84,175.93,176.02,176.1,176.19,176.29,176.47,28.67,28.35,28.18,27.98,27.79,27.6,27.400000000000002,27.21,26.830000000000002,N/A,N/A -2012,7,27,9,30,101560,100420,99310,81.86,0,5.94,6.44,6.55,6.6000000000000005,6.640000000000001,6.67,6.69,6.7,6.72,168.71,168.82,168.88,168.94,168.99,169.04,169.08,169.13,169.21,28.71,28.38,28.21,28.01,27.830000000000002,27.64,27.44,27.25,26.87,N/A,N/A -2012,7,27,10,30,101560,100410,99300,84.01,0,6.98,7.57,7.69,7.74,7.78,7.8,7.8100000000000005,7.82,7.82,164.14000000000001,164.31,164.42000000000002,164.53,164.63,164.72,164.8,164.88,165.06,28.64,28.310000000000002,28.14,27.94,27.75,27.560000000000002,27.36,27.18,26.8,N/A,N/A -2012,7,27,11,30,101610,100460,99350,82.83,0,5.6000000000000005,6.09,6.2,6.2700000000000005,6.3100000000000005,6.3500000000000005,6.38,6.4,6.43,169.23,169.51,169.68,169.84,169.99,170.13,170.28,170.41,170.71,28.8,28.47,28.3,28.11,27.92,27.73,27.53,27.35,26.97,N/A,N/A -2012,7,27,12,30,101620,100480,99370,84.06,0,5.72,6.18,6.28,6.33,6.37,6.38,6.4,6.4,6.4,163.32,163.20000000000002,163.15,163.11,163.07,163.03,162.99,162.95000000000002,162.87,28.8,28.48,28.310000000000002,28.11,27.92,27.73,27.54,27.35,26.97,N/A,N/A -2012,7,27,13,30,101660,100510,99400,84.56,0,4.07,4.36,4.43,4.49,4.53,4.5600000000000005,4.59,4.61,4.65,174.56,172.96,171.99,171.06,170.29,169.59,168.96,168.39000000000001,167.33,28.69,28.37,28.21,28.01,27.830000000000002,27.64,27.45,27.26,26.89,N/A,N/A -2012,7,27,14,30,101870,100700,99570,93.51,244.3,9.77,10.35,10.41,10.32,10.21,10.07,9.9,9.74,9.44,196.45000000000002,197.6,198.56,199.73000000000002,200.86,202.03,203.51,205.02,210.20000000000002,24.45,23.88,23.68,23.490000000000002,23.32,23.16,23.01,22.87,22.62,N/A,N/A -2012,7,27,15,30,101860,100690,99550,93.28,146.1,7.08,7.11,6.94,6.69,6.3500000000000005,6,5.47,4.98,4.3,163.87,164.24,164.77,165.45000000000002,166.27,167.1,168.36,169.52,172.88,23.81,23.32,23.150000000000002,23.02,22.91,22.82,22.76,22.71,22.68,N/A,N/A -2012,7,27,16,30,101720,100550,99430,81.25,4.800000000000001,3.36,3.33,3.23,3.1,3.0100000000000002,2.95,2.85,2.7600000000000002,2.79,190.94,188.37,185.95000000000002,182.27,176.31,169.15,166.21,164.55,152.05,24.77,24.43,24.37,24.39,24.68,25.13,25.43,25.66,26.03,N/A,N/A -2012,7,27,17,30,101730,100570,99450,79.48,0,4.71,4.76,4.67,4.53,4.29,4.01,3.46,2.95,2.29,185.70000000000002,185.36,185.32,185.34,185.84,186.63,189.88,193.14000000000001,203.81,25.75,25.37,25.22,25.07,25,24.98,25.240000000000002,25.560000000000002,26.060000000000002,N/A,N/A -2012,7,27,18,30,101760,100600,99480,72.35000000000001,0,3.0100000000000002,2.99,2.89,2.75,2.37,1.93,1.55,1.27,0.9400000000000001,108.34,108.65,109.16,109.95,111.88,114.11,116,117.43,124.11,27.18,26.85,26.7,26.55,26.61,26.810000000000002,26.990000000000002,27.150000000000002,27.07,N/A,N/A -2012,7,27,19,30,101750,100600,99480,74.37,0,5.37,5.59,5.59,5.54,5.49,5.43,5.36,5.28,5.08,179.79,180.36,180.73,181.15,181.59,182.04,182.58,183.12,184.6,27.27,26.89,26.71,26.53,26.35,26.18,26.01,25.86,25.580000000000002,N/A,N/A -2012,7,27,20,30,101750,100590,99470,72.10000000000001,0,2.98,3.06,3.0500000000000003,3.0100000000000002,2.97,2.93,2.87,2.8000000000000003,2.58,181.73,181.45000000000002,181.13,180.74,180.24,179.66,178.92000000000002,178.20000000000002,176.49,27.03,26.66,26.490000000000002,26.310000000000002,26.14,25.97,25.82,25.68,25.48,N/A,N/A -2012,7,27,21,30,101750,100600,99480,73.02,0,3.3200000000000003,3.44,3.45,3.43,3.42,3.4,3.38,3.36,3.33,147.07,147.95000000000002,148.59,149.28,149.98,150.69,151.53,152.35,154.62,27.53,27.17,26.990000000000002,26.810000000000002,26.63,26.45,26.27,26.11,25.84,N/A,N/A -2012,7,27,22,30,101720,100570,99450,72.23,0,2.05,2.12,2.12,2.11,2.1,2.09,2.07,2.05,1.97,128.23,128.49,128.64000000000001,128.78,128.96,129.17000000000002,129.53,129.91,132.67000000000002,27.8,27.46,27.29,27.1,26.92,26.740000000000002,26.57,26.41,26.2,N/A,N/A -2012,7,27,23,30,101680,100530,99420,80.16,0,3.15,3.29,3.31,3.31,3.31,3.31,3.3000000000000003,3.3000000000000003,3.27,170.09,170.41,170.58,170.78,171,171.24,171.52,171.8,172.73,27.94,27.59,27.42,27.23,27.04,26.86,26.67,26.490000000000002,26.150000000000002,N/A,N/A -2012,7,28,0,30,101620,100470,99360,78.78,0,3.18,3.34,3.36,3.37,3.38,3.37,3.37,3.37,3.37,205.54,205.51,205.52,205.53,205.55,205.59,205.64000000000001,205.71,205.99,28.18,27.84,27.68,27.48,27.3,27.11,26.93,26.75,26.41,N/A,N/A -2012,7,28,1,30,101600,100450,99340,77.56,0,4.2,4.45,4.48,4.49,4.49,4.49,4.48,4.47,4.43,188.04,188.19,188.29,188.4,188.53,188.65,188.78,188.92000000000002,189.25,28.28,27.94,27.77,27.57,27.38,27.19,27,26.810000000000002,26.44,N/A,N/A -2012,7,28,2,30,101630,100480,99370,78.49,0,4.96,5.2700000000000005,5.32,5.32,5.32,5.3,5.29,5.26,5.21,179.85,179.97,180.01,180.06,180.11,180.16,180.22,180.27,180.42000000000002,28.36,28.01,27.84,27.650000000000002,27.46,27.27,27.07,26.89,26.51,N/A,N/A -2012,7,28,3,30,101680,100540,99420,74.99,0,4.71,5.0200000000000005,5.07,5.09,5.1000000000000005,5.1000000000000005,5.09,5.08,5.05,179.5,179.56,179.57,179.6,179.63,179.66,179.70000000000002,179.74,179.86,28.560000000000002,28.23,28.060000000000002,27.87,27.68,27.5,27.3,27.12,26.740000000000002,N/A,N/A -2012,7,28,4,30,101710,100560,99450,74.98,0,4.65,4.94,4.99,5,5,4.99,4.97,4.96,4.91,175.43,175.61,175.72,175.82,175.92000000000002,176.03,176.14000000000001,176.26,176.54,28.55,28.22,28.060000000000002,27.86,27.68,27.490000000000002,27.3,27.12,26.740000000000002,N/A,N/A -2012,7,28,5,30,101720,100570,99460,79.17,0,5.58,6.01,6.09,6.13,6.16,6.17,6.18,6.18,6.18,182.91,183.03,183.08,183.13,183.18,183.23,183.28,183.32,183.42000000000002,28.43,28.09,27.92,27.72,27.53,27.34,27.150000000000002,26.96,26.59,N/A,N/A -2012,7,28,6,30,101750,100600,99490,79.93,0,6.37,6.88,6.99,7.04,7.08,7.1000000000000005,7.11,7.11,7.11,186.76,186.72,186.70000000000002,186.68,186.66,186.63,186.61,186.59,186.54,28.43,28.07,27.900000000000002,27.7,27.51,27.32,27.12,26.94,26.560000000000002,N/A,N/A -2012,7,28,7,30,101750,100600,99480,81.22,0,7.25,7.87,8.01,8.08,8.120000000000001,8.15,8.17,8.18,8.19,194.82,194.79,194.74,194.68,194.63,194.58,194.53,194.47,194.37,28.45,28.09,27.92,27.72,27.53,27.34,27.150000000000002,26.96,26.59,N/A,N/A -2012,7,28,8,30,101790,100640,99530,81.23,0,6.25,6.78,6.9,6.97,7.0200000000000005,7.05,7.07,7.09,7.1000000000000005,209.52,209.48000000000002,209.39000000000001,209.3,209.21,209.11,209.02,208.94,208.76,28.47,28.11,27.94,27.740000000000002,27.55,27.36,27.16,26.97,26.59,N/A,N/A -2012,7,28,9,30,101810,100660,99550,77.63,0,5.69,6.12,6.2,6.24,6.2700000000000005,6.28,6.29,6.3,6.3,219.04,219.06,219,218.94,218.89000000000001,218.83,218.78,218.73000000000002,218.65,28.52,28.18,28,27.8,27.61,27.43,27.23,27.04,26.66,N/A,N/A -2012,7,28,10,30,101810,100660,99550,82.04,0,5.08,5.44,5.51,5.55,5.58,5.6000000000000005,5.61,5.62,5.63,235.64000000000001,235.39000000000001,235.24,235.08,234.93,234.77,234.61,234.47,234.12,28.36,28.01,27.84,27.64,27.45,27.26,27.07,26.88,26.5,N/A,N/A -2012,7,28,11,30,101800,100650,99540,82.57000000000001,0,3.86,4.09,4.14,4.16,4.17,4.18,4.19,4.2,4.21,254.54,254.28,254.04,253.8,253.59,253.39000000000001,253.18,252.97,252.56,28.29,27.94,27.76,27.57,27.37,27.18,26.990000000000002,26.8,26.42,N/A,N/A -2012,7,28,12,30,101820,100670,99560,83.10000000000001,0,3.96,4.17,4.2,4.21,4.21,4.21,4.2,4.18,4.16,285.19,284.76,284.40000000000003,284.05,283.73,283.41,283.09000000000003,282.8,282.18,28.21,27.85,27.68,27.47,27.28,27.09,26.89,26.71,26.32,N/A,N/A -2012,7,28,13,30,101860,100700,99590,84.71000000000001,0,3.75,3.87,3.86,3.83,3.79,3.74,3.69,3.64,3.5100000000000002,329.22,328.85,328.72,328.55,328.34000000000003,328.11,327.78000000000003,327.44,326.29,27.72,27.35,27.17,26.97,26.79,26.6,26.41,26.23,25.86,N/A,N/A -2012,7,28,14,30,101940,100790,99670,84.41,0,4.1,4.3500000000000005,4.4,4.43,4.46,4.47,4.49,4.51,4.55,279.86,279.37,279.04,278.73,278.42,278.09000000000003,277.74,277.39,276.58,27.78,27.41,27.23,27.03,26.84,26.650000000000002,26.46,26.27,25.900000000000002,N/A,N/A -2012,7,28,15,30,102010,100850,99720,90.16,0,11.03,11.950000000000001,12.16,12.24,12.280000000000001,12.3,12.290000000000001,12.27,12.22,220.76,220.91,221,221.11,221.21,221.32,221.44,221.56,221.89000000000001,26.1,25.57,25.37,25.150000000000002,24.96,24.77,24.580000000000002,24.400000000000002,24.05,N/A,N/A -2012,7,28,16,30,101960,100800,99680,86.82000000000001,0,8.1,8.700000000000001,8.8,8.84,8.85,8.85,8.83,8.81,8.75,220.66,220.8,220.85,220.91,220.96,221.01,221.07,221.13,221.31,26.6,26.13,25.93,25.73,25.53,25.34,25.150000000000002,24.97,24.59,N/A,N/A -2012,7,28,17,30,101950,100790,99670,80.21000000000001,0,5.76,6.1000000000000005,6.16,6.17,6.18,6.18,6.17,6.16,6.140000000000001,219.61,220.20000000000002,220.61,221.04,221.47,221.9,222.38,222.85,224.02,27.16,26.75,26.57,26.37,26.18,25.990000000000002,25.8,25.62,25.25,N/A,N/A -2012,7,28,18,30,101900,100740,99620,80.11,0,4.29,4.5,4.5200000000000005,4.5200000000000005,4.51,4.5,4.49,4.47,4.43,222.68,223.49,223.92000000000002,224.38,224.84,225.31,225.86,226.4,227.86,27.19,26.8,26.61,26.42,26.23,26.04,25.85,25.67,25.3,N/A,N/A -2012,7,28,19,30,101860,100700,99580,79.28,0,4.21,4.42,4.44,4.45,4.45,4.44,4.43,4.43,4.46,229.71,230.09,230.49,230.92000000000002,231.4,231.91,232.62,233.32,236.45000000000002,27.52,27.13,26.96,26.76,26.580000000000002,26.400000000000002,26.22,26.05,25.75,N/A,N/A -2012,7,28,20,30,101810,100660,99540,77.86,0,4.58,4.8,4.8,4.78,4.75,4.71,4.66,4.61,4.34,218.71,219.27,219.6,220,220.5,221.07,222.14000000000001,223.31,231.38,27.990000000000002,27.63,27.45,27.26,27.080000000000002,26.91,26.740000000000002,26.59,26.47,N/A,N/A -2012,7,28,21,30,101810,100660,99550,80.97,0,8.03,8.66,8.77,8.8,8.8,8.8,8.77,8.74,8.66,201,201.11,201.20000000000002,201.29,201.37,201.46,201.56,201.65,201.9,28.25,27.88,27.71,27.51,27.32,27.13,26.94,26.76,26.39,N/A,N/A -2012,7,28,22,30,101750,100600,99490,81.91,0,8.33,9.02,9.13,9.17,9.18,9.17,9.15,9.13,9.040000000000001,206.35,206.54,206.61,206.68,206.75,206.82,206.91,206.98000000000002,207.19,28.27,27.900000000000002,27.72,27.52,27.330000000000002,27.150000000000002,26.96,26.78,26.41,N/A,N/A -2012,7,28,23,30,101730,100580,99470,78.78,0,8.05,8.73,8.85,8.9,8.92,8.93,8.92,8.9,8.85,209.24,209.26,209.28,209.3,209.31,209.31,209.32,209.32,209.32,28.38,28.02,27.84,27.650000000000002,27.46,27.27,27.07,26.89,26.51,N/A,N/A -2012,7,29,0,30,101690,100540,99430,78.96000000000001,0,7.37,7.91,8,8.01,8.01,8,7.97,7.930000000000001,7.84,210.16,210.37,210.44,210.52,210.62,210.72,210.86,210.99,211.39000000000001,28.29,27.93,27.75,27.560000000000002,27.38,27.19,27,26.830000000000002,26.48,N/A,N/A -2012,7,29,1,30,101670,100530,99410,75.9,0,6.26,6.7,6.76,6.78,6.78,6.7700000000000005,6.75,6.73,6.66,212.84,213.17000000000002,213.31,213.47,213.64000000000001,213.82,214.04,214.25,214.88,28.41,28.060000000000002,27.89,27.7,27.51,27.330000000000002,27.14,26.96,26.6,N/A,N/A -2012,7,29,2,30,101680,100530,99420,75.58,0,5.82,6.21,6.2700000000000005,6.2700000000000005,6.2700000000000005,6.25,6.23,6.2,6.140000000000001,205.08,205.23000000000002,205.41,205.59,205.78,205.97,206.21,206.44,207.16,28.53,28.2,28.03,27.830000000000002,27.650000000000002,27.47,27.28,27.11,26.76,N/A,N/A -2012,7,29,3,30,101660,100510,99400,78.55,0,5.74,6.13,6.18,6.2,6.19,6.18,6.16,6.140000000000001,6.08,212.70000000000002,212.89000000000001,213,213.14000000000001,213.27,213.41,213.6,213.8,214.4,28.44,28.1,27.93,27.740000000000002,27.55,27.37,27.18,27,26.650000000000002,N/A,N/A -2012,7,29,4,30,101630,100480,99370,78.87,0,6.3,6.78,6.8500000000000005,6.88,6.890000000000001,6.890000000000001,6.88,6.88,6.8500000000000005,223.31,223.51,223.61,223.72,223.84,223.95000000000002,224.09,224.23000000000002,224.6,28.5,28.150000000000002,27.98,27.79,27.61,27.42,27.23,27.05,26.69,N/A,N/A -2012,7,29,5,30,101650,100500,99390,80.03,0,6.13,6.59,6.66,6.69,6.71,6.71,6.7,6.7,6.67,226.34,226.45000000000002,226.55,226.67000000000002,226.78,226.9,227.03,227.16,227.48000000000002,28.44,28.1,27.93,27.73,27.54,27.36,27.17,26.990000000000002,26.62,N/A,N/A -2012,7,29,6,30,101680,100540,99420,80.22,0,6.15,6.63,6.72,6.7700000000000005,6.8,6.82,6.83,6.84,6.84,225.37,225.63,225.73000000000002,225.83,225.92000000000002,226.02,226.12,226.21,226.43,28.48,28.13,27.96,27.76,27.57,27.38,27.19,27,26.63,N/A,N/A -2012,7,29,7,30,101690,100540,99430,78.83,0,5.82,6.26,6.3500000000000005,6.390000000000001,6.41,6.42,6.43,6.43,6.41,232.09,232.21,232.28,232.35,232.42000000000002,232.49,232.57,232.64000000000001,232.8,28.6,28.25,28.080000000000002,27.88,27.69,27.5,27.310000000000002,27.13,26.740000000000002,N/A,N/A -2012,7,29,8,30,101710,100560,99450,80.34,0,5.65,6.0600000000000005,6.140000000000001,6.17,6.19,6.2,6.2,6.2,6.19,234.1,234.24,234.31,234.38,234.44,234.49,234.55,234.6,234.72,28.51,28.16,27.98,27.79,27.6,27.41,27.21,27.03,26.64,N/A,N/A -2012,7,29,9,30,101720,100580,99460,80.35000000000001,0,5.91,6.37,6.45,6.5,6.5200000000000005,6.54,6.55,6.55,6.55,244.99,245.08,245.12,245.16,245.21,245.24,245.29,245.33,245.43,28.5,28.14,27.97,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,29,10,30,101740,100590,99480,78.02,0,5.25,5.62,5.69,5.73,5.75,5.76,5.76,5.76,5.75,250.03,250.28,250.36,250.45000000000002,250.52,250.59,250.67000000000002,250.73000000000002,250.87,28.580000000000002,28.240000000000002,28.060000000000002,27.87,27.68,27.490000000000002,27.29,27.11,26.73,N/A,N/A -2012,7,29,11,30,101760,100610,99500,80.22,0,5.32,5.63,5.67,5.67,5.67,5.65,5.63,5.61,5.5600000000000005,270.55,269.74,269.21,268.65,268.12,267.61,267.06,266.55,265.47,28.41,28.05,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.54,N/A,N/A -2012,7,29,12,30,101790,100640,99530,81.52,0,5.23,5.53,5.57,5.57,5.57,5.55,5.53,5.51,5.45,281.96,280.98,280.43,279.86,279.32,278.8,278.25,277.73,276.58,27.92,27.54,27.36,27.17,26.97,26.79,26.6,26.41,26.04,N/A,N/A -2012,7,29,13,30,101800,100650,99530,80.92,0,4.98,5.28,5.33,5.34,5.34,5.34,5.34,5.33,5.32,285.09000000000003,284.63,284.36,284.07,283.77,283.48,283.13,282.79,281.91,27.72,27.34,27.16,26.96,26.78,26.59,26.400000000000002,26.22,25.85,N/A,N/A -2012,7,29,14,30,101840,100690,99570,76.67,0,4.08,4.32,4.36,4.38,4.39,4.4,4.4,4.41,4.42,285.56,285.95,286.13,286.31,286.49,286.65000000000003,286.82,286.98,287.3,28.04,27.68,27.5,27.3,27.11,26.93,26.740000000000002,26.560000000000002,26.19,N/A,N/A -2012,7,29,15,30,101810,100660,99550,73.8,0,3.3200000000000003,3.52,3.56,3.58,3.6,3.62,3.63,3.65,3.68,287.69,287.38,287.23,287.08,286.94,286.81,286.67,286.54,286.3,28.36,28.01,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.900000000000002,26.52,N/A,N/A -2012,7,29,16,30,101810,100660,99540,74.58,0,2.18,2.2800000000000002,2.29,2.29,2.29,2.29,2.3000000000000003,2.3000000000000003,2.3000000000000003,248.56,250.07,251,251.94,252.85,253.75,254.74,255.68,257.87,28.55,28.2,28.03,27.830000000000002,27.650000000000002,27.46,27.27,27.09,26.71,N/A,N/A -2012,7,29,17,30,101780,100630,99520,73.02,0,1.1,1.11,1.11,1.1,1.09,1.08,1.07,1.06,1.03,231.87,233.24,234.25,235.33,236.45000000000002,237.59,239.05,240.51,244.44,28.78,28.44,28.26,28.07,27.88,27.69,27.5,27.32,26.95,N/A,N/A -2012,7,29,18,30,101770,100620,99510,73.02,0,0.72,0.74,0.73,0.72,0.71,0.7000000000000001,0.68,0.67,0.63,160.41,161.89000000000001,162.65,163.48,164.36,165.29,166.37,167.41,170.55,28.98,28.63,28.45,28.26,28.07,27.88,27.69,27.51,27.14,N/A,N/A -2012,7,29,19,30,101740,100590,99480,71.03,0,4.43,4.66,4.67,4.65,4.63,4.61,4.57,4.54,4.44,184.33,184.48,184.54,184.61,184.69,184.75,184.83,184.92000000000002,185.19,29.35,28.990000000000002,28.82,28.62,28.44,28.25,28.05,27.87,27.5,N/A,N/A -2012,7,29,20,30,101650,100500,99400,71.54,0,4.1,4.3,4.3,4.2700000000000005,4.24,4.2,4.14,4.07,3.79,190.28,190.31,190.34,190.38,190.41,190.45000000000002,190.5,190.57,191.04,29.38,29.04,28.87,28.69,28.5,28.32,28.14,27.97,27.68,N/A,N/A -2012,7,29,21,30,101640,100500,99390,72.33,0,4.87,5.18,5.21,5.19,5.17,5.15,5.1000000000000005,5.0600000000000005,4.91,195.62,195.68,195.73000000000002,195.8,195.88,195.96,196.1,196.23000000000002,196.75,29.6,29.29,29.13,28.94,28.76,28.580000000000002,28.400000000000002,28.22,27.91,N/A,N/A -2012,7,29,22,30,101610,100460,99350,76.36,0,6.25,6.7700000000000005,6.84,6.86,6.86,6.86,6.84,6.82,6.76,207.59,207.6,207.62,207.63,207.64000000000001,207.65,207.65,207.65,207.65,29.42,29.12,28.96,28.77,28.580000000000002,28.400000000000002,28.22,28.04,27.68,N/A,N/A -2012,7,29,23,30,101580,100430,99320,80.61,0,6.75,7.3100000000000005,7.41,7.45,7.46,7.46,7.46,7.44,7.390000000000001,210.26,210.24,210.22,210.19,210.16,210.12,210.08,210.04,209.93,29.03,28.7,28.54,28.34,28.150000000000002,27.96,27.77,27.580000000000002,27.21,N/A,N/A -2012,7,30,0,30,101510,100370,99260,80.3,0,5.89,6.36,6.43,6.46,6.48,6.49,6.49,6.49,6.49,209.05,209.05,209.04,209.02,209,208.99,208.97,208.94,208.88,29.02,28.7,28.54,28.35,28.17,27.990000000000002,27.8,27.63,27.29,N/A,N/A -2012,7,30,1,30,101490,100340,99230,81.79,0,6.13,6.59,6.66,6.67,6.67,6.66,6.640000000000001,6.62,6.55,219.85,219.87,219.85,219.83,219.79,219.76,219.72,219.68,219.55,28.830000000000002,28.5,28.330000000000002,28.13,27.95,27.76,27.57,27.39,27.01,N/A,N/A -2012,7,30,2,30,101490,100350,99240,81.32000000000001,0,6.8100000000000005,7.3500000000000005,7.44,7.48,7.49,7.49,7.48,7.47,7.43,218.34,218.29,218.3,218.29,218.28,218.26,218.23000000000002,218.21,218.13,28.830000000000002,28.5,28.330000000000002,28.13,27.95,27.76,27.57,27.39,27.02,N/A,N/A -2012,7,30,3,30,101490,100350,99240,81.05,0,6.69,7.2,7.28,7.3,7.3,7.29,7.2700000000000005,7.24,7.17,216.01,216,216.02,216.03,216.04,216.04,216.04,216.04,216.01,28.79,28.45,28.28,28.09,27.900000000000002,27.72,27.53,27.35,26.98,N/A,N/A -2012,7,30,4,30,101490,100340,99230,81.93,0,6.73,7.25,7.32,7.3500000000000005,7.3500000000000005,7.3500000000000005,7.32,7.3,7.24,211.04,211.13,211.14000000000001,211.15,211.15,211.14000000000001,211.13,211.1,211.02,28.78,28.44,28.27,28.080000000000002,27.89,27.71,27.52,27.34,26.990000000000002,N/A,N/A -2012,7,30,5,30,101480,100340,99230,84.49,0,6.7,7.22,7.3100000000000005,7.3500000000000005,7.36,7.36,7.3500000000000005,7.33,7.29,215.72,215.6,215.55,215.49,215.43,215.37,215.29,215.21,215.04,28.64,28.3,28.12,27.93,27.73,27.55,27.36,27.17,26.8,N/A,N/A -2012,7,30,6,30,101500,100360,99250,86.71000000000001,0,6.55,7.07,7.18,7.23,7.25,7.2700000000000005,7.2700000000000005,7.2700000000000005,7.26,216.62,216.61,216.59,216.56,216.54,216.51,216.49,216.46,216.39000000000001,28.48,28.13,27.96,27.76,27.57,27.38,27.19,27,26.63,N/A,N/A -2012,7,30,7,30,101530,100380,99280,85.84,0,6.04,6.51,6.6000000000000005,6.65,6.68,6.7,6.7,6.7,6.7,222.53,222.65,222.67000000000002,222.69,222.71,222.74,222.77,222.8,222.85,28.48,28.13,27.95,27.75,27.560000000000002,27.37,27.18,26.990000000000002,26.61,N/A,N/A -2012,7,30,8,30,101540,100390,99290,82.97,0,6.08,6.5600000000000005,6.66,6.72,6.75,6.78,6.79,6.8,6.8100000000000005,232.5,232.5,232.49,232.48000000000002,232.46,232.44,232.42000000000002,232.4,232.34,28.54,28.19,28.01,27.82,27.63,27.44,27.240000000000002,27.060000000000002,26.67,N/A,N/A -2012,7,30,9,30,101570,100430,99320,79.68,0,7.07,7.640000000000001,7.75,7.8,7.83,7.86,7.86,7.87,7.86,233.05,233.06,233.02,232.97,232.92000000000002,232.86,232.8,232.74,232.59,28.6,28.26,28.080000000000002,27.89,27.69,27.51,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,7,30,10,30,101590,100450,99340,80.44,0,6.15,6.67,6.7700000000000005,6.83,6.87,6.890000000000001,6.91,6.93,6.94,242.11,242.21,242.26,242.29,242.33,242.35,242.38,242.4,242.45000000000002,28.61,28.27,28.09,27.900000000000002,27.71,27.52,27.32,27.14,26.75,N/A,N/A -2012,7,30,11,30,101640,100490,99380,78.26,0,5.88,6.41,6.53,6.6000000000000005,6.640000000000001,6.68,6.7,6.72,6.74,245.6,245.51,245.47,245.43,245.4,245.39000000000001,245.37,245.34,245.3,28.77,28.43,28.26,28.060000000000002,27.87,27.68,27.48,27.3,26.91,N/A,N/A -2012,7,30,12,30,101660,100510,99400,78.27,0,5.8100000000000005,6.28,6.38,6.45,6.5,6.53,6.5600000000000005,6.57,6.6000000000000005,263.53000000000003,262.8,262.41,262.01,261.65,261.3,260.96,260.64,260,28.73,28.39,28.22,28.03,27.84,27.650000000000002,27.45,27.27,26.89,N/A,N/A -2012,7,30,13,30,101680,100530,99420,78.26,0,5.5200000000000005,5.95,6.04,6.08,6.11,6.13,6.15,6.16,6.16,272.69,272.15,271.83,271.52,271.22,270.94,270.65,270.39,269.84000000000003,28.5,28.16,27.98,27.79,27.59,27.400000000000002,27.21,27.02,26.64,N/A,N/A -2012,7,30,14,30,101730,100580,99460,78.65,0,5.32,5.71,5.79,5.83,5.86,5.87,5.89,5.9,5.9,269.17,268.62,268.31,267.99,267.7,267.42,267.14,266.87,266.32,28.38,28.03,27.85,27.66,27.46,27.28,27.080000000000002,26.900000000000002,26.52,N/A,N/A -2012,7,30,15,30,101740,100590,99470,76.10000000000001,0,5.01,5.36,5.43,5.46,5.49,5.5,5.51,5.5200000000000005,5.53,254.98000000000002,254.97,254.97,254.95000000000002,254.92000000000002,254.87,254.82,254.78,254.62,28.5,28.16,27.98,27.79,27.6,27.41,27.21,27.03,26.66,N/A,N/A -2012,7,30,16,30,101730,100580,99460,76.03,0,4.57,4.88,4.94,4.97,4.99,5.01,5.01,5.0200000000000005,5.04,240.05,239.82,239.76,239.69,239.61,239.54,239.45000000000002,239.38,239.24,28.560000000000002,28.22,28.04,27.85,27.66,27.47,27.28,27.1,26.72,N/A,N/A -2012,7,30,17,30,101650,100500,99390,71.87,0,4.8,5.13,5.19,5.21,5.23,5.23,5.24,5.24,5.23,226.4,226.58,226.74,226.9,227.04,227.18,227.33,227.48000000000002,227.85,28.88,28.55,28.37,28.18,27.990000000000002,27.810000000000002,27.61,27.43,27.060000000000002,N/A,N/A -2012,7,30,18,30,101640,100490,99380,71.15,0,5.54,5.93,5.98,5.99,5.99,5.98,5.96,5.93,5.86,215.98000000000002,216.03,216.06,216.07,216.08,216.09,216.09,216.09,216.09,29.04,28.71,28.54,28.34,28.150000000000002,27.97,27.77,27.59,27.21,N/A,N/A -2012,7,30,19,30,101610,100460,99350,70.68,0,5.22,5.58,5.63,5.64,5.63,5.62,5.6000000000000005,5.58,5.5200000000000005,212.67000000000002,212.76,212.78,212.8,212.82,212.84,212.86,212.88,212.93,29.1,28.78,28.61,28.42,28.23,28.04,27.85,27.67,27.29,N/A,N/A -2012,7,30,20,30,101580,100430,99320,71.45,0,5.8500000000000005,6.28,6.34,6.36,6.37,6.36,6.34,6.32,6.26,207.88,207.92000000000002,207.91,207.88,207.85,207.81,207.77,207.72,207.62,29.14,28.82,28.650000000000002,28.45,28.27,28.080000000000002,27.89,27.7,27.32,N/A,N/A -2012,7,30,21,30,101540,100390,99280,67.73,0,6.140000000000001,6.67,6.75,6.78,6.8,6.8100000000000005,6.8100000000000005,6.8,6.7700000000000005,209.88,209.94,210.01,210.07,210.13,210.17000000000002,210.21,210.25,210.32,29.28,28.98,28.82,28.62,28.44,28.25,28.060000000000002,27.88,27.5,N/A,N/A -2012,7,30,22,30,101500,100360,99250,67.43,0,6.47,7.03,7.12,7.16,7.18,7.18,7.18,7.17,7.12,210.67000000000002,210.81,210.87,210.92000000000002,210.95000000000002,210.98000000000002,210.99,211,210.96,29.29,29,28.84,28.650000000000002,28.46,28.28,28.080000000000002,27.900000000000002,27.53,N/A,N/A -2012,7,30,23,30,101480,100330,99220,69.09,0,7.36,8,8.09,8.13,8.14,8.14,8.120000000000001,8.1,8.040000000000001,206.9,206.79,206.73000000000002,206.65,206.57,206.48000000000002,206.4,206.31,206.13,29.17,28.87,28.71,28.52,28.330000000000002,28.150000000000002,27.96,27.78,27.41,N/A,N/A -2012,7,31,0,30,101480,100330,99220,66.73,0,7.73,8.43,8.55,8.61,8.63,8.64,8.63,8.620000000000001,8.58,209.39000000000001,209.32,209.3,209.26,209.22,209.17000000000002,209.1,209.03,208.83,29.240000000000002,28.95,28.8,28.6,28.42,28.23,28.04,27.86,27.490000000000002,N/A,N/A -2012,7,31,1,30,101450,100300,99190,64.59,0,7.16,7.8100000000000005,7.930000000000001,7.99,8.040000000000001,8.06,8.08,8.1,8.120000000000001,211.96,212.06,212.14000000000001,212.23000000000002,212.31,212.4,212.48000000000002,212.56,212.71,29.310000000000002,29.04,28.88,28.69,28.51,28.330000000000002,28.14,27.97,27.61,N/A,N/A -2012,7,31,2,30,101500,100350,99240,63.35,0,6.92,7.55,7.68,7.76,7.8100000000000005,7.8500000000000005,7.890000000000001,7.91,7.95,211.01,211.3,211.52,211.72,211.89000000000001,212.06,212.21,212.36,212.63,29.42,29.150000000000002,28.990000000000002,28.8,28.62,28.44,28.25,28.07,27.69,N/A,N/A -2012,7,31,3,30,101510,100370,99260,64.63,0,6.96,7.6000000000000005,7.72,7.78,7.82,7.8500000000000005,7.86,7.87,7.87,212.35,212.36,212.37,212.38,212.39000000000001,212.4,212.41,212.41,212.4,29.38,29.11,28.95,28.76,28.580000000000002,28.39,28.2,28.02,27.650000000000002,N/A,N/A -2012,7,31,4,30,101500,100360,99250,69.06,0,6.82,7.42,7.5200000000000005,7.5600000000000005,7.57,7.58,7.57,7.55,7.5,215.39000000000001,215.27,215.20000000000002,215.12,215.03,214.93,214.82,214.71,214.44,29.05,28.740000000000002,28.580000000000002,28.38,28.2,28.01,27.810000000000002,27.63,27.240000000000002,N/A,N/A -2012,7,31,5,30,101520,100370,99260,61.07,0,6.78,7.38,7.49,7.55,7.59,7.61,7.62,7.63,7.640000000000001,212.99,213.04,213.1,213.17000000000002,213.26,213.34,213.42000000000002,213.5,213.64000000000001,29.44,29.17,29.01,28.82,28.63,28.44,28.25,28.07,27.68,N/A,N/A -2012,7,31,6,30,101540,100390,99290,65.54,0,7.47,8.14,8.26,8.32,8.35,8.36,8.35,8.34,8.290000000000001,214.97,215.12,215.22,215.31,215.38,215.43,215.46,215.49,215.49,29.25,28.96,28.79,28.6,28.41,28.22,28.03,27.84,27.45,N/A,N/A -2012,7,31,7,30,101550,100400,99300,67.11,0,6.95,7.61,7.74,7.8100000000000005,7.8500000000000005,7.88,7.9,7.91,7.92,219.24,219.21,219.15,219.09,219.02,218.96,218.9,218.84,218.71,29.310000000000002,29,28.84,28.64,28.45,28.27,28.07,27.89,27.51,N/A,N/A -2012,7,31,8,30,101570,100420,99310,69.93,0,7.21,7.83,7.96,8.03,8.08,8.11,8.13,8.15,8.16,221.23000000000002,221.41,221.55,221.71,221.85,221.98000000000002,222.12,222.24,222.51,29.07,28.75,28.580000000000002,28.39,28.2,28.02,27.82,27.64,27.26,N/A,N/A -2012,7,31,9,30,101560,100410,99300,70.42,0,6.8500000000000005,7.46,7.58,7.65,7.7,7.74,7.7700000000000005,7.79,7.82,227.1,227.24,227.32,227.4,227.47,227.54,227.61,227.68,227.84,28.97,28.650000000000002,28.48,28.29,28.1,27.91,27.72,27.54,27.16,N/A,N/A -2012,7,31,10,30,101600,100450,99340,73.03,0,6.49,7.04,7.16,7.23,7.28,7.3100000000000005,7.34,7.36,7.4,233.07,232.9,232.8,232.70000000000002,232.6,232.51,232.41,232.31,232.13,28.86,28.53,28.36,28.17,27.98,27.79,27.6,27.42,27.04,N/A,N/A -2012,7,31,11,30,101620,100470,99360,76.74,0,6.22,6.71,6.82,6.87,6.91,6.93,6.95,6.96,6.98,234.14000000000001,234.18,234.13,234.07,234.02,233.97,233.92000000000002,233.87,233.76,28.7,28.36,28.18,27.98,27.79,27.61,27.41,27.22,26.84,N/A,N/A -2012,7,31,12,30,101610,100470,99360,79.74,0,5.7700000000000005,6.22,6.3100000000000005,6.37,6.4,6.42,6.44,6.45,6.46,238.48000000000002,238.45000000000002,238.43,238.41,238.39000000000001,238.38,238.37,238.36,238.33,28.580000000000002,28.22,28.05,27.85,27.66,27.47,27.27,27.080000000000002,26.7,N/A,N/A -2012,7,31,13,30,101650,100500,99390,79.41,0,5.62,6.07,6.16,6.21,6.24,6.2700000000000005,6.28,6.29,6.29,243.95000000000002,243.97,243.97,243.98000000000002,243.99,243.99,244.01,244.02,244.06,28.59,28.240000000000002,28.060000000000002,27.86,27.67,27.48,27.28,27.1,26.71,N/A,N/A -2012,7,31,14,30,101680,100530,99420,76.37,0,4.42,4.74,4.82,4.88,4.92,4.96,5,5.03,5.1000000000000005,249.89000000000001,249.86,249.89000000000001,249.91,249.93,249.95000000000002,249.96,249.96,249.99,28.68,28.34,28.17,27.97,27.78,27.59,27.400000000000002,27.21,26.84,N/A,N/A -2012,7,31,15,30,101700,100550,99440,78.23,0,4.96,5.26,5.3100000000000005,5.33,5.34,5.34,5.33,5.33,5.3,249.07,248.78,248.63,248.5,248.37,248.24,248.12,248,247.77,28.72,28.37,28.2,28,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,7,31,16,30,101690,100540,99430,78.73,0,3.97,4.2,4.24,4.26,4.28,4.28,4.29,4.3,4.3100000000000005,246.22,245.83,245.59,245.35,245.15,244.96,244.76,244.57,244.22,28.69,28.34,28.17,27.97,27.79,27.6,27.400000000000002,27.22,26.84,N/A,N/A -2012,7,31,17,30,101630,100480,99370,77.23,0,3.96,4.21,4.25,4.2700000000000005,4.29,4.3,4.3,4.3100000000000005,4.32,213.27,213.78,214.1,214.4,214.68,214.97,215.26,215.55,216.22,28.87,28.52,28.35,28.150000000000002,27.97,27.78,27.580000000000002,27.400000000000002,27.02,N/A,N/A -2012,7,31,18,30,101610,100460,99350,79.36,0,4.36,4.61,4.65,4.67,4.67,4.67,4.66,4.65,4.63,198.94,199.13,199.36,199.58,199.78,199.98000000000002,200.19,200.4,200.87,28.97,28.61,28.44,28.240000000000002,28.05,27.86,27.67,27.490000000000002,27.11,N/A,N/A -2012,7,31,19,30,101610,100460,99350,80.59,0,4.55,4.82,4.86,4.88,4.89,4.88,4.88,4.87,4.84,183.93,184.37,184.61,184.85,185.09,185.32,185.57,185.82,186.38,28.97,28.62,28.44,28.240000000000002,28.060000000000002,27.87,27.68,27.490000000000002,27.12,N/A,N/A -2012,7,31,20,30,101550,100410,99300,80.86,0,4.54,4.8500000000000005,4.9,4.93,4.94,4.95,4.95,4.96,4.95,183.20000000000002,183.61,183.86,184.08,184.28,184.47,184.65,184.82,185.17000000000002,29.02,28.67,28.5,28.3,28.11,27.92,27.72,27.54,27.16,N/A,N/A -2012,7,31,21,30,101540,100400,99290,79.94,0,5.2700000000000005,5.66,5.73,5.76,5.78,5.79,5.79,5.79,5.78,188.12,188.37,188.5,188.64000000000001,188.78,188.92000000000002,189.05,189.21,189.54,29.13,28.79,28.62,28.43,28.240000000000002,28.05,27.86,27.67,27.3,N/A,N/A -2012,7,31,22,30,101510,100370,99260,77.39,0,5.93,6.41,6.49,6.53,6.55,6.5600000000000005,6.5600000000000005,6.5600000000000005,6.54,188.51,188.53,188.5,188.45000000000002,188.41,188.36,188.29,188.23,188.11,29.28,28.96,28.8,28.6,28.42,28.23,28.04,27.85,27.48,N/A,N/A -2012,7,31,23,30,101500,100360,99250,79.81,0,7.390000000000001,8.040000000000001,8.16,8.22,8.25,8.26,8.27,8.27,8.26,187.4,187.38,187.41,187.44,187.46,187.49,187.52,187.55,187.62,29.16,28.84,28.68,28.48,28.3,28.11,27.92,27.740000000000002,27.37,N/A,N/A -2012,8,1,0,30,101460,100320,99210,79.83,0,7.0600000000000005,7.67,7.8,7.8500000000000005,7.890000000000001,7.9,7.91,7.91,7.890000000000001,193.76,193.85,193.84,193.82,193.79,193.76,193.73000000000002,193.70000000000002,193.63,29.1,28.78,28.61,28.41,28.23,28.04,27.85,27.67,27.29,N/A,N/A -2012,8,1,1,30,101450,100300,99200,79.72,0,6.91,7.49,7.6000000000000005,7.66,7.7,7.71,7.72,7.72,7.71,191.33,191.41,191.45000000000002,191.48000000000002,191.52,191.54,191.57,191.6,191.63,29.02,28.69,28.52,28.330000000000002,28.150000000000002,27.96,27.77,27.580000000000002,27.2,N/A,N/A -2012,8,1,2,30,101450,100310,99200,78.87,0,6.65,7.2,7.3,7.3500000000000005,7.38,7.390000000000001,7.390000000000001,7.4,7.38,194.08,194.09,194.1,194.1,194.1,194.09,194.1,194.09,194.1,29,28.67,28.5,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,8,1,3,30,101460,100320,99210,81.59,0,6.53,7.0600000000000005,7.16,7.21,7.24,7.26,7.26,7.26,7.26,193.64000000000001,193.64000000000001,193.66,193.70000000000002,193.74,193.78,193.83,193.87,193.98000000000002,28.88,28.54,28.36,28.17,27.98,27.79,27.59,27.41,27.03,N/A,N/A -2012,8,1,4,30,101440,100300,99190,80.62,0,6.57,7.13,7.25,7.3100000000000005,7.3500000000000005,7.38,7.390000000000001,7.41,7.42,201.31,201.27,201.24,201.23000000000002,201.23000000000002,201.23000000000002,201.23000000000002,201.23000000000002,201.23000000000002,28.89,28.55,28.37,28.18,27.990000000000002,27.8,27.6,27.42,27.04,N/A,N/A -2012,8,1,5,30,101450,100310,99200,79.93,0,7.32,7.94,8.06,8.11,8.14,8.16,8.16,8.15,8.14,203.44,203.59,203.70000000000002,203.83,203.95000000000002,204.07,204.20000000000002,204.34,204.62,28.95,28.61,28.44,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,8,1,6,30,101470,100320,99210,81.39,0,6.890000000000001,7.42,7.5200000000000005,7.5600000000000005,7.57,7.58,7.57,7.5600000000000005,7.5200000000000005,211.81,212.01,212.04,212.07,212.08,212.09,212.1,212.11,212.11,28.76,28.400000000000002,28.23,28.03,27.84,27.650000000000002,27.46,27.27,26.900000000000002,N/A,N/A -2012,8,1,7,30,101490,100340,99230,81.93,0,6.4,6.91,7.0200000000000005,7.08,7.12,7.15,7.16,7.18,7.19,213.83,213.87,213.9,213.92000000000002,213.95000000000002,213.97,214,214.02,214.07,28.69,28.330000000000002,28.150000000000002,27.95,27.76,27.560000000000002,27.37,27.18,26.8,N/A,N/A -2012,8,1,8,30,101500,100350,99240,81.76,0,6.7700000000000005,7.32,7.45,7.51,7.55,7.58,7.6000000000000005,7.61,7.63,218.28,218.21,218.19,218.18,218.17000000000002,218.16,218.15,218.14000000000001,218.13,28.73,28.36,28.19,27.990000000000002,27.8,27.61,27.42,27.23,26.85,N/A,N/A -2012,8,1,9,30,101510,100360,99250,83.07000000000001,0,7.13,7.7700000000000005,7.9,7.98,8.02,8.06,8.07,8.09,8.1,220.03,220.13,220.15,220.16,220.17000000000002,220.18,220.20000000000002,220.20000000000002,220.22,28.71,28.34,28.16,27.96,27.77,27.57,27.38,27.19,26.8,N/A,N/A -2012,8,1,10,30,101500,100360,99250,83.09,0,7.18,7.79,7.92,7.98,8.02,8.040000000000001,8.05,8.05,8.05,224.95000000000002,225.08,225.14000000000001,225.21,225.28,225.35,225.41,225.47,225.6,28.61,28.240000000000002,28.060000000000002,27.86,27.67,27.47,27.28,27.09,26.71,N/A,N/A -2012,8,1,11,30,101530,100380,99270,78.71000000000001,0,6.9,7.42,7.53,7.58,7.62,7.640000000000001,7.66,7.67,7.68,231.3,231.26,231.22,231.17000000000002,231.12,231.08,231.03,230.98000000000002,230.87,28.75,28.400000000000002,28.22,28.02,27.830000000000002,27.64,27.45,27.26,26.89,N/A,N/A -2012,8,1,12,30,101530,100390,99280,79.26,0,6.71,7.26,7.38,7.44,7.48,7.51,7.53,7.54,7.55,230.42000000000002,230.61,230.74,230.86,230.96,231.06,231.16,231.25,231.43,28.87,28.52,28.34,28.14,27.95,27.76,27.560000000000002,27.37,26.990000000000002,N/A,N/A -2012,8,1,13,30,101580,100430,99330,78.88,0,5.91,6.4,6.51,6.57,6.62,6.66,6.68,6.71,6.74,237.95000000000002,237.91,237.93,237.96,237.98000000000002,238,238.02,238.05,238.11,28.86,28.51,28.34,28.14,27.95,27.77,27.57,27.38,27,N/A,N/A -2012,8,1,14,30,101590,100440,99330,78.32000000000001,0,5.43,5.87,5.97,6.04,6.08,6.11,6.140000000000001,6.16,6.19,236.68,236.77,236.77,236.76,236.75,236.74,236.73000000000002,236.72,236.70000000000002,28.990000000000002,28.650000000000002,28.48,28.28,28.09,27.900000000000002,27.71,27.53,27.14,N/A,N/A -2012,8,1,15,30,101580,100440,99330,78.29,0,5.97,6.38,6.45,6.48,6.48,6.48,6.47,6.45,6.41,239.91,240.13,240.25,240.37,240.48000000000002,240.59,240.70000000000002,240.81,241.04,29.01,28.66,28.490000000000002,28.29,28.1,27.91,27.72,27.54,27.16,N/A,N/A -2012,8,1,16,30,101590,100440,99340,79.91,0,4.28,4.59,4.66,4.7,4.74,4.7700000000000005,4.79,4.82,4.8500000000000005,237.01,236.65,236.5,236.33,236.18,236.03,235.89000000000001,235.75,235.48000000000002,29.060000000000002,28.71,28.53,28.330000000000002,28.150000000000002,27.96,27.76,27.57,27.2,N/A,N/A -2012,8,1,17,30,101550,100410,99310,78.67,0,4.36,4.66,4.74,4.7700000000000005,4.8100000000000005,4.82,4.8500000000000005,4.86,4.88,225.12,224.99,224.93,224.85,224.77,224.69,224.6,224.52,224.34,29.19,28.84,28.66,28.46,28.27,28.080000000000002,27.89,27.7,27.32,N/A,N/A -2012,8,1,18,30,101540,100400,99290,80.62,0,4.62,4.9,4.94,4.96,4.96,4.96,4.95,4.93,4.9,211.6,211.64000000000001,211.71,211.75,211.8,211.83,211.87,211.91,211.97,29.2,28.85,28.67,28.47,28.28,28.09,27.900000000000002,27.71,27.34,N/A,N/A -2012,8,1,19,30,101510,100370,99270,80.42,0,5.01,5.33,5.39,5.42,5.43,5.44,5.44,5.44,5.42,198.65,198.69,198.78,198.87,198.95000000000002,199.03,199.11,199.19,199.36,29.26,28.900000000000002,28.73,28.53,28.34,28.150000000000002,27.96,27.78,27.400000000000002,N/A,N/A -2012,8,1,20,30,101460,100320,99220,79.27,0,5.62,6.0200000000000005,6.09,6.11,6.13,6.13,6.12,6.11,6.08,191,191.1,191.14000000000001,191.18,191.22,191.26,191.29,191.33,191.42000000000002,29.3,28.96,28.79,28.59,28.400000000000002,28.21,28.02,27.830000000000002,27.46,N/A,N/A -2012,8,1,21,30,101430,100290,99180,81.09,0,5.53,5.94,6.0200000000000005,6.0600000000000005,6.09,6.11,6.12,6.12,6.12,187.9,188.08,188.21,188.35,188.46,188.57,188.69,188.8,189.04,29.240000000000002,28.900000000000002,28.73,28.54,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,8,1,22,30,101390,100250,99150,79.24,0,5.21,5.61,5.68,5.72,5.74,5.76,5.76,5.76,5.76,192.20000000000002,192.33,192.39000000000001,192.44,192.49,192.52,192.55,192.58,192.65,29.330000000000002,29.01,28.84,28.650000000000002,28.46,28.27,28.080000000000002,27.89,27.52,N/A,N/A -2012,8,1,23,30,101350,100210,99110,84.87,0,6.24,6.75,6.8500000000000005,6.9,6.93,6.95,6.96,6.97,6.97,193.20000000000002,193.38,193.44,193.49,193.52,193.54,193.57,193.58,193.61,29.05,28.7,28.53,28.330000000000002,28.150000000000002,27.95,27.76,27.57,27.19,N/A,N/A -2012,8,2,0,30,101330,100190,99080,80.85000000000001,0,6.76,7.3100000000000005,7.42,7.46,7.49,7.5,7.5,7.5,7.47,188.82,188.83,188.82,188.81,188.79,188.78,188.76,188.73,188.66,29.12,28.78,28.61,28.41,28.22,28.03,27.84,27.650000000000002,27.28,N/A,N/A -2012,8,2,1,30,101310,100170,99070,78.53,0,6.88,7.47,7.59,7.65,7.68,7.71,7.72,7.73,7.75,191.22,191.43,191.55,191.67000000000002,191.78,191.9,192.02,192.14000000000001,192.4,29.22,28.900000000000002,28.73,28.53,28.35,28.16,27.97,27.79,27.42,N/A,N/A -2012,8,2,2,30,101330,100190,99080,81.21000000000001,0,6.62,7.17,7.28,7.33,7.37,7.390000000000001,7.4,7.4,7.41,196.32,196.36,196.36,196.36,196.37,196.38,196.38,196.39000000000001,196.4,29.060000000000002,28.72,28.55,28.35,28.17,27.98,27.79,27.6,27.23,N/A,N/A -2012,8,2,3,30,101290,100150,99040,82.93,0,7.5,8.14,8.27,8.34,8.38,8.4,8.42,8.43,8.43,198.24,198.38,198.39000000000001,198.42000000000002,198.45000000000002,198.48000000000002,198.51,198.55,198.63,28.94,28.59,28.42,28.22,28.03,27.84,27.650000000000002,27.46,27.09,N/A,N/A -2012,8,2,4,30,101280,100140,99030,83.99,0,7.5,8.15,8.290000000000001,8.370000000000001,8.41,8.44,8.46,8.47,8.47,201.06,201.15,201.19,201.23000000000002,201.27,201.31,201.35,201.39000000000001,201.47,28.89,28.54,28.37,28.16,27.97,27.78,27.59,27.400000000000002,27.02,N/A,N/A -2012,8,2,5,30,101250,100110,99010,84.68,0,7.45,8.11,8.26,8.34,8.4,8.44,8.47,8.48,8.51,203.76,203.70000000000002,203.68,203.67000000000002,203.65,203.63,203.62,203.6,203.58,28.86,28.5,28.330000000000002,28.12,27.93,27.740000000000002,27.55,27.36,26.98,N/A,N/A -2012,8,2,6,30,101270,100130,99030,85.22,0,7.71,8.370000000000001,8.51,8.59,8.63,8.66,8.68,8.69,8.700000000000001,211.98000000000002,211.84,211.75,211.67000000000002,211.59,211.52,211.45000000000002,211.38,211.25,28.8,28.44,28.27,28.07,27.87,27.68,27.490000000000002,27.3,26.92,N/A,N/A -2012,8,2,7,30,101280,100140,99030,83.76,0,7.86,8.58,8.74,8.82,8.88,8.92,8.94,8.96,8.98,215.17000000000002,214.88,214.74,214.6,214.48000000000002,214.36,214.25,214.14000000000001,213.92000000000002,28.82,28.46,28.29,28.080000000000002,27.89,27.7,27.5,27.32,26.94,N/A,N/A -2012,8,2,8,30,101280,100140,99030,82.11,0,7.74,8.43,8.58,8.65,8.700000000000001,8.73,8.75,8.76,8.75,219.09,218.9,218.74,218.58,218.42000000000002,218.27,218.11,217.95000000000002,217.62,28.89,28.53,28.35,28.150000000000002,27.96,27.77,27.57,27.38,27,N/A,N/A -2012,8,2,9,30,101300,100160,99060,83.67,0,7.75,8.4,8.53,8.58,8.61,8.620000000000001,8.61,8.6,8.56,222.13,222.27,222.33,222.39000000000001,222.44,222.49,222.52,222.57,222.64000000000001,28.75,28.38,28.21,28.01,27.82,27.62,27.43,27.240000000000002,26.86,N/A,N/A -2012,8,2,10,30,101320,100180,99070,81.55,0,7.21,7.7700000000000005,7.9,7.96,8.01,8.040000000000001,8.06,8.08,8.11,226.65,226.59,226.56,226.5,226.44,226.37,226.29,226.21,226.01,28.8,28.44,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.94,N/A,N/A -2012,8,2,11,30,101330,100190,99080,83.69,0,6.0600000000000005,6.6000000000000005,6.71,6.8,6.8500000000000005,6.9,6.93,6.96,7,229,229.14000000000001,229.11,229.07,229.02,228.97,228.91,228.85,228.72,28.72,28.36,28.18,27.97,27.78,27.59,27.39,27.21,26.82,N/A,N/A -2012,8,2,12,30,101370,100220,99120,81.12,0,6.3100000000000005,6.8500000000000005,6.98,7.05,7.1000000000000005,7.13,7.16,7.17,7.2,228.49,228.59,228.62,228.64000000000001,228.65,228.65,228.65,228.65,228.62,28.75,28.400000000000002,28.22,28.02,27.830000000000002,27.64,27.44,27.25,26.87,N/A,N/A -2012,8,2,13,30,101410,100260,99160,79.03,0,5.33,5.73,5.83,5.89,5.93,5.96,5.98,6,6.03,227.02,227.14000000000001,227.24,227.32,227.39000000000001,227.45000000000002,227.52,227.57,227.68,28.8,28.45,28.28,28.080000000000002,27.88,27.69,27.5,27.310000000000002,26.92,N/A,N/A -2012,8,2,14,30,101430,100290,99180,77.56,0,5.6000000000000005,6.03,6.13,6.17,6.21,6.23,6.25,6.26,6.2700000000000005,226.23000000000002,226.07,226.01,225.94,225.87,225.81,225.74,225.68,225.55,28.89,28.54,28.37,28.17,27.98,27.79,27.59,27.400000000000002,27.02,N/A,N/A -2012,8,2,15,30,101450,100310,99200,76.54,0,5.11,5.5,5.6000000000000005,5.66,5.69,5.73,5.75,5.7700000000000005,5.8,225.61,225.72,225.71,225.68,225.66,225.62,225.58,225.55,225.46,28.91,28.560000000000002,28.39,28.19,28,27.810000000000002,27.61,27.43,27.04,N/A,N/A -2012,8,2,16,30,101470,100320,99210,73.79,0,4.68,5.01,5.08,5.12,5.15,5.18,5.19,5.21,5.24,220.66,220.64000000000001,220.65,220.67000000000002,220.68,220.68,220.69,220.70000000000002,220.71,29,28.66,28.48,28.28,28.09,27.900000000000002,27.71,27.52,27.14,N/A,N/A -2012,8,2,17,30,101430,100290,99180,71.66,0,4.86,5.19,5.25,5.28,5.29,5.3,5.3,5.3,5.29,223.45000000000002,223.44,223.38,223.3,223.22,223.14000000000001,223.06,223,222.83,29.16,28.810000000000002,28.64,28.44,28.25,28.060000000000002,27.86,27.68,27.29,N/A,N/A -2012,8,2,18,30,101400,100250,99150,69.17,0,5.3500000000000005,5.72,5.7700000000000005,5.79,5.8,5.8,5.8,5.79,5.7700000000000005,206.63,206.44,206.33,206.21,206.09,205.98000000000002,205.87,205.76,205.55,29.27,28.93,28.76,28.560000000000002,28.37,28.19,27.990000000000002,27.810000000000002,27.43,N/A,N/A -2012,8,2,19,30,101380,100240,99130,72.03,0,5.54,5.95,6.0200000000000005,6.0600000000000005,6.08,6.09,6.09,6.1000000000000005,6.09,196.97,196.89000000000001,196.86,196.83,196.8,196.77,196.74,196.72,196.66,29.23,28.89,28.72,28.52,28.330000000000002,28.14,27.94,27.76,27.38,N/A,N/A -2012,8,2,20,30,101340,100200,99100,68.71000000000001,0,6.3500000000000005,6.84,6.92,6.95,6.96,6.97,6.96,6.95,6.92,197.8,197.65,197.61,197.54,197.48000000000002,197.42000000000002,197.35,197.29,197.14000000000001,29.36,29.04,28.88,28.68,28.490000000000002,28.310000000000002,28.11,27.93,27.55,N/A,N/A -2012,8,2,21,30,101300,100160,99050,71.13,0,5.99,6.44,6.51,6.54,6.55,6.55,6.55,6.54,6.51,194.21,193.99,193.88,193.78,193.69,193.6,193.51,193.43,193.26,29.240000000000002,28.92,28.75,28.55,28.37,28.18,27.990000000000002,27.810000000000002,27.43,N/A,N/A -2012,8,2,22,30,101260,100120,99010,71.74,0,6.59,7.12,7.21,7.25,7.28,7.28,7.28,7.28,7.26,197.95000000000002,197.84,197.79,197.72,197.65,197.58,197.5,197.42000000000002,197.24,29.21,28.89,28.73,28.53,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,8,2,23,30,101220,100080,98970,69.66,0,5.8,6.23,6.3100000000000005,6.34,6.3500000000000005,6.3500000000000005,6.3500000000000005,6.34,6.32,192.59,192.8,192.93,193.05,193.16,193.27,193.39000000000001,193.5,193.74,29.25,28.94,28.77,28.580000000000002,28.39,28.21,28.01,27.830000000000002,27.46,N/A,N/A -2012,8,3,0,30,101200,100060,98950,73.85000000000001,0,5.92,6.37,6.46,6.51,6.53,6.55,6.5600000000000005,6.5600000000000005,6.5600000000000005,191.73000000000002,191.74,191.76,191.8,191.84,191.88,191.93,191.97,192.09,29.060000000000002,28.740000000000002,28.57,28.38,28.19,28.01,27.82,27.63,27.26,N/A,N/A -2012,8,3,1,30,101170,100030,98920,70.71000000000001,0,5.83,6.26,6.34,6.37,6.390000000000001,6.4,6.41,6.41,6.4,190.93,191.08,191.21,191.35,191.49,191.62,191.77,191.9,192.22,29.150000000000002,28.830000000000002,28.66,28.47,28.28,28.1,27.900000000000002,27.72,27.35,N/A,N/A -2012,8,3,2,30,101180,100040,98940,71.12,0,6.47,7.01,7.12,7.17,7.2,7.23,7.24,7.25,7.26,193.79,193.58,193.43,193.28,193.16,193.04,192.92000000000002,192.81,192.59,29.16,28.84,28.66,28.47,28.28,28.09,27.900000000000002,27.71,27.330000000000002,N/A,N/A -2012,8,3,3,30,101180,100040,98930,79.33,0,6.12,6.61,6.72,6.78,6.82,6.8500000000000005,6.88,6.9,6.93,198.74,198.44,198.27,198.09,197.92000000000002,197.77,197.61,197.45000000000002,197.13,28.79,28.44,28.26,28.060000000000002,27.87,27.68,27.48,27.3,26.92,N/A,N/A -2012,8,3,4,30,101170,100040,98930,80.41,0,6.140000000000001,6.57,6.68,6.74,6.78,6.8100000000000005,6.83,6.8500000000000005,6.890000000000001,200.94,200.06,199.67000000000002,199.35,199.08,198.84,198.63,198.44,198.12,28.830000000000002,28.48,28.310000000000002,28.11,27.93,27.740000000000002,27.55,27.37,27,N/A,N/A -2012,8,3,5,30,101140,100000,98900,78.60000000000001,0,7.29,7.890000000000001,8.01,8.06,8.09,8.11,8.11,8.11,8.09,194.43,194.47,194.52,194.57,194.61,194.66,194.69,194.73000000000002,194.8,28.91,28.560000000000002,28.38,28.18,27.990000000000002,27.79,27.6,27.41,27.03,N/A,N/A -2012,8,3,6,30,101140,100000,98900,80.36,0,7.07,7.69,7.83,7.91,7.97,8.01,8.040000000000001,8.06,8.1,194.75,194.69,194.67000000000002,194.65,194.63,194.62,194.62,194.62,194.61,28.86,28.51,28.330000000000002,28.13,27.94,27.75,27.55,27.36,26.98,N/A,N/A -2012,8,3,7,30,101150,100010,98910,82.65,0,6.84,7.43,7.57,7.640000000000001,7.7,7.74,7.7700000000000005,7.79,7.83,204.92000000000002,204.9,204.86,204.81,204.76,204.70000000000002,204.65,204.59,204.46,28.82,28.46,28.29,28.09,27.900000000000002,27.71,27.51,27.32,26.94,N/A,N/A -2012,8,3,8,30,101190,100050,98950,81.35000000000001,0,7.01,7.61,7.73,7.79,7.84,7.86,7.88,7.9,7.91,195.1,195.35,195.45000000000002,195.56,195.67000000000002,195.78,195.89000000000001,196,196.23000000000002,28.87,28.52,28.34,28.14,27.95,27.76,27.57,27.38,27,N/A,N/A -2012,8,3,9,30,101180,100040,98940,85.12,0,7.3,7.99,8.16,8.26,8.33,8.39,8.44,8.47,8.540000000000001,199.36,199.42000000000002,199.42000000000002,199.44,199.44,199.45000000000002,199.46,199.46,199.48000000000002,28.84,28.48,28.310000000000002,28.11,27.92,27.73,27.53,27.34,26.96,N/A,N/A -2012,8,3,10,30,101180,100040,98940,83.62,0,7.3500000000000005,8.040000000000001,8.17,8.24,8.28,8.3,8.32,8.32,8.31,205.91,205.98000000000002,205.99,205.98000000000002,205.94,205.9,205.84,205.79,205.64000000000001,29.18,28.84,28.66,28.47,28.27,28.09,27.89,27.71,27.32,N/A,N/A -2012,8,3,11,30,101260,100120,99020,83.46000000000001,0,7.75,8.49,8.66,8.75,8.81,8.85,8.88,8.9,8.93,209.74,209.87,209.94,210,210.05,210.09,210.13,210.16,210.22,29.14,28.8,28.63,28.43,28.240000000000002,28.05,27.86,27.68,27.3,N/A,N/A -2012,8,3,12,30,101290,100150,99040,81.42,0,7.43,8.1,8.26,8.36,8.42,8.46,8.49,8.51,8.540000000000001,205.19,205.31,205.37,205.41,205.45000000000002,205.48000000000002,205.51,205.53,205.58,29.150000000000002,28.810000000000002,28.650000000000002,28.44,28.26,28.07,27.87,27.68,27.310000000000002,N/A,N/A -2012,8,3,13,30,101320,100180,99080,80.84,0,6.79,7.42,7.5600000000000005,7.640000000000001,7.7,7.74,7.7700000000000005,7.79,7.82,199.34,199.3,199.35,199.4,199.45000000000002,199.5,199.56,199.61,199.72,29.14,28.8,28.63,28.43,28.240000000000002,28.05,27.86,27.67,27.28,N/A,N/A -2012,8,3,14,30,101350,100210,99110,80.72,0,6.17,6.72,6.84,6.91,6.96,6.99,7.0200000000000005,7.04,7.07,207.57,207.48000000000002,207.49,207.5,207.51,207.53,207.54,207.54,207.57,29.19,28.85,28.68,28.490000000000002,28.3,28.11,27.91,27.73,27.35,N/A,N/A -2012,8,3,15,30,101380,100240,99130,82.16,0,5.44,5.92,6.05,6.13,6.21,6.2700000000000005,6.32,6.37,6.45,213.32,214.88,215.57,216.16,216.65,217.09,217.48000000000002,217.82,218.43,29.09,28.75,28.580000000000002,28.39,28.2,28.01,27.82,27.64,27.26,N/A,N/A -2012,8,3,16,30,101400,100260,99160,77.01,0,7.01,7.57,7.65,7.68,7.68,7.66,7.640000000000001,7.61,7.53,221.83,222,222.1,222.21,222.3,222.38,222.46,222.53,222.67000000000002,29.310000000000002,28.990000000000002,28.82,28.62,28.43,28.240000000000002,28.05,27.86,27.48,N/A,N/A -2012,8,3,17,30,101420,100280,99170,76.8,0,5.96,6.41,6.5,6.54,6.57,6.59,6.6000000000000005,6.6000000000000005,6.6000000000000005,223.84,223.9,223.92000000000002,223.95000000000002,223.96,223.97,223.99,224.01,224.03,29.23,28.89,28.72,28.52,28.330000000000002,28.150000000000002,27.95,27.76,27.39,N/A,N/A -2012,8,3,18,30,101380,100240,99140,76.94,0,4.91,5.2700000000000005,5.3500000000000005,5.39,5.42,5.45,5.47,5.49,5.53,221.88,221.79,221.8,221.8,221.78,221.76,221.73000000000002,221.70000000000002,221.63,29.240000000000002,28.900000000000002,28.73,28.54,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,8,3,19,30,101390,100250,99140,74.69,0,4.84,5.22,5.29,5.34,5.37,5.4,5.43,5.44,5.48,214.33,214.42000000000002,214.43,214.44,214.44,214.44,214.44,214.44,214.42000000000002,29.310000000000002,28.97,28.8,28.61,28.42,28.23,28.04,27.85,27.47,N/A,N/A -2012,8,3,20,30,101330,100190,99080,73.61,0,5.26,5.65,5.73,5.76,5.79,5.8100000000000005,5.82,5.84,5.8500000000000005,205.18,205.20000000000002,205.24,205.25,205.27,205.28,205.29,205.3,205.31,29.35,29.02,28.85,28.650000000000002,28.46,28.27,28.080000000000002,27.900000000000002,27.51,N/A,N/A -2012,8,3,21,30,101330,100190,99080,75.65,0,4.98,5.34,5.41,5.44,5.46,5.47,5.48,5.48,5.49,200.44,200.54,200.56,200.58,200.61,200.63,200.65,200.68,200.74,29.27,28.94,28.77,28.57,28.38,28.19,28,27.82,27.44,N/A,N/A -2012,8,3,22,30,101320,100180,99070,74.94,0,4.41,4.71,4.76,4.78,4.79,4.8,4.8,4.8,4.79,195.48000000000002,195.27,195.12,194.96,194.8,194.63,194.46,194.3,193.95000000000002,29.32,29,28.830000000000002,28.64,28.45,28.26,28.060000000000002,27.88,27.5,N/A,N/A -2012,8,3,23,30,101270,100130,99020,74.64,0,4.8100000000000005,5.15,5.21,5.23,5.24,5.25,5.25,5.25,5.24,183.36,182.76,182.44,182.13,181.83,181.53,181.21,180.93,180.29,29.29,28.97,28.8,28.6,28.41,28.22,28.03,27.84,27.46,N/A,N/A -2012,8,4,0,30,101200,100060,98960,76.22,0,5.14,5.54,5.61,5.65,5.67,5.69,5.7,5.71,5.72,188.86,188.70000000000002,188.63,188.58,188.51,188.45000000000002,188.39000000000001,188.34,188.21,29.16,28.830000000000002,28.66,28.47,28.28,28.09,27.900000000000002,27.71,27.330000000000002,N/A,N/A -2012,8,4,1,30,101190,100050,98940,79.44,0,5.1000000000000005,5.48,5.55,5.58,5.6000000000000005,5.62,5.63,5.64,5.65,181.37,181.16,181.02,180.86,180.70000000000002,180.55,180.39000000000001,180.24,179.93,29.02,28.68,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,8,4,2,30,101260,100110,99010,79.10000000000001,0,5.58,6.01,6.09,6.13,6.16,6.17,6.18,6.19,6.19,168.09,168.26,168.33,168.41,168.49,168.56,168.63,168.70000000000002,168.84,29.12,28.79,28.62,28.42,28.23,28.04,27.85,27.66,27.28,N/A,N/A -2012,8,4,3,30,101260,100120,99010,80.41,0,5.21,5.6000000000000005,5.67,5.71,5.74,5.76,5.7700000000000005,5.78,5.8,168.48,168.32,168.28,168.22,168.17000000000002,168.12,168.06,168,167.88,29.05,28.71,28.54,28.34,28.150000000000002,27.97,27.77,27.580000000000002,27.2,N/A,N/A -2012,8,4,4,30,101230,100090,98990,82.06,0,5.67,6.13,6.23,6.29,6.33,6.36,6.390000000000001,6.41,6.45,170.67000000000002,170.61,170.48,170.36,170.27,170.17000000000002,170.07,169.99,169.8,28.990000000000002,28.650000000000002,28.48,28.28,28.09,27.900000000000002,27.71,27.52,27.14,N/A,N/A -2012,8,4,5,30,101270,100130,99020,82.82000000000001,0,6.5,7.1000000000000005,7.23,7.32,7.38,7.43,7.46,7.5,7.54,176.08,175.94,175.91,175.88,175.85,175.81,175.78,175.75,175.69,29.05,28.72,28.54,28.34,28.150000000000002,27.97,27.77,27.580000000000002,27.2,N/A,N/A -2012,8,4,6,30,101290,100150,99050,79.96000000000001,0,7.3,7.96,8.08,8.15,8.19,8.22,8.23,8.24,8.24,189.57,189.62,189.61,189.61,189.6,189.59,189.57,189.56,189.54,29.09,28.75,28.580000000000002,28.39,28.19,28.01,27.810000000000002,27.63,27.25,N/A,N/A -2012,8,4,7,30,101350,100200,99100,83.73,0,6.49,7.05,7.18,7.25,7.3100000000000005,7.3500000000000005,7.38,7.41,7.45,184.88,184.84,184.9,184.96,185.01,185.05,185.1,185.15,185.24,28.89,28.54,28.37,28.17,27.98,27.79,27.6,27.41,27.03,N/A,N/A -2012,8,4,8,30,101350,100210,99110,79.35000000000001,0,7.48,8.13,8.26,8.3,8.33,8.34,8.34,8.33,8.3,191.72,191.54,191.4,191.26,191.12,190.99,190.85,190.71,190.42000000000002,29.12,28.8,28.63,28.43,28.240000000000002,28.05,27.86,27.67,27.29,N/A,N/A -2012,8,4,9,30,101360,100220,99110,78.58,0,6.640000000000001,7.25,7.390000000000001,7.47,7.54,7.58,7.61,7.640000000000001,7.69,193.17000000000002,193.54,193.66,193.75,193.83,193.9,193.95000000000002,194.01,194.1,29.04,28.71,28.54,28.34,28.150000000000002,27.96,27.77,27.580000000000002,27.2,N/A,N/A -2012,8,4,10,30,101410,100270,99160,77.88,0,6.44,6.99,7.09,7.15,7.18,7.21,7.22,7.23,7.24,197.8,197.77,197.72,197.64000000000001,197.57,197.49,197.41,197.33,197.16,29.03,28.69,28.52,28.330000000000002,28.14,27.95,27.75,27.560000000000002,27.18,N/A,N/A -2012,8,4,11,30,101440,100300,99190,78.60000000000001,0,5.98,6.46,6.5600000000000005,6.61,6.640000000000001,6.67,6.68,6.69,6.7,200.22,199.96,199.82,199.69,199.57,199.46,199.35,199.24,199.03,28.97,28.64,28.47,28.27,28.080000000000002,27.89,27.7,27.51,27.13,N/A,N/A -2012,8,4,12,30,101490,100350,99240,78.42,0,4.95,5.32,5.39,5.43,5.46,5.48,5.49,5.51,5.5200000000000005,203.82,203.63,203.47,203.3,203.13,202.97,202.8,202.64000000000001,202.3,28.95,28.62,28.45,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,8,4,13,30,101510,100370,99260,77.12,0,4.73,5.09,5.16,5.19,5.22,5.23,5.25,5.26,5.2700000000000005,208.85,208.84,208.77,208.70000000000002,208.64000000000001,208.59,208.53,208.48000000000002,208.36,28.990000000000002,28.66,28.490000000000002,28.3,28.11,27.92,27.72,27.54,27.150000000000002,N/A,N/A -2012,8,4,14,30,101590,100440,99330,76.46000000000001,0,3.3200000000000003,3.5500000000000003,3.59,3.61,3.63,3.64,3.65,3.66,3.67,210.81,210.19,209.81,209.42000000000002,209.08,208.74,208.4,208.08,207.42000000000002,29.060000000000002,28.73,28.560000000000002,28.37,28.18,27.98,27.79,27.6,27.22,N/A,N/A -2012,8,4,15,30,101580,100430,99320,76.84,0,3.11,3.2800000000000002,3.31,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.31,3.31,212.56,212.31,212.1,211.89000000000001,211.69,211.49,211.3,211.12,210.75,29.02,28.69,28.51,28.32,28.13,27.94,27.740000000000002,27.560000000000002,27.17,N/A,N/A -2012,8,4,16,30,101610,100460,99350,75.59,0,2.25,2.36,2.37,2.38,2.39,2.4,2.4,2.4,2.41,202.63,202.61,202.6,202.58,202.55,202.52,202.48000000000002,202.45000000000002,202.34,29.080000000000002,28.73,28.560000000000002,28.36,28.17,27.98,27.79,27.6,27.22,N/A,N/A -2012,8,4,17,30,101610,100470,99360,75.53,0,1.82,1.9000000000000001,1.9100000000000001,1.9100000000000001,1.92,1.92,1.92,1.93,1.93,188.16,187.76,187.54,187.3,187.09,186.88,186.68,186.48,186.08,29.14,28.79,28.62,28.42,28.23,28.04,27.84,27.66,27.27,N/A,N/A -2012,8,4,18,30,101590,100440,99330,75.66,0,2.68,2.82,2.84,2.85,2.86,2.87,2.87,2.88,2.89,170.25,169.93,169.82,169.71,169.62,169.53,169.44,169.36,169.17000000000002,29.22,28.85,28.68,28.48,28.29,28.1,27.900000000000002,27.71,27.330000000000002,N/A,N/A -2012,8,4,19,30,101600,100460,99350,75.78,0,2.66,2.7800000000000002,2.8000000000000003,2.82,2.83,2.84,2.84,2.84,2.85,164.34,163.78,163.44,163.12,162.82,162.53,162.23,161.95000000000002,161.38,29.310000000000002,28.95,28.77,28.57,28.38,28.19,28,27.810000000000002,27.43,N/A,N/A -2012,8,4,20,30,101570,100420,99320,75.02,0,3.73,3.94,3.97,3.98,3.99,3.99,3.99,3.99,3.99,154.63,154.88,154.98,155.09,155.20000000000002,155.31,155.43,155.53,155.76,29.41,29.05,28.88,28.68,28.490000000000002,28.3,28.1,27.91,27.53,N/A,N/A -2012,8,4,21,30,101570,100420,99320,76.5,0,4.47,4.72,4.75,4.75,4.75,4.75,4.74,4.73,4.71,150.01,150.78,151.13,151.49,151.81,152.13,152.45000000000002,152.74,153.34,29.28,28.93,28.76,28.560000000000002,28.37,28.18,27.990000000000002,27.8,27.42,N/A,N/A -2012,8,4,22,30,101550,100410,99300,77.78,0,5.53,5.92,5.99,6.03,6.05,6.07,6.07,6.08,6.08,155.23,155.44,155.51,155.57,155.63,155.70000000000002,155.77,155.83,155.97,29.18,28.85,28.68,28.48,28.3,28.1,27.91,27.72,27.35,N/A,N/A -2012,8,4,23,30,101530,100390,99280,78.43,0,5.11,5.62,5.73,5.8,5.86,5.9,5.92,5.95,5.98,156.08,155.93,155.91,155.87,155.85,155.83,155.82,155.81,155.79,29.330000000000002,29.02,28.85,28.650000000000002,28.46,28.27,28.080000000000002,27.900000000000002,27.51,N/A,N/A -2012,8,5,0,30,101510,100370,99260,78.37,0,6.26,6.8100000000000005,6.92,6.99,7.03,7.07,7.09,7.1000000000000005,7.13,149.47,149.35,149.31,149.27,149.24,149.21,149.19,149.16,149.11,29.19,28.87,28.7,28.51,28.32,28.13,27.94,27.75,27.37,N/A,N/A -2012,8,5,1,30,101520,100370,99260,79.9,0,6.3100000000000005,6.8500000000000005,6.96,7.03,7.07,7.09,7.11,7.12,7.140000000000001,152.79,152.87,152.97,153.06,153.15,153.23,153.31,153.38,153.54,29.07,28.740000000000002,28.57,28.37,28.18,27.990000000000002,27.79,27.61,27.22,N/A,N/A -2012,8,5,2,30,101600,100450,99340,78.23,0,5.53,6.01,6.12,6.18,6.23,6.2700000000000005,6.3,6.32,6.36,148.35,148.25,148.25,148.25,148.25,148.25,148.26,148.26,148.27,29.12,28.79,28.62,28.42,28.23,28.04,27.85,27.66,27.28,N/A,N/A -2012,8,5,3,30,101620,100480,99370,77.96000000000001,0,5.42,5.82,5.88,5.9,5.91,5.91,5.9,5.89,5.86,137.77,137.85,137.86,137.86,137.85,137.84,137.83,137.83,137.82,29.02,28.69,28.52,28.330000000000002,28.14,27.94,27.75,27.560000000000002,27.18,N/A,N/A -2012,8,5,4,30,101630,100490,99380,74.83,0,3.92,4.14,4.16,4.17,4.16,4.15,4.14,4.13,4.1,140.29,140.27,140.21,140.15,140.09,140.04,139.98,139.92000000000002,139.81,29,28.67,28.5,28.310000000000002,28.11,27.93,27.73,27.54,27.16,N/A,N/A -2012,8,5,5,30,101660,100510,99400,76.14,0,3.2800000000000002,3.48,3.52,3.54,3.5500000000000003,3.56,3.56,3.56,3.56,138.09,138.46,138.70000000000002,138.92000000000002,139.12,139.32,139.5,139.67000000000002,140.03,28.93,28.6,28.43,28.23,28.04,27.86,27.66,27.47,27.09,N/A,N/A -2012,8,5,6,30,101660,100510,99400,76.4,0,4.58,4.86,4.91,4.92,4.92,4.91,4.9,4.89,4.86,146.8,146.69,146.65,146.6,146.54,146.49,146.42000000000002,146.36,146.24,28.87,28.54,28.37,28.17,27.98,27.79,27.59,27.400000000000002,27.02,N/A,N/A -2012,8,5,7,30,101660,100510,99400,78.01,0,5.7700000000000005,6.23,6.3100000000000005,6.36,6.390000000000001,6.4,6.41,6.41,6.41,152.45000000000002,152.59,152.68,152.76,152.84,152.91,152.97,153.04,153.17000000000002,28.8,28.45,28.28,28.080000000000002,27.89,27.69,27.5,27.310000000000002,26.92,N/A,N/A -2012,8,5,8,30,101680,100530,99420,75.63,0,4.21,4.46,4.5200000000000005,4.55,4.57,4.59,4.6000000000000005,4.61,4.62,156.52,156.52,156.46,156.38,156.31,156.22,156.13,156.03,155.84,28.76,28.42,28.240000000000002,28.04,27.85,27.66,27.47,27.28,26.900000000000002,N/A,N/A -2012,8,5,9,30,101720,100570,99460,77.39,0,3.74,3.96,3.98,3.99,4,3.99,3.99,3.98,3.96,160.67000000000002,160.8,160.89000000000001,160.98,161.07,161.15,161.24,161.32,161.51,28.69,28.34,28.17,27.97,27.78,27.59,27.39,27.21,26.82,N/A,N/A -2012,8,5,10,30,101750,100600,99490,71.73,0,2.6,2.7800000000000002,2.81,2.83,2.85,2.86,2.87,2.89,2.91,169.46,169.29,169.23,169.15,169.06,168.98,168.89000000000001,168.82,168.62,28.86,28.54,28.37,28.17,27.98,27.79,27.59,27.41,27.02,N/A,N/A -2012,8,5,11,30,101770,100620,99510,76.67,0,2.27,2.37,2.37,2.36,2.36,2.35,2.34,2.33,2.3000000000000003,153.58,154.04,154.33,154.6,154.85,155.07,155.29,155.48,155.85,28.63,28.3,28.12,27.92,27.73,27.54,27.35,27.16,26.78,N/A,N/A -2012,8,5,12,30,101810,100660,99550,75.58,0,1.19,1.24,1.24,1.25,1.25,1.25,1.24,1.24,1.24,99.37,100.99000000000001,101.99000000000001,102.95,103.8,104.59,105.38,106.12,107.58,28.64,28.310000000000002,28.13,27.93,27.740000000000002,27.55,27.36,27.17,26.79,N/A,N/A -2012,8,5,13,30,101850,100700,99580,75.69,0,1.37,1.3900000000000001,1.3900000000000001,1.37,1.36,1.35,1.34,1.32,1.3,56.29,57.550000000000004,58.27,59,59.7,60.370000000000005,61.050000000000004,61.67,63.09,28.61,28.28,28.1,27.900000000000002,27.72,27.53,27.330000000000002,27.14,26.76,N/A,N/A -2012,8,5,14,30,101870,100720,99610,75.74,0,2.21,2.2800000000000002,2.27,2.2600000000000002,2.25,2.23,2.22,2.2,2.17,60.27,60.17,60.14,60.1,60.07,60.03,59.980000000000004,59.92,59.77,28.62,28.28,28.1,27.900000000000002,27.71,27.52,27.32,27.14,26.75,N/A,N/A -2012,8,5,15,30,101910,100760,99640,75,0,2.83,2.95,2.96,2.96,2.95,2.95,2.94,2.93,2.9,54.54,54.96,55.08,55.2,55.300000000000004,55.410000000000004,55.51,55.61,55.79,28.68,28.330000000000002,28.150000000000002,27.95,27.76,27.57,27.37,27.18,26.8,N/A,N/A -2012,8,5,16,30,101940,100790,99680,75.73,0,3.44,3.59,3.6,3.6,3.59,3.58,3.56,3.5500000000000003,3.52,67.85,68.16,68.23,68.31,68.39,68.47,68.55,68.63,68.81,28.69,28.330000000000002,28.150000000000002,27.96,27.76,27.57,27.38,27.19,26.810000000000002,N/A,N/A -2012,8,5,17,30,101920,100760,99650,73.27,0,2.95,3.11,3.13,3.14,3.15,3.15,3.15,3.15,3.14,95.19,95.84,96.08,96.33,96.58,96.82000000000001,97.08,97.32000000000001,97.85000000000001,28.79,28.43,28.26,28.060000000000002,27.86,27.68,27.48,27.29,26.91,N/A,N/A -2012,8,5,18,30,101890,100740,99620,74.22,0,4.0600000000000005,4.29,4.33,4.3500000000000005,4.36,4.37,4.38,4.38,4.38,111.49000000000001,111.75,111.91,112.08,112.24000000000001,112.39,112.56,112.72,113.05,28.85,28.48,28.310000000000002,28.11,27.92,27.73,27.53,27.35,26.97,N/A,N/A -2012,8,5,19,30,101870,100720,99610,77.29,0,3.7600000000000002,3.95,3.96,3.96,3.95,3.93,3.92,3.9,3.86,133.37,133.52,133.59,133.65,133.7,133.75,133.8,133.85,133.95,28.8,28.44,28.26,28.060000000000002,27.87,27.68,27.490000000000002,27.3,26.92,N/A,N/A -2012,8,5,20,30,101850,100700,99590,76.4,0,2.81,2.93,2.94,2.94,2.93,2.91,2.9,2.88,2.85,132.29,131.97,131.76,131.55,131.35,131.14000000000001,130.92000000000002,130.72,130.26,28.86,28.5,28.32,28.12,27.93,27.740000000000002,27.54,27.36,26.98,N/A,N/A -2012,8,5,21,30,101830,100680,99560,73.73,0,3.63,3.83,3.86,3.87,3.88,3.89,3.89,3.89,3.88,147.06,147.14000000000001,147.12,147.13,147.13,147.14000000000001,147.16,147.18,147.23,28.96,28.6,28.43,28.23,28.04,27.85,27.650000000000002,27.47,27.080000000000002,N/A,N/A -2012,8,5,22,30,101780,100630,99520,71.92,0,3.5700000000000003,3.7800000000000002,3.8200000000000003,3.84,3.85,3.86,3.86,3.87,3.87,171.99,171.56,171.18,170.83,170.49,170.17000000000002,169.84,169.54,168.89000000000001,28.98,28.64,28.48,28.28,28.09,27.900000000000002,27.71,27.53,27.150000000000002,N/A,N/A -2012,8,5,23,30,101750,100600,99490,72.99,0,3.46,3.66,3.68,3.69,3.69,3.69,3.69,3.68,3.67,183.64000000000001,183.92000000000002,184.1,184.28,184.45000000000002,184.6,184.75,184.89000000000001,185.15,28.900000000000002,28.57,28.400000000000002,28.21,28.02,27.84,27.650000000000002,27.47,27.1,N/A,N/A -2012,8,6,0,30,101720,100570,99460,72.81,0,3.5100000000000002,3.7,3.72,3.72,3.72,3.71,3.7,3.69,3.66,172.67000000000002,172.4,172.18,171.96,171.74,171.53,171.28,171.05,170.45000000000002,28.86,28.53,28.36,28.17,27.98,27.8,27.61,27.43,27.060000000000002,N/A,N/A -2012,8,6,1,30,101700,100550,99440,67.92,0,2.49,2.63,2.65,2.66,2.67,2.67,2.68,2.68,2.69,183.83,183.65,183.35,183.01,182.64000000000001,182.26,181.74,181.22,179.75,29.080000000000002,28.77,28.61,28.42,28.240000000000002,28.060000000000002,27.87,27.7,27.35,N/A,N/A -2012,8,6,2,30,101710,100560,99450,70.99,0,3.2,3.37,3.38,3.39,3.38,3.38,3.38,3.37,3.35,191.92000000000002,191.06,190.64000000000001,190.21,189.77,189.33,188.83,188.36,187.22,28.95,28.63,28.46,28.27,28.080000000000002,27.900000000000002,27.71,27.54,27.17,N/A,N/A -2012,8,6,3,30,101730,100580,99460,70.67,0,3.3000000000000003,3.48,3.5,3.5100000000000002,3.52,3.52,3.52,3.52,3.5100000000000002,183.18,182.84,182.58,182.3,182.01,181.70000000000002,181.35,181,180.09,28.91,28.59,28.42,28.23,28.04,27.86,27.67,27.48,27.11,N/A,N/A -2012,8,6,4,30,101720,100570,99460,71.2,0,3.08,3.24,3.27,3.27,3.2800000000000002,3.27,3.27,3.27,3.2600000000000002,186.02,185.5,185.23,184.94,184.64000000000001,184.33,183.98,183.65,182.82,28.87,28.55,28.38,28.19,28,27.810000000000002,27.62,27.44,27.07,N/A,N/A -2012,8,6,5,30,101720,100570,99460,66.73,0,2.92,3.11,3.13,3.15,3.16,3.17,3.17,3.18,3.2,189.54,189.29,189.08,188.87,188.65,188.42000000000002,188.15,187.88,187.18,29.1,28.79,28.62,28.43,28.25,28.060000000000002,27.87,27.69,27.32,N/A,N/A -2012,8,6,6,30,101720,100570,99460,69.28,0,2.43,2.52,2.52,2.52,2.5100000000000002,2.5,2.49,2.48,2.44,199.67000000000002,199.44,199.22,198.99,198.76,198.53,198.25,197.99,197.3,28.97,28.650000000000002,28.48,28.29,28.1,27.91,27.72,27.54,27.17,N/A,N/A -2012,8,6,7,30,101720,100570,99460,67.98,0,2.38,2.49,2.5,2.5,2.5,2.49,2.49,2.48,2.47,206.05,205.77,205.62,205.46,205.27,205.08,204.85,204.64000000000001,204.08,29.02,28.69,28.52,28.330000000000002,28.13,27.95,27.75,27.57,27.19,N/A,N/A -2012,8,6,8,30,101750,100600,99490,70.35000000000001,0,2.23,2.3000000000000003,2.3000000000000003,2.29,2.29,2.27,2.2600000000000002,2.25,2.22,241.22,241.06,240.89000000000001,240.70000000000002,240.54,240.38,240.20000000000002,240.03,239.66,28.89,28.560000000000002,28.39,28.2,28.01,27.82,27.63,27.44,27.060000000000002,N/A,N/A -2012,8,6,9,30,101750,100600,99480,69.21000000000001,0,2.65,2.7600000000000002,2.77,2.77,2.77,2.77,2.7600000000000002,2.75,2.73,236.76,236.45000000000002,236.35,236.25,236.14000000000001,236.03,235.92000000000002,235.82,235.57,28.92,28.580000000000002,28.41,28.22,28.03,27.84,27.650000000000002,27.46,27.080000000000002,N/A,N/A -2012,8,6,10,30,101750,100600,99490,72.48,0,2.5500000000000003,2.65,2.66,2.65,2.64,2.63,2.62,2.61,2.58,243.42000000000002,243.4,243.32,243.24,243.16,243.09,243,242.92000000000002,242.75,28.71,28.37,28.2,28,27.810000000000002,27.62,27.43,27.240000000000002,26.86,N/A,N/A -2012,8,6,11,30,101770,100620,99510,80.41,0,3.63,3.63,3.54,3.43,3.33,3.23,3.12,3.0300000000000002,2.83,301,299.82,298.96,298.04,297.1,296.18,295.15000000000003,294.2,291.87,28.16,27.8,27.63,27.44,27.26,27.080000000000002,26.89,26.71,26.35,N/A,N/A -2012,8,6,12,30,101780,100620,99510,81.25,0,3.7800000000000002,3.88,3.85,3.79,3.74,3.67,3.6,3.5300000000000002,3.35,319.28000000000003,319.57,319.69,319.8,319.90000000000003,320,320.07,320.13,320.17,27.79,27.400000000000002,27.22,27.03,26.84,26.650000000000002,26.46,26.28,25.91,N/A,N/A -2012,8,6,13,30,101810,100660,99540,82.07000000000001,0,3.77,3.91,3.92,3.9,3.88,3.86,3.83,3.8000000000000003,3.73,322.84000000000003,322.95,323.05,323.15000000000003,323.24,323.33,323.41,323.49,323.63,27.71,27.32,27.13,26.93,26.740000000000002,26.55,26.35,26.17,25.79,N/A,N/A -2012,8,6,14,30,101830,100680,99560,78.75,0,3.24,3.37,3.38,3.37,3.36,3.34,3.33,3.31,3.27,329.44,329.79,329.99,330.18,330.37,330.55,330.74,330.90000000000003,331.27,27.92,27.54,27.36,27.16,26.97,26.78,26.580000000000002,26.400000000000002,26.02,N/A,N/A -2012,8,6,15,30,101810,100660,99550,76.29,0,2.2800000000000002,2.35,2.35,2.35,2.34,2.33,2.32,2.31,2.29,322.96,324,324.56,325.11,325.64,326.16,326.7,327.23,328.35,28.1,27.73,27.55,27.36,27.16,26.97,26.78,26.6,26.21,N/A,N/A -2012,8,6,16,30,101810,100660,99540,75.06,0,1.42,1.47,1.47,1.47,1.46,1.46,1.46,1.46,1.45,312.07,314.03000000000003,315.15000000000003,316.27,317.32,318.32,319.38,320.38,322.43,28.32,27.95,27.77,27.57,27.38,27.19,27,26.810000000000002,26.43,N/A,N/A -2012,8,6,17,30,101750,100600,99480,73.95,0,0.6,0.59,0.5700000000000001,0.56,0.54,0.52,0.51,0.49,0.44,229.72,230.76,231.02,231.36,231.68,231.98000000000002,232.43,232.88,234.63,28.51,28.150000000000002,27.98,27.79,27.6,27.42,27.23,27.05,26.7,N/A,N/A -2012,8,6,18,30,101730,100580,99470,71.96000000000001,0,2.15,2.19,2.17,2.15,2.12,2.09,2.05,2.0100000000000002,1.92,206.04,206.16,206.29,206.43,206.6,206.8,207.09,207.4,208.45000000000002,28.84,28.48,28.310000000000002,28.11,27.93,27.75,27.560000000000002,27.39,27.04,N/A,N/A -2012,8,6,19,30,101670,100520,99410,71.81,0,3.0300000000000002,3.12,3.1,3.0700000000000003,3.0300000000000002,2.98,2.94,2.88,2.75,200.83,201.13,201.33,201.56,201.79,202.03,202.33,202.62,203.47,29.02,28.650000000000002,28.48,28.29,28.11,27.93,27.740000000000002,27.57,27.23,N/A,N/A -2012,8,6,20,30,101590,100450,99340,70.24,0,4.16,4.33,4.33,4.3,4.2700000000000005,4.23,4.17,4.13,3.98,191.70000000000002,191.96,191.96,191.95000000000002,191.95000000000002,191.94,191.93,191.92000000000002,191.86,29.23,28.87,28.7,28.51,28.330000000000002,28.150000000000002,27.97,27.79,27.46,N/A,N/A -2012,8,6,21,30,101540,100390,99290,70.61,0,4.42,4.63,4.64,4.61,4.58,4.54,4.49,4.43,4.2700000000000005,192.13,192.03,191.95000000000002,191.84,191.70000000000002,191.52,191.29,191.06,190.21,29.27,28.94,28.77,28.580000000000002,28.39,28.21,28.03,27.86,27.51,N/A,N/A -2012,8,6,22,30,101550,100400,99300,70.82000000000001,0,4.71,4.95,4.95,4.92,4.87,4.82,4.74,4.66,4.38,193.78,193.58,193.45000000000002,193.27,193.06,192.83,192.48000000000002,192.11,190.67000000000002,29.35,29.03,28.87,28.68,28.5,28.32,28.14,27.97,27.650000000000002,N/A,N/A -2012,8,6,23,30,101490,100340,99230,72.93,0,5.28,5.57,5.58,5.55,5.49,5.43,5.33,5.24,4.8500000000000005,196.26,195.96,195.79,195.6,195.37,195.13,194.74,194.35,192.5,29.25,28.93,28.76,28.580000000000002,28.400000000000002,28.22,28.04,27.88,27.59,N/A,N/A -2012,8,7,0,30,101500,100360,99250,72.45,0,4.66,4.93,4.94,4.92,4.89,4.86,4.8,4.75,4.59,196.82,196.52,196.37,196.19,195.98000000000002,195.75,195.43,195.1,193.88,29.310000000000002,28.990000000000002,28.82,28.63,28.44,28.26,28.080000000000002,27.900000000000002,27.55,N/A,N/A -2012,8,7,1,30,101440,100300,99190,72.49,0,4.04,4.25,4.2700000000000005,4.25,4.22,4.19,4.15,4.11,3.99,203.36,203.18,202.98000000000002,202.75,202.49,202.22,201.83,201.43,200.08,29.27,28.95,28.78,28.59,28.400000000000002,28.22,28.03,27.85,27.5,N/A,N/A -2012,8,7,2,30,101480,100330,99230,73.28,0,3.67,3.86,3.88,3.87,3.86,3.84,3.81,3.79,3.71,212.21,212.15,212.1,212.01,211.9,211.77,211.58,211.38,210.72,29.23,28.91,28.75,28.55,28.37,28.18,27.990000000000002,27.810000000000002,27.44,N/A,N/A -2012,8,7,3,30,101460,100320,99210,74.18,0,3.9,4.13,4.16,4.17,4.17,4.16,4.15,4.14,4.1,211.06,211.08,210.97,210.87,210.76,210.64000000000001,210.5,210.37,210.01,29.18,28.85,28.68,28.48,28.3,28.11,27.91,27.73,27.35,N/A,N/A -2012,8,7,4,30,101430,100290,99180,74.89,0,2.36,2.45,2.46,2.45,2.45,2.44,2.43,2.42,2.39,217.43,217.27,216.96,216.62,216.27,215.93,215.53,215.15,214.21,29.07,28.740000000000002,28.57,28.38,28.19,28.01,27.810000000000002,27.63,27.25,N/A,N/A -2012,8,7,5,30,101420,100270,99170,76.3,0,2.93,3.06,3.0700000000000003,3.0700000000000003,3.06,3.0500000000000003,3.04,3.02,2.99,242.3,242.11,242.08,242.05,242.02,241.99,241.96,241.93,241.84,28.96,28.63,28.46,28.26,28.07,27.88,27.68,27.5,27.12,N/A,N/A -2012,8,7,6,30,101440,100300,99190,75.38,0,2.19,2.2600000000000002,2.2600000000000002,2.24,2.23,2.22,2.2,2.19,2.15,222.01,221.73000000000002,221.67000000000002,221.58,221.48000000000002,221.38,221.24,221.11,220.82,28.95,28.62,28.45,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,8,7,7,30,101420,100280,99170,73.92,0,2.05,2.14,2.15,2.14,2.14,2.14,2.13,2.13,2.11,255.02,254.88,254.89000000000001,254.89000000000001,254.87,254.85,254.81,254.78,254.67000000000002,28.95,28.62,28.45,28.26,28.07,27.88,27.68,27.5,27.12,N/A,N/A -2012,8,7,8,30,101430,100280,99180,73.45,0,1.54,1.61,1.61,1.61,1.61,1.61,1.61,1.61,1.61,246.77,246.95000000000002,247.1,247.22,247.35,247.47,247.58,247.68,247.93,28.97,28.64,28.47,28.27,28.080000000000002,27.89,27.7,27.51,27.13,N/A,N/A -2012,8,7,9,30,101450,100300,99190,74.64,0,1.47,1.52,1.52,1.51,1.51,1.5,1.49,1.49,1.47,249.27,249.34,249.56,249.76000000000002,249.93,250.08,250.24,250.39000000000001,250.66,28.900000000000002,28.580000000000002,28.400000000000002,28.21,28.02,27.830000000000002,27.63,27.45,27.060000000000002,N/A,N/A -2012,8,7,10,30,101460,100310,99210,75.29,0,1.71,1.78,1.78,1.78,1.78,1.78,1.78,1.77,1.76,238.27,237.8,237.63,237.46,237.3,237.14000000000001,236.99,236.86,236.58,28.85,28.51,28.34,28.150000000000002,27.96,27.77,27.57,27.39,27,N/A,N/A -2012,8,7,11,30,101450,100300,99190,76.64,0,1.96,2.0300000000000002,2.0300000000000002,2.0300000000000002,2.02,2.0100000000000002,2.0100000000000002,2,1.98,257.26,257.3,257.3,257.29,257.3,257.32,257.32,257.32,257.32,28.72,28.38,28.21,28.01,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,8,7,12,30,101470,100320,99210,78.57000000000001,0,1.6400000000000001,1.68,1.68,1.67,1.6600000000000001,1.6500000000000001,1.6400000000000001,1.6300000000000001,1.61,309.82,309.82,309.66,309.51,309.35,309.19,309.03000000000003,308.88,308.56,28.650000000000002,28.310000000000002,28.13,27.94,27.75,27.560000000000002,27.36,27.18,26.79,N/A,N/A -2012,8,7,13,30,101480,100340,99230,81.87,0,2.5500000000000003,2.5300000000000002,2.47,2.4,2.33,2.2600000000000002,2.2,2.13,2,319.27,319.7,319.87,320.06,320.25,320.44,320.67,320.89,321.40000000000003,28.34,27.990000000000002,27.82,27.62,27.43,27.240000000000002,27.05,26.86,26.490000000000002,N/A,N/A -2012,8,7,14,30,101510,100360,99250,81.79,0,1.68,1.68,1.6600000000000001,1.6300000000000001,1.6,1.57,1.54,1.5,1.44,303.3,303.02,302.96,302.89,302.83,302.77,302.69,302.62,302.45,28.29,27.93,27.75,27.560000000000002,27.36,27.18,26.98,26.8,26.42,N/A,N/A -2012,8,7,15,30,101510,100370,99260,81.92,0,1.3800000000000001,1.37,1.34,1.3,1.27,1.24,1.2,1.17,1.09,304.74,305.27,305.58,305.91,306.22,306.51,306.85,307.18,307.96,28.3,27.93,27.75,27.560000000000002,27.36,27.18,26.98,26.8,26.42,N/A,N/A -2012,8,7,16,30,101510,100360,99260,81.13,0,1.1400000000000001,1.1500000000000001,1.1400000000000001,1.12,1.1,1.09,1.07,1.05,1.01,293.96,294.03000000000003,294.11,294.21,294.3,294.38,294.44,294.49,294.52,28.45,28.09,27.91,27.72,27.52,27.330000000000002,27.14,26.96,26.580000000000002,N/A,N/A -2012,8,7,17,30,101480,100340,99230,80.64,0,1.25,1.27,1.25,1.24,1.23,1.21,1.2,1.18,1.1500000000000001,235.61,235.39000000000001,235.13,234.86,234.55,234.22,233.83,233.44,232.36,28.64,28.27,28.09,27.900000000000002,27.71,27.52,27.330000000000002,27.14,26.77,N/A,N/A -2012,8,7,18,30,101470,100320,99220,79.29,0,2.42,2.5,2.49,2.48,2.46,2.44,2.41,2.39,2.33,212.72,212.29,212.1,211.89000000000001,211.66,211.41,211.11,210.82,210,28.88,28.52,28.34,28.150000000000002,27.96,27.78,27.59,27.41,27.05,N/A,N/A -2012,8,7,19,30,101430,100290,99180,78,0,2.82,2.92,2.92,2.91,2.89,2.87,2.85,2.83,2.77,209.67000000000002,209.33,209.05,208.74,208.44,208.15,207.8,207.44,206.63,29.09,28.72,28.55,28.35,28.16,27.97,27.78,27.6,27.23,N/A,N/A -2012,8,7,20,30,101400,100260,99160,77.74,0,3.46,3.61,3.62,3.62,3.61,3.6,3.59,3.5700000000000003,3.5300000000000002,197.8,197.41,197.22,197,196.78,196.56,196.31,196.06,195.46,29.22,28.85,28.68,28.48,28.29,28.1,27.900000000000002,27.72,27.35,N/A,N/A -2012,8,7,21,30,101350,100210,99100,77.15,0,3.0100000000000002,3.15,3.16,3.16,3.16,3.15,3.14,3.13,3.11,201.54,201.01,200.63,200.22,199.83,199.46,199.03,198.62,197.65,29.27,28.92,28.75,28.55,28.36,28.17,27.98,27.8,27.42,N/A,N/A -2012,8,7,22,30,101330,100190,99080,78.72,0,4.0600000000000005,4.28,4.3100000000000005,4.3100000000000005,4.3100000000000005,4.3,4.29,4.28,4.25,196.77,196.51,196.34,196.16,195.97,195.78,195.56,195.35,194.85,29.240000000000002,28.900000000000002,28.73,28.53,28.34,28.150000000000002,27.96,27.78,27.400000000000002,N/A,N/A -2012,8,7,23,30,101290,100150,99040,77.60000000000001,0,3.94,4.15,4.17,4.18,4.17,4.16,4.14,4.13,4.08,184.65,184.77,184.8,184.82,184.82,184.81,184.79,184.76,184.63,29.23,28.91,28.73,28.54,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,8,8,0,30,101290,100150,99040,79.03,0,4.55,4.83,4.86,4.87,4.87,4.86,4.8500000000000005,4.84,4.8100000000000005,175.74,175.70000000000002,175.70000000000002,175.67000000000002,175.61,175.53,175.41,175.29,174.84,29.14,28.810000000000002,28.650000000000002,28.45,28.26,28.080000000000002,27.89,27.71,27.34,N/A,N/A -2012,8,8,1,30,101260,100120,99020,79.03,0,3.88,4.1,4.14,4.15,4.15,4.14,4.14,4.13,4.11,180.56,180.08,179.8,179.51,179.21,178.92000000000002,178.58,178.26,177.52,29.05,28.73,28.55,28.36,28.17,27.98,27.79,27.61,27.23,N/A,N/A -2012,8,8,2,30,101300,100160,99050,79.85000000000001,0,3.95,4.18,4.22,4.24,4.24,4.24,4.24,4.24,4.23,176.96,177.15,177.23,177.29,177.32,177.35,177.36,177.37,177.31,29.02,28.69,28.52,28.330000000000002,28.14,27.95,27.75,27.57,27.19,N/A,N/A -2012,8,8,3,30,101320,100170,99070,78.61,0,3.5500000000000003,3.7600000000000002,3.79,3.81,3.81,3.81,3.8200000000000003,3.8200000000000003,3.81,162.04,162.31,162.47,162.62,162.75,162.86,162.97,163.08,163.27,29.03,28.7,28.53,28.330000000000002,28.150000000000002,27.96,27.76,27.580000000000002,27.2,N/A,N/A -2012,8,8,4,30,101310,100170,99060,80.47,0,4.12,4.39,4.43,4.46,4.47,4.48,4.48,4.48,4.48,179.16,178.84,178.67000000000002,178.51,178.35,178.21,178.07,177.93,177.66,28.94,28.6,28.43,28.23,28.04,27.85,27.650000000000002,27.47,27.09,N/A,N/A -2012,8,8,5,30,101320,100180,99070,79.74,0,3.85,4.09,4.14,4.16,4.17,4.18,4.18,4.19,4.19,169.46,169.53,169.5,169.49,169.47,169.46,169.45000000000002,169.43,169.41,28.92,28.580000000000002,28.41,28.21,28.02,27.830000000000002,27.64,27.45,27.07,N/A,N/A -2012,8,8,6,30,101340,100200,99090,80.93,0,3.38,3.56,3.6,3.61,3.62,3.63,3.63,3.63,3.64,182.07,182.11,182.13,182.13,182.13,182.13,182.13,182.12,182.09,28.84,28.5,28.32,28.12,27.93,27.75,27.55,27.36,26.990000000000002,N/A,N/A -2012,8,8,7,30,101400,100250,99150,81.52,0,2.88,3.0700000000000003,3.11,3.14,3.16,3.18,3.2,3.22,3.25,187.11,186.02,185.42000000000002,184.83,184.31,183.8,183.31,182.86,181.93,28.84,28.5,28.330000000000002,28.13,27.94,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,8,8,8,30,101390,100250,99140,80.65,0,3.0100000000000002,3.18,3.21,3.22,3.23,3.24,3.25,3.25,3.2600000000000002,177.42000000000002,177.14000000000001,177,176.87,176.75,176.63,176.53,176.43,176.22,28.86,28.52,28.35,28.150000000000002,27.96,27.77,27.57,27.39,27.01,N/A,N/A -2012,8,8,9,30,101420,100270,99170,79.69,0,2.29,2.4,2.41,2.42,2.42,2.42,2.43,2.43,2.42,177.33,177.33,177.29,177.24,177.19,177.14000000000001,177.07,177.01,176.91,28.86,28.52,28.35,28.150000000000002,27.97,27.77,27.580000000000002,27.39,27.01,N/A,N/A -2012,8,8,10,30,101450,100300,99200,80.15,0,0.9,0.92,0.93,0.93,0.9400000000000001,0.9400000000000001,0.9400000000000001,0.9500000000000001,0.96,202.48000000000002,201.92000000000002,201.41,200.91,200.46,200.03,199.61,199.21,198.29,28.8,28.46,28.29,28.09,27.900000000000002,27.72,27.52,27.330000000000002,26.96,N/A,N/A -2012,8,8,11,30,101480,100330,99230,80.53,0,0.89,0.91,0.9,0.89,0.87,0.86,0.85,0.8300000000000001,0.81,287.72,287.89,288.15000000000003,288.32,288.39,288.39,288.37,288.33,288.12,28.78,28.45,28.28,28.080000000000002,27.89,27.7,27.5,27.32,26.94,N/A,N/A -2012,8,8,12,30,101450,100300,99190,86.24,19.400000000000002,4.66,4.6000000000000005,4.38,4.14,3.93,3.7600000000000002,3.66,3.59,3.5,196.35,197.46,198.13,198.86,199.45000000000002,199.92000000000002,199.9,199.83,198.92000000000002,27.09,26.8,26.72,26.66,26.63,26.6,26.52,26.45,26.23,N/A,N/A -2012,8,8,13,30,101530,100380,99270,79.23,0,1.83,1.85,1.83,1.79,1.8,1.84,1.8800000000000001,1.93,1.96,205.09,207.72,209.95000000000002,213.34,217.74,223.29,225.73000000000002,226.77,224.06,28.18,27.88,27.75,27.62,27.580000000000002,27.6,27.54,27.45,27.23,N/A,N/A -2012,8,8,14,30,101550,100400,99290,86.58,0,4.57,4.54,4.37,4.14,3.85,3.52,3.12,2.75,2.15,208.46,208.74,208.88,209.12,209.67000000000002,210.43,212.81,215.4,223.33,27.52,27.150000000000002,26.990000000000002,26.830000000000002,26.69,26.560000000000002,26.45,26.35,26.17,N/A,N/A -2012,8,8,15,30,101540,100390,99280,77.13,0,2.69,2.6,2.48,2.31,2.1,1.87,1.47,1.1300000000000001,0.12,209.1,208.48000000000002,208.09,207.57,206.79,205.92000000000002,203.99,202.27,55.76,28.3,27.93,27.75,27.55,27.36,27.17,26.98,26.8,26.53,N/A,N/A -2012,8,8,16,30,101550,100410,99300,76.91,0,1.58,1.61,1.58,1.55,1.53,1.5,1.48,1.45,1.41,175.97,174.81,174.07,173.22,172.3,171.32,170.16,169.02,166.04,28.7,28.35,28.17,27.97,27.79,27.6,27.400000000000002,27.22,26.84,N/A,N/A -2012,8,8,17,30,101550,100400,99290,78.65,0,2.05,2.16,2.19,2.2,2.22,2.23,2.25,2.2600000000000002,2.29,149.20000000000002,149.91,150.34,150.77,151.18,151.6,152.06,152.52,153.53,28.8,28.44,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.94,N/A,N/A -2012,8,8,18,30,101530,100390,99280,78.9,0,2.13,2.22,2.23,2.24,2.24,2.24,2.24,2.23,2.23,146.74,146.61,146.55,146.5,146.46,146.41,146.38,146.34,146.29,28.96,28.59,28.41,28.21,28.02,27.830000000000002,27.63,27.45,27.07,N/A,N/A -2012,8,8,19,30,101520,100380,99270,79.73,0,2.99,3.12,3.14,3.15,3.15,3.16,3.16,3.16,3.15,142.83,142.65,142.54,142.41,142.3,142.19,142.08,141.98,141.74,29.05,28.68,28.5,28.3,28.11,27.92,27.72,27.54,27.16,N/A,N/A -2012,8,8,20,30,101450,100300,99200,79.74,0,2.45,2.5500000000000003,2.57,2.57,2.58,2.58,2.58,2.57,2.57,164.14000000000001,163.49,163.16,162.81,162.5,162.19,161.87,161.57,160.93,29.080000000000002,28.71,28.53,28.330000000000002,28.14,27.95,27.75,27.57,27.19,N/A,N/A -2012,8,8,21,30,101400,100260,99160,73.01,0,3.14,3.29,3.31,3.31,3.31,3.31,3.3000000000000003,3.29,3.2800000000000002,156.98,157.31,157.46,157.61,157.76,157.89000000000001,158.03,158.16,158.44,29.45,29.1,28.93,28.73,28.54,28.35,28.150000000000002,27.97,27.59,N/A,N/A -2012,8,8,22,30,101400,100260,99160,79.16,0,4.11,4.42,4.49,4.54,4.58,4.61,4.64,4.66,4.7,163.74,163.85,163.89000000000001,163.94,163.98,164.04,164.1,164.15,164.27,29.29,28.95,28.78,28.580000000000002,28.39,28.2,28,27.810000000000002,27.43,N/A,N/A -2012,8,8,23,30,101380,100230,99130,78.24,0,4.93,5.2700000000000005,5.33,5.37,5.39,5.4,5.42,5.43,5.44,169.89000000000001,169.67000000000002,169.52,169.35,169.20000000000002,169.04,168.88,168.72,168.38,29.310000000000002,28.97,28.8,28.61,28.42,28.23,28.04,27.85,27.47,N/A,N/A -2012,8,9,0,30,101360,100210,99110,79.78,0,4.62,4.94,5.01,5.04,5.0600000000000005,5.08,5.08,5.09,5.09,170.66,170.61,170.68,170.73,170.77,170.8,170.83,170.86,170.9,29.16,28.82,28.650000000000002,28.45,28.26,28.080000000000002,27.88,27.69,27.310000000000002,N/A,N/A -2012,8,9,1,30,101330,100190,99090,77.92,0,4.47,4.7700000000000005,4.82,4.84,4.8500000000000005,4.86,4.86,4.86,4.8500000000000005,169.31,169.16,169.08,169.02,168.97,168.91,168.86,168.8,168.68,29.19,28.87,28.69,28.5,28.310000000000002,28.12,27.93,27.740000000000002,27.36,N/A,N/A -2012,8,9,2,30,101350,100210,99110,81.29,0,4.5600000000000005,4.86,4.93,4.96,4.98,5,5.01,5.0200000000000005,5.03,169.97,170.05,170.06,170.07,170.08,170.08,170.07,170.07,170.06,28.96,28.62,28.45,28.26,28.07,27.88,27.69,27.5,27.13,N/A,N/A -2012,8,9,3,30,101350,100200,99100,82.54,0,5.46,5.8100000000000005,5.87,5.88,5.88,5.87,5.8500000000000005,5.84,5.79,176.46,176.06,175.78,175.49,175.24,174.99,174.75,174.52,174.08,28.93,28.580000000000002,28.400000000000002,28.2,28.01,27.82,27.62,27.43,27.05,N/A,N/A -2012,8,9,4,30,101340,100190,99090,83.95,0,5.17,5.45,5.48,5.48,5.47,5.44,5.42,5.39,5.33,169.06,169.89000000000001,170.33,170.75,171.14000000000001,171.54,171.95000000000002,172.34,173.21,28.8,28.46,28.28,28.09,27.900000000000002,27.72,27.53,27.36,26.990000000000002,N/A,N/A -2012,8,9,5,30,101370,100230,99120,85.13,0,4.65,4.96,5.03,5.0600000000000005,5.09,5.11,5.12,5.13,5.14,179.07,178.87,178.74,178.61,178.48,178.35,178.23,178.11,177.87,28.7,28.35,28.17,27.97,27.78,27.59,27.39,27.2,26.82,N/A,N/A -2012,8,9,6,30,101390,100250,99140,84.51,0,4.89,5.19,5.24,5.25,5.26,5.25,5.24,5.22,5.19,183.19,183.31,183.33,183.34,183.35,183.35,183.33,183.32,183.3,28.86,28.5,28.330000000000002,28.13,27.94,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,8,9,7,30,101410,100260,99160,82.32000000000001,0,3.89,4.13,4.17,4.2,4.21,4.22,4.22,4.23,4.23,193.52,193.45000000000002,193.43,193.43,193.43,193.43,193.45000000000002,193.49,193.56,28.92,28.580000000000002,28.400000000000002,28.2,28.01,27.82,27.62,27.44,27.060000000000002,N/A,N/A -2012,8,9,8,30,101430,100290,99180,76.7,0,3.46,3.68,3.73,3.7600000000000002,3.79,3.81,3.83,3.85,3.88,199.67000000000002,198.96,198.59,198.25,197.96,197.68,197.42000000000002,197.19,196.74,29.14,28.810000000000002,28.64,28.44,28.25,28.060000000000002,27.87,27.68,27.3,N/A,N/A -2012,8,9,9,30,101450,100310,99200,78.55,0,3.8200000000000003,4.08,4.14,4.18,4.21,4.23,4.25,4.2700000000000005,4.29,206.44,206.31,206.1,205.91,205.73000000000002,205.57,205.4,205.24,204.93,29.02,28.68,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,8,9,10,30,101450,100310,99200,80.81,0,4.51,4.79,4.8500000000000005,4.87,4.89,4.9,4.91,4.92,4.92,210.43,210.31,210.19,210.07,209.96,209.85,209.74,209.64000000000001,209.42000000000002,28.91,28.560000000000002,28.39,28.19,28,27.8,27.61,27.42,27.04,N/A,N/A -2012,8,9,11,30,101490,100350,99240,83.35000000000001,0,3.93,4.17,4.23,4.26,4.29,4.3100000000000005,4.32,4.33,4.3500000000000005,228.98000000000002,228.44,228.05,227.68,227.35,227.04,226.73000000000002,226.44,225.85,28.86,28.51,28.34,28.14,27.95,27.76,27.560000000000002,27.38,26.990000000000002,N/A,N/A -2012,8,9,12,30,101490,100350,99240,81.38,0,3.81,3.99,4.03,4.04,4.05,4.05,4.0600000000000005,4.0600000000000005,4.0600000000000005,253.22,252.07,251.29,250.52,249.82,249.13,248.44,247.75,246.36,28.98,28.66,28.490000000000002,28.29,28.11,27.92,27.73,27.55,27.18,N/A,N/A -2012,8,9,13,30,101530,100380,99270,88.97,7,9.38,9.88,9.85,9.72,9.58,9.42,9.24,9.07,8.72,259.72,259.27,258.87,258.26,257.53000000000003,256.69,255.63,254.57,252.02,27.72,27.3,27.14,26.97,26.810000000000002,26.67,26.52,26.39,26.12,N/A,N/A -2012,8,9,14,30,101560,100410,99300,84.53,0,2.47,2.66,2.75,2.87,3.0300000000000002,3.24,3.49,3.7600000000000002,4.1,270.38,265.53000000000003,262.8,259.43,255.46,250.91,245.74,240.39000000000001,232.73000000000002,27.85,27.51,27.36,27.21,27.1,27,26.94,26.900000000000002,26.740000000000002,N/A,N/A -2012,8,9,15,30,101550,100400,99300,82.8,2.2,2.04,2.29,2.42,2.57,2.75,2.95,3.17,3.4,3.8200000000000003,262.25,257.49,254.74,251.94,249.24,246.44,243.55,240.66,235.48000000000002,28.22,27.89,27.740000000000002,27.57,27.43,27.29,27.150000000000002,27.02,26.740000000000002,N/A,N/A -2012,8,9,16,30,101530,100380,99270,88.42,0,5.32,5.43,5.38,5.2700000000000005,5.17,5.07,4.98,4.91,4.74,244.69,244,243.38,242.55,241.59,240.47,238.94,237.31,233.34,27.42,27.04,26.89,26.740000000000002,26.61,26.490000000000002,26.400000000000002,26.32,26.17,N/A,N/A -2012,8,9,17,30,101540,100390,99290,79.06,0,2.16,2.32,2.38,2.45,2.54,2.64,2.8000000000000003,2.99,3.7600000000000002,223.54,222.88,222.76,222.57,222.32,221.99,221.39000000000001,220.65,217.53,28.48,28.12,27.95,27.76,27.59,27.41,27.25,27.1,26.89,N/A,N/A -2012,8,9,18,30,101500,100360,99250,80.99,0,3.34,3.52,3.56,3.59,3.61,3.64,3.67,3.7,3.81,218.18,218.31,218.3,218.32,218.35,218.4,218.49,218.59,218.93,28.830000000000002,28.46,28.29,28.09,27.900000000000002,27.72,27.53,27.35,26.990000000000002,N/A,N/A -2012,8,9,19,30,101480,100340,99230,81.52,0,4.33,4.63,4.7,4.75,4.79,4.82,4.8500000000000005,4.87,4.92,204.45000000000002,204.65,204.79,204.93,205.05,205.16,205.29,205.41,205.66,29.19,28.830000000000002,28.66,28.45,28.26,28.07,27.88,27.69,27.310000000000002,N/A,N/A -2012,8,9,20,30,101410,100270,99170,79.10000000000001,0,6.34,6.84,6.93,6.98,7.01,7.03,7.04,7.04,7.05,203.09,203.21,203.29,203.36,203.43,203.49,203.55,203.62,203.75,29.44,29.09,28.92,28.72,28.54,28.34,28.150000000000002,27.97,27.59,N/A,N/A -2012,8,9,21,30,101360,100230,99120,81.45,0,6.83,7.38,7.5,7.5600000000000005,7.59,7.61,7.63,7.640000000000001,7.640000000000001,201.87,201.85,201.89000000000001,201.95000000000002,202,202.07,202.15,202.23000000000002,202.45000000000002,29.41,29.080000000000002,28.92,28.72,28.54,28.35,28.16,27.98,27.61,N/A,N/A -2012,8,9,22,30,101330,100190,99080,81,0,6.5,7.01,7.1000000000000005,7.140000000000001,7.16,7.17,7.16,7.15,7.11,202.01,202.02,202.11,202.19,202.26,202.32,202.39000000000001,202.45000000000002,202.59,29.36,29.03,28.86,28.66,28.48,28.29,28.1,27.92,27.55,N/A,N/A -2012,8,9,23,30,101330,100190,99090,81.94,0,5.45,5.8500000000000005,5.93,5.97,5.99,6,6.01,6,5.99,183.21,183.42000000000002,183.57,183.68,183.75,183.81,183.86,183.89000000000001,183.96,29.29,28.95,28.78,28.580000000000002,28.400000000000002,28.21,28.01,27.830000000000002,27.45,N/A,N/A -2012,8,10,0,30,101250,100110,99010,83.81,0,5.14,5.5,5.55,5.57,5.58,5.58,5.58,5.57,5.5600000000000005,205.53,205.68,205.71,205.77,205.83,205.9,205.97,206.04,206.24,29.14,28.8,28.63,28.44,28.25,28.060000000000002,27.88,27.7,27.34,N/A,N/A -2012,8,10,1,30,101230,100090,98990,83.21000000000001,0,7.13,7.71,7.82,7.87,7.890000000000001,7.9,7.9,7.9,7.87,205.41,205.56,205.63,205.71,205.78,205.86,205.96,206.05,206.29,29.26,28.92,28.75,28.55,28.37,28.19,27.990000000000002,27.810000000000002,27.45,N/A,N/A -2012,8,10,2,30,101230,100100,98990,82.96000000000001,0,6.72,7.2700000000000005,7.38,7.43,7.46,7.47,7.48,7.48,7.46,207.37,207.43,207.49,207.55,207.61,207.68,207.76,207.83,208.02,29.310000000000002,28.98,28.810000000000002,28.62,28.43,28.25,28.060000000000002,27.88,27.51,N/A,N/A -2012,8,10,3,30,101250,100110,99010,82.95,0,6.3100000000000005,6.84,6.94,6.99,7.03,7.04,7.04,7.04,7.03,204.70000000000002,204.92000000000002,205.04,205.14000000000001,205.22,205.29,205.35,205.4,205.52,29.330000000000002,28.990000000000002,28.830000000000002,28.63,28.44,28.25,28.060000000000002,27.87,27.5,N/A,N/A -2012,8,10,4,30,101230,100090,98990,80.83,0,5.25,5.68,5.76,5.8100000000000005,5.84,5.8500000000000005,5.86,5.87,5.89,225.81,225.93,225.94,225.94,225.94,225.93,225.93,225.94,226,29.400000000000002,29.07,28.900000000000002,28.71,28.52,28.330000000000002,28.14,27.96,27.580000000000002,N/A,N/A -2012,8,10,5,30,101240,100100,98990,83.74,0,6.6000000000000005,7.11,7.18,7.2,7.19,7.16,7.12,7.07,6.94,217.67000000000002,217.66,217.61,217.54,217.47,217.39000000000001,217.28,217.18,216.93,29.240000000000002,28.900000000000002,28.73,28.53,28.34,28.150000000000002,27.95,27.76,27.38,N/A,N/A -2012,8,10,6,30,101220,100090,98980,75.09,0,6.5200000000000005,7.08,7.18,7.22,7.24,7.25,7.25,7.24,7.23,219.24,219.35,219.4,219.43,219.46,219.5,219.53,219.57,219.67000000000002,29.76,29.44,29.28,29.080000000000002,28.900000000000002,28.71,28.52,28.34,27.97,N/A,N/A -2012,8,10,7,30,101230,100090,98990,74.52,0,7.78,8.49,8.63,8.700000000000001,8.75,8.77,8.790000000000001,8.8,8.82,220.74,220.66,220.62,220.6,220.6,220.61,220.63,220.66,220.72,29.78,29.47,29.3,29.11,28.92,28.73,28.54,28.35,27.97,N/A,N/A -2012,8,10,8,30,101250,100110,99010,74.17,0,7.15,7.8,7.930000000000001,8,8.05,8.08,8.11,8.13,8.17,223.11,222.83,222.73000000000002,222.64000000000001,222.59,222.55,222.52,222.51,222.5,29.85,29.55,29.39,29.2,29.02,28.830000000000002,28.650000000000002,28.47,28.1,N/A,N/A -2012,8,10,9,30,101230,100090,98990,74.76,0,7.67,8.36,8.5,8.56,8.6,8.620000000000001,8.63,8.63,8.620000000000001,230.95000000000002,230.98000000000002,230.97,230.93,230.88,230.82,230.75,230.68,230.51,29.67,29.35,29.19,28.990000000000002,28.8,28.61,28.41,28.23,27.84,N/A,N/A -2012,8,10,10,30,101240,100110,99000,75.83,0,6.92,7.57,7.7,7.7700000000000005,7.82,7.84,7.86,7.86,7.8500000000000005,231.35,231.51,231.55,231.58,231.59,231.61,231.61,231.6,231.58,29.63,29.310000000000002,29.150000000000002,28.95,28.76,28.57,28.38,28.19,27.810000000000002,N/A,N/A -2012,8,10,11,30,101280,100140,99030,76.49,0,6.7,7.28,7.41,7.47,7.51,7.54,7.55,7.5600000000000005,7.5600000000000005,235.85,235.82,235.77,235.71,235.65,235.6,235.54,235.48000000000002,235.37,29.53,29.21,29.04,28.84,28.66,28.47,28.27,28.09,27.71,N/A,N/A -2012,8,10,12,30,101270,100130,99030,74.82000000000001,0,6.82,7.45,7.58,7.66,7.71,7.74,7.76,7.78,7.79,245.62,245.32,245.18,245.04,244.9,244.77,244.64000000000001,244.51,244.27,29.63,29.330000000000002,29.16,28.97,28.78,28.59,28.400000000000002,28.21,27.830000000000002,N/A,N/A -2012,8,10,13,30,101310,100170,99070,73.48,0,6.41,6.99,7.1000000000000005,7.17,7.21,7.24,7.26,7.2700000000000005,7.28,248.28,248.23000000000002,248.17000000000002,248.1,248.04,247.98000000000002,247.93,247.87,247.76000000000002,29.77,29.46,29.3,29.1,28.91,28.72,28.52,28.34,27.96,N/A,N/A -2012,8,10,14,30,101350,100210,99110,72.77,0,6.1000000000000005,6.61,6.72,6.78,6.83,6.86,6.890000000000001,6.91,6.94,248.83,248.78,248.75,248.73000000000002,248.73000000000002,248.72,248.73000000000002,248.74,248.77,29.68,29.37,29.2,29.01,28.82,28.63,28.44,28.26,27.88,N/A,N/A -2012,8,10,15,30,101350,100210,99110,77.06,0,6.98,7.53,7.63,7.67,7.69,7.7,7.7,7.7,7.68,244.05,244.15,244.28,244.4,244.52,244.64000000000001,244.76,244.87,245.08,29.45,29.12,28.95,28.75,28.560000000000002,28.37,28.18,27.990000000000002,27.61,N/A,N/A -2012,8,10,16,30,101360,100220,99120,73.46000000000001,0,6.16,6.69,6.8100000000000005,6.88,6.92,6.96,6.99,7.0200000000000005,7.07,233.82,233.89000000000001,233.93,233.97,234,234.02,234.05,234.09,234.16,29.740000000000002,29.42,29.26,29.060000000000002,28.88,28.69,28.5,28.32,27.94,N/A,N/A -2012,8,10,17,30,101330,100190,99080,75.02,0,6.78,7.34,7.44,7.48,7.51,7.5200000000000005,7.51,7.51,7.48,219.68,219.91,220.07,220.21,220.33,220.46,220.58,220.69,220.94,29.75,29.43,29.27,29.07,28.88,28.69,28.5,28.32,27.94,N/A,N/A -2012,8,10,18,30,101290,100150,99050,76.52,0,7.390000000000001,8.01,8.13,8.18,8.21,8.22,8.22,8.21,8.19,212.41,212.69,212.87,213.05,213.23000000000002,213.4,213.59,213.77,214.16,29.650000000000002,29.32,29.16,28.96,28.77,28.59,28.400000000000002,28.22,27.84,N/A,N/A -2012,8,10,19,30,101270,100140,99030,75.45,0,8.19,8.94,9.1,9.17,9.22,9.24,9.25,9.25,9.23,206.08,206.25,206.37,206.49,206.62,206.73000000000002,206.86,206.99,207.3,29.78,29.46,29.29,29.1,28.91,28.73,28.54,28.36,27.990000000000002,N/A,N/A -2012,8,10,20,30,101220,100080,98980,77.01,0,8.31,9.07,9.22,9.290000000000001,9.33,9.34,9.34,9.34,9.3,213.17000000000002,213.24,213.31,213.39000000000001,213.45000000000002,213.53,213.6,213.67000000000002,213.85,29.64,29.32,29.150000000000002,28.96,28.77,28.580000000000002,28.400000000000002,28.21,27.84,N/A,N/A -2012,8,10,21,30,101180,100040,98940,77.05,0,8.71,9.53,9.700000000000001,9.78,9.82,9.85,9.85,9.85,9.83,213.19,213.33,213.43,213.51,213.6,213.69,213.77,213.84,214.04,29.650000000000002,29.330000000000002,29.16,28.97,28.78,28.59,28.400000000000002,28.22,27.85,N/A,N/A -2012,8,10,22,30,101150,100010,98910,76.42,0,8.5,9.3,9.47,9.55,9.6,9.620000000000001,9.63,9.64,9.620000000000001,210.58,210.61,210.67000000000002,210.71,210.74,210.76,210.77,210.77,210.76,29.66,29.34,29.18,28.98,28.8,28.61,28.42,28.23,27.86,N/A,N/A -2012,8,10,23,30,101100,99960,98860,74.36,0,8.94,9.8,9.97,10.05,10.09,10.11,10.11,10.1,10.06,212.23000000000002,212.33,212.37,212.39000000000001,212.42000000000002,212.43,212.45000000000002,212.47,212.49,29.76,29.45,29.29,29.1,28.91,28.73,28.54,28.35,27.98,N/A,N/A -2012,8,11,0,30,101100,99960,98860,74.95,0,8.36,9.120000000000001,9.27,9.34,9.38,9.39,9.39,9.38,9.35,212.32,212.33,212.38,212.43,212.48000000000002,212.53,212.59,212.65,212.8,29.7,29.400000000000002,29.240000000000002,29.04,28.86,28.67,28.490000000000002,28.310000000000002,27.94,N/A,N/A -2012,8,11,1,30,101070,99930,98830,69.76,0,8.76,9.57,9.74,9.8,9.84,9.84,9.83,9.81,9.74,208.9,208.9,208.88,208.84,208.8,208.75,208.67000000000002,208.58,208.32,29.94,29.67,29.51,29.32,29.13,28.95,28.76,28.580000000000002,28.2,N/A,N/A -2012,8,11,2,30,101090,99960,98850,72.52,0,8.06,8.77,8.9,8.94,8.97,8.97,8.96,8.950000000000001,8.9,212.95000000000002,212.92000000000002,212.85,212.79,212.73000000000002,212.68,212.62,212.56,212.42000000000002,29.87,29.59,29.43,29.240000000000002,29.060000000000002,28.88,28.69,28.51,28.16,N/A,N/A -2012,8,11,3,30,101110,99970,98870,74.96000000000001,0,8.69,9.47,9.63,9.68,9.71,9.72,9.700000000000001,9.69,9.63,208.57,208.63,208.59,208.55,208.5,208.46,208.4,208.34,208.19,29.73,29.43,29.27,29.080000000000002,28.89,28.71,28.52,28.34,27.97,N/A,N/A -2012,8,11,4,30,101130,100000,98890,72.44,0,7.84,8.51,8.64,8.69,8.72,8.73,8.72,8.700000000000001,8.66,210.42000000000002,210.17000000000002,210.06,209.93,209.81,209.67000000000002,209.53,209.38,209.03,29.79,29.51,29.35,29.150000000000002,28.97,28.79,28.6,28.41,28.04,N/A,N/A -2012,8,11,5,30,101110,99980,98880,70.11,0,8.23,9.02,9.17,9.25,9.290000000000001,9.31,9.32,9.32,9.3,198.49,198.74,198.84,198.92000000000002,198.98000000000002,199.04,199.09,199.14000000000001,199.24,29.89,29.6,29.44,29.25,29.060000000000002,28.88,28.69,28.51,28.14,N/A,N/A -2012,8,11,6,30,101160,100030,98920,65.78,0,8.2,8.96,9.120000000000001,9.19,9.23,9.26,9.27,9.28,9.27,213.70000000000002,213.71,213.78,213.88,213.97,214.06,214.16,214.26,214.45000000000002,30.02,29.75,29.6,29.41,29.23,29.04,28.85,28.66,28.29,N/A,N/A -2012,8,11,7,30,101220,100080,98980,73.56,0,7.05,7.72,7.86,7.94,7.99,8.03,8.05,8.07,8.08,214.84,214.83,214.82,214.79,214.76,214.72,214.67000000000002,214.64000000000001,214.55,29.59,29.28,29.11,28.91,28.73,28.54,28.34,28.16,27.78,N/A,N/A -2012,8,11,8,30,101230,100090,98980,72.27,0,6.98,7.59,7.72,7.78,7.82,7.8500000000000005,7.86,7.88,7.88,221.27,221.22,221.21,221.21,221.21,221.21,221.20000000000002,221.20000000000002,221.21,29.560000000000002,29.25,29.09,28.89,28.7,28.52,28.330000000000002,28.14,27.76,N/A,N/A -2012,8,11,9,30,101220,100080,98980,76.60000000000001,0,6.99,7.61,7.73,7.8,7.8500000000000005,7.87,7.890000000000001,7.9,7.91,222.95000000000002,223.14000000000001,223.27,223.39000000000001,223.49,223.59,223.68,223.77,223.94,29.38,29.05,28.88,28.68,28.490000000000002,28.3,28.11,27.92,27.54,N/A,N/A -2012,8,11,10,30,101240,100100,99000,79.9,0,7.4,8.05,8.19,8.27,8.32,8.35,8.370000000000001,8.38,8.39,233.05,232.86,232.73000000000002,232.59,232.46,232.32,232.19,232.07,231.79,29.19,28.84,28.67,28.47,28.28,28.09,27.89,27.71,27.32,N/A,N/A -2012,8,11,11,30,101290,100150,99050,80.60000000000001,0,6.57,7.12,7.24,7.3100000000000005,7.3500000000000005,7.390000000000001,7.41,7.43,7.45,236.83,237.16,237.23000000000002,237.27,237.3,237.31,237.32,237.31,237.28,29.150000000000002,28.8,28.63,28.43,28.240000000000002,28.05,27.86,27.67,27.28,N/A,N/A -2012,8,11,12,30,101320,100180,99080,79.96000000000001,0,5.74,6.24,6.3500000000000005,6.43,6.48,6.5200000000000005,6.55,6.57,6.6000000000000005,243.88,243.85,243.89000000000001,243.93,243.96,244,244.04,244.07,244.15,29.150000000000002,28.8,28.62,28.42,28.22,28.03,27.830000000000002,27.64,27.26,N/A,N/A -2012,8,11,13,30,101340,100200,99090,78.10000000000001,0,6.38,6.82,6.890000000000001,6.91,6.91,6.9,6.88,6.86,6.8,256.87,257.03000000000003,257.12,257.18,257.25,257.31,257.38,257.45,257.62,29.19,28.85,28.68,28.48,28.29,28.1,27.900000000000002,27.72,27.330000000000002,N/A,N/A -2012,8,11,14,30,101380,100240,99140,83.09,0,5.53,5.89,5.95,5.97,5.98,5.98,5.98,5.98,5.97,271.59000000000003,270.69,270.11,269.52,269,268.5,268.01,267.57,266.69,29,28.650000000000002,28.48,28.28,28.09,27.900000000000002,27.7,27.52,27.14,N/A,N/A -2012,8,11,15,30,101400,100260,99150,81.05,0,5.2,5.53,5.59,5.62,5.63,5.64,5.64,5.63,5.62,266.12,265.73,265.52,265.31,265.12,264.94,264.77,264.6,264.26,28.96,28.61,28.44,28.240000000000002,28.060000000000002,27.87,27.68,27.5,27.13,N/A,N/A -2012,8,11,16,30,101410,100270,99160,78.88,0,4.5200000000000005,4.84,4.91,4.95,4.98,5.01,5.04,5.0600000000000005,5.11,245.66,245.45000000000002,245.48000000000002,245.48000000000002,245.46,245.45000000000002,245.43,245.41,245.36,29.09,28.75,28.580000000000002,28.38,28.2,28.01,27.82,27.64,27.28,N/A,N/A -2012,8,11,17,30,101370,100230,99120,79.57000000000001,0,4.43,4.7,4.75,4.7700000000000005,4.79,4.79,4.78,4.7700000000000005,4.75,234.1,234.51,234.68,234.88,235.1,235.33,235.63,235.96,236.92000000000002,29.23,28.89,28.72,28.53,28.35,28.17,27.990000000000002,27.810000000000002,27.48,N/A,N/A -2012,8,11,18,30,101350,100210,99110,75.78,0,3.48,3.65,3.67,3.66,3.64,3.62,3.59,3.5500000000000003,3.45,215.43,215.89000000000001,216.16,216.45000000000002,216.74,217.04,217.38,217.72,218.64000000000001,29.64,29.310000000000002,29.150000000000002,28.95,28.77,28.59,28.41,28.23,27.89,N/A,N/A -2012,8,11,19,30,101340,100200,99100,76.61,0,3.63,3.75,3.74,3.69,3.64,3.59,3.52,3.46,3.29,213.48000000000002,213.42000000000002,213.44,213.45000000000002,213.44,213.42000000000002,213.39000000000001,213.36,213.21,29.73,29.39,29.23,29.03,28.85,28.66,28.48,28.3,27.95,N/A,N/A -2012,8,11,20,30,101330,100200,99090,77.47,0,4.61,4.87,4.89,4.88,4.86,4.84,4.8,4.7700000000000005,4.69,182.12,181.98,181.77,181.53,181.3,181.05,180.76,180.48,179.76,29.8,29.47,29.3,29.11,28.92,28.740000000000002,28.55,28.37,28,N/A,N/A -2012,8,11,21,30,101260,100120,99020,79.15,0,6.34,6.8,6.87,6.88,6.88,6.87,6.8500000000000005,6.82,6.75,195.11,195.07,195.02,194.95000000000002,194.9,194.84,194.77,194.71,194.54,29.63,29.310000000000002,29.14,28.94,28.76,28.57,28.38,28.19,27.830000000000002,N/A,N/A -2012,8,11,22,30,101240,100100,98990,79.83,0,6.48,6.97,7.0600000000000005,7.08,7.09,7.08,7.0600000000000005,7.04,6.97,206.03,206.02,205.94,205.84,205.75,205.65,205.54,205.43,205.16,29.54,29.22,29.060000000000002,28.86,28.67,28.48,28.3,28.11,27.740000000000002,N/A,N/A -2012,8,11,23,30,101200,100060,98960,81.32000000000001,0,6.890000000000001,7.44,7.54,7.57,7.58,7.58,7.57,7.55,7.49,209.75,209.68,209.65,209.61,209.57,209.52,209.46,209.4,209.26,29.42,29.09,28.92,28.72,28.54,28.35,28.150000000000002,27.97,27.59,N/A,N/A -2012,8,12,0,30,101250,100110,99010,80.88,0,6.16,6.640000000000001,6.72,6.75,6.76,6.76,6.75,6.74,6.7,200.85,200.82,200.76,200.68,200.59,200.51,200.39000000000001,200.28,199.98000000000002,29.400000000000002,29.07,28.91,28.71,28.52,28.34,28.150000000000002,27.97,27.6,N/A,N/A -2012,8,12,1,30,101210,100070,98960,79.59,0,6.5600000000000005,7.07,7.16,7.18,7.19,7.19,7.17,7.140000000000001,7.08,209.51,209.49,209.41,209.32,209.22,209.13,209.02,208.9,208.6,29.39,29.07,28.900000000000002,28.71,28.52,28.34,28.150000000000002,27.97,27.61,N/A,N/A -2012,8,12,2,30,101280,100140,99030,80.71000000000001,0,6.23,6.72,6.8100000000000005,6.8500000000000005,6.86,6.87,6.87,6.86,6.84,204.77,204.65,204.6,204.54,204.47,204.39000000000001,204.3,204.20000000000002,203.97,29.34,29.01,28.84,28.64,28.46,28.27,28.080000000000002,27.900000000000002,27.53,N/A,N/A -2012,8,12,3,30,101270,100130,99030,81.7,0,6.95,7.51,7.61,7.66,7.68,7.69,7.69,7.68,7.65,199.75,199.66,199.58,199.51,199.45000000000002,199.38,199.31,199.23000000000002,199.08,29.240000000000002,28.900000000000002,28.73,28.53,28.35,28.16,27.97,27.79,27.42,N/A,N/A -2012,8,12,4,30,101240,100100,98990,79.89,0,6.58,7.12,7.23,7.28,7.3100000000000005,7.33,7.34,7.34,7.34,202.26,202.16,202.13,202.1,202.07,202.03,201.99,201.95000000000002,201.84,29.240000000000002,28.900000000000002,28.73,28.53,28.34,28.150000000000002,27.97,27.78,27.41,N/A,N/A -2012,8,12,5,30,101270,100130,99030,83.14,0,6.92,7.48,7.59,7.63,7.66,7.67,7.67,7.66,7.640000000000001,200.89000000000001,200.9,200.89000000000001,200.88,200.87,200.85,200.83,200.81,200.75,29.060000000000002,28.72,28.54,28.34,28.150000000000002,27.96,27.77,27.580000000000002,27.21,N/A,N/A -2012,8,12,6,30,101290,100150,99050,81.03,0,6.24,6.72,6.8100000000000005,6.86,6.890000000000001,6.9,6.92,6.92,6.92,192.34,192.38,192.48000000000002,192.57,192.65,192.73000000000002,192.82,192.89000000000001,193.04,29.13,28.76,28.580000000000002,28.38,28.19,28.01,27.810000000000002,27.63,27.25,N/A,N/A -2012,8,12,7,30,101360,100220,99110,82.51,0,6.29,6.78,6.88,6.94,6.98,7,7.0200000000000005,7.03,7.04,187.1,186.94,186.89000000000001,186.83,186.78,186.74,186.70000000000002,186.65,186.57,29.1,28.73,28.55,28.34,28.150000000000002,27.96,27.76,27.57,27.19,N/A,N/A -2012,8,12,8,30,101360,100220,99120,76.38,0,6.92,7.32,7.37,7.37,7.3500000000000005,7.33,7.3,7.2700000000000005,7.21,190.68,191.20000000000002,191.46,191.72,191.94,192.15,192.32,192.47,192.71,29.28,28.93,28.76,28.560000000000002,28.38,28.2,28.01,27.830000000000002,27.46,N/A,N/A -2012,8,12,9,30,101410,100270,99160,80.37,0,5.5600000000000005,5.95,6.03,6.0600000000000005,6.08,6.09,6.09,6.09,6.09,197.14000000000001,197.11,197.16,197.23000000000002,197.3,197.38,197.45000000000002,197.53,197.68,29.09,28.72,28.55,28.34,28.150000000000002,27.96,27.76,27.57,27.19,N/A,N/A -2012,8,12,10,30,101420,100280,99170,78.53,0,5.19,5.57,5.65,5.69,5.72,5.74,5.76,5.76,5.78,197.91,198.46,198.72,198.97,199.20000000000002,199.41,199.62,199.8,200.18,29.17,28.810000000000002,28.64,28.44,28.240000000000002,28.05,27.86,27.67,27.28,N/A,N/A -2012,8,12,11,30,101430,100290,99190,77.74,0,4.89,5.2,5.26,5.29,5.3,5.3100000000000005,5.3100000000000005,5.3100000000000005,5.3100000000000005,210.86,211.21,211.47,211.74,211.99,212.23000000000002,212.48000000000002,212.71,213.21,29.22,28.86,28.69,28.490000000000002,28.3,28.11,27.92,27.73,27.35,N/A,N/A -2012,8,12,12,30,101460,100320,99220,79.25,0,4.59,4.9,4.95,4.97,4.98,4.98,4.98,4.97,4.95,225.11,225.11,225.06,225.01,224.96,224.9,224.85,224.79,224.69,29.21,28.85,28.68,28.48,28.28,28.09,27.89,27.71,27.32,N/A,N/A -2012,8,12,13,30,101470,100330,99220,77.69,0,3.73,3.99,4.05,4.08,4.11,4.13,4.15,4.16,4.19,227.06,227.6,227.93,228.26,228.55,228.81,229.07,229.31,229.79,29.330000000000002,28.98,28.810000000000002,28.61,28.42,28.23,28.03,27.85,27.46,N/A,N/A -2012,8,12,14,30,101470,100330,99220,80.62,0,2.59,2.73,2.74,2.75,2.75,2.75,2.75,2.75,2.75,258.63,257.5,256.85,256.13,255.46,254.79,254.12,253.47,252.13,29.240000000000002,28.89,28.72,28.52,28.330000000000002,28.14,27.95,27.76,27.38,N/A,N/A -2012,8,12,15,30,101590,100440,99330,82.22,2.6,3.13,3.22,3.2,3.18,3.16,3.14,3.13,3.13,3.16,260.78000000000003,261.06,261.1,261.04,260.91,260.7,260.41,260.08,259.07,28.740000000000002,28.39,28.23,28.04,27.87,27.7,27.53,27.37,27.04,N/A,N/A -2012,8,12,16,30,101520,100370,99270,77.05,0,3.59,3.7800000000000002,3.81,3.8200000000000003,3.83,3.83,3.83,3.83,3.8200000000000003,250.42000000000002,251.02,251.14000000000001,251.28,251.41,251.54,251.68,251.8,252.08,29.39,29.04,28.86,28.66,28.48,28.28,28.09,27.900000000000002,27.52,N/A,N/A -2012,8,12,17,30,101540,100400,99290,75.54,0,3.5300000000000002,3.7,3.73,3.74,3.75,3.74,3.74,3.73,3.71,214.89000000000001,214.58,214.58,214.55,214.52,214.48000000000002,214.44,214.4,214.32,29.490000000000002,29.13,28.96,28.76,28.57,28.37,28.18,27.990000000000002,27.61,N/A,N/A -2012,8,12,18,30,101580,100440,99330,80.44,0,4.79,5.04,5.07,5.07,5.07,5.0600000000000005,5.05,5.05,5.04,162.55,164.56,165.74,167,168.19,169.38,170.63,171.85,174.56,28.72,28.35,28.17,27.98,27.8,27.62,27.43,27.26,26.900000000000002,N/A,N/A -2012,8,12,19,30,101520,100380,99270,81.14,0,4.16,4.36,4.39,4.39,4.39,4.38,4.36,4.3500000000000005,4.3100000000000005,173.8,174.44,174.89000000000001,175.37,175.83,176.31,176.85,177.39000000000001,178.70000000000002,28.990000000000002,28.62,28.44,28.240000000000002,28.05,27.87,27.68,27.490000000000002,27.12,N/A,N/A -2012,8,12,20,30,101460,100310,99210,80.86,0,4.86,5.17,5.23,5.26,5.2700000000000005,5.2700000000000005,5.2700000000000005,5.2700000000000005,5.25,188.48,188.67000000000002,188.87,189.05,189.22,189.39000000000001,189.57,189.75,190.12,29.11,28.740000000000002,28.560000000000002,28.36,28.17,27.98,27.79,27.6,27.22,N/A,N/A -2012,8,12,21,30,101450,100310,99200,85.41,0,5.97,6.3100000000000005,6.3500000000000005,6.3500000000000005,6.33,6.3,6.25,6.21,6.09,191.29,191.44,191.46,191.47,191.49,191.5,191.51,191.51,191.52,28.41,28,27.830000000000002,27.62,27.44,27.25,27.07,26.89,26.53,N/A,N/A -2012,8,12,22,30,101420,100280,99180,80.79,0,5.2,5.53,5.59,5.61,5.62,5.62,5.61,5.6000000000000005,5.57,193.69,193.79,193.85,193.9,193.95000000000002,193.99,194.02,194.06,194.12,28.86,28.490000000000002,28.310000000000002,28.11,27.92,27.73,27.54,27.36,26.98,N/A,N/A -2012,8,12,23,30,101400,100260,99150,79.41,0,4.87,5.19,5.25,5.28,5.29,5.3100000000000005,5.3100000000000005,5.32,5.33,196.97,197.03,197.11,197.18,197.25,197.31,197.37,197.42000000000002,197.54,28.92,28.55,28.38,28.18,27.990000000000002,27.8,27.61,27.42,27.05,N/A,N/A -2012,8,13,0,30,101380,100240,99130,78.62,0,5.69,6.0600000000000005,6.13,6.15,6.16,6.16,6.16,6.15,6.13,178.17000000000002,178.21,178.3,178.37,178.45000000000002,178.51,178.58,178.65,178.78,29.02,28.650000000000002,28.48,28.28,28.080000000000002,27.900000000000002,27.71,27.52,27.150000000000002,N/A,N/A -2012,8,13,1,30,101350,100210,99110,75.83,0,7,7.58,7.7,7.76,7.8100000000000005,7.83,7.8500000000000005,7.86,7.87,172.81,172.94,172.97,173.01,173.03,173.06,173.09,173.11,173.17000000000002,29.310000000000002,28.95,28.78,28.580000000000002,28.39,28.2,28.01,27.82,27.44,N/A,N/A -2012,8,13,2,30,101350,100210,99100,75.35000000000001,0,6.79,7.33,7.43,7.49,7.5200000000000005,7.54,7.5600000000000005,7.57,7.57,175.75,175.94,176.02,176.11,176.18,176.26,176.34,176.42000000000002,176.6,29.36,29,28.830000000000002,28.63,28.44,28.26,28.060000000000002,27.88,27.5,N/A,N/A -2012,8,13,3,30,101370,100230,99130,76.74,0,7.23,7.83,7.96,8.03,8.07,8.1,8.120000000000001,8.14,8.16,182.5,182.43,182.42000000000002,182.42000000000002,182.42000000000002,182.43,182.43,182.44,182.46,29.26,28.900000000000002,28.72,28.52,28.330000000000002,28.14,27.95,27.76,27.38,N/A,N/A -2012,8,13,4,30,101410,100270,99160,78.5,0,7.46,8.1,8.25,8.33,8.39,8.43,8.46,8.48,8.51,182.39000000000001,182.58,182.65,182.70000000000002,182.74,182.76,182.8,182.82,182.86,29.27,28.91,28.73,28.52,28.330000000000002,28.14,27.94,27.76,27.37,N/A,N/A -2012,8,13,5,30,101430,100290,99180,77.45,0,7.42,8.09,8.24,8.33,8.4,8.45,8.48,8.51,8.56,187.11,187.14000000000001,187.16,187.18,187.20000000000002,187.22,187.24,187.26,187.3,29.35,28.990000000000002,28.810000000000002,28.61,28.42,28.23,28.03,27.85,27.46,N/A,N/A -2012,8,13,6,30,101520,100380,99270,80.69,0,7.72,8.41,8.57,8.66,8.73,8.77,8.8,8.82,8.84,192.02,192.11,192.11,192.09,192.06,192.02,191.98000000000002,191.94,191.85,29.310000000000002,28.93,28.75,28.55,28.36,28.16,27.97,27.78,27.39,N/A,N/A -2012,8,13,7,30,101550,100410,99300,78.92,0,6.1000000000000005,6.59,6.7,6.7700000000000005,6.82,6.86,6.890000000000001,6.92,6.96,203.34,202.83,202.73000000000002,202.65,202.59,202.56,202.53,202.52,202.52,29.490000000000002,29.14,28.96,28.77,28.580000000000002,28.38,28.19,28.01,27.62,N/A,N/A -2012,8,13,8,30,101550,100410,99310,79.28,0,6.3500000000000005,6.92,7.08,7.17,7.25,7.3100000000000005,7.3500000000000005,7.4,7.47,213.14000000000001,212.25,211.73000000000002,211.27,210.88,210.54,210.21,209.92000000000002,209.37,29.52,29.17,29,28.8,28.61,28.42,28.23,28.05,27.67,N/A,N/A -2012,8,13,9,30,101550,100410,99300,78.27,0,6.93,7.53,7.67,7.75,7.8,7.84,7.87,7.890000000000001,7.930000000000001,202.01,201.92000000000002,201.83,201.76,201.69,201.63,201.58,201.53,201.44,29.560000000000002,29.2,29.02,28.82,28.63,28.44,28.240000000000002,28.05,27.67,N/A,N/A -2012,8,13,10,30,101580,100440,99340,78.11,0,6.1000000000000005,6.5600000000000005,6.65,6.7,6.74,6.76,6.78,6.79,6.8,216.88,217.01,217.09,217.19,217.29,217.39000000000001,217.49,217.6,217.81,29.51,29.16,28.98,28.78,28.59,28.400000000000002,28.21,28.02,27.64,N/A,N/A -2012,8,13,11,30,101570,100430,99330,78.66,0,5.94,6.48,6.61,6.69,6.75,6.8,6.83,6.86,6.9,210.43,210.95000000000002,211.17000000000002,211.38,211.55,211.72,211.89000000000001,212.04,212.33,29.580000000000002,29.23,29.05,28.85,28.66,28.47,28.27,28.080000000000002,27.7,N/A,N/A -2012,8,13,12,30,101600,100460,99350,76.64,0,6.63,7.2,7.32,7.390000000000001,7.43,7.46,7.48,7.49,7.5,231.22,230.69,230.37,230.06,229.8,229.54,229.31,229.08,228.63,29.71,29.36,29.18,28.98,28.79,28.59,28.400000000000002,28.21,27.830000000000002,N/A,N/A -2012,8,13,13,30,101620,100470,99370,73.99,0,6.66,7.19,7.29,7.34,7.37,7.390000000000001,7.390000000000001,7.4,7.390000000000001,221.18,221.18,221.13,221.07,221.02,220.97,220.91,220.86,220.76,29.73,29.38,29.21,29.02,28.830000000000002,28.63,28.44,28.25,27.87,N/A,N/A -2012,8,13,14,30,101640,100490,99390,72.47,0,6.640000000000001,7.19,7.3,7.36,7.4,7.43,7.45,7.46,7.49,216.38,216.74,216.98000000000002,217.22,217.44,217.65,217.85,218.05,218.45000000000002,29.810000000000002,29.48,29.310000000000002,29.11,28.92,28.73,28.53,28.34,27.96,N/A,N/A -2012,8,13,15,30,101660,100520,99410,68.37,0,7.42,8.040000000000001,8.16,8.22,8.26,8.290000000000001,8.31,8.33,8.34,225.48000000000002,225.64000000000001,225.75,225.87,225.98000000000002,226.09,226.20000000000002,226.3,226.49,29.96,29.63,29.46,29.27,29.07,28.88,28.69,28.5,28.11,N/A,N/A -2012,8,13,16,30,101700,100550,99440,74.15,0,6.38,6.9,7.03,7.12,7.19,7.24,7.28,7.32,7.390000000000001,241.51,240.22,239.37,238.54,237.84,237.23000000000002,236.66,236.13,235.19,29.67,29.34,29.18,28.98,28.8,28.62,28.43,28.25,27.88,N/A,N/A -2012,8,13,17,30,101670,100520,99420,70.19,0,6.24,6.79,6.92,7,7.07,7.11,7.15,7.18,7.22,230.46,230.18,230.02,229.88,229.76,229.64000000000001,229.53,229.43,229.24,29.87,29.53,29.36,29.16,28.98,28.78,28.59,28.400000000000002,28.02,N/A,N/A -2012,8,13,18,30,101660,100520,99410,70.36,0,5.99,6.5,6.61,6.68,6.73,6.7700000000000005,6.79,6.82,6.8500000000000005,217.99,218.12,218.20000000000002,218.24,218.28,218.32,218.34,218.35,218.39000000000001,29.92,29.59,29.42,29.21,29.02,28.830000000000002,28.64,28.45,28.07,N/A,N/A -2012,8,13,19,30,101610,100470,99360,69.56,0,6.71,7.26,7.36,7.41,7.43,7.45,7.46,7.46,7.45,208.58,208.49,208.49,208.47,208.43,208.4,208.35,208.3,208.18,29.95,29.62,29.45,29.26,29.07,28.88,28.69,28.51,28.14,N/A,N/A -2012,8,13,20,30,101560,100420,99310,69.93,0,7,7.59,7.7,7.75,7.7700000000000005,7.79,7.79,7.78,7.76,205.88,205.65,205.56,205.46,205.35,205.25,205.14000000000001,205.04,204.8,29.95,29.62,29.45,29.26,29.07,28.88,28.69,28.51,28.14,N/A,N/A -2012,8,13,21,30,101530,100390,99280,68.93,0,7.22,7.84,7.96,8.01,8.040000000000001,8.05,8.05,8.05,8.02,197.26,197.08,197.03,196.97,196.9,196.84,196.78,196.71,196.57,30.01,29.7,29.53,29.330000000000002,29.150000000000002,28.96,28.77,28.580000000000002,28.21,N/A,N/A -2012,8,13,22,30,101530,100390,99290,73.04,0,6.78,7.36,7.5,7.57,7.62,7.640000000000001,7.66,7.67,7.68,192.12,192.17000000000002,192.18,192.17000000000002,192.15,192.14000000000001,192.12,192.1,192.06,29.85,29.52,29.36,29.16,28.97,28.78,28.59,28.400000000000002,28.02,N/A,N/A -2012,8,13,23,30,101470,100330,99220,74.54,0,7.83,8.51,8.65,8.73,8.78,8.81,8.82,8.84,8.84,194,193.96,193.94,193.91,193.89000000000001,193.86,193.83,193.8,193.74,29.79,29.45,29.27,29.080000000000002,28.89,28.69,28.5,28.310000000000002,27.93,N/A,N/A -2012,8,14,0,30,101400,100260,99150,70.54,0,8.53,9.31,9.47,9.55,9.6,9.63,9.65,9.66,9.66,196.48000000000002,196.46,196.44,196.41,196.4,196.38,196.35,196.33,196.3,29.89,29.560000000000002,29.39,29.2,29.01,28.82,28.63,28.45,28.080000000000002,N/A,N/A -2012,8,14,1,30,101400,100260,99150,72.82000000000001,0,8.55,9.31,9.47,9.540000000000001,9.58,9.6,9.6,9.6,9.57,197.09,196.98000000000002,196.89000000000001,196.82,196.74,196.67000000000002,196.6,196.53,196.36,29.78,29.44,29.27,29.080000000000002,28.89,28.7,28.51,28.330000000000002,27.95,N/A,N/A -2012,8,14,2,30,101450,100310,99210,69.77,0,7.98,8.71,8.870000000000001,8.96,9.03,9.07,9.1,9.120000000000001,9.15,193.15,193.58,193.78,193.96,194.12,194.26,194.39000000000001,194.52,194.76,29.85,29.52,29.35,29.150000000000002,28.96,28.77,28.580000000000002,28.39,28.01,N/A,N/A -2012,8,14,3,30,101460,100320,99220,70.71000000000001,0,8,8.69,8.83,8.9,8.94,8.950000000000001,8.96,8.96,8.94,199.92000000000002,199.91,199.86,199.78,199.71,199.63,199.56,199.48000000000002,199.33,29.88,29.55,29.38,29.19,29,28.810000000000002,28.62,28.43,28.05,N/A,N/A -2012,8,14,4,30,101430,100290,99190,67.73,0,8.23,8.99,9.15,9.22,9.27,9.290000000000001,9.3,9.31,9.290000000000001,202.41,202.53,202.58,202.62,202.66,202.69,202.72,202.75,202.79,30,29.69,29.52,29.32,29.14,28.95,28.75,28.57,28.19,N/A,N/A -2012,8,14,5,30,101430,100290,99190,69.66,0,8.25,9.03,9.21,9.3,9.370000000000001,9.41,9.450000000000001,9.47,9.51,206.82,206.92000000000002,206.98000000000002,207.06,207.14000000000001,207.21,207.29,207.37,207.53,29.89,29.560000000000002,29.400000000000002,29.2,29.01,28.82,28.63,28.44,28.07,N/A,N/A -2012,8,14,6,30,101460,100320,99220,67.23,0,8.28,9.08,9.26,9.35,9.41,9.44,9.46,9.47,9.47,218.13,218.1,218.04,217.96,217.88,217.81,217.72,217.65,217.48000000000002,30.09,29.810000000000002,29.650000000000002,29.46,29.27,29.09,28.900000000000002,28.71,28.330000000000002,N/A,N/A -2012,8,14,7,30,101480,100340,99230,72.93,0,6.98,7.62,7.75,7.8100000000000005,7.86,7.890000000000001,7.92,7.930000000000001,7.97,220.19,219.97,219.89000000000001,219.81,219.74,219.67000000000002,219.6,219.52,219.4,29.830000000000002,29.51,29.34,29.150000000000002,28.96,28.77,28.580000000000002,28.400000000000002,28.04,N/A,N/A -2012,8,14,8,30,101470,100330,99220,75.45,0,6.82,7.45,7.6000000000000005,7.7,7.7700000000000005,7.83,7.890000000000001,7.930000000000001,8.02,219.25,219.33,219.35,219.4,219.43,219.47,219.51,219.55,219.63,29.63,29.310000000000002,29.14,28.95,28.76,28.57,28.38,28.2,27.830000000000002,N/A,N/A -2012,8,14,9,30,101470,100330,99220,79.72,0,6.95,7.47,7.6000000000000005,7.66,7.71,7.75,7.7700000000000005,7.8,7.83,225.43,225.67000000000002,225.73000000000002,225.77,225.81,225.85,225.88,225.91,225.98000000000002,29.35,29.01,28.84,28.64,28.45,28.26,28.07,27.89,27.51,N/A,N/A -2012,8,14,10,30,101510,100360,99260,80.16,0,7.79,8.52,8.68,8.77,8.83,8.86,8.89,8.9,8.91,227.89000000000001,227.9,227.87,227.83,227.78,227.73000000000002,227.67000000000002,227.61,227.48000000000002,29.46,29.11,28.93,28.73,28.54,28.34,28.150000000000002,27.96,27.580000000000002,N/A,N/A -2012,8,14,11,30,101520,100370,99270,80.31,0,6.12,6.65,6.78,6.87,6.94,7,7.05,7.09,7.16,233.82,233.57,233.41,233.26,233.14000000000001,233.03,232.93,232.84,232.66,29.39,29.05,28.88,28.68,28.5,28.310000000000002,28.12,27.93,27.560000000000002,N/A,N/A -2012,8,14,12,30,101530,100390,99290,78.93,0,6.82,7.3500000000000005,7.47,7.54,7.58,7.62,7.640000000000001,7.67,7.71,241.04,240.84,240.73000000000002,240.62,240.51,240.4,240.29,240.19,239.98000000000002,29.37,29.03,28.86,28.66,28.48,28.29,28.1,27.92,27.54,N/A,N/A -2012,8,14,13,30,101570,100430,99320,79.89,0,6.36,6.9,7.0200000000000005,7.08,7.12,7.15,7.17,7.18,7.19,232.93,232.79,232.8,232.81,232.83,232.85,232.87,232.9,232.94,29.35,29,28.830000000000002,28.62,28.43,28.240000000000002,28.04,27.85,27.47,N/A,N/A -2012,8,14,14,30,101580,100440,99330,74.21000000000001,0,6.63,7.21,7.34,7.41,7.46,7.49,7.51,7.53,7.5600000000000005,239.70000000000002,239.77,239.78,239.78,239.77,239.76,239.73000000000002,239.71,239.65,29.62,29.29,29.12,28.92,28.73,28.54,28.35,28.16,27.78,N/A,N/A -2012,8,14,15,30,101560,100420,99320,77.01,0,6.74,7.29,7.4,7.45,7.48,7.5,7.5,7.5,7.49,241.53,241.4,241.39000000000001,241.4,241.41,241.42000000000002,241.44,241.46,241.5,29.52,29.17,29,28.8,28.61,28.41,28.22,28.03,27.650000000000002,N/A,N/A -2012,8,14,16,30,101580,100430,99330,78.59,0,5.22,5.6000000000000005,5.69,5.73,5.76,5.78,5.79,5.8,5.82,234.94,234.92000000000002,234.94,234.96,234.97,234.98000000000002,234.99,235.01,235.03,29.47,29.12,28.95,28.75,28.560000000000002,28.37,28.18,27.990000000000002,27.61,N/A,N/A -2012,8,14,17,30,101550,100400,99300,79.13,0,5.8,6.25,6.3500000000000005,6.41,6.45,6.47,6.49,6.51,6.54,217.07,217.23000000000002,217.34,217.44,217.53,217.61,217.70000000000002,217.77,217.94,29.46,29.11,28.94,28.73,28.55,28.36,28.16,27.98,27.6,N/A,N/A -2012,8,14,18,30,101510,100370,99260,78.17,0,6,6.49,6.6000000000000005,6.67,6.73,6.7700000000000005,6.8100000000000005,6.8500000000000005,6.92,205.32,205.82,206.07,206.32,206.57,206.81,207.08,207.33,207.93,29.63,29.29,29.12,28.93,28.740000000000002,28.560000000000002,28.37,28.19,27.830000000000002,N/A,N/A -2012,8,14,19,30,101500,100360,99260,78.86,0,7.61,8.28,8.44,8.52,8.58,8.63,8.66,8.69,8.73,203.88,204.08,204.24,204.38,204.51,204.64000000000001,204.76,204.88,205.13,29.62,29.27,29.1,28.900000000000002,28.72,28.53,28.330000000000002,28.150000000000002,27.77,N/A,N/A -2012,8,14,20,30,101450,100310,99210,79.35000000000001,0,8.35,9.1,9.26,9.34,9.4,9.43,9.450000000000001,9.46,9.46,211.97,212.12,212.17000000000002,212.22,212.27,212.32,212.37,212.42000000000002,212.53,29.5,29.150000000000002,28.98,28.78,28.59,28.400000000000002,28.21,28.02,27.64,N/A,N/A -2012,8,14,21,30,101390,100250,99150,81.29,0,8.23,8.98,9.14,9.23,9.28,9.32,9.34,9.35,9.35,210.70000000000002,210.59,210.58,210.57,210.55,210.54,210.53,210.51,210.48000000000002,29.39,29.03,28.86,28.66,28.47,28.27,28.080000000000002,27.900000000000002,27.51,N/A,N/A -2012,8,14,22,30,101390,100250,99150,79.72,0,8.290000000000001,9.03,9.200000000000001,9.290000000000001,9.35,9.39,9.41,9.43,9.44,206.25,206.32,206.35,206.35,206.36,206.36,206.36,206.35,206.34,29.37,29.01,28.84,28.63,28.44,28.25,28.060000000000002,27.87,27.490000000000002,N/A,N/A -2012,8,14,23,30,101360,100220,99110,75.46000000000001,0,8.52,9.27,9.43,9.51,9.55,9.58,9.59,9.59,9.58,206.14000000000001,206.21,206.24,206.25,206.26,206.27,206.27,206.27,206.26,29.47,29.13,28.95,28.75,28.560000000000002,28.37,28.18,28,27.62,N/A,N/A -2012,8,15,0,30,101330,100190,99080,66.24,0,8.56,9.32,9.49,9.58,9.63,9.67,9.69,9.700000000000001,9.72,206.19,206.24,206.35,206.48000000000002,206.6,206.71,206.83,206.95000000000002,207.18,29.82,29.52,29.35,29.16,28.98,28.79,28.59,28.41,28.04,N/A,N/A -2012,8,15,1,30,101290,100140,99040,66.75,0,8.1,8.84,8.99,9.08,9.14,9.18,9.21,9.23,9.27,203.97,204.02,204.12,204.24,204.34,204.45000000000002,204.57,204.67000000000002,204.92000000000002,29.71,29.400000000000002,29.240000000000002,29.04,28.86,28.67,28.48,28.3,27.93,N/A,N/A -2012,8,15,2,30,101300,100160,99050,73.60000000000001,0,8.05,8.77,8.94,9.02,9.08,9.120000000000001,9.14,9.16,9.18,205.41,205.49,205.53,205.56,205.59,205.63,205.66,205.70000000000002,205.78,29.34,28.990000000000002,28.810000000000002,28.61,28.42,28.23,28.04,27.85,27.47,N/A,N/A -2012,8,15,3,30,101310,100170,99070,76.76,0,7.6000000000000005,8.26,8.4,8.48,8.53,8.56,8.58,8.59,8.6,203.92000000000002,204.06,204.15,204.26,204.36,204.45000000000002,204.55,204.64000000000001,204.84,29.240000000000002,28.88,28.71,28.5,28.310000000000002,28.12,27.93,27.740000000000002,27.36,N/A,N/A -2012,8,15,4,30,101320,100180,99070,74.68,0,8.040000000000001,8.74,8.91,8.98,9.040000000000001,9.07,9.09,9.11,9.120000000000001,198.92000000000002,199,199.01,199.03,199.05,199.06,199.07,199.09,199.12,29.34,28.98,28.810000000000002,28.61,28.42,28.23,28.03,27.85,27.46,N/A,N/A -2012,8,15,5,30,101300,100160,99050,80.48,0,7.91,8.63,8.8,8.9,8.97,9.01,9.05,9.08,9.11,195.99,195.95000000000002,195.96,195.98000000000002,196,196.02,196.06,196.08,196.16,29.18,28.810000000000002,28.63,28.43,28.23,28.04,27.85,27.66,27.27,N/A,N/A -2012,8,15,6,30,101260,100130,99020,81.82000000000001,0,8.18,8.94,9.120000000000001,9.22,9.290000000000001,9.34,9.370000000000001,9.39,9.43,199.27,199.39000000000001,199.45000000000002,199.5,199.55,199.61,199.66,199.71,199.83,29.12,28.77,28.59,28.39,28.2,28.01,27.82,27.63,27.25,N/A,N/A -2012,8,15,7,30,101290,100160,99050,82.81,0,8.51,9.32,9.52,9.63,9.71,9.76,9.81,9.84,9.88,200,199.98000000000002,199.97,199.97,199.97,199.98000000000002,199.99,200,200.04,29.18,28.830000000000002,28.66,28.45,28.26,28.07,27.88,27.69,27.310000000000002,N/A,N/A -2012,8,15,8,30,101300,100170,99060,78.72,0,8.39,9.24,9.44,9.55,9.63,9.69,9.73,9.76,9.790000000000001,206.22,206.24,206.24,206.23000000000002,206.22,206.20000000000002,206.19,206.17000000000002,206.13,29.44,29.11,28.94,28.740000000000002,28.55,28.36,28.17,27.98,27.6,N/A,N/A -2012,8,15,9,30,101330,100190,99090,80.49,0,8.46,9.26,9.450000000000001,9.55,9.620000000000001,9.66,9.700000000000001,9.72,9.74,207.12,207.32,207.42000000000002,207.51,207.59,207.66,207.72,207.8,207.93,29.25,28.91,28.73,28.53,28.34,28.150000000000002,27.96,27.77,27.39,N/A,N/A -2012,8,15,10,30,101350,100210,99100,82.29,0,7.6000000000000005,8.3,8.47,8.58,8.66,8.72,8.76,8.790000000000001,8.84,210.88,210.69,210.65,210.62,210.6,210.6,210.6,210.6,210.63,29.17,28.82,28.64,28.44,28.25,28.05,27.86,27.67,27.28,N/A,N/A -2012,8,15,11,30,101380,100240,99130,81.47,0,7.21,7.86,8.02,8.11,8.19,8.24,8.28,8.32,8.370000000000001,214.95000000000002,214.76,214.58,214.41,214.26,214.11,213.96,213.82,213.54,29.17,28.82,28.650000000000002,28.45,28.26,28.07,27.87,27.69,27.310000000000002,N/A,N/A -2012,8,15,12,30,101380,100240,99130,79.51,0,7.95,8.69,8.870000000000001,8.96,9.03,9.07,9.1,9.13,9.15,221.78,221.59,221.46,221.32,221.19,221.06,220.93,220.8,220.54,29.35,29.01,28.84,28.64,28.45,28.26,28.07,27.88,27.5,N/A,N/A -2012,8,15,13,30,101430,100290,99190,75.76,0,7.8100000000000005,8.45,8.59,8.65,8.69,8.72,8.73,8.74,8.75,218.61,218.55,218.52,218.46,218.41,218.35,218.29,218.23000000000002,218.11,29.38,29.060000000000002,28.900000000000002,28.7,28.51,28.32,28.13,27.95,27.57,N/A,N/A -2012,8,15,14,30,101450,100310,99200,76.5,0,6.21,6.79,6.93,7.0200000000000005,7.08,7.13,7.17,7.2,7.25,217.06,217.33,217.42000000000002,217.51,217.6,217.67000000000002,217.75,217.82,217.98000000000002,29.400000000000002,29.07,28.900000000000002,28.7,28.51,28.32,28.12,27.93,27.55,N/A,N/A -2012,8,15,15,30,101460,100320,99220,77.26,0,6.47,6.99,7.09,7.13,7.15,7.16,7.16,7.15,7.13,209.31,209.6,209.75,209.93,210.09,210.26,210.43,210.59,210.92000000000002,29.38,29.04,28.87,28.67,28.48,28.3,28.1,27.91,27.54,N/A,N/A -2012,8,15,16,30,101470,100330,99220,76.91,0,6.94,7.51,7.640000000000001,7.7,7.74,7.76,7.78,7.79,7.79,205.99,205.9,205.93,205.96,205.99,206.02,206.04,206.07,206.13,29.3,28.96,28.79,28.580000000000002,28.400000000000002,28.2,28.01,27.82,27.44,N/A,N/A -2012,8,15,17,30,101470,100320,99220,77.85000000000001,0,5.82,6.3,6.41,6.48,6.53,6.57,6.6000000000000005,6.63,6.68,211.33,211.23000000000002,211.19,211.13,211.06,210.99,210.93,210.86,210.72,29.27,28.94,28.77,28.560000000000002,28.38,28.19,27.990000000000002,27.8,27.42,N/A,N/A -2012,8,15,18,30,101470,100330,99220,73.93,0,5.66,6.13,6.25,6.34,6.4,6.45,6.49,6.53,6.6000000000000005,205.43,205.65,205.73000000000002,205.79,205.85,205.9,205.94,205.98000000000002,206.05,29.490000000000002,29.16,28.990000000000002,28.79,28.6,28.41,28.22,28.04,27.66,N/A,N/A -2012,8,15,19,30,101440,100300,99190,74.76,0,5.11,5.48,5.57,5.61,5.64,5.66,5.68,5.69,5.72,207.01,206.95000000000002,206.94,206.94,206.94,206.93,206.93,206.93,206.94,29.42,29.09,28.92,28.72,28.53,28.34,28.150000000000002,27.96,27.580000000000002,N/A,N/A -2012,8,15,20,30,101400,100260,99160,79.65,0,5.58,5.99,6.09,6.13,6.17,6.2,6.21,6.23,6.25,190.88,191.13,191.23000000000002,191.32,191.39000000000001,191.47,191.54,191.61,191.73000000000002,29.32,28.98,28.8,28.6,28.41,28.22,28.02,27.84,27.46,N/A,N/A -2012,8,15,21,30,101340,100200,99100,81.74,0,6.28,6.71,6.79,6.82,6.8500000000000005,6.8500000000000005,6.86,6.86,6.8500000000000005,204.36,203.63,203.04,202.37,201.78,201.20000000000002,200.62,200.07,198.96,29.35,29.02,28.85,28.650000000000002,28.46,28.27,28.080000000000002,27.900000000000002,27.53,N/A,N/A -2012,8,15,22,30,101340,100200,99090,81.02,0,5.93,6.44,6.5600000000000005,6.63,6.68,6.71,6.74,6.76,6.8,185.89000000000001,186.08,186.22,186.34,186.46,186.58,186.68,186.78,186.98,29.44,29.11,28.94,28.740000000000002,28.55,28.36,28.17,27.98,27.6,N/A,N/A -2012,8,15,23,30,101300,100160,99050,78.21000000000001,0,5.84,6.33,6.43,6.48,6.51,6.53,6.55,6.5600000000000005,6.57,190.27,190.44,190.49,190.56,190.62,190.68,190.74,190.79,190.91,29.45,29.13,28.96,28.76,28.57,28.38,28.19,28,27.62,N/A,N/A -2012,8,16,0,30,101260,100120,99020,80.56,0,6.13,6.6000000000000005,6.7,6.75,6.78,6.8,6.8100000000000005,6.8100000000000005,6.8100000000000005,179.79,179.79,179.8,179.77,179.75,179.72,179.68,179.65,179.57,29.25,28.91,28.740000000000002,28.54,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,8,16,1,30,101270,100130,99030,83.19,0,6.37,6.91,7.03,7.11,7.16,7.2,7.23,7.25,7.29,175.89000000000001,175.86,175.88,175.89000000000001,175.91,175.91,175.92000000000002,175.93,175.94,29.19,28.84,28.67,28.47,28.28,28.09,27.900000000000002,27.71,27.330000000000002,N/A,N/A -2012,8,16,2,30,101290,100150,99040,83.04,0,7.46,8.09,8.23,8.290000000000001,8.34,8.36,8.370000000000001,8.38,8.38,170.77,170.78,170.72,170.64000000000001,170.56,170.46,170.37,170.28,170.07,29.25,28.900000000000002,28.73,28.53,28.34,28.150000000000002,27.96,27.77,27.39,N/A,N/A -2012,8,16,3,30,101340,100200,99100,82.36,0,7.79,8.51,8.68,8.77,8.83,8.870000000000001,8.9,8.92,8.950000000000001,172.11,172.09,172.05,172,171.96,171.91,171.87,171.83,171.75,29.25,28.91,28.73,28.54,28.35,28.150000000000002,27.96,27.78,27.39,N/A,N/A -2012,8,16,4,30,101350,100210,99110,82.88,0,8.44,9.25,9.450000000000001,9.56,9.63,9.68,9.72,9.75,9.790000000000001,175.07,175.06,175.06,175.07,175.07,175.08,175.1,175.11,175.14000000000001,29.27,28.92,28.75,28.54,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,8,16,5,30,101390,100250,99140,82.85000000000001,0,8.17,8.96,9.16,9.27,9.35,9.41,9.450000000000001,9.49,9.540000000000001,178.94,178.76,178.68,178.6,178.52,178.45000000000002,178.37,178.3,178.16,29.22,28.87,28.7,28.5,28.310000000000002,28.12,27.92,27.740000000000002,27.36,N/A,N/A -2012,8,16,6,30,101410,100270,99170,82.89,0,8.38,9.31,9.53,9.68,9.78,9.86,9.92,9.97,10.040000000000001,178.08,178.3,178.32,178.3,178.29,178.26,178.23,178.20000000000002,178.14000000000001,29.400000000000002,29.07,28.900000000000002,28.71,28.52,28.330000000000002,28.14,27.95,27.580000000000002,N/A,N/A -2012,8,16,7,30,101470,100330,99220,81.9,0,8.53,9.370000000000001,9.6,9.73,9.82,9.89,9.950000000000001,9.99,10.06,175.96,176.41,176.71,177.02,177.29,177.56,177.81,178.06,178.55,29.27,28.95,28.79,28.580000000000002,28.400000000000002,28.21,28.02,27.830000000000002,27.46,N/A,N/A -2012,8,16,8,30,101470,100320,99220,80.82000000000001,0,8.19,8.93,9.08,9.15,9.200000000000001,9.22,9.23,9.23,9.23,172.92000000000002,173.03,173.18,173.36,173.55,173.73,173.95000000000002,174.16,174.67000000000002,29.14,28.8,28.64,28.44,28.26,28.080000000000002,27.89,27.71,27.34,N/A,N/A -2012,8,16,9,30,101480,100340,99230,73.12,0,7.68,8.42,8.58,8.67,8.74,8.78,8.82,8.84,8.88,182.07,182.33,182.41,182.47,182.53,182.57,182.6,182.64000000000001,182.69,29.44,29.13,28.96,28.77,28.580000000000002,28.39,28.2,28.01,27.64,N/A,N/A -2012,8,16,10,30,101510,100370,99260,69.05,0,7.21,7.92,8.08,8.17,8.23,8.28,8.31,8.33,8.370000000000001,188.1,188.23,188.23,188.25,188.26,188.27,188.29,188.31,188.36,29.64,29.35,29.19,28.990000000000002,28.8,28.62,28.42,28.240000000000002,27.86,N/A,N/A -2012,8,16,11,30,101500,100360,99250,70.58,0,6.76,7.33,7.43,7.48,7.5,7.51,7.51,7.51,7.49,183.97,184.42000000000002,184.6,184.77,184.92000000000002,185.05,185.19,185.32,185.56,29.43,29.12,28.95,28.76,28.57,28.38,28.19,28,27.62,N/A,N/A -2012,8,16,12,30,101530,100390,99280,71.76,0,6.68,7.24,7.3500000000000005,7.4,7.43,7.45,7.46,7.46,7.46,187.38,187.67000000000002,187.8,187.91,188,188.08,188.15,188.22,188.33,29.39,29.080000000000002,28.91,28.71,28.52,28.330000000000002,28.14,27.95,27.57,N/A,N/A -2012,8,16,13,30,101590,100440,99340,67.76,0,5.32,5.76,5.8500000000000005,5.9,5.93,5.96,5.98,6,6.03,183.25,183.77,184.03,184.25,184.43,184.59,184.73,184.85,185.06,29.46,29.16,28.990000000000002,28.8,28.61,28.42,28.23,28.04,27.67,N/A,N/A -2012,8,16,14,30,101600,100450,99350,70.41,0,4.6000000000000005,4.94,5.01,5.04,5.0600000000000005,5.08,5.09,5.1000000000000005,5.11,185.13,185.3,185.43,185.55,185.68,185.8,185.92000000000002,186.04,186.3,29.39,29.07,28.91,28.71,28.52,28.330000000000002,28.13,27.95,27.57,N/A,N/A -2012,8,16,15,30,101610,100460,99350,72.44,0,3.68,3.93,3.98,4,4.0200000000000005,4.03,4.04,4.04,4.05,181.45000000000002,181.74,181.92000000000002,182.09,182.25,182.41,182.56,182.70000000000002,182.99,29.28,28.95,28.79,28.59,28.400000000000002,28.21,28.01,27.830000000000002,27.44,N/A,N/A -2012,8,16,16,30,101620,100480,99370,72.8,0,3.0700000000000003,3.25,3.2800000000000002,3.31,3.3200000000000003,3.33,3.34,3.34,3.35,187.89000000000001,187.74,187.67000000000002,187.61,187.55,187.48,187.42000000000002,187.36,187.23,29.28,28.95,28.78,28.580000000000002,28.39,28.2,28.01,27.82,27.43,N/A,N/A -2012,8,16,17,30,101640,100500,99390,71.44,0,3.25,3.42,3.46,3.48,3.49,3.5,3.5100000000000002,3.5100000000000002,3.52,183.04,183.20000000000002,183.26,183.31,183.35,183.39000000000001,183.42000000000002,183.45000000000002,183.44,29.35,29.01,28.84,28.64,28.45,28.26,28.07,27.88,27.5,N/A,N/A -2012,8,16,18,30,101620,100480,99370,73.99,0,2.41,2.52,2.52,2.52,2.5100000000000002,2.5100000000000002,2.49,2.48,2.46,169.05,169.58,169.93,170.3,170.62,170.93,171.25,171.56,172.19,29.34,28.990000000000002,28.82,28.61,28.42,28.23,28.04,27.85,27.46,N/A,N/A -2012,8,16,19,30,101580,100440,99330,72.65,0,3.6,3.7800000000000002,3.81,3.81,3.81,3.81,3.81,3.8000000000000003,3.79,168.37,168.41,168.48,168.55,168.63,168.73,168.84,168.96,169.28,29.47,29.12,28.95,28.75,28.560000000000002,28.37,28.18,27.990000000000002,27.61,N/A,N/A -2012,8,16,20,30,101520,100380,99270,72.4,0,3.35,3.5500000000000003,3.6,3.62,3.64,3.66,3.67,3.69,3.71,166.15,166.02,165.88,165.74,165.63,165.53,165.43,165.34,165.17000000000002,29.57,29.23,29.060000000000002,28.86,28.68,28.490000000000002,28.3,28.11,27.740000000000002,N/A,N/A -2012,8,16,21,30,101490,100350,99250,74.2,0,3.97,4.21,4.24,4.26,4.26,4.2700000000000005,4.26,4.26,4.25,164.92000000000002,165.18,165.31,165.44,165.55,165.67000000000002,165.79,165.92000000000002,166.17000000000002,29.580000000000002,29.25,29.080000000000002,28.88,28.69,28.5,28.310000000000002,28.12,27.75,N/A,N/A -2012,8,16,22,30,101480,100340,99230,72.01,0,5.15,5.55,5.62,5.65,5.67,5.68,5.69,5.69,5.7,162.61,162.73,162.78,162.82,162.87,162.92000000000002,162.97,163.01,163.14000000000001,29.73,29.43,29.27,29.07,28.89,28.7,28.51,28.330000000000002,27.95,N/A,N/A -2012,8,16,23,30,101490,100350,99240,75.5,0,4.8,5.18,5.25,5.28,5.3,5.32,5.33,5.33,5.34,162.37,162.5,162.6,162.70000000000002,162.78,162.88,162.97,163.06,163.24,29.6,29.3,29.13,28.94,28.75,28.560000000000002,28.37,28.19,27.810000000000002,N/A,N/A -2012,8,17,0,30,101450,100310,99200,77.94,0,4.83,5.2,5.26,5.29,5.32,5.33,5.34,5.34,5.3500000000000005,150.32,150.43,150.46,150.5,150.53,150.58,150.64000000000001,150.69,150.81,29.48,29.17,29,28.8,28.62,28.43,28.240000000000002,28.05,27.67,N/A,N/A -2012,8,17,1,30,101450,100310,99200,80.85000000000001,0,5.44,5.88,5.96,6,6.03,6.05,6.07,6.08,6.09,146.83,146.8,146.79,146.8,146.8,146.8,146.8,146.81,146.83,29.41,29.09,28.93,28.73,28.54,28.35,28.16,27.97,27.6,N/A,N/A -2012,8,17,2,30,101420,100290,99180,83.53,0,5.08,5.46,5.55,5.58,5.61,5.63,5.63,5.64,5.64,163.53,163.16,162.86,162.54,162.25,161.97,161.67000000000002,161.39000000000001,160.82,29.35,29.03,28.86,28.66,28.48,28.28,28.09,27.900000000000002,27.52,N/A,N/A -2012,8,17,3,30,101460,100320,99210,82.77,0,5.69,6.140000000000001,6.23,6.2700000000000005,6.3,6.32,6.32,6.33,6.32,165.84,165.92000000000002,165.94,165.94,165.95000000000002,165.94,165.94,165.93,165.91,29.28,28.95,28.78,28.580000000000002,28.400000000000002,28.21,28.02,27.830000000000002,27.46,N/A,N/A -2012,8,17,4,30,101470,100330,99220,81.83,0,5.86,6.33,6.43,6.48,6.51,6.53,6.55,6.5600000000000005,6.5600000000000005,174.76,174.75,174.70000000000002,174.67000000000002,174.64000000000001,174.61,174.59,174.58,174.55,29.32,28.990000000000002,28.830000000000002,28.62,28.44,28.25,28.060000000000002,27.87,27.5,N/A,N/A -2012,8,17,5,30,101470,100320,99220,81.93,0,5.7,6.13,6.21,6.24,6.26,6.26,6.25,6.24,6.2,170.9,171.13,171.3,171.48,171.64000000000001,171.8,171.97,172.13,172.46,29.26,28.93,28.76,28.560000000000002,28.37,28.18,27.98,27.79,27.41,N/A,N/A -2012,8,17,6,30,101500,100360,99250,85.27,0,6.59,7.140000000000001,7.2700000000000005,7.33,7.38,7.4,7.42,7.43,7.43,180.25,180.25,180.27,180.27,180.29,180.29,180.29,180.29,180.29,29.12,28.77,28.6,28.400000000000002,28.21,28.01,27.82,27.63,27.25,N/A,N/A -2012,8,17,7,30,101530,100390,99280,82.75,0,6.2,6.7,6.8100000000000005,6.87,6.92,6.94,6.96,6.98,6.99,186.15,186.19,186.22,186.25,186.28,186.3,186.32,186.34,186.39000000000001,29.23,28.89,28.72,28.52,28.330000000000002,28.14,27.95,27.76,27.38,N/A,N/A -2012,8,17,8,30,101510,100370,99260,84.11,0,5.89,6.32,6.4,6.43,6.43,6.43,6.41,6.4,6.3500000000000005,187.66,187.98,188.19,188.41,188.61,188.81,189.01,189.21,189.67000000000002,29.2,28.87,28.7,28.5,28.310000000000002,28.12,27.93,27.75,27.37,N/A,N/A -2012,8,17,9,30,101540,100400,99300,84.27,0,5.51,5.89,5.97,6,6.0200000000000005,6.03,6.03,6.03,6.0200000000000005,202.73000000000002,202.70000000000002,202.70000000000002,202.72,202.75,202.78,202.82,202.86,202.96,29.21,28.87,28.7,28.51,28.32,28.13,27.93,27.75,27.37,N/A,N/A -2012,8,17,10,30,101550,100410,99300,79.8,0,5.76,6.23,6.33,6.37,6.4,6.42,6.43,6.43,6.43,202.61,202.25,202.06,201.89000000000001,201.74,201.58,201.43,201.3,201.02,29.44,29.12,28.95,28.76,28.57,28.38,28.19,28.01,27.63,N/A,N/A -2012,8,17,11,30,101560,100410,99310,81.15,0,6.51,7.0600000000000005,7.17,7.22,7.25,7.26,7.2700000000000005,7.26,7.25,200.02,200.23000000000002,200.35,200.48000000000002,200.61,200.73000000000002,200.85,200.97,201.21,29.38,29.05,28.89,28.69,28.5,28.310000000000002,28.11,27.93,27.55,N/A,N/A -2012,8,17,12,30,101570,100430,99320,76.52,0,6,6.45,6.53,6.5600000000000005,6.57,6.58,6.57,6.5600000000000005,6.53,199.62,200.12,200.48000000000002,200.86,201.19,201.52,201.86,202.18,202.84,29.5,29.18,29.02,28.82,28.63,28.44,28.25,28.060000000000002,27.68,N/A,N/A -2012,8,17,13,30,101570,100430,99320,78.48,0,5.8500000000000005,6.29,6.37,6.4,6.42,6.43,6.43,6.42,6.4,210.95000000000002,211.04,211.06,211.08,211.1,211.13,211.15,211.17000000000002,211.21,29.32,28.990000000000002,28.830000000000002,28.62,28.44,28.25,28.05,27.86,27.48,N/A,N/A -2012,8,17,14,30,101550,100400,99300,77.9,0,5.9,6.38,6.48,6.54,6.58,6.6000000000000005,6.62,6.63,6.640000000000001,212.97,212.95000000000002,212.92000000000002,212.89000000000001,212.86,212.82,212.78,212.74,212.67000000000002,29.3,28.97,28.8,28.6,28.41,28.22,28.03,27.84,27.46,N/A,N/A -2012,8,17,15,30,101600,100460,99350,78.78,0,5.89,6.33,6.43,6.48,6.5200000000000005,6.54,6.5600000000000005,6.57,6.58,224.03,224.32,224.44,224.56,224.66,224.75,224.84,224.92000000000002,225.08,29.310000000000002,28.97,28.8,28.6,28.41,28.22,28.03,27.84,27.46,N/A,N/A -2012,8,17,16,30,101560,100420,99310,77.54,0,5.33,5.71,5.78,5.8,5.82,5.82,5.82,5.82,5.8,215.66,216.16,216.33,216.51,216.68,216.85,217.02,217.18,217.56,29.330000000000002,28.990000000000002,28.830000000000002,28.62,28.44,28.240000000000002,28.05,27.86,27.490000000000002,N/A,N/A -2012,8,17,17,30,101540,100400,99290,78.08,0,4.82,5.17,5.24,5.28,5.3100000000000005,5.33,5.34,5.36,5.37,227.72,227.93,228.13,228.3,228.45000000000002,228.58,228.71,228.84,229.07,29.400000000000002,29.060000000000002,28.89,28.69,28.5,28.310000000000002,28.12,27.93,27.55,N/A,N/A -2012,8,17,18,30,101470,100330,99220,81.87,0,6.26,6.69,6.76,6.78,6.79,6.79,6.79,6.78,6.75,223.79,224.07,224.14000000000001,224.24,224.32,224.41,224.51,224.6,224.81,29.28,28.94,28.77,28.57,28.38,28.19,28.01,27.82,27.46,N/A,N/A -2012,8,17,19,30,101470,100330,99220,81.72,0,5.98,6.44,6.54,6.6000000000000005,6.63,6.65,6.67,6.67,6.68,225.11,225.39000000000001,225.44,225.46,225.5,225.52,225.55,225.56,225.58,29.34,29,28.82,28.62,28.44,28.25,28.05,27.86,27.490000000000002,N/A,N/A -2012,8,17,20,30,101480,100340,99230,83.16,0,6.59,7.15,7.2700000000000005,7.33,7.36,7.37,7.36,7.3500000000000005,7.3100000000000005,219.94,220.01,220.02,220.03,220.04,220.05,220.06,220.06,220.06,29.37,29.04,28.87,28.66,28.48,28.28,28.09,27.900000000000002,27.52,N/A,N/A -2012,8,17,21,30,101470,100330,99220,80.08,0,7.65,8.36,8.53,8.620000000000001,8.69,8.73,8.75,8.77,8.790000000000001,242.84,242.97,242.88,242.82,242.78,242.76,242.74,242.73000000000002,242.72,29.52,29.2,29.03,28.830000000000002,28.650000000000002,28.45,28.26,28.07,27.69,N/A,N/A -2012,8,17,22,30,101400,100260,99160,79.17,0,7.13,7.75,7.87,7.930000000000001,7.96,7.98,7.98,7.98,7.97,237.85,237.83,237.84,237.85,237.84,237.83,237.82,237.81,237.76,29.51,29.19,29.02,28.82,28.64,28.45,28.26,28.07,27.69,N/A,N/A -2012,8,17,23,30,101360,100220,99110,83.55,0,5.18,5.5200000000000005,5.59,5.63,5.65,5.67,5.7,5.73,5.8500000000000005,245.27,243.84,243.02,242.05,241.09,240.03,238.86,237.66,234.70000000000002,28.75,28.41,28.26,28.07,27.900000000000002,27.740000000000002,27.57,27.42,27.12,N/A,N/A -2012,8,18,0,30,101320,100180,99080,76.46000000000001,0,5.21,5.66,5.75,5.8,5.84,5.87,5.9,5.92,5.95,221.3,221.55,221.56,221.56,221.57,221.59,221.61,221.63,221.69,29.490000000000002,29.17,29,28.8,28.61,28.42,28.23,28.04,27.67,N/A,N/A -2012,8,18,1,30,101320,100180,99080,75.46000000000001,0,5.59,6.04,6.11,6.140000000000001,6.16,6.16,6.15,6.140000000000001,6.1000000000000005,216.03,216.03,216.05,216.03,216,215.97,215.93,215.88,215.77,29.48,29.16,29,28.8,28.61,28.42,28.23,28.04,27.67,N/A,N/A -2012,8,18,2,30,101320,100180,99080,74.63,0,5.51,5.91,5.99,6.03,6.05,6.07,6.08,6.09,6.12,207.29,207.24,207.24,207.27,207.3,207.33,207.38,207.44,207.59,29.42,29.12,28.95,28.76,28.580000000000002,28.39,28.21,28.03,27.67,N/A,N/A -2012,8,18,3,30,101320,100180,99070,72.06,0,5.9,6.41,6.5200000000000005,6.57,6.61,6.640000000000001,6.67,6.69,6.73,199.34,199.53,199.65,199.77,199.87,199.98000000000002,200.09,200.20000000000002,200.46,29.6,29.3,29.14,28.94,28.76,28.57,28.38,28.2,27.830000000000002,N/A,N/A -2012,8,18,4,30,101330,100190,99080,74.82000000000001,0,5.62,6.05,6.140000000000001,6.17,6.19,6.2,6.19,6.19,6.16,203.25,203.09,202.91,202.71,202.53,202.35,202.17000000000002,201.98000000000002,201.64000000000001,29.42,29.11,28.95,28.75,28.560000000000002,28.37,28.18,27.990000000000002,27.62,N/A,N/A -2012,8,18,5,30,101320,100180,99080,77.24,0,6.390000000000001,6.87,6.93,6.94,6.94,6.92,6.890000000000001,6.86,6.79,206.86,206.48000000000002,206.29,206.07,205.87,205.66,205.45000000000002,205.25,204.81,29.240000000000002,28.91,28.740000000000002,28.54,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,8,18,6,30,101350,100210,99100,75.64,0,5.98,6.45,6.53,6.57,6.6000000000000005,6.61,6.61,6.6000000000000005,6.58,203.82,203.92000000000002,203.98000000000002,204.04,204.09,204.12,204.15,204.18,204.20000000000002,29.29,28.97,28.8,28.61,28.42,28.23,28.04,27.85,27.47,N/A,N/A -2012,8,18,7,30,101370,100230,99120,78.36,0,6.890000000000001,7.42,7.53,7.58,7.61,7.63,7.640000000000001,7.65,7.66,200.69,200.63,200.64000000000001,200.68,200.72,200.76,200.81,200.85,200.97,29.14,28.810000000000002,28.64,28.44,28.26,28.080000000000002,27.89,27.7,27.330000000000002,N/A,N/A -2012,8,18,8,30,101330,100190,99080,80.37,0,6.61,7.17,7.29,7.3500000000000005,7.4,7.43,7.44,7.46,7.46,212,211.97,211.9,211.82,211.75,211.67000000000002,211.6,211.53,211.36,29,28.66,28.48,28.28,28.09,27.900000000000002,27.7,27.51,27.13,N/A,N/A -2012,8,18,9,30,101340,100200,99100,80.74,0,7.37,8,8.14,8.22,8.26,8.290000000000001,8.32,8.33,8.34,212.55,212.6,212.62,212.64000000000001,212.65,212.66,212.67000000000002,212.67000000000002,212.68,29,28.650000000000002,28.48,28.27,28.080000000000002,27.89,27.7,27.51,27.14,N/A,N/A -2012,8,18,10,30,101350,100210,99100,81.31,0,6.78,7.33,7.46,7.53,7.57,7.6000000000000005,7.61,7.63,7.640000000000001,210.89000000000001,210.86,210.87,210.87,210.87,210.87,210.86,210.85,210.83,28.96,28.62,28.44,28.240000000000002,28.05,27.86,27.67,27.48,27.1,N/A,N/A -2012,8,18,11,30,101360,100220,99110,83.08,0,6.44,6.95,7.07,7.13,7.17,7.21,7.23,7.25,7.2700000000000005,217.87,217.86,217.87,217.88,217.9,217.91,217.93,217.94,217.99,28.89,28.53,28.36,28.150000000000002,27.97,27.78,27.580000000000002,27.39,27.02,N/A,N/A -2012,8,18,12,30,101370,100230,99130,85.04,0,6.36,6.8500000000000005,6.97,7.03,7.08,7.11,7.13,7.140000000000001,7.17,218.19,218.18,218.18,218.17000000000002,218.15,218.14000000000001,218.12,218.11,218.09,28.830000000000002,28.47,28.3,28.09,27.900000000000002,27.71,27.52,27.330000000000002,26.95,N/A,N/A -2012,8,18,13,30,101360,100220,99120,86.89,0,6.390000000000001,7,7.140000000000001,7.22,7.28,7.32,7.3500000000000005,7.36,7.38,220.4,220.17000000000002,220.1,220.05,220.02,220,219.99,219.99,219.99,28.830000000000002,28.46,28.29,28.080000000000002,27.89,27.7,27.5,27.310000000000002,26.92,N/A,N/A -2012,8,18,14,30,101380,100240,99140,85.18,0,6.91,7.42,7.53,7.57,7.59,7.6000000000000005,7.6000000000000005,7.6000000000000005,7.58,226.46,226.79,226.85,226.88,226.9,226.91,226.91,226.92000000000002,226.94,28.87,28.51,28.34,28.14,27.95,27.76,27.57,27.39,27.02,N/A,N/A -2012,8,18,15,30,101370,100230,99130,79.11,0,7.5600000000000005,8.25,8.41,8.5,8.56,8.6,8.63,8.65,8.68,235.14000000000001,235.16,235.15,235.14000000000001,235.13,235.12,235.11,235.1,235.08,29.23,28.89,28.72,28.52,28.330000000000002,28.14,27.95,27.76,27.38,N/A,N/A -2012,8,18,16,30,101380,100240,99140,76.85000000000001,0,7.09,7.73,7.890000000000001,7.98,8.040000000000001,8.09,8.13,8.17,8.22,229.39000000000001,229.69,229.83,229.97,230.1,230.23000000000002,230.34,230.45000000000002,230.66,29.36,29.02,28.86,28.66,28.47,28.28,28.080000000000002,27.900000000000002,27.52,N/A,N/A -2012,8,18,17,30,101350,100210,99100,77.47,0,7.75,8.38,8.540000000000001,8.61,8.67,8.700000000000001,8.73,8.76,8.790000000000001,227.81,228.08,228.21,228.34,228.44,228.53,228.62,228.70000000000002,228.85,29.27,28.94,28.78,28.580000000000002,28.400000000000002,28.21,28.02,27.84,27.47,N/A,N/A -2012,8,18,18,30,101300,100160,99050,76.46000000000001,0,8.26,9.09,9.290000000000001,9.41,9.48,9.53,9.56,9.58,9.59,224.57,224.92000000000002,225.09,225.23000000000002,225.34,225.44,225.52,225.59,225.72,29.43,29.11,28.95,28.75,28.560000000000002,28.37,28.18,28,27.61,N/A,N/A -2012,8,18,19,30,101240,100100,98990,80.52,0,8.99,9.85,10.02,10.1,10.14,10.15,10.15,10.15,10.11,217.09,217.28,217.35,217.4,217.45000000000002,217.48000000000002,217.51,217.54,217.62,29.2,28.85,28.68,28.48,28.29,28.1,27.91,27.72,27.35,N/A,N/A -2012,8,18,20,30,101210,100070,98960,69.68,0,9.71,10.700000000000001,10.94,11.08,11.17,11.22,11.26,11.290000000000001,11.3,218.20000000000002,218.31,218.47,218.62,218.76,218.88,219,219.1,219.3,29.98,29.72,29.57,29.39,29.21,29.03,28.85,28.67,28.310000000000002,N/A,N/A -2012,8,18,21,30,101170,100030,98930,72.19,0,9.06,9.96,10.17,10.290000000000001,10.38,10.450000000000001,10.52,10.58,10.75,214.61,214.55,214.6,214.68,214.77,214.87,215,215.14000000000001,215.55,29.88,29.6,29.44,29.26,29.080000000000002,28.91,28.73,28.57,28.25,N/A,N/A -2012,8,18,22,30,101130,99990,98890,75.16,0,8.43,9.24,9.39,9.46,9.51,9.53,9.540000000000001,9.55,9.57,210.52,210.8,210.91,211,211.1,211.21,211.33,211.47,211.87,29.64,29.34,29.17,28.98,28.8,28.62,28.44,28.26,27.91,N/A,N/A -2012,8,18,23,30,101090,99960,98850,82.32000000000001,0,9.200000000000001,10.05,10.21,10.27,10.3,10.290000000000001,10.27,10.23,10.14,211.46,211.4,211.37,211.33,211.3,211.27,211.25,211.22,211.22,29.14,28.79,28.62,28.42,28.23,28.04,27.86,27.67,27.310000000000002,N/A,N/A -2012,8,19,0,30,101080,99940,98840,76.48,0,9.13,9.96,10.16,10.25,10.31,10.34,10.35,10.35,10.33,207.36,207.47,207.59,207.71,207.81,207.91,208,208.09,208.22,29.36,29.05,28.88,28.69,28.51,28.32,28.13,27.95,27.580000000000002,N/A,N/A -2012,8,19,1,30,101060,99920,98820,79.69,0,7.67,8.290000000000001,8.41,8.46,8.48,8.48,8.47,8.46,8.41,204.19,204.26,204.32,204.4,204.46,204.54,204.62,204.70000000000002,204.89000000000001,29.09,28.75,28.59,28.39,28.2,28.01,27.830000000000002,27.64,27.28,N/A,N/A -2012,8,19,2,30,101090,99960,98850,81.3,0,7.46,8.09,8.22,8.290000000000001,8.33,8.35,8.36,8.36,8.35,194.01,194.11,194.14000000000001,194.16,194.18,194.21,194.23000000000002,194.26,194.33,28.98,28.63,28.46,28.26,28.07,27.88,27.69,27.51,27.14,N/A,N/A -2012,8,19,3,30,101100,99960,98860,84.69,0,6.73,7.28,7.4,7.45,7.49,7.5,7.51,7.51,7.5,196.63,196.85,196.94,197,197.04,197.08,197.11,197.13,197.18,28.78,28.41,28.240000000000002,28.03,27.84,27.650000000000002,27.45,27.26,26.88,N/A,N/A -2012,8,19,4,30,101100,99960,98860,81.42,0,7.7700000000000005,8.41,8.56,8.63,8.68,8.71,8.72,8.73,8.73,196.51,196.22,196.12,196.04,195.96,195.9,195.84,195.78,195.66,28.78,28.42,28.25,28.04,27.85,27.66,27.47,27.28,26.91,N/A,N/A -2012,8,19,5,30,101120,99990,98880,81.13,0,6.9,7.48,7.61,7.68,7.73,7.76,7.78,7.79,7.8,193.98000000000002,194.11,194.24,194.41,194.56,194.73000000000002,194.9,195.07,195.44,28.85,28.490000000000002,28.310000000000002,28.11,27.92,27.72,27.53,27.34,26.96,N/A,N/A -2012,8,19,6,30,101160,100020,98910,75.75,0,7.79,8.45,8.6,8.67,8.71,8.74,8.75,8.76,8.76,189.94,190.28,190.37,190.42000000000002,190.45000000000002,190.46,190.47,190.48,190.47,28.990000000000002,28.650000000000002,28.48,28.27,28.080000000000002,27.89,27.7,27.51,27.12,N/A,N/A -2012,8,19,7,30,101180,100040,98930,72.33,0,7.36,7.99,8.14,8.22,8.28,8.32,8.34,8.370000000000001,8.4,196.86,196.88,196.83,196.76,196.70000000000002,196.64000000000001,196.58,196.52,196.39000000000001,29.13,28.8,28.63,28.43,28.240000000000002,28.05,27.86,27.68,27.3,N/A,N/A -2012,8,19,8,30,101180,100040,98940,68.56,0,7.26,7.9,8.05,8.13,8.19,8.23,8.26,8.28,8.32,200.66,200.48000000000002,200.31,200.14000000000001,199.98000000000002,199.84,199.69,199.55,199.28,29.28,28.96,28.8,28.59,28.41,28.22,28.02,27.84,27.46,N/A,N/A -2012,8,19,9,30,101190,100050,98940,69.14,0,7.33,7.95,8.09,8.16,8.2,8.23,8.25,8.26,8.27,197.19,197.45000000000002,197.59,197.73000000000002,197.86,197.99,198.11,198.23000000000002,198.47,29.3,28.98,28.82,28.62,28.43,28.240000000000002,28.04,27.86,27.48,N/A,N/A -2012,8,19,10,30,101230,100090,98980,73.56,0,6.7,7.29,7.43,7.5,7.5600000000000005,7.6000000000000005,7.63,7.65,7.68,208.55,208.5,208.49,208.48000000000002,208.47,208.47,208.46,208.45000000000002,208.43,29.17,28.84,28.67,28.46,28.28,28.080000000000002,27.89,27.7,27.32,N/A,N/A -2012,8,19,11,30,101230,100090,98980,72.22,0,6.42,6.96,7.07,7.13,7.17,7.19,7.2,7.21,7.21,203.12,203.32,203.46,203.6,203.73000000000002,203.87,204.01,204.14000000000001,204.4,29.150000000000002,28.82,28.650000000000002,28.45,28.26,28.060000000000002,27.87,27.68,27.29,N/A,N/A -2012,8,19,12,30,101250,100100,99000,72.38,0,5.7,6.140000000000001,6.23,6.28,6.3100000000000005,6.34,6.3500000000000005,6.3500000000000005,6.36,221.33,221.24,221.22,221.23000000000002,221.23000000000002,221.25,221.27,221.29,221.34,29.13,28.8,28.63,28.42,28.23,28.04,27.85,27.66,27.28,N/A,N/A -2012,8,19,13,30,101290,100150,99040,71.67,0,4.99,5.33,5.4,5.44,5.46,5.48,5.49,5.5,5.51,236.74,236.62,236.45000000000002,236.27,236.1,235.93,235.76,235.6,235.27,29.19,28.86,28.69,28.5,28.310000000000002,28.12,27.92,27.740000000000002,27.36,N/A,N/A -2012,8,19,14,30,101330,100190,99080,70.5,0,4.76,5.01,5.04,5.04,5.03,5.01,5,4.98,4.94,246.07,245.93,245.72,245.48000000000002,245.25,245.02,244.79,244.57,244.11,29.17,28.85,28.68,28.48,28.29,28.1,27.900000000000002,27.72,27.330000000000002,N/A,N/A -2012,8,19,15,30,101350,100210,99100,75.25,0,3.96,4.05,4.01,3.94,3.88,3.81,3.75,3.69,3.5700000000000003,313.5,312.22,311.25,310.13,309.08,307.99,306.87,305.78000000000003,303.41,28.78,28.44,28.27,28.07,27.89,27.7,27.51,27.32,26.95,N/A,N/A -2012,8,19,16,30,101340,100190,99090,71.9,0,2.66,2.7800000000000002,2.79,2.79,2.79,2.79,2.79,2.7800000000000002,2.77,313.27,312.27,311.65000000000003,311.04,310.5,309.98,309.47,309,308.04,28.92,28.580000000000002,28.41,28.21,28.02,27.830000000000002,27.63,27.45,27.07,N/A,N/A -2012,8,19,17,30,101300,100160,99050,72.34,0,2.58,2.71,2.74,2.7600000000000002,2.7800000000000002,2.79,2.8000000000000003,2.81,2.82,349.82,348.86,348.35,347.87,347.42,346.97,346.51,346.07,345.13,28.84,28.490000000000002,28.32,28.12,27.93,27.740000000000002,27.54,27.36,26.98,N/A,N/A -2012,8,19,18,30,101320,100180,99080,70.53,0,1.9100000000000001,2.0100000000000002,2.05,2.08,2.11,2.13,2.15,2.17,2.21,8.36,7.23,6.47,5.78,5.17,4.5600000000000005,3.99,3.46,2.38,29.27,28.93,28.76,28.55,28.37,28.18,27.98,27.79,27.41,N/A,N/A -2012,8,19,19,30,101230,100090,98990,70.18,0,1.69,1.6600000000000001,1.62,1.57,1.52,1.47,1.43,1.3900000000000001,1.3,132.64000000000001,130.55,129.15,127.59,126.02,124.42,122.56,120.77,116.37,29.34,28.98,28.810000000000002,28.62,28.43,28.240000000000002,28.05,27.87,27.5,N/A,N/A -2012,8,19,20,30,101350,100190,99070,94.15,444.6,6.12,6.43,6.51,6.57,6.6000000000000005,6.63,6.66,6.67,6.71,260.96,259.36,258.52,257.73,256.89,256.14,255.38,254.71,253.42000000000002,25.73,25.27,25.080000000000002,24.900000000000002,24.72,24.55,24.38,24.21,23.89,N/A,N/A -2012,8,19,21,30,101340,100180,99060,84.18,0,4.0200000000000005,4.0600000000000005,4.0200000000000005,3.93,3.84,3.74,3.58,3.43,2.97,50.42,49.57,48.95,48.17,47.21,46.12,44.32,42.46,34.28,25.400000000000002,24.97,24.8,24.62,24.47,24.330000000000002,24.2,24.09,23.95,N/A,N/A -2012,8,19,22,30,101290,100130,99020,78.19,0,2.94,3,2.98,2.94,2.9,2.85,2.8000000000000003,2.74,2.58,147.12,147.34,147.39000000000001,147.44,147.48,147.52,147.51,147.5,147.13,26.43,26.02,25.84,25.64,25.45,25.27,25.09,24.92,24.59,N/A,N/A -2012,8,19,23,30,101270,100120,99000,80.67,0,6.32,6.63,6.65,6.62,6.57,6.51,6.43,6.3500000000000005,6.09,171.23,171.56,171.79,172.09,172.46,172.89000000000001,173.51,174.14000000000001,176.61,26.48,26.02,25.82,25.62,25.43,25.25,25.060000000000002,24.89,24.54,N/A,N/A -2012,8,20,0,30,101220,100070,98950,84.98,0,5.63,5.93,5.98,5.98,5.98,5.96,5.94,5.91,5.8500000000000005,170.58,170.72,170.73,170.75,170.77,170.79,170.83,170.85,170.97,26.72,26.28,26.09,25.89,25.7,25.51,25.32,25.14,24.78,N/A,N/A -2012,8,20,1,30,101200,100050,98940,84.02,0,3.99,4.16,4.17,4.16,4.14,4.11,4.08,4.04,3.96,195.54,195.54,195.46,195.37,195.28,195.18,195.07,194.96,194.68,27.11,26.7,26.52,26.310000000000002,26.13,25.94,25.740000000000002,25.560000000000002,25.19,N/A,N/A -2012,8,20,2,30,101190,100040,98930,82.94,0,3.92,4.08,4.09,4.08,4.0600000000000005,4.03,4.01,3.98,3.9,210.05,209.91,209.8,209.67000000000002,209.57,209.45000000000002,209.33,209.22,208.97,27.3,26.900000000000002,26.71,26.51,26.32,26.13,25.94,25.75,25.38,N/A,N/A -2012,8,20,3,30,101180,100040,98930,81.2,0,2.86,2.96,2.97,2.96,2.95,2.93,2.91,2.89,2.84,228.04,228.21,228.3,228.37,228.43,228.51,228.56,228.61,228.73000000000002,27.52,27.14,26.96,26.76,26.57,26.38,26.2,26.01,25.64,N/A,N/A -2012,8,20,4,30,101170,100020,98910,80.15,0,2.59,2.69,2.7,2.7,2.7,2.69,2.69,2.68,2.66,224.99,225.26,225.39000000000001,225.52,225.63,225.75,225.86,225.97,226.20000000000002,27.72,27.35,27.17,26.97,26.78,26.580000000000002,26.39,26.2,25.82,N/A,N/A -2012,8,20,5,30,101190,100050,98940,77.35000000000001,0,2.67,2.77,2.7800000000000002,2.77,2.7600000000000002,2.75,2.74,2.72,2.69,249.29,249.36,249.41,249.46,249.51000000000002,249.56,249.61,249.64000000000001,249.76000000000002,27.900000000000002,27.54,27.36,27.16,26.97,26.78,26.59,26.400000000000002,26.02,N/A,N/A -2012,8,20,6,30,101210,100060,98960,75.46000000000001,0,2.74,2.85,2.86,2.86,2.86,2.85,2.85,2.84,2.82,248.12,248.35,248.39000000000001,248.44,248.49,248.53,248.6,248.66,248.77,28.04,27.69,27.51,27.310000000000002,27.12,26.93,26.73,26.55,26.17,N/A,N/A -2012,8,20,7,30,101260,100110,99010,75.26,0,2.58,2.68,2.69,2.69,2.68,2.67,2.66,2.66,2.63,237.22,237.14000000000001,237.07,237,236.92000000000002,236.83,236.74,236.65,236.46,28.080000000000002,27.73,27.560000000000002,27.36,27.17,26.97,26.78,26.59,26.21,N/A,N/A -2012,8,20,8,30,101260,100110,99010,75.86,0,2.66,2.7600000000000002,2.77,2.77,2.77,2.7600000000000002,2.7600000000000002,2.75,2.73,250.79,250.86,250.85,250.85,250.85,250.85,250.85,250.85,250.86,28.04,27.68,27.51,27.3,27.11,26.92,26.73,26.54,26.16,N/A,N/A -2012,8,20,9,30,101280,100130,99020,79.5,0,3.17,3.33,3.36,3.37,3.38,3.38,3.38,3.38,3.37,258.42,258.54,258.59000000000003,258.64,258.69,258.75,258.8,258.85,258.97,27.96,27.59,27.42,27.21,27.03,26.830000000000002,26.64,26.45,26.07,N/A,N/A -2012,8,20,10,30,101280,100140,99030,80.95,0,3.48,3.66,3.69,3.7,3.7,3.7,3.7,3.69,3.68,263.88,264.18,264.26,264.36,264.45,264.54,264.63,264.72,264.91,27.88,27.5,27.330000000000002,27.12,26.93,26.740000000000002,26.54,26.35,25.97,N/A,N/A -2012,8,20,11,30,101280,100130,99020,84.35000000000001,0,4.82,5.04,5.05,5.04,5.01,4.98,4.95,4.91,4.83,293.74,293.37,293.14,292.92,292.71,292.51,292.32,292.13,291.75,27.580000000000002,27.19,27.01,26.810000000000002,26.63,26.44,26.25,26.07,25.7,N/A,N/A -2012,8,20,12,30,101300,100150,99040,79.5,0,4.65,4.86,4.87,4.8500000000000005,4.83,4.8,4.7700000000000005,4.73,4.66,310.76,310.94,311.08,311.21,311.36,311.52,311.69,311.85,312.28000000000003,27.46,27.07,26.89,26.69,26.5,26.310000000000002,26.12,25.94,25.57,N/A,N/A -2012,8,20,13,30,101320,100170,99060,79.5,0,4.73,4.96,4.98,4.98,4.97,4.96,4.94,4.92,4.87,312.72,313.64,314.19,314.75,315.26,315.76,316.27,316.76,317.79,27.310000000000002,26.91,26.73,26.52,26.330000000000002,26.14,25.95,25.76,25.39,N/A,N/A -2012,8,20,14,30,101380,100230,99120,83.21000000000001,0,3.93,4.12,4.15,4.16,4.16,4.16,4.16,4.15,4.14,314.94,315.83,316.38,316.92,317.40000000000003,317.86,318.33,318.79,319.72,27.19,26.79,26.6,26.400000000000002,26.2,26.01,25.82,25.63,25.25,N/A,N/A -2012,8,20,15,30,101370,100220,99110,82.95,0,4.07,4.28,4.32,4.33,4.34,4.3500000000000005,4.3500000000000005,4.3500000000000005,4.3500000000000005,310.36,311.61,312.36,313.11,313.8,314.48,315.17,315.83,317.23,27.39,26.990000000000002,26.810000000000002,26.61,26.42,26.23,26.03,25.84,25.47,N/A,N/A -2012,8,20,16,30,101390,100240,99130,75.98,0,3.45,3.61,3.64,3.66,3.66,3.67,3.67,3.67,3.67,343.56,342.73,342.26,341.8,341.39,340.99,340.62,340.27,339.6,28,27.62,27.44,27.240000000000002,27.05,26.85,26.66,26.47,26.09,N/A,N/A -2012,8,20,17,30,101360,100210,99100,72.93,0,2.95,3.12,3.16,3.19,3.21,3.23,3.25,3.27,3.3000000000000003,315.59000000000003,316.18,316.56,316.93,317.25,317.56,317.89,318.2,318.83,28.35,27.990000000000002,27.82,27.61,27.42,27.23,27.04,26.85,26.47,N/A,N/A -2012,8,20,18,30,101320,100170,99060,70.4,0,2.64,2.84,2.9,2.96,3.02,3.08,3.15,3.21,3.39,292.26,294.16,295.40000000000003,296.61,297.71,298.83,299.98,301.11,303.63,28.84,28.5,28.330000000000002,28.14,27.96,27.77,27.580000000000002,27.41,27.05,N/A,N/A -2012,8,20,19,30,101300,100160,99050,70.03,0,2.7600000000000002,2.7800000000000002,2.73,2.67,2.62,2.58,2.54,2.5,2.45,219.96,223.5,226.02,228.88,231.49,234.20000000000002,236.95000000000002,239.63,245.27,29.29,28.97,28.810000000000002,28.62,28.44,28.26,28.07,27.900000000000002,27.54,N/A,N/A -2012,8,20,20,30,101240,100100,98990,72.49,0,3.41,3.49,3.45,3.39,3.3200000000000003,3.25,3.16,3.0700000000000003,2.82,181.8,181.84,181.88,181.91,181.91,181.91,181.92000000000002,181.93,182.23,29.13,28.79,28.62,28.44,28.26,28.09,27.92,27.75,27.46,N/A,N/A -2012,8,20,21,30,101200,100060,98950,78.37,0,4.54,4.75,4.76,4.72,4.67,4.61,4.5600000000000005,4.5,4.26,191.28,191.72,192.02,192.4,192.79,193.24,193.74,194.26,195.6,28.810000000000002,28.46,28.3,28.1,27.91,27.73,27.54,27.36,26.990000000000002,N/A,N/A -2012,8,20,22,30,101170,100030,98930,77.02,0,5.26,5.57,5.59,5.57,5.54,5.5,5.44,5.38,5.22,185.61,185.79,185.92000000000002,186.09,186.26,186.44,186.67000000000002,186.9,187.51,29.060000000000002,28.73,28.57,28.37,28.19,28.01,27.82,27.64,27.27,N/A,N/A -2012,8,20,23,30,101160,100020,98910,77.10000000000001,0,5.73,6.12,6.18,6.19,6.18,6.17,6.140000000000001,6.11,6.04,201.8,201.79,201.83,201.86,201.88,201.9,201.92000000000002,201.95000000000002,202.02,28.990000000000002,28.66,28.5,28.3,28.11,27.93,27.740000000000002,27.55,27.18,N/A,N/A -2012,8,21,0,30,101160,100020,98920,76.04,0,5.48,5.86,5.93,5.95,5.96,5.96,5.95,5.94,5.91,200.26,200.47,200.58,200.67000000000002,200.74,200.81,200.87,200.92000000000002,201.02,28.93,28.6,28.43,28.23,28.04,27.85,27.66,27.47,27.09,N/A,N/A -2012,8,21,1,30,101170,100030,98930,74.54,0,4.6000000000000005,4.89,4.93,4.95,4.96,4.95,4.95,4.94,4.91,204.42000000000002,204.3,204.25,204.20000000000002,204.16,204.12,204.07,204.03,203.95000000000002,28.98,28.650000000000002,28.48,28.28,28.1,27.900000000000002,27.71,27.53,27.150000000000002,N/A,N/A -2012,8,21,2,30,101210,100070,98960,72.66,0,2.81,2.95,2.98,2.98,2.99,2.98,2.98,2.98,2.96,204.4,204.32,204.24,204.14000000000001,204.06,203.96,203.85,203.74,203.49,29,28.69,28.52,28.32,28.14,27.95,27.76,27.580000000000002,27.21,N/A,N/A -2012,8,21,3,30,101220,100080,98970,72.3,0,2.43,2.52,2.52,2.5100000000000002,2.5,2.49,2.48,2.46,2.43,242.72,242.28,241.98000000000002,241.67000000000002,241.39000000000001,241.1,240.79,240.5,239.86,28.990000000000002,28.68,28.51,28.310000000000002,28.13,27.94,27.75,27.57,27.19,N/A,N/A -2012,8,21,4,30,101220,100070,98970,73.46000000000001,0,1.67,1.7,1.7,1.68,1.67,1.6500000000000001,1.6400000000000001,1.62,1.58,292.24,292.87,293.03000000000003,293.24,293.46,293.71,293.98,294.25,294.95,28.85,28.53,28.37,28.17,27.98,27.8,27.61,27.42,27.05,N/A,N/A -2012,8,21,5,30,101240,100100,99000,74.04,0,1.27,1.31,1.31,1.31,1.31,1.3,1.29,1.29,1.27,349.47,350.97,351.66,352.38,353.05,353.72,354.45,355.17,356.84000000000003,28.8,28.48,28.310000000000002,28.11,27.93,27.740000000000002,27.55,27.36,26.990000000000002,N/A,N/A -2012,8,21,6,30,101280,100140,99030,69.16,0,2.5100000000000002,2.61,2.61,2.59,2.58,2.56,2.5500000000000003,2.5300000000000002,2.5,49.36,50.07,50.47,50.9,51.27,51.63,51.980000000000004,52.31,53.03,29.01,28.69,28.52,28.32,28.13,27.94,27.75,27.560000000000002,27.18,N/A,N/A -2012,8,21,7,30,101300,100160,99050,70.8,0,2.23,2.35,2.37,2.4,2.41,2.43,2.44,2.46,2.49,40.43,40.42,40.5,40.59,40.68,40.78,40.86,40.95,41.18,28.78,28.45,28.28,28.080000000000002,27.900000000000002,27.71,27.51,27.330000000000002,26.95,N/A,N/A -2012,8,21,8,30,101310,100160,99050,66.84,0,3.5700000000000003,3.73,3.74,3.73,3.71,3.7,3.68,3.66,3.61,54.97,55.39,55.63,55.85,56.04,56.21,56.38,56.550000000000004,56.86,28.85,28.51,28.35,28.150000000000002,27.96,27.77,27.57,27.39,27,N/A,N/A -2012,8,21,9,30,101340,100190,99080,67.98,0,3.24,3.42,3.45,3.46,3.47,3.47,3.47,3.47,3.46,60.39,60.76,60.9,61.04,61.160000000000004,61.27,61.370000000000005,61.47,61.660000000000004,28.8,28.47,28.3,28.1,27.91,27.72,27.52,27.330000000000002,26.95,N/A,N/A -2012,8,21,10,30,101370,100220,99120,66.52,0,2.71,2.84,2.85,2.85,2.85,2.85,2.85,2.85,2.84,71.33,70.51,70.03,69.55,69.13,68.74,68.35000000000001,67.97,67.22,28.810000000000002,28.490000000000002,28.32,28.12,27.93,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,8,21,11,30,101380,100230,99130,68.92,0,3.65,3.7800000000000002,3.7600000000000002,3.73,3.7,3.66,3.63,3.59,3.52,74.82000000000001,75.15,75.45,75.74,76.02,76.3,76.57000000000001,76.84,77.41,28.7,28.37,28.2,28.01,27.82,27.64,27.45,27.26,26.89,N/A,N/A -2012,8,21,12,30,101410,100260,99150,68.88,0,3.12,3.2800000000000002,3.31,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,75.01,74.98,74.96000000000001,74.92,74.89,74.84,74.79,74.74,74.64,28.54,28.19,28.02,27.82,27.63,27.44,27.25,27.060000000000002,26.68,N/A,N/A -2012,8,21,13,30,101440,100300,99190,72.76,0,4.24,4.45,4.48,4.49,4.49,4.48,4.47,4.46,4.42,86.64,86.75,86.81,86.87,86.92,86.96000000000001,87,87.04,87.14,28.44,28.09,27.91,27.71,27.52,27.330000000000002,27.14,26.95,26.57,N/A,N/A -2012,8,21,14,30,101490,100350,99230,69.12,0,2.95,3.14,3.19,3.23,3.25,3.27,3.29,3.31,3.34,91.33,92.66,93.4,94.12,94.75,95.33,95.89,96.4,97.37,28.57,28.240000000000002,28.07,27.87,27.69,27.5,27.310000000000002,27.13,26.76,N/A,N/A -2012,8,21,15,30,101500,100350,99240,73.54,0,4.51,4.79,4.8500000000000005,4.88,4.9,4.92,4.93,4.94,4.94,83.69,83.96000000000001,84.05,84.14,84.22,84.29,84.37,84.44,84.58,28.44,28.080000000000002,27.91,27.71,27.52,27.32,27.13,26.94,26.560000000000002,N/A,N/A -2012,8,21,16,30,101520,100370,99260,74.66,0,3.95,4.16,4.19,4.2,4.21,4.21,4.2,4.2,4.18,64.36,64.76,65.11,65.44,65.73,66,66.25,66.49,66.93,28.41,28.05,27.87,27.67,27.48,27.28,27.09,26.900000000000002,26.52,N/A,N/A -2012,8,21,17,30,101520,100380,99270,74.49,0,4.63,4.87,4.9,4.9,4.9,4.89,4.88,4.86,4.83,61.42,61.63,61.71,61.79,61.86,61.93,62,62.06,62.17,28.34,27.97,27.79,27.580000000000002,27.39,27.19,27,26.810000000000002,26.42,N/A,N/A -2012,8,21,18,30,101530,100390,99270,77.08,0,5.79,6.140000000000001,6.2,6.21,6.21,6.2,6.18,6.16,6.1000000000000005,78.14,78.3,78.32000000000001,78.35000000000001,78.38,78.41,78.43,78.46000000000001,78.52,28.18,27.79,27.61,27.400000000000002,27.21,27.02,26.82,26.63,26.25,N/A,N/A -2012,8,21,19,30,101510,100370,99250,74.67,0,6.25,6.61,6.66,6.66,6.63,6.6000000000000005,6.55,6.5,6.37,100.60000000000001,100.54,100.51,100.46000000000001,100.43,100.39,100.35000000000001,100.31,100.21000000000001,28.17,27.79,27.61,27.41,27.23,27.04,26.85,26.67,26.3,N/A,N/A -2012,8,21,20,30,101500,100350,99240,73.4,0,5.7700000000000005,6.07,6.09,6.0600000000000005,6.0200000000000005,5.98,5.92,5.86,5.72,107.72,107.3,107.02,106.72,106.43,106.14,105.84,105.54,104.88,28.22,27.85,27.68,27.48,27.3,27.11,26.92,26.740000000000002,26.38,N/A,N/A -2012,8,21,21,30,101470,100330,99220,67.48,0,4.7,4.97,5.01,5.01,5,4.99,4.97,4.95,4.9,114.03,113.81,113.60000000000001,113.39,113.19,113,112.8,112.61,112.2,28.52,28.18,28.01,27.82,27.63,27.45,27.26,27.080000000000002,26.71,N/A,N/A -2012,8,21,22,30,101470,100330,99210,66.34,0,4.9,5.21,5.25,5.2700000000000005,5.28,5.28,5.2700000000000005,5.26,5.24,119.71000000000001,119.62,119.48,119.32000000000001,119.17,119.01,118.85000000000001,118.69,118.35000000000001,28.7,28.36,28.19,27.990000000000002,27.8,27.62,27.43,27.240000000000002,26.87,N/A,N/A -2012,8,21,23,30,101470,100330,99210,68.96000000000001,0,4.05,4.3100000000000005,4.38,4.41,4.44,4.47,4.49,4.5,4.54,116.54,116.23,116.03,115.84,115.67,115.49000000000001,115.32000000000001,115.16,114.81,28.61,28.27,28.1,27.900000000000002,27.72,27.53,27.34,27.16,26.79,N/A,N/A -2012,8,22,0,30,101450,100310,99200,71.24,0,3.92,4.15,4.19,4.21,4.22,4.23,4.23,4.23,4.23,122,121.53,121.29,121.03,120.79,120.54,120.27,120,119.41,28.6,28.26,28.09,27.900000000000002,27.71,27.52,27.330000000000002,27.150000000000002,26.78,N/A,N/A -2012,8,22,1,30,101440,100300,99190,73.98,0,4.54,4.83,4.89,4.91,4.93,4.93,4.94,4.94,4.93,123.49000000000001,123.35000000000001,123.24000000000001,123.11,122.99000000000001,122.87,122.74000000000001,122.61,122.32000000000001,28.560000000000002,28.21,28.04,27.830000000000002,27.650000000000002,27.45,27.26,27.07,26.7,N/A,N/A -2012,8,22,2,30,101460,100320,99210,73.81,0,4.84,5.18,5.25,5.29,5.32,5.33,5.3500000000000005,5.36,5.37,123.23,123.31,123.41,123.5,123.58,123.65,123.73,123.8,123.92,28.59,28.240000000000002,28.060000000000002,27.86,27.67,27.48,27.28,27.1,26.72,N/A,N/A -2012,8,22,3,30,101490,100350,99240,70.26,0,4.3500000000000005,4.64,4.71,4.75,4.7700000000000005,4.79,4.8100000000000005,4.82,4.8500000000000005,118.47,118.46000000000001,118.45,118.41,118.38,118.35000000000001,118.3,118.27,118.16,28.82,28.48,28.310000000000002,28.11,27.93,27.740000000000002,27.54,27.36,26.98,N/A,N/A -2012,8,22,4,30,101480,100340,99230,69.02,0,3.72,3.96,4.01,4.04,4.0600000000000005,4.08,4.09,4.1,4.13,103.53,103.39,103.35000000000001,103.3,103.25,103.19,103.13,103.07000000000001,102.95,28.900000000000002,28.57,28.400000000000002,28.2,28.02,27.830000000000002,27.63,27.45,27.07,N/A,N/A -2012,8,22,5,30,101500,100350,99240,69.41,0,4.5,4.8100000000000005,4.87,4.9,4.93,4.94,4.96,4.97,4.98,102.35000000000001,101.79,101.47,101.17,100.9,100.64,100.39,100.15,99.68,28.91,28.580000000000002,28.400000000000002,28.21,28.02,27.830000000000002,27.63,27.45,27.060000000000002,N/A,N/A -2012,8,22,6,30,101520,100380,99270,68.38,0,5.04,5.4,5.48,5.5200000000000005,5.55,5.57,5.59,5.6000000000000005,5.62,100.76,100.62,100.56,100.5,100.43,100.36,100.3,100.24000000000001,100.12,28.990000000000002,28.66,28.48,28.28,28.1,27.900000000000002,27.71,27.52,27.14,N/A,N/A -2012,8,22,7,30,101550,100400,99290,64.6,0,4.64,4.97,5.04,5.09,5.12,5.14,5.16,5.17,5.19,98.93,99.37,99.56,99.74000000000001,99.89,100.03,100.17,100.3,100.53,29.2,28.88,28.71,28.51,28.32,28.13,27.93,27.75,27.36,N/A,N/A -2012,8,22,8,30,101560,100410,99300,65.41,0,5.13,5.51,5.58,5.62,5.65,5.67,5.68,5.69,5.71,109.48,109.5,109.49000000000001,109.49000000000001,109.5,109.51,109.52,109.54,109.56,29.150000000000002,28.82,28.66,28.46,28.26,28.080000000000002,27.88,27.69,27.310000000000002,N/A,N/A -2012,8,22,9,30,101560,100410,99300,67.34,0,4.64,4.95,5.01,5.04,5.0600000000000005,5.08,5.09,5.09,5.1000000000000005,98.96000000000001,99.13,99.24000000000001,99.32000000000001,99.4,99.46000000000001,99.52,99.57000000000001,99.64,29.04,28.71,28.54,28.330000000000002,28.150000000000002,27.95,27.76,27.57,27.19,N/A,N/A -2012,8,22,10,30,101560,100410,99300,82.32000000000001,0,6.74,7.08,7.07,7.01,6.94,6.86,6.7700000000000005,6.68,6.5,71.29,72.5,73.39,74.4,75.35000000000001,76.33,77.35000000000001,78.34,80.56,27.89,27.5,27.34,27.150000000000002,26.98,26.810000000000002,26.63,26.47,26.13,N/A,N/A -2012,8,22,11,30,101570,100420,99310,86.89,0,8.35,8.97,9.11,9.16,9.19,9.200000000000001,9.200000000000001,9.18,9.14,56.84,57.1,57.32,57.54,57.75,57.94,58.160000000000004,58.370000000000005,58.84,27.35,26.900000000000002,26.7,26.490000000000002,26.3,26.1,25.91,25.72,25.34,N/A,N/A -2012,8,22,12,30,101620,100470,99350,87.43,53.1,6.63,7.07,7.17,7.21,7.24,7.25,7.26,7.26,7.25,65.75,66.51,66.91,67.28,67.61,67.91,68.21000000000001,68.48,69.02,27.02,26.580000000000002,26.39,26.19,26,25.810000000000002,25.62,25.45,25.080000000000002,N/A,N/A -2012,8,22,13,30,101680,100510,99380,92.46000000000001,14.3,8.3,8.75,8.84,8.86,8.870000000000001,8.870000000000001,8.85,8.83,8.74,192.61,191.65,191.23000000000002,190.77,190.31,189.87,189.38,188.93,187.83,24.54,23.98,23.78,23.59,23.41,23.240000000000002,23.07,22.91,22.59,N/A,N/A -2012,8,22,14,30,101670,100500,99370,89.62,1.5,9.96,10.58,10.66,10.65,10.620000000000001,10.57,10.49,10.42,10.22,189.84,189.6,189.64000000000001,189.70000000000002,189.78,189.87,189.98,190.08,190.31,24.25,23.64,23.43,23.23,23.05,22.89,22.72,22.57,22.3,N/A,N/A -2012,8,22,15,30,101730,100560,99430,84.54,0.4,3.2800000000000002,3.35,3.34,3.31,3.2800000000000002,3.25,3.21,3.18,3.1,155.74,153.75,153.33,152.82,152.21,151.56,150.72,149.92000000000002,147.45000000000002,25.060000000000002,24.61,24.42,24.23,24.05,23.88,23.71,23.55,23.26,N/A,N/A -2012,8,22,16,30,101720,100550,99420,87.28,13.600000000000001,4.17,4.38,4.42,4.47,4.5600000000000005,4.68,5.04,5.47,6.49,36.11,38.79,40.93,43.52,46.62,50.04,55.59,61.74,68.68,24.77,24.330000000000002,24.16,24,23.87,23.75,23.71,23.69,24.05,N/A,N/A -2012,8,22,17,30,101650,100500,99380,73.62,0,2.3000000000000003,2.37,2.38,2.42,2.5500000000000003,2.79,3.15,3.5700000000000003,4.19,51.57,53.03,54.230000000000004,56.11,58.88,62.79,65.65,68.05,69.47,26.69,26.35,26.23,26.12,26.11,26.18,26.3,26.42,26.29,N/A,N/A -2012,8,22,18,30,101680,100530,99410,74.99,0,5.09,5.33,5.33,5.3100000000000005,5.28,5.24,5.2,5.16,5.07,117.68,117.11,116.77,116.4,116.04,115.68,115.29,114.92,114.11,27.25,26.84,26.650000000000002,26.45,26.26,26.060000000000002,25.87,25.69,25.310000000000002,N/A,N/A -2012,8,22,19,30,101700,100550,99430,84.34,0,5.62,5.96,6.01,6.03,6.03,6.03,6.0200000000000005,6,5.96,150.8,151.18,151.41,151.63,151.83,152.03,152.21,152.37,152.72,26.830000000000002,26.38,26.18,25.97,25.77,25.57,25.37,25.18,24.79,N/A,N/A -2012,8,22,20,30,101640,100480,99370,77.18,0,4.79,5.1000000000000005,5.15,5.18,5.2,5.21,5.21,5.22,5.22,132.48,132.59,132.71,132.82,132.91,133,133.09,133.16,133.32,27.330000000000002,26.92,26.73,26.52,26.32,26.13,25.93,25.740000000000002,25.35,N/A,N/A -2012,8,22,21,30,101590,100430,99320,77.16,0,4.68,4.97,5.03,5.0600000000000005,5.08,5.09,5.1000000000000005,5.1000000000000005,5.11,119.48,119.83,120.07000000000001,120.29,120.47,120.65,120.82000000000001,120.97,121.29,27.5,27.1,26.91,26.7,26.51,26.310000000000002,26.12,25.93,25.55,N/A,N/A -2012,8,22,22,30,101560,100410,99290,77.92,0,3.97,4.19,4.24,4.2700000000000005,4.29,4.3,4.3100000000000005,4.32,4.34,112.23,112.11,112.05,111.97,111.89,111.83,111.76,111.68,111.54,27.5,27.1,26.92,26.71,26.52,26.330000000000002,26.14,25.95,25.57,N/A,N/A -2012,8,22,23,30,101540,100390,99280,80.31,0,4.45,4.68,4.7,4.7,4.69,4.68,4.67,4.66,4.63,115.51,114.76,114.25,113.74000000000001,113.27,112.81,112.34,111.9,111.01,27.39,26.990000000000002,26.8,26.6,26.400000000000002,26.21,26.01,25.830000000000002,25.44,N/A,N/A -2012,8,23,0,30,101530,100380,99260,79.3,0,4.29,4.54,4.59,4.61,4.63,4.64,4.64,4.65,4.66,124.43,124.34,124.25,124.14,124.03,123.92,123.8,123.69,123.44,27.32,26.92,26.73,26.53,26.330000000000002,26.14,25.95,25.76,25.37,N/A,N/A -2012,8,23,1,30,101510,100360,99250,80.04,0,4.88,5.2,5.2700000000000005,5.3100000000000005,5.34,5.36,5.37,5.37,5.37,120.83,121.15,121.32000000000001,121.47,121.59,121.69,121.79,121.88,122.03,27.34,26.93,26.740000000000002,26.53,26.34,26.14,25.95,25.76,25.37,N/A,N/A -2012,8,23,2,30,101510,100360,99250,77.27,0,5.84,6.21,6.28,6.32,6.34,6.3500000000000005,6.36,6.36,6.36,119.72,119.56,119.45,119.35000000000001,119.27,119.18,119.11,119.04,118.9,27.62,27.21,27.02,26.82,26.62,26.43,26.240000000000002,26.05,25.66,N/A,N/A -2012,8,23,3,30,101520,100370,99260,75.86,0,5.6000000000000005,6.01,6.1000000000000005,6.16,6.2,6.23,6.25,6.2700000000000005,6.3100000000000005,124.08,124.26,124.33,124.39,124.44,124.49000000000001,124.54,124.59,124.68,27.75,27.35,27.16,26.96,26.76,26.57,26.37,26.18,25.8,N/A,N/A -2012,8,23,4,30,101520,100370,99260,74.55,0,6.12,6.59,6.7,6.7700000000000005,6.82,6.8500000000000005,6.88,6.91,6.94,133.38,132.78,132.57,132.39000000000001,132.25,132.13,132.03,131.93,131.77,28.11,27.72,27.54,27.34,27.14,26.95,26.75,26.560000000000002,26.18,N/A,N/A -2012,8,23,5,30,101510,100360,99240,77.48,0,5.89,6.32,6.41,6.47,6.51,6.53,6.55,6.5600000000000005,6.58,131.38,131.46,131.47,131.46,131.45,131.43,131.41,131.4,131.34,27.94,27.54,27.35,27.14,26.95,26.75,26.55,26.36,25.98,N/A,N/A -2012,8,23,6,30,101540,100390,99280,75.23,0,6.05,6.48,6.57,6.61,6.640000000000001,6.66,6.67,6.67,6.68,146.17000000000002,146.28,146.33,146.38,146.42000000000002,146.45000000000002,146.49,146.52,146.58,28.02,27.64,27.45,27.25,27.060000000000002,26.86,26.67,26.48,26.09,N/A,N/A -2012,8,23,7,30,101540,100400,99280,74.61,0,5.19,5.57,5.66,5.73,5.7700000000000005,5.8100000000000005,5.84,5.87,5.92,147.01,146.76,146.70000000000002,146.64000000000001,146.58,146.53,146.48,146.44,146.35,28.19,27.810000000000002,27.63,27.43,27.240000000000002,27.05,26.85,26.66,26.28,N/A,N/A -2012,8,23,8,30,101550,100400,99290,74.88,0,4.87,5.23,5.32,5.37,5.41,5.45,5.48,5.5,5.55,147.91,148.18,148.33,148.45000000000002,148.56,148.67000000000002,148.75,148.84,149.01,28.3,27.93,27.75,27.55,27.36,27.17,26.97,26.78,26.400000000000002,N/A,N/A -2012,8,23,9,30,101540,100390,99280,77.13,0,4.0200000000000005,4.23,4.28,4.3,4.3100000000000005,4.32,4.33,4.34,4.3500000000000005,121.42,122.04,122.52,123.04,123.51,123.97,124.43,124.88000000000001,125.79,28.22,27.86,27.68,27.48,27.28,27.09,26.89,26.71,26.32,N/A,N/A -2012,8,23,10,30,101550,100400,99290,76.68,0,5.14,5.51,5.58,5.62,5.65,5.67,5.69,5.7,5.72,136.75,136.9,136.97,137.05,137.12,137.20000000000002,137.29,137.37,137.55,28.400000000000002,28.04,27.86,27.66,27.47,27.28,27.080000000000002,26.900000000000002,26.51,N/A,N/A -2012,8,23,11,30,101560,100410,99290,89.5,0,11.59,12.620000000000001,12.83,12.91,12.950000000000001,12.950000000000001,12.94,12.91,12.83,203.73000000000002,203.43,203.20000000000002,202.96,202.75,202.53,202.31,202.1,201.63,26.38,25.830000000000002,25.61,25.39,25.2,25.01,24.82,24.64,24.28,N/A,N/A -2012,8,23,12,30,101570,100420,99300,85.57000000000001,0.4,6.93,7.390000000000001,7.48,7.5200000000000005,7.54,7.54,7.54,7.5200000000000005,7.48,166.65,167.36,167.76,168.15,168.58,169.01,169.58,170.13,171.75,26.41,25.94,25.75,25.55,25.35,25.17,24.98,24.810000000000002,24.46,N/A,N/A -2012,8,23,13,30,101610,100450,99340,79.06,0,5.18,5.5,5.5600000000000005,5.6000000000000005,5.62,5.64,5.66,5.67,5.69,182.26,182.69,182.77,182.88,182.98,183.08,183.20000000000002,183.33,183.62,27.5,27.1,26.92,26.71,26.52,26.330000000000002,26.13,25.95,25.57,N/A,N/A -2012,8,23,14,30,101610,100460,99350,77.13,0,4.94,5.28,5.37,5.42,5.47,5.5,5.53,5.55,5.6000000000000005,169.44,169.89000000000001,170.21,170.49,170.73,170.95000000000002,171.16,171.36,171.73,28.13,27.75,27.580000000000002,27.37,27.18,26.990000000000002,26.79,26.6,26.22,N/A,N/A -2012,8,23,15,30,101630,100480,99370,74.71000000000001,0,5.57,5.99,6.09,6.15,6.2,6.23,6.2700000000000005,6.29,6.34,188.36,188.59,188.67000000000002,188.77,188.86,188.95000000000002,189.05,189.14000000000001,189.32,28.35,27.98,27.8,27.6,27.41,27.22,27.02,26.84,26.45,N/A,N/A -2012,8,23,16,30,101620,100470,99360,73.10000000000001,0,4.95,5.3100000000000005,5.4,5.45,5.49,5.53,5.55,5.58,5.62,184.87,185.1,185.22,185.35,185.45000000000002,185.55,185.65,185.73,185.89000000000001,28.64,28.29,28.11,27.91,27.72,27.53,27.330000000000002,27.14,26.76,N/A,N/A -2012,8,23,17,30,101630,100480,99370,77.51,0.7000000000000001,6.4,6.76,6.8100000000000005,6.83,6.83,6.83,6.83,6.82,6.82,200.92000000000002,201.69,202.01,202.28,202.51,202.70000000000002,202.87,203.01,203.17000000000002,28.03,27.650000000000002,27.47,27.28,27.1,26.91,26.73,26.55,26.2,N/A,N/A -2012,8,23,18,30,101620,100470,99360,75.51,0,6.2700000000000005,6.72,6.78,6.8100000000000005,6.82,6.82,6.8100000000000005,6.8,6.78,218.61,217.76,217.28,216.8,216.38,215.98000000000002,215.59,215.21,214.48000000000002,28.51,28.14,27.97,27.77,27.57,27.39,27.19,27,26.62,N/A,N/A -2012,8,23,19,30,101650,100500,99380,80.9,0.4,3.42,3.5,3.49,3.46,3.42,3.37,3.29,3.22,2.96,248.15,247.66,247.39000000000001,247.12,246.85,246.57,246.21,245.84,244.34,27.1,26.7,26.51,26.310000000000002,26.13,25.95,25.76,25.580000000000002,25.240000000000002,N/A,N/A -2012,8,23,20,30,101590,100430,99320,82.65,0,1.28,1.17,1.11,1.07,1.05,1.04,1.06,1.08,1.18,328.82,318.48,311.97,304.37,297.13,289.91,282.67,275.76,262.89,27.2,26.830000000000002,26.66,26.47,26.29,26.11,25.92,25.75,25.400000000000002,N/A,N/A -2012,8,23,21,30,101530,100380,99270,80,0,1.8900000000000001,2.17,2.29,2.41,2.52,2.62,2.71,2.8000000000000003,2.96,159.26,163.17000000000002,165.14000000000001,166.68,167.93,168.97,169.86,170.65,171.96,27.92,27.57,27.39,27.2,27.01,26.82,26.63,26.45,26.080000000000002,N/A,N/A -2012,8,23,22,30,101520,100370,99260,74.43,0,3.67,3.96,4.04,4.11,4.17,4.22,4.2700000000000005,4.32,4.41,169.13,168.97,168.91,168.88,168.84,168.8,168.77,168.73,168.67000000000002,28.39,28.04,27.87,27.67,27.48,27.3,27.1,26.92,26.55,N/A,N/A -2012,8,23,23,30,101470,100330,99220,71.49,0,3.5500000000000003,3.86,3.97,4.0600000000000005,4.14,4.21,4.28,4.34,4.46,175.86,175.23,174.96,174.74,174.56,174.4,174.25,174.11,173.86,28.67,28.34,28.18,27.98,27.8,27.61,27.42,27.240000000000002,26.86,N/A,N/A -2012,8,24,0,30,101440,100290,99180,61.75,0,5.22,5.61,5.66,5.69,5.71,5.72,5.72,5.72,5.72,160.03,160.11,160.20000000000002,160.25,160.27,160.3,160.31,160.31,160.3,29.13,28.82,28.650000000000002,28.45,28.27,28.080000000000002,27.88,27.7,27.32,N/A,N/A -2012,8,24,1,30,101440,100300,99190,61.95,0,6,6.55,6.66,6.73,6.78,6.8100000000000005,6.8500000000000005,6.87,6.91,159.69,159.61,159.61,159.6,159.6,159.59,159.58,159.56,159.54,29.1,28.78,28.61,28.41,28.22,28.03,27.84,27.650000000000002,27.26,N/A,N/A -2012,8,24,2,30,101430,100280,99170,66.46000000000001,0,6.8100000000000005,7.3500000000000005,7.46,7.5200000000000005,7.55,7.57,7.58,7.59,7.59,156.34,156.21,156.16,156.14000000000001,156.12,156.11,156.1,156.09,156.08,28.89,28.560000000000002,28.39,28.19,28,27.810000000000002,27.61,27.43,27.04,N/A,N/A -2012,8,24,3,30,101410,100270,99160,65.3,0,6.2,6.72,6.86,6.95,7.03,7.09,7.140000000000001,7.19,7.29,161.19,160.49,160.11,159.72,159.39000000000001,159.07,158.77,158.48,157.94,28.93,28.61,28.44,28.25,28.060000000000002,27.87,27.68,27.5,27.12,N/A,N/A -2012,8,24,4,30,101380,100240,99130,66.05,0,5.49,5.98,6.11,6.21,6.28,6.3500000000000005,6.41,6.46,6.5600000000000005,158.19,158.29,158.26,158.21,158.15,158.09,158.02,157.96,157.81,28.94,28.61,28.44,28.240000000000002,28.05,27.86,27.67,27.48,27.1,N/A,N/A -2012,8,24,5,30,101380,100240,99130,72.33,0,5.4,5.84,5.94,6.01,6.0600000000000005,6.09,6.13,6.15,6.2,163.57,163.09,162.76,162.45000000000002,162.19,161.94,161.71,161.5,161.09,28.8,28.46,28.29,28.09,27.900000000000002,27.71,27.52,27.330000000000002,26.96,N/A,N/A -2012,8,24,6,30,101380,100240,99130,80.44,0,6.78,7.34,7.46,7.53,7.58,7.61,7.63,7.65,7.67,168.66,168.58,168.54,168.5,168.46,168.43,168.39000000000001,168.35,168.28,28.330000000000002,27.96,27.78,27.57,27.38,27.19,26.990000000000002,26.810000000000002,26.42,N/A,N/A -2012,8,24,7,30,101400,100260,99150,75.81,0,5.6000000000000005,6.12,6.25,6.36,6.45,6.5200000000000005,6.58,6.640000000000001,6.75,176.03,176.38,176.64000000000001,176.9,177.12,177.32,177.51,177.68,177.99,28.66,28.32,28.150000000000002,27.96,27.77,27.59,27.400000000000002,27.22,26.85,N/A,N/A -2012,8,24,8,30,101410,100260,99160,75.91,0,6.07,6.5200000000000005,6.63,6.69,6.74,6.78,6.8100000000000005,6.83,6.88,192.02,192.57,192.85,193.12,193.37,193.59,193.81,194.02,194.43,28.64,28.29,28.12,27.92,27.73,27.54,27.35,27.16,26.78,N/A,N/A -2012,8,24,9,30,101420,100270,99160,76.99,0,6.5,6.99,7.1000000000000005,7.15,7.18,7.2,7.21,7.21,7.2,211.31,210.52,209.97,209.43,208.97,208.53,208.11,207.72,206.98000000000002,28.69,28.35,28.17,27.97,27.78,27.580000000000002,27.39,27.2,26.810000000000002,N/A,N/A -2012,8,24,10,30,101410,100270,99160,74.97,0,6.93,7.57,7.71,7.79,7.8500000000000005,7.88,7.91,7.930000000000001,7.94,199.58,199.26,199.14000000000001,199.05,198.98000000000002,198.92000000000002,198.88,198.83,198.76,28.95,28.62,28.45,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.1,N/A,N/A -2012,8,24,11,30,101430,100290,99180,73.41,0,6.26,6.8,6.94,7.0200000000000005,7.08,7.13,7.17,7.2,7.25,198.59,198.51,198.55,198.6,198.65,198.70000000000002,198.75,198.81,198.92000000000002,28.97,28.650000000000002,28.48,28.28,28.1,27.900000000000002,27.71,27.53,27.150000000000002,N/A,N/A -2012,8,24,12,30,101420,100270,99170,74.65,0,5.61,6.05,6.16,6.22,6.2700000000000005,6.3,6.33,6.3500000000000005,6.38,206.37,206.13,206.03,205.92000000000002,205.83,205.74,205.65,205.57,205.41,28.84,28.5,28.330000000000002,28.13,27.94,27.75,27.55,27.36,26.98,N/A,N/A -2012,8,24,13,30,101420,100280,99170,76.3,0,5.2700000000000005,5.69,5.79,5.8500000000000005,5.9,5.93,5.96,5.98,6.01,211.24,211.37,211.42000000000002,211.47,211.52,211.57,211.63,211.69,211.81,28.77,28.43,28.26,28.060000000000002,27.87,27.68,27.490000000000002,27.3,26.92,N/A,N/A -2012,8,24,14,30,101470,100320,99220,75.15,0,5.07,5.42,5.47,5.5,5.51,5.51,5.5,5.49,5.47,214.16,214.16,214.27,214.38,214.47,214.55,214.64000000000001,214.71,214.86,28.79,28.45,28.29,28.080000000000002,27.900000000000002,27.7,27.51,27.32,26.94,N/A,N/A -2012,8,24,15,30,101450,100310,99200,70.08,0,5.1000000000000005,5.43,5.5,5.53,5.55,5.5600000000000005,5.58,5.58,5.6000000000000005,234.08,233.74,233.52,233.31,233.13,232.96,232.79,232.63,232.33,28.990000000000002,28.67,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.560000000000002,27.18,N/A,N/A -2012,8,24,16,30,101460,100320,99210,74.06,0,3.17,3.36,3.4,3.42,3.44,3.46,3.47,3.49,3.5100000000000002,221.4,220.94,220.6,220.27,219.96,219.65,219.35,219.08,218.51,28.77,28.43,28.25,28.05,27.86,27.68,27.48,27.29,26.91,N/A,N/A -2012,8,24,17,30,101450,100310,99200,73.47,0,3.12,3.31,3.36,3.39,3.42,3.44,3.46,3.47,3.5,198.54,198.72,198.78,198.84,198.9,198.96,199.02,199.08,199.22,28.84,28.5,28.330000000000002,28.13,27.94,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,8,24,18,30,101490,100340,99220,83.93,0,11.09,12.13,12.32,12.4,12.43,12.43,12.4,12.370000000000001,12.25,164.44,164.68,164.70000000000002,164.71,164.72,164.74,164.76,164.77,164.82,27.36,26.89,26.68,26.47,26.27,26.080000000000002,25.88,25.7,25.330000000000002,N/A,N/A -2012,8,24,19,30,101450,100290,99170,87.06,0,9.91,10.67,10.8,10.83,10.83,10.81,10.76,10.71,10.55,173.06,173.56,173.83,174.12,174.41,174.70000000000002,175.06,175.4,176.34,26.57,26.080000000000002,25.88,25.68,25.490000000000002,25.310000000000002,25.13,24.96,24.64,N/A,N/A -2012,8,24,20,30,101420,100270,99160,77.05,0,8.75,9.46,9.620000000000001,9.700000000000001,9.76,9.790000000000001,9.82,9.84,9.870000000000001,187.31,187.48,187.59,187.72,187.85,187.99,188.16,188.33,188.78,27.42,26.990000000000002,26.810000000000002,26.61,26.43,26.25,26.060000000000002,25.89,25.55,N/A,N/A -2012,8,24,21,30,101390,100240,99120,83.03,0,7.78,8.39,8.52,8.59,8.64,8.67,8.69,8.71,8.73,179.75,180.05,180.27,180.49,180.71,180.93,181.15,181.36,181.86,27.29,26.85,26.66,26.45,26.26,26.060000000000002,25.87,25.68,25.3,N/A,N/A -2012,8,24,22,30,101390,100240,99130,77.34,0,8.6,9.32,9.48,9.56,9.620000000000001,9.66,9.68,9.700000000000001,9.71,194.70000000000002,194.65,194.59,194.53,194.47,194.43,194.37,194.32,194.19,27.96,27.560000000000002,27.38,27.18,26.98,26.79,26.6,26.41,26.03,N/A,N/A -2012,8,24,23,30,101350,100210,99100,72.91,0,6.49,6.99,7.1000000000000005,7.16,7.2,7.23,7.26,7.28,7.3100000000000005,184.79,184.67000000000002,184.64000000000001,184.59,184.55,184.51,184.47,184.42000000000002,184.31,28.35,27.990000000000002,27.82,27.62,27.43,27.240000000000002,27.05,26.87,26.490000000000002,N/A,N/A -2012,8,25,0,30,101310,100170,99060,71.49,0,6.5600000000000005,7.1000000000000005,7.21,7.28,7.32,7.3500000000000005,7.38,7.4,7.43,172.97,173,173.06,173.11,173.16,173.19,173.24,173.28,173.35,28.52,28.17,27.990000000000002,27.79,27.6,27.41,27.21,27.03,26.64,N/A,N/A -2012,8,25,1,30,101270,100130,99020,76.45,0,6.24,6.75,6.87,6.94,6.99,7.03,7.07,7.1000000000000005,7.15,157.76,157.71,157.71,157.71,157.70000000000002,157.69,157.67000000000002,157.66,157.64000000000001,28.43,28.060000000000002,27.89,27.68,27.490000000000002,27.3,27.1,26.92,26.53,N/A,N/A -2012,8,25,2,30,101280,100140,99030,81.33,0,6.99,7.5600000000000005,7.68,7.74,7.78,7.8100000000000005,7.83,7.8500000000000005,7.86,150.28,150.93,151.31,151.67000000000002,152,152.31,152.62,152.91,153.49,28.25,27.88,27.7,27.5,27.310000000000002,27.11,26.92,26.73,26.35,N/A,N/A -2012,8,25,3,30,101270,100130,99020,80.71000000000001,0,7.390000000000001,8.03,8.17,8.26,8.31,8.36,8.38,8.41,8.44,155.5,155.57,155.62,155.67000000000002,155.72,155.77,155.82,155.87,155.97,28.310000000000002,27.93,27.75,27.55,27.36,27.17,26.97,26.78,26.400000000000002,N/A,N/A -2012,8,25,4,30,101290,100150,99040,78.93,0,7.11,7.74,7.92,8.040000000000001,8.13,8.21,8.28,8.34,8.46,151.84,152.51,152.78,153.03,153.25,153.46,153.65,153.84,154.19,28.55,28.21,28.04,27.84,27.66,27.47,27.28,27.1,26.73,N/A,N/A -2012,8,25,5,30,101280,100140,99040,75.63,0,8.21,9.02,9.22,9.34,9.43,9.5,9.55,9.59,9.66,157.46,157.97,158.15,158.29,158.4,158.49,158.57,158.63,158.72,29.05,28.73,28.57,28.37,28.19,28,27.8,27.62,27.240000000000002,N/A,N/A -2012,8,25,6,30,101260,100120,99010,75.67,0,7.04,7.8,7.99,8.11,8.21,8.290000000000001,8.35,8.4,8.49,162.13,162.29,162.4,162.52,162.62,162.72,162.82,162.9,163.08,29.1,28.8,28.63,28.44,28.26,28.07,27.88,27.69,27.310000000000002,N/A,N/A -2012,8,25,7,30,101300,100160,99050,79.4,0,8.42,9.17,9.35,9.450000000000001,9.52,9.57,9.61,9.65,9.72,161.32,161.47,161.53,161.6,161.69,161.76,161.86,161.95000000000002,162.17000000000002,28.44,28.1,27.93,27.740000000000002,27.560000000000002,27.38,27.19,27.02,26.67,N/A,N/A -2012,8,25,8,30,101320,100170,99060,83.19,0,8.46,9.27,9.46,9.57,9.64,9.700000000000001,9.73,9.76,9.8,170.34,170.51,170.58,170.66,170.71,170.76,170.81,170.86,170.95000000000002,28.28,27.92,27.740000000000002,27.54,27.35,27.150000000000002,26.96,26.78,26.39,N/A,N/A -2012,8,25,9,30,101340,100200,99090,83.29,0,8.13,8.870000000000001,9.040000000000001,9.14,9.200000000000001,9.24,9.27,9.290000000000001,9.31,167.79,168.18,168.39000000000001,168.59,168.77,168.94,169.1,169.25,169.55,28.51,28.16,27.990000000000002,27.79,27.6,27.400000000000002,27.21,27.02,26.64,N/A,N/A -2012,8,25,10,30,101320,100180,99070,83.25,0,6.46,7,7.12,7.19,7.24,7.28,7.3,7.33,7.37,170.18,170.39000000000001,170.5,170.6,170.68,170.75,170.83,170.9,171.06,28.44,28.09,27.92,27.72,27.54,27.35,27.16,26.97,26.6,N/A,N/A -2012,8,25,11,30,101330,100190,99080,83.28,0,8.07,8.81,8.96,9.03,9.09,9.120000000000001,9.14,9.16,9.17,160.28,160.36,160.48,160.6,160.72,160.85,160.98,161.1,161.38,28.51,28.16,27.98,27.79,27.6,27.41,27.21,27.03,26.650000000000002,N/A,N/A -2012,8,25,12,30,101360,100220,99110,78.97,0,7.5200000000000005,8.21,8.38,8.48,8.55,8.61,8.65,8.69,8.75,158.6,159.13,159.41,159.69,159.93,160.16,160.39000000000001,160.6,161.02,28.79,28.47,28.3,28.11,27.92,27.73,27.54,27.35,26.97,N/A,N/A -2012,8,25,13,30,101370,100230,99120,80.31,0,6.83,7.6000000000000005,7.8100000000000005,7.96,8.08,8.17,8.25,8.31,8.42,164.25,164.26,164.26,164.28,164.29,164.32,164.36,164.39000000000001,164.48,28.8,28.490000000000002,28.32,28.13,27.94,27.75,27.560000000000002,27.38,27,N/A,N/A -2012,8,25,14,30,101390,100250,99140,80.04,0,6.92,7.59,7.76,7.87,7.96,8.02,8.08,8.13,8.21,165.44,165.5,165.47,165.43,165.38,165.33,165.27,165.22,165.1,28.79,28.47,28.3,28.1,27.91,27.72,27.53,27.35,26.97,N/A,N/A -2012,8,25,15,30,101390,100240,99140,79.82000000000001,0,7.5200000000000005,8.24,8.4,8.5,8.57,8.620000000000001,8.66,8.69,8.73,163.03,162.96,162.93,162.91,162.89000000000001,162.88,162.88,162.88,162.87,28.900000000000002,28.580000000000002,28.41,28.21,28.03,27.84,27.64,27.46,27.080000000000002,N/A,N/A -2012,8,25,16,30,101430,100280,99180,78.47,0,7.21,7.86,8.01,8.09,8.15,8.19,8.23,8.26,8.3,159.69,159.92000000000002,160,160.08,160.14000000000001,160.19,160.23,160.28,160.36,28.98,28.66,28.490000000000002,28.3,28.11,27.92,27.73,27.54,27.17,N/A,N/A -2012,8,25,17,30,101410,100260,99160,79.2,0,7.5600000000000005,8.31,8.5,8.61,8.69,8.75,8.8,8.84,8.9,161.65,161.47,161.43,161.39000000000001,161.35,161.32,161.28,161.25,161.20000000000002,28.96,28.63,28.47,28.27,28.080000000000002,27.89,27.7,27.51,27.13,N/A,N/A -2012,8,25,18,30,101380,100240,99140,80.86,0,8,8.74,8.9,8.98,9.040000000000001,9.07,9.09,9.1,9.11,157.96,158.08,158.09,158.11,158.14000000000001,158.17000000000002,158.21,158.25,158.35,28.95,28.62,28.45,28.25,28.060000000000002,27.87,27.68,27.5,27.12,N/A,N/A -2012,8,25,19,30,101390,100250,99140,80.27,0,9.27,10.16,10.38,10.48,10.55,10.58,10.61,10.61,10.61,149.46,149.59,149.65,149.67000000000002,149.68,149.68,149.67000000000002,149.67000000000002,149.65,28.93,28.62,28.45,28.25,28.07,27.88,27.69,27.5,27.13,N/A,N/A -2012,8,25,20,30,101360,100220,99110,82.2,0,8.98,9.89,10.1,10.23,10.31,10.36,10.4,10.43,10.450000000000001,162.47,162.56,162.56,162.57,162.58,162.6,162.62,162.64000000000001,162.69,28.87,28.55,28.38,28.18,27.990000000000002,27.8,27.61,27.43,27.04,N/A,N/A -2012,8,25,21,30,101380,100240,99130,81.23,0,9.07,9.88,10.05,10.13,10.18,10.21,10.22,10.22,10.23,165.85,165.79,165.78,165.75,165.73,165.71,165.71,165.71,165.68,28.87,28.55,28.38,28.18,27.990000000000002,27.8,27.61,27.42,27.04,N/A,N/A -2012,8,25,22,30,101440,100290,99170,87.60000000000001,0,9.63,10.28,10.47,10.52,10.55,10.56,10.57,10.6,10.84,208.42000000000002,207.88,207.65,207.25,206.82,206.27,205.59,204.84,202.44,26.13,25.67,25.490000000000002,25.310000000000002,25.17,25.03,24.92,24.82,24.78,N/A,N/A -2012,8,25,23,30,101410,100260,99140,86.60000000000001,0,5.86,6.3100000000000005,6.41,6.49,6.5600000000000005,6.65,6.78,6.92,7.79,178.8,178.53,178.72,178.87,179.01,179.14000000000001,179.3,179.47,179.84,26.6,26.2,26.02,25.84,25.67,25.51,25.37,25.23,25.18,N/A,N/A -2012,8,26,0,30,101350,100200,99090,87.36,0,7.2700000000000005,7.75,7.82,7.84,7.83,7.8100000000000005,7.78,7.74,7.66,157.52,158.02,158.48,158.98,159.48,159.98,160.57,161.14000000000001,162.58,27.03,26.61,26.42,26.22,26.03,25.84,25.650000000000002,25.48,25.11,N/A,N/A -2012,8,26,1,30,101390,100240,99130,77.10000000000001,0,5.13,5.49,5.58,5.63,5.67,5.7,5.73,5.7700000000000005,5.8500000000000005,138.96,139.29,139.45000000000002,139.62,139.79,139.96,140.17000000000002,140.39000000000001,141,27.84,27.48,27.3,27.1,26.92,26.73,26.54,26.36,25.990000000000002,N/A,N/A -2012,8,26,2,30,101400,100250,99130,90.89,0,9.01,9.69,9.76,9.75,9.700000000000001,9.64,9.55,9.46,9.23,109.60000000000001,110.33,110.68,111.03,111.38,111.72,112.08,112.42,113.19,27.01,26.560000000000002,26.37,26.17,25.98,25.8,25.61,25.44,25.080000000000002,N/A,N/A -2012,8,26,3,30,101390,100240,99130,89.02,0,7.890000000000001,8.45,8.540000000000001,8.56,8.56,8.55,8.51,8.48,8.39,139.34,139.79,140.04,140.31,140.59,140.88,141.23,141.56,142.5,27.07,26.63,26.45,26.25,26.07,25.89,25.7,25.53,25.19,N/A,N/A -2012,8,26,4,30,101410,100270,99160,85.77,0,7.94,8.61,8.76,8.84,8.89,8.93,8.950000000000001,8.97,8.99,134.22,134.42000000000002,134.59,134.77,134.94,135.11,135.3,135.46,135.83,27.72,27.32,27.13,26.92,26.73,26.54,26.34,26.16,25.77,N/A,N/A -2012,8,26,5,30,101420,100270,99160,85.43,0,8.38,9.14,9.33,9.44,9.52,9.57,9.620000000000001,9.65,9.700000000000001,137.6,137.88,137.95000000000002,138.03,138.1,138.17000000000002,138.23,138.29,138.43,27.98,27.6,27.41,27.21,27.01,26.82,26.63,26.44,26.05,N/A,N/A -2012,8,26,6,30,101420,100270,99160,82.02,0,9.6,10.34,10.41,10.4,10.35,10.290000000000001,10.200000000000001,10.1,9.89,164.75,164.59,164.18,163.70000000000002,163.22,162.72,162.17000000000002,161.64000000000001,160.43,27.64,27.22,27.04,26.85,26.67,26.490000000000002,26.310000000000002,26.14,25.8,N/A,N/A -2012,8,26,7,30,101490,100340,99230,86.48,0,7.46,8.07,8.21,8.290000000000001,8.35,8.4,8.43,8.46,8.52,141.23,141.22,141.17000000000002,141.11,141.04,140.98,140.9,140.82,140.65,27.76,27.37,27.19,26.990000000000002,26.79,26.61,26.42,26.23,25.86,N/A,N/A -2012,8,26,8,30,101440,100300,99190,79.58,0,6.7700000000000005,7.32,7.44,7.51,7.55,7.58,7.6000000000000005,7.61,7.63,137.54,137.44,137.4,137.37,137.33,137.31,137.28,137.25,137.23,28.29,27.93,27.76,27.560000000000002,27.36,27.18,26.98,26.79,26.41,N/A,N/A -2012,8,26,9,30,101470,100330,99220,80.57000000000001,0,6.9,7.49,7.63,7.7,7.76,7.8,7.82,7.8500000000000005,7.87,137.23,137.37,137.46,137.54,137.61,137.68,137.76,137.82,137.96,28.39,28.04,27.86,27.66,27.47,27.28,27.080000000000002,26.89,26.51,N/A,N/A -2012,8,26,10,30,101510,100360,99260,82.52,0,6.51,7.1000000000000005,7.24,7.33,7.390000000000001,7.44,7.48,7.5,7.55,133.06,133.03,133,132.98,132.96,132.94,132.92000000000002,132.91,132.87,28.45,28.1,27.92,27.72,27.53,27.34,27.14,26.96,26.580000000000002,N/A,N/A -2012,8,26,11,30,101540,100390,99290,78.71000000000001,0,7.38,8.06,8.22,8.32,8.38,8.43,8.46,8.49,8.52,129.76,129.96,130.08,130.2,130.31,130.4,130.49,130.58,130.75,28.71,28.38,28.21,28.01,27.810000000000002,27.62,27.43,27.240000000000002,26.85,N/A,N/A -2012,8,26,12,30,101540,100390,99290,77.65,0,7.3100000000000005,7.94,8.07,8.120000000000001,8.16,8.18,8.19,8.19,8.17,133.74,134.04,134.17000000000002,134.31,134.43,134.55,134.67000000000002,134.78,135,28.7,28.37,28.2,28,27.810000000000002,27.62,27.42,27.240000000000002,26.85,N/A,N/A -2012,8,26,13,30,101620,100470,99360,71.67,0,6.0600000000000005,6.5600000000000005,6.67,6.73,6.7700000000000005,6.8,6.8100000000000005,6.83,6.8500000000000005,138.04,137.84,137.77,137.70000000000002,137.65,137.59,137.54,137.5,137.41,28.95,28.64,28.47,28.27,28.080000000000002,27.900000000000002,27.7,27.51,27.13,N/A,N/A -2012,8,26,14,30,101640,100490,99380,71.32000000000001,0,5.5600000000000005,6.0200000000000005,6.12,6.17,6.2,6.23,6.25,6.2700000000000005,6.29,141.57,141.16,140.98,140.81,140.66,140.51,140.38,140.24,139.99,28.93,28.61,28.44,28.25,28.05,27.86,27.67,27.48,27.1,N/A,N/A -2012,8,26,15,30,101690,100540,99430,73.01,0,4.7700000000000005,5.1000000000000005,5.15,5.17,5.17,5.17,5.17,5.16,5.13,130.14000000000001,130.24,130.32,130.4,130.48,130.56,130.64000000000001,130.71,130.86,28.830000000000002,28.5,28.330000000000002,28.13,27.94,27.75,27.560000000000002,27.37,26.990000000000002,N/A,N/A -2012,8,26,16,30,101690,100540,99430,67.27,0,4.54,4.78,4.8100000000000005,4.8100000000000005,4.8100000000000005,4.8,4.78,4.7700000000000005,4.74,120.37,120.52,120.7,120.88,121.02,121.16,121.3,121.42,121.64,29,28.68,28.51,28.310000000000002,28.11,27.93,27.73,27.54,27.16,N/A,N/A -2012,8,26,17,30,101680,100530,99420,69.72,0,3.5700000000000003,3.83,3.89,3.93,3.96,3.98,3.99,4.01,4.03,112.96000000000001,113.32000000000001,113.49000000000001,113.64,113.76,113.85000000000001,113.95,114.04,114.21000000000001,28.96,28.63,28.46,28.26,28.07,27.88,27.68,27.5,27.11,N/A,N/A -2012,8,26,18,30,101680,100540,99420,68.11,0,3.58,3.8000000000000003,3.84,3.86,3.88,3.89,3.9,3.9,3.91,116.06,116.21000000000001,116.35000000000001,116.49000000000001,116.60000000000001,116.72,116.82000000000001,116.91,117.12,29.04,28.71,28.54,28.34,28.150000000000002,27.96,27.76,27.57,27.19,N/A,N/A -2012,8,26,19,30,101680,100530,99420,64.57000000000001,0,2.82,3.02,3.08,3.13,3.16,3.19,3.22,3.24,3.29,117.01,117.10000000000001,117.22,117.33,117.42,117.5,117.58,117.66,117.83,29.19,28.87,28.69,28.5,28.3,28.11,27.92,27.73,27.35,N/A,N/A -2012,8,26,20,30,101620,100480,99370,71.79,0,3.91,4.21,4.28,4.33,4.37,4.41,4.44,4.46,4.51,121.22,121.37,121.5,121.63,121.77,121.89,122.02,122.14,122.39,28.94,28.59,28.42,28.22,28.03,27.84,27.64,27.45,27.07,N/A,N/A -2012,8,26,21,30,101580,100430,99320,70.38,0,3.73,4,4.0600000000000005,4.1,4.13,4.15,4.17,4.18,4.21,115.34,115.8,115.94,116.06,116.18,116.28,116.37,116.44,116.60000000000001,28.98,28.66,28.490000000000002,28.29,28.1,27.91,27.71,27.53,27.14,N/A,N/A -2012,8,26,22,30,101540,100390,99280,72.95,0,4.93,5.26,5.3,5.3100000000000005,5.32,5.32,5.3100000000000005,5.3,5.2700000000000005,123.55,122.96000000000001,122.69,122.4,122.14,121.89,121.63,121.4,120.91,28.92,28.59,28.43,28.23,28.04,27.85,27.650000000000002,27.47,27.09,N/A,N/A -2012,8,26,23,30,101540,100390,99280,72.41,0,3.87,4.15,4.2,4.23,4.25,4.26,4.2700000000000005,4.28,4.29,109.62,109.71000000000001,109.77,109.83,109.89,109.94,110,110.06,110.19,28.91,28.6,28.43,28.240000000000002,28.05,27.86,27.67,27.48,27.1,N/A,N/A -2012,8,27,0,30,101540,100390,99280,77.98,0,5.36,5.7700000000000005,5.8500000000000005,5.89,5.92,5.93,5.94,5.94,5.94,105.86,106.57000000000001,106.9,107.22,107.5,107.76,108,108.24000000000001,108.68,28.7,28.37,28.2,28.01,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,8,27,1,30,101480,100330,99220,78.68,0,4.5,4.8100000000000005,4.87,4.9,4.91,4.92,4.93,4.93,4.92,113.2,113.31,113.39,113.46000000000001,113.53,113.59,113.65,113.71000000000001,113.82000000000001,28.52,28.19,28.01,27.82,27.63,27.44,27.25,27.060000000000002,26.68,N/A,N/A -2012,8,27,2,30,101510,100360,99250,79.67,0,5.29,5.65,5.71,5.74,5.75,5.75,5.75,5.74,5.72,124.59,124.52,124.47,124.42,124.38000000000001,124.34,124.29,124.25,124.18,28.46,28.12,27.94,27.75,27.560000000000002,27.36,27.17,26.98,26.6,N/A,N/A -2012,8,27,3,30,101500,100350,99240,81.74,0,4.74,5.07,5.13,5.16,5.18,5.19,5.19,5.19,5.19,120.54,120.69,120.77,120.84,120.89,120.92,120.96000000000001,121.01,121.08,28.36,28.01,27.84,27.64,27.45,27.26,27.07,26.88,26.5,N/A,N/A -2012,8,27,4,30,101490,100350,99240,78.78,0,4.3,4.58,4.64,4.66,4.68,4.69,4.7,4.7,4.7,119.59,119.89,120.05,120.2,120.34,120.48,120.61,120.74000000000001,120.99000000000001,28.400000000000002,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.12,26.93,26.55,N/A,N/A -2012,8,27,5,30,101490,100340,99230,79.81,0,3.64,3.85,3.89,3.9,3.9,3.9,3.89,3.89,3.86,122.83,122.86,122.81,122.74000000000001,122.68,122.61,122.54,122.47,122.31,28.330000000000002,27.98,27.810000000000002,27.61,27.42,27.23,27.03,26.85,26.46,N/A,N/A -2012,8,27,6,30,101510,100360,99250,78.32000000000001,0,2.41,2.54,2.56,2.57,2.57,2.58,2.58,2.58,2.58,109.71000000000001,110.22,110.36,110.5,110.62,110.73,110.84,110.94,111.15,28.3,27.95,27.78,27.580000000000002,27.39,27.2,27,26.810000000000002,26.43,N/A,N/A -2012,8,27,7,30,101530,100380,99270,74.06,0,2.24,2.38,2.41,2.44,2.46,2.48,2.49,2.5100000000000002,2.54,97.24000000000001,98.03,98.55,99.04,99.49000000000001,99.9,100.32000000000001,100.71000000000001,101.48,28.37,28.03,27.86,27.66,27.47,27.28,27.080000000000002,26.900000000000002,26.52,N/A,N/A -2012,8,27,8,30,101550,100400,99290,71.2,0,2.4,2.5,2.5,2.49,2.49,2.48,2.47,2.46,2.44,117.21000000000001,116.60000000000001,116.25,115.88,115.54,115.2,114.85000000000001,114.53,113.83,28.43,28.09,27.92,27.72,27.54,27.35,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,8,27,9,30,101550,100400,99290,71.3,0,1.3900000000000001,1.49,1.51,1.54,1.56,1.58,1.6,1.61,1.6500000000000001,103.74000000000001,103.82000000000001,103.92,104.05,104.15,104.23,104.31,104.39,104.57000000000001,28.39,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.12,26.93,26.55,N/A,N/A -2012,8,27,10,30,101560,100410,99300,68.41,0,0.99,1.04,1.05,1.06,1.07,1.08,1.08,1.09,1.1,45.75,44.57,44.27,43.980000000000004,43.71,43.46,43.21,42.99,42.51,28.51,28.18,28.01,27.810000000000002,27.62,27.43,27.23,27.05,26.66,N/A,N/A -2012,8,27,11,30,101570,100420,99310,66.78,0,1.8900000000000001,1.94,1.94,1.93,1.92,1.9100000000000001,1.9000000000000001,1.8900000000000001,1.86,40.08,40.89,41.49,42.07,42.61,43.14,43.68,44.19,45.29,28.53,28.2,28.03,27.84,27.650000000000002,27.46,27.26,27.080000000000002,26.69,N/A,N/A -2012,8,27,12,30,101590,100440,99330,66.7,0,2.95,3.09,3.11,3.11,3.11,3.11,3.1,3.1,3.09,25.310000000000002,24.900000000000002,24.71,24.53,24.37,24.23,24.080000000000002,23.94,23.68,28.61,28.28,28.11,27.92,27.73,27.54,27.34,27.16,26.77,N/A,N/A -2012,8,27,13,30,101610,100460,99350,79.92,0,4.75,4.99,5.0200000000000005,5.01,5,4.98,4.96,4.93,4.87,25.150000000000002,25.34,25.51,25.68,25.84,26,26.17,26.34,26.71,27.830000000000002,27.45,27.27,27.07,26.88,26.69,26.490000000000002,26.310000000000002,25.93,N/A,N/A -2012,8,27,14,30,101640,100480,99370,79.53,0,4.46,4.68,4.69,4.68,4.67,4.64,4.62,4.59,4.53,19.79,19.77,19.8,19.830000000000002,19.85,19.87,19.89,19.900000000000002,19.93,27.69,27.32,27.14,26.94,26.740000000000002,26.560000000000002,26.36,26.18,25.8,N/A,N/A -2012,8,27,15,30,101620,100470,99360,77.95,0,4.14,4.36,4.39,4.4,4.4,4.39,4.38,4.37,4.3500000000000005,13.540000000000001,13.35,13.24,13.120000000000001,13,12.88,12.74,12.61,12.3,27.77,27.39,27.21,27.02,26.82,26.63,26.44,26.26,25.88,N/A,N/A -2012,8,27,16,30,101620,100470,99360,72.28,0,3.74,3.97,4.0200000000000005,4.0600000000000005,4.08,4.1,4.12,4.13,4.16,16.81,16.45,16.17,15.89,15.620000000000001,15.35,15.07,14.8,14.18,28.2,27.85,27.67,27.48,27.29,27.1,26.900000000000002,26.72,26.34,N/A,N/A -2012,8,27,17,30,101570,100420,99310,68.86,0,2.4,2.5300000000000002,2.56,2.58,2.6,2.62,2.64,2.66,2.7,26.09,24.8,24.09,23.38,22.72,22.080000000000002,21.43,20.830000000000002,19.56,28.57,28.23,28.060000000000002,27.86,27.67,27.490000000000002,27.29,27.11,26.740000000000002,N/A,N/A -2012,8,27,18,30,101510,100360,99250,68.04,0,1.17,1.24,1.27,1.28,1.31,1.32,1.35,1.37,1.42,11.82,9.96,8.9,7.9,7,6.16,5.3100000000000005,4.49,2.89,28.78,28.44,28.27,28.07,27.88,27.7,27.5,27.32,26.95,N/A,N/A -2012,8,27,19,30,101470,100330,99220,67.17,0,1.02,1.06,1.07,1.07,1.08,1.09,1.1,1.11,1.1400000000000001,245.58,249.66,252.03,254.53,256.92,259.29,261.87,264.4,270.24,29.05,28.71,28.54,28.35,28.16,27.97,27.79,27.61,27.240000000000002,N/A,N/A -2012,8,27,20,30,101390,100250,99140,67.34,0,1.92,1.94,1.92,1.8900000000000001,1.85,1.82,1.78,1.73,1.6300000000000001,220.66,222,222.89000000000001,223.91,225.01,226.16,227.71,229.29,234.49,29.19,28.85,28.68,28.48,28.3,28.11,27.92,27.75,27.39,N/A,N/A -2012,8,27,21,30,101310,100170,99070,66.58,0,1.34,1.3,1.25,1.19,1.12,1.06,0.97,0.88,0.89,196.77,199.56,201.51,204.02,207.32,211.08,218.47,226.23000000000002,272.33,29.42,29.09,28.93,28.740000000000002,28.57,28.400000000000002,28.23,28.080000000000002,27.86,N/A,N/A -2012,8,27,22,30,101280,100140,99040,66.86,0,1.93,2.15,2.24,2.33,2.41,2.49,2.58,2.66,2.81,276.2,280.06,282.1,283.99,285.67,287.25,288.72,290.1,292.66,29.67,29.35,29.19,28.990000000000002,28.8,28.62,28.42,28.23,27.85,N/A,N/A -2012,8,27,23,30,101220,100080,98980,72.2,0,2.34,2.57,2.63,2.69,2.73,2.7800000000000002,2.83,2.87,2.96,300.98,303.15000000000003,304.39,305.48,306.44,307.31,308.15000000000003,308.95,310.42,29.75,29.46,29.3,29.11,28.93,28.740000000000002,28.55,28.37,28,N/A,N/A -2012,8,28,0,30,101200,100060,98960,75.64,0,6.83,7.3500000000000005,7.37,7.32,7.25,7.17,7.0600000000000005,6.95,6.69,335.29,335.31,335.25,335.16,335.05,334.93,334.78000000000003,334.63,334.21,29.37,29.07,28.92,28.73,28.560000000000002,28.38,28.2,28.03,27.69,N/A,N/A -2012,8,28,1,30,101190,100050,98950,73.8,0,6.67,7.2,7.28,7.3100000000000005,7.3500000000000005,7.41,7.66,7.98,8.11,331.96,332.36,332.65000000000003,333.02,333.51,334.12,335.42,336.98,338.43,29.55,29.3,29.16,29,28.85,28.72,28.67,28.66,28.51,N/A,N/A -2012,8,28,2,30,101180,100040,98940,72.92,0,6.13,6.63,6.71,6.74,6.7700000000000005,6.79,6.84,6.9,7.6000000000000005,336.85,337.13,337.27,337.46,337.71,338.02,338.64,339.33,347.63,29.38,29.1,28.95,28.77,28.61,28.44,28.3,28.16,28.29,N/A,N/A -2012,8,28,3,30,101150,100010,98910,75.08,0,6.0200000000000005,6.5,6.58,6.61,6.65,6.68,6.78,6.88,7.84,348.14,348.56,348.85,349.22,349.67,350.2,351.13,352.17,359.22,29.29,29,28.85,28.67,28.5,28.330000000000002,28.19,28.05,28.150000000000002,N/A,N/A -2012,8,28,4,30,101130,99990,98890,75.87,0,6.01,6.5200000000000005,6.62,6.67,6.71,6.74,6.78,6.82,6.97,348.59000000000003,349.13,349.49,349.88,350.29,350.72,351.29,351.86,353.84000000000003,29.18,28.88,28.73,28.54,28.37,28.19,28.01,27.85,27.54,N/A,N/A -2012,8,28,5,30,101130,99990,98880,75.65,0,6.5,7.05,7.140000000000001,7.19,7.22,7.25,7.28,7.33,7.55,357.78000000000003,358.27,358.55,358.91,359.31,359.77,0.44,1.1500000000000001,3.8000000000000003,29.14,28.84,28.68,28.490000000000002,28.310000000000002,28.14,27.96,27.79,27.5,N/A,N/A -2012,8,28,6,30,101120,99980,98870,76.56,0,6.58,7.140000000000001,7.24,7.28,7.32,7.3500000000000005,7.37,7.4,7.5,357.39,358.14,358.54,358.99,359.45,359.93,0.54,1.16,3.08,29.01,28.7,28.54,28.35,28.17,27.990000000000002,27.810000000000002,27.64,27.3,N/A,N/A -2012,8,28,7,30,101110,99970,98870,77.03,0,6.8100000000000005,7.33,7.42,7.45,7.47,7.48,7.5200000000000005,7.5600000000000005,7.96,4.17,4.69,5.04,5.45,5.92,6.45,7.24,8.07,11.92,28.8,28.490000000000002,28.330000000000002,28.150000000000002,27.990000000000002,27.830000000000002,27.68,27.54,27.39,N/A,N/A -2012,8,28,8,30,101080,99940,98840,76.04,0,6.29,6.75,6.82,6.8500000000000005,6.88,6.9,6.95,7.01,7.5200000000000005,3.74,4.2700000000000005,4.66,5.11,5.67,6.32,7.33,8.42,13.43,28.71,28.400000000000002,28.25,28.080000000000002,27.91,27.76,27.62,27.5,27.5,N/A,N/A -2012,8,28,9,30,101090,99950,98840,77.22,0,6.94,7.47,7.57,7.61,7.66,7.7,7.8,7.930000000000001,9.02,6.54,7,7.3100000000000005,7.65,8.05,8.52,9.290000000000001,10.14,14.96,28.47,28.14,27.98,27.8,27.63,27.47,27.330000000000002,27.21,27.330000000000002,N/A,N/A -2012,8,28,10,30,101060,99920,98820,74.24,0,7.09,7.66,7.7700000000000005,7.84,7.9,7.95,8.06,8.18,9.11,11.94,12.31,12.58,12.9,13.280000000000001,13.71,14.38,15.11,18.89,28.6,28.28,28.12,27.95,27.79,27.63,27.5,27.38,27.45,N/A,N/A -2012,8,28,11,30,101080,99940,98830,74.41,0,7.03,7.55,7.640000000000001,7.68,7.7,7.72,7.74,7.76,7.91,358.56,359.27,359.73,0.25,0.8200000000000001,1.42,2.22,3.04,5.83,28.29,27.94,27.78,27.59,27.41,27.240000000000002,27.07,26.91,26.62,N/A,N/A -2012,8,28,12,30,101070,99920,98820,74.51,0,7.99,8.66,8.78,8.84,8.88,8.91,8.93,8.950000000000001,9.02,0.16,0.85,1.27,1.72,2.2,2.7,3.31,3.9,5.57,28.17,27.8,27.63,27.44,27.25,27.080000000000002,26.89,26.72,26.38,N/A,N/A -2012,8,28,13,30,101060,99910,98800,76.98,0,7.47,8.02,8.11,8.15,8.18,8.2,8.23,8.27,8.61,9.040000000000001,9.47,9.75,10.05,10.4,10.77,11.33,11.91,14.72,27.76,27.38,27.2,27.01,26.84,26.66,26.490000000000002,26.330000000000002,26.12,N/A,N/A -2012,8,28,14,30,101080,99930,98820,75.81,0,7.05,7.57,7.65,7.7,7.73,7.75,7.8100000000000005,7.87,8.370000000000001,2.25,2.68,2.97,3.31,3.72,4.19,4.91,5.68,9.71,28.02,27.66,27.490000000000002,27.3,27.12,26.95,26.78,26.63,26.45,N/A,N/A -2012,8,28,15,30,101050,99910,98810,72.37,0,6.67,7.19,7.28,7.32,7.36,7.4,7.49,7.58,8.56,351.75,352.3,352.72,353.23,353.86,354.57,355.85,357.28000000000003,7.45,28.78,28.47,28.310000000000002,28.13,27.96,27.8,27.66,27.53,27.59,N/A,N/A -2012,8,28,16,30,101030,99890,98790,68.5,0,6.62,7.19,7.29,7.33,7.3500000000000005,7.36,7.37,7.38,7.43,344.95,345.5,345.86,346.29,346.77,347.29,347.99,348.71,351.19,29.54,29.28,29.13,28.95,28.78,28.61,28.44,28.29,28,N/A,N/A -2012,8,28,17,30,100970,99840,98750,65.19,0,4.53,4.96,5.07,5.18,5.29,5.41,5.57,5.73,6.17,355.8,356.71,357.40000000000003,358.23,359.18,0.26,1.52,2.81,5.41,30.66,30.52,30.42,30.28,30.14,30,29.87,29.75,29.51,N/A,N/A -2012,8,28,18,30,100900,99770,98680,57.15,0,8.21,9.27,9.56,9.74,9.86,9.92,9.94,9.94,9.88,346.68,347.24,347.63,348.09000000000003,348.54,349,349.47,349.94,350.92,31.64,31.67,31.61,31.5,31.37,31.220000000000002,31.07,30.91,30.580000000000002,N/A,N/A -2012,8,28,19,30,100840,99720,98630,61.54,0,5.79,6.74,7.07,7.36,7.61,7.84,8.06,8.25,8.6,349.01,350.24,351.13,352.32,353.52,354.8,356.04,357.21,359.15000000000003,31.62,31.77,31.78,31.75,31.69,31.61,31.51,31.400000000000002,31.12,N/A,N/A -2012,8,28,20,30,100760,99640,98550,63.190000000000005,0,5.96,7.11,7.53,7.92,8.25,8.53,8.78,8.99,9.3,349.98,350.83,351.45,352.19,352.93,353.7,354.5,355.26,356.69,31.84,32,32.02,31.990000000000002,31.94,31.87,31.77,31.67,31.41,N/A,N/A -2012,8,28,21,30,100710,99580,98500,59.82,0,7.9,9.44,9.98,10.5,10.92,11.290000000000001,11.58,11.84,12.22,1.32,2.36,2.98,3.5500000000000003,3.99,4.3500000000000005,4.6000000000000005,4.8,4.98,32.230000000000004,32.5,32.55,32.56,32.54,32.49,32.42,32.33,32.1,N/A,N/A -2012,8,28,22,30,100630,99510,98420,61.71,0,6.95,8.46,9.02,9.55,9.98,10.36,10.68,10.97,11.43,0.84,2.02,2.67,3.31,3.8200000000000003,4.26,4.6000000000000005,4.87,5.14,32.05,32.36,32.44,32.47,32.46,32.42,32.36,32.28,32.07,N/A,N/A -2012,8,28,23,30,100610,99480,98400,63.53,0,6.3100000000000005,7.78,8.34,8.870000000000001,9.33,9.74,10.11,10.450000000000001,11.03,352.55,353.91,354.74,355.59000000000003,356.32,357.01,357.56,358.02,358.61,31.91,32.32,32.44,32.52,32.54,32.52,32.45,32.37,32.12,N/A,N/A -2012,8,29,0,30,100600,99480,98400,61.17,0,7.86,9.32,9.790000000000001,10.17,10.47,10.72,10.950000000000001,11.16,11.56,4.88,5.14,5.36,5.7700000000000005,6.24,6.7700000000000005,7.2700000000000005,7.73,8.33,32.13,32.480000000000004,32.56,32.59,32.57,32.51,32.410000000000004,32.3,32,N/A,N/A -2012,8,29,1,30,100620,99490,98410,60.22,0,7.91,9.450000000000001,10.03,10.58,11.08,11.55,12.02,12.47,13.39,2.21,3.21,3.97,4.97,5.97,7.01,8.06,9.07,10.88,31.900000000000002,32.14,32.18,32.15,32.09,31.990000000000002,31.87,31.740000000000002,31.43,N/A,N/A -2012,8,29,2,30,100620,99500,98410,63.52,0,8.66,10.14,10.700000000000001,11.25,11.75,12.23,12.700000000000001,13.16,14,5.34,6.390000000000001,7.13,8.06,8.98,9.92,10.92,11.91,13.83,31.45,31.55,31.55,31.5,31.44,31.36,31.28,31.19,30.98,N/A,N/A -2012,8,29,3,30,100620,99490,98400,64.43,0,9.57,10.98,11.46,11.89,12.27,12.63,12.99,13.33,14.01,7.15,7.82,8.3,8.88,9.44,10.040000000000001,10.67,11.290000000000001,12.59,31.17,31.19,31.13,31.04,30.93,30.82,30.71,30.59,30.35,N/A,N/A -2012,8,29,4,30,100590,99460,98370,65.81,0,10.28,11.84,12.38,12.89,13.33,13.75,14.16,14.540000000000001,15.27,358.85,359.3,359.69,0.16,0.64,1.1500000000000001,1.7,2.2600000000000002,3.52,30.91,30.900000000000002,30.85,30.75,30.66,30.560000000000002,30.46,30.36,30.14,N/A,N/A -2012,8,29,5,30,100540,99410,98320,71.01,0,9.69,11.55,12.34,13.13,13.73,14.18,14.61,15.02,15.8,354.86,356.43,357.2,357.68,358.44,359.48,0.5700000000000001,1.6300000000000001,3.72,30.35,30.32,30.25,30.07,29.95,29.86,29.76,29.66,29.42,N/A,N/A -2012,8,29,6,30,100550,99420,98330,71.54,0,9.61,10.65,10.9,11.05,11.17,11.25,11.32,11.38,11.49,8.92,8.82,8.84,8.86,8.88,8.9,8.93,8.97,9.07,29.95,29.71,29.57,29.39,29.21,29.03,28.85,28.67,28.310000000000002,N/A,N/A -2012,8,29,7,30,100540,99400,98310,73.66,0,9.32,10.25,10.450000000000001,10.56,10.63,10.69,10.75,10.8,10.98,357.87,358.33,358.56,358.81,359.09000000000003,359.37,359.74,0.12,1.24,29.54,29.27,29.11,28.92,28.740000000000002,28.57,28.38,28.21,27.87,N/A,N/A -2012,8,29,8,30,100540,99400,98310,74,0,9.05,9.94,10.14,10.25,10.33,10.39,10.44,10.49,10.6,357.98,358.68,359.06,359.46,359.83,0.2,0.62,1.04,2.06,28.990000000000002,28.66,28.490000000000002,28.3,28.11,27.93,27.73,27.55,27.18,N/A,N/A -2012,8,29,9,30,100530,99400,98300,75.95,0,10.09,11.14,11.38,11.52,11.64,11.73,11.8,11.88,12.05,356.67,356.93,357.09000000000003,357.25,357.42,357.59000000000003,357.79,357.99,358.52,28.63,28.27,28.1,27.900000000000002,27.72,27.53,27.34,27.16,26.8,N/A,N/A -2012,8,29,10,30,100540,99400,98300,76.75,0,10.040000000000001,11,11.22,11.33,11.41,11.46,11.5,11.52,11.56,353.93,354.23,354.45,354.67,354.87,355.07,355.29,355.5,355.99,28.23,27.84,27.650000000000002,27.45,27.26,27.07,26.88,26.69,26.32,N/A,N/A -2012,8,29,11,30,100540,99400,98300,77.91,0,10.69,11.81,12.08,12.25,12.370000000000001,12.450000000000001,12.52,12.59,12.68,354.69,355.13,355.41,355.68,355.95,356.2,356.47,356.73,357.31,28.11,27.71,27.52,27.32,27.13,26.94,26.740000000000002,26.560000000000002,26.17,N/A,N/A -2012,8,29,12,30,100510,99370,98270,78.92,0,10.65,11.69,11.93,12.06,12.15,12.21,12.26,12.290000000000001,12.32,347.45,347.82,348.07,348.31,348.53000000000003,348.74,348.96,349.17,349.63,27.85,27.43,27.240000000000002,27.03,26.84,26.64,26.45,26.26,25.88,N/A,N/A -2012,8,29,13,30,100510,99370,98270,78.9,0,11.16,12.290000000000001,12.56,12.71,12.81,12.89,12.94,12.98,13.030000000000001,346.71,346.93,347.07,347.21,347.34000000000003,347.48,347.62,347.76,348.07,27.830000000000002,27.400000000000002,27.21,26.990000000000002,26.8,26.6,26.41,26.22,25.84,N/A,N/A -2012,8,29,14,30,100520,99380,98280,78.65,0,10.43,11.450000000000001,11.69,11.84,11.93,12,12.05,12.09,12.15,341.81,342,342.12,342.25,342.36,342.47,342.6,342.72,342.99,27.92,27.5,27.310000000000002,27.1,26.91,26.71,26.52,26.330000000000002,25.95,N/A,N/A -2012,8,29,15,30,100500,99370,98270,77.54,0,9.92,10.9,11.120000000000001,11.25,11.34,11.4,11.44,11.48,11.52,338.3,338.6,338.8,338.99,339.17,339.36,339.54,339.72,340.1,28.330000000000002,27.95,27.77,27.57,27.37,27.18,26.990000000000002,26.8,26.42,N/A,N/A -2012,8,29,16,30,100450,99320,98220,74.69,0,10.55,11.68,11.94,12.09,12.200000000000001,12.27,12.33,12.370000000000001,12.41,331.87,332.34000000000003,332.6,332.87,333.12,333.35,333.59000000000003,333.81,334.29,28.990000000000002,28.66,28.490000000000002,28.3,28.11,27.92,27.73,27.54,27.17,N/A,N/A -2012,8,29,17,30,100430,99300,98200,69.82000000000001,0,11.01,12.31,12.64,12.85,13,13.11,13.200000000000001,13.27,13.370000000000001,334.37,334.78000000000003,335.01,335.25,335.47,335.68,335.89,336.09000000000003,336.5,29.95,29.71,29.57,29.38,29.21,29.03,28.84,28.66,28.3,N/A,N/A -2012,8,29,18,30,100410,99280,98190,68.15,0,9.92,11.03,11.32,11.52,11.67,11.8,11.91,12,12.16,333.84000000000003,334.32,334.64,335.02,335.40000000000003,335.79,336.21,336.63,337.53000000000003,30.63,30.5,30.400000000000002,30.240000000000002,30.09,29.93,29.76,29.6,29.25,N/A,N/A -2012,8,29,19,30,100370,99240,98160,66.45,0,9.64,10.83,11.18,11.43,11.63,11.790000000000001,11.93,12.040000000000001,12.23,335.06,335.69,336.1,336.59000000000003,337.05,337.52,337.99,338.46,339.39,31.14,31.09,31.01,30.87,30.73,30.580000000000002,30.43,30.27,29.93,N/A,N/A -2012,8,29,20,30,100310,99190,98110,66.45,0,9.51,10.93,11.39,11.77,12.09,12.36,12.58,12.780000000000001,13.1,334.42,335.28000000000003,335.82,336.44,337,337.57,338.13,338.65000000000003,339.69,31.5,31.54,31.490000000000002,31.39,31.28,31.16,31.02,30.88,30.57,N/A,N/A -2012,8,29,21,30,100280,99160,98080,64.01,0,11.14,12.85,13.35,13.72,13.98,14.15,14.25,14.3,14.290000000000001,349.34000000000003,349.66,349.82,349.97,350.09000000000003,350.21,350.31,350.40000000000003,350.57,31.8,31.89,31.86,31.77,31.67,31.54,31.400000000000002,31.25,30.92,N/A,N/A -2012,8,29,22,30,100290,99170,98090,66.22,0,7.91,9.11,9.52,9.88,10.200000000000001,10.51,10.82,11.120000000000001,11.74,347.66,346.77,346.26,345.54,344.84000000000003,344.11,343.47,342.89,342.09000000000003,31.53,31.61,31.580000000000002,31.5,31.400000000000002,31.29,31.150000000000002,31.01,30.7,N/A,N/A -2012,8,29,23,30,100290,99170,98080,68.68,0,8,9.19,9.58,9.92,10.200000000000001,10.44,10.66,10.86,11.21,344.76,345.33,345.67,346.09000000000003,346.5,346.91,347.34000000000003,347.76,348.54,31.44,31.48,31.43,31.34,31.240000000000002,31.11,30.98,30.85,30.55,N/A,N/A -2012,8,30,0,30,100320,99190,98110,72.74,2.9000000000000004,8.63,9.43,9.77,10.33,10.96,11.69,12.370000000000001,13,14.17,16.32,15.02,13.81,11.78,9.9,8.01,6.73,5.7700000000000005,4.59,29.87,29.71,29.67,29.67,29.7,29.76,29.77,29.75,29.64,N/A,N/A -2012,8,30,1,30,100390,99260,98160,80.58,0,12.99,14.290000000000001,14.59,14.72,14.8,14.84,14.84,14.84,14.780000000000001,27.96,27,26.62,26.25,25.92,25.6,25.29,24.990000000000002,24.38,28.29,27.89,27.71,27.5,27.310000000000002,27.13,26.93,26.75,26.39,N/A,N/A -2012,8,30,2,30,100420,99280,98180,78.24,0,12.92,14.31,14.65,14.83,14.96,15.05,15.11,15.15,15.21,3.27,3.65,3.84,4.0200000000000005,4.19,4.34,4.49,4.64,4.95,28.03,27.6,27.400000000000002,27.19,26.990000000000002,26.8,26.6,26.42,26.03,N/A,N/A -2012,8,30,3,30,100420,99280,98180,76.61,0,9.93,10.91,11.14,11.27,11.370000000000001,11.44,11.49,11.53,11.61,359.8,0.27,0.56,0.8300000000000001,1.09,1.33,1.58,1.82,2.32,27.96,27.55,27.36,27.150000000000002,26.96,26.76,26.560000000000002,26.37,25.990000000000002,N/A,N/A -2012,8,30,4,30,100420,99280,98180,78.47,0,9.540000000000001,10.53,10.790000000000001,10.96,11.09,11.19,11.27,11.35,11.48,357.63,357.96,358.13,358.29,358.43,358.58,358.71,358.84000000000003,359.12,27.63,27.2,27.01,26.8,26.6,26.41,26.21,26.02,25.64,N/A,N/A -2012,8,30,5,30,100400,99260,98150,78.37,0,9.5,10.370000000000001,10.59,10.72,10.8,10.870000000000001,10.92,10.96,11.03,351.35,351.6,351.78000000000003,351.94,352.08,352.22,352.36,352.5,352.8,27.38,26.93,26.740000000000002,26.53,26.34,26.150000000000002,25.95,25.77,25.39,N/A,N/A -2012,8,30,6,30,100430,99290,98180,78.34,0,10.14,11.11,11.35,11.48,11.58,11.64,11.69,11.72,11.76,346.26,346.57,346.71,346.82,346.91,346.98,347.04,347.1,347.2,27.37,26.93,26.73,26.52,26.32,26.13,25.92,25.73,25.35,N/A,N/A -2012,8,30,7,30,100430,99290,98180,77.85000000000001,0,9.71,10.61,10.82,10.93,11.01,11.07,11.1,11.13,11.15,339.54,339.62,339.67,339.72,339.76,339.8,339.83,339.87,339.94,27.18,26.73,26.53,26.32,26.12,25.92,25.72,25.53,25.150000000000002,N/A,N/A -2012,8,30,8,30,100390,99250,98150,79.06,0,9.370000000000001,10.18,10.35,10.44,10.49,10.52,10.53,10.540000000000001,10.53,332.71,333.02,333.12,333.19,333.25,333.3,333.34000000000003,333.38,333.46,27.18,26.73,26.53,26.32,26.12,25.93,25.73,25.54,25.150000000000002,N/A,N/A -2012,8,30,9,30,100430,99290,98180,77.25,0,9.89,10.82,11.06,11.200000000000001,11.3,11.370000000000001,11.42,11.46,11.52,330.39,330.29,330.29,330.29,330.28000000000003,330.28000000000003,330.27,330.26,330.25,27.19,26.740000000000002,26.55,26.330000000000002,26.14,25.94,25.740000000000002,25.55,25.17,N/A,N/A -2012,8,30,10,30,100440,99300,98190,77.96000000000001,0,9.3,10.14,10.34,10.450000000000001,10.53,10.58,10.61,10.64,10.66,330.24,330.13,330.12,330.1,330.08,330.07,330.06,330.04,330.02,27.07,26.62,26.42,26.21,26.01,25.810000000000002,25.62,25.43,25.04,N/A,N/A -2012,8,30,11,30,100450,99310,98200,79.72,0,9.05,9.78,9.94,10.02,10.06,10.08,10.08,10.08,10.06,330.09000000000003,330.18,330.22,330.25,330.27,330.28000000000003,330.29,330.3,330.31,26.72,26.25,26.05,25.84,25.64,25.45,25.25,25.060000000000002,24.68,N/A,N/A -2012,8,30,12,30,100470,99320,98220,78.01,0,9.75,10.56,10.73,10.81,10.85,10.870000000000001,10.870000000000001,10.870000000000001,10.83,325.26,325.25,325.25,325.23,325.21,325.18,325.14,325.11,325.03000000000003,26.78,26.310000000000002,26.11,25.900000000000002,25.7,25.5,25.3,25.12,24.740000000000002,N/A,N/A -2012,8,30,13,30,100530,99380,98280,77.69,0,8.58,9.27,9.43,9.51,9.56,9.6,9.620000000000001,9.63,9.64,326.22,326.02,325.90000000000003,325.78000000000003,325.67,325.56,325.44,325.33,325.09000000000003,26.63,26.16,25.96,25.75,25.55,25.36,25.16,24.97,24.59,N/A,N/A -2012,8,30,14,30,100560,99420,98310,75.96000000000001,0,7.95,8.57,8.72,8.790000000000001,8.84,8.870000000000001,8.9,8.91,8.93,318.51,318.56,318.59000000000003,318.6,318.62,318.64,318.65000000000003,318.66,318.69,26.900000000000002,26.45,26.26,26.05,25.85,25.66,25.46,25.27,24.89,N/A,N/A -2012,8,30,15,30,100580,99430,98320,75.41,0,7.44,7.99,8.11,8.16,8.19,8.2,8.21,8.21,8.2,307.04,307.3,307.43,307.54,307.65000000000003,307.75,307.86,307.97,308.2,27.060000000000002,26.63,26.44,26.23,26.04,25.84,25.650000000000002,25.46,25.080000000000002,N/A,N/A -2012,8,30,16,30,100610,99470,98370,71.9,0,5.97,6.36,6.44,6.48,6.5,6.51,6.5200000000000005,6.5200000000000005,6.5200000000000005,310.35,309.18,308.48,307.73,307.04,306.36,305.67,304.99,303.57,27.8,27.43,27.25,27.05,26.86,26.68,26.490000000000002,26.310000000000002,25.93,N/A,N/A -2012,8,30,17,30,100620,99480,98380,68.9,0,3.71,3.94,3.99,4.03,4.0600000000000005,4.09,4.13,4.16,4.23,302.56,300.05,298.56,297.13,295.83,294.59000000000003,293.38,292.25,290.03000000000003,28.67,28.35,28.18,27.990000000000002,27.810000000000002,27.62,27.44,27.26,26.89,N/A,N/A -2012,8,30,18,30,100640,99510,98410,67.32000000000001,0,1.45,1.51,1.53,1.55,1.58,1.61,1.6500000000000001,1.69,1.79,310.09000000000003,303.36,299.35,295.23,291.61,288.17,284.87,281.76,275.96,29.16,28.85,28.69,28.5,28.32,28.13,27.95,27.77,27.400000000000002,N/A,N/A -2012,8,30,19,30,100650,99520,98420,67.3,0,3.56,3.83,3.9,3.95,3.98,4,4.0200000000000005,4.03,4.05,225.9,226.66,227.14000000000001,227.63,228.09,228.56,229.03,229.49,230.48000000000002,29.8,29.5,29.34,29.14,28.96,28.77,28.580000000000002,28.400000000000002,28.02,N/A,N/A -2012,8,30,20,30,100660,99520,98420,75.27,0,6.72,7.26,7.36,7.390000000000001,7.41,7.4,7.38,7.3500000000000005,7.26,194.34,194.65,194.84,195.02,195.19,195.37,195.56,195.75,196.29,29.11,28.78,28.62,28.42,28.240000000000002,28.05,27.86,27.68,27.32,N/A,N/A -2012,8,30,21,30,100640,99510,98410,77.35000000000001,0,7.930000000000001,8.61,8.73,8.76,8.77,8.76,8.74,8.71,8.65,200.25,200.47,200.63,200.82,201.01,201.22,201.49,201.77,202.71,29.12,28.82,28.66,28.47,28.3,28.12,27.94,27.77,27.46,N/A,N/A -2012,8,30,22,30,100640,99500,98410,78.43,0,8.64,9.42,9.57,9.63,9.66,9.66,9.66,9.65,9.67,200.55,200.8,200.94,201.1,201.28,201.47,201.73000000000002,202.01,203.02,29.23,28.94,28.79,28.6,28.43,28.25,28.080000000000002,27.92,27.64,N/A,N/A -2012,8,30,23,30,100660,99530,98430,78.69,0,9.09,9.92,10.09,10.15,10.19,10.200000000000001,10.22,10.23,10.34,199.58,199.75,199.86,200.01,200.17000000000002,200.36,200.61,200.89000000000001,202.03,29.36,29.09,28.94,28.76,28.59,28.41,28.25,28.09,27.84,N/A,N/A -2012,8,31,0,30,100690,99560,98460,79.93,0,9.34,10.24,10.41,10.49,10.52,10.53,10.53,10.51,10.47,195.81,196.01,196.08,196.17000000000002,196.26,196.35,196.46,196.57,196.95000000000002,29.46,29.2,29.05,28.86,28.69,28.52,28.35,28.18,27.88,N/A,N/A -2012,8,31,1,30,100720,99590,98490,78.83,0,9.68,10.6,10.790000000000001,10.86,10.9,10.91,10.9,10.88,10.82,197.23000000000002,197.4,197.47,197.55,197.63,197.72,197.84,197.96,198.45000000000002,29.66,29.42,29.28,29.1,28.94,28.77,28.61,28.45,28.17,N/A,N/A -2012,8,31,2,30,100790,99660,98560,74.07000000000001,0,9.120000000000001,10.13,10.46,10.82,11.06,11.19,11.39,11.63,12.02,201.53,201.27,201.19,201.1,201.17000000000002,201.42000000000002,202.08,202.94,205.31,30.21,30.12,30.060000000000002,29.98,29.88,29.72,29.67,29.68,29.69,N/A,N/A -2012,8,31,3,30,100860,99730,98630,74.64,0,8.44,9.67,10.11,10.4,10.700000000000001,11.05,11.38,11.69,11.9,198.55,199.34,199.83,200.06,200.70000000000002,201.75,202.94,204.20000000000002,206.42000000000002,30.240000000000002,30.21,30.150000000000002,29.990000000000002,29.89,29.87,29.85,29.84,29.68,N/A,N/A -2012,8,31,4,30,100920,99790,98690,80.11,0,9.08,10.09,10.41,10.75,11,11.19,11.42,11.66,12.200000000000001,196.37,196.57,196.76,196.94,197.21,197.6,198.09,198.67000000000002,200,29.990000000000002,29.86,29.77,29.63,29.52,29.39,29.27,29.16,29.02,N/A,N/A -2012,8,31,5,30,100960,99820,98720,81.29,0,9.69,10.77,11.07,11.28,11.450000000000001,11.6,11.75,11.89,12.25,197.66,197.96,198.15,198.35,198.54,198.74,198.94,199.14000000000001,199.61,29.86,29.650000000000002,29.52,29.35,29.19,29.02,28.86,28.7,28.400000000000002,N/A,N/A -2012,8,31,6,30,101030,99900,98800,80.99,0,11.43,12.72,13.06,13.280000000000001,13.450000000000001,13.58,13.700000000000001,13.8,14,201.49,201.36,201.31,201.27,201.25,201.24,201.24,201.25,201.31,29.97,29.76,29.63,29.46,29.3,29.13,28.97,28.810000000000002,28.48,N/A,N/A -2012,8,31,7,30,101090,99960,98860,82.97,0,11.450000000000001,12.780000000000001,13.120000000000001,13.35,13.52,13.64,13.74,13.82,13.950000000000001,200.72,200.81,200.83,200.85,200.87,200.89000000000001,200.91,200.93,200.96,29.94,29.7,29.560000000000002,29.38,29.2,29.03,28.85,28.67,28.310000000000002,N/A,N/A -2012,8,31,8,30,101140,100010,98910,84.24,0,11.1,12.49,12.83,13.06,13.24,13.36,13.46,13.540000000000001,13.65,196.62,197,197.11,197.20000000000002,197.28,197.34,197.39000000000001,197.44,197.5,29.77,29.490000000000002,29.330000000000002,29.14,28.96,28.77,28.580000000000002,28.39,28.01,N/A,N/A -2012,8,31,9,30,101200,100060,98960,81.07000000000001,0,11.4,12.77,13.09,13.31,13.46,13.57,13.64,13.71,13.780000000000001,197.86,198.12,198.17000000000002,198.19,198.20000000000002,198.19,198.18,198.16,198.1,29.91,29.64,29.48,29.29,29.11,28.92,28.73,28.55,28.17,N/A,N/A -2012,8,31,10,30,101270,100130,99030,78.62,0,11.34,12.55,12.86,13.040000000000001,13.17,13.26,13.34,13.39,13.49,194.69,194.8,194.91,195.07,195.22,195.39000000000001,195.56,195.74,196.14000000000001,29.900000000000002,29.67,29.53,29.35,29.18,29.01,28.830000000000002,28.650000000000002,28.3,N/A,N/A -2012,8,31,11,30,101320,100190,99080,77.37,0,10.3,11.42,11.71,11.89,12.02,12.120000000000001,12.200000000000001,12.27,12.39,193.67000000000002,194,194.27,194.59,194.9,195.22,195.56,195.9,196.63,29.98,29.75,29.62,29.44,29.28,29.11,28.93,28.76,28.42,N/A,N/A -2012,8,31,12,30,101370,100230,99130,78.73,0,10.84,12.120000000000001,12.43,12.63,12.780000000000001,12.88,12.96,13.02,13.09,194.24,194.41,194.49,194.56,194.62,194.68,194.73000000000002,194.78,194.86,29.71,29.43,29.27,29.07,28.89,28.7,28.51,28.32,27.94,N/A,N/A -2012,8,31,13,30,101450,100310,99200,77.16,0,10.33,11.43,11.700000000000001,11.85,11.96,12.02,12.07,12.1,12.13,191.74,192.02,192.18,192.35,192.49,192.62,192.74,192.87,193.1,29.71,29.45,29.29,29.1,28.91,28.73,28.54,28.35,27.98,N/A,N/A -2012,8,31,14,30,101490,100350,99240,76.2,0,9.24,10.28,10.52,10.66,10.76,10.83,10.88,10.92,10.96,193.9,193.98000000000002,194.01,194.05,194.08,194.11,194.13,194.15,194.19,29.73,29.45,29.29,29.1,28.91,28.73,28.54,28.35,27.97,N/A,N/A -2012,8,31,15,30,101550,100410,99300,77.55,0,8.31,9.17,9.370000000000001,9.49,9.57,9.63,9.67,9.700000000000001,9.74,187.75,187.97,188.14000000000001,188.31,188.45000000000002,188.6,188.75,188.89000000000001,189.16,29.69,29.41,29.25,29.05,28.87,28.68,28.490000000000002,28.3,27.92,N/A,N/A -2012,8,31,16,30,101570,100430,99330,74.17,0,7.59,8.35,8.53,8.63,8.71,8.76,8.790000000000001,8.82,8.85,192.95000000000002,192.85,192.81,192.77,192.73000000000002,192.70000000000002,192.67000000000002,192.65,192.6,29.86,29.59,29.44,29.25,29.060000000000002,28.88,28.69,28.5,28.13,N/A,N/A -2012,8,31,17,30,101590,100450,99340,77.62,0,7.6000000000000005,8.4,8.59,8.700000000000001,8.78,8.84,8.89,8.93,8.99,187.49,187.70000000000002,187.8,187.87,187.93,187.99,188.03,188.08,188.15,29.77,29.490000000000002,29.32,29.13,28.94,28.75,28.560000000000002,28.37,28,N/A,N/A -2012,8,31,18,30,101590,100450,99340,79.58,0,7.53,8.27,8.42,8.51,8.56,8.6,8.620000000000001,8.64,8.66,181.73,181.98,182.09,182.18,182.27,182.36,182.45000000000002,182.54,182.72,29.82,29.53,29.37,29.18,28.990000000000002,28.810000000000002,28.62,28.43,28.060000000000002,N/A,N/A -2012,8,31,19,30,101580,100440,99330,82.62,0,7.83,8.64,8.81,8.92,9,9.040000000000001,9.08,9.1,9.11,182.22,182.46,182.53,182.58,182.62,182.65,182.68,182.69,182.71,29.73,29.42,29.26,29.060000000000002,28.88,28.69,28.5,28.310000000000002,27.93,N/A,N/A -2012,8,31,20,30,101560,100420,99320,82.22,0,8.49,9.370000000000001,9.57,9.68,9.76,9.82,9.86,9.89,9.92,178.85,178.79,178.73,178.65,178.57,178.48,178.4,178.31,178.14000000000001,29.560000000000002,29.25,29.09,28.89,28.7,28.51,28.32,28.13,27.75,N/A,N/A -2012,8,31,21,30,101540,100400,99300,79.27,0,8.44,9.290000000000001,9.48,9.59,9.67,9.72,9.75,9.78,9.82,174.23,174.22,174.22,174.22,174.20000000000002,174.20000000000002,174.19,174.18,174.16,29.59,29.3,29.13,28.94,28.75,28.560000000000002,28.37,28.18,27.8,N/A,N/A -2012,8,31,22,30,101530,100390,99290,77.96000000000001,0,8.63,9.5,9.69,9.790000000000001,9.86,9.9,9.92,9.93,9.94,172.61,172.76,172.82,172.87,172.91,172.95000000000002,172.99,173.01,173.07,29.560000000000002,29.27,29.11,28.92,28.73,28.55,28.36,28.17,27.79,N/A,N/A -2012,8,31,23,30,101510,100360,99260,79.34,0,9.03,9.96,10.17,10.290000000000001,10.38,10.44,10.48,10.52,10.57,170.6,170.59,170.55,170.5,170.45000000000002,170.4,170.35,170.3,170.19,29.51,29.21,29.05,28.86,28.67,28.490000000000002,28.3,28.11,27.740000000000002,N/A,N/A -2012,9,1,0,30,101510,100370,99260,84.9,0,9.790000000000001,10.89,11.16,11.32,11.44,11.52,11.57,11.620000000000001,11.66,166.70000000000002,166.66,166.68,166.70000000000002,166.73,166.75,166.77,166.79,166.84,29.240000000000002,28.91,28.740000000000002,28.54,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,9,1,1,30,101540,100400,99290,82.66,0,9.58,10.61,10.86,11.02,11.13,11.200000000000001,11.26,11.31,11.370000000000001,173.53,173.77,173.83,173.89000000000001,173.92000000000002,173.96,173.97,173.99,174,29.240000000000002,28.91,28.75,28.55,28.36,28.17,27.97,27.79,27.400000000000002,N/A,N/A -2012,9,1,2,30,101570,100430,99320,83.74,0,9.89,11,11.26,11.43,11.55,11.64,11.69,11.75,11.8,171.17000000000002,171,170.98,170.96,170.97,171,171.03,171.07,171.15,29.23,28.91,28.740000000000002,28.54,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,9,1,3,30,101610,100470,99360,81.95,0,9.36,10.34,10.59,10.74,10.83,10.91,10.97,11.01,11.08,172.3,172.46,172.51,172.53,172.54,172.55,172.54,172.53,172.49,29.34,29.04,28.87,28.68,28.5,28.310000000000002,28.12,27.93,27.560000000000002,N/A,N/A -2012,9,1,4,30,101630,100480,99380,76.09,0,9.86,10.88,11.11,11.23,11.32,11.370000000000001,11.4,11.43,11.46,174.45000000000002,174.6,174.66,174.70000000000002,174.72,174.73,174.74,174.74,174.72,29.5,29.2,29.04,28.85,28.66,28.47,28.28,28.1,27.72,N/A,N/A -2012,9,1,5,30,101640,100490,99390,77.77,0,9.52,10.51,10.74,10.88,10.98,11.040000000000001,11.09,11.120000000000001,11.17,172.64000000000001,172.76,172.85,172.96,173.06,173.17000000000002,173.28,173.38,173.6,29.42,29.11,28.95,28.75,28.560000000000002,28.37,28.18,28,27.62,N/A,N/A -2012,9,1,6,30,101680,100540,99430,75.48,0,9.38,10.41,10.66,10.81,10.92,10.99,11.05,11.1,11.16,178.42000000000002,178.38,178.32,178.25,178.19,178.13,178.07,178.02,177.91,29.490000000000002,29.22,29.07,28.87,28.69,28.5,28.310000000000002,28.13,27.75,N/A,N/A -2012,9,1,7,30,101710,100560,99450,77.27,0,9.23,10.25,10.5,10.65,10.76,10.84,10.9,10.950000000000001,11.03,179.91,180.13,180.19,180.23,180.26,180.29,180.32,180.34,180.38,29.43,29.150000000000002,28.98,28.79,28.61,28.42,28.23,28.05,27.67,N/A,N/A -2012,9,1,8,30,101720,100580,99470,74.81,0,8.58,9.53,9.75,9.9,10.01,10.09,10.15,10.200000000000001,10.28,181.38,181.35,181.35,181.37,181.39000000000001,181.41,181.44,181.47,181.51,29.54,29.27,29.11,28.92,28.73,28.54,28.35,28.17,27.79,N/A,N/A -2012,9,1,9,30,101750,100600,99490,75.10000000000001,0,8.790000000000001,9.72,9.950000000000001,10.09,10.19,10.26,10.32,10.370000000000001,10.44,182.57,182.72,182.8,182.87,182.93,182.99,183.04,183.1,183.20000000000002,29.48,29.21,29.04,28.86,28.68,28.490000000000002,28.3,28.11,27.740000000000002,N/A,N/A -2012,9,1,10,30,101760,100610,99500,73.8,0,8.64,9.55,9.76,9.89,9.98,10.05,10.1,10.14,10.18,188.41,188.24,188.19,188.15,188.12,188.09,188.06,188.03,187.99,29.52,29.25,29.1,28.91,28.73,28.54,28.35,28.17,27.8,N/A,N/A -2012,9,1,11,30,101790,100640,99530,74.39,0,7.75,8.620000000000001,8.85,9.02,9.14,9.24,9.32,9.39,9.51,190.38,190.3,190.28,190.27,190.25,190.25,190.25,190.24,190.26,29.490000000000002,29.22,29.060000000000002,28.87,28.69,28.5,28.310000000000002,28.12,27.75,N/A,N/A -2012,9,1,12,30,101810,100660,99550,76.94,0,8.18,9,9.17,9.26,9.32,9.36,9.38,9.4,9.41,189.62,189.45000000000002,189.4,189.35,189.31,189.28,189.24,189.21,189.14000000000001,29.330000000000002,29.04,28.88,28.69,28.5,28.310000000000002,28.12,27.93,27.560000000000002,N/A,N/A -2012,9,1,13,30,101860,100710,99600,75.98,0,7.22,7.930000000000001,8.1,8.2,8.27,8.32,8.36,8.39,8.43,188.85,188.98,189.08,189.19,189.3,189.41,189.55,189.67000000000002,189.97,29.34,29.05,28.900000000000002,28.7,28.52,28.34,28.150000000000002,27.97,27.59,N/A,N/A -2012,9,1,14,30,101890,100750,99640,77.93,0,7.22,7.94,8.120000000000001,8.22,8.290000000000001,8.35,8.39,8.42,8.46,186.89000000000001,187.66,187.93,188.16,188.35,188.5,188.65,188.78,189,29.26,28.96,28.8,28.61,28.42,28.23,28.04,27.85,27.48,N/A,N/A -2012,9,1,15,30,101920,100770,99660,76.49,0,6.38,6.96,7.09,7.17,7.23,7.2700000000000005,7.3,7.34,7.390000000000001,188.55,188.6,188.62,188.65,188.67000000000002,188.70000000000002,188.73,188.76,188.85,29.27,28.97,28.82,28.63,28.44,28.26,28.07,27.88,27.52,N/A,N/A -2012,9,1,16,30,101920,100770,99660,78.14,0,6.42,6.97,7.09,7.140000000000001,7.19,7.21,7.22,7.23,7.24,189.92000000000002,189.71,189.64000000000001,189.59,189.55,189.52,189.49,189.47,189.44,29.16,28.84,28.67,28.48,28.29,28.1,27.91,27.72,27.34,N/A,N/A -2012,9,1,17,30,101920,100770,99660,76.34,0,6.05,6.58,6.69,6.76,6.82,6.8500000000000005,6.87,6.9,6.93,191.06,191.37,191.51,191.63,191.75,191.86,191.96,192.07,192.26,29.21,28.900000000000002,28.73,28.54,28.35,28.16,27.96,27.78,27.400000000000002,N/A,N/A -2012,9,1,18,30,101910,100760,99650,76.72,0,6.29,6.83,6.93,6.99,7.03,7.05,7.0600000000000005,7.07,7.08,191.04,191.08,191.12,191.16,191.19,191.20000000000002,191.21,191.24,191.26,29.18,28.86,28.69,28.490000000000002,28.3,28.11,27.92,27.73,27.35,N/A,N/A -2012,9,1,19,30,101900,100750,99640,73.12,0,5.51,5.96,6.0600000000000005,6.1000000000000005,6.140000000000001,6.17,6.18,6.21,6.24,192.95000000000002,193.21,193.37,193.55,193.71,193.88,194.05,194.22,194.58,29.32,29.02,28.85,28.66,28.48,28.29,28.1,27.91,27.54,N/A,N/A -2012,9,1,20,30,101870,100720,99610,75.86,0,5.86,6.3100000000000005,6.4,6.44,6.46,6.47,6.48,6.47,6.46,189.47,189.63,189.76,189.89000000000001,190.02,190.14000000000001,190.26,190.39000000000001,190.62,29.21,28.89,28.73,28.53,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,9,1,21,30,101840,100700,99590,74.26,0,5.79,6.29,6.4,6.46,6.5,6.54,6.57,6.59,6.62,187.79,187.84,187.9,187.96,188.01,188.06,188.12,188.17000000000002,188.28,29.26,28.96,28.8,28.61,28.42,28.23,28.04,27.85,27.48,N/A,N/A -2012,9,1,22,30,101800,100650,99540,73.29,0,6.11,6.61,6.69,6.72,6.74,6.74,6.73,6.72,6.69,183.24,183.67000000000002,183.88,184.09,184.28,184.46,184.64000000000001,184.82,185.19,29.22,28.92,28.77,28.57,28.39,28.2,28,27.82,27.44,N/A,N/A -2012,9,1,23,30,101780,100630,99520,75.83,0,5.62,6.08,6.17,6.21,6.24,6.26,6.28,6.28,6.28,182.35,182.49,182.64000000000001,182.78,182.9,183.01,183.12,183.23,183.47,29.07,28.77,28.6,28.400000000000002,28.22,28.03,27.84,27.650000000000002,27.28,N/A,N/A -2012,9,2,0,30,101750,100600,99490,75.9,0,6.0200000000000005,6.49,6.57,6.6000000000000005,6.61,6.62,6.61,6.6000000000000005,6.57,175.89000000000001,176.47,176.68,176.9,177.11,177.31,177.54,177.76,178.25,28.97,28.650000000000002,28.48,28.29,28.1,27.91,27.71,27.53,27.14,N/A,N/A -2012,9,2,1,30,101730,100580,99470,78,0,6.3500000000000005,6.890000000000001,7,7.0600000000000005,7.1000000000000005,7.12,7.140000000000001,7.140000000000001,7.15,178.51,178.42000000000002,178.42000000000002,178.42000000000002,178.41,178.4,178.39000000000001,178.37,178.32,28.830000000000002,28.5,28.330000000000002,28.14,27.95,27.76,27.560000000000002,27.38,27,N/A,N/A -2012,9,2,2,30,101730,100590,99470,77.88,0,6.3100000000000005,6.8,6.890000000000001,6.92,6.94,6.95,6.94,6.93,6.9,170.62,170.86,170.98,171.07,171.16,171.24,171.32,171.39000000000001,171.55,28.77,28.44,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,9,2,3,30,101720,100580,99460,78.41,0,5.95,6.46,6.5600000000000005,6.63,6.67,6.7,6.72,6.73,6.76,169.70000000000002,169.55,169.55,169.55,169.56,169.57,169.59,169.61,169.65,28.75,28.42,28.25,28.05,27.86,27.68,27.48,27.3,26.92,N/A,N/A -2012,9,2,4,30,101690,100540,99430,79.04,0,6.18,6.65,6.76,6.8100000000000005,6.8500000000000005,6.88,6.9,6.91,6.93,169.82,169.86,169.84,169.8,169.77,169.72,169.67000000000002,169.62,169.51,28.66,28.32,28.150000000000002,27.96,27.77,27.580000000000002,27.39,27.2,26.82,N/A,N/A -2012,9,2,5,30,101710,100560,99450,75.75,0,7.13,7.74,7.88,7.95,8,8.03,8.06,8.08,8.120000000000001,171.16,171.39000000000001,171.47,171.55,171.61,171.67000000000002,171.73,171.79,171.91,28.88,28.57,28.400000000000002,28.2,28.02,27.830000000000002,27.64,27.45,27.080000000000002,N/A,N/A -2012,9,2,6,30,101710,100560,99450,82.2,0,6.69,7.25,7.36,7.41,7.44,7.45,7.45,7.44,7.4,177.23,177.29,177.32,177.36,177.39000000000001,177.41,177.45000000000002,177.48,177.53,28.580000000000002,28.23,28.060000000000002,27.86,27.67,27.47,27.28,27.09,26.7,N/A,N/A -2012,9,2,7,30,101720,100580,99470,80.72,0,7.21,7.82,7.96,8.03,8.08,8.11,8.13,8.14,8.15,180.47,180.9,181.13,181.36,181.55,181.73,181.9,182.05,182.36,28.740000000000002,28.41,28.240000000000002,28.04,27.86,27.67,27.48,27.29,26.91,N/A,N/A -2012,9,2,8,30,101730,100580,99470,81.76,0,6.12,6.67,6.8,6.88,6.93,6.98,7.01,7.04,7.08,188.27,188.22,188.23,188.27,188.32,188.37,188.43,188.49,188.64000000000001,28.78,28.46,28.29,28.09,27.900000000000002,27.71,27.52,27.330000000000002,26.95,N/A,N/A -2012,9,2,9,30,101730,100590,99470,78.62,0,6.76,7.36,7.5,7.5600000000000005,7.6000000000000005,7.63,7.640000000000001,7.65,7.65,198.25,198.33,198.31,198.3,198.28,198.27,198.24,198.21,198.12,28.94,28.62,28.46,28.26,28.07,27.88,27.69,27.5,27.13,N/A,N/A -2012,9,2,10,30,101750,100600,99490,79.69,0,6.49,7.09,7.23,7.32,7.38,7.43,7.46,7.49,7.54,202.62,202.35,202.20000000000002,202.03,201.87,201.70000000000002,201.53,201.36,201.01,28.84,28.52,28.35,28.150000000000002,27.97,27.78,27.580000000000002,27.400000000000002,27.02,N/A,N/A -2012,9,2,11,30,101750,100600,99490,83.17,0,5.94,6.390000000000001,6.49,6.53,6.5600000000000005,6.59,6.6000000000000005,6.61,6.62,200.87,201.20000000000002,201.36,201.51,201.64000000000001,201.77,201.9,202.01,202.23000000000002,28.63,28.29,28.12,27.92,27.73,27.54,27.35,27.17,26.79,N/A,N/A -2012,9,2,12,30,101770,100630,99520,80.19,0,5.71,6.2,6.32,6.38,6.42,6.46,6.48,6.5,6.53,199.9,200.32,200.49,200.64000000000001,200.78,200.9,201.02,201.14000000000001,201.37,28.86,28.53,28.37,28.17,27.98,27.79,27.6,27.41,27.03,N/A,N/A -2012,9,2,13,30,101790,100640,99530,81.05,0,5.15,5.51,5.58,5.61,5.63,5.64,5.65,5.65,5.65,205.76,205.62,205.57,205.53,205.5,205.47,205.45000000000002,205.42000000000002,205.35,28.740000000000002,28.41,28.240000000000002,28.04,27.85,27.66,27.47,27.28,26.91,N/A,N/A -2012,9,2,14,30,101810,100660,99550,81.69,0,4.39,4.68,4.75,4.78,4.8,4.8100000000000005,4.82,4.82,4.83,219.17000000000002,219.32,219.4,219.48000000000002,219.54,219.61,219.67000000000002,219.74,219.84,28.71,28.38,28.21,28.01,27.82,27.63,27.44,27.25,26.87,N/A,N/A -2012,9,2,15,30,101820,100670,99560,81.9,0,3.5100000000000002,3.71,3.7600000000000002,3.7800000000000002,3.79,3.8000000000000003,3.81,3.81,3.81,224.99,224.48000000000002,224.18,223.86,223.58,223.3,223.02,222.77,222.22,28.75,28.41,28.240000000000002,28.04,27.85,27.66,27.46,27.28,26.89,N/A,N/A -2012,9,2,16,30,101810,100670,99560,81.66,0,3.19,3.39,3.44,3.47,3.5,3.52,3.54,3.56,3.59,217.9,217.45000000000002,217.17000000000002,216.91,216.68,216.47,216.26,216.06,215.69,28.77,28.42,28.25,28.05,27.86,27.67,27.47,27.28,26.900000000000002,N/A,N/A -2012,9,2,17,30,101800,100650,99540,79.10000000000001,0,2.66,2.81,2.84,2.86,2.88,2.89,2.91,2.91,2.94,215.21,215.1,215.06,215.01,214.96,214.9,214.84,214.78,214.65,28.84,28.490000000000002,28.32,28.11,27.93,27.73,27.54,27.36,26.97,N/A,N/A -2012,9,2,18,30,101770,100620,99510,81.98,0,3.15,3.33,3.36,3.38,3.4,3.41,3.42,3.43,3.45,192.85,192.94,193.05,193.16,193.26,193.35,193.45000000000002,193.54,193.73000000000002,28.84,28.48,28.310000000000002,28.11,27.92,27.72,27.53,27.35,26.96,N/A,N/A -2012,9,2,19,30,101750,100610,99500,83.45,0,3.4,3.6,3.64,3.67,3.69,3.71,3.73,3.75,3.79,184.14000000000001,183.42000000000002,182.99,182.56,182.18,181.8,181.43,181.08,180.43,28.93,28.57,28.39,28.19,28.01,27.82,27.62,27.44,27.060000000000002,N/A,N/A -2012,9,2,20,30,101710,100560,99450,84.97,0,5.0200000000000005,5.4,5.48,5.53,5.5600000000000005,5.59,5.61,5.63,5.66,181.13,181.37,181.46,181.55,181.63,181.70000000000002,181.77,181.84,181.99,28.98,28.62,28.45,28.25,28.060000000000002,27.86,27.67,27.490000000000002,27.1,N/A,N/A -2012,9,2,21,30,101650,100500,99390,85.51,0,6.2,6.65,6.73,6.75,6.76,6.75,6.74,6.72,6.68,174.44,174.84,175.07,175.31,175.52,175.74,175.97,176.19,176.71,28.830000000000002,28.48,28.310000000000002,28.11,27.92,27.73,27.54,27.36,26.98,N/A,N/A -2012,9,2,22,30,101600,100460,99350,85.89,0,6.57,7.11,7.21,7.26,7.29,7.3,7.3,7.3,7.28,176.46,176.67000000000002,176.76,176.89000000000001,177.01,177.15,177.32,177.48,177.89000000000001,28.740000000000002,28.400000000000002,28.23,28.03,27.84,27.650000000000002,27.46,27.27,26.89,N/A,N/A -2012,9,2,23,30,101580,100430,99320,84.65,0,5.9,6.3500000000000005,6.45,6.49,6.51,6.5200000000000005,6.5200000000000005,6.51,6.49,180.44,180.63,180.73,180.84,180.93,181.03,181.13,181.22,181.42000000000002,28.71,28.38,28.21,28.01,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,9,3,0,30,101550,100400,99290,85.06,0,6.8500000000000005,7.41,7.53,7.59,7.63,7.65,7.66,7.66,7.65,182.03,182.16,182.24,182.32,182.4,182.47,182.55,182.62,182.76,28.66,28.32,28.150000000000002,27.94,27.75,27.560000000000002,27.37,27.18,26.8,N/A,N/A -2012,9,3,1,30,101530,100380,99270,86.54,0,6.4,6.94,7.0600000000000005,7.140000000000001,7.19,7.22,7.25,7.2700000000000005,7.29,190.14000000000001,190,190,190.02,190.04,190.07,190.1,190.13,190.21,28.59,28.240000000000002,28.060000000000002,27.86,27.67,27.48,27.28,27.1,26.71,N/A,N/A -2012,9,3,2,30,101530,100390,99280,85.18,0,6.38,6.890000000000001,7.01,7.07,7.12,7.15,7.17,7.19,7.21,185.70000000000002,186.09,186.27,186.45000000000002,186.61,186.76,186.91,187.04,187.32,28.57,28.22,28.04,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.7,N/A,N/A -2012,9,3,3,30,101530,100390,99280,84.35000000000001,0,6.93,7.48,7.58,7.61,7.63,7.62,7.61,7.59,7.53,193.37,192.83,192.61,192.41,192.24,192.1,191.95000000000002,191.82,191.55,28.740000000000002,28.400000000000002,28.23,28.04,27.85,27.66,27.47,27.29,26.92,N/A,N/A -2012,9,3,4,30,101510,100370,99260,83.78,0,6.66,7.2,7.32,7.38,7.42,7.44,7.46,7.47,7.48,192.55,192.67000000000002,192.73000000000002,192.77,192.8,192.84,192.86,192.88,192.92000000000002,28.55,28.19,28.02,27.82,27.63,27.44,27.25,27.060000000000002,26.68,N/A,N/A -2012,9,3,5,30,101530,100380,99280,82,0,6.37,6.88,6.99,7.04,7.07,7.1000000000000005,7.11,7.12,7.13,188.28,188.24,188.27,188.32,188.38,188.45000000000002,188.54,188.62,188.82,28.72,28.38,28.21,28.01,27.830000000000002,27.64,27.45,27.26,26.89,N/A,N/A -2012,9,3,6,30,101540,100390,99280,86.42,0,6.41,6.95,7.08,7.15,7.2,7.24,7.2700000000000005,7.29,7.32,190.78,191.03,191.11,191.18,191.23000000000002,191.27,191.32,191.36,191.44,28.52,28.150000000000002,27.98,27.78,27.59,27.39,27.2,27.01,26.63,N/A,N/A -2012,9,3,7,30,101550,100400,99290,84.33,0,6.2,6.7,6.8100000000000005,6.87,6.91,6.94,6.97,6.99,7.03,194.64000000000001,194.85,194.95000000000002,195.06,195.17000000000002,195.27,195.38,195.49,195.73000000000002,28.62,28.26,28.09,27.89,27.7,27.51,27.32,27.13,26.76,N/A,N/A -2012,9,3,8,30,101550,100410,99300,84.64,0,7.17,7.79,7.930000000000001,8.01,8.06,8.1,8.13,8.15,8.17,200.72,201.03,201.12,201.22,201.3,201.38,201.45000000000002,201.52,201.66,28.740000000000002,28.38,28.21,28.01,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,9,3,9,30,101560,100410,99310,84.56,0,6.24,6.75,6.8500000000000005,6.92,6.96,6.99,7.0200000000000005,7.04,7.07,216.9,215.61,214.99,214.39000000000001,213.84,213.34,212.83,212.36,211.42000000000002,28.77,28.41,28.240000000000002,28.04,27.85,27.67,27.47,27.29,26.92,N/A,N/A -2012,9,3,10,30,101560,100410,99310,84,0,5.93,6.36,6.45,6.49,6.5200000000000005,6.54,6.55,6.5600000000000005,6.5600000000000005,215.82,215.93,216,216.04,216.06,216.07,216.07,216.07,216.05,28.76,28.41,28.240000000000002,28.04,27.85,27.66,27.46,27.28,26.900000000000002,N/A,N/A -2012,9,3,11,30,101600,100450,99340,83.73,0,5.88,6.33,6.43,6.49,6.5200000000000005,6.54,6.5600000000000005,6.57,6.59,227.34,227.06,226.82,226.56,226.32,226.07,225.83,225.59,225.09,28.73,28.37,28.2,28,27.810000000000002,27.62,27.43,27.240000000000002,26.86,N/A,N/A -2012,9,3,12,30,101630,100480,99370,82.23,0,5.91,6.36,6.45,6.5,6.53,6.55,6.5600000000000005,6.57,6.58,222.14000000000001,222.24,222.19,222.14000000000001,222.08,222.01,221.94,221.86,221.69,28.650000000000002,28.29,28.12,27.92,27.73,27.54,27.35,27.17,26.79,N/A,N/A -2012,9,3,13,30,101650,100500,99390,81.4,0,5.09,5.44,5.51,5.55,5.58,5.59,5.6000000000000005,5.61,5.62,221.69,221.65,221.62,221.58,221.56,221.54,221.51,221.49,221.43,28.69,28.34,28.17,27.97,27.78,27.59,27.39,27.21,26.830000000000002,N/A,N/A -2012,9,3,14,30,101670,100530,99420,82.3,0,4.64,4.97,5.04,5.09,5.12,5.15,5.17,5.19,5.22,217.27,218.19,218.66,219.12,219.54,219.94,220.34,220.71,221.45000000000002,28.78,28.44,28.26,28.060000000000002,27.88,27.68,27.490000000000002,27.310000000000002,26.93,N/A,N/A -2012,9,3,15,30,101690,100550,99440,81.25,0,4.37,4.71,4.79,4.83,4.88,4.91,4.94,4.97,5.0200000000000005,253.59,252.51000000000002,251.94,251.35,250.82,250.3,249.77,249.27,248.22,28.89,28.55,28.38,28.18,27.990000000000002,27.8,27.61,27.43,27.05,N/A,N/A -2012,9,3,16,30,101680,100530,99420,80.64,0,4.74,5.04,5.08,5.09,5.1000000000000005,5.1000000000000005,5.09,5.08,5.0600000000000005,228.51,228.31,228.24,228.16,228.08,228.01,227.92000000000002,227.84,227.67000000000002,28.88,28.53,28.36,28.16,27.97,27.78,27.580000000000002,27.400000000000002,27.02,N/A,N/A -2012,9,3,17,30,101650,100510,99400,81.43,0,4.28,4.55,4.61,4.64,4.67,4.68,4.69,4.71,4.72,235.03,235.04,235.1,235.15,235.21,235.26,235.32,235.38,235.5,28.84,28.48,28.310000000000002,28.11,27.92,27.72,27.53,27.35,26.97,N/A,N/A -2012,9,3,18,30,101650,100500,99400,80.96000000000001,0,4.5600000000000005,4.87,4.93,4.96,4.98,5,5.01,5.01,5.0200000000000005,216.77,216.94,217.03,217.1,217.16,217.21,217.27,217.32,217.39000000000001,28.98,28.63,28.45,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,9,3,19,30,101610,100470,99360,83.29,0,5.6000000000000005,6.0200000000000005,6.11,6.16,6.2,6.23,6.25,6.26,6.29,200.09,200.67000000000002,200.97,201.27,201.53,201.79,202.05,202.3,202.8,29,28.64,28.46,28.26,28.07,27.88,27.68,27.5,27.12,N/A,N/A -2012,9,3,20,30,101570,100430,99320,83.42,0,5.83,6.25,6.33,6.36,6.37,6.38,6.38,6.37,6.34,202.84,202.74,202.70000000000002,202.65,202.59,202.53,202.46,202.39000000000001,202.23000000000002,28.95,28.6,28.43,28.22,28.03,27.84,27.650000000000002,27.46,27.080000000000002,N/A,N/A -2012,9,3,21,30,101520,100380,99270,79.05,0,6.8500000000000005,7.37,7.46,7.5,7.51,7.51,7.5,7.49,7.46,194.45000000000002,194.37,194.35,194.3,194.24,194.17000000000002,194.07,193.98000000000002,193.70000000000002,29.04,28.7,28.53,28.330000000000002,28.150000000000002,27.96,27.77,27.59,27.22,N/A,N/A -2012,9,3,22,30,101470,100330,99220,78.4,0,6.36,6.8500000000000005,6.94,6.97,6.99,7,6.99,6.99,6.96,198.23000000000002,198.16,198.1,198.03,197.96,197.89000000000001,197.81,197.74,197.56,29.04,28.71,28.54,28.34,28.16,27.97,27.78,27.6,27.23,N/A,N/A -2012,9,3,23,30,101450,100310,99200,76,0,6.38,6.890000000000001,6.98,7.03,7.05,7.0600000000000005,7.0600000000000005,7.0600000000000005,7.04,196.16,196.11,196.1,196.08,196.06,196.04,196.01,195.99,195.92000000000002,29.1,28.78,28.62,28.42,28.23,28.04,27.85,27.67,27.3,N/A,N/A -2012,9,4,0,30,101410,100270,99160,81.38,0,6.98,7.5600000000000005,7.68,7.73,7.7700000000000005,7.79,7.8100000000000005,7.8100000000000005,7.82,194.44,194.45000000000002,194.46,194.47,194.47,194.47,194.46,194.45000000000002,194.43,28.85,28.5,28.330000000000002,28.13,27.94,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,9,4,1,30,101410,100270,99160,80.83,0,6.51,7.03,7.13,7.17,7.2,7.21,7.22,7.22,7.21,202.38,202.15,202.04,201.93,201.84,201.74,201.64000000000001,201.54,201.34,28.8,28.45,28.28,28.080000000000002,27.89,27.7,27.5,27.32,26.94,N/A,N/A -2012,9,4,2,30,101430,100290,99180,78.71000000000001,0,6.5600000000000005,7.09,7.19,7.25,7.28,7.3,7.3100000000000005,7.32,7.32,200.36,200.5,200.53,200.57,200.6,200.63,200.65,200.68,200.72,28.89,28.55,28.37,28.18,27.990000000000002,27.8,27.61,27.43,27.05,N/A,N/A -2012,9,4,3,30,101460,100310,99200,84.43,0,7.15,7.73,7.8500000000000005,7.91,7.94,7.96,7.97,7.97,7.96,202.25,202.26,202.23000000000002,202.21,202.18,202.15,202.13,202.12,202.07,28.59,28.22,28.05,27.85,27.650000000000002,27.46,27.27,27.080000000000002,26.7,N/A,N/A -2012,9,4,4,30,101440,100300,99190,85.42,0,7.2,7.86,8.01,8.09,8.15,8.2,8.23,8.25,8.27,202.25,202.47,202.55,202.63,202.69,202.74,202.8,202.84,202.92000000000002,28.560000000000002,28.19,28.01,27.8,27.61,27.42,27.22,27.03,26.650000000000002,N/A,N/A -2012,9,4,5,30,101460,100320,99210,83.74,0,8.11,8.8,8.950000000000001,9.03,9.08,9.120000000000001,9.13,9.15,9.16,200.42000000000002,200.41,200.45000000000002,200.52,200.58,200.65,200.74,200.82,201,28.57,28.19,28.01,27.810000000000002,27.62,27.43,27.240000000000002,27.05,26.67,N/A,N/A -2012,9,4,6,30,101460,100320,99210,84.26,0,8.540000000000001,9.32,9.5,9.59,9.66,9.700000000000001,9.73,9.75,9.76,208.28,208.3,208.3,208.3,208.3,208.31,208.31,208.31,208.32,28.490000000000002,28.1,27.92,27.72,27.52,27.330000000000002,27.13,26.94,26.560000000000002,N/A,N/A -2012,9,4,7,30,101490,100340,99240,80.2,0,8.69,9.49,9.67,9.77,9.84,9.89,9.92,9.950000000000001,9.98,217.46,217.66,217.70000000000002,217.72,217.73000000000002,217.74,217.75,217.75,217.75,28.560000000000002,28.19,28.01,27.8,27.61,27.42,27.22,27.04,26.66,N/A,N/A -2012,9,4,8,30,101470,100320,99210,82.37,0,7.930000000000001,8.66,8.83,8.94,9.01,9.07,9.11,9.15,9.200000000000001,222.17000000000002,222.25,222.29,222.32,222.33,222.35,222.36,222.38,222.4,28.5,28.12,27.94,27.740000000000002,27.54,27.35,27.16,26.97,26.59,N/A,N/A -2012,9,4,9,30,101460,100320,99210,81.63,0,7.5200000000000005,8.22,8.38,8.48,8.55,8.6,8.64,8.67,8.72,223.83,223.3,223.08,222.87,222.68,222.51,222.34,222.18,221.87,28.740000000000002,28.38,28.2,28,27.810000000000002,27.62,27.42,27.240000000000002,26.86,N/A,N/A -2012,9,4,10,30,101480,100330,99220,82.51,0,7.37,7.97,8.120000000000001,8.2,8.25,8.28,8.31,8.33,8.35,220.61,220.59,220.6,220.6,220.61,220.62,220.63,220.65,220.68,28.59,28.23,28.05,27.85,27.66,27.46,27.27,27.09,26.71,N/A,N/A -2012,9,4,11,30,101500,100360,99240,82.14,0,8.08,8.77,8.93,9,9.040000000000001,9.06,9.07,9.07,9.05,219.04,219.03,219.06,219.1,219.13,219.18,219.22,219.27,219.37,28.67,28.310000000000002,28.13,27.92,27.73,27.54,27.35,27.16,26.78,N/A,N/A -2012,9,4,12,30,101490,100340,99230,77.78,0,6.99,7.61,7.75,7.83,7.88,7.91,7.94,7.95,7.97,222.8,223.1,223.25,223.4,223.54,223.67000000000002,223.81,223.94,224.22,28.810000000000002,28.46,28.29,28.080000000000002,27.900000000000002,27.7,27.51,27.32,26.94,N/A,N/A -2012,9,4,13,30,101510,100370,99260,75.71000000000001,0,6.66,7.23,7.3500000000000005,7.42,7.46,7.49,7.51,7.53,7.54,226.33,226.36,226.35,226.35,226.35,226.36,226.38,226.4,226.44,28.91,28.560000000000002,28.39,28.19,28,27.810000000000002,27.61,27.43,27.05,N/A,N/A -2012,9,4,14,30,101540,100390,99290,77.58,0,5.62,6.140000000000001,6.2700000000000005,6.37,6.45,6.51,6.5600000000000005,6.6000000000000005,6.68,226.67000000000002,227.07,227.28,227.46,227.61,227.74,227.86,227.96,228.16,28.91,28.57,28.400000000000002,28.2,28.01,27.82,27.62,27.43,27.05,N/A,N/A -2012,9,4,15,30,101560,100420,99310,75.42,0,5.7,6.16,6.2700000000000005,6.33,6.38,6.41,6.44,6.46,6.5,230.3,230.15,230.15,230.17000000000002,230.19,230.22,230.25,230.29,230.36,28.96,28.62,28.45,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,9,4,16,30,101540,100390,99290,78.42,0,5.63,6.01,6.09,6.13,6.16,6.17,6.19,6.2,6.22,227.36,227.53,227.64000000000001,227.76,227.87,227.98000000000002,228.09,228.20000000000002,228.45000000000002,28.810000000000002,28.46,28.29,28.09,27.900000000000002,27.72,27.53,27.34,26.97,N/A,N/A -2012,9,4,17,30,101530,100380,99280,80.14,0,5.79,6.19,6.25,6.2700000000000005,6.28,6.28,6.2700000000000005,6.26,6.23,217.19,217.38,217.48000000000002,217.57,217.65,217.71,217.77,217.82,217.92000000000002,28.8,28.44,28.26,28.060000000000002,27.87,27.68,27.48,27.29,26.91,N/A,N/A -2012,9,4,18,30,101520,100370,99270,79.59,0,5.17,5.5200000000000005,5.6000000000000005,5.64,5.66,5.68,5.69,5.7,5.71,208.86,208.9,208.97,209.01,209.05,209.09,209.13,209.17000000000002,209.25,28.78,28.42,28.240000000000002,28.04,27.85,27.66,27.47,27.28,26.900000000000002,N/A,N/A -2012,9,4,19,30,101490,100340,99240,80.12,0,5.97,6.4,6.49,6.5200000000000005,6.54,6.5600000000000005,6.5600000000000005,6.5600000000000005,6.54,201.29,201.42000000000002,201.47,201.51,201.54,201.58,201.6,201.62,201.68,28.78,28.41,28.240000000000002,28.04,27.85,27.650000000000002,27.46,27.27,26.89,N/A,N/A -2012,9,4,20,30,101420,100280,99170,79.52,0,6.45,6.96,7.0600000000000005,7.1000000000000005,7.13,7.140000000000001,7.140000000000001,7.140000000000001,7.11,200.68,200.84,200.9,200.96,201.01,201.04,201.09,201.13,201.23000000000002,28.810000000000002,28.45,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,9,4,21,30,101380,100230,99130,76.34,0,7.18,7.76,7.87,7.92,7.94,7.95,7.95,7.95,7.92,201.09,201.08,201.09,201.12,201.14000000000001,201.18,201.20000000000002,201.23000000000002,201.29,28.88,28.54,28.36,28.17,27.98,27.79,27.6,27.42,27.05,N/A,N/A -2012,9,4,22,30,101350,100210,99100,78.87,0,6.3500000000000005,6.88,6.99,7.05,7.1000000000000005,7.13,7.16,7.18,7.21,202.49,202.62,202.71,202.8,202.89000000000001,202.98000000000002,203.08,203.17000000000002,203.4,28.84,28.48,28.310000000000002,28.11,27.93,27.740000000000002,27.55,27.37,27,N/A,N/A -2012,9,4,23,30,101290,100140,99040,81.57000000000001,0,6.84,7.390000000000001,7.51,7.57,7.6000000000000005,7.62,7.640000000000001,7.640000000000001,7.640000000000001,192.45000000000002,192.70000000000002,192.84,192.99,193.11,193.23000000000002,193.36,193.48000000000002,193.74,28.61,28.240000000000002,28.060000000000002,27.86,27.67,27.48,27.28,27.1,26.72,N/A,N/A -2012,9,5,0,30,101290,100150,99040,80.77,0,7.03,7.59,7.7,7.75,7.79,7.8,7.8100000000000005,7.8100000000000005,7.8,197.02,197.18,197.26,197.33,197.38,197.43,197.47,197.52,197.6,28.68,28.32,28.14,27.94,27.75,27.560000000000002,27.37,27.18,26.810000000000002,N/A,N/A -2012,9,5,1,30,101260,100120,99010,79.17,0,6.92,7.47,7.58,7.640000000000001,7.67,7.69,7.7,7.7,7.69,198.54,198.62,198.66,198.70000000000002,198.74,198.78,198.81,198.85,198.93,28.7,28.34,28.16,27.96,27.77,27.580000000000002,27.39,27.21,26.830000000000002,N/A,N/A -2012,9,5,2,30,101260,100110,99010,80.7,0,6.7700000000000005,7.3100000000000005,7.41,7.47,7.5,7.5200000000000005,7.54,7.55,7.5600000000000005,196.32,196.28,196.35,196.44,196.53,196.62,196.73000000000002,196.82,197.06,28.54,28.17,28,27.8,27.61,27.42,27.22,27.04,26.66,N/A,N/A -2012,9,5,3,30,101260,100120,99010,82.05,0,8,8.68,8.83,8.9,8.94,8.97,8.98,8.99,8.98,197.27,197.34,197.41,197.48000000000002,197.55,197.62,197.70000000000002,197.78,197.94,28.51,28.13,27.95,27.75,27.560000000000002,27.37,27.17,26.990000000000002,26.61,N/A,N/A -2012,9,5,4,30,101250,100110,99000,84.15,0,8.03,8.74,8.89,8.97,9.02,9.05,9.06,9.07,9.07,206.43,206.57,206.55,206.52,206.47,206.41,206.33,206.26,206.08,28.39,27.990000000000002,27.810000000000002,27.6,27.41,27.21,27.02,26.830000000000002,26.44,N/A,N/A -2012,9,5,5,30,101240,100090,98990,82.27,0,8.08,8.81,8.96,9.05,9.11,9.15,9.18,9.200000000000001,9.22,212.1,211.79,211.72,211.67000000000002,211.63,211.6,211.57,211.55,211.53,28.52,28.13,27.94,27.740000000000002,27.55,27.36,27.16,26.97,26.580000000000002,N/A,N/A -2012,9,5,6,30,101280,100140,99030,84.59,0,7.74,8.38,8.52,8.58,8.63,8.65,8.67,8.67,8.67,205.87,205.94,206.05,206.18,206.29,206.4,206.51,206.61,206.82,28.39,28.01,27.830000000000002,27.62,27.43,27.240000000000002,27.04,26.85,26.47,N/A,N/A -2012,9,5,7,30,101300,100160,99050,83.28,0,7.67,8.4,8.58,8.68,8.75,8.8,8.84,8.870000000000001,8.9,212.6,213.08,213.25,213.41,213.54,213.66,213.77,213.86,214.04,28.55,28.18,28,27.8,27.61,27.41,27.22,27.03,26.64,N/A,N/A -2012,9,5,8,30,101280,100140,99030,83.36,0,7.49,8.23,8.41,8.52,8.6,8.66,8.71,8.75,8.8,215.46,215.53,215.57,215.63,215.68,215.74,215.79,215.84,215.95000000000002,28.55,28.17,27.990000000000002,27.79,27.6,27.400000000000002,27.21,27.02,26.63,N/A,N/A -2012,9,5,9,30,101280,100140,99040,80.13,0,7.92,8.59,8.73,8.8,8.85,8.870000000000001,8.89,8.9,8.91,215.51,216.08,216.39000000000001,216.70000000000002,216.98000000000002,217.24,217.51,217.76,218.27,28.8,28.45,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,9,5,10,30,101310,100170,99060,82.8,0,7.33,7.930000000000001,8.06,8.120000000000001,8.16,8.19,8.2,8.2,8.2,228.62,228.46,228.4,228.35,228.32,228.29,228.28,228.26,228.25,28.580000000000002,28.21,28.03,27.830000000000002,27.64,27.44,27.25,27.060000000000002,26.68,N/A,N/A -2012,9,5,11,30,101290,100150,99040,81.51,0,6.95,7.53,7.66,7.73,7.78,7.8100000000000005,7.83,7.8500000000000005,7.88,223.41,223.63,223.78,223.9,224.02,224.14000000000001,224.25,224.36,224.58,28.580000000000002,28.22,28.04,27.830000000000002,27.64,27.45,27.25,27.07,26.69,N/A,N/A -2012,9,5,12,30,101290,100150,99050,81.72,0,6.2700000000000005,6.8500000000000005,6.99,7.09,7.17,7.23,7.28,7.32,7.4,229.48000000000002,230.08,230.38,230.68,230.95000000000002,231.21,231.47,231.71,232.20000000000002,28.650000000000002,28.29,28.11,27.91,27.72,27.53,27.330000000000002,27.150000000000002,26.77,N/A,N/A -2012,9,5,13,30,101320,100180,99070,79.23,0,6.66,7.16,7.25,7.28,7.29,7.3,7.29,7.28,7.25,243.41,243.18,243.12,243.1,243.07,243.06,243.06,243.06,243.09,28.77,28.42,28.25,28.05,27.86,27.67,27.47,27.29,26.91,N/A,N/A -2012,9,5,14,30,101340,100200,99090,77.15,0,6.51,7.05,7.16,7.23,7.2700000000000005,7.3,7.32,7.34,7.36,241.96,242.49,242.76,243.01,243.24,243.45000000000002,243.66,243.84,244.20000000000002,28.87,28.53,28.35,28.150000000000002,27.97,27.78,27.580000000000002,27.39,27.01,N/A,N/A -2012,9,5,15,30,101350,100210,99100,79.33,0,6.55,7.01,7.09,7.11,7.12,7.12,7.11,7.1000000000000005,7.0600000000000005,243.39000000000001,243.18,243.06,242.93,242.81,242.70000000000002,242.57,242.46,242.21,28.63,28.27,28.1,27.900000000000002,27.71,27.52,27.330000000000002,27.14,26.76,N/A,N/A -2012,9,5,16,30,101360,100210,99110,75.76,0,5.61,6.08,6.18,6.24,6.29,6.32,6.34,6.36,6.390000000000001,243.32,242.96,242.75,242.54,242.35,242.17000000000002,242,241.83,241.49,28.89,28.54,28.37,28.17,27.97,27.79,27.59,27.400000000000002,27.02,N/A,N/A -2012,9,5,17,30,101350,100210,99100,74.93,0,5.33,5.69,5.7700000000000005,5.8100000000000005,5.83,5.8500000000000005,5.86,5.87,5.87,233.07,233.31,233.52,233.72,233.92000000000002,234.1,234.3,234.49,234.87,28.91,28.57,28.400000000000002,28.21,28.02,27.830000000000002,27.64,27.46,27.080000000000002,N/A,N/A -2012,9,5,18,30,101320,100180,99070,79.22,0,5.99,6.46,6.5600000000000005,6.6000000000000005,6.63,6.65,6.66,6.67,6.66,226.37,226.58,226.70000000000002,226.82,226.92000000000002,227.01,227.11,227.19,227.39000000000001,28.73,28.37,28.2,28,27.8,27.61,27.42,27.23,26.85,N/A,N/A -2012,9,5,19,30,101280,100140,99030,79.22,0,6.53,7.04,7.140000000000001,7.19,7.21,7.22,7.23,7.22,7.21,217.47,217.56,217.61,217.65,217.70000000000002,217.74,217.79,217.84,217.95000000000002,28.810000000000002,28.45,28.28,28.080000000000002,27.89,27.7,27.51,27.330000000000002,26.95,N/A,N/A -2012,9,5,20,30,101250,100110,99000,80.21000000000001,0,6.93,7.53,7.640000000000001,7.69,7.72,7.74,7.74,7.73,7.71,213.34,213.49,213.58,213.64000000000001,213.70000000000002,213.75,213.79,213.84,213.94,28.78,28.42,28.240000000000002,28.04,27.86,27.67,27.47,27.29,26.91,N/A,N/A -2012,9,5,21,30,101230,100090,98990,80.2,0,7.29,7.92,8.040000000000001,8.09,8.120000000000001,8.13,8.120000000000001,8.11,8.06,211.92000000000002,212,212,211.97,211.93,211.88,211.81,211.73000000000002,211.55,28.77,28.41,28.240000000000002,28.04,27.85,27.66,27.47,27.28,26.900000000000002,N/A,N/A -2012,9,5,22,30,101210,100070,98970,77.35000000000001,0,6.68,7.22,7.34,7.390000000000001,7.43,7.45,7.47,7.48,7.49,209.42000000000002,209.54,209.61,209.70000000000002,209.77,209.85,209.93,210.02,210.23000000000002,28.82,28.48,28.3,28.11,27.92,27.740000000000002,27.55,27.37,27,N/A,N/A -2012,9,5,23,30,101200,100050,98950,75.21000000000001,0,6.78,7.34,7.45,7.5,7.54,7.5600000000000005,7.57,7.58,7.59,212.16,212.33,212.44,212.54,212.63,212.72,212.82,212.91,213.1,28.87,28.52,28.35,28.16,27.97,27.79,27.59,27.42,27.05,N/A,N/A -2012,9,6,0,30,101170,100030,98920,73.81,0,7.390000000000001,8,8.13,8.18,8.22,8.23,8.24,8.24,8.22,207.71,207.71,207.74,207.79,207.83,207.88,207.92000000000002,207.95000000000002,208.02,28.810000000000002,28.47,28.3,28.1,27.92,27.73,27.53,27.35,26.97,N/A,N/A -2012,9,6,1,30,101150,100010,98910,74.02,0,7.21,7.8,7.91,7.97,8,8.02,8.040000000000001,8.05,8.08,208.41,208.38,208.38,208.39000000000001,208.39000000000001,208.4,208.42000000000002,208.44,208.52,28.810000000000002,28.47,28.3,28.11,27.93,27.75,27.560000000000002,27.39,27.03,N/A,N/A -2012,9,6,2,30,101180,100030,98930,78.13,0,6.95,7.5,7.59,7.62,7.640000000000001,7.640000000000001,7.63,7.61,7.57,215.29,215.14000000000001,215.04,214.92000000000002,214.78,214.65,214.49,214.34,213.98000000000002,28.55,28.19,28.02,27.82,27.63,27.45,27.25,27.07,26.7,N/A,N/A -2012,9,6,3,30,101190,100050,98940,70.07000000000001,0,6.37,6.93,7.05,7.11,7.16,7.19,7.21,7.22,7.24,213.09,213.42000000000002,213.56,213.67000000000002,213.77,213.86,213.94,214.01,214.14000000000001,28.97,28.650000000000002,28.48,28.29,28.1,27.91,27.72,27.54,27.16,N/A,N/A -2012,9,6,4,30,101190,100050,98940,69.78,0,7.0200000000000005,7.57,7.7,7.78,7.84,7.890000000000001,7.930000000000001,7.97,8.05,219.5,219.42000000000002,219.44,219.46,219.48000000000002,219.5,219.51,219.52,219.48000000000002,28.87,28.55,28.39,28.2,28.02,27.84,27.66,27.48,27.13,N/A,N/A -2012,9,6,5,30,101190,100040,98940,72.63,0,7.41,8,8.1,8.13,8.14,8.13,8.11,8.08,8,221.15,221.08,221.01,220.95000000000002,220.89000000000001,220.83,220.77,220.70000000000002,220.55,28.75,28.400000000000002,28.23,28.03,27.84,27.650000000000002,27.45,27.27,26.88,N/A,N/A -2012,9,6,6,30,101250,100100,99000,75.87,0,7.48,8.1,8.21,8.25,8.27,8.26,8.25,8.22,8.15,223.71,223.73000000000002,223.72,223.68,223.65,223.61,223.57,223.52,223.42000000000002,28.580000000000002,28.22,28.04,27.84,27.650000000000002,27.46,27.26,27.07,26.69,N/A,N/A -2012,9,6,7,30,101280,100130,99030,74.92,0,6.55,7.07,7.17,7.22,7.25,7.2700000000000005,7.28,7.28,7.28,227.38,227.41,227.4,227.39000000000001,227.37,227.35,227.34,227.31,227.26,28.57,28.22,28.04,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.71,N/A,N/A -2012,9,6,8,30,101310,100170,99060,77.77,0,6.84,7.33,7.41,7.44,7.45,7.45,7.44,7.43,7.38,235.63,235.76,235.82,235.88,235.93,235.97,236.01,236.04,236.11,28.330000000000002,27.97,27.79,27.59,27.400000000000002,27.21,27.01,26.82,26.44,N/A,N/A -2012,9,6,9,30,101320,100180,99070,76.57000000000001,0,6.18,6.68,6.78,6.84,6.88,6.91,6.93,6.94,6.96,237.81,237.91,237.97,238.03,238.09,238.15,238.20000000000002,238.26,238.37,28.51,28.16,27.98,27.78,27.59,27.400000000000002,27.2,27.02,26.63,N/A,N/A -2012,9,6,10,30,101340,100190,99080,79.63,0,6.44,6.9,6.98,7.01,7.0200000000000005,7.0200000000000005,7.01,6.99,6.96,243.8,243.81,243.81,243.83,243.84,243.86,243.88,243.9,243.95000000000002,28.28,27.91,27.73,27.53,27.34,27.150000000000002,26.95,26.76,26.38,N/A,N/A -2012,9,6,11,30,101350,100200,99090,80.22,0,5.49,5.86,5.93,5.97,6,6.0200000000000005,6.04,6.05,6.0600000000000005,243.72,243.52,243.33,243.1,242.87,242.62,242.38,242.14000000000001,241.62,28.19,27.830000000000002,27.650000000000002,27.46,27.26,27.07,26.88,26.7,26.32,N/A,N/A -2012,9,6,12,30,101380,100240,99130,82.21000000000001,0,5.3100000000000005,5.65,5.7,5.73,5.74,5.75,5.74,5.74,5.72,258.96,258.4,257.99,257.58,257.21,256.85,256.49,256.16,255.51000000000002,28.21,27.84,27.66,27.46,27.26,27.07,26.88,26.69,26.310000000000002,N/A,N/A -2012,9,6,13,30,101410,100260,99150,82.65,0,5.24,5.51,5.5200000000000005,5.51,5.49,5.46,5.43,5.4,5.33,277.23,275.47,274.6,273.72,272.94,272.2,271.47,270.79,269.46,27.98,27.61,27.43,27.23,27.04,26.85,26.66,26.47,26.09,N/A,N/A -2012,9,6,14,30,101450,100300,99190,86.18,0,3.7,3.84,3.85,3.83,3.8000000000000003,3.7800000000000002,3.75,3.72,3.65,294.72,293.86,293.37,292.81,292.26,291.68,291,290.32,288.49,27.47,27.09,26.92,26.72,26.53,26.34,26.150000000000002,25.97,25.6,N/A,N/A -2012,9,6,15,30,101450,100310,99190,84.63,0,2.5,2.61,2.63,2.65,2.66,2.68,2.71,2.74,2.86,276.72,275.28000000000003,274.34000000000003,273.28000000000003,272.16,270.95,269.52,268.07,264.23,27.67,27.3,27.13,26.94,26.76,26.580000000000002,26.400000000000002,26.23,25.900000000000002,N/A,N/A -2012,9,6,16,30,101470,100320,99210,83.61,0,2.84,3,3.0300000000000002,3.0500000000000003,3.0700000000000003,3.09,3.1,3.12,3.15,266.96,266.43,266.23,266.02,265.84000000000003,265.66,265.47,265.27,264.86,27.87,27.5,27.32,27.12,26.92,26.740000000000002,26.54,26.35,25.98,N/A,N/A -2012,9,6,17,30,101440,100290,99180,82.24,0,2.93,3.12,3.17,3.21,3.25,3.2800000000000002,3.31,3.34,3.39,242.77,242.84,242.9,242.96,243,243.04,243.07,243.1,243.12,28.11,27.740000000000002,27.560000000000002,27.36,27.17,26.98,26.78,26.6,26.22,N/A,N/A -2012,9,6,18,30,101420,100280,99170,82.67,0,3.48,3.67,3.7,3.73,3.75,3.77,3.79,3.81,3.88,214.37,214.9,215.25,215.65,216.07,216.52,217.07,217.64000000000001,219.25,28.22,27.85,27.68,27.48,27.3,27.12,26.93,26.75,26.41,N/A,N/A -2012,9,6,19,30,101380,100230,99120,80.43,0,3.92,4.15,4.2,4.22,4.23,4.24,4.24,4.25,4.25,208.05,208.46,208.68,208.9,209.12,209.34,209.59,209.83,210.42000000000002,28.55,28.19,28.01,27.810000000000002,27.63,27.44,27.25,27.060000000000002,26.69,N/A,N/A -2012,9,6,20,30,101350,100200,99100,78.91,0,4.96,5.26,5.29,5.3,5.29,5.28,5.26,5.23,5.17,215.42000000000002,215.41,215.4,215.38,215.37,215.35,215.33,215.31,215.28,28.71,28.36,28.18,27.98,27.79,27.6,27.41,27.22,26.84,N/A,N/A -2012,9,6,21,30,101310,100170,99060,81.15,0,5.34,5.65,5.69,5.69,5.68,5.66,5.62,5.59,5.5,209.9,209.78,209.67000000000002,209.57,209.47,209.36,209.24,209.11,208.81,28.54,28.18,28.01,27.8,27.61,27.42,27.23,27.04,26.66,N/A,N/A -2012,9,6,22,30,101280,100140,99030,80.17,0,5.5600000000000005,5.93,5.99,6,6.01,6,5.98,5.96,5.91,213.17000000000002,213.27,213.26,213.26,213.26,213.26,213.25,213.25,213.21,28.55,28.21,28.04,27.84,27.650000000000002,27.46,27.28,27.09,26.73,N/A,N/A -2012,9,6,23,30,101250,100110,99010,79.73,0,6.48,6.94,7.01,7.03,7.03,7.0200000000000005,7,6.98,6.92,215.23000000000002,215.28,215.27,215.24,215.21,215.18,215.14000000000001,215.09,214.96,28.560000000000002,28.21,28.04,27.84,27.650000000000002,27.46,27.28,27.09,26.72,N/A,N/A -2012,9,7,0,30,101210,100070,98960,79.91,0,7.25,7.78,7.86,7.87,7.86,7.82,7.78,7.72,7.58,219.78,219.75,219.75,219.73000000000002,219.71,219.68,219.63,219.57,219.39000000000001,28.5,28.14,27.97,27.77,27.580000000000002,27.39,27.2,27.02,26.650000000000002,N/A,N/A -2012,9,7,1,30,101220,100070,98970,78.26,0,6.7700000000000005,7.2700000000000005,7.36,7.38,7.390000000000001,7.37,7.3500000000000005,7.32,7.23,221,221.01,221.02,221.01,221.01,221.01,220.99,220.97,220.88,28.580000000000002,28.240000000000002,28.07,27.87,27.68,27.5,27.310000000000002,27.13,26.76,N/A,N/A -2012,9,7,2,30,101200,100060,98950,79.11,0,6,6.44,6.5200000000000005,6.5600000000000005,6.58,6.6000000000000005,6.6000000000000005,6.61,6.62,219.5,219.62,219.67000000000002,219.72,219.76,219.79,219.83,219.86,219.93,28.53,28.18,28.01,27.810000000000002,27.63,27.45,27.26,27.09,26.740000000000002,N/A,N/A -2012,9,7,3,30,101210,100060,98960,76.74,0,6.45,6.91,6.99,7.01,7.0200000000000005,7.01,6.99,6.97,6.91,226.51,226.51,226.49,226.47,226.46,226.44,226.42000000000002,226.41,226.38,28.53,28.19,28.01,27.82,27.63,27.45,27.26,27.080000000000002,26.71,N/A,N/A -2012,9,7,4,30,101210,100060,98960,77.85000000000001,0,6.29,6.74,6.8,6.82,6.82,6.8100000000000005,6.79,6.7700000000000005,6.71,228.69,228.69,228.69,228.68,228.66,228.63,228.6,228.56,228.47,28.47,28.12,27.95,27.75,27.560000000000002,27.37,27.18,26.990000000000002,26.61,N/A,N/A -2012,9,7,5,30,101220,100070,98960,74.14,0,6.41,6.88,6.97,7,7.0200000000000005,7.0200000000000005,7.01,7,6.96,232.47,232.58,232.61,232.64000000000001,232.66,232.69,232.70000000000002,232.71,232.69,28.6,28.26,28.09,27.89,27.7,27.51,27.32,27.14,26.76,N/A,N/A -2012,9,7,6,30,101240,100100,98990,71.85000000000001,0,5.98,6.43,6.5200000000000005,6.5600000000000005,6.59,6.61,6.62,6.63,6.65,237.59,237.73000000000002,237.8,237.87,237.93,237.99,238.06,238.12,238.26,28.77,28.44,28.28,28.080000000000002,27.900000000000002,27.72,27.53,27.35,26.98,N/A,N/A -2012,9,7,7,30,101260,100120,99010,75.32000000000001,0,6.2700000000000005,6.71,6.78,6.79,6.78,6.76,6.73,6.69,6.6000000000000005,238,238.16,238.22,238.29,238.35,238.41,238.47,238.51,238.64000000000001,28.57,28.22,28.05,27.85,27.66,27.47,27.28,27.09,26.71,N/A,N/A -2012,9,7,8,30,101250,100100,99000,71.67,0,6.38,6.88,6.97,7.01,7.03,7.03,7.0200000000000005,7,6.96,244.59,244.65,244.74,244.86,244.97,245.08,245.19,245.31,245.57,28.73,28.400000000000002,28.23,28.03,27.84,27.650000000000002,27.46,27.27,26.89,N/A,N/A -2012,9,7,9,30,101280,100140,99030,75.78,0,5.97,6.390000000000001,6.46,6.49,6.5,6.5,6.49,6.48,6.45,243.57,243.87,243.96,244.05,244.12,244.20000000000002,244.28,244.34,244.49,28.44,28.09,27.92,27.72,27.53,27.34,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,9,7,10,30,101270,100130,99020,78.99,0,6.24,6.68,6.76,6.79,6.8,6.8,6.78,6.7700000000000005,6.72,251.02,251.33,251.54,251.75,251.95000000000002,252.13,252.31,252.49,252.84,28.25,27.88,27.7,27.5,27.310000000000002,27.11,26.92,26.73,26.34,N/A,N/A -2012,9,7,11,30,101300,100160,99050,80.66,0,5.74,6.11,6.17,6.18,6.19,6.18,6.17,6.15,6.11,267.18,266.66,266.39,266.11,265.88,265.64,265.41,265.19,264.74,28.02,27.650000000000002,27.47,27.26,27.07,26.88,26.69,26.5,26.12,N/A,N/A -2012,9,7,12,30,101300,100150,99040,82.64,0,5.75,6.11,6.17,6.2,6.2,6.2,6.19,6.17,6.140000000000001,266.83,266.42,266.18,265.94,265.71,265.49,265.26,265.05,264.6,27.69,27.3,27.12,26.92,26.73,26.53,26.34,26.150000000000002,25.77,N/A,N/A -2012,9,7,13,30,101320,100170,99060,80.97,0,5.17,5.49,5.55,5.57,5.58,5.58,5.58,5.57,5.55,267.73,267.17,266.84000000000003,266.5,266.19,265.88,265.57,265.26,264.63,27.7,27.32,27.14,26.93,26.740000000000002,26.55,26.35,26.17,25.79,N/A,N/A -2012,9,7,14,30,101340,100190,99080,81.88,0,4.98,5.26,5.3100000000000005,5.32,5.32,5.32,5.3,5.29,5.26,274.17,273.89,273.69,273.49,273.3,273.12,272.91,272.72,272.26,27.48,27.09,26.91,26.71,26.51,26.32,26.13,25.94,25.560000000000002,N/A,N/A -2012,9,7,15,30,101330,100180,99070,81.07000000000001,0,4.69,4.99,5.05,5.09,5.11,5.13,5.15,5.15,5.17,269.71,269.2,268.94,268.69,268.46,268.26,268.05,267.85,267.44,27.57,27.18,26.990000000000002,26.79,26.6,26.41,26.21,26.03,25.650000000000002,N/A,N/A -2012,9,7,16,30,101350,100200,99090,78.33,0,4.57,4.86,4.93,4.96,4.98,5,5.01,5.0200000000000005,5.03,259.71,259.68,259.72,259.77,259.82,259.87,259.93,259.99,260.1,27.86,27.48,27.3,27.1,26.900000000000002,26.71,26.52,26.330000000000002,25.95,N/A,N/A -2012,9,7,17,30,101320,100170,99060,78.36,0,3.98,4.21,4.25,4.26,4.2700000000000005,4.28,4.28,4.29,4.29,234.28,234.26,234.29,234.32,234.37,234.43,234.52,234.62,235.05,28,27.63,27.46,27.27,27.09,26.91,26.73,26.560000000000002,26.23,N/A,N/A -2012,9,7,18,30,101260,100120,99010,74.74,0,4.51,4.75,4.7700000000000005,4.7700000000000005,4.76,4.74,4.71,4.68,4.61,211.70000000000002,212.01,212.25,212.49,212.73000000000002,212.97,213.24,213.51,214.23000000000002,28.39,28.03,27.86,27.67,27.490000000000002,27.3,27.12,26.95,26.6,N/A,N/A -2012,9,7,19,30,101260,100120,99010,73.24,0,4.05,4.2700000000000005,4.3,4.3,4.29,4.28,4.25,4.23,4.15,211.36,211.66,211.8,211.94,212.09,212.23000000000002,212.39000000000001,212.53,212.9,28.62,28.27,28.1,27.91,27.72,27.54,27.36,27.18,26.82,N/A,N/A -2012,9,7,20,30,101190,100040,98940,73.86,0,5.18,5.48,5.51,5.51,5.49,5.47,5.43,5.39,5.29,209.8,209.86,209.9,209.93,209.96,209.98000000000002,210,210.02,210.02,28.64,28.29,28.12,27.93,27.740000000000002,27.55,27.36,27.19,26.82,N/A,N/A -2012,9,7,21,30,101170,100030,98920,76.16,0,5.64,6,6.05,6.05,6.04,6.0200000000000005,5.98,5.95,5.87,210.92000000000002,210.95000000000002,210.95000000000002,210.95000000000002,210.95000000000002,210.93,210.91,210.88,210.81,28.51,28.16,27.990000000000002,27.79,27.6,27.41,27.22,27.03,26.66,N/A,N/A -2012,9,7,22,30,101130,99990,98880,77.47,0,6.23,6.67,6.74,6.75,6.76,6.75,6.74,6.71,6.66,207.74,207.8,207.83,207.86,207.87,207.89000000000001,207.91,207.92000000000002,207.93,28.45,28.1,27.93,27.73,27.54,27.36,27.16,26.98,26.6,N/A,N/A -2012,9,7,23,30,101090,99950,98840,76.38,0,6.11,6.5600000000000005,6.65,6.68,6.7,6.71,6.7,6.7,6.67,210.29,210.35,210.37,210.39000000000001,210.4,210.41,210.4,210.38,210.33,28.53,28.19,28.02,27.82,27.63,27.44,27.25,27.07,26.7,N/A,N/A -2012,9,8,0,30,101070,99930,98820,76.34,0,5.8100000000000005,6.22,6.3,6.32,6.33,6.33,6.32,6.3100000000000005,6.2700000000000005,217.57,217.65,217.71,217.76,217.81,217.85,217.89000000000001,217.94,218.02,28.490000000000002,28.150000000000002,27.97,27.77,27.59,27.39,27.2,27.02,26.64,N/A,N/A -2012,9,8,1,30,101060,99910,98810,76.92,0,5.83,6.25,6.32,6.3500000000000005,6.36,6.36,6.3500000000000005,6.34,6.3,217.58,217.59,217.63,217.67000000000002,217.69,217.70000000000002,217.71,217.71,217.70000000000002,28.490000000000002,28.14,27.97,27.77,27.580000000000002,27.39,27.2,27.02,26.64,N/A,N/A -2012,9,8,2,30,101040,99900,98790,78.62,0,6.4,6.87,6.95,6.98,6.99,6.99,6.98,6.96,6.92,222.39000000000001,222.44,222.47,222.5,222.51,222.53,222.53,222.54,222.54,28.43,28.080000000000002,27.91,27.71,27.52,27.330000000000002,27.14,26.96,26.580000000000002,N/A,N/A -2012,9,8,3,30,101030,99890,98790,77.63,0,6.68,7.19,7.28,7.3100000000000005,7.32,7.32,7.3100000000000005,7.29,7.24,227.73000000000002,227.81,227.85,227.88,227.91,227.94,227.97,228,228.07,28.46,28.11,27.94,27.740000000000002,27.55,27.36,27.17,26.990000000000002,26.61,N/A,N/A -2012,9,8,4,30,101020,99880,98780,78.4,0,6.79,7.28,7.36,7.390000000000001,7.390000000000001,7.38,7.36,7.33,7.2700000000000005,229.75,229.74,229.75,229.75,229.74,229.74,229.72,229.70000000000002,229.67000000000002,28.400000000000002,28.05,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.54,N/A,N/A -2012,9,8,5,30,101040,99900,98790,78.41,0,7.01,7.57,7.69,7.74,7.78,7.79,7.8,7.8100000000000005,7.8,231.19,231.27,231.31,231.34,231.37,231.4,231.42000000000002,231.45000000000002,231.5,28.48,28.13,27.95,27.75,27.57,27.38,27.18,27,26.63,N/A,N/A -2012,9,8,6,30,101060,99920,98810,76.59,0,6.3100000000000005,6.78,6.87,6.9,6.92,6.93,6.92,6.92,6.890000000000001,243.48000000000002,243.43,243.41,243.39000000000001,243.37,243.34,243.32,243.3,243.27,28.54,28.19,28.01,27.82,27.63,27.44,27.25,27.060000000000002,26.69,N/A,N/A -2012,9,8,7,30,101090,99950,98850,75.59,0,6.51,7,7.1000000000000005,7.140000000000001,7.16,7.17,7.18,7.18,7.17,235.15,235.24,235.3,235.36,235.43,235.49,235.57,235.64000000000001,235.8,28.68,28.330000000000002,28.16,27.96,27.77,27.59,27.39,27.21,26.84,N/A,N/A -2012,9,8,8,30,101150,100010,98900,76.28,0,5.98,6.45,6.53,6.58,6.6000000000000005,6.61,6.61,6.61,6.59,243.22,243.32,243.38,243.44,243.5,243.56,243.63,243.71,243.86,28.62,28.27,28.09,27.900000000000002,27.71,27.51,27.32,27.13,26.75,N/A,N/A -2012,9,8,9,30,101150,100010,98900,76.25,0,6.68,7.22,7.33,7.390000000000001,7.42,7.44,7.45,7.45,7.45,248.96,249.07,249.14000000000001,249.23000000000002,249.31,249.4,249.49,249.57,249.76000000000002,28.64,28.29,28.11,27.91,27.72,27.53,27.34,27.150000000000002,26.77,N/A,N/A -2012,9,8,10,30,101180,100040,98930,76.78,0,6.83,7.390000000000001,7.51,7.5600000000000005,7.6000000000000005,7.62,7.62,7.63,7.61,250.81,250.77,250.79,250.81,250.85,250.9,250.94,250.99,251.11,28.6,28.25,28.07,27.87,27.68,27.490000000000002,27.29,27.1,26.72,N/A,N/A -2012,9,8,11,30,101230,100080,98980,77.15,0,6.04,6.5,6.6000000000000005,6.65,6.69,6.71,6.73,6.75,6.7700000000000005,267.33,266.81,266.5,266.17,265.88,265.58,265.28000000000003,264.98,264.36,28.52,28.17,27.990000000000002,27.79,27.61,27.42,27.22,27.04,26.66,N/A,N/A -2012,9,8,12,30,101300,100150,99040,77.46000000000001,0,7.62,8.23,8.35,8.4,8.44,8.45,8.45,8.44,8.42,284.79,284.40000000000003,284.14,283.87,283.63,283.39,283.15000000000003,282.92,282.45,28.19,27.810000000000002,27.63,27.42,27.23,27.04,26.85,26.66,26.28,N/A,N/A -2012,9,8,13,30,101340,100190,99070,79.51,0,8.13,8.76,8.89,8.950000000000001,8.98,9,9,9,8.98,290.81,290.77,290.7,290.63,290.56,290.49,290.42,290.34000000000003,290.18,27.37,26.94,26.75,26.54,26.35,26.16,25.96,25.78,25.400000000000002,N/A,N/A -2012,9,8,14,30,101360,100210,99090,79.12,0,6.92,7.41,7.51,7.5600000000000005,7.59,7.61,7.62,7.62,7.63,295.89,296.09000000000003,296.22,296.36,296.49,296.61,296.74,296.86,297.13,27.060000000000002,26.63,26.44,26.240000000000002,26.04,25.86,25.66,25.48,25.11,N/A,N/A -2012,9,8,15,30,101360,100210,99100,75.24,0,5.69,6.09,6.18,6.24,6.28,6.3100000000000005,6.34,6.36,6.390000000000001,307.97,308.11,308.19,308.24,308.29,308.33,308.35,308.37,308.38,27.59,27.2,27.01,26.810000000000002,26.62,26.43,26.23,26.05,25.67,N/A,N/A -2012,9,8,16,30,101340,100200,99090,67.99,0,5.86,6.25,6.32,6.34,6.3500000000000005,6.34,6.34,6.33,6.32,318.75,317.99,317.54,317.08,316.66,316.25,315.82,315.41,314.56,28.38,28.04,27.87,27.68,27.5,27.32,27.13,26.96,26.6,N/A,N/A -2012,9,8,17,30,101340,100190,99080,67.33,0,5.57,6.03,6.13,6.2,6.26,6.3,6.33,6.36,6.41,320.74,321.46,321.85,322.23,322.57,322.89,323.19,323.47,324.02,28.91,28.580000000000002,28.42,28.22,28.04,27.85,27.650000000000002,27.47,27.09,N/A,N/A -2012,9,8,18,30,101320,100180,99070,63.28,0,4.96,5.42,5.53,5.61,5.67,5.72,5.76,5.8,5.88,318.38,319.09000000000003,319.53000000000003,319.92,320.27,320.6,320.91,321.21,321.79,29.63,29.35,29.2,29,28.82,28.63,28.44,28.26,27.88,N/A,N/A -2012,9,8,19,30,101280,100140,99040,60.980000000000004,0,5,5.48,5.6000000000000005,5.68,5.74,5.79,5.83,5.87,5.94,331.31,331.13,331.03000000000003,330.92,330.83,330.74,330.65000000000003,330.57,330.37,30.240000000000002,30,29.85,29.67,29.490000000000002,29.310000000000002,29.12,28.94,28.57,N/A,N/A -2012,9,8,20,30,101250,100110,99010,60,0,4.48,4.93,5.05,5.13,5.2,5.26,5.32,5.37,5.49,332.79,332.71,332.71,332.69,332.67,332.66,332.64,332.63,332.64,30.68,30.490000000000002,30.36,30.18,30.01,29.84,29.66,29.490000000000002,29.14,N/A,N/A -2012,9,8,21,30,101210,100080,98980,60.58,0,4.78,5.24,5.3500000000000005,5.43,5.5,5.57,5.67,5.79,6.12,325.66,326.01,326.26,326.54,326.85,327.23,327.83,328.51,331.28000000000003,31.060000000000002,30.93,30.82,30.67,30.52,30.37,30.23,30.1,29.84,N/A,N/A -2012,9,8,22,30,101200,100070,98970,72.62,0,8.51,9.47,9.69,9.81,9.89,9.93,9.950000000000001,9.96,9.92,351.63,352.3,352.55,352.78000000000003,352.97,353.15000000000003,353.32,353.48,353.76,30.48,30.29,30.16,29.98,29.810000000000002,29.64,29.46,29.29,28.94,N/A,N/A -2012,9,8,23,30,101230,100100,99000,71.16,0,8.2,9.06,9.26,9.370000000000001,9.44,9.48,9.49,9.5,9.49,357.81,358.08,358.23,358.37,358.49,358.6,358.7,358.8,358.99,30.330000000000002,30.13,29.990000000000002,29.810000000000002,29.64,29.46,29.28,29.1,28.73,N/A,N/A -2012,9,9,0,30,101280,100140,99040,70.10000000000001,0,8.49,9.34,9.540000000000001,9.66,9.74,9.790000000000001,9.83,9.86,9.89,3.62,3.74,3.77,3.8000000000000003,3.8200000000000003,3.83,3.85,3.86,3.88,29.93,29.68,29.53,29.34,29.16,28.97,28.78,28.6,28.22,N/A,N/A -2012,9,9,1,30,101350,100210,99100,73.2,0,10.61,11.65,11.88,12,12.08,12.13,12.15,12.17,12.17,11.85,12.22,12.42,12.61,12.77,12.93,13.08,13.22,13.49,28.62,28.26,28.080000000000002,27.87,27.68,27.490000000000002,27.29,27.11,26.73,N/A,N/A -2012,9,9,2,30,101390,100240,99130,75.16,0,11.43,12.530000000000001,12.790000000000001,12.91,12.99,13.040000000000001,13.07,13.08,13.07,17.62,17.69,17.72,17.75,17.78,17.8,17.830000000000002,17.85,17.900000000000002,27.580000000000002,27.14,26.94,26.73,26.53,26.330000000000002,26.13,25.95,25.560000000000002,N/A,N/A -2012,9,9,3,30,101440,100290,99170,75.16,0,10.34,11.290000000000001,11.5,11.620000000000001,11.69,11.74,11.77,11.8,11.81,27.7,27.91,27.990000000000002,28.07,28.14,28.21,28.27,28.330000000000002,28.45,27.27,26.810000000000002,26.62,26.41,26.2,26.01,25.810000000000002,25.62,25.23,N/A,N/A -2012,9,9,4,30,101470,100310,99190,72.96000000000001,0,10.13,11.05,11.27,11.39,11.47,11.52,11.56,11.59,11.620000000000001,33.06,33.22,33.29,33.36,33.42,33.480000000000004,33.54,33.59,33.69,27.19,26.73,26.53,26.32,26.12,25.92,25.72,25.53,25.14,N/A,N/A -2012,9,9,5,30,101470,100310,99200,71.68,0,10.32,11.27,11.5,11.61,11.69,11.74,11.78,11.8,11.83,33.6,33.79,33.94,34.07,34.18,34.29,34.4,34.5,34.7,27.11,26.650000000000002,26.45,26.23,26.03,25.84,25.63,25.44,25.05,N/A,N/A -2012,9,9,6,30,101530,100370,99250,73.63,0,9.71,10.53,10.72,10.82,10.870000000000001,10.91,10.93,10.950000000000001,10.950000000000001,39.32,39.71,39.93,40.15,40.34,40.51,40.69,40.85,41.18,26.830000000000002,26.35,26.16,25.94,25.740000000000002,25.54,25.34,25.150000000000002,24.76,N/A,N/A -2012,9,9,7,30,101570,100410,99290,70.78,0,9.31,10.09,10.25,10.34,10.39,10.43,10.44,10.46,10.46,38.54,39,39.28,39.56,39.800000000000004,40.04,40.27,40.47,40.89,26.740000000000002,26.26,26.05,25.84,25.64,25.44,25.240000000000002,25.05,24.66,N/A,N/A -2012,9,9,8,30,101600,100440,99320,69.11,0,9.94,10.81,11,11.11,11.19,11.24,11.27,11.290000000000001,11.32,47.15,47.25,47.31,47.36,47.39,47.42,47.44,47.46,47.480000000000004,26.47,25.97,25.76,25.55,25.34,25.14,24.93,24.740000000000002,24.35,N/A,N/A -2012,9,9,9,30,101630,100470,99340,65.8,0,9.6,10.38,10.55,10.64,10.700000000000001,10.73,10.75,10.76,10.77,45.06,45.19,45.27,45.34,45.4,45.46,45.52,45.57,45.68,26.16,25.650000000000002,25.45,25.23,25.02,24.830000000000002,24.62,24.43,24.04,N/A,N/A -2012,9,9,10,30,101650,100490,99360,68.41,0,9.32,10.06,10.23,10.31,10.36,10.4,10.42,10.43,10.44,44.85,45.03,45.13,45.230000000000004,45.31,45.39,45.47,45.54,45.68,25.73,25.2,24.98,24.76,24.560000000000002,24.36,24.150000000000002,23.96,23.56,N/A,N/A -2012,9,9,11,30,101710,100540,99410,67.95,0,8.82,9.46,9.59,9.64,9.67,9.69,9.700000000000001,9.700000000000001,9.68,39.46,39.95,40.25,40.54,40.79,41.03,41.26,41.480000000000004,41.92,25.35,24.82,24.6,24.38,24.18,23.98,23.78,23.59,23.19,N/A,N/A -2012,9,9,12,30,101750,100580,99450,65.11,0,8.44,9.02,9.13,9.17,9.19,9.200000000000001,9.19,9.18,9.14,38.160000000000004,38.6,38.86,39.11,39.33,39.54,39.76,39.95,40.35,25.04,24.5,24.28,24.07,23.86,23.66,23.46,23.27,22.88,N/A,N/A -2012,9,9,13,30,101760,100590,99460,64.32000000000001,0,8.55,9.14,9.25,9.290000000000001,9.31,9.32,9.31,9.3,9.27,35.68,36.06,36.28,36.49,36.68,36.85,37.03,37.19,37.52,24.79,24.240000000000002,24.02,23.81,23.6,23.400000000000002,23.2,23.01,22.62,N/A,N/A -2012,9,9,14,30,101810,100640,99500,62.28,0,8.07,8.6,8.69,8.73,8.74,8.75,8.74,8.73,8.700000000000001,34.93,35.29,35.51,35.71,35.89,36.050000000000004,36.22,36.37,36.67,24.62,24.060000000000002,23.85,23.63,23.42,23.23,23.02,22.84,22.44,N/A,N/A -2012,9,9,15,30,101820,100650,99520,58.69,0,7.87,8.41,8.51,8.55,8.58,8.59,8.59,8.59,8.58,34.77,35.01,35.15,35.29,35.410000000000004,35.52,35.62,35.72,35.93,24.75,24.21,23.990000000000002,23.78,23.57,23.38,23.17,22.98,22.59,N/A,N/A -2012,9,9,16,30,101840,100670,99530,53.72,0,6.93,7.390000000000001,7.49,7.54,7.57,7.6000000000000005,7.61,7.62,7.640000000000001,35.11,35.21,35.28,35.33,35.37,35.4,35.43,35.46,35.51,25.060000000000002,24.55,24.34,24.13,23.92,23.73,23.53,23.34,22.94,N/A,N/A -2012,9,9,17,30,101810,100640,99500,50.15,0,5.03,5.36,5.44,5.49,5.53,5.57,5.6000000000000005,5.62,5.67,37.97,37.5,37.22,36.96,36.71,36.47,36.230000000000004,36.01,35.54,25.53,25.07,24.87,24.66,24.46,24.27,24.060000000000002,23.88,23.490000000000002,N/A,N/A -2012,9,9,18,30,101780,100620,99490,48.01,0,4.12,4.4,4.47,4.54,4.58,4.63,4.67,4.71,4.79,43.7,42.230000000000004,41.37,40.57,39.85,39.19,38.56,37.980000000000004,36.82,26.240000000000002,25.810000000000002,25.63,25.42,25.23,25.04,24.84,24.650000000000002,24.26,N/A,N/A -2012,9,9,19,30,101760,100600,99470,45.87,0,3.19,3.35,3.38,3.41,3.43,3.45,3.48,3.5,3.5500000000000003,63.76,60.5,58.53,56.74,55.13,53.65,52.230000000000004,50.93,48.42,26.93,26.55,26.37,26.17,25.98,25.8,25.6,25.42,25.03,N/A,N/A -2012,9,9,20,30,101710,100550,99420,49.910000000000004,0,3.29,3.42,3.42,3.41,3.39,3.38,3.36,3.35,3.31,82.82000000000001,81.82000000000001,81.13,80.43,79.75,79.09,78.36,77.69,76.09,26.79,26.400000000000002,26.22,26.02,25.830000000000002,25.64,25.44,25.26,24.88,N/A,N/A -2012,9,9,21,30,101680,100520,99390,49.46,0,2.75,2.86,2.87,2.87,2.86,2.85,2.85,2.84,2.82,83.19,82.17,81.58,80.96000000000001,80.37,79.82000000000001,79.21000000000001,78.64,77.35000000000001,27.04,26.66,26.48,26.28,26.09,25.900000000000002,25.7,25.52,25.13,N/A,N/A -2012,9,9,22,30,101650,100490,99360,48.39,0,2.05,2.16,2.18,2.2,2.22,2.23,2.24,2.2600000000000002,2.29,79.57000000000001,78.42,77.7,76.99,76.31,75.65,74.97,74.33,72.84,27.34,26.97,26.79,26.59,26.400000000000002,26.21,26.02,25.830000000000002,25.45,N/A,N/A -2012,9,9,23,30,101640,100480,99360,47.95,0,1.1500000000000001,1.21,1.24,1.25,1.28,1.29,1.31,1.33,1.3800000000000001,96.27,94.27,93.15,92.06,91.03,90.04,88.99,87.99,85.83,27.580000000000002,27.23,27.05,26.85,26.66,26.47,26.28,26.09,25.71,N/A,N/A -2012,9,10,0,30,101640,100480,99360,48.82,0,0.99,1.11,1.17,1.23,1.28,1.34,1.4000000000000001,1.45,1.57,350.34000000000003,352.13,353.2,354.13,354.94,355.65000000000003,356.32,356.93,358.08,27.810000000000002,27.46,27.29,27.09,26.900000000000002,26.71,26.52,26.34,25.95,N/A,N/A -2012,9,10,1,30,101640,100490,99370,47.54,0,6.8100000000000005,7.2,7.22,7.2,7.17,7.13,7.08,7.03,6.93,28.54,28.44,28.39,28.35,28.32,28.3,28.29,28.27,28.28,28.14,27.78,27.6,27.400000000000002,27.21,27.02,26.82,26.64,26.25,N/A,N/A -2012,9,10,2,30,101660,100510,99380,51.81,0,7.17,7.66,7.74,7.7700000000000005,7.78,7.78,7.7700000000000005,7.76,7.72,26.63,26.85,26.93,27.02,27.09,27.150000000000002,27.22,27.29,27.42,27.51,27.11,26.92,26.72,26.52,26.34,26.13,25.95,25.560000000000002,N/A,N/A -2012,9,10,3,30,101700,100540,99420,51.81,0,6.69,7.13,7.21,7.24,7.25,7.25,7.24,7.24,7.21,35.22,35.36,35.43,35.5,35.56,35.62,35.68,35.74,35.87,27.3,26.89,26.71,26.5,26.310000000000002,26.11,25.91,25.73,25.34,N/A,N/A -2012,9,10,4,30,101680,100520,99400,53.64,0,5.72,6.05,6.11,6.13,6.13,6.140000000000001,6.13,6.13,6.1000000000000005,40.38,40.67,40.85,41.01,41.17,41.300000000000004,41.45,41.57,41.84,27.14,26.740000000000002,26.55,26.34,26.150000000000002,25.96,25.76,25.57,25.18,N/A,N/A -2012,9,10,5,30,101690,100530,99410,54.730000000000004,0,5.36,5.68,5.73,5.76,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.76,48.89,49.17,49.32,49.47,49.59,49.71,49.83,49.94,50.15,27.14,26.73,26.54,26.34,26.14,25.95,25.75,25.560000000000002,25.17,N/A,N/A -2012,9,10,6,30,101700,100540,99420,54.65,0,5.2,5.5,5.55,5.5600000000000005,5.57,5.57,5.57,5.57,5.55,55.63,55.88,56.06,56.24,56.39,56.54,56.7,56.83,57.11,27.02,26.62,26.44,26.240000000000002,26.04,25.85,25.650000000000002,25.46,25.07,N/A,N/A -2012,9,10,7,30,101720,100560,99430,54.03,0,5.63,5.97,6.03,6.05,6.0600000000000005,6.0600000000000005,6.0600000000000005,6.0600000000000005,6.04,63.24,63.03,62.89,62.76,62.63,62.52,62.4,62.300000000000004,62.1,27.01,26.61,26.42,26.22,26.02,25.830000000000002,25.63,25.44,25.05,N/A,N/A -2012,9,10,8,30,101720,100560,99430,54.61,0,5.25,5.55,5.6000000000000005,5.62,5.62,5.62,5.61,5.61,5.59,49.6,50.09,50.43,50.76,51.06,51.34,51.620000000000005,51.88,52.4,26.88,26.48,26.29,26.09,25.89,25.7,25.5,25.310000000000002,24.92,N/A,N/A -2012,9,10,9,30,101730,100570,99440,54.27,0,4.89,5.15,5.19,5.21,5.22,5.22,5.22,5.22,5.21,72.93,72,71.41,70.84,70.31,69.82000000000001,69.33,68.88,67.96000000000001,26.76,26.35,26.16,25.96,25.76,25.57,25.37,25.18,24.78,N/A,N/A -2012,9,10,10,30,101740,100580,99450,56.980000000000004,0,5.83,6.16,6.21,6.23,6.23,6.23,6.22,6.2,6.17,49.67,49.92,50.08,50.22,50.35,50.47,50.59,50.7,50.92,26.61,26.19,26,25.79,25.59,25.400000000000002,25.2,25.01,24.61,N/A,N/A -2012,9,10,11,30,101750,100590,99460,56.88,0,5.3500000000000005,5.64,5.67,5.68,5.68,5.68,5.67,5.66,5.63,66.8,66.22,65.83,65.44,65.08,64.75,64.41,64.11,63.480000000000004,26.44,26.02,25.830000000000002,25.62,25.42,25.22,25.02,24.830000000000002,24.44,N/A,N/A -2012,9,10,12,30,101790,100620,99490,54.59,0,3.96,4.19,4.23,4.25,4.2700000000000005,4.28,4.29,4.29,4.3,46.01,46.92,47.52,48.09,48.620000000000005,49.120000000000005,49.61,50.07,51,26.26,25.85,25.66,25.45,25.26,25.060000000000002,24.86,24.67,24.28,N/A,N/A -2012,9,10,13,30,101800,100630,99500,57.1,0,4.94,5.08,5.04,4.98,4.92,4.86,4.8100000000000005,4.75,4.65,75.13,74.51,74.05,73.58,73.14,72.72,72.28,71.86,71.01,26.13,25.7,25.51,25.310000000000002,25.11,24.92,24.72,24.53,24.14,N/A,N/A -2012,9,10,14,30,101840,100670,99550,59.18,0,4.89,5.18,5.24,5.28,5.3,5.32,5.34,5.3500000000000005,5.37,65.02,65.33,65.31,65.25,65.17,65.08,64.98,64.88,64.65,26.080000000000002,25.650000000000002,25.46,25.25,25.05,24.85,24.650000000000002,24.46,24.07,N/A,N/A -2012,9,10,15,30,101850,100690,99560,60.160000000000004,0,4.96,5.24,5.29,5.32,5.34,5.36,5.37,5.38,5.4,74.96000000000001,73.77,73.10000000000001,72.48,71.94,71.45,70.97,70.55,69.71000000000001,26.05,25.61,25.42,25.21,25.01,24.82,24.61,24.43,24.03,N/A,N/A -2012,9,10,16,30,101870,100700,99570,60.85,0,5.6000000000000005,5.91,5.96,5.98,5.98,5.98,5.98,5.97,5.95,65.65,65.5,65.41,65.33,65.25,65.17,65.1,65.03,64.89,25.96,25.51,25.32,25.11,24.91,24.71,24.51,24.32,23.92,N/A,N/A -2012,9,10,17,30,101850,100690,99560,64.04,0,6.43,6.82,6.890000000000001,6.91,6.92,6.93,6.93,6.92,6.91,50.02,50.85,51.32,51.77,52.2,52.59,52.980000000000004,53.35,54.1,25.76,25.3,25.1,24.89,24.68,24.490000000000002,24.29,24.1,23.71,N/A,N/A -2012,9,10,18,30,101830,100670,99540,63.85,0,5.04,5.29,5.32,5.33,5.33,5.32,5.3,5.29,5.26,72.15,72.75,73.04,73.31,73.54,73.76,73.98,74.17,74.54,25.84,25.400000000000002,25.2,25,24.8,24.6,24.400000000000002,24.21,23.82,N/A,N/A -2012,9,10,19,30,101820,100660,99530,59.31,0,4.38,4.59,4.62,4.63,4.63,4.63,4.62,4.61,4.59,98.14,97.95,97.85000000000001,97.74000000000001,97.63,97.53,97.42,97.31,97.07000000000001,26.060000000000002,25.64,25.45,25.25,25.05,24.86,24.66,24.47,24.080000000000002,N/A,N/A -2012,9,10,20,30,101770,100600,99480,60,0,4.44,4.69,4.74,4.7700000000000005,4.79,4.8,4.8100000000000005,4.82,4.82,101.8,101.44,101.23,101.02,100.82000000000001,100.65,100.47,100.3,99.94,26.14,25.72,25.53,25.32,25.12,24.93,24.73,24.54,24.16,N/A,N/A -2012,9,10,21,30,101750,100580,99460,57.84,0,4.25,4.49,4.54,4.5600000000000005,4.57,4.59,4.6000000000000005,4.6000000000000005,4.61,104.92,104.63,104.46000000000001,104.3,104.15,103.99000000000001,103.84,103.69,103.38,26.36,25.95,25.76,25.560000000000002,25.36,25.17,24.97,24.78,24.39,N/A,N/A -2012,9,10,22,30,101720,100550,99430,55.82,0,4.73,5.0200000000000005,5.07,5.11,5.13,5.15,5.16,5.17,5.19,103.63,103.26,103.04,102.82000000000001,102.61,102.41,102.19,101.99000000000001,101.56,26.560000000000002,26.150000000000002,25.96,25.76,25.560000000000002,25.37,25.17,24.990000000000002,24.6,N/A,N/A -2012,9,10,23,30,101720,100560,99430,54.84,0,5.64,6.0200000000000005,6.1000000000000005,6.15,6.18,6.2,6.22,6.23,6.25,113.9,113.4,113.13,112.85000000000001,112.60000000000001,112.36,112.10000000000001,111.87,111.36,26.78,26.38,26.19,25.990000000000002,25.79,25.6,25.400000000000002,25.22,24.830000000000002,N/A,N/A -2012,9,11,0,30,101690,100530,99400,56.04,0,5.55,5.93,6.01,6.05,6.08,6.1000000000000005,6.12,6.13,6.16,112.23,111.77,111.49000000000001,111.22,110.97,110.73,110.48,110.26,109.76,26.87,26.46,26.28,26.080000000000002,25.88,25.69,25.490000000000002,25.310000000000002,24.92,N/A,N/A -2012,9,11,1,30,101680,100520,99400,54.19,0,6.140000000000001,6.59,6.69,6.74,6.78,6.8100000000000005,6.84,6.86,6.890000000000001,110.82000000000001,110.33,110.06,109.81,109.58,109.35000000000001,109.13,108.92,108.47,27.05,26.650000000000002,26.46,26.26,26.060000000000002,25.87,25.67,25.490000000000002,25.1,N/A,N/A -2012,9,11,2,30,101700,100540,99420,56.6,0,6.5200000000000005,7,7.1000000000000005,7.16,7.2,7.23,7.25,7.2700000000000005,7.29,108.75,108.4,108.2,108,107.82000000000001,107.64,107.46000000000001,107.3,106.95,27.080000000000002,26.68,26.490000000000002,26.29,26.09,25.900000000000002,25.7,25.52,25.13,N/A,N/A -2012,9,11,3,30,101690,100530,99410,58.46,0,6.15,6.58,6.67,6.72,6.76,6.79,6.8100000000000005,6.82,6.8500000000000005,105.26,105,104.82000000000001,104.65,104.48,104.32000000000001,104.16,104.01,103.69,27.01,26.6,26.42,26.21,26.02,25.82,25.62,25.44,25.04,N/A,N/A -2012,9,11,4,30,101700,100540,99420,62.02,0,6.2,6.65,6.74,6.8,6.84,6.87,6.890000000000001,6.91,6.93,105.98,106.06,106.02,105.95,105.88,105.81,105.72,105.65,105.48,26.900000000000002,26.490000000000002,26.3,26.09,25.89,25.69,25.490000000000002,25.3,24.91,N/A,N/A -2012,9,11,5,30,101700,100540,99420,61.04,0,6.390000000000001,6.8500000000000005,6.96,7.03,7.07,7.11,7.140000000000001,7.16,7.2,105.68,105.61,105.55,105.49000000000001,105.44,105.38,105.33,105.28,105.19,26.88,26.46,26.27,26.060000000000002,25.87,25.67,25.47,25.28,24.89,N/A,N/A -2012,9,11,6,30,101710,100550,99420,59.36,0,6.09,6.640000000000001,6.78,6.890000000000001,6.97,7.03,7.09,7.140000000000001,7.22,102.73,103.62,103.98,104.26,104.49000000000001,104.69,104.86,105.01,105.26,26.97,26.57,26.39,26.19,25.990000000000002,25.8,25.6,25.41,25.02,N/A,N/A -2012,9,11,7,30,101720,100560,99440,58.43,0,7.390000000000001,7.92,7.99,8.02,8.02,8.02,8,7.98,7.930000000000001,117.26,117.25,117.23,117.21000000000001,117.19,117.18,117.16,117.13,117.08,27.07,26.68,26.490000000000002,26.29,26.09,25.900000000000002,25.69,25.51,25.12,N/A,N/A -2012,9,11,8,30,101730,100570,99440,55.77,0,4.51,4.82,4.9,4.96,5.01,5.0600000000000005,5.1000000000000005,5.13,5.21,109.91,110.18,110.39,110.58,110.75,110.9,111.06,111.21000000000001,111.48,26.73,26.34,26.150000000000002,25.95,25.75,25.560000000000002,25.36,25.17,24.77,N/A,N/A -2012,9,11,9,30,101740,100580,99450,61.93,0,5.48,5.78,5.8100000000000005,5.8100000000000005,5.8,5.78,5.76,5.74,5.69,126.92,126.9,126.9,126.9,126.9,126.9,126.91,126.91,126.91,26.54,26.13,25.94,25.73,25.53,25.34,25.14,24.95,24.560000000000002,N/A,N/A -2012,9,11,10,30,101760,100600,99470,59.78,0,5.57,5.84,5.87,5.87,5.86,5.8500000000000005,5.83,5.8100000000000005,5.7700000000000005,125.37,124.75,124.43,124.13000000000001,123.85000000000001,123.61,123.36,123.14,122.7,26.59,26.18,26,25.79,25.59,25.400000000000002,25.2,25.01,24.62,N/A,N/A -2012,9,11,11,30,101770,100610,99480,58.160000000000004,0,3.99,4.26,4.34,4.4,4.45,4.5,4.54,4.58,4.65,125.81,125.27,125.01,124.78,124.57000000000001,124.4,124.23,124.07000000000001,123.78,26.77,26.38,26.2,26,25.8,25.61,25.41,25.22,24.830000000000002,N/A,N/A -2012,9,11,12,30,101790,100630,99510,62.15,0,4.69,4.96,5.01,5.03,5.05,5.0600000000000005,5.07,5.08,5.09,109.08,109.4,109.60000000000001,109.78,109.94,110.10000000000001,110.25,110.39,110.67,26.78,26.38,26.2,25.990000000000002,25.8,25.61,25.400000000000002,25.22,24.830000000000002,N/A,N/A -2012,9,11,13,30,101790,100630,99500,64.64,0,4.66,4.92,4.96,4.97,4.98,4.99,4.99,4.98,4.97,105.83,105.5,105.31,105.08,104.87,104.67,104.46000000000001,104.26,103.86,26.92,26.54,26.35,26.150000000000002,25.95,25.76,25.560000000000002,25.37,24.98,N/A,N/A -2012,9,11,14,30,101830,100670,99550,66.08,0,4.47,4.76,4.82,4.86,4.89,4.91,4.93,4.94,4.97,85.53,86.79,87.5,88.18,88.78,89.35000000000001,89.9,90.41,91.43,26.98,26.59,26.41,26.21,26.01,25.82,25.62,25.43,25.04,N/A,N/A -2012,9,11,15,30,101840,100680,99560,68.42,0,5.23,5.5200000000000005,5.58,5.59,5.6000000000000005,5.6000000000000005,5.6000000000000005,5.6000000000000005,5.6000000000000005,100.73,100.60000000000001,100.65,100.74000000000001,100.84,100.95,101.07000000000001,101.19,101.45,27.080000000000002,26.69,26.51,26.3,26.11,25.91,25.72,25.53,25.14,N/A,N/A -2012,9,11,16,30,101810,100650,99530,71.47,0,5.25,5.6000000000000005,5.67,5.7,5.73,5.74,5.75,5.76,5.7700000000000005,82.46000000000001,82.84,83.11,83.37,83.61,83.84,84.09,84.32000000000001,84.8,27.12,26.740000000000002,26.55,26.35,26.16,25.96,25.76,25.580000000000002,25.19,N/A,N/A -2012,9,11,17,30,101790,100640,99520,72.27,0,5.94,6.38,6.48,6.53,6.57,6.6000000000000005,6.62,6.640000000000001,6.67,90.2,89.76,89.47,89.17,88.89,88.63,88.38,88.14,87.69,27.240000000000002,26.85,26.67,26.46,26.27,26.080000000000002,25.88,25.69,25.310000000000002,N/A,N/A -2012,9,11,18,30,101800,100650,99530,71.87,0,7.58,8.2,8.34,8.43,8.49,8.540000000000001,8.57,8.6,8.64,94.93,94.7,94.63,94.60000000000001,94.60000000000001,94.62,94.66,94.7,94.83,27.38,26.98,26.8,26.59,26.400000000000002,26.2,26,25.810000000000002,25.42,N/A,N/A -2012,9,11,19,30,101770,100620,99500,73.10000000000001,0,8.19,8.870000000000001,9.02,9.08,9.120000000000001,9.14,9.16,9.16,9.16,92.56,93.14,93.46000000000001,93.78,94.07000000000001,94.33,94.60000000000001,94.84,95.31,27.39,26.990000000000002,26.810000000000002,26.6,26.400000000000002,26.21,26.01,25.82,25.43,N/A,N/A -2012,9,11,20,30,101760,100610,99490,75.28,0,7.68,8.32,8.46,8.55,8.61,8.66,8.69,8.71,8.74,100.75,101.17,101.37,101.55,101.71000000000001,101.86,101.99000000000001,102.13,102.36,27.38,26.990000000000002,26.810000000000002,26.6,26.400000000000002,26.2,26.01,25.82,25.43,N/A,N/A -2012,9,11,21,30,101730,100580,99460,76.26,0,8.44,9.200000000000001,9.370000000000001,9.48,9.55,9.6,9.64,9.67,9.71,100.79,101.12,101.32000000000001,101.53,101.71000000000001,101.89,102.07000000000001,102.24000000000001,102.57000000000001,27.46,27.060000000000002,26.88,26.67,26.47,26.28,26.080000000000002,25.89,25.51,N/A,N/A -2012,9,11,22,30,101690,100540,99420,76.08,0,7.47,8.09,8.23,8.31,8.370000000000001,8.41,8.44,8.45,8.48,102.14,102.38,102.51,102.62,102.72,102.81,102.9,102.98,103.13,27.5,27.12,26.93,26.73,26.53,26.34,26.14,25.95,25.57,N/A,N/A -2012,9,11,23,30,101720,100560,99450,75.7,0,8.56,9.32,9.5,9.6,9.67,9.71,9.74,9.77,9.790000000000001,110.28,110.26,110.23,110.19,110.15,110.11,110.07000000000001,110.03,109.94,27.67,27.29,27.11,26.900000000000002,26.71,26.51,26.32,26.13,25.740000000000002,N/A,N/A -2012,9,12,0,30,101670,100510,99400,77.62,0,8.05,8.76,8.91,9.01,9.06,9.11,9.14,9.16,9.19,107.41,107.77,107.97,108.15,108.31,108.45,108.60000000000001,108.74000000000001,109,27.62,27.23,27.05,26.85,26.650000000000002,26.46,26.26,26.07,25.69,N/A,N/A -2012,9,12,1,30,101640,100490,99370,79.37,0,7.7700000000000005,8.45,8.620000000000001,8.71,8.77,8.81,8.84,8.870000000000001,8.9,109.49000000000001,109.43,109.35000000000001,109.26,109.18,109.09,109.01,108.92,108.75,27.73,27.35,27.17,26.96,26.77,26.580000000000002,26.38,26.19,25.8,N/A,N/A -2012,9,12,2,30,101650,100500,99390,80.28,0,8.25,8.96,9.13,9.21,9.26,9.290000000000001,9.31,9.32,9.32,106.99000000000001,107.44,107.73,107.99000000000001,108.22,108.45,108.67,108.88,109.29,27.78,27.400000000000002,27.22,27.02,26.82,26.63,26.44,26.25,25.87,N/A,N/A -2012,9,12,3,30,101660,100510,99400,78.19,0,8.370000000000001,9.13,9.31,9.41,9.47,9.52,9.56,9.58,9.61,112.53,112.49000000000001,112.49000000000001,112.5,112.53,112.54,112.56,112.59,112.65,27.89,27.52,27.34,27.14,26.94,26.75,26.560000000000002,26.37,25.98,N/A,N/A -2012,9,12,4,30,101610,100460,99350,79.88,0,8.040000000000001,8.8,8.98,9.09,9.16,9.22,9.26,9.290000000000001,9.34,117.13,117.31,117.36,117.4,117.42,117.44,117.45,117.46000000000001,117.47,27.98,27.61,27.43,27.23,27.04,26.85,26.650000000000002,26.46,26.080000000000002,N/A,N/A -2012,9,12,5,30,101620,100470,99350,82.60000000000001,0,6.99,7.58,7.72,7.79,7.84,7.87,7.9,7.91,7.930000000000001,132.26,132.4,132.46,132.51,132.57,132.63,132.69,132.75,132.88,27.900000000000002,27.53,27.36,27.150000000000002,26.96,26.77,26.57,26.38,26,N/A,N/A -2012,9,12,6,30,101610,100460,99350,84.77,0,6.3500000000000005,6.82,6.91,6.96,6.98,6.99,6.99,6.99,6.99,136.21,136.70000000000002,136.97,137.23,137.48,137.72,137.97,138.20000000000002,138.67000000000002,27.89,27.54,27.37,27.17,26.98,26.79,26.59,26.41,26.03,N/A,N/A -2012,9,12,7,30,101650,100500,99380,85.2,0,4.39,4.7,4.79,4.86,4.91,4.97,5.0200000000000005,5.07,5.18,159.37,161.34,162.15,162.86,163.49,164.07,164.62,165.13,166.12,27.6,27.26,27.09,26.900000000000002,26.72,26.54,26.35,26.18,25.82,N/A,N/A -2012,9,12,8,30,101640,100490,99380,81.93,0,6.23,6.7700000000000005,6.9,6.98,7.03,7.07,7.09,7.11,7.15,180.54,180.97,181.22,181.47,181.69,181.9,182.1,182.29,182.67000000000002,28.11,27.77,27.6,27.400000000000002,27.21,27.02,26.830000000000002,26.64,26.26,N/A,N/A -2012,9,12,9,30,101610,100470,99350,82.13,0,5.37,5.83,5.93,6,6.0600000000000005,6.11,6.15,6.2,6.28,188.61,189.21,189.4,189.53,189.63,189.71,189.79,189.86,190,28.17,27.85,27.69,27.5,27.32,27.14,26.96,26.78,26.42,N/A,N/A -2012,9,12,10,30,101660,100510,99400,81.9,0,6.2,6.78,6.93,7.01,7.07,7.12,7.15,7.18,7.21,184.87,184.89000000000001,184.93,184.97,184.99,185.02,185.04,185.05,185.09,28.27,27.95,27.79,27.580000000000002,27.400000000000002,27.21,27.01,26.82,26.44,N/A,N/A -2012,9,12,11,30,101650,100510,99390,79.91,0,6.86,7.5,7.65,7.73,7.79,7.83,7.86,7.88,7.9,190.46,190.78,190.88,190.92000000000002,190.94,190.93,190.9,190.87,190.78,28.26,27.94,27.77,27.57,27.38,27.19,27,26.810000000000002,26.43,N/A,N/A -2012,9,12,12,30,101680,100530,99420,83.73,0,6.08,6.59,6.7,6.7700000000000005,6.8100000000000005,6.8500000000000005,6.87,6.88,6.91,194.63,194.6,194.66,194.70000000000002,194.74,194.78,194.81,194.84,194.91,28.150000000000002,27.82,27.650000000000002,27.45,27.26,27.07,26.88,26.69,26.310000000000002,N/A,N/A -2012,9,12,13,30,101640,100480,99370,86.27,0,9.61,10.39,10.43,10.38,10.290000000000001,10.18,10.040000000000001,9.91,9.61,244.51,244.06,243.31,242.43,241.47,240.53,239.44,238.43,236.17000000000002,27.16,26.79,26.64,26.490000000000002,26.34,26.2,26.05,25.91,25.6,N/A,N/A -2012,9,12,14,30,101730,100580,99460,81.72,8.8,4.66,5.19,5.4,5.58,5.72,5.8500000000000005,5.97,6.08,6.3,214.29,214.57,214.86,215.25,215.61,216.01,216.44,216.86,217.77,27.85,27.53,27.37,27.18,27,26.82,26.64,26.47,26.11,N/A,N/A -2012,9,12,15,30,101800,100650,99540,79.44,0,6.16,6.71,6.83,6.9,6.94,6.97,6.99,7,7,216.9,216.79,216.69,216.6,216.53,216.46,216.4,216.34,216.23000000000002,28.44,28.13,27.96,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,9,12,16,30,101790,100620,99490,91.81,0.4,11.08,12.030000000000001,12.17,12.23,12.25,12.25,12.23,12.200000000000001,12.040000000000001,98.11,98.56,98.84,99.10000000000001,99.37,99.63,99.94,100.23,101.09,24.900000000000002,24.34,24.12,23.92,23.72,23.54,23.36,23.19,22.87,N/A,N/A -2012,9,12,17,30,101860,100690,99560,93.15,47.6,12.99,14.22,14.46,14.58,14.65,14.69,14.71,14.72,14.71,85.97,86.09,86.23,86.36,86.46000000000001,86.55,86.64,86.71000000000001,86.85000000000001,24.38,23.77,23.54,23.34,23.14,22.96,22.78,22.61,22.28,N/A,N/A -2012,9,12,18,30,101860,100700,99580,81.32000000000001,0,10.19,10.86,10.93,10.88,10.81,10.72,10.63,10.55,10.540000000000001,81.47,81.86,82.15,82.58,83.18,83.96000000000001,85.84,88.06,97.35000000000001,26.28,25.86,25.7,25.55,25.42,25.32,25.34,25.400000000000002,26.01,N/A,N/A -2012,9,12,19,30,101810,100650,99530,73.88,0,4.65,4.93,4.99,5.0200000000000005,5.04,5.0600000000000005,5.15,5.26,6.19,121.79,122.4,122.63,122.91,123.11,123.25,123.83,124.58,129.27,27.23,26.87,26.71,26.52,26.34,26.16,26.03,25.91,26.34,N/A,N/A -2012,9,12,20,30,101730,100570,99460,77.9,0.7000000000000001,4.14,4.4,4.49,4.64,4.93,5.34,5.59,5.76,5.5600000000000005,197.1,196.3,195.55,194.49,193.4,192.22,192.77,193.87,198.4,26.91,26.59,26.47,26.37,26.41,26.53,26.62,26.69,26.34,N/A,N/A -2012,9,12,21,30,101770,100620,99510,79.8,0,4.79,5.03,5.03,5.01,4.98,4.94,4.9,4.86,4.7700000000000005,275.84000000000003,274.27,273.14,271.94,270.83,269.73,268.62,267.57,265.35,27.62,27.28,27.11,26.92,26.740000000000002,26.560000000000002,26.37,26.19,25.830000000000002,N/A,N/A -2012,9,12,22,30,101660,100500,99380,79.69,0,1.6400000000000001,1.83,1.8800000000000001,1.94,1.99,2.04,2.09,2.14,2.24,93.82000000000001,94.69,95.3,95.9,96.46000000000001,97.01,97.62,98.22,99.58,26.82,26.46,26.29,26.09,25.900000000000002,25.71,25.52,25.330000000000002,24.95,N/A,N/A -2012,9,12,23,30,101640,100490,99380,75.34,0,6.43,6.97,7.09,7.16,7.2,7.23,7.25,7.26,7.28,110.82000000000001,110.87,110.88,110.9,110.92,110.94,110.96000000000001,110.97,111,28.26,27.93,27.76,27.57,27.38,27.19,26.990000000000002,26.810000000000002,26.43,N/A,N/A -2012,9,13,0,30,101640,100490,99370,88.04,0,7.6000000000000005,8.17,8.27,8.31,8.32,8.32,8.31,8.290000000000001,8.24,127.52,127.79,127.93,128.11,128.28,128.46,128.65,128.84,129.26,27.240000000000002,26.84,26.66,26.45,26.26,26.07,25.87,25.69,25.310000000000002,N/A,N/A -2012,9,13,1,30,101620,100470,99350,83.95,0,7.04,7.61,7.73,7.79,7.83,7.8500000000000005,7.86,7.87,7.87,133.02,133.28,133.42000000000002,133.55,133.69,133.81,133.95,134.09,134.38,27.580000000000002,27.21,27.03,26.830000000000002,26.63,26.45,26.25,26.060000000000002,25.69,N/A,N/A -2012,9,13,2,30,101660,100510,99400,83.57000000000001,0,7.94,8.66,8.83,8.92,8.98,9.02,9.05,9.07,9.09,137.1,137.18,137.23,137.29,137.35,137.4,137.47,137.53,137.67000000000002,27.89,27.54,27.36,27.16,26.97,26.78,26.59,26.400000000000002,26.02,N/A,N/A -2012,9,13,3,30,101710,100560,99440,84.99,0,8.26,8.98,9.15,9.22,9.27,9.290000000000001,9.3,9.3,9.290000000000001,138.98,139.13,139.22,139.31,139.39000000000001,139.48,139.56,139.65,139.82,27.78,27.41,27.240000000000002,27.03,26.84,26.650000000000002,26.46,26.27,25.89,N/A,N/A -2012,9,13,4,30,101710,100560,99440,86.02,0,9.67,10.6,10.8,10.9,10.97,11,11.01,11.02,10.99,142.69,142.72,142.78,142.87,142.96,143.07,143.18,143.29,143.51,27.740000000000002,27.36,27.18,26.97,26.78,26.580000000000002,26.38,26.19,25.8,N/A,N/A -2012,9,13,5,30,101710,100550,99440,84.55,0,8.59,9.36,9.53,9.620000000000001,9.67,9.71,9.73,9.74,9.75,141.94,141.91,141.92000000000002,141.93,141.94,141.95000000000002,141.96,141.98,142.02,27.63,27.25,27.07,26.87,26.68,26.490000000000002,26.29,26.1,25.72,N/A,N/A -2012,9,13,6,30,101740,100590,99470,84.69,0,7.640000000000001,8.32,8.47,8.55,8.61,8.65,8.67,8.69,8.700000000000001,138.54,138.68,138.76,138.84,138.92000000000002,138.99,139.07,139.14000000000001,139.28,27.68,27.310000000000002,27.13,26.92,26.73,26.54,26.34,26.16,25.77,N/A,N/A -2012,9,13,7,30,101760,100610,99490,83.52,0,7.37,7.98,8.120000000000001,8.19,8.23,8.26,8.28,8.290000000000001,8.3,141.05,141.48,141.72,141.96,142.19,142.43,142.67000000000002,142.9,143.39000000000001,27.68,27.32,27.14,26.94,26.740000000000002,26.560000000000002,26.36,26.17,25.8,N/A,N/A -2012,9,13,8,30,101760,100610,99500,84.68,0,6.49,7,7.11,7.17,7.2,7.22,7.24,7.25,7.25,135.22,135.42000000000002,135.55,135.68,135.8,135.91,136.03,136.15,136.39000000000001,27.6,27.240000000000002,27.060000000000002,26.86,26.67,26.48,26.28,26.1,25.72,N/A,N/A -2012,9,13,9,30,101780,100630,99520,84.34,0,6.88,7.43,7.5600000000000005,7.62,7.66,7.68,7.7,7.71,7.71,135.13,135.27,135.36,135.44,135.52,135.6,135.67000000000002,135.74,135.89000000000001,27.650000000000002,27.28,27.11,26.900000000000002,26.71,26.52,26.32,26.14,25.75,N/A,N/A -2012,9,13,10,30,101800,100650,99530,85.25,0,6.67,7.25,7.4,7.5,7.57,7.63,7.68,7.72,7.8,136.1,136.31,136.45,136.6,136.73,136.86,136.99,137.12,137.36,27.650000000000002,27.29,27.11,26.91,26.72,26.53,26.330000000000002,26.150000000000002,25.77,N/A,N/A -2012,9,13,11,30,101820,100670,99550,81.88,0,7.04,7.61,7.73,7.7700000000000005,7.8,7.8100000000000005,7.8100000000000005,7.8,7.7700000000000005,136.54,136.85,137.01,137.17000000000002,137.31,137.44,137.58,137.70000000000002,137.97,27.810000000000002,27.46,27.28,27.080000000000002,26.89,26.7,26.5,26.32,25.94,N/A,N/A -2012,9,13,12,30,101820,100670,99550,82.63,0,6.28,6.7700000000000005,6.88,6.94,6.98,7,7.03,7.04,7.07,127.07000000000001,127.23,127.3,127.39,127.48,127.57000000000001,127.66,127.75,127.95,27.73,27.38,27.2,27,26.810000000000002,26.62,26.43,26.240000000000002,25.86,N/A,N/A -2012,9,13,13,30,101860,100710,99590,80.5,0,6.49,7.0200000000000005,7.13,7.19,7.23,7.25,7.2700000000000005,7.2700000000000005,7.28,124,124.17,124.26,124.35000000000001,124.43,124.5,124.57000000000001,124.64,124.78,27.810000000000002,27.46,27.29,27.09,26.900000000000002,26.71,26.51,26.330000000000002,25.95,N/A,N/A -2012,9,13,14,30,101880,100720,99610,81.5,0,5.96,6.43,6.5200000000000005,6.58,6.61,6.640000000000001,6.66,6.67,6.69,122.9,123.19,123.29,123.39,123.48,123.56,123.64,123.72,123.88000000000001,27.810000000000002,27.46,27.29,27.09,26.900000000000002,26.71,26.52,26.330000000000002,25.95,N/A,N/A -2012,9,13,15,30,101870,100720,99610,80.72,0,5.88,6.34,6.44,6.49,6.53,6.55,6.5600000000000005,6.58,6.58,119.71000000000001,119.94,120.06,120.18,120.29,120.39,120.49000000000001,120.58,120.77,27.91,27.57,27.39,27.19,27,26.810000000000002,26.62,26.43,26.05,N/A,N/A -2012,9,13,16,30,101900,100740,99630,81.04,0,4.63,4.95,5.0200000000000005,5.05,5.08,5.09,5.1000000000000005,5.1000000000000005,5.1000000000000005,129.32,129.26,129.26,129.25,129.23,129.2,129.16,129.13,129.05,27.96,27.62,27.45,27.25,27.060000000000002,26.87,26.67,26.490000000000002,26.11,N/A,N/A -2012,9,13,17,30,101910,100760,99650,79.38,0,3.68,3.92,3.97,3.99,4.01,4.03,4.03,4.04,4.04,167.83,167.26,167.01,166.85,166.73,166.63,166.57,166.52,166.45000000000002,28.080000000000002,27.75,27.57,27.37,27.18,26.990000000000002,26.8,26.61,26.23,N/A,N/A -2012,9,13,18,30,101930,100760,99630,91.65,123.4,9.3,9.94,10.02,9.97,9.88,9.75,9.540000000000001,9.34,8.61,270.88,271.02,271.04,271.1,271.21,271.34000000000003,271.57,271.8,272.69,24.95,24.43,24.240000000000002,24.05,23.87,23.71,23.55,23.400000000000002,23.16,N/A,N/A -2012,9,13,19,30,101910,100740,99600,88.74,79.80000000000001,3.12,3.15,3.13,3.11,2.98,2.81,2.49,2.2,2.45,243.42000000000002,241.86,240.9,239.95000000000002,237.13,233.70000000000002,221.49,209.98000000000002,166.39000000000001,24.34,23.91,23.72,23.54,23.36,23.2,23.080000000000002,22.98,23.18,N/A,N/A -2012,9,13,20,30,101870,100710,99580,79.53,0,1.17,1.25,1.28,1.33,1.43,1.56,1.85,2.24,2.8000000000000003,188.94,189.27,189.17000000000002,188.88,187.93,186.36,184.09,181.35,180.46,25.76,25.400000000000002,25.240000000000002,25.080000000000002,24.96,24.87,24.91,24.98,25.09,N/A,N/A -2012,9,13,21,30,101870,100710,99590,79.84,0,3.7600000000000002,3.89,3.89,3.88,3.86,3.85,3.85,3.86,4.09,178.19,178.59,178.76,178.99,179.3,179.66,180.32,181.06,183.89000000000001,26.48,26.1,25.94,25.75,25.580000000000002,25.41,25.27,25.14,25.09,N/A,N/A -2012,9,13,22,30,101830,100670,99550,79.86,0,1.61,1.6500000000000001,1.6600000000000001,1.6500000000000001,1.6500000000000001,1.6500000000000001,1.6600000000000001,1.67,1.77,160.59,160.91,161.14000000000001,161.44,161.82,162.26,163.01,163.81,165.93,26.53,26.17,25.990000000000002,25.8,25.62,25.44,25.27,25.12,24.95,N/A,N/A -2012,9,13,23,30,101840,100690,99570,78.37,0,0.9500000000000001,0.9400000000000001,0.92,0.91,0.89,0.88,0.86,0.85,0.8300000000000001,153.41,151.43,150.08,148.47,146.84,145.14000000000001,143,140.88,134.91,26.8,26.45,26.27,26.07,25.88,25.7,25.51,25.32,24.95,N/A,N/A -2012,9,14,0,30,101830,100670,99550,76.65,0,1.83,1.96,1.99,2.0300000000000002,2.05,2.08,2.11,2.14,2.2,48.03,48.96,49.36,49.76,50.14,50.52,50.910000000000004,51.300000000000004,52.160000000000004,27.07,26.72,26.55,26.35,26.16,25.97,25.78,25.6,25.22,N/A,N/A -2012,9,14,1,30,101830,100680,99560,74.17,0,3.46,3.66,3.69,3.71,3.73,3.74,3.75,3.77,3.8200000000000003,65.12,64.9,64.76,64.62,64.51,64.41,64.33,64.25,64.2,27.37,27.02,26.84,26.64,26.45,26.26,26.07,25.88,25.5,N/A,N/A -2012,9,14,2,30,101850,100690,99580,83.23,0,4.66,4.95,5.01,5.03,5.05,5.0600000000000005,5.07,5.07,5.08,63.68,63.95,64.11,64.3,64.49,64.69,64.91,65.12,65.66,27.29,26.92,26.740000000000002,26.54,26.35,26.16,25.96,25.78,25.400000000000002,N/A,N/A -2012,9,14,3,30,101860,100710,99590,80.67,0,3.84,4.14,4.23,4.29,4.34,4.39,4.43,4.48,4.57,92.16,91.96000000000001,91.8,91.58,91.37,91.12,90.86,90.60000000000001,89.97,27.69,27.36,27.19,26.990000000000002,26.810000000000002,26.63,26.44,26.26,25.89,N/A,N/A -2012,9,14,4,30,101860,100710,99590,79.93,0,6.34,6.82,6.92,6.96,6.99,7,7.01,7.01,7.01,99.9,100.25,100.39,100.52,100.63,100.74000000000001,100.84,100.93,101.10000000000001,27.900000000000002,27.55,27.38,27.18,26.990000000000002,26.8,26.61,26.42,26.04,N/A,N/A -2012,9,14,5,30,101850,100690,99580,81.56,0,5.59,6,6.08,6.12,6.13,6.15,6.15,6.15,6.140000000000001,109.08,109.22,109.33,109.46000000000001,109.58,109.7,109.83,109.95,110.2,27.830000000000002,27.48,27.310000000000002,27.11,26.93,26.740000000000002,26.55,26.37,25.990000000000002,N/A,N/A -2012,9,14,6,30,101900,100750,99630,84.49,71,6.32,6.78,6.92,7,7.07,7.12,7.18,7.24,7.36,121.08,119.74000000000001,119.03,118.34,117.73,117.13,116.52,115.94,114.76,27.16,26.810000000000002,26.650000000000002,26.46,26.3,26.13,25.97,25.810000000000002,25.5,N/A,N/A -2012,9,14,7,30,101870,100710,99600,78.68,1.1,7.04,7.61,7.72,7.76,7.8,7.82,7.83,7.83,7.84,107.28,107.43,107.47,107.53,107.58,107.64,107.7,107.76,107.89,27.900000000000002,27.54,27.37,27.17,26.98,26.79,26.6,26.41,26.03,N/A,N/A -2012,9,14,8,30,101930,100780,99660,75.69,0,5.4,5.8,5.89,5.94,5.97,5.99,6,6.01,6.0200000000000005,95,95.18,95.19,95.19,95.19,95.18,95.16,95.14,95.09,27.97,27.63,27.45,27.25,27.060000000000002,26.87,26.68,26.490000000000002,26.11,N/A,N/A -2012,9,14,9,30,101940,100790,99670,73.11,0,2.82,2.98,3.0100000000000002,3.0300000000000002,3.0500000000000003,3.06,3.0700000000000003,3.08,3.09,97.98,98.06,98.11,98.15,98.2,98.26,98.31,98.36,98.46000000000001,27.91,27.580000000000002,27.400000000000002,27.21,27.02,26.82,26.63,26.44,26.060000000000002,N/A,N/A -2012,9,14,10,30,101910,100760,99640,75.84,0,3.21,3.4,3.43,3.45,3.45,3.45,3.45,3.45,3.44,104.38,104.69,104.83,104.96000000000001,105.08,105.2,105.31,105.43,105.64,27.76,27.42,27.25,27.05,26.85,26.67,26.47,26.28,25.89,N/A,N/A -2012,9,14,11,30,101880,100720,99610,75.34,0,3.48,3.67,3.7,3.71,3.72,3.72,3.72,3.71,3.71,91.71000000000001,91.79,91.95,92.08,92.21000000000001,92.32000000000001,92.44,92.55,92.75,27.72,27.38,27.21,27,26.810000000000002,26.62,26.43,26.240000000000002,25.86,N/A,N/A -2012,9,14,12,30,101900,100740,99620,83.27,0,8.57,9.120000000000001,9.13,9.06,8.97,8.85,8.700000000000001,8.56,8.19,85.97,85.99,86.08,86.2,86.33,86.49,86.7,86.9,87.5,26.330000000000002,25.88,25.7,25.51,25.32,25.150000000000002,24.97,24.8,24.47,N/A,N/A -2012,9,14,13,30,101920,100760,99630,77.10000000000001,0,5.4,5.65,5.67,5.65,5.62,5.57,5.51,5.45,5.37,46.83,47.42,47.75,48.120000000000005,48.57,49.07,50.04,51.04,58.95,25.75,25.330000000000002,25.16,24.98,24.82,24.67,24.54,24.43,24.490000000000002,N/A,N/A -2012,9,14,14,30,101980,100820,99690,74.01,0,3.29,3.47,3.5100000000000002,3.5300000000000002,3.54,3.5500000000000003,3.56,3.5700000000000003,3.61,73.65,74.5,74.94,75.48,76.08,76.72,77.63,78.58,81.99,26.89,26.51,26.34,26.13,25.94,25.75,25.560000000000002,25.37,24.990000000000002,N/A,N/A -2012,9,14,15,30,101990,100830,99710,79.83,5.5,7.12,7.54,7.54,7.48,7.390000000000001,7.3,7.18,7.07,6.8100000000000005,105.58,105.2,105.04,104.82000000000001,104.59,104.33,104,103.68,102.81,26.36,25.94,25.77,25.57,25.39,25.21,25.03,24.86,24.52,N/A,N/A -2012,9,14,16,30,102020,100850,99720,79.43,8.8,4.28,4.4,4.38,4.32,4.25,4.18,4.07,3.96,3.63,109.15,108.46000000000001,108.27,108.02,107.69,107.32000000000001,106.79,106.28,105.5,24.8,24.37,24.2,24.03,23.86,23.71,23.57,23.45,23.330000000000002,N/A,N/A -2012,9,14,17,30,102020,100850,99720,84.04,0,6.48,6.8,6.82,6.8,6.76,6.71,6.65,6.59,6.46,92.13,92.3,92.46000000000001,92.64,92.84,93.03,93.29,93.54,94.24,24.69,24.21,24.02,23.82,23.64,23.47,23.29,23.13,22.82,N/A,N/A -2012,9,14,18,30,101980,100810,99680,77.09,0,6.0200000000000005,6.38,6.44,6.46,6.48,6.49,6.49,6.49,6.22,93.55,93.62,93.72,93.87,94.12,94.42,95.10000000000001,95.82000000000001,99.7,25.64,25.240000000000002,25.09,24.93,24.810000000000002,24.7,24.64,24.59,24.69,N/A,N/A -2012,9,14,19,30,101960,100800,99680,61.17,0,4.22,4.5200000000000005,4.59,4.66,4.76,4.87,5.0600000000000005,5.2700000000000005,5.5200000000000005,104.88,104.52,104.31,104.05,103.69,103.27,102.57000000000001,101.81,100.35000000000001,27.63,27.32,27.18,27.02,26.88,26.76,26.7,26.650000000000002,26.46,N/A,N/A -2012,9,14,20,30,101890,100730,99610,79.14,0,4.97,5.25,5.3,5.3100000000000005,5.32,5.32,5.33,5.33,5.36,80.02,80.16,80.22,80.29,80.36,80.44,80.55,80.66,80.99,27.19,26.810000000000002,26.63,26.44,26.25,26.060000000000002,25.88,25.7,25.34,N/A,N/A -2012,9,14,21,30,101890,100740,99620,83.49,0,3.99,4.22,4.26,4.28,4.3,4.32,4.33,4.34,4.37,61.9,62.32,62.550000000000004,62.78,63.01,63.24,63.5,63.74,64.38,27.080000000000002,26.7,26.52,26.32,26.14,25.95,25.76,25.580000000000002,25.2,N/A,N/A -2012,9,14,22,30,101880,100720,99610,84.8,0,4.19,4.5,4.59,4.66,4.72,4.76,4.8100000000000005,4.8500000000000005,4.93,70.59,71.73,72.38,73.02,73.59,74.14,74.69,75.2,76.26,27.22,26.85,26.68,26.48,26.29,26.1,25.91,25.73,25.35,N/A,N/A -2012,9,14,23,30,101880,100720,99610,80.09,0,4.15,4.39,4.43,4.45,4.46,4.46,4.46,4.46,4.45,88.52,88.77,88.88,88.98,89.07000000000001,89.16,89.24,89.32000000000001,89.49,27.5,27.150000000000002,26.97,26.77,26.580000000000002,26.39,26.2,26.01,25.63,N/A,N/A -2012,9,15,0,30,101870,100710,99590,79.92,0,4.3,4.53,4.5600000000000005,4.57,4.5600000000000005,4.5600000000000005,4.54,4.54,4.51,88.65,88.59,88.51,88.44,88.36,88.28,88.18,88.09,87.88,27.47,27.11,26.93,26.740000000000002,26.54,26.35,26.16,25.97,25.59,N/A,N/A -2012,9,15,1,30,101880,100720,99600,77.5,0,3.5700000000000003,3.7800000000000002,3.81,3.83,3.85,3.85,3.86,3.86,3.87,99.45,99.02,98.76,98.5,98.25,98.01,97.76,97.53,97.06,27.54,27.19,27.01,26.810000000000002,26.63,26.43,26.240000000000002,26.05,25.67,N/A,N/A -2012,9,15,2,30,101920,100760,99640,72.53,0,2.73,2.91,2.95,2.98,3,3.02,3.04,3.06,3.09,110.4,110.42,110.44,110.43,110.43,110.43,110.43,110.42,110.4,27.75,27.42,27.25,27.05,26.86,26.67,26.47,26.29,25.900000000000002,N/A,N/A -2012,9,15,3,30,101920,100770,99650,66.95,0,1.87,1.99,2.02,2.05,2.07,2.09,2.11,2.14,2.18,64.76,66.47,67.55,68.63,69.60000000000001,70.51,71.44,72.32000000000001,74.04,27.97,27.650000000000002,27.490000000000002,27.3,27.11,26.92,26.740000000000002,26.55,26.18,N/A,N/A -2012,9,15,4,30,101940,100780,99660,69.58,0,3.0300000000000002,3.1,3.06,3.02,2.97,2.93,2.88,2.84,2.77,28.29,30.080000000000002,31.35,32.69,33.93,35.13,36.35,37.5,39.84,27.79,27.47,27.310000000000002,27.12,26.94,26.76,26.57,26.39,26.02,N/A,N/A -2012,9,15,5,30,101940,100780,99660,85.04,0,5.61,5.88,5.9,5.87,5.83,5.79,5.73,5.66,5.51,21.400000000000002,21.88,22.13,22.41,22.71,23.01,23.37,23.73,24.68,26.52,26.11,25.92,25.73,25.53,25.35,25.16,24.98,24.61,N/A,N/A -2012,9,15,6,30,101950,100790,99660,85.32000000000001,0,6.23,6.57,6.61,6.59,6.5600000000000005,6.5200000000000005,6.47,6.42,6.29,21.13,21.41,21.580000000000002,21.77,21.95,22.13,22.34,22.55,23.07,26.28,25.86,25.67,25.47,25.27,25.09,24.900000000000002,24.71,24.34,N/A,N/A -2012,9,15,7,30,101960,100800,99680,80.54,0,6.19,6.55,6.6000000000000005,6.6000000000000005,6.59,6.57,6.53,6.5,6.41,25.92,26.19,26.37,26.57,26.76,26.96,27.18,27.400000000000002,27.94,26.27,25.84,25.650000000000002,25.45,25.26,25.07,24.87,24.69,24.32,N/A,N/A -2012,9,15,8,30,101940,100780,99650,78.39,0,6.18,6.53,6.57,6.57,6.55,6.5200000000000005,6.48,6.44,6.33,21.64,21.84,21.98,22.14,22.29,22.45,22.62,22.79,23.23,26.32,25.91,25.72,25.51,25.330000000000002,25.14,24.94,24.76,24.39,N/A,N/A -2012,9,15,9,30,101950,100780,99660,82.37,0,6.51,6.87,6.91,6.9,6.88,6.84,6.79,6.75,6.63,25.66,25.98,26.17,26.38,26.59,26.810000000000002,27.080000000000002,27.34,28.080000000000002,26.04,25.61,25.42,25.23,25.04,24.86,24.68,24.5,24.16,N/A,N/A -2012,9,15,10,30,101980,100810,99690,80.56,0,4.45,4.68,4.74,4.7700000000000005,4.79,4.8100000000000005,4.83,4.8500000000000005,4.89,71.75,70.58,69.97,69.39,68.92,68.53,68.27,68.07000000000001,68.06,26.03,25.62,25.44,25.240000000000002,25.05,24.87,24.68,24.5,24.14,N/A,N/A -2012,9,15,11,30,101950,100790,99660,75.32000000000001,0,2.47,2.5,2.48,2.45,2.43,2.41,2.4,2.38,2.35,34.03,32.660000000000004,31.92,31.09,30.28,29.48,28.61,27.8,26.03,26.19,25.810000000000002,25.63,25.44,25.25,25.07,24.88,24.7,24.330000000000002,N/A,N/A -2012,9,15,12,30,101950,100790,99660,86.72,0,5.23,5.42,5.4,5.36,5.3100000000000005,5.25,5.19,5.14,5.01,19.36,20.580000000000002,21.34,22.12,22.85,23.57,24.330000000000002,25.04,26.6,25.86,25.44,25.25,25.04,24.85,24.66,24.47,24.29,23.91,N/A,N/A -2012,9,15,13,30,101970,100810,99680,88.08,0,4.6000000000000005,4.76,4.75,4.71,4.66,4.61,4.54,4.48,4.32,17.59,18.07,18.330000000000002,18.61,18.89,19.19,19.53,19.86,20.79,25.400000000000002,24.97,24.78,24.57,24.38,24.2,24,23.82,23.45,N/A,N/A -2012,9,15,14,30,101970,100810,99680,87.18,0,4.78,4.98,4.98,4.96,4.93,4.9,4.8500000000000005,4.8,4.68,13.32,13.51,13.63,13.77,13.89,14.02,14.17,14.31,14.68,25.37,24.93,24.740000000000002,24.54,24.34,24.16,23.96,23.78,23.42,N/A,N/A -2012,9,15,15,30,101980,100820,99690,85.85000000000001,0,4.46,4.66,4.67,4.66,4.64,4.62,4.59,4.5600000000000005,4.49,17.91,18.26,18.46,18.68,18.89,19.09,19.330000000000002,19.56,20.14,25.47,25.04,24.85,24.650000000000002,24.46,24.27,24.080000000000002,23.900000000000002,23.53,N/A,N/A -2012,9,15,16,30,101950,100790,99660,83.93,0,3.7,3.87,3.89,3.89,3.88,3.88,3.86,3.85,3.8200000000000003,17.78,18.09,18.3,18.51,18.71,18.900000000000002,19.11,19.31,19.77,25.91,25.5,25.32,25.12,24.93,24.740000000000002,24.54,24.36,23.990000000000002,N/A,N/A -2012,9,15,17,30,101930,100770,99650,81.39,0,3.22,3.37,3.38,3.39,3.39,3.39,3.39,3.39,3.38,25.18,25.17,25.21,25.25,25.29,25.32,25.36,25.41,25.46,26.37,25.97,25.79,25.59,25.400000000000002,25.21,25.01,24.830000000000002,24.46,N/A,N/A -2012,9,15,18,30,101930,100770,99650,77.98,0,1.6,1.6600000000000001,1.67,1.68,1.69,1.69,1.7,1.71,1.75,42.74,41.88,41.43,40.94,40.46,39.96,39.39,38.83,37.42,26.810000000000002,26.45,26.27,26.07,25.88,25.7,25.51,25.330000000000002,24.98,N/A,N/A -2012,9,15,19,30,101890,100730,99610,76.47,0,0.93,0.97,0.97,0.97,0.97,0.98,0.98,0.99,1,61.480000000000004,60.76,60.26,59.72,59.21,58.69,58.11,57.550000000000004,56.160000000000004,27.13,26.76,26.59,26.39,26.2,26.02,25.82,25.650000000000002,25.28,N/A,N/A -2012,9,15,20,30,101850,100700,99580,75.36,0,0.75,0.78,0.79,0.8,0.81,0.81,0.8200000000000001,0.8300000000000001,0.86,46.94,45.94,45.410000000000004,44.83,44.22,43.59,42.88,42.19,40.29,27.36,27,26.82,26.63,26.44,26.25,26.060000000000002,25.88,25.52,N/A,N/A -2012,9,15,21,30,101840,100680,99570,72.75,0,2.02,2.13,2.15,2.18,2.19,2.22,2.23,2.2600000000000002,2.31,57.56,55.72,54.7,53.61,52.58,51.54,50.43,49.35,46.85,27.68,27.32,27.150000000000002,26.96,26.77,26.580000000000002,26.39,26.21,25.84,N/A,N/A -2012,9,15,22,30,101790,100630,99510,76.29,0,1.45,1.46,1.43,1.41,1.3800000000000001,1.36,1.33,1.31,1.26,34.57,35.07,35.36,35.660000000000004,35.94,36.21,36.49,36.74,37.22,27.46,27.12,26.95,26.75,26.57,26.38,26.2,26.02,25.650000000000002,N/A,N/A -2012,9,15,23,30,101780,100630,99510,75.55,0,3.2,3.27,3.23,3.18,3.13,3.0700000000000003,3.0100000000000002,2.95,2.8000000000000003,17.28,17.84,18.12,18.44,18.75,19.07,19.45,19.81,20.75,27.34,26.990000000000002,26.810000000000002,26.62,26.43,26.240000000000002,26.05,25.87,25.5,N/A,N/A -2012,9,16,0,30,101730,100570,99460,72.64,0,1.54,1.6,1.6,1.59,1.58,1.58,1.57,1.57,1.56,36.62,36.5,36.34,36.17,35.95,35.67,35.32,34.95,33.54,27.48,27.150000000000002,26.98,26.79,26.6,26.42,26.240000000000002,26.060000000000002,25.72,N/A,N/A -2012,9,16,1,30,101740,100590,99470,70.69,0,1.32,1.36,1.36,1.36,1.35,1.35,1.35,1.35,1.35,72.68,71.75,71.12,70.39,69.63,68.83,67.77,66.67,62.99,27.67,27.35,27.18,26.990000000000002,26.810000000000002,26.63,26.44,26.27,25.94,N/A,N/A -2012,9,16,2,30,101750,100600,99480,68.52,0,1.03,1.09,1.1,1.11,1.12,1.1400000000000001,1.1500000000000001,1.17,1.24,44.94,43.38,42.32,41.24,40.17,39.04,37.74,36.43,32.89,27.87,27.560000000000002,27.39,27.2,27.02,26.830000000000002,26.650000000000002,26.47,26.13,N/A,N/A -2012,9,16,3,30,101750,100600,99490,66.21000000000001,0,2.2,2.35,2.38,2.4,2.43,2.44,2.46,2.47,2.49,9.82,9.61,9.540000000000001,9.48,9.42,9.370000000000001,9.32,9.27,9.18,28.150000000000002,27.84,27.67,27.47,27.29,27.1,26.900000000000002,26.72,26.34,N/A,N/A -2012,9,16,4,30,101730,100580,99460,72.65,0,3.96,4.14,4.14,4.13,4.11,4.09,4.0600000000000005,4.03,3.97,13.18,13.52,13.73,13.94,14.13,14.32,14.5,14.68,15.05,27.57,27.23,27.060000000000002,26.86,26.67,26.48,26.28,26.1,25.72,N/A,N/A -2012,9,16,5,30,101710,100560,99440,72.99,0,3.69,3.8200000000000003,3.8200000000000003,3.79,3.77,3.74,3.7,3.66,3.58,28.92,29.560000000000002,29.96,30.36,30.740000000000002,31.13,31.53,31.92,32.8,27.26,26.91,26.740000000000002,26.53,26.34,26.16,25.96,25.78,25.400000000000002,N/A,N/A -2012,9,16,6,30,101700,100550,99430,75.64,0,3.14,3.24,3.23,3.21,3.18,3.15,3.12,3.09,3.02,31.53,32.17,32.52,32.87,33.2,33.53,33.88,34.21,34.97,27.150000000000002,26.8,26.63,26.43,26.240000000000002,26.05,25.86,25.68,25.3,N/A,N/A -2012,9,16,7,30,101710,100560,99440,73.37,0,2.27,2.38,2.4,2.42,2.43,2.44,2.44,2.45,2.46,33.92,34.93,35.46,36,36.480000000000004,36.95,37.44,37.9,38.95,27.32,26.98,26.810000000000002,26.61,26.42,26.240000000000002,26.04,25.86,25.48,N/A,N/A -2012,9,16,8,30,101690,100540,99420,75.94,0,3.2600000000000002,3.37,3.36,3.34,3.31,3.2800000000000002,3.25,3.22,3.15,43.26,44.480000000000004,45.21,45.95,46.64,47.33,48.03,48.71,50.2,27.21,26.87,26.7,26.490000000000002,26.310000000000002,26.12,25.92,25.740000000000002,25.36,N/A,N/A -2012,9,16,9,30,101670,100520,99400,75.09,0,2.89,3.02,3.02,3.02,3.02,3.0100000000000002,2.99,2.98,2.95,49.45,49.620000000000005,49.71,49.800000000000004,49.9,50,50.120000000000005,50.24,50.51,27.25,26.91,26.740000000000002,26.54,26.35,26.16,25.96,25.78,25.400000000000002,N/A,N/A -2012,9,16,10,30,101650,100500,99380,79.29,0,3.7800000000000002,3.9,3.88,3.84,3.8000000000000003,3.75,3.7,3.65,3.54,36.39,37.07,37.53,38,38.45,38.89,39.35,39.79,40.76,27.05,26.69,26.52,26.32,26.13,25.95,25.75,25.57,25.2,N/A,N/A -2012,9,16,11,30,101650,100490,99370,79.2,0,4.3500000000000005,4.54,4.55,4.54,4.51,4.49,4.45,4.42,4.34,31.78,32.09,32.28,32.47,32.64,32.81,33,33.18,33.56,26.85,26.48,26.3,26.1,25.91,25.72,25.53,25.34,24.96,N/A,N/A -2012,9,16,12,30,101650,100500,99380,79.65,0,4.37,4.54,4.54,4.5,4.46,4.41,4.3500000000000005,4.29,4.14,27.69,28.060000000000002,28.29,28.53,28.77,29.02,29.32,29.63,30.490000000000002,26.42,26.04,25.86,25.66,25.47,25.29,25.09,24.92,24.55,N/A,N/A -2012,9,16,13,30,101660,100500,99380,80.09,0,4.43,4.61,4.61,4.59,4.5600000000000005,4.5200000000000005,4.47,4.42,4.29,29.310000000000002,29.77,30.02,30.28,30.55,30.82,31.14,31.44,32.27,26.3,25.91,25.73,25.53,25.34,25.16,24.97,24.79,24.43,N/A,N/A -2012,9,16,14,30,101670,100510,99390,80.56,0,4.04,4.21,4.21,4.19,4.16,4.13,4.09,4.05,3.93,32.53,33,33.32,33.65,33.980000000000004,34.31,34.68,35.050000000000004,36.08,26.3,25.91,25.73,25.54,25.35,25.17,24.98,24.8,24.45,N/A,N/A -2012,9,16,15,30,101650,100490,99370,80.33,0,3.61,3.77,3.7800000000000002,3.7800000000000002,3.77,3.7600000000000002,3.74,3.73,3.69,41.22,42,42.39,42.83,43.24,43.67,44.160000000000004,44.63,45.83,26.53,26.16,25.98,25.78,25.59,25.400000000000002,25.21,25.03,24.66,N/A,N/A -2012,9,16,16,30,101640,100490,99370,80.77,0,2.95,3.09,3.12,3.13,3.14,3.15,3.15,3.16,3.16,62.14,62.93,63.440000000000005,63.940000000000005,64.39,64.84,65.29,65.73,66.67,26.87,26.5,26.32,26.12,25.93,25.740000000000002,25.55,25.37,24.990000000000002,N/A,N/A -2012,9,16,17,30,101600,100450,99330,76.02,0,2.54,2.68,2.71,2.74,2.7600000000000002,2.77,2.7800000000000002,2.8000000000000003,2.83,73.87,74.35000000000001,74.62,74.89,75.14,75.38,75.63,75.87,76.4,27.27,26.91,26.740000000000002,26.54,26.35,26.16,25.96,25.78,25.400000000000002,N/A,N/A -2012,9,16,18,30,101580,100430,99310,75.37,0,2.65,2.8000000000000003,2.84,2.86,2.88,2.9,2.91,2.92,2.95,98.25,98.5,98.59,98.68,98.76,98.85000000000001,98.95,99.04,99.23,27.55,27.2,27.02,26.82,26.63,26.44,26.25,26.060000000000002,25.68,N/A,N/A -2012,9,16,19,30,101530,100380,99270,74.99,0,2.96,3.13,3.16,3.19,3.21,3.22,3.23,3.24,3.2600000000000002,107.72,107.58,107.53,107.48,107.44,107.41,107.37,107.33,107.27,27.75,27.39,27.21,27.01,26.82,26.63,26.44,26.25,25.87,N/A,N/A -2012,9,16,20,30,101460,100310,99200,70.18,0,3.61,3.85,3.9,3.93,3.96,3.98,4,4.01,4.04,118.22,118.03,117.91,117.8,117.71000000000001,117.61,117.53,117.45,117.29,28.02,27.69,27.52,27.32,27.14,26.95,26.75,26.57,26.2,N/A,N/A -2012,9,16,21,30,101420,100270,99160,68.22,0,4.7,5.0200000000000005,5.08,5.11,5.13,5.14,5.15,5.15,5.16,127.95,127.87,127.83,127.8,127.77,127.75,127.73,127.71000000000001,127.68,28.13,27.82,27.650000000000002,27.45,27.26,27.07,26.88,26.7,26.310000000000002,N/A,N/A -2012,9,16,22,30,101350,100200,99090,69.47,0,4.04,4.3100000000000005,4.3500000000000005,4.37,4.38,4.39,4.39,4.39,4.39,122.62,122.73,122.79,122.85000000000001,122.91,122.96000000000001,123.02,123.08,123.19,27.95,27.64,27.47,27.27,27.09,26.900000000000002,26.71,26.52,26.14,N/A,N/A -2012,9,16,23,30,101320,100170,99060,70.87,0,3.63,3.86,3.91,3.93,3.95,3.96,3.96,3.97,3.98,135.16,135.12,135.11,135.1,135.09,135.08,135.08,135.07,135.06,27.82,27.5,27.330000000000002,27.14,26.95,26.76,26.57,26.38,26,N/A,N/A -2012,9,17,0,30,101310,100160,99050,70.44,0,4.03,4.28,4.32,4.34,4.3500000000000005,4.3500000000000005,4.3500000000000005,4.34,4.33,143.76,143.95000000000002,144.04,144.13,144.21,144.29,144.36,144.44,144.6,27.84,27.52,27.35,27.150000000000002,26.96,26.78,26.580000000000002,26.39,26.01,N/A,N/A -2012,9,17,1,30,101290,100140,99030,74.71000000000001,0,3.62,3.8200000000000003,3.86,3.87,3.88,3.88,3.87,3.87,3.85,145.58,145.58,145.59,145.58,145.58,145.57,145.56,145.54,145.51,27.6,27.27,27.1,26.900000000000002,26.71,26.52,26.330000000000002,26.14,25.76,N/A,N/A -2012,9,17,2,30,101300,100150,99040,73.99,0,3.08,3.25,3.2800000000000002,3.3000000000000003,3.31,3.31,3.31,3.3200000000000003,3.31,158.34,158.04,157.78,157.54,157.34,157.15,156.96,156.79,156.43,27.59,27.26,27.09,26.89,26.7,26.51,26.32,26.13,25.75,N/A,N/A -2012,9,17,3,30,101290,100150,99030,72.52,0,2.73,2.85,2.87,2.87,2.87,2.87,2.86,2.85,2.84,152.13,151.92000000000002,151.81,151.69,151.57,151.45000000000002,151.32,151.19,150.91,27.61,27.28,27.11,26.92,26.73,26.54,26.35,26.16,25.79,N/A,N/A -2012,9,17,4,30,101250,100100,98990,72.74,0,2.2600000000000002,2.33,2.33,2.32,2.31,2.29,2.2800000000000002,2.27,2.24,145.21,145.17000000000002,145.16,145.16,145.14000000000001,145.12,145.08,145.05,144.95000000000002,27.53,27.2,27.03,26.830000000000002,26.64,26.45,26.26,26.07,25.69,N/A,N/A -2012,9,17,5,30,101250,100090,98970,88.03,0,6.11,6.390000000000001,6.41,6.36,6.3,6.23,6.12,6.01,5.58,23.21,23.32,23.39,23.490000000000002,23.62,23.78,24.02,24.29,25.85,25.66,25.23,25.05,24.85,24.67,24.490000000000002,24.32,24.16,23.96,N/A,N/A -2012,9,17,6,30,101200,100050,98930,87.12,0,6.83,7.22,7.2700000000000005,7.25,7.22,7.17,7.11,7.05,6.88,19.6,19.95,20.14,20.36,20.57,20.79,21.02,21.26,21.830000000000002,25.55,25.11,24.91,24.71,24.52,24.330000000000002,24.14,23.96,23.6,N/A,N/A -2012,9,17,7,30,101160,100010,98890,86.2,0,6.88,7.28,7.34,7.34,7.32,7.3,7.26,7.22,7.12,13.57,13.93,14.13,14.34,14.55,14.74,14.96,15.17,15.65,25.38,24.92,24.73,24.52,24.330000000000002,24.14,23.96,23.78,23.41,N/A,N/A -2012,9,17,8,30,101150,99990,98870,86.65,0,6.98,7.390000000000001,7.44,7.44,7.42,7.390000000000001,7.3500000000000005,7.3100000000000005,7.18,8.98,9.1,9.18,9.26,9.32,9.38,9.44,9.49,9.6,25.23,24.76,24.57,24.37,24.18,23.990000000000002,23.81,23.63,23.28,N/A,N/A -2012,9,17,9,30,101130,99970,98850,88.57000000000001,38.5,7.140000000000001,7.57,7.62,7.62,7.61,7.58,7.54,7.5,7.41,348.33,348.54,348.71,348.87,349.01,349.14,349.28000000000003,349.40000000000003,349.66,24.740000000000002,24.26,24.07,23.86,23.67,23.490000000000002,23.31,23.13,22.78,N/A,N/A -2012,9,17,10,30,101080,99920,98790,86.55,7.300000000000001,6.640000000000001,7,7.04,7.04,7.0200000000000005,6.99,6.95,6.91,6.8100000000000005,344.54,344.59000000000003,344.67,344.72,344.77,344.81,344.84000000000003,344.87,344.90000000000003,23.95,23.44,23.240000000000002,23.03,22.830000000000002,22.64,22.45,22.27,21.900000000000002,N/A,N/A -2012,9,17,11,30,101120,99950,98820,86.83,79.5,6.99,7.4,7.47,7.5,7.51,7.51,7.51,7.5,7.48,330.67,331.40000000000003,331.83,332.23,332.6,332.95,333.32,333.66,334.41,23.19,22.66,22.45,22.240000000000002,22.05,21.87,21.68,21.5,21.14,N/A,N/A -2012,9,17,12,30,101090,99920,98800,82.32000000000001,0,5.53,5.8,5.84,5.84,5.83,5.82,5.8,5.78,5.73,349.5,349.88,350.14,350.41,350.67,350.92,351.22,351.48,352.16,23.51,23,22.8,22.59,22.39,22.19,22,21.82,21.43,N/A,N/A -2012,9,17,13,30,101110,99950,98820,79.23,2.6,5.75,6.05,6.1000000000000005,6.12,6.12,6.12,6.11,6.1000000000000005,6.07,8.42,8.43,8.42,8.38,8.35,8.31,8.27,8.23,8.16,23.86,23.36,23.150000000000002,22.94,22.740000000000002,22.55,22.35,22.16,21.77,N/A,N/A -2012,9,17,14,30,101110,99950,98820,78.63,0,6.23,6.6000000000000005,6.66,6.69,6.7,6.71,6.71,6.71,6.7,9.98,10.31,10.5,10.69,10.86,11.02,11.18,11.34,11.71,23.96,23.46,23.25,23.04,22.84,22.650000000000002,22.45,22.26,21.88,N/A,N/A -2012,9,17,15,30,101100,99940,98810,74.73,0,5.7700000000000005,6.07,6.12,6.13,6.13,6.12,6.11,6.1000000000000005,6.07,9.51,9.31,9.200000000000001,9.1,9.01,8.94,8.89,8.84,8.8,24.18,23.69,23.490000000000002,23.28,23.080000000000002,22.89,22.69,22.51,22.13,N/A,N/A -2012,9,17,16,30,101070,99910,98790,72.95,0,4.2,4.38,4.4,4.4,4.4,4.39,4.37,4.36,4.33,357.11,357,356.98,356.95,356.92,356.89,356.85,356.81,356.69,24.47,24.02,23.830000000000002,23.62,23.43,23.240000000000002,23.05,22.87,22.490000000000002,N/A,N/A -2012,9,17,17,30,101040,99890,98760,72.85000000000001,0,3.44,3.6,3.62,3.63,3.64,3.65,3.65,3.65,3.66,338.08,337.3,336.87,336.42,335.99,335.54,335.08,334.65000000000003,333.63,24.900000000000002,24.47,24.28,24.07,23.87,23.68,23.490000000000002,23.3,22.91,N/A,N/A -2012,9,17,18,30,101010,99850,98730,74.2,0,3.46,3.65,3.69,3.72,3.74,3.7600000000000002,3.77,3.7800000000000002,3.81,310.36,310.25,310.2,310.15000000000003,310.09000000000003,310.05,309.99,309.94,309.82,25.44,25.02,24.830000000000002,24.63,24.43,24.240000000000002,24.04,23.86,23.47,N/A,N/A -2012,9,17,19,30,100970,99820,98700,69.7,0,4.69,4.97,5.04,5.07,5.09,5.11,5.12,5.14,5.15,316.44,316.53000000000003,316.55,316.55,316.54,316.53000000000003,316.5,316.48,316.39,26.03,25.63,25.45,25.240000000000002,25.05,24.86,24.66,24.48,24.1,N/A,N/A -2012,9,17,20,30,100920,99770,98660,66.28,0,3.9,4.16,4.23,4.28,4.32,4.3500000000000005,4.39,4.42,4.49,322.67,322.47,322.32,322.16,322,321.85,321.69,321.53000000000003,321.19,26.52,26.14,25.96,25.77,25.580000000000002,25.39,25.19,25.01,24.64,N/A,N/A -2012,9,17,21,30,100860,99720,98600,64.94,0,3.64,3.87,3.93,3.97,4.01,4.04,4.07,4.1,4.17,323.26,322.65000000000003,322.31,321.96,321.63,321.3,320.96,320.63,319.91,26.95,26.6,26.42,26.22,26.04,25.85,25.66,25.48,25.11,N/A,N/A -2012,9,17,22,30,100840,99700,98590,63.910000000000004,0,3.14,3.36,3.42,3.47,3.5100000000000002,3.54,3.58,3.61,3.68,322.41,321.97,321.63,321.3,321,320.72,320.44,320.18,319.65000000000003,27.330000000000002,27.01,26.84,26.64,26.45,26.26,26.07,25.89,25.51,N/A,N/A -2012,9,17,23,30,100850,99700,98590,71.58,0,6,6.36,6.42,6.44,6.44,6.44,6.42,6.41,6.38,325.44,326.90000000000003,327.91,328.90000000000003,329.8,330.67,331.53000000000003,332.35,334.04,26.650000000000002,26.27,26.1,25.900000000000002,25.72,25.54,25.35,25.18,24.82,N/A,N/A -2012,9,18,0,30,100890,99740,98630,72.14,0,4.5200000000000005,4.75,4.78,4.79,4.79,4.79,4.79,4.79,4.7700000000000005,297.17,298.39,299.17,299.88,300.5,301.09000000000003,301.66,302.18,303.25,26.67,26.3,26.12,25.92,25.73,25.53,25.330000000000002,25.150000000000002,24.76,N/A,N/A -2012,9,18,1,30,100880,99730,98610,79.05,0,4.55,4.79,4.84,4.86,4.88,4.89,4.89,4.9,4.9,297.57,298.88,299.58,300.25,300.83,301.38,301.92,302.42,303.64,26.01,25.61,25.43,25.22,25.03,24.84,24.650000000000002,24.46,24.080000000000002,N/A,N/A -2012,9,18,2,30,100910,99770,98650,70.05,0,3.3200000000000003,3.46,3.47,3.47,3.47,3.46,3.45,3.45,3.43,305.98,307.56,308.52,309.48,310.33,311.14,311.93,312.67,314.14,26.63,26.27,26.1,25.89,25.7,25.51,25.32,25.13,24.75,N/A,N/A -2012,9,18,3,30,100940,99790,98680,68.26,0,4.24,4.48,4.5200000000000005,4.53,4.53,4.53,4.5200000000000005,4.51,4.49,344.53000000000003,344.85,344.99,345.12,345.24,345.34000000000003,345.44,345.53000000000003,345.7,26.89,26.52,26.34,26.14,25.95,25.75,25.55,25.37,24.98,N/A,N/A -2012,9,18,4,30,100970,99820,98710,70.22,0,5.32,5.5600000000000005,5.57,5.54,5.51,5.48,5.44,5.4,5.33,2.85,1.99,1.4000000000000001,0.78,0.21,359.66,359.08,358.54,357.37,26.41,26.02,25.84,25.64,25.44,25.26,25.060000000000002,24.87,24.490000000000002,N/A,N/A -2012,9,18,5,30,101020,99870,98750,71.35000000000001,0,3.5100000000000002,3.64,3.64,3.63,3.62,3.61,3.59,3.5700000000000003,3.54,5.14,3.97,3.2,2.37,1.58,0.77,359.88,359.02,357,26.04,25.66,25.48,25.27,25.080000000000002,24.89,24.7,24.52,24.14,N/A,N/A -2012,9,18,6,30,101060,99910,98790,70.31,0,3.7600000000000002,3.97,4.01,4.03,4.05,4.07,4.08,4.09,4.11,353.53000000000003,352.66,352.16,351.64,351.15000000000003,350.67,350.18,349.71,348.69,26.09,25.71,25.53,25.330000000000002,25.13,24.94,24.740000000000002,24.560000000000002,24.17,N/A,N/A -2012,9,18,7,30,101110,99950,98830,73.12,0,4.94,5.21,5.26,5.28,5.29,5.29,5.28,5.28,5.26,335.09000000000003,334.11,333.54,332.98,332.48,332.02,331.56,331.13,330.28000000000003,25.87,25.47,25.28,25.080000000000002,24.88,24.69,24.490000000000002,24.3,23.91,N/A,N/A -2012,9,18,8,30,101140,99980,98860,76.55,0,5.11,5.41,5.47,5.5,5.51,5.5200000000000005,5.53,5.54,5.55,340.94,340.44,340.11,339.75,339.42,339.1,338.76,338.43,337.73,25.48,25.07,24.88,24.67,24.47,24.28,24.080000000000002,23.89,23.51,N/A,N/A -2012,9,18,9,30,101180,100020,98900,74.67,0,6,6.3500000000000005,6.41,6.42,6.42,6.41,6.4,6.38,6.34,332.59000000000003,332.15000000000003,331.90000000000003,331.64,331.40000000000003,331.17,330.95,330.73,330.28000000000003,25.650000000000002,25.22,25.04,24.830000000000002,24.63,24.44,24.240000000000002,24.05,23.67,N/A,N/A -2012,9,18,10,30,101200,100040,98920,77.25,0,6.33,6.74,6.82,6.86,6.88,6.890000000000001,6.9,6.9,6.9,327.01,326.76,326.6,326.43,326.28000000000003,326.12,325.96,325.82,325.5,25.3,24.86,24.66,24.45,24.26,24.07,23.87,23.68,23.3,N/A,N/A -2012,9,18,11,30,101260,100100,98980,75.55,0,6.92,7.390000000000001,7.49,7.53,7.5600000000000005,7.57,7.58,7.58,7.57,339.03000000000003,338.89,338.78000000000003,338.66,338.55,338.45,338.34000000000003,338.24,338.02,25.26,24.8,24.61,24.400000000000002,24.2,24.01,23.81,23.62,23.240000000000002,N/A,N/A -2012,9,18,12,30,101290,100130,99010,80.66,0,7.0600000000000005,7.5200000000000005,7.61,7.65,7.67,7.68,7.68,7.68,7.66,339.86,339.58,339.39,339.19,339,338.82,338.64,338.47,338.09000000000003,24.87,24.400000000000002,24.2,23.990000000000002,23.79,23.59,23.39,23.21,22.82,N/A,N/A -2012,9,18,13,30,101330,100170,99040,81.15,0,7.34,7.86,7.99,8.05,8.09,8.120000000000001,8.13,8.15,8.16,338.24,338.28000000000003,338.29,338.3,338.31,338.31,338.32,338.32,338.35,24.79,24.310000000000002,24.11,23.900000000000002,23.7,23.51,23.31,23.13,22.740000000000002,N/A,N/A -2012,9,18,14,30,101400,100240,99110,81.98,0,7.09,7.57,7.68,7.74,7.7700000000000005,7.79,7.8,7.8100000000000005,7.8100000000000005,348.24,347.89,347.66,347.45,347.25,347.06,346.88,346.7,346.33,24.66,24.18,23.98,23.77,23.57,23.38,23.18,22.990000000000002,22.61,N/A,N/A -2012,9,18,15,30,101430,100270,99150,79.83,0,7.2,7.72,7.86,7.930000000000001,7.97,8.01,8.03,8.05,8.08,345.05,345.07,345.09000000000003,345.1,345.12,345.15000000000003,345.18,345.21,345.27,24.98,24.51,24.310000000000002,24.1,23.900000000000002,23.71,23.51,23.32,22.94,N/A,N/A -2012,9,18,16,30,101480,100320,99190,73.72,0,7.21,7.75,7.88,7.95,8,8.03,8.06,8.08,8.11,352.16,352.05,351.99,351.92,351.87,351.81,351.77,351.72,351.64,25.45,25.01,24.82,24.6,24.41,24.21,24.01,23.830000000000002,23.44,N/A,N/A -2012,9,18,17,30,101490,100330,99200,69.34,0,6.73,7.24,7.36,7.44,7.49,7.53,7.5600000000000005,7.59,7.62,348.13,348.28000000000003,348.38,348.47,348.56,348.65000000000003,348.74,348.83,349.02,25.96,25.55,25.36,25.150000000000002,24.96,24.76,24.57,24.38,23.990000000000002,N/A,N/A -2012,9,18,18,30,101490,100330,99210,65.61,0,6,6.45,6.55,6.61,6.65,6.68,6.7,6.72,6.74,341.58,342.06,342.39,342.72,343.04,343.34000000000003,343.66,343.96,344.61,26.62,26.25,26.07,25.86,25.67,25.48,25.28,25.1,24.71,N/A,N/A -2012,9,18,19,30,101480,100320,99200,62.410000000000004,0,4.92,5.34,5.46,5.54,5.61,5.67,5.72,5.7700000000000005,5.8500000000000005,339.41,340.04,340.43,340.79,341.12,341.44,341.74,342.02,342.59000000000003,27.330000000000002,27,26.830000000000002,26.63,26.45,26.26,26.060000000000002,25.88,25.5,N/A,N/A -2012,9,18,20,30,101460,100310,99190,64.97,0,5.04,5.43,5.51,5.5600000000000005,5.59,5.62,5.64,5.66,5.69,332.35,333.75,334.6,335.43,336.16,336.85,337.52,338.15000000000003,339.39,27.82,27.52,27.36,27.16,26.98,26.79,26.6,26.42,26.04,N/A,N/A -2012,9,18,21,30,101450,100300,99180,67.25,0,3.8000000000000003,3.99,4.0200000000000005,4.01,4,3.98,3.93,3.88,3.5500000000000003,73.49,74.22,74.46000000000001,74.63,74.67,74.62,74.14,73.53,69.02,26.97,26.64,26.48,26.29,26.13,25.96,25.810000000000002,25.69,25.55,N/A,N/A -2012,9,18,22,30,101420,100270,99160,65.41,0,2.0100000000000002,2.04,2.02,1.98,1.94,1.9000000000000001,1.85,1.8,1.68,72.55,71.96000000000001,71.51,70.95,70.37,69.7,68.9,68.07000000000001,64.93,27.490000000000002,27.18,27.01,26.810000000000002,26.63,26.44,26.25,26.080000000000002,25.72,N/A,N/A -2012,9,18,23,30,101420,100270,99150,65.34,0,0.75,0.85,0.89,0.93,1,1.09,1.24,1.42,2.17,37.7,33.22,30.240000000000002,27.04,23.37,18.77,13.52,7.7,357.64,27.73,27.43,27.28,27.09,26.91,26.740000000000002,26.580000000000002,26.44,26.23,N/A,N/A -2012,9,19,0,30,101440,100290,99180,66.52,0,1.68,1.99,2.12,2.2600000000000002,2.37,2.49,2.6,2.71,2.98,21.37,17.78,15.89,14.3,13,11.870000000000001,10.870000000000001,9.97,8.34,28.05,27.79,27.63,27.45,27.27,27.1,26.91,26.740000000000002,26.37,N/A,N/A -2012,9,19,1,30,101450,100300,99190,65.22,0,6.79,7.41,7.54,7.61,7.67,7.7,7.72,7.74,7.78,355.2,355.93,356.37,356.86,357.32,357.78000000000003,358.28000000000003,358.75,359.81,28.400000000000002,28.150000000000002,28,27.82,27.64,27.46,27.27,27.1,26.73,N/A,N/A -2012,9,19,2,30,101510,100360,99240,65.41,0,6.68,7.28,7.42,7.48,7.53,7.5600000000000005,7.57,7.58,7.59,20.46,20.75,20.86,20.96,21.04,21.12,21.2,21.26,21.400000000000002,28.28,28.02,27.86,27.67,27.490000000000002,27.3,27.11,26.92,26.55,N/A,N/A -2012,9,19,3,30,101530,100380,99270,66.46000000000001,0,7.01,7.6000000000000005,7.72,7.76,7.79,7.8,7.8,7.79,7.7700000000000005,31.470000000000002,31.45,31.44,31.41,31.38,31.34,31.3,31.26,31.150000000000002,27.87,27.57,27.41,27.22,27.03,26.85,26.650000000000002,26.47,26.09,N/A,N/A -2012,9,19,4,30,101550,100400,99280,70.04,0,7.79,8.39,8.5,8.53,8.540000000000001,8.53,8.51,8.48,8.41,28.810000000000002,29.32,29.68,30.03,30.35,30.66,30.970000000000002,31.26,31.87,27.23,26.89,26.72,26.52,26.330000000000002,26.150000000000002,25.95,25.77,25.400000000000002,N/A,N/A -2012,9,19,5,30,101560,100410,99290,74.07000000000001,0,7.54,8.11,8.22,8.26,8.290000000000001,8.290000000000001,8.290000000000001,8.28,8.25,36.480000000000004,36.95,37.22,37.49,37.730000000000004,37.97,38.21,38.44,38.93,26.7,26.32,26.150000000000002,25.95,25.76,25.57,25.38,25.2,24.830000000000002,N/A,N/A -2012,9,19,6,30,101590,100440,99320,75.37,0,7.79,8.370000000000001,8.49,8.540000000000001,8.56,8.57,8.56,8.55,8.51,46.58,46.83,47,47.17,47.32,47.47,47.62,47.76,48.06,26.52,26.12,25.93,25.73,25.53,25.34,25.150000000000002,24.96,24.580000000000002,N/A,N/A -2012,9,19,7,30,101620,100460,99340,76.27,0,8.27,8.96,9.11,9.19,9.23,9.26,9.27,9.28,9.27,49.660000000000004,49.95,50.1,50.26,50.4,50.52,50.65,50.77,51.01,26.44,26.02,25.84,25.63,25.43,25.240000000000002,25.04,24.86,24.47,N/A,N/A -2012,9,19,8,30,101640,100480,99360,79.12,0,8.16,8.8,8.94,9.01,9.05,9.07,9.08,9.08,9.07,55.19,55.45,55.61,55.76,55.88,55.99,56.1,56.21,56.410000000000004,26.13,25.69,25.5,25.29,25.09,24.89,24.69,24.5,24.12,N/A,N/A -2012,9,19,9,30,101670,100510,99380,79.49,0,8.26,8.88,9.01,9.07,9.1,9.11,9.11,9.11,9.08,60.25,60.42,60.52,60.61,60.69,60.77,60.84,60.92,61.050000000000004,25.830000000000002,25.38,25.19,24.97,24.77,24.57,24.38,24.19,23.8,N/A,N/A -2012,9,19,10,30,101700,100540,99410,78.78,0,8.76,9.450000000000001,9.59,9.65,9.69,9.71,9.72,9.72,9.700000000000001,57.59,57.870000000000005,58.050000000000004,58.22,58.38,58.53,58.69,58.83,59.120000000000005,25.42,24.95,24.740000000000002,24.53,24.330000000000002,24.13,23.93,23.740000000000002,23.35,N/A,N/A -2012,9,19,11,30,101740,100570,99450,79.46000000000001,0,8.73,9.39,9.540000000000001,9.6,9.65,9.67,9.68,9.68,9.66,65,64.92,64.92,64.93,64.93,64.94,64.94,64.95,64.96000000000001,25.240000000000002,24.75,24.54,24.32,24.12,23.92,23.72,23.53,23.13,N/A,N/A -2012,9,19,12,30,101770,100600,99470,76.87,0,8.36,8.97,9.1,9.16,9.200000000000001,9.22,9.22,9.22,9.200000000000001,60.85,60.910000000000004,60.980000000000004,61.050000000000004,61.11,61.160000000000004,61.22,61.26,61.36,25.03,24.54,24.330000000000002,24.12,23.91,23.72,23.51,23.32,22.93,N/A,N/A -2012,9,19,13,30,101830,100660,99530,72.68,0,7.68,8.22,8.32,8.36,8.38,8.38,8.38,8.370000000000001,8.33,59.53,59.620000000000005,59.72,59.800000000000004,59.88,59.94,60.01,60.07,60.2,24.94,24.46,24.26,24.04,23.84,23.650000000000002,23.45,23.26,22.87,N/A,N/A -2012,9,19,14,30,101880,100710,99570,71.88,0,7.82,8.370000000000001,8.47,8.52,8.55,8.56,8.56,8.56,8.53,62.980000000000004,63.18,63.31,63.42,63.51,63.6,63.7,63.78,63.940000000000005,24.8,24.310000000000002,24.1,23.89,23.69,23.490000000000002,23.29,23.1,22.7,N/A,N/A -2012,9,19,15,30,101860,100690,99550,71.43,0,7.34,7.8100000000000005,7.9,7.930000000000001,7.94,7.94,7.930000000000001,7.92,7.88,58.53,58.51,58.49,58.47,58.45,58.42,58.39,58.36,58.300000000000004,24.62,24.13,23.92,23.71,23.5,23.31,23.1,22.91,22.52,N/A,N/A -2012,9,19,16,30,101870,100700,99560,68.47,0,6.5200000000000005,6.91,6.98,7.01,7.0200000000000005,7.0200000000000005,7.01,7,6.97,61.480000000000004,61.79,61.96,62.13,62.28,62.42,62.57,62.7,62.980000000000004,24.650000000000002,24.17,23.96,23.75,23.55,23.35,23.150000000000002,22.97,22.57,N/A,N/A -2012,9,19,17,30,101860,100690,99550,67.84,0,5.91,6.24,6.29,6.3100000000000005,6.32,6.3100000000000005,6.3100000000000005,6.29,6.26,63.15,63.18,63.22,63.24,63.25,63.26,63.27,63.28,63.28,24.66,24.19,23.990000000000002,23.78,23.580000000000002,23.38,23.18,22.990000000000002,22.6,N/A,N/A -2012,9,19,18,30,101880,100710,99570,67.59,0,5.05,5.3,5.33,5.34,5.33,5.32,5.3,5.28,5.24,77.32000000000001,77.19,77.10000000000001,77.01,76.91,76.81,76.7,76.59,76.35000000000001,24.76,24.310000000000002,24.12,23.91,23.71,23.52,23.31,23.13,22.740000000000002,N/A,N/A -2012,9,19,19,30,101840,100680,99540,64.94,0,3.6,3.74,3.75,3.75,3.74,3.73,3.71,3.7,3.67,74.87,74.38,74.11,73.83,73.56,73.28,72.99,72.72,72.07000000000001,24.990000000000002,24.57,24.38,24.17,23.97,23.78,23.580000000000002,23.39,23.01,N/A,N/A -2012,9,19,20,30,101810,100640,99510,63.18,0,2.94,3.04,3.0300000000000002,3.0100000000000002,2.99,2.98,2.95,2.93,2.88,93.08,92.60000000000001,92.24,91.86,91.51,91.16,90.79,90.45,89.68,25.22,24.82,24.63,24.43,24.23,24.04,23.84,23.650000000000002,23.27,N/A,N/A -2012,9,19,21,30,101770,100600,99470,61.31,0,1.71,1.75,1.75,1.74,1.72,1.72,1.7,1.69,1.6600000000000001,96.33,95.57000000000001,95.06,94.54,94.03,93.54,92.99,92.47,91.22,25.39,25,24.810000000000002,24.61,24.41,24.22,24.03,23.84,23.45,N/A,N/A -2012,9,19,22,30,101750,100580,99450,61.31,0,1.83,1.8800000000000001,1.87,1.86,1.85,1.83,1.82,1.81,1.78,104.74000000000001,104.26,103.92,103.58,103.26,102.93,102.60000000000001,102.29,101.55,25.57,25.19,25,24.8,24.61,24.42,24.21,24.03,23.64,N/A,N/A -2012,9,19,23,30,101740,100570,99440,61.08,0,2.2800000000000002,2.36,2.36,2.35,2.34,2.33,2.32,2.3000000000000003,2.27,104.52,104.19,103.95,103.68,103.42,103.15,102.86,102.59,101.93,25.72,25.34,25.150000000000002,24.95,24.76,24.57,24.37,24.18,23.8,N/A,N/A -2012,9,20,0,30,101710,100550,99420,61.07,0,2.8000000000000003,2.89,2.89,2.88,2.87,2.86,2.84,2.83,2.8000000000000003,111.39,111.14,111,110.83,110.67,110.51,110.34,110.18,109.81,25.86,25.48,25.3,25.09,24.900000000000002,24.71,24.51,24.32,23.93,N/A,N/A -2012,9,20,1,30,101740,100570,99450,60.34,0,3.2,3.33,3.34,3.34,3.34,3.34,3.33,3.33,3.31,99.29,99.12,98.99000000000001,98.87,98.75,98.64,98.52,98.41,98.18,25.94,25.560000000000002,25.38,25.17,24.98,24.79,24.59,24.400000000000002,24.01,N/A,N/A -2012,9,20,2,30,101750,100580,99460,58.95,0,3.29,3.45,3.48,3.49,3.5,3.5,3.5,3.5100000000000002,3.5100000000000002,76.32000000000001,76.23,76.22,76.19,76.16,76.12,76.07000000000001,76.03,75.9,26.01,25.63,25.44,25.25,25.05,24.86,24.66,24.47,24.09,N/A,N/A -2012,9,20,3,30,101740,100580,99450,55.82,0,3.68,3.9,3.95,3.98,4,4.0200000000000005,4.04,4.05,4.07,59.550000000000004,59.01,58.72,58.45,58.21,57.99,57.77,57.58,57.2,26.16,25.78,25.6,25.400000000000002,25.2,25.01,24.810000000000002,24.63,24.240000000000002,N/A,N/A -2012,9,20,4,30,101720,100560,99430,56.56,0,3.74,3.94,3.97,3.99,4,4.01,4.01,4.0200000000000005,4.0200000000000005,63.39,63.800000000000004,63.95,64.09,64.22,64.34,64.45,64.55,64.76,26.11,25.73,25.55,25.35,25.150000000000002,24.96,24.76,24.57,24.18,N/A,N/A -2012,9,20,5,30,101720,100550,99420,50.33,0,3.65,3.85,3.88,3.9,3.92,3.93,3.94,3.95,3.96,55.57,56.07,56.31,56.52,56.7,56.88,57.04,57.17,57.45,26.330000000000002,25.96,25.78,25.580000000000002,25.39,25.19,24.990000000000002,24.810000000000002,24.42,N/A,N/A -2012,9,20,6,30,101740,100580,99450,55.49,0,4.5,4.71,4.73,4.73,4.72,4.71,4.69,4.68,4.63,45.17,45.65,45.83,46,46.15,46.300000000000004,46.46,46.61,46.95,25.89,25.5,25.32,25.12,24.92,24.73,24.54,24.35,23.96,N/A,N/A -2012,9,20,7,30,101730,100570,99440,51.35,0,3.02,3.16,3.18,3.19,3.19,3.2,3.2,3.2,3.2,50.49,51.43,51.980000000000004,52.49,52.97,53.410000000000004,53.85,54.25,55.07,25.990000000000002,25.62,25.44,25.240000000000002,25.04,24.85,24.650000000000002,24.47,24.07,N/A,N/A -2012,9,20,8,30,101760,100600,99470,51.52,0,3.34,3.52,3.56,3.58,3.59,3.6,3.61,3.61,3.62,55.93,56.56,56.980000000000004,57.36,57.7,58.02,58.33,58.61,59.160000000000004,26.17,25.810000000000002,25.63,25.43,25.23,25.04,24.84,24.650000000000002,24.26,N/A,N/A -2012,9,20,9,30,101770,100600,99470,49.84,0,2.59,2.7,2.71,2.72,2.73,2.73,2.73,2.73,2.74,57.6,58.38,58.9,59.410000000000004,59.88,60.33,60.800000000000004,61.230000000000004,62.13,26.12,25.76,25.580000000000002,25.38,25.19,24.990000000000002,24.79,24.61,24.22,N/A,N/A -2012,9,20,10,30,101740,100580,99450,54.2,0,3.16,3.2600000000000002,3.25,3.23,3.21,3.19,3.16,3.14,3.09,44.45,45.19,45.68,46.15,46.59,47,47.42,47.800000000000004,48.61,25.94,25.560000000000002,25.38,25.18,24.98,24.79,24.59,24.41,24.02,N/A,N/A -2012,9,20,11,30,101760,100590,99460,54.86,0,3.29,3.38,3.37,3.34,3.31,3.29,3.2600000000000002,3.24,3.19,79.5,78.83,78.35000000000001,77.86,77.41,76.98,76.54,76.14,75.3,25.810000000000002,25.43,25.25,25.04,24.85,24.66,24.46,24.27,23.88,N/A,N/A -2012,9,20,12,30,101770,100600,99470,56.34,0,3.37,3.46,3.44,3.41,3.38,3.35,3.3200000000000003,3.29,3.23,65.91,66.01,66.07000000000001,66.15,66.2,66.24,66.29,66.33,66.41,25.61,25.22,25.04,24.830000000000002,24.64,24.45,24.25,24.060000000000002,23.67,N/A,N/A -2012,9,20,13,30,101780,100610,99480,59.31,0,3.83,3.99,3.99,3.99,3.97,3.96,3.94,3.92,3.89,70.38,70.23,70.05,69.88,69.73,69.59,69.44,69.3,69.04,25.490000000000002,25.09,24.900000000000002,24.7,24.5,24.310000000000002,24.11,23.92,23.53,N/A,N/A -2012,9,20,14,30,101800,100640,99500,58.410000000000004,0,3.52,3.66,3.66,3.65,3.64,3.63,3.61,3.59,3.56,72.11,71.62,71.35000000000001,71.09,70.85000000000001,70.62,70.38,70.17,69.73,25.37,24.97,24.78,24.580000000000002,24.38,24.19,23.990000000000002,23.8,23.41,N/A,N/A -2012,9,20,15,30,101800,100630,99500,57.480000000000004,0,3.84,3.99,4,3.99,3.97,3.96,3.94,3.92,3.88,60.17,60.28,60.410000000000004,60.52,60.63,60.72,60.82,60.910000000000004,61.08,25.330000000000002,24.93,24.740000000000002,24.54,24.34,24.14,23.94,23.76,23.37,N/A,N/A -2012,9,20,16,30,101780,100610,99480,56.28,0,3.88,4.04,4.05,4.05,4.03,4.03,4.01,3.99,3.96,55.910000000000004,55.97,55.97,55.980000000000004,55.980000000000004,55.980000000000004,55.99,56,55.99,25.310000000000002,24.900000000000002,24.72,24.51,24.32,24.12,23.92,23.740000000000002,23.34,N/A,N/A -2012,9,20,17,30,101770,100600,99470,55.08,0,3.8200000000000003,3.98,3.99,3.98,3.97,3.95,3.94,3.92,3.88,60.160000000000004,60.17,60.09,60.01,59.93,59.870000000000005,59.79,59.72,59.58,25.29,24.88,24.69,24.490000000000002,24.29,24.1,23.900000000000002,23.72,23.330000000000002,N/A,N/A -2012,9,20,18,30,101730,100560,99430,53.58,0,3.13,3.23,3.23,3.21,3.2,3.19,3.17,3.15,3.12,65.85,65.18,64.8,64.41,64.04,63.690000000000005,63.31,62.96,62.21,25.32,24.92,24.73,24.53,24.34,24.150000000000002,23.95,23.77,23.38,N/A,N/A -2012,9,20,19,30,101690,100530,99400,52.92,0,2.5300000000000002,2.6,2.6,2.58,2.57,2.5500000000000003,2.54,2.52,2.48,73.59,73.02,72.65,72.27,71.92,71.59,71.22,70.86,70.08,25.37,24.98,24.79,24.59,24.400000000000002,24.21,24.01,23.82,23.44,N/A,N/A -2012,9,20,20,30,101660,100490,99360,52.14,0,2.73,2.81,2.8000000000000003,2.79,2.77,2.7600000000000002,2.74,2.72,2.68,88.07000000000001,87.73,87.48,87.21000000000001,86.95,86.7,86.43,86.17,85.55,25.48,25.09,24.91,24.71,24.51,24.330000000000002,24.13,23.94,23.56,N/A,N/A -2012,9,20,21,30,101630,100460,99330,53.57,0,2.5300000000000002,2.61,2.61,2.59,2.58,2.56,2.54,2.52,2.48,98.18,97.9,97.65,97.42,97.19,96.97,96.73,96.51,95.98,25.51,25.12,24.94,24.740000000000002,24.54,24.36,24.16,23.97,23.580000000000002,N/A,N/A -2012,9,20,22,30,101590,100420,99300,54.03,0,2.33,2.4,2.4,2.39,2.38,2.37,2.36,2.35,2.32,89.62,89.04,88.74,88.43,88.13,87.85000000000001,87.52,87.21000000000001,86.51,25.580000000000002,25.2,25.02,24.82,24.63,24.44,24.240000000000002,24.060000000000002,23.67,N/A,N/A -2012,9,20,23,30,101590,100420,99290,54.24,0,3.15,3.2800000000000002,3.29,3.29,3.29,3.2800000000000002,3.2800000000000002,3.27,3.25,103.55,103.06,102.85000000000001,102.63,102.41,102.18,101.93,101.7,101.14,25.67,25.29,25.11,24.91,24.72,24.53,24.330000000000002,24.150000000000002,23.77,N/A,N/A -2012,9,21,0,30,101550,100390,99260,56.480000000000004,0,3.52,3.7,3.73,3.75,3.7600000000000002,3.77,3.7800000000000002,3.7800000000000002,3.79,104.2,104.08,103.96000000000001,103.83,103.72,103.61,103.49000000000001,103.38,103.13,25.67,25.29,25.1,24.900000000000002,24.7,24.51,24.32,24.13,23.740000000000002,N/A,N/A -2012,9,21,1,30,101550,100390,99260,52.620000000000005,0,2.8000000000000003,2.96,2.99,3.0100000000000002,3.0300000000000002,3.04,3.0500000000000003,3.0700000000000003,3.09,102.47,102.31,102.18,102.04,101.92,101.79,101.65,101.52,101.23,25.91,25.54,25.36,25.16,24.97,24.78,24.580000000000002,24.400000000000002,24.01,N/A,N/A -2012,9,21,2,30,101560,100400,99270,53.2,0,3.96,4.18,4.21,4.22,4.23,4.23,4.24,4.24,4.23,105.2,104.94,104.76,104.58,104.41,104.25,104.08,103.93,103.56,26.05,25.68,25.5,25.3,25.1,24.91,24.72,24.53,24.14,N/A,N/A -2012,9,21,3,30,101550,100390,99260,53.39,0,3.63,3.81,3.85,3.86,3.87,3.87,3.88,3.88,3.88,103.72,103.18,102.84,102.51,102.19,101.89,101.58,101.3,100.68,26.07,25.7,25.52,25.32,25.13,24.94,24.740000000000002,24.55,24.17,N/A,N/A -2012,9,21,4,30,101520,100360,99230,53.92,0,3.62,3.83,3.87,3.89,3.91,3.92,3.94,3.95,3.96,95.65,95.36,95.19,95.01,94.85000000000001,94.69,94.52,94.35000000000001,94.02,26.09,25.72,25.54,25.34,25.150000000000002,24.96,24.76,24.57,24.19,N/A,N/A -2012,9,21,5,30,101550,100390,99260,54.32,0,4.28,4.5200000000000005,4.57,4.59,4.6000000000000005,4.61,4.62,4.62,4.62,97.06,96.73,96.53,96.36,96.19,96.02,95.86,95.72,95.39,26.14,25.77,25.59,25.39,25.19,25,24.8,24.62,24.23,N/A,N/A -2012,9,21,6,30,101550,100380,99260,54.04,0,3.92,4.15,4.2,4.23,4.25,4.2700000000000005,4.28,4.29,4.3100000000000005,88.44,88.62,88.7,88.75,88.8,88.85000000000001,88.88,88.92,88.98,26.12,25.75,25.57,25.37,25.18,24.990000000000002,24.79,24.6,24.21,N/A,N/A -2012,9,21,7,30,101560,100400,99270,54.85,0,3.49,3.69,3.74,3.77,3.79,3.8000000000000003,3.8200000000000003,3.83,3.85,88.46000000000001,88.46000000000001,88.46000000000001,88.45,88.43,88.4,88.37,88.33,88.23,26.05,25.68,25.5,25.3,25.1,24.91,24.71,24.53,24.14,N/A,N/A -2012,9,21,8,30,101540,100380,99250,54.96,0,3.3200000000000003,3.46,3.47,3.47,3.46,3.46,3.45,3.45,3.44,85.49,85.05,84.83,84.62,84.44,84.27,84.11,83.97,83.69,25.94,25.57,25.39,25.19,25,24.810000000000002,24.61,24.43,24.03,N/A,N/A -2012,9,21,9,30,101560,100400,99270,59.09,0,3.74,3.91,3.93,3.94,3.94,3.94,3.94,3.93,3.92,83.99,84.8,85.32000000000001,85.76,86.11,86.4,86.64,86.84,87.16,25.87,25.490000000000002,25.310000000000002,25.11,24.91,24.72,24.52,24.330000000000002,23.94,N/A,N/A -2012,9,21,10,30,101570,100400,99280,60.67,0,4.32,4.58,4.62,4.65,4.66,4.68,4.68,4.69,4.71,88.57000000000001,88.11,87.78,87.44,87.15,86.89,86.62,86.38,85.94,25.740000000000002,25.36,25.17,24.97,24.78,24.59,24.39,24.2,23.81,N/A,N/A -2012,9,21,11,30,101550,100390,99270,61.7,0,3.75,4.01,4.08,4.13,4.17,4.21,4.24,4.26,4.3100000000000005,74.78,74.53,74.5,74.46000000000001,74.43,74.4,74.37,74.35000000000001,74.32000000000001,25.76,25.37,25.19,24.990000000000002,24.79,24.6,24.400000000000002,24.21,23.82,N/A,N/A -2012,9,21,12,30,101540,100380,99260,62.74,0,4.17,4.4,4.45,4.48,4.5,4.51,4.53,4.54,4.55,64.48,64.8,64.94,65.07000000000001,65.18,65.29,65.4,65.51,65.72,25.82,25.43,25.25,25.05,24.85,24.66,24.46,24.28,23.89,N/A,N/A -2012,9,21,13,30,101540,100370,99250,61.44,0,3.7,3.88,3.9,3.91,3.92,3.92,3.92,3.91,3.9,73.08,73.47,73.69,73.88,74.04,74.2,74.34,74.46000000000001,74.7,26.02,25.64,25.46,25.26,25.060000000000002,24.87,24.67,24.490000000000002,24.1,N/A,N/A -2012,9,21,14,30,101540,100380,99260,66.83,0,3.43,3.62,3.67,3.69,3.71,3.72,3.74,3.74,3.7600000000000002,65.84,66.66,67.19,67.68,68.11,68.51,68.92,69.29,70.03,25.96,25.59,25.41,25.2,25.01,24.82,24.62,24.43,24.04,N/A,N/A -2012,9,21,15,30,101570,100410,99280,76.77,0,5.82,6.04,6.0200000000000005,5.96,5.89,5.82,5.75,5.68,5.54,33.37,34.97,36.04,37.14,38.17,39.17,40.19,41.15,43.22,25.580000000000002,25.18,25,24.8,24.61,24.43,24.23,24.05,23.68,N/A,N/A -2012,9,21,16,30,101550,100390,99270,76.08,0,3.92,4.15,4.21,4.24,4.2700000000000005,4.28,4.3,4.3100000000000005,4.33,60.46,61.34,61.730000000000004,62.04,62.28,62.49,62.67,62.83,63.08,26.02,25.64,25.45,25.25,25.05,24.86,24.66,24.48,24.09,N/A,N/A -2012,9,21,17,30,101490,100330,99210,77.99,0,5.0200000000000005,5.32,5.37,5.4,5.41,5.42,5.42,5.42,5.41,47.980000000000004,48.4,48.660000000000004,48.910000000000004,49.13,49.35,49.56,49.76,50.18,25.93,25.53,25.34,25.14,24.94,24.75,24.55,24.37,23.98,N/A,N/A -2012,9,21,18,30,101480,100330,99210,80.08,0,5.68,6.05,6.12,6.15,6.16,6.17,6.17,6.18,6.16,55.77,56.03,56.14,56.24,56.31,56.39,56.45,56.52,56.64,25.990000000000002,25.59,25.400000000000002,25.19,25,24.8,24.61,24.42,24.03,N/A,N/A -2012,9,21,19,30,101470,100310,99190,81.95,0,5.8500000000000005,6.24,6.32,6.3500000000000005,6.37,6.38,6.38,6.38,6.36,61.050000000000004,61.27,61.46,61.64,61.800000000000004,61.95,62.11,62.26,62.59,25.96,25.55,25.36,25.16,24.96,24.77,24.57,24.39,24.01,N/A,N/A -2012,9,21,20,30,101450,100290,99170,84.32000000000001,0,6.5,6.98,7.1000000000000005,7.15,7.19,7.22,7.24,7.26,7.28,71.02,71.13,71.22,71.3,71.37,71.44,71.51,71.58,71.73,26.12,25.71,25.53,25.330000000000002,25.13,24.94,24.75,24.560000000000002,24.18,N/A,N/A -2012,9,21,21,30,101460,100310,99190,81.62,0,7.05,7.62,7.75,7.82,7.87,7.9,7.930000000000001,7.94,7.96,83.15,83.3,83.37,83.45,83.53,83.60000000000001,83.69,83.76,83.94,26.52,26.14,25.96,25.75,25.560000000000002,25.37,25.18,24.990000000000002,24.61,N/A,N/A -2012,9,21,22,30,101410,100260,99140,80.04,0,6.36,6.84,6.94,6.98,7,7,7,6.99,6.97,92.63,92.66,92.74,92.82000000000001,92.89,92.96000000000001,93.04,93.10000000000001,93.26,26.77,26.400000000000002,26.22,26.02,25.830000000000002,25.64,25.45,25.26,24.88,N/A,N/A -2012,9,21,23,30,101410,100260,99150,79.35000000000001,0,5.0600000000000005,5.39,5.45,5.48,5.49,5.5,5.5,5.49,5.47,105.11,105.39,105.42,105.41,105.38,105.33,105.27,105.21000000000001,105.07000000000001,26.96,26.61,26.43,26.23,26.04,25.85,25.650000000000002,25.47,25.080000000000002,N/A,N/A -2012,9,22,0,30,101430,100270,99160,80.65,0,6.08,6.53,6.63,6.67,6.69,6.7,6.7,6.7,6.68,99.02,99.01,98.92,98.81,98.7,98.58,98.46000000000001,98.34,98.07000000000001,26.84,26.48,26.3,26.09,25.900000000000002,25.71,25.51,25.330000000000002,24.94,N/A,N/A -2012,9,22,1,30,101450,100300,99180,79.28,0,5.71,6.12,6.19,6.23,6.25,6.26,6.26,6.26,6.25,98.17,98.12,98.09,98.07000000000001,98.04,98.02,98.01,98.01,98,26.82,26.46,26.29,26.09,25.900000000000002,25.71,25.51,25.330000000000002,24.94,N/A,N/A -2012,9,22,2,30,101470,100320,99200,80.04,0,5.34,5.71,5.78,5.82,5.84,5.8500000000000005,5.8500000000000005,5.86,5.8500000000000005,98.63,98.55,98.55,98.56,98.56,98.56,98.56,98.56,98.54,26.78,26.42,26.240000000000002,26.04,25.85,25.66,25.46,25.28,24.89,N/A,N/A -2012,9,22,3,30,101480,100330,99210,80.83,0,6.05,6.5200000000000005,6.640000000000001,6.7,6.74,6.7700000000000005,6.79,6.8100000000000005,6.84,107.47,107.49000000000001,107.5,107.51,107.53,107.55,107.57000000000001,107.59,107.65,26.82,26.46,26.28,26.080000000000002,25.89,25.69,25.5,25.310000000000002,24.93,N/A,N/A -2012,9,22,4,30,101450,100300,99180,82.46000000000001,0,4.55,4.86,4.93,4.97,4.99,5.01,5.03,5.04,5.0600000000000005,125.38000000000001,125.74000000000001,125.96000000000001,126.17,126.36,126.54,126.73,126.89,127.25,26.740000000000002,26.38,26.21,26.01,25.82,25.62,25.43,25.240000000000002,24.86,N/A,N/A -2012,9,22,5,30,101490,100340,99220,81.18,0,5.14,5.51,5.58,5.63,5.66,5.67,5.69,5.7,5.71,125.60000000000001,125.8,125.87,125.93,126,126.06,126.12,126.17,126.29,26.87,26.51,26.330000000000002,26.13,25.94,25.75,25.55,25.37,24.990000000000002,N/A,N/A -2012,9,22,6,30,101500,100350,99230,79.23,0,4.49,4.7700000000000005,4.82,4.8500000000000005,4.86,4.87,4.88,4.88,4.87,128.35,128.54,128.63,128.71,128.79,128.86,128.92000000000002,128.98,129.11,26.86,26.51,26.330000000000002,26.13,25.94,25.75,25.55,25.37,24.98,N/A,N/A -2012,9,22,7,30,101520,100370,99250,79.86,0,3.8200000000000003,4.08,4.14,4.17,4.2,4.22,4.24,4.25,4.28,136.46,136.93,137.14000000000001,137.33,137.53,137.71,137.9,138.07,138.43,26.89,26.54,26.36,26.16,25.97,25.78,25.59,25.400000000000002,25.01,N/A,N/A -2012,9,22,8,30,101540,100390,99280,80.10000000000001,0,4.1,4.37,4.43,4.47,4.5,4.51,4.53,4.54,4.5600000000000005,131.99,132.32,132.56,132.79,133,133.21,133.43,133.64000000000001,134.1,26.89,26.53,26.36,26.16,25.97,25.78,25.59,25.400000000000002,25.02,N/A,N/A -2012,9,22,9,30,101560,100400,99290,81.33,0,3.68,3.87,3.89,3.89,3.89,3.88,3.86,3.85,3.8200000000000003,153.69,153.17000000000002,152.98,152.8,152.63,152.47,152.3,152.15,151.81,26.87,26.52,26.34,26.150000000000002,25.96,25.77,25.57,25.38,25,N/A,N/A -2012,9,22,10,30,101600,100450,99330,78.73,0,3.71,3.93,3.96,3.98,3.99,3.99,4,4,3.99,134.43,134.47,134.55,134.63,134.69,134.75,134.81,134.85,134.97,26.91,26.560000000000002,26.39,26.19,26,25.810000000000002,25.61,25.42,25.04,N/A,N/A -2012,9,22,11,30,101640,100480,99360,79.99,0,3.84,4.04,4.07,4.08,4.08,4.08,4.07,4.0600000000000005,4.03,132.49,132.5,132.51,132.52,132.52,132.52,132.52,132.52,132.51,26.84,26.490000000000002,26.310000000000002,26.11,25.92,25.73,25.53,25.35,24.96,N/A,N/A -2012,9,22,12,30,101660,100500,99390,79.56,0,2.67,2.82,2.84,2.86,2.87,2.89,2.9,2.9,2.91,114.44,115.01,115.34,115.65,115.93,116.18,116.43,116.65,117.11,26.810000000000002,26.47,26.3,26.09,25.900000000000002,25.71,25.52,25.330000000000002,24.94,N/A,N/A -2012,9,22,13,30,101700,100550,99430,80.41,0,2.49,2.61,2.63,2.65,2.66,2.66,2.66,2.66,2.67,105.53,106.24000000000001,106.65,107.02,107.34,107.64,107.93,108.2,108.74000000000001,26.77,26.42,26.25,26.05,25.86,25.67,25.47,25.28,24.900000000000002,N/A,N/A -2012,9,22,14,30,101760,100600,99480,79.07000000000001,0,2.15,2.24,2.25,2.25,2.25,2.24,2.24,2.24,2.23,90.51,91.16,91.65,92.13,92.57000000000001,92.99,93.43,93.85000000000001,94.68,26.8,26.46,26.29,26.09,25.900000000000002,25.71,25.51,25.330000000000002,24.94,N/A,N/A -2012,9,22,15,30,101770,100620,99500,80.60000000000001,0,2.67,2.7800000000000002,2.79,2.79,2.79,2.7800000000000002,2.77,2.77,2.75,70.74,71.13,71.39,71.64,71.86,72.06,72.27,72.48,72.87,26.79,26.44,26.26,26.060000000000002,25.87,25.68,25.490000000000002,25.3,24.92,N/A,N/A -2012,9,22,16,30,101790,100630,99510,79.71000000000001,0,3.31,3.47,3.49,3.5,3.5,3.5,3.5,3.49,3.48,66.73,67.12,67.28,67.45,67.61,67.77,67.93,68.08,68.41,26.88,26.52,26.34,26.14,25.95,25.76,25.560000000000002,25.37,24.990000000000002,N/A,N/A -2012,9,22,17,30,101790,100630,99510,79.51,0,3.52,3.71,3.74,3.74,3.75,3.75,3.74,3.74,3.73,70.92,70.94,71,71.06,71.11,71.16,71.22,71.28,71.38,26.93,26.57,26.39,26.19,26,25.810000000000002,25.61,25.43,25.04,N/A,N/A -2012,9,22,18,30,101780,100630,99510,80.03,0,3.73,3.92,3.94,3.95,3.95,3.94,3.94,3.93,3.91,81.98,82.01,82,81.99,81.98,81.96000000000001,81.94,81.93,81.92,27.04,26.68,26.5,26.3,26.11,25.92,25.72,25.54,25.150000000000002,N/A,N/A -2012,9,22,19,30,101790,100640,99520,82.41,0,4.22,4.46,4.5,4.51,4.5200000000000005,4.5200000000000005,4.5200000000000005,4.51,4.49,105.44,105.57000000000001,105.67,105.79,105.91,106.02,106.15,106.27,106.56,27.080000000000002,26.71,26.53,26.34,26.14,25.95,25.76,25.580000000000002,25.2,N/A,N/A -2012,9,22,20,30,101760,100610,99490,82.39,0,4.8100000000000005,5.08,5.12,5.13,5.12,5.11,5.08,5.0600000000000005,5,115.85000000000001,116.01,116.05,116.10000000000001,116.16,116.22,116.3,116.39,116.60000000000001,27.07,26.7,26.52,26.330000000000002,26.14,25.95,25.76,25.580000000000002,25.2,N/A,N/A -2012,9,22,21,30,101750,100600,99480,81.77,0,4.79,5.08,5.13,5.14,5.14,5.13,5.11,5.09,5.04,132.16,132.37,132.41,132.46,132.5,132.54,132.59,132.64000000000001,132.75,27.17,26.82,26.64,26.45,26.26,26.07,25.88,25.7,25.330000000000002,N/A,N/A -2012,9,22,22,30,101750,100600,99480,80.3,0,3.89,4.1,4.13,4.13,4.13,4.11,4.1,4.08,4.03,137.34,137.42000000000002,137.43,137.45000000000002,137.47,137.48,137.49,137.5,137.5,27.21,26.88,26.71,26.51,26.330000000000002,26.14,25.95,25.77,25.400000000000002,N/A,N/A -2012,9,22,23,30,101750,100590,99480,81.22,0,3.69,3.9,3.92,3.92,3.92,3.91,3.9,3.88,3.85,146.25,146.43,146.46,146.51,146.56,146.61,146.66,146.69,146.8,27.17,26.830000000000002,26.66,26.47,26.28,26.09,25.900000000000002,25.72,25.34,N/A,N/A -2012,9,23,0,30,101750,100600,99480,80.91,0,4,4.22,4.26,4.26,4.26,4.25,4.24,4.22,4.18,155.75,155.81,155.86,155.92000000000002,155.97,156.02,156.07,156.12,156.23,27.14,26.8,26.63,26.43,26.240000000000002,26.05,25.86,25.68,25.3,N/A,N/A -2012,9,23,1,30,101770,100620,99500,80.47,0,3.47,3.64,3.66,3.66,3.66,3.65,3.63,3.62,3.58,156.87,156.91,156.94,156.98,157.02,157.07,157.1,157.14000000000001,157.21,27.11,26.78,26.61,26.42,26.23,26.04,25.85,25.66,25.29,N/A,N/A -2012,9,23,2,30,101780,100630,99510,79.07000000000001,0,3.34,3.52,3.54,3.54,3.54,3.54,3.52,3.5100000000000002,3.48,152.4,152.35,152.34,152.31,152.29,152.25,152.19,152.13,151.93,27.14,26.810000000000002,26.63,26.44,26.25,26.07,25.87,25.69,25.32,N/A,N/A -2012,9,23,3,30,101800,100640,99520,76.61,0,3.74,3.96,3.99,4,4,4,3.99,3.99,3.97,162.4,162.34,162.25,162.16,162.06,161.97,161.86,161.76,161.49,27.240000000000002,26.91,26.740000000000002,26.55,26.36,26.18,25.98,25.8,25.43,N/A,N/A -2012,9,23,4,30,101800,100640,99520,75.25,0,3.63,3.84,3.87,3.88,3.88,3.88,3.88,3.87,3.86,165.12,164.96,164.88,164.79,164.71,164.63,164.53,164.44,164.18,27.29,26.96,26.8,26.6,26.41,26.23,26.03,25.85,25.48,N/A,N/A -2012,9,23,5,30,101820,100660,99540,78.16,0,2.85,3.02,3.06,3.08,3.09,3.1,3.1,3.11,3.12,153.21,153.31,153.35,153.38,153.4,153.42000000000002,153.43,153.43,153.43,27.14,26.810000000000002,26.64,26.44,26.25,26.060000000000002,25.87,25.68,25.3,N/A,N/A -2012,9,23,6,30,101860,100700,99580,77.62,0,2.88,3.0100000000000002,3.02,3.0300000000000002,3.0300000000000002,3.02,3.02,3.02,3.0100000000000002,154.56,154.4,154.24,154.08,153.92000000000002,153.75,153.57,153.38,152.95000000000002,27.14,26.810000000000002,26.63,26.44,26.25,26.060000000000002,25.87,25.69,25.310000000000002,N/A,N/A -2012,9,23,7,30,101880,100720,99600,78.39,0,2.07,2.15,2.17,2.18,2.19,2.19,2.19,2.19,2.2,161.33,161.06,160.86,160.66,160.45000000000002,160.25,160.03,159.81,159.34,27.060000000000002,26.72,26.55,26.35,26.16,25.97,25.77,25.59,25.21,N/A,N/A -2012,9,23,8,30,101890,100740,99610,79.43,0,1.75,1.82,1.83,1.83,1.83,1.83,1.83,1.83,1.83,159.54,159.37,159.25,159.13,159.01,158.89000000000001,158.75,158.61,158.28,27.01,26.67,26.5,26.3,26.11,25.92,25.73,25.54,25.16,N/A,N/A -2012,9,23,9,30,101920,100770,99650,80.02,0,1.44,1.5,1.51,1.52,1.53,1.54,1.54,1.55,1.57,150.84,150.28,150.05,149.79,149.55,149.33,149.09,148.84,148.28,26.990000000000002,26.650000000000002,26.48,26.28,26.09,25.900000000000002,25.71,25.52,25.14,N/A,N/A -2012,9,23,10,30,101930,100780,99660,79.76,0,1.37,1.43,1.44,1.44,1.45,1.45,1.46,1.46,1.47,131.74,131.75,131.79,131.82,131.85,131.87,131.86,131.85,131.77,26.98,26.64,26.47,26.27,26.080000000000002,25.89,25.7,25.51,25.13,N/A,N/A -2012,9,23,11,30,101960,100800,99680,78.06,0,1.2,1.26,1.27,1.28,1.29,1.3,1.31,1.32,1.34,111.32000000000001,110.97,110.88,110.82000000000001,110.76,110.68,110.61,110.55,110.46000000000001,27.01,26.67,26.5,26.3,26.11,25.92,25.73,25.54,25.16,N/A,N/A -2012,9,23,12,30,101990,100830,99710,77.34,0,1.8800000000000001,1.96,1.97,1.97,1.97,1.97,1.97,1.97,1.97,107.28,107.10000000000001,107.03,106.97,106.91,106.85000000000001,106.78,106.72,106.63,27.01,26.67,26.5,26.3,26.11,25.92,25.72,25.54,25.150000000000002,N/A,N/A -2012,9,23,13,30,102010,100850,99730,77.23,0,1.86,1.95,1.96,1.97,1.98,1.99,1.99,2,2.0100000000000002,87.39,87.73,88.03,88.34,88.59,88.81,89.04,89.27,89.68,26.97,26.63,26.46,26.26,26.07,25.88,25.68,25.5,25.12,N/A,N/A -2012,9,23,14,30,102040,100880,99760,77.18,0,1.8900000000000001,1.97,1.98,1.98,1.99,1.99,1.99,1.99,1.99,87.04,87.23,87.31,87.39,87.46000000000001,87.54,87.64,87.73,87.92,26.97,26.63,26.46,26.26,26.07,25.88,25.68,25.5,25.11,N/A,N/A -2012,9,23,15,30,102080,100920,99790,78.28,0,2.31,2.42,2.44,2.44,2.45,2.46,2.46,2.47,2.47,97.94,97.76,97.75,97.73,97.71000000000001,97.69,97.67,97.64,97.62,26.98,26.63,26.46,26.26,26.07,25.87,25.68,25.490000000000002,25.11,N/A,N/A -2012,9,23,16,30,102050,100890,99770,76.86,0,2.15,2.25,2.2600000000000002,2.27,2.27,2.2800000000000002,2.2800000000000002,2.2800000000000002,2.29,95.16,95.48,95.58,95.68,95.78,95.86,95.98,96.09,96.31,27.04,26.69,26.51,26.310000000000002,26.12,25.93,25.73,25.55,25.16,N/A,N/A -2012,9,23,17,30,102060,100900,99780,76.31,0,2.39,2.5100000000000002,2.5300000000000002,2.54,2.5500000000000003,2.56,2.57,2.58,2.59,77.52,77.74,77.82000000000001,77.9,77.98,78.05,78.13,78.2,78.35000000000001,27.14,26.78,26.6,26.400000000000002,26.21,26.02,25.82,25.64,25.25,N/A,N/A -2012,9,23,18,30,102060,100900,99780,76.01,0,2.67,2.8000000000000003,2.82,2.83,2.84,2.84,2.85,2.85,2.85,110.97,110.7,110.56,110.41,110.28,110.15,110.01,109.88,109.62,27.22,26.86,26.68,26.48,26.28,26.09,25.900000000000002,25.71,25.330000000000002,N/A,N/A -2012,9,23,19,30,102040,100880,99760,76.64,0,2.7800000000000002,2.9,2.91,2.92,2.92,2.92,2.92,2.91,2.9,109.07000000000001,108.56,108.14,107.71000000000001,107.34,106.98,106.61,106.27,105.58,27.25,26.89,26.71,26.51,26.310000000000002,26.13,25.93,25.740000000000002,25.36,N/A,N/A -2012,9,23,20,30,102010,100850,99730,76.45,0,2.42,2.52,2.5300000000000002,2.5300000000000002,2.5300000000000002,2.52,2.52,2.5100000000000002,2.5100000000000002,100.61,100.03,99.69,99.36,99.07000000000001,98.81,98.57000000000001,98.35000000000001,97.97,27.28,26.92,26.740000000000002,26.54,26.34,26.16,25.96,25.77,25.39,N/A,N/A -2012,9,23,21,30,102000,100840,99720,78.45,0,3.92,4.11,4.14,4.14,4.13,4.12,4.11,4.1,4.07,145.72,145.51,145.34,145.18,145.03,144.9,144.78,144.66,144.41,27.3,26.94,26.76,26.560000000000002,26.37,26.18,25.98,25.8,25.41,N/A,N/A -2012,9,23,22,30,102000,100850,99720,78.61,0,4.36,4.63,4.68,4.71,4.72,4.73,4.74,4.74,4.75,149.76,149.8,149.87,149.95000000000002,150.02,150.11,150.19,150.27,150.46,27.28,26.93,26.76,26.560000000000002,26.37,26.18,25.990000000000002,25.8,25.43,N/A,N/A -2012,9,23,23,30,101990,100840,99720,80.43,0,4.2,4.46,4.5200000000000005,4.54,4.5600000000000005,4.57,4.57,4.58,4.58,157.65,157.72,157.78,157.85,157.91,157.96,158.03,158.09,158.22,27.21,26.87,26.7,26.5,26.310000000000002,26.12,25.92,25.740000000000002,25.36,N/A,N/A -2012,9,24,0,30,102000,100840,99720,80.59,0,3.33,3.52,3.5500000000000003,3.5700000000000003,3.58,3.59,3.6,3.6,3.61,156.44,156.55,156.53,156.53,156.53,156.54,156.56,156.57,156.6,27.17,26.830000000000002,26.650000000000002,26.45,26.27,26.080000000000002,25.88,25.7,25.32,N/A,N/A -2012,9,24,1,30,101980,100820,99700,79.88,0,3.0700000000000003,3.23,3.25,3.25,3.25,3.25,3.24,3.23,3.22,173.9,173.5,173.28,173.06,172.86,172.67000000000002,172.46,172.25,171.73,27.14,26.810000000000002,26.63,26.44,26.25,26.060000000000002,25.86,25.68,25.3,N/A,N/A -2012,9,24,2,30,102020,100860,99740,79.42,0,3.36,3.5300000000000002,3.56,3.5700000000000003,3.58,3.58,3.58,3.58,3.58,177.59,177.47,177.31,177.14000000000001,176.99,176.82,176.64000000000001,176.45000000000002,175.97,27.22,26.89,26.71,26.52,26.330000000000002,26.14,25.95,25.77,25.39,N/A,N/A -2012,9,24,3,30,102010,100850,99730,81.03,0,4.67,4.98,5.04,5.07,5.09,5.11,5.12,5.12,5.13,171.71,171.58,171.48,171.38,171.29,171.19,171.1,171,170.8,27.18,26.830000000000002,26.650000000000002,26.45,26.27,26.080000000000002,25.88,25.69,25.32,N/A,N/A -2012,9,24,4,30,101980,100830,99710,82.19,0,3.98,4.21,4.25,4.26,4.2700000000000005,4.2700000000000005,4.2700000000000005,4.26,4.25,171.24,171.02,170.9,170.78,170.67000000000002,170.55,170.43,170.3,170.01,27.080000000000002,26.73,26.560000000000002,26.36,26.17,25.98,25.79,25.6,25.23,N/A,N/A -2012,9,24,5,30,101990,100830,99710,82.38,0,4.01,4.25,4.29,4.3,4.3100000000000005,4.32,4.32,4.32,4.3100000000000005,170.43,170.32,170.26,170.19,170.13,170.07,169.99,169.91,169.73,27.080000000000002,26.73,26.560000000000002,26.36,26.16,25.98,25.78,25.6,25.22,N/A,N/A -2012,9,24,6,30,102000,100840,99720,83.35000000000001,0,4.75,5.05,5.1000000000000005,5.13,5.14,5.15,5.15,5.15,5.14,172.55,172.52,172.48,172.42000000000002,172.38,172.32,172.27,172.22,172.09,27.07,26.71,26.53,26.330000000000002,26.13,25.95,25.75,25.560000000000002,25.18,N/A,N/A -2012,9,24,7,30,102010,100850,99730,83.56,0,4.18,4.45,4.5,4.54,4.5600000000000005,4.57,4.58,4.59,4.6000000000000005,176.53,176.42000000000002,176.37,176.32,176.26,176.21,176.14000000000001,176.07,175.93,27.07,26.71,26.53,26.330000000000002,26.13,25.95,25.75,25.560000000000002,25.18,N/A,N/A -2012,9,24,8,30,101990,100830,99710,83.89,0,3.11,3.27,3.31,3.3200000000000003,3.34,3.35,3.35,3.36,3.38,178.98,178.99,178.95000000000002,178.89000000000001,178.84,178.77,178.69,178.61,178.4,27,26.650000000000002,26.47,26.27,26.09,25.900000000000002,25.7,25.52,25.14,N/A,N/A -2012,9,24,9,30,102000,100840,99720,81.97,0,2.92,3.0700000000000003,3.1,3.11,3.12,3.13,3.13,3.13,3.13,167.88,167.95000000000002,168.01,168.07,168.11,168.14000000000001,168.17000000000002,168.19,168.22,27.07,26.72,26.55,26.35,26.16,25.97,25.77,25.580000000000002,25.2,N/A,N/A -2012,9,24,10,30,102000,100840,99720,83.31,0,2.95,3.12,3.16,3.19,3.2,3.22,3.24,3.25,3.2800000000000002,170.17000000000002,170.3,170.39000000000001,170.45000000000002,170.51,170.57,170.62,170.66,170.74,26.990000000000002,26.64,26.46,26.26,26.07,25.88,25.68,25.5,25.11,N/A,N/A -2012,9,24,11,30,102000,100840,99720,81.46000000000001,0,3.0100000000000002,3.18,3.22,3.24,3.2600000000000002,3.27,3.2800000000000002,3.29,3.31,164.22,164.08,163.97,163.87,163.79,163.71,163.64000000000001,163.56,163.45000000000002,27.060000000000002,26.71,26.53,26.330000000000002,26.14,25.95,25.75,25.57,25.18,N/A,N/A -2012,9,24,12,30,102010,100850,99730,79.69,0,2.81,2.99,3.02,3.0500000000000003,3.08,3.11,3.13,3.15,3.2,173.8,173.25,173.03,172.79,172.54,172.28,171.98,171.68,171.02,27.11,26.77,26.6,26.400000000000002,26.21,26.02,25.830000000000002,25.650000000000002,25.26,N/A,N/A -2012,9,24,13,30,102010,100850,99730,81.09,0,2.81,2.97,3.0100000000000002,3.0300000000000002,3.0500000000000003,3.06,3.08,3.09,3.1,162.35,162.28,162.28,162.27,162.26,162.24,162.21,162.18,162.11,27,26.64,26.47,26.27,26.080000000000002,25.88,25.69,25.5,25.12,N/A,N/A -2012,9,24,14,30,102030,100870,99750,79.82000000000001,0,2.02,2.13,2.15,2.16,2.17,2.18,2.19,2.2,2.21,145.73,145.54,145.47,145.41,145.35,145.29,145.24,145.19,145.07,27.03,26.69,26.51,26.310000000000002,26.12,25.93,25.73,25.55,25.16,N/A,N/A -2012,9,24,15,30,102030,100870,99750,79.64,0,2.05,2.15,2.17,2.18,2.19,2.2,2.21,2.22,2.24,133.74,133.72,133.76,133.81,133.85,133.88,133.92000000000002,133.96,134.04,27.03,26.68,26.51,26.310000000000002,26.12,25.92,25.73,25.54,25.16,N/A,N/A -2012,9,24,16,30,102010,100850,99730,79.37,0,2.29,2.4,2.42,2.44,2.44,2.45,2.45,2.46,2.47,128.43,128.57,128.63,128.69,128.76,128.83,128.88,128.92000000000002,129.04,27.060000000000002,26.7,26.52,26.330000000000002,26.13,25.94,25.75,25.560000000000002,25.18,N/A,N/A -2012,9,24,17,30,101980,100820,99700,78,0,2.82,2.96,2.98,3,3.0100000000000002,3.0100000000000002,3.02,3.02,3.02,127.22,127.54,127.72,127.88000000000001,128.03,128.17000000000002,128.31,128.45,128.72,27.17,26.8,26.63,26.42,26.23,26.04,25.84,25.66,25.27,N/A,N/A -2012,9,24,18,30,101950,100790,99670,77.65,0,3.0300000000000002,3.18,3.21,3.22,3.23,3.23,3.24,3.24,3.24,132.92000000000002,133.09,133.21,133.33,133.44,133.55,133.66,133.76,133.97,27.240000000000002,26.86,26.68,26.48,26.29,26.1,25.900000000000002,25.71,25.330000000000002,N/A,N/A -2012,9,24,19,30,101930,100770,99650,76.87,0,3.6,3.7800000000000002,3.81,3.83,3.84,3.85,3.85,3.85,3.85,136.79,136.91,136.97,137.02,137.08,137.13,137.19,137.25,137.36,27.29,26.92,26.740000000000002,26.54,26.35,26.16,25.96,25.77,25.39,N/A,N/A -2012,9,24,20,30,101890,100730,99610,76.77,0,4.28,4.5600000000000005,4.62,4.65,4.67,4.68,4.69,4.69,4.69,142.37,142.46,142.52,142.57,142.61,142.65,142.68,142.71,142.79,27.36,26.990000000000002,26.810000000000002,26.61,26.41,26.22,26.02,25.84,25.45,N/A,N/A -2012,9,24,21,30,101850,100700,99580,75.32000000000001,0,3.91,4.12,4.16,4.18,4.19,4.21,4.21,4.22,4.23,147.70000000000002,147.89000000000001,147.96,148.05,148.13,148.21,148.29,148.36,148.52,27.37,27.03,26.85,26.650000000000002,26.47,26.28,26.09,25.900000000000002,25.52,N/A,N/A -2012,9,24,22,30,101840,100690,99570,72.83,0,4.53,4.79,4.8500000000000005,4.88,4.9,4.91,4.92,4.93,4.95,150.51,150.67000000000002,150.72,150.75,150.77,150.79,150.8,150.8,150.81,27.48,27.16,26.98,26.79,26.6,26.42,26.22,26.04,25.66,N/A,N/A -2012,9,24,23,30,101810,100660,99540,71.86,0,5.15,5.5200000000000005,5.58,5.6000000000000005,5.61,5.61,5.6000000000000005,5.6000000000000005,5.57,150.29,150.22,150.24,150.28,150.32,150.37,150.41,150.46,150.58,27.57,27.240000000000002,27.07,26.87,26.68,26.490000000000002,26.3,26.11,25.73,N/A,N/A -2012,9,25,0,30,101780,100630,99510,66.19,0,5.45,5.87,5.95,6,6.03,6.0600000000000005,6.08,6.09,6.12,155.14000000000001,154.84,154.58,154.32,154.07,153.83,153.59,153.36,152.9,27.79,27.48,27.310000000000002,27.12,26.93,26.740000000000002,26.55,26.36,25.98,N/A,N/A -2012,9,25,1,30,101790,100640,99520,73.24,0,5.72,6.16,6.24,6.2700000000000005,6.3,6.3100000000000005,6.3100000000000005,6.3100000000000005,6.29,146.4,146.55,146.70000000000002,146.86,147.01,147.15,147.3,147.45000000000002,147.75,27.52,27.18,27.01,26.810000000000002,26.62,26.43,26.240000000000002,26.05,25.67,N/A,N/A -2012,9,25,2,30,101800,100650,99530,68.03,0,6.57,7.11,7.23,7.28,7.3100000000000005,7.33,7.34,7.34,7.32,152.12,152.3,152.41,152.51,152.6,152.69,152.78,152.87,153.05,27.79,27.47,27.3,27.1,26.91,26.72,26.52,26.34,25.95,N/A,N/A -2012,9,25,3,30,101790,100640,99520,69.51,0,6.98,7.59,7.71,7.7700000000000005,7.8100000000000005,7.82,7.83,7.83,7.82,156.01,156.14000000000001,156.19,156.25,156.29,156.33,156.38,156.42000000000002,156.51,27.8,27.48,27.310000000000002,27.11,26.92,26.73,26.53,26.35,25.96,N/A,N/A -2012,9,25,4,30,101770,100620,99500,65.87,0,6.98,7.59,7.74,7.82,7.88,7.930000000000001,7.97,8,8.05,160.73,160.81,160.83,160.83,160.83,160.83,160.82,160.81,160.78,27.91,27.6,27.43,27.240000000000002,27.05,26.86,26.67,26.48,26.1,N/A,N/A -2012,9,25,5,30,101770,100610,99490,65.7,0,7.32,7.95,8.09,8.16,8.22,8.25,8.28,8.3,8.33,161.17000000000002,161.36,161.5,161.64000000000001,161.76,161.89000000000001,162.01,162.12,162.37,27.94,27.63,27.46,27.27,27.080000000000002,26.89,26.7,26.51,26.13,N/A,N/A -2012,9,25,6,30,101760,100610,99490,65.28,0,7.32,8.02,8.19,8.28,8.36,8.41,8.45,8.49,8.55,167.4,167.54,167.61,167.66,167.71,167.76,167.79,167.83,167.91,28.05,27.76,27.6,27.41,27.22,27.03,26.84,26.650000000000002,26.27,N/A,N/A -2012,9,25,7,30,101770,100620,99500,71.39,0,7.5,8.22,8.38,8.46,8.51,8.55,8.57,8.58,8.58,169.41,169.53,169.62,169.72,169.82,169.93,170.03,170.13,170.35,27.830000000000002,27.52,27.36,27.16,26.97,26.78,26.580000000000002,26.39,26.01,N/A,N/A -2012,9,25,8,30,101750,100600,99480,68.11,0,6.3,6.92,7.0600000000000005,7.15,7.22,7.28,7.32,7.36,7.42,180.5,179.88,179.66,179.45000000000002,179.27,179.09,178.93,178.78,178.48,27.990000000000002,27.69,27.52,27.32,27.14,26.95,26.75,26.560000000000002,26.18,N/A,N/A -2012,9,25,9,30,101750,100600,99480,72.17,0,7,7.66,7.79,7.87,7.930000000000001,7.96,7.99,8.01,8.02,172.70000000000002,172.67000000000002,172.73,172.82,172.9,172.99,173.08,173.16,173.34,27.84,27.53,27.36,27.16,26.97,26.78,26.580000000000002,26.400000000000002,26.01,N/A,N/A -2012,9,25,10,30,101730,100580,99460,71.22,0,6.45,6.98,7.1000000000000005,7.17,7.21,7.25,7.28,7.3100000000000005,7.3500000000000005,178.1,178.09,177.95000000000002,177.78,177.6,177.42000000000002,177.24,177.06,176.68,27.79,27.48,27.32,27.12,26.94,26.75,26.560000000000002,26.37,25.990000000000002,N/A,N/A -2012,9,25,11,30,101730,100570,99460,74.27,0,6.34,6.94,7.08,7.17,7.23,7.28,7.32,7.3500000000000005,7.390000000000001,172.99,172.57,172.41,172.28,172.18,172.08,172.01,171.94,171.81,27.7,27.37,27.2,27,26.810000000000002,26.62,26.42,26.23,25.84,N/A,N/A -2012,9,25,12,30,101730,100580,99460,76.51,0,6.3100000000000005,6.88,7.0200000000000005,7.1000000000000005,7.17,7.21,7.25,7.28,7.33,167.77,168.05,168.27,168.47,168.65,168.82,168.98,169.13,169.44,27.61,27.28,27.11,26.91,26.72,26.53,26.330000000000002,26.150000000000002,25.76,N/A,N/A -2012,9,25,13,30,101750,100590,99480,76.19,0,6.19,6.73,6.86,6.94,6.99,7.04,7.07,7.1000000000000005,7.15,171.66,171.47,171.39000000000001,171.32,171.26,171.21,171.17000000000002,171.12,171.05,27.52,27.19,27.02,26.810000000000002,26.63,26.43,26.240000000000002,26.05,25.66,N/A,N/A -2012,9,25,14,30,101770,100620,99500,75.72,0,5.95,6.42,6.53,6.58,6.62,6.640000000000001,6.66,6.68,6.7,170.33,170.46,170.49,170.51,170.52,170.54,170.55,170.56,170.57,27.61,27.28,27.11,26.92,26.73,26.54,26.34,26.16,25.78,N/A,N/A -2012,9,25,15,30,101770,100610,99500,75.49,0,5.44,5.83,5.9,5.93,5.95,5.97,5.98,5.98,6,174.33,173.51,173.03,172.52,172.06,171.62,171.17000000000002,170.76,169.91,27.650000000000002,27.32,27.150000000000002,26.96,26.77,26.580000000000002,26.38,26.2,25.82,N/A,N/A -2012,9,25,16,30,101750,100600,99480,76.59,0,6.22,6.65,6.72,6.74,6.74,6.74,6.72,6.7,6.66,158.54,159.20000000000002,159.56,159.9,160.20000000000002,160.47,160.75,161.02,161.53,27.61,27.27,27.1,26.900000000000002,26.71,26.52,26.330000000000002,26.14,25.76,N/A,N/A -2012,9,25,17,30,101750,100590,99480,77.32000000000001,0,5.29,5.74,5.84,5.91,5.96,6,6.03,6.05,6.09,163.16,163.15,163.12,163.09,163.05,163.01,162.98,162.94,162.86,27.650000000000002,27.310000000000002,27.14,26.94,26.75,26.560000000000002,26.37,26.18,25.8,N/A,N/A -2012,9,25,18,30,101720,100570,99450,76.7,0,4.89,5.26,5.36,5.42,5.47,5.5,5.53,5.5600000000000005,5.6000000000000005,159.56,160.28,160.55,160.78,160.97,161.14000000000001,161.28,161.41,161.64000000000001,27.72,27.39,27.22,27.02,26.830000000000002,26.64,26.45,26.26,25.88,N/A,N/A -2012,9,25,19,30,101700,100550,99430,73.57000000000001,0,5.94,6.390000000000001,6.48,6.5200000000000005,6.55,6.57,6.58,6.59,6.6000000000000005,158.09,158.16,158.14000000000001,158.1,158.07,158.02,157.98,157.94,157.86,27.79,27.46,27.3,27.1,26.91,26.72,26.52,26.34,25.96,N/A,N/A -2012,9,25,20,30,101660,100510,99390,74.33,0,5.61,6.07,6.18,6.24,6.3,6.33,6.37,6.390000000000001,6.44,156.42000000000002,156.3,156.20000000000002,156.1,156.01,155.91,155.82,155.73,155.55,27.79,27.46,27.3,27.1,26.91,26.72,26.52,26.34,25.95,N/A,N/A -2012,9,25,21,30,101640,100490,99380,75.47,0,6.67,7.24,7.3500000000000005,7.4,7.44,7.45,7.46,7.46,7.46,151.05,150.93,150.85,150.77,150.69,150.62,150.55,150.48,150.36,27.740000000000002,27.42,27.25,27.05,26.86,26.67,26.47,26.29,25.900000000000002,N/A,N/A -2012,9,25,22,30,101630,100480,99370,76.21000000000001,0,7.34,7.96,8.08,8.14,8.17,8.18,8.18,8.18,8.15,151.76,151.62,151.51,151.38,151.26,151.15,151.03,150.92000000000002,150.69,27.71,27.39,27.21,27.02,26.830000000000002,26.63,26.44,26.25,25.87,N/A,N/A -2012,9,25,23,30,101600,100450,99330,74.98,0,6.69,7.29,7.44,7.53,7.6000000000000005,7.640000000000001,7.68,7.71,7.76,144.18,144.08,144.08,144.08,144.07,144.07,144.06,144.05,144.03,27.63,27.3,27.13,26.93,26.740000000000002,26.55,26.35,26.16,25.78,N/A,N/A -2012,9,26,0,30,101580,100430,99320,77.11,0,7.34,8,8.17,8.26,8.33,8.38,8.42,8.45,8.49,140.73,140.88,140.99,141.09,141.17000000000002,141.26,141.33,141.41,141.56,27.53,27.19,27.02,26.810000000000002,26.63,26.43,26.240000000000002,26.05,25.67,N/A,N/A -2012,9,26,1,30,101580,100430,99320,78.35000000000001,0,8.22,8.94,9.09,9.17,9.22,9.25,9.27,9.27,9.26,141.19,141.39000000000001,141.52,141.65,141.77,141.88,142,142.1,142.32,27.46,27.11,26.93,26.73,26.54,26.34,26.150000000000002,25.96,25.580000000000002,N/A,N/A -2012,9,26,2,30,101580,100430,99310,77.01,0,8.18,8.89,9.06,9.15,9.21,9.25,9.28,9.3,9.33,140.42000000000002,140.74,140.87,140.97,141.05,141.12,141.17000000000002,141.22,141.29,27.39,27.04,26.87,26.67,26.47,26.28,26.09,25.900000000000002,25.51,N/A,N/A -2012,9,26,3,30,101570,100420,99310,76.39,0,7.92,8.68,8.870000000000001,8.99,9.08,9.15,9.200000000000001,9.25,9.32,143.69,143.71,143.73,143.75,143.77,143.79,143.8,143.83,143.87,27.46,27.12,26.95,26.75,26.560000000000002,26.37,26.17,25.990000000000002,25.61,N/A,N/A -2012,9,26,4,30,101550,100400,99280,79.12,0,8.39,9.16,9.35,9.46,9.540000000000001,9.6,9.64,9.68,9.73,136.43,136.65,136.82,136.98,137.13,137.27,137.4,137.54,137.8,27.330000000000002,26.97,26.8,26.6,26.41,26.21,26.02,25.830000000000002,25.45,N/A,N/A -2012,9,26,5,30,101550,100400,99280,78.3,0,8.17,9.02,9.22,9.35,9.44,9.51,9.56,9.6,9.66,148.03,147.84,147.75,147.68,147.62,147.56,147.5,147.46,147.37,27.47,27.13,26.95,26.75,26.560000000000002,26.36,26.16,25.98,25.59,N/A,N/A -2012,9,26,6,30,101570,100420,99310,77.37,0,8.23,8.950000000000001,9.120000000000001,9.19,9.23,9.25,9.26,9.26,9.24,153.1,153.1,153.06,153.01,152.96,152.91,152.86,152.8,152.70000000000002,27.47,27.14,26.97,26.77,26.580000000000002,26.38,26.19,26,25.62,N/A,N/A -2012,9,26,7,30,101610,100450,99340,77.57000000000001,0,7.2700000000000005,7.96,8.14,8.25,8.33,8.39,8.44,8.48,8.55,143.58,143.91,144.13,144.34,144.54,144.73,144.92000000000002,145.1,145.46,27.53,27.2,27.03,26.82,26.63,26.45,26.25,26.060000000000002,25.68,N/A,N/A -2012,9,26,8,30,101570,100420,99310,79.49,0,7.86,8.59,8.76,8.85,8.91,8.94,8.96,8.98,8.98,154.53,154.96,155.14000000000001,155.3,155.44,155.56,155.68,155.79,155.99,27.41,27.07,26.900000000000002,26.7,26.51,26.32,26.12,25.94,25.55,N/A,N/A -2012,9,26,9,30,101590,100430,99320,76.25,0,6.67,7.25,7.390000000000001,7.47,7.53,7.57,7.6000000000000005,7.63,7.67,151.12,151.29,151.41,151.52,151.63,151.72,151.81,151.89000000000001,152.05,27.43,27.09,26.91,26.71,26.52,26.330000000000002,26.14,25.95,25.57,N/A,N/A -2012,9,26,10,30,101610,100460,99350,77.78,0,7.41,8.05,8.19,8.27,8.33,8.370000000000001,8.39,8.41,8.44,147.22,147.70000000000002,147.92000000000002,148.13,148.31,148.48,148.64000000000001,148.79,149.08,27.38,27.03,26.86,26.66,26.47,26.28,26.09,25.900000000000002,25.51,N/A,N/A -2012,9,26,11,30,101630,100470,99360,78.59,0,6.97,7.57,7.71,7.79,7.84,7.88,7.9,7.92,7.94,145.53,145.73,145.9,146.08,146.25,146.41,146.57,146.74,147.08,27.28,26.93,26.76,26.560000000000002,26.37,26.18,25.98,25.8,25.41,N/A,N/A -2012,9,26,12,30,101610,100460,99340,77.02,0,6.58,7.140000000000001,7.25,7.3100000000000005,7.34,7.3500000000000005,7.36,7.36,7.3500000000000005,162.08,161.66,161.48,161.31,161.17000000000002,161.05,160.93,160.81,160.6,27.560000000000002,27.23,27.060000000000002,26.85,26.67,26.48,26.28,26.09,25.71,N/A,N/A -2012,9,26,13,30,101640,100490,99370,76.63,0,6.72,7.29,7.42,7.48,7.51,7.54,7.55,7.5600000000000005,7.5600000000000005,155.55,155.37,155.27,155.19,155.12,155.05,154.99,154.94,154.85,27.560000000000002,27.240000000000002,27.07,26.88,26.69,26.5,26.310000000000002,26.13,25.75,N/A,N/A -2012,9,26,14,30,101670,100520,99410,76.60000000000001,0,5.8100000000000005,6.2700000000000005,6.37,6.42,6.46,6.49,6.5,6.5200000000000005,6.53,148.58,148.77,148.93,149.09,149.23,149.37,149.51,149.64000000000001,149.91,27.580000000000002,27.25,27.080000000000002,26.89,26.7,26.51,26.310000000000002,26.13,25.75,N/A,N/A -2012,9,26,15,30,101700,100540,99430,77.97,0,7,7.63,7.7700000000000005,7.84,7.890000000000001,7.92,7.94,7.96,7.96,145.77,145.63,145.6,145.58,145.56,145.54,145.52,145.51,145.49,27.560000000000002,27.23,27.060000000000002,26.86,26.67,26.48,26.28,26.1,25.72,N/A,N/A -2012,9,26,16,30,101700,100550,99430,77.66,0,5.8500000000000005,6.3100000000000005,6.41,6.47,6.51,6.53,6.55,6.5600000000000005,6.58,146.07,146.52,146.75,146.96,147.13,147.28,147.42000000000002,147.55,147.78,27.61,27.28,27.11,26.92,26.73,26.53,26.34,26.150000000000002,25.77,N/A,N/A -2012,9,26,17,30,101680,100530,99410,75.02,0,5.21,5.67,5.8,5.9,5.97,6.03,6.08,6.13,6.21,147.38,147.78,148.07,148.33,148.53,148.70000000000002,148.85,148.98,149.22,27.59,27.26,27.09,26.89,26.7,26.51,26.32,26.13,25.75,N/A,N/A -2012,9,26,18,30,101690,100540,99430,74.95,0,6.83,7.42,7.55,7.61,7.66,7.68,7.69,7.7,7.69,146.34,146.43,146.52,146.62,146.70000000000002,146.79,146.88,146.96,147.12,27.77,27.45,27.28,27.07,26.89,26.69,26.5,26.310000000000002,25.92,N/A,N/A -2012,9,26,19,30,101690,100530,99420,74.11,0,6.83,7.42,7.55,7.62,7.67,7.7,7.72,7.74,7.75,146.28,146.23,146.18,146.13,146.08,146.04,146,145.97,145.9,27.68,27.36,27.19,26.990000000000002,26.8,26.61,26.42,26.23,25.85,N/A,N/A -2012,9,26,20,30,101650,100500,99380,71.82000000000001,0,6.83,7.4,7.5200000000000005,7.59,7.63,7.66,7.68,7.69,7.71,146.18,145.8,145.67000000000002,145.54,145.44,145.34,145.24,145.16,145,27.69,27.36,27.19,26.990000000000002,26.810000000000002,26.61,26.42,26.23,25.85,N/A,N/A -2012,9,26,21,30,101660,100500,99390,74.45,0,7.13,7.73,7.88,7.95,8.01,8.040000000000001,8.07,8.09,8.120000000000001,146.92000000000002,146.85,146.72,146.58,146.46,146.34,146.22,146.1,145.85,27.54,27.21,27.04,26.84,26.650000000000002,26.46,26.26,26.080000000000002,25.69,N/A,N/A -2012,9,26,22,30,101650,100500,99380,76.46000000000001,0,6.92,7.51,7.65,7.73,7.78,7.82,7.8500000000000005,7.87,7.9,143.95000000000002,143.73,143.57,143.41,143.27,143.14000000000001,143.01,142.89000000000001,142.66,27.45,27.11,26.94,26.740000000000002,26.55,26.36,26.16,25.97,25.59,N/A,N/A -2012,9,26,23,30,101650,100500,99380,73.2,0,7.32,7.9,8.01,8.05,8.07,8.08,8.07,8.05,8.01,135.5,135.78,135.97,136.15,136.32,136.47,136.62,136.76,137.04,27.46,27.12,26.95,26.75,26.560000000000002,26.37,26.17,25.98,25.6,N/A,N/A -2012,9,27,0,30,101660,100510,99390,72.07000000000001,0,7.67,8.290000000000001,8.42,8.47,8.5,8.51,8.51,8.51,8.48,138.84,138.97,139.05,139.13,139.20000000000002,139.25,139.31,139.36,139.45000000000002,27.38,27.03,26.86,26.66,26.47,26.28,26.080000000000002,25.89,25.51,N/A,N/A -2012,9,27,1,30,101650,100500,99380,68.07000000000001,0,6.88,7.46,7.6000000000000005,7.67,7.72,7.7700000000000005,7.8,7.82,7.87,133.84,134.17000000000002,134.39000000000001,134.6,134.78,134.95,135.11,135.27,135.56,27.46,27.13,26.96,26.76,26.57,26.38,26.18,26,25.62,N/A,N/A -2012,9,27,2,30,101680,100520,99400,72.62,0,7.390000000000001,8.01,8.15,8.22,8.27,8.3,8.32,8.34,8.35,130.92000000000002,131.43,131.73,132.03,132.28,132.53,132.77,133,133.43,27.23,26.88,26.7,26.490000000000002,26.3,26.11,25.91,25.72,25.34,N/A,N/A -2012,9,27,3,30,101680,100520,99400,71.05,0,7.09,7.7,7.84,7.91,7.97,8.01,8.03,8.05,8.08,138.28,138.4,138.41,138.41,138.41,138.4,138.39000000000001,138.39000000000001,138.37,27.240000000000002,26.89,26.72,26.52,26.330000000000002,26.14,25.94,25.76,25.37,N/A,N/A -2012,9,27,4,30,101700,100540,99430,71.63,0,7.2700000000000005,7.79,7.9,7.94,7.96,7.97,7.97,7.97,7.95,137.49,137.89000000000001,138.19,138.49,138.76,139.02,139.27,139.51,139.98,27.18,26.84,26.66,26.46,26.27,26.080000000000002,25.88,25.69,25.310000000000002,N/A,N/A -2012,9,27,5,30,101700,100550,99430,72.79,0,5.5200000000000005,6,6.11,6.18,6.23,6.2700000000000005,6.3,6.32,6.3500000000000005,143.41,143.20000000000002,143.11,143.04,142.97,142.91,142.85,142.8,142.69,27.21,26.86,26.69,26.490000000000002,26.3,26.1,25.91,25.72,25.34,N/A,N/A -2012,9,27,6,30,101700,100550,99430,75.45,0,6.0600000000000005,6.6000000000000005,6.72,6.79,6.84,6.88,6.91,6.93,6.96,146.43,146.18,146.09,146.03,145.99,145.95000000000002,145.93,145.92000000000002,145.89000000000001,27.21,26.86,26.68,26.48,26.29,26.09,25.900000000000002,25.71,25.32,N/A,N/A -2012,9,27,7,30,101740,100590,99470,73.43,0,5.6000000000000005,6.01,6.1000000000000005,6.15,6.18,6.2,6.21,6.23,6.24,137.89000000000001,138.16,138.31,138.45000000000002,138.58,138.70000000000002,138.81,138.92000000000002,139.12,27.32,26.98,26.810000000000002,26.61,26.42,26.23,26.04,25.85,25.47,N/A,N/A -2012,9,27,8,30,101770,100610,99490,76.02,0,4.46,4.79,4.89,4.95,5.01,5.05,5.1000000000000005,5.14,5.22,135.15,136.11,136.6,137.02,137.37,137.68,137.97,138.22,138.68,27.330000000000002,27.01,26.85,26.650000000000002,26.46,26.27,26.080000000000002,25.900000000000002,25.52,N/A,N/A -2012,9,27,9,30,101780,100620,99510,74.78,0,3.85,4.09,4.14,4.17,4.19,4.21,4.22,4.23,4.25,123.37,123.57000000000001,123.69,123.82000000000001,123.92,124.02,124.11,124.2,124.36,27.43,27.11,26.94,26.740000000000002,26.560000000000002,26.37,26.17,25.990000000000002,25.61,N/A,N/A -2012,9,27,10,30,101770,100610,99500,78.10000000000001,0,4.28,4.5200000000000005,4.5600000000000005,4.58,4.59,4.59,4.59,4.6000000000000005,4.6000000000000005,87.88,88.89,89.73,90.62,91.43,92.22,93.02,93.78,95.4,27.38,27.05,26.89,26.69,26.5,26.310000000000002,26.12,25.94,25.560000000000002,N/A,N/A -2012,9,27,11,30,101770,100620,99500,78.24,0,3.9,4.11,4.15,4.17,4.17,4.17,4.17,4.17,4.16,108.94,109.16,109.3,109.43,109.54,109.64,109.73,109.82000000000001,110,27.35,27.03,26.85,26.66,26.47,26.28,26.09,25.900000000000002,25.52,N/A,N/A -2012,9,27,12,30,101770,100610,99500,78.49,0,2.88,3.06,3.1,3.13,3.14,3.16,3.17,3.19,3.21,95.02,94.96000000000001,95.10000000000001,95.2,95.3,95.4,95.5,95.60000000000001,95.81,27.36,27.03,26.86,26.67,26.48,26.29,26.1,25.91,25.53,N/A,N/A -2012,9,27,13,30,101770,100610,99500,78.34,0,3.33,3.5300000000000002,3.5700000000000003,3.59,3.6,3.62,3.62,3.63,3.64,97.10000000000001,97.45,97.63,97.8,97.96000000000001,98.12,98.28,98.44,98.76,27.36,27.03,26.86,26.66,26.47,26.28,26.09,25.900000000000002,25.52,N/A,N/A -2012,9,27,14,30,101790,100630,99520,79.98,0,3.5500000000000003,3.79,3.86,3.9,3.93,3.96,3.99,4.01,4.05,86.42,86.49,86.53,86.55,86.55,86.55,86.53,86.52,86.47,27.330000000000002,26.990000000000002,26.830000000000002,26.63,26.44,26.240000000000002,26.05,25.86,25.48,N/A,N/A -2012,9,27,15,30,101800,100650,99530,82.87,0,4.47,4.75,4.8,4.82,4.84,4.84,4.84,4.84,4.82,80.24,80.4,80.44,80.48,80.5,80.52,80.54,80.57000000000001,80.60000000000001,27.23,26.89,26.71,26.51,26.32,26.13,25.93,25.75,25.36,N/A,N/A -2012,9,27,16,30,101810,100660,99540,83.88,0,6.17,6.66,6.76,6.79,6.8100000000000005,6.8,6.79,6.78,6.72,65.21000000000001,65.27,65.29,65.3,65.32000000000001,65.32000000000001,65.32000000000001,65.31,65.3,27.27,26.92,26.75,26.54,26.35,26.16,25.96,25.77,25.39,N/A,N/A -2012,9,27,17,30,101760,100610,99490,84.66,0,6.49,6.93,7,7.0200000000000005,7.0200000000000005,7.01,6.99,6.97,6.91,82.11,81.8,81.57000000000001,81.31,81.05,80.8,80.55,80.31,79.8,27.14,26.78,26.61,26.41,26.22,26.02,25.830000000000002,25.650000000000002,25.27,N/A,N/A -2012,9,27,18,30,101730,100570,99460,80.04,0,5.96,6.4,6.5,6.55,6.58,6.6000000000000005,6.61,6.62,6.62,85.55,85.36,85.29,85.21000000000001,85.12,85.04,84.95,84.86,84.69,27.22,26.87,26.7,26.490000000000002,26.310000000000002,26.12,25.92,25.740000000000002,25.36,N/A,N/A -2012,9,27,19,30,101730,100580,99460,85.67,0,6.17,6.58,6.65,6.67,6.68,6.68,6.67,6.65,6.62,105.39,105.16,104.88,104.62,104.37,104.14,103.91,103.7,103.28,27.07,26.71,26.53,26.330000000000002,26.13,25.94,25.75,25.560000000000002,25.18,N/A,N/A -2012,9,27,20,30,101670,100510,99400,82.81,0,4.67,4.94,4.98,4.99,4.99,4.99,4.98,4.96,4.93,115.28,114.88,114.68,114.46000000000001,114.26,114.05,113.84,113.64,113.15,26.91,26.55,26.38,26.18,25.990000000000002,25.8,25.62,25.43,25.07,N/A,N/A -2012,9,27,21,30,101680,100520,99410,81.37,0,4.19,4.43,4.48,4.5,4.5,4.5,4.5,4.5,4.47,100.86,100.97,101.03,101.09,101.14,101.18,101.22,101.26,101.37,27.09,26.740000000000002,26.57,26.37,26.18,25.990000000000002,25.79,25.61,25.23,N/A,N/A -2012,9,27,22,30,101690,100530,99420,79.44,0,3.54,3.73,3.77,3.7800000000000002,3.79,3.79,3.79,3.79,3.7800000000000002,106.98,107.17,107.21000000000001,107.26,107.32000000000001,107.4,107.47,107.54,107.7,27.2,26.86,26.69,26.490000000000002,26.3,26.11,25.91,25.73,25.35,N/A,N/A -2012,9,27,23,30,101650,100500,99380,79.83,0,4.1,4.3500000000000005,4.41,4.44,4.46,4.47,4.48,4.49,4.5,109.68,109.93,110.01,110.12,110.22,110.32000000000001,110.42,110.52,110.73,27.22,26.89,26.72,26.52,26.330000000000002,26.14,25.95,25.76,25.38,N/A,N/A -2012,9,28,0,30,101620,100470,99360,77.59,0,3.68,3.9,3.95,3.97,3.99,3.99,4,4.01,4.01,108.69,108.72,108.78,108.84,108.89,108.93,108.98,109.02,109.11,27.32,26.990000000000002,26.82,26.62,26.43,26.240000000000002,26.04,25.86,25.48,N/A,N/A -2012,9,28,1,30,101630,100470,99360,84.37,0,4.21,4.46,4.5200000000000005,4.55,4.57,4.58,4.59,4.59,4.59,113.44,113.16,113.10000000000001,113.04,112.98,112.93,112.87,112.8,112.64,26.95,26.6,26.43,26.23,26.04,25.85,25.66,25.47,25.09,N/A,N/A -2012,9,28,2,30,101630,100470,99350,84.28,0,5.0600000000000005,5.4,5.48,5.5200000000000005,5.55,5.57,5.58,5.6000000000000005,5.62,111.43,110.99000000000001,110.81,110.62,110.45,110.28,110.10000000000001,109.93,109.54,26.97,26.62,26.45,26.240000000000002,26.05,25.87,25.67,25.490000000000002,25.11,N/A,N/A -2012,9,28,3,30,101630,100470,99360,79.92,0,4.8,5.1000000000000005,5.16,5.18,5.2,5.2,5.21,5.21,5.2,124.8,124.84,124.88000000000001,124.92,124.95,124.97,125,125.01,125.06,27.12,26.78,26.61,26.41,26.22,26.04,25.84,25.66,25.29,N/A,N/A -2012,9,28,4,30,101600,100450,99330,86.48,0,4.44,4.74,4.8100000000000005,4.86,4.89,4.91,4.93,4.95,4.98,130.38,130.36,130.32,130.29,130.25,130.21,130.16,130.12,130.02,26.94,26.59,26.41,26.21,26.02,25.830000000000002,25.64,25.45,25.080000000000002,N/A,N/A -2012,9,28,5,30,101600,100450,99330,84.84,0,4.86,5.18,5.25,5.28,5.29,5.3,5.3,5.3,5.29,124.96000000000001,125.28,125.41,125.51,125.59,125.67,125.74000000000001,125.8,125.93,27.19,26.85,26.67,26.47,26.28,26.09,25.89,25.7,25.310000000000002,N/A,N/A -2012,9,28,6,30,101630,100480,99360,85.13,0,4.68,5,5.07,5.11,5.13,5.14,5.15,5.16,5.16,155.92000000000002,156.05,155.94,155.8,155.66,155.49,155.31,155.13,154.71,27.19,26.86,26.69,26.490000000000002,26.310000000000002,26.12,25.93,25.740000000000002,25.37,N/A,N/A -2012,9,28,7,30,101660,100510,99390,83.82000000000001,0,4.5200000000000005,4.84,4.92,4.98,5.0200000000000005,5.05,5.08,5.11,5.17,159.13,159.28,159.31,159.35,159.39000000000001,159.45000000000002,159.49,159.54,159.63,27.04,26.7,26.53,26.330000000000002,26.14,25.95,25.77,25.580000000000002,25.21,N/A,N/A -2012,9,28,8,30,101630,100480,99360,83.03,0,4.29,4.57,4.64,4.68,4.7,4.72,4.74,4.75,4.7700000000000005,161.78,162.03,162.16,162.29,162.4,162.5,162.6,162.70000000000002,162.91,27.18,26.830000000000002,26.66,26.46,26.27,26.080000000000002,25.89,25.7,25.32,N/A,N/A -2012,9,28,9,30,101640,100490,99370,82.83,0,4.78,5.19,5.3,5.37,5.41,5.45,5.48,5.5,5.54,195.74,195.58,195.49,195.4,195.31,195.23000000000002,195.14000000000001,195.06,194.87,27.34,27,26.830000000000002,26.63,26.44,26.25,26.060000000000002,25.87,25.490000000000002,N/A,N/A -2012,9,28,10,30,101630,100470,99360,82.13,0,4.1,4.41,4.49,4.54,4.57,4.61,4.63,4.65,4.68,200.73000000000002,199.62,199.11,198.63,198.20000000000002,197.81,197.45000000000002,197.12,196.57,27.44,27.1,26.93,26.73,26.54,26.35,26.16,25.97,25.580000000000002,N/A,N/A -2012,9,28,11,30,101630,100480,99370,80.39,9.5,4.42,5,5.2,5.36,5.5,5.62,5.72,5.79,5.88,188.72,189.87,190.55,191.06,191.35,191.5,191.63,191.74,191.87,27.46,27.16,27.01,26.82,26.64,26.46,26.27,26.09,25.71,N/A,N/A -2012,9,28,12,30,101660,100510,99400,77.57000000000001,7.300000000000001,4.96,5.38,5.48,5.54,5.58,5.6000000000000005,5.61,5.62,5.61,207.58,207.64000000000001,207.74,207.86,207.97,208.08,208.22,208.37,208.65,27.66,27.34,27.17,26.97,26.78,26.59,26.39,26.21,25.830000000000002,N/A,N/A -2012,9,28,13,30,101650,100500,99380,81.11,0,4.37,4.68,4.76,4.82,4.88,4.94,5.01,5.08,5.22,241.82,237.71,235.19,232.66,230.4,228.20000000000002,226.05,224.01,220.26,27.25,26.95,26.8,26.63,26.47,26.310000000000002,26.14,25.98,25.66,N/A,N/A -2012,9,28,14,30,101650,100500,99390,77.27,0,5,5.43,5.51,5.55,5.57,5.58,5.58,5.58,5.55,212.6,212.84,212.89000000000001,212.94,212.99,213.05,213.12,213.18,213.34,27.78,27.47,27.3,27.1,26.92,26.73,26.53,26.34,25.96,N/A,N/A -2012,9,28,15,30,101640,100490,99360,89.84,0.4,4.57,4.69,4.66,4.59,4.5,4.41,3.72,3,1.6400000000000001,327.04,326.7,326.52,326.25,325.91,325.53000000000003,323.21,320.81,298.79,25.67,25.28,25.11,24.91,24.72,24.54,24.490000000000002,24.5,24.45,N/A,N/A -2012,9,28,16,30,101650,100490,99370,89.48,33,2.21,2.17,2.1,2,1.78,1.51,1.43,1.4000000000000001,1.83,343.62,340.29,337.87,334.54,325.02,313.26,277.73,238.57,216.08,25.73,25.37,25.2,25.04,24.91,24.8,24.78,24.78,24.68,N/A,N/A -2012,9,28,17,30,101640,100480,99350,90.12,15,2.9,2.57,2.18,1.67,1.23,0.88,0.54,0.33,0.44,28.98,30.240000000000002,31.53,33.8,38.25,43.1,64.93,81.58,168.92000000000002,24.650000000000002,24.35,24.32,24.39,24.43,24.45,24.45,24.44,24.36,N/A,N/A -2012,9,28,18,30,101640,100470,99350,88.03,0,4.24,4.14,4,3.8000000000000003,3.6,3.38,3.13,2.9,2.4,93.63,94.67,95.07000000000001,95.37,95.62,95.83,96.44,97.12,101.28,25.37,24.98,24.810000000000002,24.63,24.46,24.3,24.150000000000002,24.01,23.75,N/A,N/A -2012,9,28,19,30,101570,100420,99300,82.67,0,1.92,1.94,1.93,1.92,1.92,1.92,1.99,2.09,3.12,129.68,134.34,137.45000000000002,141.38,145.89000000000001,151.19,159.52,169.11,190.76,26.310000000000002,25.95,25.79,25.6,25.43,25.26,25.11,24.97,24.85,N/A,N/A -2012,9,28,20,30,101520,100370,99250,82.01,0,3.14,3.33,3.38,3.42,3.45,3.49,3.54,3.59,3.77,138.26,139.55,140.31,141.21,142.18,143.29,144.75,146.29,151.08,26.8,26.44,26.27,26.060000000000002,25.88,25.69,25.51,25.330000000000002,24.98,N/A,N/A -2012,9,28,21,30,101490,100340,99220,80.13,0,2.27,2.5100000000000002,2.63,2.73,2.82,2.91,2.99,3.0700000000000003,3.23,155.24,157.47,158.59,159.58,160.43,161.22,161.95000000000002,162.64000000000001,163.95000000000002,27.330000000000002,27,26.830000000000002,26.64,26.45,26.27,26.080000000000002,25.900000000000002,25.53,N/A,N/A -2012,9,28,22,30,101470,100320,99210,76.68,0,3.75,4.01,4.07,4.1,4.13,4.15,4.16,4.17,4.19,187.92000000000002,188.08,188.19,188.29,188.39000000000001,188.47,188.55,188.64000000000001,188.78,27.69,27.37,27.2,27,26.810000000000002,26.62,26.42,26.23,25.85,N/A,N/A -2012,9,28,23,30,101450,100310,99190,75.79,0,3.83,4.11,4.17,4.2,4.23,4.25,4.26,4.2700000000000005,4.29,176.69,176.92000000000002,177.18,177.42000000000002,177.63,177.82,178.01,178.17000000000002,178.49,27.69,27.38,27.21,27.01,26.82,26.63,26.43,26.25,25.86,N/A,N/A -2012,9,29,0,30,101460,100310,99190,77.91,0,3.6,3.79,3.81,3.8000000000000003,3.79,3.7800000000000002,3.7600000000000002,3.74,3.71,157.84,158.35,158.72,159.12,159.48,159.82,160.16,160.49,161.16,27.57,27.25,27.09,26.89,26.7,26.51,26.32,26.13,25.75,N/A,N/A -2012,9,29,1,30,101440,100290,99170,77.99,0,2.7600000000000002,2.91,2.94,2.95,2.96,2.97,2.98,2.99,3,148.48,149.69,150.36,151.06,151.67000000000002,152.25,152.84,153.4,154.53,27.5,27.18,27.02,26.810000000000002,26.63,26.44,26.240000000000002,26.060000000000002,25.67,N/A,N/A -2012,9,29,2,30,101440,100290,99180,82.24,0,3.63,3.71,3.67,3.6,3.5500000000000003,3.49,3.42,3.37,3.25,150.93,152.12,152.86,153.64000000000001,154.37,155.08,155.81,156.51,157.98,27.26,26.93,26.77,26.580000000000002,26.39,26.21,26.02,25.84,25.47,N/A,N/A -2012,9,29,3,30,101440,100290,99180,82.95,0,3.48,3.62,3.63,3.61,3.6,3.5700000000000003,3.5500000000000003,3.52,3.45,136.97,136.96,136.95000000000002,136.93,136.92000000000002,136.9,136.89000000000001,136.88,136.84,27.14,26.8,26.63,26.43,26.240000000000002,26.05,25.86,25.67,25.29,N/A,N/A -2012,9,29,4,30,101410,100260,99150,82.22,0,3.34,3.5300000000000002,3.58,3.6,3.62,3.63,3.65,3.66,3.68,147.84,148.16,148.23,148.31,148.38,148.46,148.55,148.64000000000001,148.85,27.2,26.87,26.7,26.5,26.32,26.13,25.94,25.75,25.37,N/A,N/A -2012,9,29,5,30,101410,100260,99150,84.49,5.1000000000000005,4.54,4.82,4.89,4.93,4.95,4.97,4.98,4.99,5,164.18,164.14000000000001,164.13,164.12,164.13,164.14000000000001,164.16,164.19,164.27,27.14,26.8,26.63,26.43,26.25,26.060000000000002,25.87,25.69,25.310000000000002,N/A,N/A -2012,9,29,6,30,101400,100250,99130,83.52,0,4.3500000000000005,4.62,4.67,4.69,4.7,4.71,4.71,4.71,4.7,174.41,174.31,174.15,173.99,173.84,173.69,173.54,173.4,173.09,27.2,26.85,26.68,26.48,26.29,26.1,25.900000000000002,25.72,25.330000000000002,N/A,N/A -2012,9,29,7,30,101390,100240,99130,82.65,0,4.83,5.19,5.2700000000000005,5.32,5.36,5.38,5.4,5.41,5.43,181.51,181.34,181.26,181.19,181.13,181.09,181.04,181,180.93,27.310000000000002,26.96,26.79,26.59,26.400000000000002,26.21,26.01,25.830000000000002,25.44,N/A,N/A -2012,9,29,8,30,101380,100230,99120,81.13,0,6.99,7.65,7.82,7.92,7.99,8.03,8.06,8.09,8.120000000000001,171.6,171.56,171.57,171.61,171.64000000000001,171.68,171.73,171.77,171.86,27.580000000000002,27.26,27.09,26.89,26.71,26.51,26.32,26.13,25.76,N/A,N/A -2012,9,29,9,30,101370,100220,99110,77.2,0,6.49,7.05,7.18,7.25,7.29,7.32,7.34,7.3500000000000005,7.36,181.19,181.36,181.45000000000002,181.52,181.58,181.63,181.68,181.73,181.82,27.77,27.45,27.28,27.080000000000002,26.900000000000002,26.71,26.51,26.330000000000002,25.95,N/A,N/A -2012,9,29,10,30,101350,100200,99090,76.81,0,6.57,7.16,7.29,7.36,7.41,7.45,7.47,7.49,7.5,188.51,188.26,188.15,188.06,187.98,187.9,187.83,187.76,187.64000000000001,27.78,27.46,27.3,27.1,26.91,26.72,26.52,26.34,25.96,N/A,N/A -2012,9,29,11,30,101360,100210,99100,73.53,0,6.5200000000000005,7.09,7.22,7.28,7.33,7.3500000000000005,7.37,7.390000000000001,7.4,184.24,184.36,184.32,184.24,184.14000000000001,184.03,183.91,183.79,183.53,27.89,27.59,27.43,27.23,27.04,26.85,26.650000000000002,26.47,26.09,N/A,N/A -2012,9,29,12,30,101350,100210,99090,74.17,0,6.34,6.890000000000001,7.01,7.09,7.140000000000001,7.17,7.19,7.21,7.24,186.77,186.75,186.72,186.67000000000002,186.63,186.58,186.52,186.47,186.36,27.93,27.62,27.46,27.26,27.07,26.89,26.69,26.5,26.12,N/A,N/A -2012,9,29,13,30,101360,100210,99100,72.37,0,5.97,6.53,6.67,6.75,6.8100000000000005,6.8500000000000005,6.890000000000001,6.92,6.96,187.15,186.84,186.72,186.59,186.48,186.36,186.24,186.13,185.89000000000001,28.01,27.72,27.55,27.36,27.17,26.98,26.78,26.6,26.21,N/A,N/A -2012,9,29,14,30,101360,100210,99100,71.06,0,5.5200000000000005,5.99,6.09,6.16,6.2,6.23,6.26,6.28,6.32,176.38,176.77,177.06,177.36,177.65,177.93,178.24,178.52,179.15,28.09,27.8,27.64,27.45,27.26,27.080000000000002,26.89,26.71,26.330000000000002,N/A,N/A -2012,9,29,15,30,101340,100190,99080,69.81,0,5.17,5.61,5.7,5.76,5.8,5.82,5.84,5.86,5.89,172.16,172.94,173.39000000000001,173.79,174.16,174.5,174.83,175.14000000000001,175.73,28.19,27.91,27.75,27.560000000000002,27.38,27.19,27,26.810000000000002,26.44,N/A,N/A -2012,9,29,16,30,101290,100140,99030,66.92,0,5.2,5.6000000000000005,5.68,5.72,5.74,5.75,5.76,5.7700000000000005,5.7700000000000005,167.8,168.06,168.34,168.66,168.96,169.27,169.6,169.91,170.56,28.310000000000002,28.05,27.900000000000002,27.71,27.53,27.34,27.16,26.97,26.6,N/A,N/A -2012,9,29,17,30,101220,100070,98960,66.78,0,5.68,6.16,6.2700000000000005,6.34,6.38,6.41,6.44,6.46,6.49,157.37,157.72,157.94,158.16,158.34,158.51,158.68,158.84,159.14000000000001,28.36,28.1,27.95,27.75,27.57,27.39,27.2,27.01,26.64,N/A,N/A -2012,9,29,18,30,101160,100020,98910,67.85,0,5.3500000000000005,5.76,5.8500000000000005,5.89,5.92,5.94,5.96,5.97,5.99,155.33,155.69,155.99,156.3,156.58,156.86,157.14000000000001,157.4,157.92000000000002,28.330000000000002,28.060000000000002,27.900000000000002,27.71,27.53,27.34,27.150000000000002,26.97,26.59,N/A,N/A -2012,9,29,19,30,101110,99970,98860,70.25,0,5.3500000000000005,5.78,5.87,5.91,5.94,5.96,5.98,5.99,6.01,150.46,150.33,150.3,150.33,150.36,150.42000000000002,150.5,150.58,150.81,28.26,27.990000000000002,27.830000000000002,27.64,27.46,27.27,27.080000000000002,26.900000000000002,26.53,N/A,N/A -2012,9,29,20,30,101060,99920,98810,72.81,0,5.74,6.23,6.34,6.4,6.43,6.46,6.47,6.49,6.5,156.03,156.27,156.41,156.54,156.67000000000002,156.79,156.92000000000002,157.03,157.26,28.240000000000002,27.96,27.8,27.61,27.42,27.23,27.04,26.85,26.48,N/A,N/A -2012,9,29,21,30,101050,99900,98780,89.29,91.9,11.620000000000001,12.59,12.790000000000001,12.88,12.91,12.92,12.9,12.88,12.81,155.47,156.76,157.64000000000001,158.6,159.6,160.59,161.78,162.93,165.76,24.86,24.38,24.2,24.04,23.89,23.75,23.61,23.48,23.2,N/A,N/A -2012,9,29,22,30,101040,99890,98770,87.22,2.9000000000000004,6.8500000000000005,7.33,7.44,7.5,7.53,7.55,7.5600000000000005,7.5600000000000005,7.55,161.41,161.86,162.03,162.19,162.32,162.45000000000002,162.58,162.70000000000002,162.95000000000002,25.18,24.72,24.53,24.32,24.13,23.94,23.740000000000002,23.56,23.19,N/A,N/A -2012,9,29,23,30,100990,99830,98710,83.83,20.5,7.390000000000001,7.94,8.06,8.120000000000001,8.16,8.18,8.19,8.19,8.19,143.43,143.73,143.73,143.72,143.71,143.69,143.67000000000002,143.66,143.6,25.150000000000002,24.69,24.5,24.29,24.09,23.900000000000002,23.71,23.53,23.150000000000002,N/A,N/A -2012,9,30,0,30,100930,99780,98660,91.15,15,7.54,8.3,8.49,8.620000000000001,8.73,8.82,8.91,8.99,9.18,147.84,148.79,149.05,149.26,149.47,149.67000000000002,149.89000000000001,150.08,150.63,24.61,24.13,23.93,23.73,23.54,23.36,23.17,23,22.650000000000002,N/A,N/A -2012,9,30,1,30,100880,99730,98610,88.81,0,8.27,8.89,9.040000000000001,9.1,9.14,9.16,9.17,9.17,9.17,142.47,142.58,142.72,142.87,143.02,143.18,143.36,143.54,143.99,25.400000000000002,24.94,24.740000000000002,24.53,24.34,24.150000000000002,23.95,23.77,23.400000000000002,N/A,N/A -2012,9,30,2,30,100880,99720,98610,90.79,0,9.39,10.11,10.28,10.34,10.38,10.39,10.4,10.41,10.41,138.77,138.99,139.23,139.5,139.78,140.07,140.42000000000002,140.76,141.68,25.29,24.8,24.6,24.39,24.2,24.01,23.82,23.64,23.28,N/A,N/A -2012,9,30,3,30,100840,99690,98580,88.79,0.7000000000000001,9.61,10.51,10.76,10.91,11.02,11.09,11.15,11.200000000000001,11.27,143.56,143.74,143.91,144.08,144.25,144.41,144.58,144.74,145.09,26.29,25.86,25.67,25.45,25.26,25.07,24.87,24.68,24.3,N/A,N/A -2012,9,30,4,30,100750,99610,98500,88.48,0.7000000000000001,11.99,13.200000000000001,13.5,13.66,13.76,13.82,13.85,13.870000000000001,13.870000000000001,163.49,163.78,163.84,163.93,164,164.08,164.17000000000002,164.26,164.47,27.05,26.66,26.47,26.26,26.07,25.87,25.68,25.490000000000002,25.11,N/A,N/A -2012,9,30,5,30,100690,99550,98450,92.17,0,10.38,11.33,11.58,11.71,11.8,11.86,11.9,11.93,11.98,166.95000000000002,167.51,167.85,168.18,168.49,168.79,169.11,169.43,170.17000000000002,27,26.62,26.45,26.25,26.07,25.89,25.71,25.54,25.19,N/A,N/A -2012,9,30,6,30,100550,99420,98320,86.05,7.300000000000001,10.9,12.200000000000001,12.49,12.68,12.82,12.92,13,13.07,13.19,174.5,175.19,175.57,175.93,176.28,176.59,176.92000000000002,177.23,177.88,27.73,27.41,27.240000000000002,27.04,26.85,26.67,26.48,26.3,25.92,N/A,N/A -2012,9,30,7,30,100610,99480,98380,75.18,0,11.38,12.71,13.1,13.36,13.57,13.72,13.84,13.94,14.09,210.86,210.99,211.04,211.11,211.16,211.22,211.27,211.33,211.43,28.740000000000002,28.560000000000002,28.43,28.26,28.09,27.92,27.740000000000002,27.57,27.21,N/A,N/A -2012,9,30,8,30,100600,99460,98360,72.2,0,11.16,12.49,12.89,13.17,13.39,13.55,13.68,13.8,13.98,213.86,213.99,214.03,214.08,214.11,214.14000000000001,214.17000000000002,214.19,214.22,28.8,28.62,28.490000000000002,28.310000000000002,28.14,27.96,27.78,27.6,27.23,N/A,N/A -2012,9,30,9,30,100550,99420,98320,73.55,0,11.52,12.86,13.26,13.52,13.71,13.86,13.97,14.07,14.21,219.67000000000002,219.74,219.79,219.83,219.87,219.9,219.93,219.95000000000002,220,28.71,28.52,28.38,28.2,28.03,27.85,27.67,27.490000000000002,27.12,N/A,N/A -2012,9,30,10,30,100470,99340,98240,79.4,0,11.08,12.4,12.8,13.05,13.24,13.370000000000001,13.47,13.55,13.66,210.65,210.71,210.81,210.89000000000001,210.95000000000002,210.99,211.03,211.06,211.1,28.400000000000002,28.17,28.02,27.830000000000002,27.650000000000002,27.46,27.27,27.09,26.71,N/A,N/A -2012,9,30,11,30,100470,99320,98210,86.58,1.8,9.99,10.950000000000001,11.23,11.4,11.53,11.620000000000001,11.700000000000001,11.76,11.86,271.19,270.32,269.87,269.41,269.01,268.62,268.26,267.92,267.24,26.080000000000002,25.66,25.47,25.26,25.07,24.87,24.68,24.5,24.13,N/A,N/A -2012,9,30,12,30,100430,99280,98170,83.46000000000001,0,9.51,10.33,10.540000000000001,10.65,10.72,10.77,10.81,10.83,10.86,268.87,268.87,268.81,268.73,268.66,268.59000000000003,268.5,268.41,268.21,25.69,25.240000000000002,25.04,24.830000000000002,24.63,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,9,30,13,30,100430,99280,98170,80.53,0,9.09,9.88,10.08,10.19,10.26,10.31,10.35,10.38,10.42,265.29,265.19,265.06,264.94,264.82,264.71,264.6,264.49,264.26,25.79,25.34,25.150000000000002,24.94,24.740000000000002,24.55,24.35,24.16,23.78,N/A,N/A -2012,9,30,14,30,100430,99280,98160,93.52,0,9.44,10.14,10.3,10.370000000000001,10.41,10.43,10.43,10.43,10.42,273.66,273.41,273.24,273.06,272.9,272.73,272.56,272.39,272,24.01,23.47,23.25,23.03,22.830000000000002,22.64,22.44,22.26,21.88,N/A,N/A -2012,9,30,15,30,100450,99300,98180,89.3,0,8.84,9.49,9.64,9.700000000000001,9.74,9.76,9.76,9.76,9.73,281.35,281.34000000000003,281.31,281.24,281.14,281.03000000000003,280.87,280.71,280.23,24.29,23.77,23.56,23.34,23.150000000000002,22.95,22.76,22.580000000000002,22.22,N/A,N/A -2012,9,30,16,30,100460,99310,98180,89.64,0.4,8.08,8.63,8.75,8.81,8.84,8.86,8.870000000000001,8.870000000000001,8.870000000000001,280.03000000000003,280.35,280.53000000000003,280.7,280.85,280.99,281.15000000000003,281.29,281.61,23.34,22.79,22.580000000000002,22.36,22.150000000000002,21.96,21.76,21.580000000000002,21.2,N/A,N/A -2012,9,30,17,30,100470,99320,98190,88.95,5.5,9.93,10.700000000000001,10.88,10.950000000000001,11,11.02,11.03,11.040000000000001,11.02,286.86,287.15000000000003,287.33,287.49,287.65000000000003,287.8,287.95,288.1,288.42,23.31,22.72,22.490000000000002,22.26,22.06,21.86,21.66,21.48,21.1,N/A,N/A -2012,9,30,18,30,100490,99330,98200,87.48,0.7000000000000001,10.92,11.84,12.07,12.17,12.25,12.290000000000001,12.32,12.34,12.34,299.18,299.57,299.81,300.05,300.27,300.49,300.71,300.91,301.38,23.07,22.44,22.21,21.98,21.77,21.57,21.36,21.18,20.79,N/A,N/A -2012,9,30,19,30,100500,99340,98220,86.49,0.4,11.84,12.88,13.15,13.290000000000001,13.39,13.450000000000001,13.49,13.52,13.540000000000001,300.19,300.63,300.87,301.1,301.29,301.49,301.67,301.84000000000003,302.2,23.18,22.54,22.3,22.07,21.85,21.650000000000002,21.44,21.25,20.86,N/A,N/A -2012,9,30,20,30,100510,99350,98220,88.83,1.1,12.99,14.17,14.47,14.64,14.76,14.83,14.870000000000001,14.91,14.94,325.86,325.62,325.43,325.22,325.02,324.83,324.63,324.44,324.04,22.55,21.85,21.59,21.34,21.12,20.91,20.7,20.51,20.11,N/A,N/A -2012,9,30,21,30,100550,99390,98250,86.76,1.1,14.84,16.15,16.45,16.57,16.62,16.64,16.62,16.6,16.5,320.73,321.07,321.25,321.40000000000003,321.53000000000003,321.65000000000003,321.76,321.86,322.07,21.67,20.88,20.6,20.35,20.13,19.92,19.71,19.52,19.13,N/A,N/A -2012,9,30,22,30,100560,99400,98260,87.58,1.8,13.14,14.35,14.65,14.82,14.93,15.01,15.06,15.1,15.15,330.47,330.52,330.57,330.62,330.66,330.7,330.74,330.78000000000003,330.86,21.27,20.51,20.240000000000002,20,19.77,19.57,19.36,19.16,18.77,N/A,N/A -2012,9,30,23,30,100610,99450,98310,87,1.5,12.42,13.5,13.780000000000001,13.92,14.01,14.08,14.11,14.14,14.16,331.35,331.55,331.7,331.84000000000003,331.97,332.09000000000003,332.21,332.32,332.57,21.23,20.47,20.21,19.96,19.740000000000002,19.53,19.32,19.12,18.73,N/A,N/A -2012,10,1,0,30,100630,99460,98320,85.96000000000001,1.5,12.44,13.52,13.8,13.950000000000001,14.05,14.120000000000001,14.16,14.200000000000001,14.23,341.8,341.6,341.46,341.31,341.17,341.05,340.91,340.79,340.54,21.13,20.38,20.11,19.87,19.650000000000002,19.44,19.23,19.04,18.64,N/A,N/A -2012,10,1,1,30,100680,99500,98360,86.60000000000001,1.1,12.6,13.68,13.94,14.07,14.15,14.21,14.24,14.26,14.27,337.52,337.54,337.54,337.52,337.5,337.46,337.43,337.41,337.35,20.51,19.71,19.44,19.19,18.97,18.76,18.55,18.35,17.96,N/A,N/A -2012,10,1,2,30,100710,99530,98390,87,0.5,12.790000000000001,13.870000000000001,14.13,14.26,14.35,14.4,14.43,14.450000000000001,14.46,336.07,336.11,336.12,336.14,336.15000000000003,336.16,336.17,336.17,336.19,19.79,18.95,18.67,18.41,18.18,17.97,17.75,17.55,17.150000000000002,N/A,N/A -2012,10,1,3,30,100750,99570,98420,87.09,0.4,12.46,13.51,13.77,13.91,14.01,14.07,14.11,14.14,14.17,343.1,343.21,343.25,343.28000000000003,343.31,343.34000000000003,343.37,343.40000000000003,343.44,19.31,18.46,18.17,17.91,17.68,17.46,17.240000000000002,17.04,16.64,N/A,N/A -2012,10,1,4,30,100760,99580,98430,84.05,0,12.09,13.07,13.32,13.46,13.56,13.61,13.66,13.69,13.72,349.07,348.96,348.86,348.78000000000003,348.7,348.62,348.55,348.48,348.35,19.330000000000002,18.5,18.21,17.96,17.73,17.51,17.3,17.1,16.69,N/A,N/A -2012,10,1,5,30,100760,99580,98430,87.16,0,11.450000000000001,12.35,12.57,12.67,12.74,12.790000000000001,12.81,12.82,12.84,341.64,341.8,341.84000000000003,341.88,341.90000000000003,341.93,341.95,341.97,342,19.34,18.53,18.240000000000002,17.98,17.75,17.54,17.32,17.13,16.72,N/A,N/A -2012,10,1,6,30,100830,99640,98490,84.95,0,12.030000000000001,13,13.23,13.34,13.41,13.450000000000001,13.47,13.49,13.49,348.21,348.11,348.03000000000003,347.96,347.89,347.82,347.75,347.69,347.55,18.900000000000002,18.07,17.78,17.53,17.3,17.09,16.87,16.67,16.27,N/A,N/A -2012,10,1,7,30,100840,99660,98510,85.06,0,11.82,12.77,13.02,13.15,13.24,13.290000000000001,13.33,13.36,13.38,346.84000000000003,346.78000000000003,346.75,346.72,346.7,346.68,346.65000000000003,346.63,346.59000000000003,19.06,18.240000000000002,17.95,17.7,17.47,17.26,17.04,16.84,16.43,N/A,N/A -2012,10,1,8,30,100850,99670,98520,83,0,11.67,12.620000000000001,12.86,12.99,13.07,13.120000000000001,13.16,13.19,13.22,349.37,349.48,349.54,349.57,349.6,349.62,349.64,349.67,349.71,19.27,18.46,18.18,17.92,17.7,17.48,17.27,17.07,16.67,N/A,N/A -2012,10,1,9,30,100860,99680,98530,81.99,0,11.47,12.43,12.67,12.8,12.89,12.96,13.01,13.05,13.11,347.95,348.09000000000003,348.2,348.28000000000003,348.37,348.44,348.52,348.59000000000003,348.73,19.54,18.75,18.490000000000002,18.240000000000002,18.01,17.8,17.580000000000002,17.39,16.990000000000002,N/A,N/A -2012,10,1,10,30,100900,99720,98570,80.06,0,11.25,12.19,12.42,12.55,12.64,12.71,12.76,12.8,12.85,351.08,351.11,351.12,351.12,351.12,351.12,351.11,351.11,351.11,19.81,19.04,18.77,18.53,18.31,18.1,17.89,17.69,17.29,N/A,N/A -2012,10,1,11,30,100920,99740,98590,77.59,0,12.14,13.22,13.51,13.69,13.81,13.91,13.98,14.040000000000001,14.14,343.16,343.17,343.18,343.18,343.18,343.19,343.19,343.2,343.21,20.240000000000002,19.47,19.2,18.95,18.72,18.51,18.3,18.11,17.7,N/A,N/A -2012,10,1,12,30,100950,99770,98630,74.47,0,12.24,13.3,13.58,13.72,13.82,13.89,13.94,13.98,14.030000000000001,346.89,346.68,346.56,346.45,346.34000000000003,346.25,346.15000000000003,346.06,345.88,20.66,19.900000000000002,19.64,19.39,19.17,18.96,18.75,18.55,18.150000000000002,N/A,N/A -2012,10,1,13,30,100950,99770,98630,77.14,0,10.43,11.26,11.47,11.58,11.67,11.73,11.78,11.81,11.870000000000001,337.05,337.14,337.2,337.27,337.34000000000003,337.41,337.49,337.56,337.75,20.82,20.12,19.87,19.63,19.41,19.21,19,18.81,18.41,N/A,N/A -2012,10,1,14,30,100990,99820,98680,76.57000000000001,0,8.98,9.63,9.78,9.86,9.91,9.94,9.96,9.98,10,331.12,331.59000000000003,331.91,332.21,332.48,332.74,333.02,333.27,333.81,21.04,20.39,20.150000000000002,19.92,19.7,19.5,19.29,19.1,18.71,N/A,N/A -2012,10,1,15,30,100980,99810,98670,73.75,0,8.55,9.19,9.34,9.43,9.5,9.55,9.58,9.620000000000001,9.67,330.03000000000003,330.39,330.62,330.84000000000003,331.05,331.24,331.43,331.61,331.98,21.61,21,20.76,20.54,20.32,20.13,19.92,19.73,19.34,N/A,N/A -2012,10,1,16,30,100970,99790,98660,68.61,0,9.14,9.870000000000001,10.06,10.17,10.25,10.3,10.35,10.4,10.47,329.99,329.96,329.95,329.95,329.95,329.95,329.95,329.95,329.96,22.39,21.79,21.56,21.330000000000002,21.12,20.92,20.71,20.52,20.12,N/A,N/A -2012,10,1,17,30,100950,99780,98640,68.49,0,9.49,10.27,10.47,10.58,10.66,10.72,10.77,10.81,10.88,319.24,319.58,319.8,320.01,320.2,320.38,320.56,320.73,321.08,22.94,22.36,22.13,21.91,21.7,21.5,21.29,21.11,20.71,N/A,N/A -2012,10,1,18,30,100940,99770,98640,64.26,0,9.34,10.14,10.35,10.47,10.56,10.63,10.68,10.73,10.8,318.96,319.14,319.25,319.35,319.45,319.53000000000003,319.61,319.7,319.86,23.82,23.29,23.07,22.85,22.650000000000002,22.45,22.240000000000002,22.05,21.66,N/A,N/A -2012,10,1,19,30,100920,99760,98630,60.96,0,9.66,10.540000000000001,10.78,10.92,11.03,11.120000000000001,11.19,11.24,11.33,321.14,321.25,321.29,321.32,321.35,321.37,321.39,321.41,321.46,24.69,24.21,24,23.78,23.580000000000002,23.38,23.18,22.990000000000002,22.6,N/A,N/A -2012,10,1,20,30,100900,99740,98620,57.88,0,9.72,10.61,10.86,11.01,11.120000000000001,11.200000000000001,11.27,11.33,11.41,323.59000000000003,323.47,323.39,323.31,323.25,323.18,323.12,323.07,322.95,25.37,24.92,24.73,24.52,24.32,24.12,23.92,23.73,23.34,N/A,N/A -2012,10,1,21,30,100880,99720,98600,54.57,0,9.66,10.57,10.81,10.950000000000001,11.06,11.13,11.19,11.24,11.32,326.85,326.69,326.57,326.47,326.36,326.26,326.16,326.06,325.87,25.990000000000002,25.59,25.400000000000002,25.19,24.990000000000002,24.8,24.6,24.41,24.02,N/A,N/A -2012,10,1,22,30,100860,99710,98590,53.33,0,9.52,10.42,10.64,10.77,10.86,10.93,10.98,11.02,11.08,328.92,328.62,328.42,328.21,328.04,327.86,327.68,327.52,327.2,26.39,26.02,25.84,25.64,25.44,25.25,25.05,24.86,24.47,N/A,N/A -2012,10,1,23,30,100870,99720,98600,50.97,0,9.72,10.65,10.870000000000001,11,11.08,11.14,11.19,11.22,11.26,331.85,331.51,331.31,331.12,330.94,330.78000000000003,330.62,330.47,330.16,26.61,26.25,26.080000000000002,25.87,25.68,25.490000000000002,25.29,25.1,24.72,N/A,N/A -2012,10,2,0,30,100900,99750,98630,54.5,0,8.08,8.78,8.950000000000001,9.06,9.14,9.200000000000001,9.24,9.28,9.34,329.89,330.26,330.37,330.46,330.53000000000003,330.59000000000003,330.64,330.69,330.75,26.5,26.14,25.96,25.76,25.560000000000002,25.37,25.17,24.98,24.59,N/A,N/A -2012,10,2,1,30,100920,99760,98640,52.980000000000004,0,8.02,8.73,8.91,9.02,9.09,9.15,9.200000000000001,9.24,9.3,335.85,335.75,335.66,335.56,335.47,335.38,335.3,335.22,335.06,26.48,26.12,25.95,25.740000000000002,25.55,25.35,25.150000000000002,24.97,24.580000000000002,N/A,N/A -2012,10,2,2,30,100940,99790,98670,51.71,0,7.84,8.57,8.76,8.88,8.98,9.05,9.11,9.16,9.24,335.43,335.35,335.3,335.26,335.23,335.2,335.17,335.14,335.1,26.64,26.29,26.12,25.91,25.73,25.53,25.330000000000002,25.150000000000002,24.76,N/A,N/A -2012,10,2,3,30,100940,99790,98670,51.2,0,7.63,8.33,8.52,8.64,8.73,8.8,8.85,8.91,8.99,328.18,328.46,328.66,328.86,329.05,329.23,329.41,329.57,329.91,26.77,26.44,26.27,26.07,25.88,25.69,25.490000000000002,25.310000000000002,24.92,N/A,N/A -2012,10,2,4,30,100960,99810,98690,55.89,0,6.66,7.17,7.28,7.34,7.38,7.41,7.43,7.45,7.46,317.08,317.40000000000003,317.62,317.83,318.02,318.2,318.39,318.56,318.93,26.54,26.19,26.02,25.810000000000002,25.62,25.43,25.240000000000002,25.05,24.67,N/A,N/A -2012,10,2,5,30,100970,99820,98700,58.11,0,6.5200000000000005,6.97,7.0600000000000005,7.1000000000000005,7.12,7.140000000000001,7.15,7.15,7.17,304.72,305.56,306.16,306.75,307.31,307.84000000000003,308.40000000000003,308.92,310.09000000000003,26.13,25.76,25.59,25.39,25.21,25.02,24.830000000000002,24.66,24.3,N/A,N/A -2012,10,2,6,30,101020,99860,98740,58.33,0,5.88,6.28,6.36,6.4,6.43,6.45,6.47,6.49,6.54,310.87,311.73,312.27,312.85,313.42,314,314.62,315.21,316.61,25.72,25.36,25.19,25,24.82,24.64,24.45,24.28,23.93,N/A,N/A -2012,10,2,7,30,101040,99880,98760,58.84,0,6.72,7.19,7.28,7.32,7.36,7.38,7.4,7.42,7.49,311.49,312.58,313.28000000000003,314.03000000000003,314.75,315.47,316.26,317,318.77,25.52,25.150000000000002,24.98,24.79,24.61,24.43,24.25,24.080000000000002,23.740000000000002,N/A,N/A -2012,10,2,8,30,101060,99900,98770,62.84,0,6.65,7.13,7.24,7.3,7.3500000000000005,7.390000000000001,7.43,7.46,7.58,312.78000000000003,313.8,314.44,315.1,315.74,316.38,317.08,317.75,319.38,25,24.61,24.43,24.240000000000002,24.05,23.88,23.7,23.53,23.2,N/A,N/A -2012,10,2,9,30,101050,99890,98760,62.31,0,7.11,7.61,7.72,7.76,7.79,7.8100000000000005,7.82,7.82,7.83,322.18,322.64,322.92,323.21,323.49,323.76,324.07,324.36,325.07,25.17,24.77,24.59,24.39,24.2,24.01,23.82,23.650000000000002,23.29,N/A,N/A -2012,10,2,10,30,101090,99930,98800,62.43,0,6.96,7.44,7.53,7.57,7.58,7.59,7.58,7.58,7.55,328.79,329.16,329.39,329.62,329.83,330.05,330.28000000000003,330.48,330.97,25.11,24.7,24.52,24.310000000000002,24.12,23.93,23.740000000000002,23.56,23.19,N/A,N/A -2012,10,2,11,30,101120,99960,98840,59.550000000000004,0,6.53,6.96,7.03,7.0600000000000005,7.07,7.07,7.0600000000000005,7.05,7.0200000000000005,338.97,338.8,338.69,338.58,338.48,338.40000000000003,338.31,338.24,338.08,25.01,24.61,24.43,24.22,24.03,23.85,23.650000000000002,23.47,23.1,N/A,N/A -2012,10,2,12,30,101140,99980,98850,61.730000000000004,0,5.5600000000000005,5.86,5.9,5.91,5.91,5.89,5.87,5.8500000000000005,5.8,342.24,341.98,341.81,341.62,341.45,341.29,341.11,340.95,340.56,24.59,24.17,23.990000000000002,23.78,23.59,23.41,23.21,23.03,22.66,N/A,N/A -2012,10,2,13,30,101190,100030,98900,66.16,0,5.95,6.2700000000000005,6.32,6.32,6.3100000000000005,6.3,6.2700000000000005,6.25,6.19,340.7,340.42,340.21,339.99,339.79,339.59000000000003,339.38,339.18,338.75,24.11,23.67,23.48,23.27,23.07,22.88,22.69,22.5,22.12,N/A,N/A -2012,10,2,14,30,101230,100060,98930,68.56,0,4.96,5.18,5.2,5.2,5.19,5.16,5.14,5.11,5.04,343.77,343.63,343.53000000000003,343.42,343.29,343.17,343.04,342.91,342.56,23.740000000000002,23.3,23.1,22.900000000000002,22.71,22.52,22.330000000000002,22.150000000000002,21.78,N/A,N/A -2012,10,2,15,30,101250,100080,98950,64.79,0,4.26,4.43,4.43,4.41,4.38,4.3500000000000005,4.32,4.28,4.2,355.35,354.98,354.76,354.52,354.29,354.07,353.81,353.58,353,23.89,23.47,23.28,23.080000000000002,22.88,22.69,22.5,22.32,21.94,N/A,N/A -2012,10,2,16,30,101260,100100,98960,61.33,0,4.11,4.28,4.3,4.3,4.29,4.28,4.26,4.24,4.2,354.73,354.83,354.91,354.98,355.04,355.1,355.16,355.21,355.31,24.14,23.72,23.53,23.330000000000002,23.14,22.95,22.76,22.57,22.19,N/A,N/A -2012,10,2,17,30,101280,100110,98980,60.27,0,4.03,4.21,4.22,4.21,4.21,4.19,4.17,4.16,4.12,344.62,344.93,345.04,345.15000000000003,345.24,345.33,345.42,345.51,345.67,24.43,24.02,23.84,23.63,23.44,23.25,23.05,22.87,22.48,N/A,N/A -2012,10,2,18,30,101280,100110,98990,60.89,0,3.73,3.93,3.97,3.99,4,4.01,4.01,4.0200000000000005,4.03,344.18,343.6,343.3,343.01,342.75,342.5,342.25,342.01,341.51,24.76,24.37,24.19,23.990000000000002,23.79,23.6,23.41,23.22,22.84,N/A,N/A -2012,10,2,19,30,101280,100120,98990,57.2,0,3.7800000000000002,3.99,4.04,4.07,4.08,4.1,4.11,4.12,4.14,327.7,328.14,328.44,328.72,328.96,329.19,329.42,329.64,330.09000000000003,25.26,24.88,24.7,24.5,24.310000000000002,24.12,23.92,23.73,23.35,N/A,N/A -2012,10,2,20,30,101250,100090,98960,55.51,0,4.08,4.32,4.37,4.4,4.42,4.44,4.45,4.46,4.49,333.42,334.08,334.47,334.84000000000003,335.18,335.51,335.83,336.14,336.78000000000003,25.59,25.240000000000002,25.060000000000002,24.86,24.67,24.48,24.28,24.1,23.72,N/A,N/A -2012,10,2,21,30,101240,100080,98960,56.02,0,3.16,3.37,3.42,3.46,3.5,3.5300000000000002,3.56,3.59,3.64,333.98,334.89,335.42,335.91,336.36,336.79,337.22,337.61,338.43,25.79,25.45,25.27,25.07,24.88,24.7,24.5,24.32,23.93,N/A,N/A -2012,10,2,22,30,101250,100090,98960,51.550000000000004,0,2.4,2.58,2.64,2.69,2.74,2.7800000000000002,2.82,2.86,2.94,333.74,333.89,333.96,334.02,334.07,334.12,334.16,334.2,334.25,26.07,25.740000000000002,25.57,25.37,25.18,24.990000000000002,24.79,24.61,24.22,N/A,N/A -2012,10,2,23,30,101250,100090,98970,50.72,0,3.04,3.2,3.23,3.24,3.25,3.2600000000000002,3.2600000000000002,3.2600000000000002,3.27,326.79,327.24,327.5,327.75,327.97,328.17,328.36,328.53000000000003,328.89,26.39,26.080000000000002,25.91,25.72,25.53,25.34,25.150000000000002,24.96,24.580000000000002,N/A,N/A -2012,10,3,0,30,101280,100120,99000,49.29,0,2.44,2.59,2.63,2.65,2.67,2.69,2.71,2.72,2.75,345.3,345.73,345.95,346.16,346.35,346.52,346.68,346.83,347.12,26.44,26.13,25.96,25.76,25.57,25.39,25.19,25.01,24.62,N/A,N/A -2012,10,3,1,30,101320,100160,99040,51.45,0,3.9,4.04,4.03,3.99,3.95,3.91,3.87,3.83,3.73,332.28000000000003,332.49,332.62,332.73,332.84000000000003,332.93,333.04,333.14,333.37,26.09,25.76,25.59,25.400000000000002,25.21,25.02,24.830000000000002,24.650000000000002,24.26,N/A,N/A -2012,10,3,2,30,101370,100210,99080,50.15,0,3.81,3.93,3.91,3.88,3.85,3.8200000000000003,3.79,3.7600000000000002,3.71,305.61,308.25,309.82,311.45,312.96,314.41,315.90000000000003,317.28000000000003,320.13,26.14,25.82,25.650000000000002,25.46,25.27,25.080000000000002,24.89,24.71,24.330000000000002,N/A,N/A -2012,10,3,3,30,101400,100240,99110,47.980000000000004,0,3.45,3.5700000000000003,3.56,3.5300000000000002,3.5,3.47,3.43,3.4,3.33,16.34,16.79,17.07,17.34,17.59,17.830000000000002,18.06,18.27,18.740000000000002,26.12,25.79,25.62,25.42,25.23,25.04,24.84,24.650000000000002,24.27,N/A,N/A -2012,10,3,4,30,101410,100250,99120,47.81,0,3.33,3.44,3.43,3.4,3.38,3.36,3.33,3.31,3.25,23.26,24.01,24.52,25.02,25.490000000000002,25.93,26.38,26.79,27.650000000000002,25.95,25.61,25.43,25.23,25.04,24.85,24.650000000000002,24.47,24.080000000000002,N/A,N/A -2012,10,3,5,30,101420,100260,99140,49.38,0,3,3.08,3.0700000000000003,3.04,3.0100000000000002,2.99,2.96,2.93,2.87,45.47,46.35,46.84,47.31,47.74,48.14,48.54,48.910000000000004,49.660000000000004,25.82,25.48,25.3,25.11,24.91,24.72,24.53,24.34,23.95,N/A,N/A -2012,10,3,6,30,101450,100280,99160,50.51,0,2.47,2.5300000000000002,2.52,2.5,2.48,2.46,2.44,2.41,2.37,62.65,62.980000000000004,63.160000000000004,63.34,63.51,63.67,63.84,64,64.34,25.73,25.400000000000002,25.22,25.03,24.830000000000002,24.650000000000002,24.44,24.26,23.87,N/A,N/A -2012,10,3,7,30,101480,100310,99190,53.21,0,1.77,1.82,1.82,1.82,1.81,1.8,1.79,1.79,1.77,58.44,59.82,60.77,61.690000000000005,62.54,63.36,64.19,64.94,66.51,25.59,25.26,25.080000000000002,24.89,24.69,24.5,24.3,24.12,23.73,N/A,N/A -2012,10,3,8,30,101480,100310,99190,55.65,0,1.58,1.6,1.59,1.57,1.56,1.54,1.53,1.51,1.48,70.29,70.83,71.17,71.5,71.81,72.12,72.45,72.75,73.42,25.48,25.14,24.97,24.77,24.57,24.39,24.18,24,23.61,N/A,N/A -2012,10,3,9,30,101500,100330,99200,55.92,0,1.52,1.53,1.5,1.47,1.45,1.42,1.3900000000000001,1.37,1.33,75.04,76.66,77.55,78.43,79.24,80,80.79,81.51,83,25.45,25.12,24.94,24.740000000000002,24.55,24.36,24.16,23.97,23.580000000000002,N/A,N/A -2012,10,3,10,30,101500,100330,99210,57.07,0,1.1,1.1,1.07,1.05,1.03,1.01,0.99,0.97,0.93,91.43,93.02,93.88,94.81,95.69,96.55,97.48,98.36,100.29,25.37,25.04,24.86,24.66,24.47,24.28,24.080000000000002,23.89,23.5,N/A,N/A -2012,10,3,11,30,101530,100370,99240,58.08,0,1.23,1.23,1.2,1.17,1.1500000000000001,1.1300000000000001,1.1,1.08,1.03,100.41,101.61,102.32000000000001,103.09,103.84,104.58,105.35000000000001,106.05,107.7,25.330000000000002,24.990000000000002,24.810000000000002,24.61,24.42,24.23,24.03,23.85,23.46,N/A,N/A -2012,10,3,12,30,101540,100380,99250,58.79,0,0.62,0.68,0.7000000000000001,0.73,0.75,0.77,0.78,0.8,0.8300000000000001,155.37,156.82,157.4,157.89000000000001,158.37,158.86,159.32,159.75,160.67000000000002,25.3,24.96,24.79,24.580000000000002,24.39,24.2,24,23.82,23.43,N/A,N/A -2012,10,3,13,30,101590,100430,99300,60.370000000000005,0,1.46,1.36,1.27,1.17,1.09,1.02,0.9500000000000001,0.88,0.75,324.87,325.49,325.89,326.41,326.94,327.46,328.1,328.7,330.17,25.240000000000002,24.89,24.72,24.52,24.330000000000002,24.14,23.94,23.75,23.37,N/A,N/A -2012,10,3,14,30,101620,100450,99320,60.83,0,1.93,1.85,1.78,1.69,1.61,1.54,1.46,1.3900000000000001,1.24,319.16,319.29,319.48,319.71,319.97,320.26,320.63,320.98,321.88,25.11,24.76,24.580000000000002,24.39,24.19,24,23.81,23.63,23.240000000000002,N/A,N/A -2012,10,3,15,30,101650,100480,99350,61.370000000000005,0,0.56,0.49,0.45,0.4,0.36,0.33,0.29,0.26,0.2,323.27,324.74,326.06,327.94,330.29,332.87,337.06,340.98,355.8,25.17,24.82,24.650000000000002,24.45,24.25,24.07,23.87,23.68,23.3,N/A,N/A -2012,10,3,16,30,101650,100480,99350,62.04,0,0.6,0.5700000000000001,0.55,0.53,0.52,0.51,0.5,0.49,0.49,4.86,12.72,17.490000000000002,22.490000000000002,27.2,31.78,36.56,41,50.14,25.26,24.91,24.73,24.54,24.34,24.150000000000002,23.96,23.77,23.38,N/A,N/A -2012,10,3,17,30,101650,100490,99360,62.07,0,0.79,0.8200000000000001,0.8300000000000001,0.8300000000000001,0.84,0.84,0.84,0.85,0.86,45.87,50.7,53.5,56.2,58.730000000000004,61.18,63.660000000000004,65.96000000000001,70.74,25.37,25.02,24.84,24.64,24.45,24.26,24.060000000000002,23.88,23.490000000000002,N/A,N/A -2012,10,3,18,30,101640,100480,99350,64.47,0,1.75,1.68,1.6,1.54,1.47,1.42,1.3800000000000001,1.33,1.26,68.28,72.23,74.69,77.43,80.04,82.57000000000001,85.3,87.83,93.38,25.38,25.03,24.85,24.650000000000002,24.46,24.28,24.080000000000002,23.89,23.51,N/A,N/A -2012,10,3,19,30,101660,100490,99370,61.690000000000005,0,1.31,1.42,1.46,1.5,1.53,1.56,1.6,1.6300000000000001,1.68,140.22,144.66,146.98,148.96,150.58,151.96,153.19,154.3,156.21,25.650000000000002,25.3,25.12,24.92,24.72,24.54,24.34,24.150000000000002,23.76,N/A,N/A -2012,10,3,20,30,101660,100500,99370,61.09,0,2.16,2.27,2.3000000000000003,2.32,2.34,2.35,2.37,2.37,2.4,151.78,152.17000000000002,152.5,152.85,153.19,153.52,153.85,154.16,154.85,25.73,25.38,25.2,25,24.8,24.61,24.41,24.23,23.84,N/A,N/A -2012,10,3,21,30,101650,100490,99360,63,0,2.74,2.86,2.88,2.88,2.89,2.89,2.89,2.89,2.89,145.41,146.46,147.12,147.76,148.34,148.87,149.41,149.9,150.88,25.73,25.39,25.21,25.01,24.82,24.63,24.43,24.25,23.85,N/A,N/A -2012,10,3,22,30,101660,100500,99370,64.24,0,3.0100000000000002,3.22,3.27,3.3000000000000003,3.33,3.36,3.38,3.4,3.43,154.59,154.65,154.78,154.9,155.02,155.14000000000001,155.26,155.36,155.6,25.78,25.44,25.27,25.07,24.87,24.68,24.490000000000002,24.3,23.91,N/A,N/A -2012,10,3,23,30,101660,100500,99370,63.92,0,3.93,4.14,4.17,4.18,4.18,4.18,4.18,4.17,4.16,161.76,161.9,162,162.1,162.20000000000002,162.29,162.38,162.45000000000002,162.64000000000001,25.84,25.51,25.330000000000002,25.14,24.94,24.75,24.560000000000002,24.37,23.98,N/A,N/A -2012,10,4,0,30,101670,100510,99380,66.28,0,3.72,3.96,4.01,4.04,4.07,4.08,4.1,4.11,4.14,150.97,151.75,152.29,152.81,153.26,153.69,154.11,154.51,155.3,25.77,25.43,25.25,25.05,24.86,24.67,24.47,24.28,23.900000000000002,N/A,N/A -2012,10,4,1,30,101700,100530,99410,66.98,0,4.43,4.71,4.76,4.79,4.8,4.82,4.82,4.83,4.83,152.42000000000002,153.19,153.67000000000002,154.15,154.58,154.98,155.37,155.74,156.5,25.77,25.44,25.26,25.060000000000002,24.87,24.68,24.48,24.29,23.91,N/A,N/A -2012,10,4,2,30,101720,100560,99430,64.15,0,4.21,4.49,4.55,4.59,4.62,4.64,4.66,4.67,4.69,169.26,169.55,169.56,169.54,169.5,169.46,169.41,169.36,169.24,26.01,25.68,25.51,25.3,25.12,24.92,24.72,24.54,24.150000000000002,N/A,N/A -2012,10,4,3,30,101740,100580,99450,59.09,0,4.53,4.82,4.88,4.91,4.93,4.95,4.96,4.97,4.98,176.08,175.41,175.02,174.64000000000001,174.31,174,173.69,173.42000000000002,172.88,26.13,25.810000000000002,25.64,25.44,25.25,25.060000000000002,24.86,24.68,24.29,N/A,N/A -2012,10,4,4,30,101740,100580,99450,62.57,0,4.46,4.79,4.87,4.92,4.95,4.97,5,5.01,5.04,165.52,166.04,166.18,166.27,166.33,166.36,166.37,166.38,166.36,26.05,25.73,25.55,25.35,25.16,24.97,24.77,24.59,24.2,N/A,N/A -2012,10,4,5,30,101770,100600,99480,59.01,0,4.91,5.24,5.29,5.3100000000000005,5.32,5.32,5.32,5.3100000000000005,5.3,161.45000000000002,161.82,162.05,162.29,162.5,162.70000000000002,162.9,163.1,163.49,26.13,25.810000000000002,25.64,25.44,25.25,25.060000000000002,24.86,24.68,24.29,N/A,N/A -2012,10,4,6,30,101800,100630,99510,60.03,0,4.67,5.0200000000000005,5.1000000000000005,5.15,5.19,5.22,5.24,5.26,5.29,164.65,164.86,164.94,165.02,165.08,165.13,165.17000000000002,165.22,165.3,26.080000000000002,25.76,25.59,25.39,25.2,25.01,24.810000000000002,24.63,24.240000000000002,N/A,N/A -2012,10,4,7,30,101840,100680,99550,63,0,4.94,5.29,5.3500000000000005,5.39,5.41,5.42,5.43,5.44,5.44,173.45000000000002,173.36,173.29,173.19,173.11,173.03,172.95000000000002,172.88,172.73,26.01,25.68,25.51,25.310000000000002,25.12,24.93,24.73,24.55,24.16,N/A,N/A -2012,10,4,8,30,101860,100690,99570,67.77,0,5.5600000000000005,5.95,6.0200000000000005,6.05,6.07,6.08,6.08,6.08,6.0600000000000005,159.58,160.31,160.72,161.12,161.47,161.8,162.12,162.42000000000002,163,25.900000000000002,25.57,25.39,25.19,25,24.810000000000002,24.61,24.43,24.04,N/A,N/A -2012,10,4,9,30,101880,100710,99590,62.85,0,5.43,5.7700000000000005,5.83,5.84,5.8500000000000005,5.84,5.84,5.83,5.8,173.35,173.18,173.12,173.05,173,172.95000000000002,172.9,172.86,172.8,26.04,25.71,25.54,25.34,25.150000000000002,24.96,24.76,24.57,24.19,N/A,N/A -2012,10,4,10,30,101920,100750,99620,64.72,0,5.22,5.63,5.72,5.7700000000000005,5.8100000000000005,5.84,5.87,5.89,5.92,163.1,163.78,164.16,164.51,164.83,165.13,165.43,165.70000000000002,166.26,26.080000000000002,25.76,25.59,25.39,25.2,25.01,24.82,24.63,24.240000000000002,N/A,N/A -2012,10,4,11,30,101930,100770,99640,67.1,0,5.45,5.8500000000000005,5.93,5.98,6.01,6.03,6.05,6.0600000000000005,6.08,160.8,160.83,160.88,160.93,160.97,161.02,161.06,161.11,161.21,26.03,25.7,25.53,25.330000000000002,25.14,24.95,24.75,24.57,24.18,N/A,N/A -2012,10,4,12,30,101980,100810,99680,67.86,0,5.55,6,6.1000000000000005,6.15,6.19,6.22,6.24,6.25,6.2700000000000005,148.56,148.9,149.18,149.45000000000002,149.69,149.92000000000002,150.15,150.36,150.8,26.04,25.71,25.53,25.330000000000002,25.14,24.95,24.75,24.57,24.18,N/A,N/A -2012,10,4,13,30,102010,100850,99720,68.71000000000001,0,5.34,5.74,5.82,5.86,5.88,5.9,5.91,5.92,5.92,157.11,157.14000000000001,157.08,156.99,156.89000000000001,156.79,156.67000000000002,156.56,156.32,26.03,25.69,25.52,25.32,25.13,24.94,24.75,24.560000000000002,24.17,N/A,N/A -2012,10,4,14,30,102060,100890,99760,69.86,0,5.5600000000000005,6,6.09,6.140000000000001,6.18,6.2,6.22,6.23,6.25,151.43,151.82,152,152.15,152.28,152.39000000000001,152.49,152.58,152.73,26.05,25.72,25.55,25.35,25.150000000000002,24.97,24.77,24.580000000000002,24.2,N/A,N/A -2012,10,4,15,30,102070,100900,99770,69.03,0,5.8,6.25,6.3500000000000005,6.4,6.44,6.46,6.48,6.5,6.5200000000000005,152.59,152.41,152.28,152.13,152,151.86,151.73,151.62,151.37,26.07,25.73,25.560000000000002,25.36,25.17,24.98,24.78,24.6,24.21,N/A,N/A -2012,10,4,16,30,102080,100910,99780,70.49,0,5.58,6.01,6.1000000000000005,6.15,6.18,6.2,6.21,6.22,6.23,148.92000000000002,149.12,149.24,149.35,149.46,149.57,149.69,149.79,150.04,26.01,25.67,25.5,25.3,25.11,24.92,24.72,24.54,24.150000000000002,N/A,N/A -2012,10,4,17,30,102080,100910,99780,71.79,0,5.25,5.67,5.76,5.82,5.87,5.91,5.93,5.96,6,145.77,146.4,146.8,147.18,147.52,147.84,148.16,148.44,149.02,26.02,25.68,25.5,25.3,25.11,24.92,24.72,24.54,24.14,N/A,N/A -2012,10,4,18,30,102070,100900,99770,70.29,0,5.59,6.03,6.13,6.18,6.22,6.25,6.2700000000000005,6.29,6.32,146.97,147.9,148.41,148.9,149.34,149.74,150.14000000000001,150.5,151.24,26.07,25.72,25.55,25.35,25.16,24.97,24.77,24.59,24.2,N/A,N/A -2012,10,4,19,30,102080,100920,99790,68.97,0,4.74,5.0600000000000005,5.13,5.17,5.2,5.22,5.23,5.24,5.26,160.99,160.61,160.41,160.22,160.06,159.91,159.76,159.63,159.35,26.19,25.86,25.69,25.490000000000002,25.3,25.11,24.91,24.72,24.34,N/A,N/A -2012,10,4,20,30,102040,100880,99750,73.43,0,5.42,5.8,5.87,5.9,5.92,5.93,5.94,5.94,5.93,153.36,154.08,154.48,154.87,155.21,155.54,155.86,156.16,156.75,26.13,25.78,25.61,25.41,25.22,25.03,24.830000000000002,24.64,24.25,N/A,N/A -2012,10,4,21,30,102040,100870,99740,71.99,0,4.46,4.76,4.82,4.8500000000000005,4.86,4.87,4.88,4.89,4.89,154.47,154.36,154.31,154.26,154.21,154.17000000000002,154.13,154.08,154,26.17,25.84,25.67,25.47,25.28,25.09,24.900000000000002,24.71,24.32,N/A,N/A -2012,10,4,22,30,102030,100870,99740,74.01,0,4.14,4.43,4.51,4.55,4.59,4.62,4.64,4.67,4.71,148.38,148.78,149.03,149.25,149.46,149.65,149.84,150.02,150.37,26.060000000000002,25.740000000000002,25.560000000000002,25.37,25.18,24.990000000000002,24.79,24.6,24.22,N/A,N/A -2012,10,4,23,30,102010,100850,99720,71.95,0,4.01,4.2700000000000005,4.32,4.34,4.3500000000000005,4.36,4.36,4.36,4.36,147.91,148.14000000000001,148.33,148.5,148.66,148.82,148.98,149.13,149.46,26.11,25.79,25.62,25.42,25.23,25.04,24.84,24.66,24.27,N/A,N/A 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-2012,10,5,4,30,101950,100780,99650,75.86,0,4.62,4.93,5,5.04,5.0600000000000005,5.08,5.09,5.1000000000000005,5.11,146.26,146.31,146.36,146.41,146.46,146.5,146.56,146.6,146.70000000000002,25.68,25.330000000000002,25.16,24.96,24.76,24.57,24.38,24.19,23.81,N/A,N/A -2012,10,5,5,30,101930,100770,99640,74.97,0,4.26,4.55,4.61,4.64,4.67,4.69,4.7,4.72,4.74,149.11,149.06,149.03,148.99,148.96,148.92000000000002,148.88,148.84,148.76,25.650000000000002,25.3,25.13,24.93,24.740000000000002,24.55,24.35,24.16,23.78,N/A,N/A -2012,10,5,6,30,101930,100760,99630,73.33,0,4.49,4.79,4.86,4.89,4.92,4.94,4.96,4.97,4.99,149.17000000000002,149.12,149.13,149.14000000000001,149.15,149.16,149.17000000000002,149.17000000000002,149.17000000000002,25.67,25.32,25.14,24.94,24.75,24.560000000000002,24.36,24.18,23.79,N/A,N/A 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-2012,10,7,6,30,101730,100540,99390,83.09,0,9.99,10.69,10.83,10.88,10.9,10.9,10.88,10.86,10.8,28.88,29.32,29.61,29.900000000000002,30.17,30.44,30.73,31,31.61,20.32,19.650000000000002,19.400000000000002,19.17,18.96,18.76,18.56,18.37,17.990000000000002,N/A,N/A -2012,10,7,7,30,101790,100600,99440,81.89,0,10.6,11.370000000000001,11.53,11.59,11.620000000000001,11.620000000000001,11.61,11.6,11.540000000000001,24.76,25.01,25.16,25.310000000000002,25.45,25.59,25.75,25.900000000000002,26.25,19.56,18.84,18.580000000000002,18.35,18.13,17.93,17.72,17.53,17.14,N/A,N/A -2012,10,7,8,30,101840,100640,99480,82.52,0,10.11,10.82,10.96,11.01,11.040000000000001,11.040000000000001,11.03,11.02,10.96,23.77,24.09,24.310000000000002,24.52,24.72,24.91,25.13,25.32,25.77,19.06,18.330000000000002,18.07,17.84,17.62,17.42,17.22,17.03,16.64,N/A,N/A -2012,10,7,9,30,101870,100670,99500,85.05,0,11.21,12.030000000000001,12.19,12.26,12.290000000000001,12.3,12.290000000000001,12.27,12.22,25.25,25.43,25.55,25.67,25.79,25.900000000000002,26.02,26.13,26.400000000000002,18.21,17.42,17.14,16.9,16.68,16.48,16.27,16.080000000000002,15.69,N/A,N/A -2012,10,7,10,30,101930,100730,99560,85.89,0,10.35,11.08,11.23,11.290000000000001,11.31,11.32,11.31,11.290000000000001,11.24,25.740000000000002,25.85,25.94,26.03,26.13,26.22,26.330000000000002,26.43,26.66,17.82,17.03,16.75,16.51,16.29,16.09,15.88,15.68,15.290000000000001,N/A,N/A -2012,10,7,11,30,101940,100740,99570,86.60000000000001,0,10.66,11.4,11.540000000000001,11.59,11.620000000000001,11.620000000000001,11.61,11.6,11.55,19.35,19.56,19.69,19.81,19.94,20.05,20.18,20.3,20.580000000000002,17.41,16.6,16.32,16.080000000000002,15.860000000000001,15.66,15.450000000000001,15.26,14.870000000000001,N/A,N/A -2012,10,7,12,30,101990,100780,99610,86.69,0,10.27,10.97,11.11,11.17,11.19,11.200000000000001,11.19,11.19,11.14,21.18,21.330000000000002,21.42,21.51,21.61,21.7,21.8,21.89,22.12,17.04,16.22,15.94,15.700000000000001,15.48,15.280000000000001,15.07,14.870000000000001,14.48,N/A,N/A -2012,10,7,13,30,102030,100820,99650,86.4,0,10.43,11.13,11.25,11.3,11.31,11.31,11.290000000000001,11.27,11.200000000000001,22.8,23,23.12,23.240000000000002,23.37,23.48,23.61,23.740000000000002,24.02,16.38,15.540000000000001,15.26,15.01,14.780000000000001,14.58,14.370000000000001,14.18,13.790000000000001,N/A,N/A -2012,10,7,14,30,102050,100840,99660,85.3,0,10.6,11.32,11.44,11.49,11.5,11.5,11.48,11.46,11.39,19.79,20.01,20.150000000000002,20.29,20.42,20.54,20.68,20.81,21.11,16.11,15.25,14.97,14.72,14.5,14.3,14.09,13.89,13.5,N/A,N/A -2012,10,7,15,30,102040,100830,99650,82.82000000000001,0,10.200000000000001,10.88,11,11.040000000000001,11.06,11.06,11.040000000000001,11.03,10.97,16.740000000000002,16.990000000000002,17.16,17.32,17.490000000000002,17.63,17.8,17.96,18.3,16.19,15.36,15.07,14.83,14.61,14.41,14.200000000000001,14,13.61,N/A,N/A -2012,10,7,16,30,102040,100830,99650,79.66,0,9.52,10.14,10.25,10.3,10.32,10.33,10.32,10.32,10.27,16.88,17.27,17.5,17.73,17.95,18.16,18.38,18.580000000000002,19.02,16.61,15.81,15.530000000000001,15.290000000000001,15.07,14.86,14.65,14.46,14.06,N/A,N/A -2012,10,7,17,30,101990,100790,99610,75.38,0,9.27,9.88,9.99,10.05,10.07,10.08,10.07,10.06,10.03,17.740000000000002,17.89,18.01,18.12,18.23,18.32,18.43,18.53,18.75,17.2,16.43,16.16,15.93,15.700000000000001,15.5,15.290000000000001,15.1,14.700000000000001,N/A,N/A -2012,10,7,18,30,101990,100780,99620,72.68,0,8.05,8.56,8.67,8.72,8.75,8.76,8.77,8.77,8.76,22.53,22.67,22.79,22.900000000000002,23,23.1,23.2,23.29,23.490000000000002,18.25,17.55,17.29,17.06,16.830000000000002,16.63,16.42,16.22,15.82,N/A,N/A -2012,10,7,19,30,101950,100760,99590,70.03,0,7.6000000000000005,8.07,8.16,8.21,8.23,8.25,8.26,8.26,8.25,22.79,22.81,22.82,22.82,22.82,22.81,22.81,22.81,22.81,19.14,18.490000000000002,18.25,18.02,17.8,17.6,17.39,17.2,16.8,N/A,N/A -2012,10,7,20,30,101910,100710,99560,67.08,0,7.29,7.74,7.84,7.9,7.930000000000001,7.95,7.96,7.97,7.97,19.580000000000002,19.830000000000002,19.92,20.02,20.11,20.2,20.3,20.39,20.57,20.02,19.400000000000002,19.16,18.94,18.72,18.52,18.31,18.12,17.72,N/A,N/A -2012,10,7,21,30,101850,100660,99510,67.04,0,7.61,8.1,8.2,8.25,8.28,8.290000000000001,8.3,8.31,8.31,11.14,11.55,11.83,12.09,12.31,12.52,12.73,12.92,13.3,20.64,20.05,19.81,19.59,19.37,19.17,18.97,18.77,18.37,N/A,N/A -2012,10,7,22,30,101880,100690,99540,65.34,0,7.29,7.75,7.84,7.88,7.91,7.92,7.930000000000001,7.930000000000001,7.92,16.5,17.11,17.44,17.75,18.05,18.34,18.63,18.89,19.45,20.94,20.37,20.14,19.91,19.7,19.51,19.3,19.11,18.71,N/A,N/A -2012,10,7,23,30,101890,100710,99550,66.77,0,7.26,7.69,7.7700000000000005,7.8,7.8100000000000005,7.8100000000000005,7.8100000000000005,7.8,7.7700000000000005,21.25,21.73,22.01,22.27,22.52,22.75,22.98,23.19,23.650000000000002,21,20.43,20.2,19.98,19.77,19.57,19.36,19.16,18.76,N/A,N/A -2012,10,8,0,30,101900,100710,99550,68.09,0,7.9,8.370000000000001,8.44,8.46,8.46,8.44,8.42,8.4,8.33,14.98,15.24,15.4,15.56,15.71,15.84,15.99,16.13,16.41,20.63,20.02,19.79,19.56,19.35,19.150000000000002,18.94,18.75,18.36,N/A,N/A -2012,10,8,1,30,101950,100750,99600,71.60000000000001,0,8.91,9.47,9.57,9.6,9.6,9.6,9.57,9.55,9.48,14.07,14.43,14.63,14.83,15.02,15.21,15.4,15.57,15.96,19.84,19.18,18.93,18.7,18.48,18.28,18.07,17.88,17.490000000000002,N/A,N/A -2012,10,8,2,30,101990,100790,99630,72.48,0,8.92,9.49,9.61,9.65,9.66,9.67,9.65,9.64,9.59,22.95,23.19,23.34,23.48,23.62,23.740000000000002,23.87,24,24.27,19.32,18.63,18.38,18.150000000000002,17.93,17.73,17.52,17.330000000000002,16.93,N/A,N/A -2012,10,8,3,30,101980,100780,99620,73.56,0,9.34,9.96,10.08,10.120000000000001,10.14,10.14,10.120000000000001,10.1,10.05,24.45,24.77,24.96,25.13,25.3,25.46,25.63,25.78,26.12,19.22,18.52,18.27,18.04,17.82,17.62,17.41,17.22,16.82,N/A,N/A -2012,10,8,4,30,101960,100760,99600,74.87,0,9.63,10.27,10.39,10.44,10.46,10.46,10.44,10.42,10.36,26.13,26.44,26.650000000000002,26.84,27.02,27.19,27.37,27.53,27.87,19.04,18.32,18.07,17.830000000000002,17.61,17.41,17.2,17.01,16.61,N/A,N/A -2012,10,8,5,30,101970,100780,99610,75.71000000000001,0,9.5,10.13,10.25,10.290000000000001,10.31,10.31,10.290000000000001,10.28,10.22,30.11,30.53,30.8,31.05,31.29,31.51,31.740000000000002,31.95,32.410000000000004,19.01,18.29,18.04,17.8,17.580000000000002,17.38,17.17,16.98,16.59,N/A,N/A -2012,10,8,6,30,102000,100800,99640,75.71000000000001,0,9.46,10.08,10.200000000000001,10.24,10.25,10.25,10.24,10.22,10.17,29.47,29.900000000000002,30.18,30.44,30.7,30.93,31.17,31.39,31.86,18.89,18.17,17.92,17.68,17.46,17.26,17.05,16.85,16.46,N/A,N/A -2012,10,8,7,30,102030,100830,99670,74.98,0,9.1,9.67,9.78,9.81,9.82,9.81,9.8,9.78,9.71,31.330000000000002,31.84,32.14,32.410000000000004,32.67,32.92,33.17,33.4,33.89,18.650000000000002,17.93,17.68,17.44,17.23,17.02,16.81,16.62,16.22,N/A,N/A -2012,10,8,8,30,102040,100840,99670,76.14,0,8.53,9.040000000000001,9.13,9.15,9.15,9.14,9.120000000000001,9.09,9.02,28.62,28.990000000000002,29.22,29.43,29.64,29.830000000000002,30.02,30.2,30.580000000000002,18.5,17.81,17.56,17.32,17.11,16.91,16.7,16.51,16.11,N/A,N/A -2012,10,8,9,30,102050,100850,99690,75.16,0,7.890000000000001,8.33,8.4,8.42,8.41,8.4,8.38,8.36,8.290000000000001,29.6,30.02,30.32,30.59,30.84,31.07,31.310000000000002,31.53,31.98,18.6,17.93,17.68,17.45,17.240000000000002,17.03,16.82,16.63,16.240000000000002,N/A,N/A -2012,10,8,10,30,102100,100890,99730,74.77,0,8.120000000000001,8.56,8.620000000000001,8.63,8.620000000000001,8.61,8.58,8.55,8.47,24.310000000000002,24.900000000000002,25.3,25.67,26.02,26.35,26.7,27.01,27.69,18.45,17.76,17.51,17.28,17.06,16.86,16.65,16.46,16.06,N/A,N/A -2012,10,8,11,30,102130,100920,99750,73.69,0,8.16,8.59,8.65,8.65,8.63,8.6,8.56,8.52,8.41,19.53,19.87,20.09,20.31,20.52,20.7,20.92,21.12,21.54,17.72,17.01,16.75,16.51,16.3,16.1,15.89,15.700000000000001,15.31,N/A,N/A -2012,10,8,12,30,102140,100930,99760,74.53,0,8.38,8.84,8.9,8.91,8.89,8.870000000000001,8.83,8.8,8.71,18.27,18.45,18.57,18.68,18.79,18.89,18.990000000000002,19.080000000000002,19.29,17.35,16.62,16.35,16.12,15.9,15.700000000000001,15.49,15.3,14.9,N/A,N/A -2012,10,8,13,30,102180,100970,99800,74.46000000000001,0,9.17,9.71,9.8,9.81,9.81,9.78,9.75,9.71,9.620000000000001,17.580000000000002,17.71,17.77,17.84,17.900000000000002,17.96,18.02,18.080000000000002,18.2,16.91,16.14,15.860000000000001,15.620000000000001,15.4,15.19,14.98,14.790000000000001,14.39,N/A,N/A -2012,10,8,14,30,102210,101000,99830,74.16,0,8.01,8.44,8.51,8.52,8.51,8.5,8.47,8.44,8.370000000000001,26.29,26.5,26.64,26.77,26.88,26.990000000000002,27.09,27.19,27.38,17.03,16.3,16.03,15.790000000000001,15.57,15.370000000000001,15.16,14.96,14.57,N/A,N/A -2012,10,8,15,30,102210,101000,99830,73.02,0,7.04,7.43,7.49,7.51,7.5200000000000005,7.5200000000000005,7.51,7.5,7.46,33.6,33.8,33.92,34.03,34.12,34.22,34.32,34.4,34.58,17.7,17.02,16.76,16.52,16.3,16.1,15.89,15.69,15.3,N/A,N/A -2012,10,8,16,30,102200,100990,99820,73.81,0,6.79,7.1000000000000005,7.12,7.11,7.08,7.0600000000000005,7.0200000000000005,6.98,6.890000000000001,19.91,20.48,20.830000000000002,21.18,21.5,21.8,22.11,22.400000000000002,23.01,17.77,17.11,16.86,16.62,16.41,16.2,16,15.8,15.41,N/A,N/A -2012,10,8,17,30,102140,100940,99770,70.78,0,6.8,7.12,7.16,7.15,7.140000000000001,7.12,7.08,7.05,6.98,16.78,17.080000000000002,17.27,17.46,17.63,17.79,17.97,18.13,18.48,17.85,17.19,16.94,16.71,16.5,16.3,16.09,15.9,15.5,N/A,N/A -2012,10,8,18,30,102140,100930,99760,68,0,5.5600000000000005,5.83,5.87,5.89,5.9,5.9,5.89,5.89,5.87,19.63,19.68,19.72,19.75,19.79,19.82,19.85,19.88,19.95,18.28,17.66,17.42,17.2,16.98,16.78,16.57,16.38,15.98,N/A,N/A -2012,10,8,19,30,102090,100890,99720,67.52,0,5.46,5.74,5.8,5.83,5.8500000000000005,5.86,5.87,5.87,5.88,17.59,17.55,17.56,17.57,17.580000000000002,17.580000000000002,17.59,17.6,17.61,19.05,18.46,18.23,18,17.78,17.580000000000002,17.37,17.18,16.78,N/A,N/A -2012,10,8,20,30,102030,100840,99680,64.81,0,4.96,5.19,5.22,5.23,5.24,5.24,5.23,5.22,5.21,16.73,16.9,17.04,17.18,17.3,17.41,17.53,17.64,17.86,19.54,18.98,18.75,18.53,18.32,18.12,17.91,17.72,17.32,N/A,N/A -2012,10,8,21,30,102010,100820,99660,64.42,0,3.72,3.89,3.92,3.94,3.96,3.96,3.97,3.97,3.98,26.25,26.71,26.97,27.22,27.45,27.66,27.87,28.060000000000002,28.46,20,19.48,19.26,19.04,18.830000000000002,18.63,18.43,18.23,17.830000000000002,N/A,N/A -2012,10,8,22,30,101990,100790,99640,64.28,0,3.45,3.6,3.62,3.63,3.64,3.65,3.65,3.65,3.66,39.02,38.68,38.37,38.06,37.79,37.54,37.28,37.04,36.58,20.45,19.95,19.73,19.51,19.3,19.11,18.900000000000002,18.71,18.31,N/A,N/A -2012,10,8,23,30,101950,100760,99600,61.92,0,4.04,4.19,4.21,4.2,4.19,4.18,4.17,4.15,4.12,50.01,49.09,48.51,47.94,47.410000000000004,46.910000000000004,46.36,45.86,44.800000000000004,20.78,20.27,20.06,19.84,19.64,19.44,19.240000000000002,19.05,18.66,N/A,N/A -2012,10,9,0,30,101920,100730,99580,61.46,0,3.7800000000000002,3.95,3.97,3.98,3.98,3.98,3.98,3.97,3.96,40.89,40.82,40.72,40.63,40.53,40.44,40.33,40.230000000000004,39.980000000000004,21.07,20.580000000000002,20.37,20.150000000000002,19.95,19.76,19.55,19.36,18.97,N/A,N/A -2012,10,9,1,30,101930,100740,99590,63.17,0,3.7600000000000002,3.92,3.94,3.94,3.93,3.93,3.92,3.91,3.89,36.94,37.35,37.61,37.87,38.1,38.31,38.54,38.75,39.19,21.29,20.8,20.6,20.38,20.17,19.98,19.77,19.59,19.19,N/A,N/A -2012,10,9,2,30,101940,100750,99600,64.84,0,4.32,4.48,4.48,4.47,4.45,4.43,4.41,4.39,4.34,49.18,49.64,49.980000000000004,50.32,50.64,50.94,51.26,51.550000000000004,52.2,21.330000000000002,20.84,20.63,20.41,20.21,20.01,19.81,19.62,19.22,N/A,N/A -2012,10,9,3,30,101910,100730,99580,68.07000000000001,0,4.72,4.91,4.93,4.93,4.91,4.9,4.88,4.86,4.82,49.51,50.34,50.89,51.43,51.92,52.38,52.86,53.300000000000004,54.19,21.32,20.81,20.6,20.38,20.18,19.98,19.78,19.59,19.19,N/A,N/A -2012,10,9,4,30,101880,100690,99540,69.57000000000001,0,4.62,4.82,4.84,4.84,4.84,4.83,4.82,4.8,4.7700000000000005,57.97,58.77,59.25,59.71,60.120000000000005,60.51,60.910000000000004,61.28,62.04,21.400000000000002,20.900000000000002,20.69,20.47,20.27,20.07,19.87,19.68,19.28,N/A,N/A -2012,10,9,5,30,101850,100670,99520,71.76,0,4.14,4.29,4.3100000000000005,4.3,4.29,4.28,4.2700000000000005,4.25,4.22,67.73,68.53,69.01,69.47,69.89,70.28,70.67,71.03,71.79,21.54,21.05,20.84,20.62,20.42,20.22,20.02,19.830000000000002,19.44,N/A,N/A 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-2012,10,9,10,30,101840,100660,99520,73.8,0,3.85,3.99,3.99,3.98,3.96,3.94,3.92,3.9,3.85,129.42000000000002,130.21,130.69,131.18,131.62,132.04,132.48,132.88,133.75,22.64,22.22,22.02,21.81,21.61,21.42,21.21,21.03,20.63,N/A,N/A -2012,10,9,11,30,101860,100680,99540,74.13,0,2.77,2.96,3.02,3.06,3.09,3.13,3.15,3.17,3.2,118.09,120.3,121.59,122.77,123.78,124.69,125.58,126.4,128.01,22.830000000000002,22.43,22.240000000000002,22.03,21.830000000000002,21.64,21.44,21.25,20.86,N/A,N/A -2012,10,9,12,30,101850,100670,99530,73.17,0,3.43,3.59,3.62,3.64,3.65,3.66,3.66,3.67,3.67,151.6,152.04,152.20000000000002,152.35,152.49,152.62,152.76,152.89000000000001,153.14000000000001,23.19,22.78,22.59,22.39,22.19,22,21.79,21.61,21.22,N/A,N/A -2012,10,9,13,30,101840,100660,99520,70.38,0,1.45,1.53,1.56,1.59,1.62,1.6400000000000001,1.67,1.69,1.75,147.9,149.36,150.29,151.13,151.86,152.52,153.16,153.75,154.86,23.41,23.04,22.85,22.650000000000002,22.46,22.27,22.07,21.89,21.5,N/A,N/A -2012,10,9,14,30,101820,100640,99510,74.08,0,3.24,3.37,3.38,3.37,3.35,3.34,3.33,3.31,3.2800000000000002,126.29,127.11,127.52,127.89,128.23,128.54,128.84,129.1,129.62,23.580000000000002,23.19,23,22.8,22.6,22.41,22.21,22.03,21.64,N/A,N/A -2012,10,9,15,30,101850,100680,99540,79.52,0,4,4.14,4.15,4.13,4.11,4.09,4.0600000000000005,4.03,3.98,133.97,134.72,135.21,135.71,136.19,136.65,137.13,137.57,138.55,23.330000000000002,22.92,22.740000000000002,22.53,22.34,22.150000000000002,21.95,21.76,21.38,N/A,N/A -2012,10,9,16,30,101810,100640,99500,79.39,0,3.22,3.36,3.39,3.4,3.41,3.42,3.42,3.43,3.44,117.07000000000001,118.86,119.99000000000001,121.08,122.07000000000001,123.02,123.97,124.84,126.67,23.5,23.11,22.92,22.72,22.52,22.330000000000002,22.13,21.94,21.56,N/A,N/A -2012,10,9,17,30,101780,100610,99470,76.60000000000001,0,3.63,3.8000000000000003,3.83,3.85,3.86,3.87,3.87,3.88,3.88,146.27,147.13,147.72,148.27,148.76,149.24,149.71,150.14000000000001,151.01,23.830000000000002,23.45,23.26,23.06,22.86,22.67,22.47,22.29,21.900000000000002,N/A,N/A -2012,10,9,18,30,101740,100570,99440,79.74,0,4.1,4.33,4.37,4.39,4.4,4.41,4.41,4.41,4.41,140.44,141.12,141.49,141.82,142.11,142.36,142.61,142.85,143.29,23.95,23.56,23.37,23.16,22.97,22.77,22.57,22.39,22,N/A,N/A -2012,10,9,19,30,101720,100550,99420,79.58,0,5.42,5.76,5.82,5.8500000000000005,5.87,5.88,5.88,5.88,5.87,139.6,140.11,140.42000000000002,140.72,140.98,141.23,141.49,141.73,142.24,24.07,23.67,23.48,23.27,23.080000000000002,22.89,22.69,22.5,22.11,N/A,N/A -2012,10,9,20,30,101670,100500,99370,79.24,0,5.08,5.36,5.41,5.43,5.44,5.44,5.43,5.43,5.41,145.27,145.68,145.94,146.18,146.4,146.61,146.81,147.01,147.41,24.2,23.81,23.62,23.42,23.22,23.03,22.830000000000002,22.650000000000002,22.26,N/A,N/A -2012,10,9,21,30,101630,100470,99330,77.77,0,4.92,5.18,5.21,5.21,5.19,5.18,5.15,5.13,5.08,165.56,165.37,165.28,165.20000000000002,165.12,165.05,164.99,164.94,164.82,24.400000000000002,24.03,23.85,23.64,23.45,23.26,23.06,22.87,22.48,N/A,N/A -2012,10,9,22,30,101610,100450,99320,79.83,0,5.48,5.86,5.95,6,6.03,6.05,6.07,6.08,6.09,151.23,151.39000000000001,151.48,151.57,151.66,151.74,151.82,151.91,152.08,24.38,24,23.82,23.61,23.42,23.23,23.03,22.84,22.45,N/A,N/A -2012,10,9,23,30,101580,100420,99290,78.19,0,4.29,4.57,4.64,4.67,4.7,4.72,4.74,4.75,4.7700000000000005,165.07,165.33,165.61,165.88,166.13,166.38,166.62,166.85,167.34,24.44,24.080000000000002,23.89,23.69,23.5,23.31,23.11,22.92,22.53,N/A,N/A -2012,10,10,0,30,101570,100410,99280,79.15,0,5.38,5.71,5.78,5.8,5.8100000000000005,5.8100000000000005,5.8,5.8,5.76,161.03,161.35,161.72,162.11,162.48,162.85,163.25,163.62,164.45000000000002,24.6,24.23,24.060000000000002,23.85,23.66,23.47,23.27,23.09,22.7,N/A,N/A -2012,10,10,1,30,101580,100410,99280,79.73,0.4,6.05,6.49,6.58,6.63,6.65,6.66,6.67,6.67,6.65,166.62,166.65,166.81,167.01,167.22,167.43,167.67000000000002,167.9,168.46,24.66,24.29,24.11,23.91,23.71,23.53,23.330000000000002,23.150000000000002,22.77,N/A,N/A -2012,10,10,2,30,101600,100440,99310,76.67,0,6.45,6.890000000000001,6.98,7.01,7.03,7.04,7.03,7.03,7.01,171.49,171.36,171.33,171.32,171.3,171.28,171.27,171.25,171.27,24.91,24.55,24.38,24.18,23.98,23.79,23.6,23.41,23.03,N/A,N/A -2012,10,10,3,30,101590,100430,99300,77.16,0,7.32,7.8100000000000005,7.87,7.87,7.84,7.79,7.74,7.68,7.5600000000000005,177.81,177.98,178.02,178.03,178.03,178.02,178,177.97,177.87,25.03,24.68,24.51,24.310000000000002,24.12,23.93,23.740000000000002,23.55,23.17,N/A,N/A -2012,10,10,4,30,101590,100430,99300,79.68,0,6.3500000000000005,6.88,7.01,7.08,7.13,7.17,7.19,7.21,7.23,173.51,173.94,174.11,174.24,174.34,174.41,174.47,174.52,174.59,25,24.64,24.46,24.26,24.07,23.88,23.68,23.490000000000002,23.1,N/A,N/A -2012,10,10,5,30,101610,100450,99320,77.99,0,7,7.54,7.68,7.73,7.7700000000000005,7.79,7.8,7.8,7.79,177.6,178.25,178.48,178.67000000000002,178.81,178.93,179.04,179.14000000000001,179.3,25.19,24.86,24.68,24.48,24.29,24.1,23.900000000000002,23.72,23.330000000000002,N/A,N/A -2012,10,10,6,30,101630,100470,99340,77.65,0,6.54,7.09,7.21,7.26,7.29,7.3100000000000005,7.3100000000000005,7.3,7.2700000000000005,177.17000000000002,177.36,177.4,177.42000000000002,177.43,177.42000000000002,177.4,177.39000000000001,177.34,25.28,24.94,24.76,24.560000000000002,24.36,24.17,23.97,23.78,23.39,N/A,N/A -2012,10,10,7,30,101670,100510,99380,75.66,0,5.75,6.2,6.3100000000000005,6.38,6.42,6.46,6.48,6.51,6.54,176.19,176.73,177.03,177.28,177.48,177.68,177.85,178.02,178.34,25.400000000000002,25.080000000000002,24.900000000000002,24.7,24.51,24.32,24.12,23.93,23.54,N/A,N/A -2012,10,10,8,30,101710,100550,99430,76.63,0,4.87,5.21,5.28,5.32,5.34,5.36,5.37,5.37,5.38,180.11,180.75,181.11,181.43,181.70000000000002,181.96,182.18,182.38,182.76,25.48,25.150000000000002,24.98,24.78,24.59,24.39,24.2,24.01,23.62,N/A,N/A -2012,10,10,9,30,101760,100590,99470,73.81,0,4.14,4.5,4.61,4.69,4.76,4.82,4.88,4.93,5.0200000000000005,170.66,171.85,172.52,173.06,173.52,173.93,174.3,174.64000000000001,175.3,25.490000000000002,25.18,25.01,24.810000000000002,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,10,10,30,101790,100630,99500,72.86,0,3.3200000000000003,3.56,3.63,3.67,3.71,3.74,3.7600000000000002,3.79,3.83,178.53,178.65,178.68,178.64000000000001,178.57,178.48,178.37,178.27,177.99,25.59,25.27,25.1,24.900000000000002,24.72,24.53,24.330000000000002,24.150000000000002,23.76,N/A,N/A -2012,10,10,11,30,101820,100660,99530,75,0,2.59,2.7600000000000002,2.8000000000000003,2.83,2.85,2.86,2.88,2.89,2.91,155.73,157.36,158.31,159.21,160,160.76,161.49,162.17000000000002,163.53,25.560000000000002,25.25,25.080000000000002,24.88,24.69,24.5,24.310000000000002,24.12,23.740000000000002,N/A,N/A -2012,10,10,12,30,101870,100710,99580,75.73,0,3.67,3.89,3.92,3.93,3.93,3.92,3.92,3.91,3.89,157.16,157.64000000000001,157.91,158.15,158.36,158.56,158.75,158.93,159.28,25.580000000000002,25.26,25.09,24.900000000000002,24.71,24.51,24.32,24.13,23.740000000000002,N/A,N/A -2012,10,10,13,30,101920,100750,99630,76.60000000000001,0,3.2800000000000002,3.49,3.5300000000000002,3.56,3.58,3.6,3.61,3.62,3.64,136.17000000000002,137.22,137.82,138.37,138.85,139.29,139.73,140.13,140.89000000000001,25.51,25.2,25.03,24.830000000000002,24.64,24.45,24.25,24.07,23.68,N/A,N/A -2012,10,10,14,30,101950,100780,99660,76.69,0,3.48,3.67,3.7,3.72,3.72,3.73,3.72,3.72,3.71,121.18,121.62,121.9,122.19,122.46000000000001,122.71000000000001,122.97,123.22,123.76,25.47,25.150000000000002,24.98,24.79,24.6,24.41,24.21,24.03,23.64,N/A,N/A -2012,10,10,15,30,101960,100800,99670,74.5,0,3.68,3.91,3.96,3.98,4,4.0200000000000005,4.03,4.03,4.05,131.68,132.15,132.4,132.65,132.88,133.11,133.35,133.56,134.05,25.54,25.22,25.05,24.85,24.66,24.47,24.28,24.09,23.71,N/A,N/A -2012,10,10,16,30,101950,100780,99650,76.84,0,3.74,3.96,4,4.0200000000000005,4.03,4.04,4.05,4.05,4.05,117.19,117.4,117.61,117.81,117.99000000000001,118.17,118.35000000000001,118.52,118.88,25.5,25.17,25,24.8,24.61,24.42,24.22,24.03,23.650000000000002,N/A,N/A -2012,10,10,17,30,101920,100760,99630,80.72,0,4.38,4.65,4.71,4.73,4.75,4.75,4.75,4.75,4.75,123.5,123.91,124.12,124.32000000000001,124.48,124.64,124.8,124.95,125.23,25.42,25.080000000000002,24.900000000000002,24.7,24.51,24.32,24.12,23.93,23.55,N/A,N/A -2012,10,10,18,30,101890,100730,99600,79.86,0,3.92,4.15,4.2,4.21,4.23,4.24,4.24,4.24,4.24,110.24000000000001,110.44,110.58,110.71000000000001,110.82000000000001,110.92,111.01,111.11,111.3,25.43,25.09,24.91,24.71,24.52,24.330000000000002,24.13,23.95,23.56,N/A,N/A -2012,10,10,19,30,101880,100710,99580,80.74,0,4.8500000000000005,5.16,5.23,5.2700000000000005,5.29,5.3,5.3100000000000005,5.32,5.32,108.34,108.5,108.62,108.74000000000001,108.83,108.93,109.02,109.10000000000001,109.29,25.45,25.1,24.93,24.73,24.54,24.35,24.150000000000002,23.96,23.580000000000002,N/A,N/A -2012,10,10,20,30,101850,100690,99560,80.89,0,5.14,5.51,5.58,5.62,5.64,5.65,5.66,5.66,5.66,108.12,108.21000000000001,108.25,108.26,108.27,108.27,108.27,108.27,108.25,25.46,25.12,24.94,24.740000000000002,24.55,24.36,24.16,23.98,23.59,N/A,N/A -2012,10,10,21,30,101870,100700,99570,81.39,0,5.78,6.21,6.3100000000000005,6.3500000000000005,6.38,6.4,6.41,6.41,6.42,110.78,111.01,111.19,111.37,111.54,111.7,111.87,112.04,112.39,25.42,25.080000000000002,24.91,24.71,24.52,24.330000000000002,24.13,23.95,23.56,N/A,N/A -2012,10,10,22,30,101880,100710,99580,82,0,6.36,6.8500000000000005,6.96,7.0200000000000005,7.05,7.07,7.07,7.07,7.07,118.19,118.33,118.4,118.47,118.52,118.58,118.62,118.67,118.75,25.400000000000002,25.060000000000002,24.89,24.68,24.5,24.3,24.11,23.92,23.54,N/A,N/A -2012,10,10,23,30,101880,100720,99590,84.43,0,6.41,6.91,7.0200000000000005,7.07,7.1000000000000005,7.12,7.12,7.12,7.11,122.73,122.91,123.02,123.14,123.26,123.38000000000001,123.51,123.62,123.89,25.3,24.96,24.79,24.580000000000002,24.39,24.2,24.01,23.82,23.44,N/A,N/A -2012,10,11,0,30,101890,100730,99600,81.83,0,6.640000000000001,7.2,7.33,7.4,7.44,7.47,7.5,7.51,7.54,133.53,133.6,133.67000000000002,133.76,133.83,133.9,133.98,134.05,134.2,25.39,25.05,24.88,24.68,24.490000000000002,24.3,24.1,23.92,23.53,N/A,N/A -2012,10,11,1,30,101880,100710,99590,81.76,0,6.24,6.72,6.84,6.890000000000001,6.93,6.95,6.96,6.97,6.98,122.98,123,123.06,123.10000000000001,123.12,123.14,123.15,123.16,123.16,25.37,25.04,24.86,24.67,24.48,24.29,24.09,23.91,23.53,N/A,N/A -2012,10,11,2,30,101940,100770,99650,81.45,0,6.09,6.6000000000000005,6.73,6.8,6.8500000000000005,6.88,6.91,6.93,6.96,137.63,137.76,137.83,137.9,137.97,138.05,138.12,138.19,138.34,25.42,25.09,24.92,24.72,24.52,24.330000000000002,24.14,23.95,23.57,N/A,N/A -2012,10,11,3,30,101930,100770,99640,78.65,0,5.8500000000000005,6.36,6.49,6.57,6.63,6.68,6.72,6.76,6.84,131.05,131.16,131.24,131.32,131.41,131.49,131.57,131.65,131.85,25.52,25.2,25.03,24.830000000000002,24.650000000000002,24.46,24.26,24.080000000000002,23.71,N/A,N/A -2012,10,11,4,30,101890,100720,99600,79.17,0,5.86,6.3500000000000005,6.47,6.54,6.6000000000000005,6.640000000000001,6.67,6.71,6.7700000000000005,130.19,130.27,130.32,130.4,130.46,130.53,130.61,130.69,130.87,25.47,25.14,24.97,24.77,24.580000000000002,24.400000000000002,24.2,24.02,23.64,N/A,N/A -2012,10,11,5,30,101900,100740,99610,78.49,0,6.01,6.51,6.63,6.71,6.76,6.8100000000000005,6.8500000000000005,6.890000000000001,6.97,131.4,131.58,131.72,131.87,132,132.14000000000001,132.3,132.44,132.77,25.54,25.22,25.05,24.86,24.67,24.490000000000002,24.3,24.12,23.76,N/A,N/A -2012,10,11,6,30,101910,100750,99620,78.53,0,6.92,7.49,7.61,7.67,7.7,7.72,7.73,7.73,7.72,133.45,133.74,133.88,134.01,134.12,134.23,134.32,134.41,134.57,25.66,25.36,25.2,25.01,24.82,24.64,24.45,24.27,23.900000000000002,N/A,N/A -2012,10,11,7,30,101950,100790,99660,80.42,0,7.12,7.78,7.930000000000001,8.02,8.08,8.11,8.13,8.14,8.15,135.97,136.06,136.14000000000001,136.21,136.28,136.33,136.39000000000001,136.44,136.55,25.61,25.3,25.13,24.93,24.740000000000002,24.55,24.35,24.17,23.78,N/A,N/A -2012,10,11,8,30,101960,100800,99670,80.58,0,6.97,7.68,7.8500000000000005,7.96,8.040000000000001,8.09,8.120000000000001,8.15,8.18,131.87,131.94,132.03,132.12,132.2,132.27,132.34,132.41,132.53,25.64,25.330000000000002,25.16,24.96,24.77,24.580000000000002,24.39,24.2,23.81,N/A,N/A -2012,10,11,9,30,101970,100810,99680,78.62,0,6.63,7.29,7.44,7.53,7.59,7.63,7.66,7.68,7.7,129.81,129.77,129.82,129.9,129.97,130.04,130.12,130.2,130.37,25.73,25.42,25.25,25.060000000000002,24.87,24.68,24.48,24.3,23.91,N/A,N/A -2012,10,11,10,30,101990,100820,99690,79.46000000000001,0,6.54,7.0600000000000005,7.17,7.21,7.25,7.26,7.28,7.28,7.3,130.5,130.93,131.18,131.45,131.72,132.01,132.32,132.63,133.34,25.71,25.42,25.26,25.07,24.89,24.71,24.52,24.34,23.98,N/A,N/A -2012,10,11,11,30,102010,100850,99720,78.05,0,5.97,6.5200000000000005,6.66,6.74,6.8100000000000005,6.86,6.92,6.97,7.08,134.46,134.81,135.04,135.28,135.51,135.73,135.98,136.22,136.76,25.8,25.51,25.35,25.150000000000002,24.97,24.79,24.6,24.43,24.060000000000002,N/A,N/A -2012,10,11,12,30,102040,100880,99750,79.42,0,6.79,7.3500000000000005,7.5,7.57,7.62,7.66,7.68,7.71,7.75,128.39000000000001,128.64000000000001,128.81,128.98,129.14000000000001,129.29,129.45,129.6,129.92000000000002,25.73,25.43,25.27,25.07,24.89,24.7,24.51,24.330000000000002,23.96,N/A,N/A -2012,10,11,13,30,102050,100890,99760,79.22,0,6.7,7.25,7.38,7.45,7.49,7.51,7.53,7.54,7.5600000000000005,124.97,125.2,125.35000000000001,125.51,125.66,125.81,125.95,126.09,126.4,25.71,25.41,25.25,25.05,24.86,24.68,24.490000000000002,24.3,23.93,N/A,N/A -2012,10,11,14,30,102090,100920,99790,80.43,0,6.67,7.2700000000000005,7.42,7.5,7.55,7.58,7.6000000000000005,7.62,7.63,123.3,123.48,123.57000000000001,123.67,123.75,123.83,123.9,123.97,124.12,25.67,25.36,25.2,25,24.810000000000002,24.62,24.43,24.240000000000002,23.85,N/A,N/A -2012,10,11,15,30,102090,100930,99800,79.64,0,6.82,7.44,7.59,7.68,7.73,7.7700000000000005,7.8,7.82,7.84,120.07000000000001,120.28,120.37,120.46000000000001,120.54,120.62,120.69,120.76,120.89,25.69,25.38,25.21,25.01,24.830000000000002,24.64,24.44,24.26,23.87,N/A,N/A -2012,10,11,16,30,102090,100930,99800,80.41,0,6.73,7.34,7.48,7.5600000000000005,7.61,7.65,7.68,7.69,7.71,119.86,120.04,120.15,120.25,120.34,120.42,120.51,120.58,120.73,25.67,25.36,25.19,24.990000000000002,24.8,24.61,24.42,24.23,23.85,N/A,N/A -2012,10,11,17,30,102090,100930,99800,80.15,0,6.97,7.61,7.75,7.84,7.9,7.930000000000001,7.96,7.98,8.01,122.58,122.7,122.77,122.83,122.9,122.96000000000001,123.02,123.08,123.2,25.7,25.38,25.21,25.01,24.82,24.63,24.44,24.25,23.87,N/A,N/A -2012,10,11,18,30,102110,100940,99810,79.86,0,7.13,7.78,7.930000000000001,8.01,8.07,8.11,8.13,8.15,8.17,122.78,122.94,123,123.07000000000001,123.13000000000001,123.2,123.27,123.34,123.48,25.71,25.39,25.22,25.02,24.830000000000002,24.650000000000002,24.45,24.27,23.88,N/A,N/A -2012,10,11,19,30,102070,100910,99780,80.91,0,6.99,7.61,7.75,7.83,7.88,7.92,7.94,7.96,7.97,117.22,117.52,117.66,117.78,117.9,118,118.11,118.2,118.39,25.64,25.32,25.150000000000002,24.95,24.76,24.57,24.37,24.19,23.81,N/A,N/A -2012,10,11,20,30,102050,100880,99750,80.06,0,6.73,7.34,7.48,7.57,7.62,7.65,7.68,7.7,7.72,119.89,119.99000000000001,120.06,120.14,120.23,120.31,120.4,120.48,120.66,25.650000000000002,25.330000000000002,25.16,24.96,24.77,24.580000000000002,24.38,24.2,23.81,N/A,N/A -2012,10,11,21,30,102040,100870,99740,78.41,0,6.6000000000000005,7.18,7.32,7.390000000000001,7.43,7.47,7.49,7.5,7.5200000000000005,122.18,122.28,122.36,122.43,122.5,122.56,122.63,122.7,122.84,25.650000000000002,25.34,25.17,24.97,24.78,24.59,24.400000000000002,24.21,23.830000000000002,N/A,N/A -2012,10,11,22,30,102030,100860,99740,80.15,0,6.49,7.0600000000000005,7.2,7.2700000000000005,7.32,7.36,7.390000000000001,7.4,7.42,122.59,122.66,122.7,122.74000000000001,122.78,122.81,122.84,122.87,122.94,25.61,25.29,25.12,24.93,24.740000000000002,24.55,24.35,24.17,23.78,N/A,N/A -2012,10,11,23,30,102010,100850,99720,82.60000000000001,0,7.34,8.01,8.17,8.26,8.32,8.36,8.39,8.41,8.44,127.03,127.14,127.19,127.23,127.28,127.31,127.36,127.4,127.48,25.51,25.19,25.01,24.82,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,12,0,30,101990,100830,99700,81.69,0,7.05,7.66,7.8,7.86,7.91,7.930000000000001,7.94,7.95,7.94,121.09,121.35000000000001,121.62,121.9,122.17,122.42,122.69,122.94,123.49000000000001,25.63,25.3,25.13,24.94,24.75,24.560000000000002,24.37,24.19,23.81,N/A,N/A -2012,10,12,1,30,102000,100840,99710,81.22,0,7.12,7.8100000000000005,7.96,8.040000000000001,8.09,8.11,8.13,8.13,8.120000000000001,120.05,120.48,120.71000000000001,120.95,121.16,121.36,121.58,121.79,122.2,25.75,25.44,25.28,25.080000000000002,24.900000000000002,24.71,24.52,24.34,23.96,N/A,N/A -2012,10,12,2,30,102020,100850,99720,83.94,0,7.34,7.97,8.11,8.18,8.22,8.24,8.24,8.24,8.22,121.29,121.64,121.84,122.03,122.22,122.4,122.58,122.76,123.13000000000001,25.41,25.080000000000002,24.900000000000002,24.7,24.51,24.32,24.12,23.93,23.55,N/A,N/A -2012,10,12,3,30,102030,100860,99730,83.44,0,6.890000000000001,7.49,7.640000000000001,7.72,7.78,7.82,7.84,7.86,7.890000000000001,129.13,129.41,129.56,129.71,129.85,129.98,130.1,130.21,130.42000000000002,25.580000000000002,25.25,25.080000000000002,24.87,24.68,24.490000000000002,24.3,24.11,23.72,N/A,N/A -2012,10,12,4,30,102020,100850,99720,84.89,0,7.16,7.75,7.88,7.94,7.98,8.01,8.01,8.02,8.01,120.11,120.45,120.72,120.99000000000001,121.24000000000001,121.49000000000001,121.73,121.97,122.44,25.47,25.14,24.97,24.78,24.59,24.400000000000002,24.2,24.02,23.64,N/A,N/A -2012,10,12,5,30,102000,100840,99710,82.82000000000001,0,7.48,8.17,8.32,8.39,8.44,8.46,8.46,8.46,8.44,121.55,121.73,121.86,122.01,122.17,122.32000000000001,122.48,122.64,123,25.63,25.32,25.150000000000002,24.95,24.76,24.57,24.38,24.2,23.81,N/A,N/A -2012,10,12,6,30,102010,100850,99720,84.32000000000001,0,7.29,7.92,8.05,8.11,8.15,8.17,8.18,8.18,8.17,122.48,122.84,123.05,123.25,123.44,123.61,123.8,123.97,124.33,25.59,25.26,25.09,24.89,24.7,24.51,24.32,24.14,23.75,N/A,N/A -2012,10,12,7,30,102030,100870,99740,83.9,0,7.28,7.98,8.15,8.25,8.32,8.370000000000001,8.4,8.42,8.45,121.67,122.22,122.5,122.76,122.99000000000001,123.21000000000001,123.42,123.61,124,25.78,25.46,25.29,25.09,24.900000000000002,24.72,24.52,24.330000000000002,23.95,N/A,N/A -2012,10,12,8,30,102030,100870,99740,81.48,0,6.51,7.0600000000000005,7.19,7.25,7.28,7.3100000000000005,7.32,7.32,7.32,123.2,123.61,123.87,124.14,124.39,124.63000000000001,124.88000000000001,125.11,125.62,25.830000000000002,25.52,25.36,25.16,24.98,24.79,24.6,24.42,24.04,N/A,N/A -2012,10,12,9,30,102040,100880,99750,84.73,0,6.51,7.07,7.2,7.28,7.33,7.37,7.390000000000001,7.41,7.44,118.67,118.95,119.18,119.43,119.67,119.9,120.14,120.38,120.89,25.61,25.28,25.11,24.91,24.72,24.53,24.330000000000002,24.150000000000002,23.77,N/A,N/A -2012,10,12,10,30,102050,100890,99760,81.27,0,6.05,6.57,6.7,6.7700000000000005,6.82,6.86,6.88,6.91,6.94,126.23,126.4,126.52,126.64,126.76,126.87,126.99000000000001,127.11,127.36,25.77,25.45,25.28,25.080000000000002,24.89,24.71,24.51,24.32,23.94,N/A,N/A -2012,10,12,11,30,102070,100900,99780,84.48,0,4.63,4.97,5.05,5.1000000000000005,5.14,5.16,5.19,5.2,5.24,121.79,121.66,121.62,121.58,121.54,121.5,121.47,121.45,121.44,25.59,25.26,25.09,24.900000000000002,24.71,24.52,24.32,24.14,23.76,N/A,N/A -2012,10,12,12,30,102100,100930,99800,85.24,0,5.46,5.8500000000000005,5.93,5.97,5.98,5.99,6,6,5.98,126.37,126.99000000000001,127.36,127.73,128.08,128.42000000000002,128.78,129.12,129.89000000000001,25.55,25.22,25.05,24.86,24.67,24.48,24.29,24.11,23.73,N/A,N/A -2012,10,12,13,30,102110,100950,99820,82.02,0,5.07,5.45,5.54,5.58,5.61,5.63,5.64,5.66,5.67,127.09,127.39,127.59,127.8,128.01,128.22,128.45,128.66,129.17000000000002,25.77,25.46,25.29,25.1,24.91,24.72,24.53,24.35,23.97,N/A,N/A -2012,10,12,14,30,102140,100970,99850,84.06,0,5.09,5.49,5.57,5.62,5.64,5.66,5.67,5.68,5.68,110.06,110.28,110.42,110.56,110.69,110.83,110.98,111.12,111.44,25.67,25.34,25.17,24.97,24.79,24.6,24.400000000000002,24.22,23.84,N/A,N/A -2012,10,12,15,30,102140,100970,99840,83.29,0,4.8,5.12,5.18,5.2,5.2,5.2,5.19,5.18,5.15,103.53,103.91,104.18,104.5,104.82000000000001,105.15,105.54,105.91,106.84,25.73,25.400000000000002,25.23,25.04,24.85,24.66,24.47,24.29,23.91,N/A,N/A -2012,10,12,16,30,102150,100980,99850,87.86,29.3,5.12,5.57,5.72,5.84,5.93,6.01,6.09,6.15,6.29,119.01,118.12,117.51,116.98,116.55,116.19,115.94,115.73,115.61,25.400000000000002,25.07,24.91,24.73,24.55,24.38,24.2,24.03,23.67,N/A,N/A -2012,10,12,17,30,102130,100960,99830,84.94,0,3.24,3.66,3.87,4.13,4.42,4.75,5.0200000000000005,5.26,5.64,105.24000000000001,109.77,112.55,115.46000000000001,118.05,120.51,122.42,124.04,126.03,25.5,25.22,25.080000000000002,24.93,24.79,24.66,24.51,24.36,24.02,N/A,N/A -2012,10,12,18,30,102150,100980,99850,81.85000000000001,0,6.45,7.01,7.13,7.19,7.23,7.25,7.26,7.2700000000000005,7.2700000000000005,123.51,123.37,123.33,123.31,123.31,123.32000000000001,123.33,123.35000000000001,123.39,26.05,25.740000000000002,25.580000000000002,25.38,25.19,25,24.8,24.62,24.240000000000002,N/A,N/A -2012,10,12,19,30,102130,100960,99840,81.16,0,5.7700000000000005,6.22,6.32,6.36,6.390000000000001,6.41,6.41,6.42,6.41,106.45,106.72,106.88,107.05,107.22,107.38,107.54,107.69,108,26.01,25.7,25.53,25.330000000000002,25.14,24.95,24.76,24.57,24.19,N/A,N/A -2012,10,12,20,30,102090,100930,99800,82.36,0,6.05,6.55,6.66,6.71,6.75,6.7700000000000005,6.78,6.79,6.79,108,108.34,108.57000000000001,108.81,109.02,109.23,109.45,109.66,110.11,25.96,25.64,25.47,25.27,25.080000000000002,24.89,24.7,24.51,24.13,N/A,N/A -2012,10,12,21,30,102070,100910,99780,84.63,0,6.55,7.11,7.22,7.28,7.3100000000000005,7.33,7.33,7.33,7.3100000000000005,104.04,104.46000000000001,104.68,104.88,105.06,105.21000000000001,105.36,105.49000000000001,105.76,25.91,25.59,25.43,25.23,25.04,24.85,24.650000000000002,24.47,24.080000000000002,N/A,N/A -2012,10,12,22,30,102060,100890,99770,85.44,0,7.25,7.91,8.05,8.13,8.17,8.19,8.2,8.21,8.19,105.14,105.3,105.36,105.41,105.46000000000001,105.49000000000001,105.54,105.58,105.66,25.8,25.48,25.310000000000002,25.12,24.92,24.73,24.54,24.36,23.97,N/A,N/A -2012,10,12,23,30,102070,100910,99780,85.76,0,7.5200000000000005,8.19,8.34,8.41,8.45,8.48,8.49,8.49,8.48,106.77,106.79,106.85000000000001,106.91,106.98,107.04,107.13,107.2,107.38,25.72,25.39,25.21,25.01,24.830000000000002,24.64,24.44,24.26,23.88,N/A,N/A -2012,10,13,0,30,102050,100880,99760,87.65,0,7.96,8.69,8.870000000000001,8.97,9.03,9.07,9.1,9.13,9.16,99.7,100.07000000000001,100.28,100.51,100.71000000000001,100.92,101.14,101.36,101.82000000000001,25.66,25.330000000000002,25.150000000000002,24.96,24.77,24.580000000000002,24.39,24.2,23.82,N/A,N/A -2012,10,13,1,30,102030,100870,99740,87.26,0,8.88,9.790000000000001,10,10.120000000000001,10.200000000000001,10.26,10.290000000000001,10.32,10.34,112.04,112.46000000000001,112.61,112.75,112.87,112.97,113.07000000000001,113.17,113.38,25.830000000000002,25.5,25.330000000000002,25.13,24.93,24.75,24.55,24.37,23.98,N/A,N/A -2012,10,13,2,30,102030,100870,99750,87.47,0,8.21,9.040000000000001,9.23,9.34,9.4,9.44,9.450000000000001,9.46,9.44,120.32000000000001,120.68,120.85000000000001,121,121.14,121.27,121.4,121.52,121.8,25.94,25.63,25.46,25.26,25.080000000000002,24.89,24.7,24.52,24.14,N/A,N/A -2012,10,13,3,30,102010,100850,99730,87.12,0,8.26,8.99,9.15,9.21,9.26,9.28,9.290000000000001,9.31,9.370000000000001,122.13,122.04,122.06,122.13,122.24000000000001,122.37,122.59,122.83,123.8,25.810000000000002,25.5,25.330000000000002,25.150000000000002,24.97,24.79,24.62,24.45,24.14,N/A,N/A -2012,10,13,4,30,101990,100830,99700,89.56,6.2,7.8500000000000005,8.67,8.91,9.07,9.19,9.290000000000001,9.370000000000001,9.44,9.55,125.71000000000001,126.2,126.43,126.69,126.93,127.17,127.41,127.64,128.07,25.72,25.400000000000002,25.240000000000002,25.05,24.87,24.69,24.5,24.32,23.96,N/A,N/A -2012,10,13,5,30,101960,100800,99670,87.89,0,8.9,9.76,9.950000000000001,10.05,10.11,10.15,10.18,10.200000000000001,10.24,125.09,125.31,125.47,125.66,125.86,126.09,126.36,126.63000000000001,127.38000000000001,25.93,25.62,25.46,25.26,25.080000000000002,24.89,24.7,24.53,24.16,N/A,N/A -2012,10,13,6,30,101960,100800,99680,87.82000000000001,0,8.44,9.290000000000001,9.5,9.620000000000001,9.700000000000001,9.75,9.790000000000001,9.82,9.85,134.45,134.69,134.85,135.03,135.19,135.36,135.54,135.71,136.1,26.03,25.73,25.560000000000002,25.36,25.18,24.990000000000002,24.79,24.61,24.23,N/A,N/A -2012,10,13,7,30,101950,100790,99670,85.53,0,7.78,8.57,8.76,8.870000000000001,8.950000000000001,9.01,9.05,9.09,9.15,149.28,149.19,149.18,149.17000000000002,149.17000000000002,149.16,149.17000000000002,149.19,149.27,26.38,26.11,25.95,25.76,25.580000000000002,25.400000000000002,25.21,25.03,24.66,N/A,N/A -2012,10,13,8,30,101920,100760,99630,83.04,0,8.4,9.27,9.47,9.6,9.68,9.73,9.77,9.8,9.82,155.88,156.02,156.11,156.20000000000002,156.28,156.36,156.44,156.52,156.68,26.5,26.240000000000002,26.09,25.900000000000002,25.72,25.54,25.35,25.17,24.8,N/A,N/A -2012,10,13,9,30,101920,100760,99640,84.8,0,7.87,8.75,8.99,9.15,9.27,9.36,9.44,9.5,9.59,159.69,160,160.1,160.20000000000002,160.27,160.34,160.39000000000001,160.44,160.53,26.5,26.240000000000002,26.09,25.91,25.73,25.54,25.35,25.17,24.8,N/A,N/A -2012,10,13,10,30,101900,100740,99620,81.91,0,9.040000000000001,10.02,10.27,10.43,10.540000000000001,10.63,10.69,10.74,10.82,161.13,161.38,161.54,161.70000000000002,161.86,162.02,162.18,162.33,162.67000000000002,26.63,26.39,26.240000000000002,26.060000000000002,25.88,25.7,25.52,25.34,24.98,N/A,N/A -2012,10,13,11,30,101900,100740,99620,83.26,0,8.78,9.76,10.03,10.200000000000001,10.32,10.42,10.49,10.55,10.64,164.42000000000002,164.46,164.48,164.49,164.5,164.5,164.5,164.5,164.49,26.59,26.34,26.2,26.01,25.830000000000002,25.650000000000002,25.47,25.29,24.92,N/A,N/A -2012,10,13,12,30,101880,100720,99600,84.76,0,9.41,10.46,10.75,10.96,11.11,11.22,11.31,11.38,11.49,165.88,165.16,164.91,164.69,164.51,164.36,164.23,164.12,163.95000000000002,26.580000000000002,26.32,26.16,25.97,25.79,25.61,25.41,25.23,24.85,N/A,N/A -2012,10,13,13,30,101910,100750,99630,84.06,0,10.08,11.21,11.51,11.700000000000001,11.83,11.92,11.99,12.040000000000001,12.1,161.44,161.32,161.33,161.36,161.39000000000001,161.42000000000002,161.46,161.5,161.59,26.48,26.23,26.07,25.88,25.7,25.52,25.330000000000002,25.150000000000002,24.77,N/A,N/A -2012,10,13,14,30,101910,100750,99630,80.69,0,9.57,10.620000000000001,10.870000000000001,11.03,11.13,11.21,11.26,11.3,11.36,162.33,162.42000000000002,162.45000000000002,162.47,162.47,162.47,162.47,162.47,162.45000000000002,26.46,26.2,26.04,25.85,25.67,25.48,25.29,25.11,24.73,N/A,N/A -2012,10,13,15,30,101920,100760,99640,78.56,0,9.93,11.02,11.3,11.47,11.6,11.69,11.76,11.82,11.9,159.35,159.53,159.61,159.70000000000002,159.78,159.86,159.93,160,160.14000000000001,26.44,26.18,26.02,25.84,25.66,25.47,25.28,25.1,24.72,N/A,N/A -2012,10,13,16,30,101890,100730,99600,78.74,0,8.89,9.85,10.08,10.23,10.34,10.42,10.48,10.53,10.6,160.77,161.23,161.45000000000002,161.65,161.83,161.99,162.14000000000001,162.27,162.53,26.48,26.21,26.05,25.86,25.67,25.490000000000002,25.3,25.11,24.73,N/A,N/A -2012,10,13,17,30,101870,100710,99590,79.17,0,9.33,10.32,10.57,10.72,10.82,10.89,10.93,10.97,11.01,154.84,155.25,155.49,155.74,155.96,156.17000000000002,156.37,156.55,156.93,26.41,26.150000000000002,25.990000000000002,25.8,25.62,25.43,25.240000000000002,25.060000000000002,24.68,N/A,N/A -2012,10,13,18,30,101820,100670,99540,78.12,0,8.63,9.540000000000001,9.77,9.91,10.01,10.08,10.13,10.17,10.23,162.05,162.44,162.6,162.76,162.9,163.03,163.15,163.26,163.49,26.490000000000002,26.23,26.07,25.88,25.7,25.52,25.330000000000002,25.150000000000002,24.77,N/A,N/A -2012,10,13,19,30,101790,100640,99520,79.11,0,9.620000000000001,10.69,10.950000000000001,11.11,11.22,11.290000000000001,11.33,11.370000000000001,11.39,160.22,160.45000000000002,160.62,160.79,160.94,161.09,161.23,161.37,161.65,26.52,26.27,26.11,25.92,25.73,25.55,25.36,25.18,24.8,N/A,N/A -2012,10,13,20,30,101730,100570,99450,80.53,0,9.18,10.23,10.52,10.73,10.88,11,11.09,11.17,11.290000000000001,166.39000000000001,166.68,166.79,166.89000000000001,166.98,167.04,167.1,167.15,167.23,26.54,26.29,26.14,25.95,25.77,25.59,25.400000000000002,25.22,24.84,N/A,N/A -2012,10,13,21,30,101700,100540,99420,79.79,0,9.02,9.99,10.25,10.42,10.540000000000001,10.64,10.72,10.78,10.89,168.76,169.25,169.45000000000002,169.63,169.77,169.88,169.98,170.06,170.19,26.57,26.330000000000002,26.19,26,25.830000000000002,25.650000000000002,25.47,25.29,24.92,N/A,N/A -2012,10,13,22,30,101670,100510,99390,80.5,0,9.42,10.450000000000001,10.72,10.89,11.01,11.09,11.15,11.200000000000001,11.27,169.96,169.88,169.84,169.81,169.77,169.74,169.71,169.68,169.62,26.6,26.36,26.2,26.02,25.84,25.66,25.47,25.29,24.92,N/A,N/A -2012,10,13,23,30,101610,100460,99340,80.2,0,9.370000000000001,10.31,10.55,10.69,10.8,10.870000000000001,10.93,10.98,11.07,164.09,164.20000000000002,164.32,164.49,164.66,164.85,165.07,165.27,165.78,26.650000000000002,26.42,26.28,26.11,25.94,25.77,25.59,25.42,25.07,N/A,N/A -2012,10,14,0,30,101620,100470,99350,82.16,0,9.96,11.05,11.36,11.55,11.700000000000001,11.81,11.9,11.97,12.09,169.68,169.78,169.8,169.81,169.81,169.8,169.79,169.77,169.73,26.63,26.400000000000002,26.25,26.07,25.89,25.71,25.53,25.35,24.990000000000002,N/A,N/A -2012,10,14,1,30,101610,100460,99340,80.44,0,9.63,10.700000000000001,10.98,11.19,11.34,11.47,11.56,11.65,11.790000000000001,173.47,173,172.81,172.61,172.43,172.26,172.1,171.94,171.64000000000001,26.84,26.63,26.490000000000002,26.310000000000002,26.14,25.97,25.79,25.61,25.25,N/A,N/A -2012,10,14,2,30,101620,100470,99350,82.72,0,9.75,10.86,11.18,11.4,11.56,11.69,11.790000000000001,11.870000000000001,11.99,170.84,170.99,171.04,171.08,171.11,171.14000000000001,171.17000000000002,171.19,171.23,26.76,26.54,26.39,26.21,26.04,25.86,25.67,25.490000000000002,25.12,N/A,N/A -2012,10,14,3,30,101600,100450,99330,84.66,0,10.38,11.55,11.870000000000001,12.09,12.25,12.370000000000001,12.47,12.55,12.67,164.07,164.34,164.53,164.72,164.9,165.09,165.27,165.44,165.78,26.560000000000002,26.32,26.17,25.98,25.810000000000002,25.63,25.44,25.26,24.900000000000002,N/A,N/A -2012,10,14,4,30,101580,100420,99310,79.94,0,10.950000000000001,12.27,12.64,12.89,13.08,13.22,13.34,13.44,13.59,167.1,167.24,167.34,167.45000000000002,167.55,167.65,167.74,167.83,168.02,26.64,26.41,26.26,26.080000000000002,25.900000000000002,25.72,25.53,25.35,24.98,N/A,N/A -2012,10,14,5,30,101570,100410,99290,81.26,0,10.44,11.68,12.040000000000001,12.290000000000001,12.47,12.620000000000001,12.74,12.84,12.99,172.47,172.85,173.01,173.17000000000002,173.3,173.42000000000002,173.52,173.61,173.77,26.6,26.36,26.21,26.02,25.84,25.66,25.48,25.3,24.92,N/A,N/A -2012,10,14,6,30,101600,100450,99330,79.15,0,10.85,12.09,12.44,12.65,12.8,12.9,12.98,13.030000000000001,13.1,176.26,176.5,176.64000000000001,176.79,176.92000000000002,177.06,177.19,177.31,177.58,26.580000000000002,26.32,26.16,25.97,25.79,25.6,25.400000000000002,25.22,24.84,N/A,N/A -2012,10,14,7,30,101600,100450,99330,79.03,0,10.18,11.3,11.620000000000001,11.83,11.98,12.09,12.18,12.26,12.370000000000001,181.59,181.87,181.96,182.02,182.05,182.07,182.07,182.07,182.04,26.57,26.310000000000002,26.150000000000002,25.96,25.78,25.59,25.400000000000002,25.21,24.830000000000002,N/A,N/A -2012,10,14,8,30,101570,100410,99290,75.07000000000001,0,11.22,12.46,12.76,12.93,13.040000000000001,13.120000000000001,13.18,13.22,13.26,186.37,186.39000000000001,186.36,186.31,186.24,186.17000000000002,186.1,186.03,185.88,26.650000000000002,26.39,26.23,26.04,25.86,25.67,25.48,25.3,24.92,N/A,N/A -2012,10,14,9,30,101620,100470,99350,72.62,0,9.41,10.43,10.71,10.88,11,11.09,11.15,11.21,11.28,188.97,188.9,188.93,188.97,189.01,189.05,189.1,189.14000000000001,189.23,26.72,26.47,26.32,26.13,25.95,25.76,25.57,25.38,25,N/A,N/A -2012,10,14,10,30,101620,100460,99340,73.71000000000001,0,10.21,11.290000000000001,11.57,11.72,11.83,11.89,11.94,11.96,11.99,194.18,194.12,194.08,194.02,193.96,193.89000000000001,193.82,193.75,193.6,26.7,26.46,26.310000000000002,26.12,25.94,25.76,25.57,25.39,25.02,N/A,N/A -2012,10,14,11,30,101650,100500,99380,75.25,0,9.73,10.77,11.07,11.25,11.38,11.48,11.56,11.620000000000001,11.72,193.4,192.98000000000002,192.81,192.65,192.52,192.4,192.3,192.21,192.04,26.64,26.39,26.240000000000002,26.04,25.86,25.68,25.48,25.3,24.92,N/A,N/A -2012,10,14,12,30,101700,100540,99420,73.56,0,7.74,8.5,8.700000000000001,8.82,8.9,8.96,9.01,9.040000000000001,9.09,199.25,198.92000000000002,198.78,198.61,198.45000000000002,198.3,198.16,198.03,197.77,26.72,26.490000000000002,26.34,26.150000000000002,25.97,25.78,25.59,25.41,25.04,N/A,N/A -2012,10,14,13,30,101720,100570,99450,74.05,0,7.72,8.53,8.76,8.89,8.99,9.06,9.11,9.15,9.200000000000001,199.34,199.65,199.77,199.9,200.02,200.14000000000001,200.26,200.37,200.59,26.740000000000002,26.5,26.34,26.150000000000002,25.97,25.78,25.59,25.400000000000002,25.02,N/A,N/A -2012,10,14,14,30,101750,100600,99480,74.73,0,6.71,7.390000000000001,7.57,7.69,7.7700000000000005,7.83,7.88,7.91,7.96,198.81,198.77,198.84,198.95000000000002,199.05,199.16,199.27,199.37,199.59,26.76,26.52,26.37,26.17,25.990000000000002,25.8,25.61,25.43,25.05,N/A,N/A -2012,10,14,15,30,101770,100610,99490,72,0,6.0600000000000005,6.59,6.72,6.78,6.82,6.8500000000000005,6.87,6.88,6.88,203.92000000000002,204.17000000000002,204.32,204.45000000000002,204.56,204.67000000000002,204.76,204.85,205.03,26.810000000000002,26.57,26.42,26.23,26.05,25.86,25.67,25.490000000000002,25.11,N/A,N/A -2012,10,14,16,30,101740,100580,99460,73.01,0,5.66,6.15,6.26,6.3100000000000005,6.3500000000000005,6.37,6.38,6.390000000000001,6.390000000000001,207.4,207.46,207.46,207.44,207.43,207.42000000000002,207.41,207.41,207.38,26.73,26.490000000000002,26.330000000000002,26.14,25.96,25.77,25.580000000000002,25.400000000000002,25.03,N/A,N/A -2012,10,14,17,30,101740,100580,99460,75.83,0,6.17,6.72,6.8500000000000005,6.92,6.96,6.98,6.99,6.99,6.98,210.86,210.83,210.82,210.77,210.73000000000002,210.68,210.62,210.56,210.42000000000002,26.69,26.43,26.27,26.080000000000002,25.89,25.7,25.51,25.330000000000002,24.95,N/A,N/A -2012,10,14,18,30,101700,100550,99420,74.96000000000001,0,5.75,6.24,6.34,6.4,6.43,6.45,6.47,6.48,6.49,211.27,211.3,211.31,211.32,211.33,211.34,211.34,211.36,211.36,26.66,26.39,26.23,26.03,25.85,25.66,25.47,25.29,24.91,N/A,N/A -2012,10,14,19,30,101700,100550,99420,77.07000000000001,0,5.51,5.98,6.09,6.140000000000001,6.17,6.2,6.21,6.21,6.22,207.8,208.05,208.09,208.14000000000001,208.20000000000002,208.25,208.32,208.38,208.52,26.71,26.43,26.27,26.07,25.89,25.69,25.5,25.32,24.94,N/A,N/A -2012,10,14,20,30,101690,100530,99410,77.62,0,6.05,6.57,6.7,6.76,6.8,6.82,6.83,6.84,6.82,206.52,206.56,206.54,206.52,206.51,206.49,206.48000000000002,206.47,206.43,26.740000000000002,26.490000000000002,26.330000000000002,26.13,25.95,25.77,25.57,25.39,25.01,N/A,N/A -2012,10,14,21,30,101750,100590,99450,76.46000000000001,7.7,7.23,7.72,7.82,7.8500000000000005,7.87,7.88,7.890000000000001,7.9,7.94,207.11,208.09,208.68,209.34,210.05,210.78,211.71,212.6,215.32,24.71,24.34,24.17,23.990000000000002,23.82,23.66,23.490000000000002,23.34,23.05,N/A,N/A -2012,10,14,22,30,101670,100510,99380,81.16,1.5,6.38,6.82,6.93,6.99,7.04,7.1000000000000005,7.23,7.37,7.9,254.35,253.36,252.81,252.11,251.3,250.36,248.84,247.17000000000002,240.94,24.76,24.41,24.25,24.07,23.91,23.76,23.64,23.53,23.56,N/A,N/A -2012,10,14,23,30,101600,100440,99310,71.18,0,4.22,4.37,4.36,4.3,4.26,4.23,4.22,4.21,4.09,225.55,224.69,224.17000000000002,223.4,222.06,220.03,216.55,212.53,204.56,25.42,25.12,24.97,24.79,24.66,24.54,24.490000000000002,24.48,24.57,N/A,N/A -2012,10,15,0,30,101580,100420,99300,66.81,0,1.21,1.6300000000000001,1.93,2.32,2.68,3.0500000000000003,3.37,3.66,4.12,249.56,232.66,221.79,215.72,211.66,209.72,208.75,208.32,208.26,26.39,26.560000000000002,26.69,26.84,26.86,26.77,26.63,26.46,26.080000000000002,N/A,N/A -2012,10,15,1,30,101630,100470,99350,72.77,0,2.2600000000000002,2.38,2.42,2.54,2.7800000000000002,3.22,3.61,3.94,4.47,234.92000000000002,234.04,233.26,231.81,230.21,228.05,226.59,225.64000000000001,224.62,26.42,26.16,26.03,25.89,25.86,25.96,25.98,25.97,25.78,N/A,N/A -2012,10,15,2,30,101630,100470,99350,81.91,0,1.68,1.8,1.83,1.86,1.9000000000000001,1.95,2.09,2.2800000000000002,2.95,227.3,227.14000000000001,227.07,227.02,227.15,227.44,228.23000000000002,229.24,231.68,26.26,25.97,25.8,25.61,25.43,25.25,25.09,24.95,24.77,N/A,N/A -2012,10,15,3,30,101630,100480,99360,84.01,0,3.49,3.75,3.81,3.84,3.86,3.88,3.89,3.9,3.99,270.05,269.51,269.01,268.53000000000003,268.16,267.89,267.64,267.39,266.75,26.330000000000002,26.05,25.89,25.69,25.51,25.330000000000002,25.150000000000002,24.97,24.61,N/A,N/A -2012,10,15,4,30,101650,100490,99370,82.07000000000001,0,2.14,2.29,2.34,2.4,2.5,2.63,2.84,3.09,3.52,283.74,281.49,279.45,276.79,273.72,269.85,266.28000000000003,262.84000000000003,258.72,26.13,25.830000000000002,25.67,25.48,25.3,25.11,24.93,24.76,24.41,N/A,N/A -2012,10,15,5,30,101650,100490,99370,83.23,0,2.35,2.48,2.5100000000000002,2.58,2.75,3.0100000000000002,3.31,3.63,3.99,290.81,289.17,287.88,285.78000000000003,282.75,278.5,274.40000000000003,270.38,268.88,25.900000000000002,25.6,25.44,25.27,25.13,25.01,24.91,24.830000000000002,24.62,N/A,N/A -2012,10,15,6,30,101660,100500,99380,84.09,0,3.8200000000000003,3.98,3.98,3.96,3.93,3.91,3.88,3.86,3.86,311.11,310.43,309.98,309.43,308.87,308.24,307.46,306.63,304.2,25.62,25.3,25.14,24.94,24.76,24.57,24.39,24.21,23.85,N/A,N/A -2012,10,15,7,30,101700,100540,99410,81.29,0,3.93,4.11,4.14,4.14,4.13,4.12,4.12,4.12,4.17,319.49,319.38,319.31,319.2,319.07,318.90000000000003,318.62,318.33,317,25.38,25.05,24.88,24.68,24.5,24.32,24.13,23.96,23.61,N/A,N/A -2012,10,15,8,30,101710,100550,99420,83.43,0,4.44,4.7,4.76,4.78,4.8,4.8100000000000005,4.82,4.83,4.86,320.11,320.3,320.45,320.61,320.75,320.89,321.02,321.15000000000003,321.40000000000003,25.2,24.85,24.68,24.48,24.29,24.1,23.91,23.73,23.35,N/A,N/A -2012,10,15,9,30,101700,100530,99410,83.8,0,3.67,3.99,4.1,4.18,4.25,4.3100000000000005,4.37,4.42,4.51,335.2,335.82,336.03000000000003,336.16,336.22,336.25,336.24,336.2,336.03000000000003,25,24.650000000000002,24.48,24.28,24.09,23.900000000000002,23.71,23.52,23.14,N/A,N/A -2012,10,15,10,30,101710,100550,99420,72.45,0,6.01,6.4,6.48,6.51,6.51,6.51,6.49,6.48,6.44,12.73,12.8,12.870000000000001,12.93,13,13.06,13.13,13.19,13.35,24.84,24.47,24.3,24.1,23.91,23.72,23.53,23.35,22.98,N/A,N/A -2012,10,15,11,30,101690,100530,99390,70.41,0,7.88,8.46,8.57,8.61,8.63,8.64,8.64,8.64,8.64,25.740000000000002,25.96,26.13,26.310000000000002,26.490000000000002,26.67,26.87,27.080000000000002,27.580000000000002,24.54,24.150000000000002,23.97,23.78,23.59,23.41,23.23,23.06,22.72,N/A,N/A -2012,10,15,12,30,101720,100550,99420,69.10000000000001,0,8.24,8.84,8.97,9.01,9.03,9.03,9.02,9.01,8.97,26.41,26.63,26.75,26.88,27.01,27.13,27.26,27.39,27.69,24.27,23.86,23.67,23.47,23.28,23.1,22.91,22.73,22.37,N/A,N/A -2012,10,15,13,30,101730,100550,99410,72.12,0,8.05,8.6,8.71,8.74,8.76,8.76,8.75,8.74,8.71,29.44,29.7,29.87,30.04,30.2,30.36,30.52,30.67,31.05,23.330000000000002,22.87,22.68,22.48,22.28,22.1,21.91,21.740000000000002,21.39,N/A,N/A -2012,10,15,14,30,101750,100580,99440,73.53,0,7.47,7.99,8.1,8.15,8.18,8.2,8.22,8.23,8.27,34.03,34.28,34.43,34.59,34.730000000000004,34.87,35.03,35.18,35.54,23.150000000000002,22.69,22.490000000000002,22.29,22.1,21.91,21.72,21.55,21.2,N/A,N/A -2012,10,15,15,30,101740,100570,99430,69.09,0,7.54,8.08,8.19,8.25,8.28,8.3,8.31,8.32,8.34,42.78,43,43.160000000000004,43.300000000000004,43.44,43.58,43.72,43.85,44.18,23.400000000000002,22.95,22.75,22.55,22.35,22.17,21.97,21.79,21.43,N/A,N/A -2012,10,15,16,30,101720,100540,99400,64.55,0,6.87,7.33,7.44,7.49,7.5200000000000005,7.54,7.55,7.5600000000000005,7.58,36.75,36.96,37.11,37.25,37.39,37.53,37.68,37.82,38.17,23.740000000000002,23.31,23.12,22.92,22.73,22.54,22.35,22.17,21.81,N/A,N/A -2012,10,15,17,30,101680,100510,99370,60.84,0,6.11,6.53,6.63,6.68,6.72,6.74,6.7700000000000005,6.79,6.83,30.11,30.09,30.12,30.14,30.150000000000002,30.16,30.18,30.2,30.25,24.19,23.79,23.61,23.41,23.22,23.03,22.84,22.66,22.28,N/A,N/A -2012,10,15,18,30,101660,100490,99360,55.870000000000005,0,4.89,5.22,5.3,5.34,5.38,5.41,5.43,5.45,5.49,41.08,40.63,40.29,39.95,39.65,39.35,39.04,38.75,38.13,24.84,24.48,24.3,24.1,23.92,23.73,23.53,23.35,22.97,N/A,N/A -2012,10,15,19,30,101640,100470,99340,53.29,0,3.5100000000000002,3.72,3.77,3.8000000000000003,3.8200000000000003,3.84,3.85,3.86,3.89,57.910000000000004,57.02,56.42,55.84,55.300000000000004,54.78,54.25,53.74,52.660000000000004,25.150000000000002,24.82,24.650000000000002,24.45,24.26,24.07,23.88,23.69,23.31,N/A,N/A -2012,10,15,20,30,101590,100420,99290,53.660000000000004,0,3.06,3.18,3.19,3.18,3.17,3.16,3.15,3.13,3.1,76.14,75.3,74.7,74.11,73.54,73,72.4,71.83,70.56,25.23,24.900000000000002,24.72,24.53,24.330000000000002,24.14,23.95,23.77,23.38,N/A,N/A -2012,10,15,21,30,101560,100390,99260,52.76,0,1.86,1.92,1.93,1.93,1.92,1.92,1.9100000000000001,1.9000000000000001,1.8800000000000001,89.03,88.18,87.73,87.24,86.76,86.27,85.69,85.14,83.68,25.35,25.03,24.86,24.66,24.47,24.28,24.09,23.91,23.53,N/A,N/A -2012,10,15,22,30,101510,100350,99220,51.9,0,1.8,1.8800000000000001,1.8900000000000001,1.8900000000000001,1.9000000000000001,1.9000000000000001,1.9000000000000001,1.9000000000000001,1.9000000000000001,82.74,81.91,81.32000000000001,80.72,80.12,79.5,78.79,78.12,76.35000000000001,25.47,25.16,24.990000000000002,24.79,24.6,24.42,24.22,24.04,23.66,N/A,N/A -2012,10,15,23,30,101510,100340,99220,51.7,0,1.1,1.1300000000000001,1.1300000000000001,1.1300000000000001,1.1300000000000001,1.12,1.12,1.11,1.1,119.47,118.45,117.69,116.9,116.13,115.37,114.53,113.74000000000001,111.84,25.55,25.240000000000002,25.07,24.87,24.68,24.5,24.3,24.12,23.740000000000002,N/A,N/A -2012,10,16,0,30,101500,100340,99210,51.910000000000004,0,1.1,1.1500000000000001,1.1500000000000001,1.1500000000000001,1.1500000000000001,1.1500000000000001,1.1500000000000001,1.1500000000000001,1.1500000000000001,125.18,123.89,123.09,122.28,121.5,120.74000000000001,119.92,119.17,117.4,25.580000000000002,25.27,25.1,24.900000000000002,24.71,24.53,24.330000000000002,24.14,23.76,N/A,N/A -2012,10,16,1,30,101500,100340,99210,52.050000000000004,0,0.49,0.52,0.53,0.54,0.55,0.56,0.5700000000000001,0.58,0.61,91.67,88.09,86.26,84.5,82.83,81.2,79.59,78.09,74.94,25.580000000000002,25.27,25.1,24.900000000000002,24.71,24.52,24.330000000000002,24.14,23.76,N/A,N/A -2012,10,16,2,30,101510,100350,99220,53.51,0,1.2,1.27,1.29,1.31,1.32,1.34,1.35,1.36,1.3900000000000001,58.77,57.47,56.82,56.2,55.64,55.120000000000005,54.59,54.1,53.13,25.560000000000002,25.25,25.080000000000002,24.88,24.69,24.5,24.310000000000002,24.12,23.73,N/A,N/A -2012,10,16,3,30,101500,100340,99210,53.14,0,4.25,4.5,4.5,4.48,4.45,4.42,4.38,4.34,4.25,40.79,41.13,41.32,41.52,41.7,41.87,42.050000000000004,42.22,42.51,25.66,25.35,25.18,24.98,24.79,24.6,24.400000000000002,24.22,23.830000000000002,N/A,N/A -2012,10,16,4,30,101480,100310,99190,52.21,0,5.87,6.2700000000000005,6.34,6.36,6.37,6.37,6.36,6.3500000000000005,6.3100000000000005,52.14,52.65,52.94,53.21,53.46,53.68,53.910000000000004,54.120000000000005,54.550000000000004,25.51,25.19,25.02,24.82,24.63,24.44,24.25,24.060000000000002,23.67,N/A,N/A -2012,10,16,5,30,101460,100290,99160,52.34,0,5.89,6.2700000000000005,6.33,6.34,6.34,6.33,6.3100000000000005,6.29,6.24,62.18,62.38,62.49,62.61,62.72,62.82,62.93,63.02,63.24,25.38,25.05,24.88,24.68,24.490000000000002,24.3,24.1,23.92,23.53,N/A,N/A -2012,10,16,6,30,101460,100300,99170,57.28,0,5.22,5.57,5.65,5.68,5.7,5.72,5.73,5.73,5.73,69.42,70.25,70.75,71.22,71.64,72.03,72.42,72.78,73.51,25.28,24.96,24.79,24.59,24.39,24.21,24.01,23.82,23.44,N/A,N/A -2012,10,16,7,30,101440,100280,99150,57.07,0,5.37,5.73,5.8,5.83,5.8500000000000005,5.86,5.86,5.86,5.8500000000000005,81,81.77,82.17,82.55,82.88,83.19,83.5,83.78,84.34,25.25,24.91,24.740000000000002,24.54,24.35,24.16,23.96,23.77,23.38,N/A,N/A -2012,10,16,8,30,101430,100270,99140,57.74,0,5.28,5.66,5.74,5.78,5.8100000000000005,5.83,5.8500000000000005,5.86,5.87,90.98,91.49,91.81,92.13,92.43,92.71000000000001,92.99,93.24,93.78,25.23,24.900000000000002,24.72,24.52,24.330000000000002,24.14,23.94,23.76,23.37,N/A,N/A -2012,10,16,9,30,101410,100250,99120,59.67,0,5.04,5.38,5.46,5.5,5.53,5.55,5.57,5.58,5.6000000000000005,101.17,101.58,101.87,102.18,102.45,102.72,102.99000000000001,103.24000000000001,103.76,25.09,24.75,24.57,24.37,24.18,23.990000000000002,23.79,23.61,23.22,N/A,N/A -2012,10,16,10,30,101390,100230,99100,59.870000000000005,0,5.07,5.4,5.47,5.5,5.5200000000000005,5.53,5.54,5.54,5.54,111.53,112,112.27,112.53,112.76,112.98,113.2,113.4,113.81,25.12,24.78,24.6,24.400000000000002,24.21,24.02,23.82,23.63,23.240000000000002,N/A,N/A -2012,10,16,11,30,101390,100220,99100,60.56,0,4.86,5.18,5.23,5.26,5.2700000000000005,5.2700000000000005,5.2700000000000005,5.2700000000000005,5.26,117.05,117.34,117.5,117.65,117.79,117.93,118.06,118.19,118.48,25.03,24.68,24.51,24.310000000000002,24.11,23.92,23.72,23.54,23.150000000000002,N/A,N/A -2012,10,16,12,30,101380,100210,99090,62.6,0,4.64,4.94,5,5.03,5.05,5.0600000000000005,5.07,5.08,5.08,123.66,124.09,124.36,124.63000000000001,124.86,125.08,125.3,125.51,125.93,25.03,24.69,24.51,24.310000000000002,24.12,23.93,23.73,23.54,23.150000000000002,N/A,N/A -2012,10,16,13,30,101350,100190,99060,64.24,0,4.3,4.6000000000000005,4.68,4.72,4.76,4.8,4.82,4.8500000000000005,4.89,131.75,131.93,132.08,132.24,132.38,132.52,132.66,132.8,133.09,24.95,24.6,24.42,24.22,24.03,23.84,23.64,23.45,23.06,N/A,N/A -2012,10,16,14,30,101370,100200,99080,66.73,0,4.82,5.11,5.17,5.19,5.21,5.22,5.22,5.22,5.21,137.8,138.4,138.77,139.11,139.42000000000002,139.71,139.99,140.26,140.77,24.97,24.62,24.44,24.240000000000002,24.05,23.85,23.66,23.47,23.080000000000002,N/A,N/A -2012,10,16,15,30,101340,100180,99050,68.11,0,3.96,4.23,4.3,4.3500000000000005,4.38,4.41,4.43,4.46,4.49,147.44,147.23,147.08,146.96,146.85,146.75,146.67000000000002,146.59,146.44,24.98,24.64,24.46,24.26,24.07,23.88,23.68,23.490000000000002,23.1,N/A,N/A -2012,10,16,16,30,101310,100150,99030,68.77,0,3.95,4.18,4.23,4.26,4.28,4.29,4.3100000000000005,4.32,4.32,148.13,148.67000000000002,148.96,149.24,149.48,149.70000000000002,149.91,150.11,150.48,25.05,24.7,24.53,24.32,24.13,23.94,23.740000000000002,23.56,23.16,N/A,N/A -2012,10,16,17,30,101290,100130,99010,69,0,3.35,3.5700000000000003,3.64,3.68,3.72,3.75,3.7800000000000002,3.81,3.85,155.19,155.18,155.18,155.18,155.18,155.19,155.20000000000002,155.22,155.25,25.07,24.73,24.55,24.35,24.16,23.96,23.77,23.580000000000002,23.19,N/A,N/A -2012,10,16,18,30,101240,100090,98960,67.9,0,3.11,3.29,3.34,3.37,3.4,3.42,3.44,3.45,3.48,160.49,160.58,160.69,160.81,160.93,161.05,161.17000000000002,161.28,161.55,25.21,24.87,24.69,24.490000000000002,24.3,24.1,23.91,23.72,23.34,N/A,N/A -2012,10,16,19,30,101220,100060,98940,69.11,0,2.92,3.08,3.12,3.14,3.16,3.17,3.18,3.19,3.2,156.37,156.66,156.94,157.21,157.47,157.72,157.98,158.21,158.71,25.22,24.89,24.71,24.51,24.32,24.13,23.93,23.740000000000002,23.36,N/A,N/A -2012,10,16,20,30,101150,100000,98870,69.39,0,2.07,2.21,2.2600000000000002,2.29,2.33,2.35,2.38,2.4,2.45,161.76,162.32,162.68,163,163.27,163.51,163.75,163.98,164.38,25.3,24.96,24.79,24.580000000000002,24.39,24.2,24,23.82,23.43,N/A,N/A -2012,10,16,21,30,101120,99960,98840,69.21000000000001,0,2.48,2.61,2.64,2.66,2.67,2.68,2.69,2.7,2.72,164.66,165.53,166.03,166.47,166.84,167.19,167.51,167.8,168.33,25.310000000000002,24.98,24.810000000000002,24.61,24.42,24.22,24.03,23.84,23.45,N/A,N/A -2012,10,16,22,30,101090,99940,98820,70.59,0,2.94,3.04,3.04,3.02,3,2.98,2.96,2.94,2.9,145.52,146.23,146.69,147.16,147.59,148.01,148.44,148.84,149.65,25.32,25,24.830000000000002,24.62,24.43,24.240000000000002,24.05,23.86,23.47,N/A,N/A -2012,10,16,23,30,101080,99920,98800,70.63,0,2.15,2.22,2.23,2.22,2.22,2.22,2.21,2.2,2.19,124.29,125.5,126.36,127.21000000000001,127.97,128.7,129.42000000000002,130.1,131.44,25.3,24.98,24.810000000000002,24.6,24.41,24.22,24.02,23.84,23.45,N/A,N/A -2012,10,17,0,30,101060,99910,98780,72.17,0.7000000000000001,2.04,2.09,2.08,2.07,2.05,2.04,2.02,2,1.96,85.85000000000001,86.11,86.29,86.5,86.7,86.9,87.12,87.34,87.84,24.97,24.64,24.46,24.26,24.07,23.88,23.69,23.5,23.12,N/A,N/A -2012,10,17,1,30,101070,99910,98790,74.87,0.4,2.9,2.88,2.7800000000000002,2.66,2.5500000000000003,2.44,2.34,2.24,2.06,10.9,12.13,13.35,14.84,16.32,17.86,19.580000000000002,21.2,25.01,24.52,24.18,24.02,23.84,23.66,23.48,23.3,23.13,22.77,N/A,N/A -2012,10,17,2,30,101090,99930,98800,87.8,0.7000000000000001,5.5,5.65,5.61,5.5,5.37,5.22,5.01,4.8,3.93,0.54,1.31,1.86,2.54,3.29,4.13,5.4,6.72,15.18,22.96,22.53,22.34,22.14,21.97,21.79,21.62,21.47,21.26,N/A,N/A -2012,10,17,3,30,101080,99910,98780,82.68,3.3000000000000003,6.19,6.47,6.49,6.46,6.41,6.36,6.29,6.22,6.0200000000000005,15.55,15.92,16.22,16.54,16.87,17.21,17.62,18.02,19.23,22.73,22.27,22.07,21.87,21.68,21.490000000000002,21.3,21.12,20.76,N/A,N/A -2012,10,17,4,30,101060,99900,98760,78.69,2.6,3.2600000000000002,3.35,3.35,3.33,3.3000000000000003,3.27,3.23,3.19,3.08,28.19,29.03,29.63,30.26,30.900000000000002,31.59,32.43,33.25,35.84,22.78,22.37,22.18,21.98,21.79,21.6,21.41,21.23,20.86,N/A,N/A -2012,10,17,5,30,100970,99810,98680,80.09,0.4,3.73,3.94,3.98,4,4.03,4.05,4.07,4.1,4.19,132.09,133.17000000000002,133.67000000000002,134.26,134.86,135.49,136.25,136.99,139.15,22.94,22.53,22.34,22.14,21.95,21.76,21.57,21.39,21.04,N/A,N/A -2012,10,17,6,30,100920,99760,98630,78.53,0,6.75,7.32,7.48,7.58,7.66,7.73,7.79,7.84,7.930000000000001,162.74,162.69,162.64000000000001,162.6,162.56,162.54,162.51,162.5,162.47,24.03,23.63,23.44,23.240000000000002,23.05,22.85,22.66,22.48,22.09,N/A,N/A -2012,10,17,7,30,100920,99770,98640,80.43,0,8.040000000000001,8.69,8.86,8.94,9,9.03,9.06,9.08,9.09,180.78,180.75,180.75,180.74,180.75,180.75,180.77,180.79,180.86,24.03,23.61,23.42,23.21,23.02,22.830000000000002,22.63,22.45,22.07,N/A,N/A -2012,10,17,8,30,100890,99730,98610,61.92,0,7.32,7.94,8.08,8.15,8.19,8.23,8.25,8.26,8.27,179.88,179.51,179.43,179.37,179.3,179.24,179.18,179.13,179.01,25.23,24.89,24.71,24.51,24.32,24.13,23.93,23.740000000000002,23.36,N/A,N/A -2012,10,17,9,30,100900,99740,98620,79.39,0,8.46,9.16,9.32,9.38,9.42,9.43,9.43,9.43,9.4,174.75,174.98,175.18,175.38,175.57,175.76,175.95000000000002,176.14000000000001,176.54,24.66,24.27,24.080000000000002,23.87,23.68,23.490000000000002,23.29,23.1,22.72,N/A,N/A -2012,10,17,10,30,100890,99730,98610,67.89,0,7.67,8.27,8.41,8.47,8.51,8.53,8.540000000000001,8.55,8.57,189.08,189.25,189.29,189.36,189.44,189.52,189.62,189.72,189.99,25.16,24.82,24.650000000000002,24.46,24.27,24.09,23.900000000000002,23.73,23.37,N/A,N/A -2012,10,17,11,30,100890,99740,98620,69.15,0,7.8,8.46,8.6,8.67,8.71,8.74,8.76,8.77,8.790000000000001,172.35,172.57,172.73,172.91,173.09,173.28,173.48,173.69,174.21,25.240000000000002,24.900000000000002,24.73,24.53,24.34,24.150000000000002,23.96,23.78,23.400000000000002,N/A,N/A -2012,10,17,12,30,100890,99740,98620,79.39,0,8.32,9.15,9.38,9.53,9.64,9.73,9.8,9.85,9.950000000000001,176.72,176.85,176.95000000000002,177.06,177.17000000000002,177.26,177.37,177.48,177.70000000000002,25.55,25.23,25.060000000000002,24.86,24.67,24.48,24.29,24.1,23.72,N/A,N/A -2012,10,17,13,30,100860,99710,98590,75.99,0,8.56,9.450000000000001,9.67,9.81,9.9,9.97,10.02,10.05,10.1,187.77,187.6,187.51,187.45000000000002,187.41,187.38,187.36,187.34,187.34,26.1,25.82,25.66,25.47,25.28,25.09,24.900000000000002,24.72,24.330000000000002,N/A,N/A -2012,10,17,14,30,100870,99720,98610,77.29,0,9.47,10.43,10.69,10.82,10.91,10.97,11,11.03,11.040000000000001,189.82,189.9,189.98,190.06,190.14000000000001,190.20000000000002,190.27,190.32,190.43,26.23,25.97,25.810000000000002,25.62,25.44,25.25,25.060000000000002,24.87,24.5,N/A,N/A -2012,10,17,15,30,100850,99700,98590,78.51,0,8.99,9.950000000000001,10.18,10.32,10.42,10.48,10.53,10.56,10.6,191.49,191.51,191.5,191.48000000000002,191.45000000000002,191.43,191.39000000000001,191.35,191.28,26.21,25.94,25.78,25.580000000000002,25.400000000000002,25.21,25.02,24.830000000000002,24.45,N/A,N/A -2012,10,17,16,30,100820,99680,98560,81.47,0,9.28,10.27,10.53,10.69,10.8,10.88,10.94,10.99,11.06,189.14000000000001,189.31,189.39000000000001,189.48,189.56,189.64000000000001,189.71,189.78,189.93,26.17,25.900000000000002,25.740000000000002,25.54,25.36,25.17,24.97,24.79,24.41,N/A,N/A -2012,10,17,17,30,100760,99610,98500,82.92,0,9.49,10.5,10.77,10.92,11.03,11.11,11.17,11.21,11.27,192.39000000000001,192.36,192.35,192.34,192.33,192.31,192.28,192.27,192.22,26.27,26,25.84,25.650000000000002,25.46,25.28,25.080000000000002,24.900000000000002,24.52,N/A,N/A -2012,10,17,18,30,100730,99580,98470,87.60000000000001,0,9.31,10.32,10.58,10.74,10.85,10.92,10.97,11.01,11.05,199.16,199.19,199.22,199.24,199.26,199.27,199.28,199.29,199.31,26.26,25.98,25.82,25.62,25.44,25.25,25.060000000000002,24.87,24.490000000000002,N/A,N/A -2012,10,17,19,30,100720,99570,98470,88.35000000000001,0,8.700000000000001,9.71,10.040000000000001,10.32,10.56,10.76,10.96,11.15,11.51,197.12,198.06,198.53,199.02,199.46,199.89000000000001,200.3,200.69,201.46,26.42,26.2,26.07,25.900000000000002,25.740000000000002,25.57,25.41,25.240000000000002,24.92,N/A,N/A -2012,10,17,20,30,100660,99520,98410,83.59,0,9.4,10.46,10.790000000000001,11.02,11.200000000000001,11.34,11.46,11.56,11.72,204.17000000000002,204.18,204.18,204.17000000000002,204.17000000000002,204.18,204.21,204.25,204.29,26.64,26.43,26.29,26.11,25.94,25.76,25.580000000000002,25.400000000000002,25.04,N/A,N/A -2012,10,17,21,30,100610,99470,98360,83.8,0,8.55,9.94,10.5,10.83,11.09,11.3,11.46,11.59,11.82,206.76,206.06,205.77,206.07,206.29,206.42000000000002,206.51,206.57,206.66,26.69,26.47,26.330000000000002,26.17,26.02,25.86,25.68,25.51,25.150000000000002,N/A,N/A -2012,10,17,22,30,100590,99450,98340,83.3,0,8.33,9.66,10.22,10.59,10.89,11.13,11.33,11.5,11.790000000000001,202.32,202.05,201.96,202.28,202.54,202.74,202.91,203.06,203.35,26.69,26.490000000000002,26.36,26.21,26.07,25.91,25.75,25.580000000000002,25.240000000000002,N/A,N/A -2012,10,17,23,30,100560,99420,98310,85.66,0,8.16,9.200000000000001,9.55,9.85,10.09,10.32,10.53,10.73,11.11,203.1,203.15,203.23000000000002,203.31,203.39000000000001,203.48000000000002,203.57,203.66,203.86,26.71,26.52,26.400000000000002,26.240000000000002,26.09,25.92,25.76,25.6,25.27,N/A,N/A -2012,10,18,0,30,100570,99430,98320,87.32000000000001,0,8.66,9.88,10.34,10.540000000000001,10.73,10.93,11.09,11.22,11.5,196.1,196.09,196.20000000000002,196.39000000000001,196.57,196.75,196.9,197.02,197.33,26.55,26.330000000000002,26.19,26.02,25.87,25.69,25.52,25.35,25,N/A,N/A -2012,10,18,1,30,100570,99430,98320,88.04,0,8.48,9.59,9.98,10.32,10.6,10.85,11.08,11.31,11.72,200.94,201,201.07,201.18,201.31,201.47,201.68,201.92000000000002,202.54,26.7,26.51,26.38,26.22,26.060000000000002,25.900000000000002,25.73,25.57,25.240000000000002,N/A,N/A -2012,10,18,2,30,100610,99470,98370,91.41,0,8.14,9.23,9.61,9.93,10.21,10.450000000000001,10.68,10.88,11.25,207.63,207.87,208.01,208.21,208.42000000000002,208.64000000000001,208.88,209.14000000000001,209.70000000000002,26.740000000000002,26.54,26.41,26.240000000000002,26.080000000000002,25.91,25.740000000000002,25.57,25.23,N/A,N/A -2012,10,18,3,30,100610,99470,98370,93.58,0,7.33,8.35,8.700000000000001,9.03,9.31,9.56,9.8,10.040000000000001,10.48,222.12,222.49,222.73000000000002,223.04,223.35,223.69,224.06,224.45000000000002,225.31,26.740000000000002,26.55,26.43,26.27,26.13,25.97,25.82,25.67,25.37,N/A,N/A -2012,10,18,4,30,100630,99490,98390,94.19,0,5.7700000000000005,6.7,7.0600000000000005,7.4,7.7,7.97,8.23,8.47,8.92,209.85,210.02,210.20000000000002,210.43,210.67000000000002,210.95000000000002,211.25,211.57,212.26,26.71,26.52,26.39,26.23,26.080000000000002,25.92,25.76,25.6,25.27,N/A,N/A -2012,10,18,5,30,100640,99500,98390,94.2,0,4.74,5.53,5.8500000000000005,6.17,6.46,6.73,6.98,7.21,7.62,224.06,223.62,223.37,223.24,223.18,223.19,223.24,223.33,223.56,26.66,26.46,26.330000000000002,26.17,26.02,25.85,25.69,25.53,25.2,N/A,N/A -2012,10,18,6,30,100650,99510,98400,93.34,0,5.5600000000000005,6.73,7.25,7.7700000000000005,8.24,8.71,9.19,9.67,10.57,218.94,218.65,218.57,218.68,219.02,219.63,220.6,221.76,224.69,26.67,26.52,26.41,26.27,26.12,25.97,25.810000000000002,25.650000000000002,25.32,N/A,N/A -2012,10,18,7,30,100700,99560,98460,94.43,0,5.0600000000000005,5.97,6.34,6.74,7.12,7.49,7.83,8.15,8.6,225.51,225.88,226.31,227.07,227.82,228.66,229.34,229.91,230.63,26.61,26.44,26.330000000000002,26.19,26.05,25.900000000000002,25.75,25.6,25.28,N/A,N/A -2012,10,18,8,30,100720,99570,98470,93.92,0,5.9,6.69,6.96,7.18,7.3500000000000005,7.49,7.6000000000000005,7.69,7.8,233.89000000000001,234.41,234.86,235.45000000000002,236.06,236.76,237.67000000000002,238.67000000000002,241.53,26.490000000000002,26.28,26.16,26,25.86,25.72,25.59,25.47,25.240000000000002,N/A,N/A -2012,10,18,9,30,100830,99680,98560,92.47,37,8.76,9.47,9.63,9.68,9.700000000000001,9.68,9.65,9.6,9.46,326.85,328,328.19,328.18,328.14,327.97,327.76,327.46,326.65000000000003,25.61,25.3,25.14,24.93,24.75,24.55,24.37,24.19,23.830000000000002,N/A,N/A -2012,10,18,10,30,100860,99700,98580,80.25,0,12.16,13.34,13.61,13.73,13.8,13.84,13.85,13.85,13.81,30.64,30.84,30.93,31,31.080000000000002,31.14,31.2,31.26,31.38,24.21,23.76,23.57,23.36,23.16,22.98,22.78,22.6,22.23,N/A,N/A -2012,10,18,11,30,100930,99770,98640,65.09,0,13,14.26,14.56,14.700000000000001,14.790000000000001,14.84,14.85,14.86,14.85,34.89,35.14,35.29,35.44,35.58,35.72,35.87,36,36.33,23.830000000000002,23.36,23.16,22.95,22.76,22.57,22.37,22.19,21.82,N/A,N/A -2012,10,18,12,30,100980,99810,98680,66.79,0,12.33,13.49,13.76,13.89,13.97,14.02,14.05,14.06,14.07,42.300000000000004,42.56,42.74,42.92,43.1,43.27,43.46,43.64,44.07,23.29,22.79,22.580000000000002,22.37,22.18,21.990000000000002,21.79,21.62,21.25,N/A,N/A -2012,10,18,13,30,101020,99850,98720,68.64,0,11.65,12.68,12.94,13.06,13.13,13.17,13.19,13.200000000000001,13.19,45.7,46.01,46.230000000000004,46.46,46.67,46.89,47.11,47.33,47.81,23.01,22.5,22.29,22.080000000000002,21.88,21.68,21.490000000000002,21.31,20.93,N/A,N/A -2012,10,18,14,30,101080,99910,98770,66.6,0,12.23,13.36,13.65,13.790000000000001,13.88,13.94,13.97,13.99,14,46.28,46.43,46.53,46.62,46.7,46.78,46.86,46.94,47.11,23.05,22.53,22.32,22.1,21.900000000000002,21.71,21.51,21.330000000000002,20.95,N/A,N/A -2012,10,18,15,30,101110,99940,98800,63.64,0,11.540000000000001,12.58,12.84,12.96,13.040000000000001,13.09,13.120000000000001,13.14,13.14,48.74,48.82,48.870000000000005,48.910000000000004,48.95,48.980000000000004,49.02,49.050000000000004,49.13,22.990000000000002,22.48,22.27,22.05,21.85,21.66,21.46,21.28,20.89,N/A,N/A -2012,10,18,16,30,101160,99990,98850,63.52,0,10.22,11.08,11.290000000000001,11.4,11.47,11.51,11.53,11.55,11.56,46.730000000000004,46.77,46.81,46.85,46.88,46.92,46.96,47,47.08,22.990000000000002,22.5,22.3,22.080000000000002,21.88,21.69,21.490000000000002,21.31,20.92,N/A,N/A -2012,10,18,17,30,101180,100010,98880,58.89,0,9.71,10.52,10.72,10.82,10.89,10.93,10.96,10.98,10.99,45.59,45.65,45.69,45.730000000000004,45.76,45.79,45.81,45.84,45.89,23.28,22.81,22.61,22.400000000000002,22.19,22,21.8,21.61,21.23,N/A,N/A -2012,10,18,18,30,101200,100040,98900,55.35,0,8.620000000000001,9.3,9.47,9.55,9.61,9.65,9.67,9.69,9.700000000000001,47.31,47.13,47.02,46.910000000000004,46.800000000000004,46.69,46.58,46.47,46.24,23.72,23.3,23.1,22.89,22.69,22.5,22.3,22.11,21.72,N/A,N/A -2012,10,18,19,30,101220,100050,98920,51.870000000000005,0,7.68,8.27,8.42,8.49,8.540000000000001,8.58,8.6,8.61,8.63,51.57,51.230000000000004,50.99,50.75,50.53,50.31,50.08,49.870000000000005,49.410000000000004,24.29,23.91,23.73,23.52,23.330000000000002,23.14,22.94,22.76,22.37,N/A,N/A -2012,10,18,20,30,101200,100030,98900,48.43,0,7.29,7.86,8,8.06,8.1,8.13,8.14,8.15,8.16,57.67,57.31,57.07,56.82,56.58,56.35,56.11,55.89,55.39,24.78,24.43,24.26,24.060000000000002,23.86,23.67,23.48,23.29,22.91,N/A,N/A -2012,10,18,21,30,101180,100020,98890,46.79,0,6.86,7.42,7.55,7.61,7.66,7.68,7.71,7.72,7.74,60,59.72,59.52,59.31,59.11,58.910000000000004,58.7,58.5,58.06,25.240000000000002,24.93,24.75,24.560000000000002,24.37,24.18,23.98,23.8,23.41,N/A,N/A -2012,10,18,22,30,101180,100030,98900,46.050000000000004,0,6.7,7.26,7.390000000000001,7.46,7.51,7.54,7.57,7.58,7.61,59.74,59.47,59.32,59.160000000000004,59,58.85,58.69,58.52,58.17,25.63,25.34,25.18,24.98,24.79,24.61,24.41,24.23,23.85,N/A,N/A -2012,10,18,23,30,101190,100030,98910,44.34,0,6.57,7.140000000000001,7.28,7.3500000000000005,7.390000000000001,7.43,7.46,7.48,7.5,58.160000000000004,57.94,57.79,57.64,57.5,57.36,57.21,57.07,56.77,25.93,25.67,25.51,25.32,25.13,24.94,24.75,24.57,24.18,N/A,N/A -2012,10,19,0,30,101220,100060,98940,45.94,0,6.82,7.42,7.55,7.63,7.69,7.73,7.76,7.78,7.8100000000000005,44.33,44.050000000000004,43.97,43.910000000000004,43.86,43.82,43.79,43.75,43.7,25.98,25.72,25.560000000000002,25.36,25.18,24.990000000000002,24.79,24.61,24.22,N/A,N/A -2012,10,19,1,30,101270,100110,98980,45.84,0,8.38,9.07,9.22,9.27,9.31,9.32,9.32,9.31,9.27,35.99,36.54,36.88,37.22,37.53,37.82,38.12,38.39,38.96,25.240000000000002,24.92,24.75,24.55,24.36,24.17,23.98,23.79,23.41,N/A,N/A -2012,10,19,2,30,101300,100130,99000,47.43,0,8.4,9.07,9.22,9.28,9.31,9.32,9.32,9.31,9.28,40.660000000000004,41.02,41.28,41.54,41.77,42,42.230000000000004,42.44,42.9,24.76,24.400000000000002,24.23,24.03,23.830000000000002,23.64,23.45,23.27,22.88,N/A,N/A -2012,10,19,3,30,101320,100150,99020,50.18,0,8.49,9.16,9.31,9.370000000000001,9.41,9.43,9.43,9.43,9.4,43.47,43.910000000000004,44.19,44.46,44.7,44.94,45.18,45.4,45.85,24.5,24.12,23.94,23.740000000000002,23.54,23.35,23.150000000000002,22.97,22.580000000000002,N/A,N/A -2012,10,19,4,30,101330,100160,99030,52.94,0,7.930000000000001,8.52,8.65,8.700000000000001,8.73,8.74,8.75,8.74,8.72,43.65,44.21,44.57,44.93,45.25,45.56,45.86,46.14,46.72,24.21,23.830000000000002,23.64,23.44,23.240000000000002,23.05,22.86,22.67,22.29,N/A,N/A -2012,10,19,5,30,101340,100170,99040,53.61,0,7.640000000000001,8.19,8.3,8.35,8.38,8.4,8.4,8.4,8.370000000000001,44.02,44.53,44.86,45.17,45.46,45.730000000000004,46,46.25,46.79,23.94,23.54,23.35,23.150000000000002,22.95,22.76,22.56,22.38,21.990000000000002,N/A,N/A -2012,10,19,6,30,101390,100220,99080,53.79,0,7.42,7.930000000000001,8.040000000000001,8.09,8.11,8.120000000000001,8.120000000000001,8.11,8.09,42.160000000000004,42.6,42.89,43.17,43.44,43.69,43.95,44.19,44.7,23.81,23.400000000000002,23.21,23,22.81,22.62,22.42,22.240000000000002,21.85,N/A,N/A -2012,10,19,7,30,101440,100270,99130,53.83,0,7.5200000000000005,8.05,8.17,8.22,8.25,8.27,8.27,8.28,8.27,40.69,41.15,41.45,41.74,42.02,42.28,42.550000000000004,42.800000000000004,43.34,23.57,23.150000000000002,22.96,22.76,22.57,22.38,22.18,22,21.62,N/A,N/A -2012,10,19,8,30,101460,100290,99150,52.63,0,7.97,8.55,8.68,8.73,8.77,8.790000000000001,8.8,8.8,8.790000000000001,40.300000000000004,40.78,41.1,41.43,41.730000000000004,42.02,42.33,42.61,43.230000000000004,23.37,22.93,22.740000000000002,22.54,22.34,22.150000000000002,21.96,21.78,21.400000000000002,N/A,N/A -2012,10,19,9,30,101470,100300,99150,53.34,0,7.53,8.040000000000001,8.15,8.2,8.23,8.25,8.26,8.26,8.27,35.04,35.38,35.61,35.86,36.1,36.33,36.6,36.85,37.47,22.91,22.46,22.27,22.07,21.88,21.69,21.5,21.330000000000002,20.97,N/A,N/A -2012,10,19,10,30,101500,100330,99190,55.870000000000005,0,7.18,7.65,7.74,7.78,7.79,7.8,7.8,7.8,7.8,38.6,38.980000000000004,39.24,39.53,39.800000000000004,40.08,40.4,40.69,41.45,22.78,22.330000000000002,22.14,21.94,21.75,21.57,21.39,21.22,20.87,N/A,N/A -2012,10,19,11,30,101510,100340,99190,55.61,0,7.33,7.79,7.87,7.9,7.9,7.9,7.88,7.86,7.82,37.92,38.29,38.54,38.79,39.04,39.28,39.57,39.84,40.53,22.7,22.240000000000002,22.05,21.85,21.66,21.48,21.3,21.13,20.78,N/A,N/A -2012,10,19,12,30,101540,100370,99220,54.17,0,7.24,7.7,7.79,7.82,7.84,7.84,7.83,7.82,7.79,41.95,42.32,42.56,42.800000000000004,43.03,43.26,43.51,43.74,44.27,22.72,22.26,22.07,21.87,21.68,21.5,21.31,21.13,20.77,N/A,N/A -2012,10,19,13,30,101550,100370,99230,53.67,0,6.71,7.11,7.18,7.21,7.21,7.21,7.2,7.18,7.15,40.57,40.88,41.06,41.25,41.44,41.61,41.81,41.99,42.4,22.61,22.150000000000002,21.96,21.76,21.57,21.39,21.2,21.02,20.66,N/A,N/A -2012,10,19,14,30,101580,100400,99260,51.76,0,5.98,6.3100000000000005,6.37,6.38,6.390000000000001,6.38,6.37,6.36,6.33,41.63,41.85,42.01,42.17,42.32,42.46,42.61,42.74,43.03,22.81,22.37,22.18,21.98,21.79,21.61,21.42,21.240000000000002,20.88,N/A,N/A -2012,10,19,15,30,101590,100420,99280,48.300000000000004,0,4.87,5.12,5.16,5.17,5.17,5.17,5.16,5.15,5.11,39.17,39.27,39.38,39.47,39.550000000000004,39.62,39.69,39.75,39.85,23.1,22.69,22.51,22.31,22.12,21.94,21.75,21.57,21.21,N/A,N/A -2012,10,19,16,30,101600,100420,99280,42.96,0,4.2,4.39,4.42,4.42,4.41,4.4,4.39,4.38,4.34,33.74,33.75,33.78,33.81,33.82,33.83,33.83,33.84,33.81,23.48,23.09,22.91,22.71,22.52,22.330000000000002,22.14,21.96,21.57,N/A,N/A -2012,10,19,17,30,101580,100410,99270,41.04,0,3.62,3.77,3.79,3.79,3.79,3.7800000000000002,3.7800000000000002,3.77,3.74,27.79,27.79,27.78,27.78,27.76,27.73,27.69,27.650000000000002,27.53,23.61,23.23,23.05,22.85,22.66,22.47,22.27,22.09,21.71,N/A,N/A -2012,10,19,18,30,101560,100390,99250,39.31,0,2.54,2.64,2.66,2.67,2.67,2.68,2.68,2.68,2.69,14.120000000000001,13.75,13.49,13.22,12.96,12.700000000000001,12.41,12.15,11.5,23.740000000000002,23.38,23.2,23,22.8,22.62,22.42,22.240000000000002,21.86,N/A,N/A -2012,10,19,19,30,101540,100360,99230,38.94,0,1.44,1.54,1.57,1.61,1.6500000000000001,1.68,1.72,1.76,1.84,2.11,0.46,359.38,358.34000000000003,357.37,356.45,355.51,354.63,352.82,23.89,23.54,23.36,23.16,22.97,22.78,22.59,22.400000000000002,22.02,N/A,N/A -2012,10,19,20,30,101510,100340,99200,35.29,0,1.71,1.76,1.77,1.77,1.77,1.77,1.77,1.77,1.78,319.09000000000003,318.84000000000003,318.95,319.05,319.15000000000003,319.23,319.33,319.43,319.67,24.5,24.16,23.990000000000002,23.79,23.6,23.41,23.21,23.03,22.64,N/A,N/A -2012,10,19,21,30,101470,100300,99170,35.6,0,2.7800000000000002,2.93,2.96,2.97,2.98,2.99,3,3.0100000000000002,3.02,313.88,314.11,314.27,314.41,314.54,314.65000000000003,314.77,314.87,315.11,24.92,24.6,24.43,24.23,24.04,23.85,23.66,23.47,23.080000000000002,N/A,N/A -2012,10,19,22,30,101440,100270,99140,36.9,0,2.81,3.0100000000000002,3.0500000000000003,3.09,3.11,3.14,3.16,3.18,3.2,310.3,311.31,311.88,312.38,312.81,313.19,313.56,313.89,314.5,25.29,24.98,24.810000000000002,24.62,24.43,24.240000000000002,24.04,23.86,23.47,N/A,N/A -2012,10,19,23,30,101400,100240,99110,37.74,0,3.3200000000000003,3.52,3.5500000000000003,3.56,3.5700000000000003,3.5700000000000003,3.5700000000000003,3.56,3.5500000000000003,326.66,327,327.17,327.33,327.47,327.61,327.75,327.88,328.18,25.47,25.17,25,24.810000000000002,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,20,0,30,101400,100240,99110,38.51,0,2.91,3.1,3.12,3.13,3.13,3.13,3.12,3.11,3.09,339.27,339.56,339.71,339.86,340,340.14,340.29,340.43,340.73,25.62,25.330000000000002,25.16,24.97,24.78,24.6,24.400000000000002,24.22,23.830000000000002,N/A,N/A -2012,10,20,1,30,101410,100250,99120,38.44,0,2.63,2.77,2.77,2.77,2.7600000000000002,2.74,2.73,2.71,2.67,2.02,2.3000000000000003,2.39,2.5100000000000002,2.63,2.77,2.93,3.08,3.48,25.69,25.41,25.25,25.060000000000002,24.87,24.69,24.5,24.310000000000002,23.94,N/A,N/A -2012,10,20,2,30,101420,100260,99130,39.09,0,1.58,1.6400000000000001,1.6300000000000001,1.62,1.61,1.6,1.58,1.57,1.54,42.71,43.660000000000004,44.2,44.75,45.300000000000004,45.83,46.410000000000004,46.95,48.18,25.650000000000002,25.37,25.2,25.01,24.82,24.64,24.44,24.26,23.87,N/A,N/A -2012,10,20,3,30,101400,100230,99100,38.85,0,1.51,1.57,1.56,1.55,1.54,1.52,1.51,1.5,1.47,60.99,61.34,61.52,61.72,61.92,62.120000000000005,62.34,62.550000000000004,63.03,25.59,25.3,25.13,24.94,24.75,24.560000000000002,24.36,24.18,23.79,N/A,N/A -2012,10,20,4,30,101390,100230,99100,39.22,0,1.33,1.3900000000000001,1.3900000000000001,1.3900000000000001,1.3900000000000001,1.3900000000000001,1.3900000000000001,1.3800000000000001,1.37,100.72,101.02,101.08,101.14,101.2,101.28,101.35000000000001,101.42,101.59,25.51,25.22,25.05,24.86,24.67,24.48,24.28,24.1,23.71,N/A,N/A -2012,10,20,5,30,101400,100230,99100,39.78,0,1.48,1.55,1.55,1.54,1.54,1.54,1.54,1.53,1.52,127.71000000000001,127.73,127.64,127.57000000000001,127.48,127.4,127.3,127.21000000000001,127.02,25.43,25.14,24.97,24.77,24.580000000000002,24.39,24.2,24.01,23.63,N/A,N/A -2012,10,20,6,30,101400,100240,99110,44.7,0,2.0100000000000002,2.0100000000000002,1.97,1.92,1.87,1.83,1.78,1.74,1.6600000000000001,180.48,179.41,178.65,177.87,177.13,176.41,175.64000000000001,174.94,173.31,25.150000000000002,24.85,24.68,24.490000000000002,24.3,24.11,23.92,23.73,23.35,N/A,N/A -2012,10,20,7,30,101420,100260,99120,44.99,0,1.96,2.05,2.06,2.07,2.07,2.07,2.07,2.07,2.06,166.74,167.01,167.23,167.41,167.58,167.73,167.86,167.98,168.17000000000002,24.98,24.67,24.5,24.3,24.11,23.92,23.73,23.54,23.16,N/A,N/A -2012,10,20,8,30,101410,100250,99120,46.54,0,1.96,2.04,2.05,2.05,2.05,2.04,2.04,2.04,2.02,173.47,173.20000000000002,173.12,173.01,172.93,172.85,172.74,172.63,172.41,24.900000000000002,24.59,24.42,24.22,24.03,23.85,23.650000000000002,23.46,23.080000000000002,N/A,N/A -2012,10,20,9,30,101420,100250,99120,47.31,0,2.39,2.49,2.49,2.48,2.48,2.47,2.46,2.45,2.43,162.34,162.66,162.83,163.01,163.18,163.36,163.51,163.66,164.02,24.91,24.59,24.42,24.23,24.03,23.85,23.650000000000002,23.47,23.080000000000002,N/A,N/A -2012,10,20,10,30,101420,100250,99120,49.82,0,2.74,2.88,2.9,2.91,2.91,2.91,2.91,2.91,2.91,158.64000000000001,158.97,159.17000000000002,159.37,159.55,159.72,159.88,160.04,160.38,24.86,24.54,24.37,24.17,23.98,23.79,23.59,23.41,23.02,N/A,N/A -2012,10,20,11,30,101430,100270,99140,50.47,0,3.12,3.2800000000000002,3.3000000000000003,3.31,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.31,152.59,152.99,153.24,153.49,153.71,153.92000000000002,154.14000000000001,154.35,154.8,24.85,24.53,24.36,24.16,23.97,23.78,23.59,23.400000000000002,23.02,N/A,N/A -2012,10,20,12,30,101450,100280,99150,53.050000000000004,0,4.34,4.6000000000000005,4.64,4.66,4.67,4.68,4.68,4.68,4.67,151.22,151.51,151.70000000000002,151.89000000000001,152.06,152.21,152.39000000000001,152.55,152.88,24.84,24.51,24.34,24.14,23.95,23.76,23.57,23.38,23,N/A,N/A -2012,10,20,13,30,101440,100280,99150,54.72,0,4.74,5.07,5.13,5.17,5.19,5.21,5.22,5.23,5.25,152.05,152.37,152.53,152.69,152.84,152.98,153.12,153.25,153.53,24.89,24.560000000000002,24.39,24.19,24,23.81,23.61,23.43,23.05,N/A,N/A -2012,10,20,14,30,101460,100290,99160,55.550000000000004,0,5.37,5.76,5.84,5.88,5.91,5.92,5.93,5.94,5.95,151.18,151.42000000000002,151.57,151.71,151.85,151.97,152.1,152.22,152.47,25.01,24.69,24.51,24.32,24.13,23.94,23.740000000000002,23.56,23.17,N/A,N/A -2012,10,20,15,30,101460,100300,99170,55.49,0,6.24,6.74,6.8500000000000005,6.91,6.95,6.97,6.99,7.01,7.03,148.66,148.96,149.12,149.28,149.43,149.57,149.71,149.84,150.11,25.16,24.85,24.68,24.48,24.29,24.1,23.900000000000002,23.72,23.330000000000002,N/A,N/A -2012,10,20,16,30,101450,100280,99150,57.11,0,6.61,7.17,7.29,7.36,7.41,7.44,7.47,7.49,7.5200000000000005,152.32,152.52,152.64000000000001,152.77,152.88,152.99,153.1,153.20000000000002,153.41,25.25,24.93,24.76,24.57,24.38,24.19,23.990000000000002,23.81,23.42,N/A,N/A -2012,10,20,17,30,101410,100250,99120,59.230000000000004,0,6.68,7.25,7.38,7.46,7.51,7.55,7.58,7.6000000000000005,7.63,155.01,155.20000000000002,155.31,155.43,155.53,155.64000000000001,155.75,155.85,156.07,25.310000000000002,24.990000000000002,24.830000000000002,24.63,24.44,24.25,24.05,23.87,23.48,N/A,N/A -2012,10,20,18,30,101390,100220,99100,59.21,0,6.67,7.2700000000000005,7.4,7.47,7.53,7.5600000000000005,7.59,7.61,7.640000000000001,152.62,152.65,152.78,152.91,153.04,153.18,153.31,153.45000000000002,153.72,25.43,25.12,24.95,24.75,24.560000000000002,24.37,24.18,23.990000000000002,23.6,N/A,N/A -2012,10,20,19,30,101360,100190,99070,59.88,0,6.78,7.41,7.5600000000000005,7.65,7.72,7.76,7.8,7.83,7.890000000000001,158.98,159.09,159.20000000000002,159.31,159.41,159.5,159.6,159.69,159.89000000000001,25.5,25.2,25.03,24.84,24.650000000000002,24.46,24.26,24.080000000000002,23.69,N/A,N/A -2012,10,20,20,30,101340,100180,99050,62.88,0,7.46,8.17,8.33,8.43,8.49,8.540000000000001,8.57,8.59,8.620000000000001,159.07,159.34,159.47,159.59,159.68,159.77,159.84,159.92000000000002,160.05,25.560000000000002,25.27,25.1,24.91,24.72,24.53,24.34,24.150000000000002,23.76,N/A,N/A -2012,10,20,21,30,101310,100150,99030,63.85,0,7.7,8.43,8.6,8.69,8.76,8.8,8.83,8.85,8.88,154.4,154.93,155.25,155.56,155.84,156.1,156.37,156.61,157.09,25.59,25.3,25.13,24.93,24.75,24.560000000000002,24.36,24.18,23.79,N/A,N/A -2012,10,20,22,30,101290,100140,99010,65.21000000000001,0,7.75,8.52,8.71,8.82,8.9,8.96,9.01,9.040000000000001,9.09,159.68,159.97,160.15,160.35,160.54,160.72,160.91,161.09,161.45000000000002,25.67,25.38,25.22,25.02,24.830000000000002,24.64,24.45,24.26,23.88,N/A,N/A -2012,10,20,23,30,101270,100120,98990,66.27,0,8.11,8.91,9.1,9.21,9.290000000000001,9.34,9.38,9.41,9.450000000000001,165.26,165.38,165.42000000000002,165.45000000000002,165.48,165.5,165.52,165.54,165.56,25.78,25.5,25.34,25.150000000000002,24.96,24.77,24.580000000000002,24.39,24.01,N/A,N/A -2012,10,21,0,30,101270,100110,98990,64.07000000000001,0,8.56,9.43,9.63,9.74,9.82,9.86,9.89,9.92,9.93,168.12,168.13,168.1,168.04,167.98,167.91,167.84,167.77,167.63,25.93,25.67,25.51,25.32,25.13,24.95,24.75,24.57,24.19,N/A,N/A -2012,10,21,1,30,101280,100120,99000,67.05,0,8.950000000000001,9.870000000000001,10.09,10.21,10.28,10.33,10.36,10.39,10.4,163.35,163.42000000000002,163.5,163.6,163.68,163.77,163.87,163.96,164.15,25.85,25.580000000000002,25.41,25.22,25.03,24.85,24.650000000000002,24.47,24.09,N/A,N/A -2012,10,21,2,30,101270,100110,98990,69.83,0,8.81,9.75,9.98,10.120000000000001,10.22,10.3,10.35,10.4,10.47,169.57,169.39000000000001,169.36,169.36,169.37,169.38,169.41,169.44,169.5,25.86,25.580000000000002,25.42,25.22,25.04,24.85,24.66,24.47,24.09,N/A,N/A -2012,10,21,3,30,101280,100130,99010,68.07000000000001,0,9.24,10.19,10.43,10.56,10.66,10.72,10.77,10.8,10.85,172.98,173.02,173.01,172.98,172.95000000000002,172.9,172.86,172.81,172.72,25.990000000000002,25.73,25.57,25.38,25.19,25.01,24.810000000000002,24.63,24.25,N/A,N/A -2012,10,21,4,30,101280,100130,99000,69.56,0,9.67,10.69,10.94,11.08,11.17,11.23,11.27,11.3,11.34,172.56,172.46,172.45000000000002,172.46,172.47,172.49,172.52,172.55,172.62,25.91,25.650000000000002,25.490000000000002,25.3,25.11,24.93,24.73,24.55,24.17,N/A,N/A -2012,10,21,5,30,101280,100130,99010,69.31,0,8.98,9.94,10.18,10.32,10.43,10.51,10.57,10.620000000000001,10.69,174.61,174.56,174.53,174.51,174.47,174.44,174.4,174.36,174.29,26.02,25.76,25.6,25.400000000000002,25.22,25.04,24.84,24.66,24.28,N/A,N/A -2012,10,21,6,30,101310,100160,99030,71.16,0,9.06,10.040000000000001,10.28,10.43,10.540000000000001,10.61,10.67,10.72,10.78,174.4,174.25,174.19,174.13,174.07,174.02,173.98,173.95000000000002,173.86,25.98,25.71,25.55,25.36,25.18,24.990000000000002,24.79,24.61,24.23,N/A,N/A -2012,10,21,7,30,101340,100190,99060,73.4,0,9.52,10.49,10.75,10.9,11,11.09,11.15,11.21,11.290000000000001,175.53,175.86,176.01,176.15,176.27,176.38,176.48,176.58,176.76,25.89,25.62,25.46,25.26,25.080000000000002,24.89,24.7,24.51,24.13,N/A,N/A -2012,10,21,8,30,101350,100190,99070,77.47,0,9.15,10.16,10.42,10.59,10.71,10.790000000000001,10.86,10.91,10.97,177.70000000000002,177.82,177.87,177.9,177.93,177.96,177.97,177.99,178.02,25.86,25.59,25.43,25.240000000000002,25.05,24.87,24.68,24.490000000000002,24.11,N/A,N/A -2012,10,21,9,30,101370,100210,99090,71.88,0,9.6,10.64,10.91,11.06,11.17,11.24,11.290000000000001,11.33,11.38,175.88,176.22,176.32,176.39000000000001,176.45000000000002,176.48,176.52,176.55,176.59,25.98,25.73,25.57,25.38,25.2,25.01,24.82,24.64,24.26,N/A,N/A -2012,10,21,10,30,101410,100250,99130,74.21000000000001,0,9.21,10.23,10.48,10.63,10.73,10.8,10.85,10.89,10.93,174.15,174.48,174.62,174.74,174.85,174.94,175.03,175.12,175.28,25.900000000000002,25.64,25.48,25.28,25.1,24.91,24.72,24.54,24.150000000000002,N/A,N/A -2012,10,21,11,30,101420,100260,99140,76.27,0,8.64,9.540000000000001,9.76,9.89,9.97,10.03,10.07,10.1,10.120000000000001,173.68,174.21,174.49,174.76,175,175.21,175.42000000000002,175.61,176,25.85,25.580000000000002,25.42,25.22,25.04,24.85,24.650000000000002,24.47,24.080000000000002,N/A,N/A -2012,10,21,12,30,101470,100310,99190,76.11,0,9.32,10.31,10.55,10.68,10.77,10.81,10.83,10.84,10.82,169.8,170.04,170.28,170.59,170.89000000000001,171.19,171.51,171.8,172.44,25.810000000000002,25.54,25.38,25.19,25.01,24.82,24.62,24.44,24.060000000000002,N/A,N/A -2012,10,21,13,30,101500,100340,99220,71.18,0,7.930000000000001,8.77,8.98,9.120000000000001,9.22,9.290000000000001,9.34,9.39,9.46,168.13,168.28,168.44,168.62,168.78,168.95000000000002,169.12,169.27,169.61,26.04,25.78,25.62,25.43,25.25,25.060000000000002,24.87,24.69,24.310000000000002,N/A,N/A -2012,10,21,14,30,101540,100380,99260,75.97,0,7.3,8.05,8.24,8.370000000000001,8.46,8.52,8.57,8.620000000000001,8.68,172.81,172.98,173.07,173.17000000000002,173.25,173.32,173.4,173.46,173.6,25.94,25.67,25.51,25.32,25.14,24.95,24.75,24.57,24.19,N/A,N/A -2012,10,21,15,30,101560,100410,99280,76.56,0,7.7700000000000005,8.55,8.73,8.85,8.94,9,9.040000000000001,9.08,9.13,172.36,172.9,173.11,173.29,173.43,173.55,173.64000000000001,173.73,173.86,25.900000000000002,25.63,25.47,25.28,25.09,24.900000000000002,24.71,24.53,24.14,N/A,N/A -2012,10,21,16,30,101570,100410,99290,75.56,0,8.05,8.82,8.99,9.06,9.1,9.120000000000001,9.120000000000001,9.11,9.07,165.84,166.06,166.22,166.39000000000001,166.55,166.70000000000002,166.84,166.98,167.26,25.85,25.580000000000002,25.42,25.22,25.04,24.85,24.650000000000002,24.47,24.09,N/A,N/A -2012,10,21,17,30,101570,100410,99280,69.77,0,7.1000000000000005,7.78,7.95,8.040000000000001,8.11,8.16,8.2,8.23,8.28,170.38,170.33,170.29,170.24,170.19,170.14000000000001,170.1,170.06,169.96,26.04,25.79,25.63,25.44,25.26,25.07,24.88,24.7,24.32,N/A,N/A -2012,10,21,18,30,101570,100410,99290,73.27,0,7.1000000000000005,7.8100000000000005,7.98,8.08,8.15,8.2,8.24,8.27,8.3,170.17000000000002,169.99,169.92000000000002,169.86,169.82,169.77,169.74,169.71,169.66,25.990000000000002,25.72,25.560000000000002,25.37,25.18,24.990000000000002,24.8,24.61,24.23,N/A,N/A -2012,10,21,19,30,101560,100400,99280,72.43,0,7.17,7.91,8.1,8.22,8.31,8.38,8.44,8.48,8.540000000000001,163.59,164.07,164.34,164.57,164.76,164.93,165.08,165.21,165.45000000000002,26.09,25.830000000000002,25.67,25.48,25.29,25.11,24.91,24.73,24.35,N/A,N/A -2012,10,21,20,30,101560,100400,99270,75,0,7.2700000000000005,7.98,8.16,8.25,8.32,8.370000000000001,8.4,8.42,8.44,156.18,156.3,156.42000000000002,156.55,156.67000000000002,156.79,156.9,157.01,157.24,25.91,25.650000000000002,25.490000000000002,25.29,25.11,24.92,24.72,24.54,24.16,N/A,N/A -2012,10,21,21,30,101530,100370,99250,72.72,0,7.5600000000000005,8.290000000000001,8.47,8.57,8.65,8.700000000000001,8.74,8.77,8.81,160.32,160.45000000000002,160.5,160.52,160.53,160.52,160.5,160.48,160.43,25.990000000000002,25.73,25.57,25.38,25.2,25.01,24.82,24.64,24.25,N/A,N/A -2012,10,21,22,30,101530,100370,99250,75.23,0,7.72,8.55,8.76,8.89,8.98,9.05,9.1,9.14,9.19,154.62,154.73,154.84,154.95000000000002,155.05,155.16,155.26,155.35,155.54,25.93,25.66,25.5,25.3,25.12,24.93,24.740000000000002,24.55,24.17,N/A,N/A -2012,10,21,23,30,101510,100350,99230,74.12,0,8.85,9.76,9.97,10.09,10.17,10.23,10.26,10.28,10.290000000000001,157.33,157.66,157.78,157.89000000000001,157.97,158.04,158.1,158.16,158.26,25.89,25.62,25.46,25.27,25.080000000000002,24.900000000000002,24.7,24.52,24.14,N/A,N/A -2012,10,22,0,30,101520,100360,99240,75.60000000000001,0,9.19,10.25,10.51,10.68,10.790000000000001,10.86,10.9,10.94,10.97,153.56,153.59,153.62,153.63,153.64000000000001,153.64000000000001,153.64000000000001,153.64000000000001,153.62,25.8,25.52,25.36,25.16,24.97,24.79,24.59,24.400000000000002,24.02,N/A,N/A -2012,10,22,1,30,101520,100360,99230,73.12,0,7.57,8.33,8.540000000000001,8.68,8.78,8.86,8.93,8.98,9.08,155.23,155.25,155.23,155.20000000000002,155.16,155.13,155.09,155.05,154.97,25.810000000000002,25.54,25.38,25.18,25,24.810000000000002,24.62,24.43,24.05,N/A,N/A -2012,10,22,2,30,101530,100370,99240,72.5,0,9.41,10.39,10.64,10.790000000000001,10.89,10.96,11.01,11.05,11.09,153.71,153.9,154.01,154.11,154.20000000000002,154.28,154.36,154.44,154.58,25.830000000000002,25.560000000000002,25.41,25.21,25.03,24.84,24.650000000000002,24.47,24.09,N/A,N/A -2012,10,22,3,30,101520,100360,99240,70.77,0,8.65,9.5,9.71,9.82,9.9,9.96,9.99,10.02,10.06,154.35,154.29,154.29,154.3,154.31,154.32,154.34,154.35,154.38,25.8,25.53,25.37,25.18,25,24.810000000000002,24.61,24.43,24.05,N/A,N/A -2012,10,22,4,30,101500,100340,99220,66.78,0,8.5,9.35,9.58,9.72,9.81,9.89,9.950000000000001,10,10.07,164.33,163.99,163.8,163.61,163.45000000000002,163.29,163.14000000000001,163,162.73,25.91,25.66,25.51,25.310000000000002,25.13,24.95,24.75,24.57,24.2,N/A,N/A -2012,10,22,5,30,101500,100340,99220,68.55,0,8.96,9.77,9.950000000000001,10.03,10.08,10.11,10.13,10.14,10.14,161.92000000000002,162.07,162.03,161.94,161.83,161.71,161.58,161.44,161.15,25.82,25.55,25.39,25.2,25.01,24.830000000000002,24.63,24.45,24.060000000000002,N/A,N/A -2012,10,22,6,30,101520,100360,99230,69.76,0,9.290000000000001,10.21,10.44,10.56,10.65,10.72,10.76,10.8,10.85,157.21,157.97,158.37,158.76,159.13,159.45000000000002,159.79,160.1,160.71,25.84,25.57,25.400000000000002,25.22,25.03,24.84,24.650000000000002,24.46,24.080000000000002,N/A,N/A -2012,10,22,7,30,101540,100380,99250,73.07000000000001,0,8.78,9.76,10.03,10.200000000000001,10.32,10.42,10.5,10.57,10.67,162.9,163.25,163.39000000000001,163.51,163.61,163.70000000000002,163.79,163.87,164,25.73,25.44,25.28,25.09,24.900000000000002,24.71,24.52,24.330000000000002,23.95,N/A,N/A -2012,10,22,8,30,101540,100380,99250,75.65,0,8.98,9.88,10.08,10.18,10.24,10.27,10.28,10.290000000000001,10.27,158.93,158.97,159,159.02,159.03,159.04,159.04,159.03,159.02,25.59,25.3,25.14,24.94,24.75,24.560000000000002,24.37,24.18,23.8,N/A,N/A -2012,10,22,9,30,101560,100400,99280,75.3,0,7.86,8.700000000000001,8.91,9.040000000000001,9.13,9.200000000000001,9.25,9.290000000000001,9.34,160.38,159.8,159.67000000000002,159.59,159.56,159.55,159.56,159.58,159.67000000000002,25.67,25.37,25.2,25.01,24.810000000000002,24.62,24.43,24.240000000000002,23.85,N/A,N/A -2012,10,22,10,30,101580,100420,99290,75.03,0,7.98,8.790000000000001,8.99,9.1,9.18,9.23,9.27,9.290000000000001,9.33,158.9,158.47,158.3,158.14000000000001,158.01,157.88,157.76,157.65,157.43,25.560000000000002,25.26,25.09,24.89,24.7,24.51,24.32,24.13,23.740000000000002,N/A,N/A -2012,10,22,11,30,101620,100450,99330,78.12,0,7.49,8.22,8.39,8.5,8.58,8.63,8.67,8.71,8.76,154.4,154.35,154.36,154.37,154.4,154.42000000000002,154.45000000000002,154.48,154.54,25.5,25.19,25.02,24.82,24.63,24.44,24.240000000000002,24.060000000000002,23.67,N/A,N/A -2012,10,22,12,30,101620,100460,99340,78.8,0,7.37,8.08,8.25,8.34,8.4,8.45,8.47,8.5,8.52,152.73,152.73,152.84,152.96,153.07,153.19,153.32,153.45000000000002,153.71,25.45,25.14,24.97,24.77,24.580000000000002,24.39,24.2,24.01,23.63,N/A,N/A -2012,10,22,13,30,101670,100510,99380,74.89,0,6.92,7.63,7.82,7.96,8.06,8.14,8.22,8.28,8.4,150.29,150.43,150.53,150.62,150.70000000000002,150.78,150.86,150.93,151.09,25.57,25.28,25.12,24.93,24.75,24.560000000000002,24.37,24.19,23.81,N/A,N/A -2012,10,22,14,30,101680,100520,99390,77.98,0,6.99,7.7,7.87,7.97,8.040000000000001,8.1,8.14,8.17,8.22,152.42000000000002,152.23,152.08,151.92000000000002,151.77,151.62,151.47,151.32,151.02,25.54,25.240000000000002,25.07,24.87,24.68,24.5,24.3,24.12,23.73,N/A,N/A -2012,10,22,15,30,101690,100530,99400,75.39,0,6.87,7.48,7.62,7.7,7.75,7.78,7.8,7.82,7.8500000000000005,149.31,149.20000000000002,149.18,149.14000000000001,149.1,149.06,149.02,148.97,148.87,25.55,25.25,25.080000000000002,24.88,24.69,24.5,24.310000000000002,24.12,23.740000000000002,N/A,N/A -2012,10,22,16,30,101690,100530,99400,78.3,0,6.32,6.95,7.11,7.21,7.29,7.3500000000000005,7.4,7.44,7.51,138.89000000000001,139.46,139.78,140.07,140.33,140.57,140.8,141.01,141.41,25.57,25.26,25.09,24.900000000000002,24.71,24.52,24.32,24.14,23.75,N/A,N/A -2012,10,22,17,30,101690,100520,99400,77.60000000000001,0,6.03,6.55,6.67,6.74,6.79,6.83,6.86,6.88,6.91,134.13,134.34,134.54,134.74,134.93,135.11,135.31,135.49,135.86,25.580000000000002,25.28,25.11,24.91,24.72,24.53,24.34,24.150000000000002,23.77,N/A,N/A -2012,10,22,18,30,101670,100510,99380,77.35000000000001,0,5.79,6.24,6.33,6.36,6.38,6.38,6.37,6.37,6.34,138.19,138.64000000000001,138.9,139.18,139.44,139.68,139.94,140.19,140.71,25.61,25.3,25.13,24.94,24.75,24.560000000000002,24.37,24.18,23.8,N/A,N/A -2012,10,22,19,30,101660,100500,99380,75.56,0,6.69,7.2700000000000005,7.390000000000001,7.44,7.46,7.48,7.48,7.47,7.45,132.36,132.82,133.04,133.24,133.42000000000002,133.59,133.75,133.9,134.21,25.740000000000002,25.44,25.28,25.080000000000002,24.89,24.7,24.5,24.32,23.93,N/A,N/A -2012,10,22,20,30,101650,100490,99360,77.51,0,5.72,6.21,6.32,6.38,6.42,6.45,6.46,6.48,6.49,139.94,139.37,139.17000000000002,139.03,138.9,138.81,138.72,138.65,138.53,25.650000000000002,25.34,25.18,24.98,24.79,24.6,24.41,24.22,23.84,N/A,N/A -2012,10,22,21,30,101640,100480,99350,77.15,0,5.16,5.61,5.72,5.79,5.84,5.88,5.91,5.94,5.98,138.20000000000002,138.03,137.98,137.95000000000002,137.94,137.93,137.92000000000002,137.91,137.92000000000002,25.63,25.330000000000002,25.17,24.97,24.78,24.6,24.400000000000002,24.21,23.830000000000002,N/A,N/A -2012,10,22,22,30,101620,100450,99330,77.05,0,5.0200000000000005,5.48,5.58,5.65,5.7,5.73,5.76,5.78,5.8100000000000005,126.88000000000001,127.68,128.15,128.6,129.02,129.41,129.8,130.16,130.91,25.57,25.27,25.1,24.91,24.72,24.53,24.330000000000002,24.150000000000002,23.77,N/A,N/A -2012,10,22,23,30,101600,100440,99320,79.14,0,6.18,6.75,6.88,6.96,7.01,7.04,7.07,7.08,7.1000000000000005,127.19,127.63000000000001,127.84,128.03,128.2,128.35,128.49,128.61,128.84,25.400000000000002,25.080000000000002,24.91,24.72,24.53,24.34,24.14,23.95,23.57,N/A,N/A -2012,10,23,0,30,101590,100430,99300,76.01,0,6.55,7.1000000000000005,7.22,7.28,7.33,7.3500000000000005,7.37,7.390000000000001,7.4,130.29,130.74,130.99,131.23,131.45,131.66,131.86,132.04,132.43,25.34,25.03,24.86,24.66,24.47,24.28,24.09,23.900000000000002,23.52,N/A,N/A -2012,10,23,1,30,101590,100420,99300,75.42,0,7.07,7.61,7.72,7.7700000000000005,7.8,7.8100000000000005,7.82,7.82,7.83,137.88,137.51,137.38,137.28,137.21,137.14000000000001,137.09,137.04,136.97,25.28,24.96,24.79,24.6,24.41,24.22,24.03,23.84,23.46,N/A,N/A -2012,10,23,2,30,101570,100410,99280,74.05,0,5.83,6.36,6.5,6.58,6.65,6.7,6.74,6.78,6.8500000000000005,132.27,132.5,132.69,132.88,133.06,133.25,133.44,133.61,133.98,25.28,24.96,24.79,24.59,24.400000000000002,24.21,24.02,23.830000000000002,23.45,N/A,N/A -2012,10,23,3,30,101580,100420,99290,74.82000000000001,0,6.5600000000000005,7.16,7.32,7.43,7.51,7.57,7.63,7.67,7.75,135.18,135.14000000000001,135.14000000000001,135.14000000000001,135.15,135.17000000000002,135.19,135.2,135.25,25.18,24.85,24.68,24.48,24.28,24.1,23.900000000000002,23.71,23.32,N/A,N/A -2012,10,23,4,30,101550,100390,99270,78.76,0,7.3,7.94,8.1,8.17,8.22,8.26,8.28,8.290000000000001,8.3,131.49,131.77,131.92000000000002,132.06,132.18,132.29,132.39000000000001,132.48,132.66,25.02,24.68,24.51,24.310000000000002,24.12,23.93,23.73,23.54,23.16,N/A,N/A -2012,10,23,5,30,101530,100370,99250,75.14,0,6.88,7.51,7.68,7.78,7.8500000000000005,7.9,7.95,7.98,8.040000000000001,141.1,140.78,140.68,140.61,140.56,140.52,140.49,140.46,140.43,25.23,24.900000000000002,24.73,24.54,24.35,24.16,23.96,23.78,23.39,N/A,N/A -2012,10,23,6,30,101520,100360,99230,72.87,0,6.8100000000000005,7.49,7.67,7.78,7.86,7.92,7.97,8.02,8.08,143.11,142.61,142.38,142.19,142.02,141.87,141.72,141.6,141.35,25.3,24.98,24.810000000000002,24.61,24.42,24.23,24.03,23.85,23.46,N/A,N/A -2012,10,23,7,30,101530,100370,99250,75.13,0,7.58,8.32,8.51,8.63,8.73,8.8,8.85,8.9,8.98,142.68,143.63,144.1,144.51,144.86,145.18,145.47,145.75,146.24,25.26,24.96,24.79,24.6,24.41,24.23,24.03,23.85,23.47,N/A,N/A -2012,10,23,8,30,101540,100380,99250,76.61,0,7.13,7.75,7.9,7.97,8.03,8.06,8.08,8.1,8.11,143.01,143.21,143.37,143.56,143.74,143.91,144.1,144.27,144.64000000000001,25.2,24.88,24.71,24.51,24.32,24.13,23.93,23.75,23.36,N/A,N/A -2012,10,23,9,30,101520,100360,99240,75.84,0,6.0200000000000005,6.61,6.76,6.8500000000000005,6.92,6.97,7.01,7.04,7.09,147.21,146.99,146.99,147.02,147.06,147.11,147.17000000000002,147.23,147.37,25.22,24.900000000000002,24.72,24.52,24.330000000000002,24.14,23.94,23.76,23.37,N/A,N/A -2012,10,23,10,30,101540,100380,99260,72.93,0,6.29,6.8500000000000005,6.98,7.05,7.1000000000000005,7.140000000000001,7.17,7.2,7.24,150.18,150.03,149.95000000000002,149.86,149.78,149.71,149.64000000000001,149.58,149.47,25.400000000000002,25.1,24.93,24.73,24.54,24.36,24.16,23.97,23.59,N/A,N/A -2012,10,23,11,30,101550,100380,99260,73.14,0,5.82,6.2700000000000005,6.3500000000000005,6.390000000000001,6.41,6.42,6.42,6.42,6.41,151.19,151.41,151.58,151.75,151.91,152.06,152.20000000000002,152.34,152.62,25.36,25.05,24.89,24.69,24.5,24.32,24.12,23.93,23.55,N/A,N/A -2012,10,23,12,30,101570,100410,99290,71.2,0,5.66,6.1000000000000005,6.19,6.22,6.24,6.24,6.25,6.25,6.24,158.37,157.82,157.47,157.1,156.76,156.44,156.13,155.83,155.25,25.47,25.17,25.01,24.810000000000002,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,23,13,30,101570,100410,99280,71.95,0,4.8,5.26,5.37,5.44,5.49,5.54,5.57,5.6000000000000005,5.64,156.88,156.53,156.36,156.20000000000002,156.07,155.94,155.82,155.71,155.49,25.43,25.13,24.96,24.77,24.580000000000002,24.39,24.19,24.01,23.62,N/A,N/A -2012,10,23,14,30,101600,100430,99310,73.18,0,4.66,5.0200000000000005,5.09,5.13,5.15,5.17,5.18,5.19,5.2,151.76,151.96,152.05,152.1,152.15,152.19,152.22,152.24,152.27,25.39,25.080000000000002,24.92,24.72,24.54,24.35,24.150000000000002,23.96,23.580000000000002,N/A,N/A -2012,10,23,15,30,101600,100430,99310,72.76,0,3.67,3.94,4,4.04,4.0600000000000005,4.08,4.1,4.11,4.13,159.13,158.25,157.70000000000002,157.18,156.71,156.27,155.84,155.44,154.63,25.45,25.150000000000002,24.990000000000002,24.79,24.61,24.42,24.22,24.04,23.650000000000002,N/A,N/A -2012,10,23,16,30,101610,100450,99320,72.83,0,3.47,3.73,3.79,3.84,3.87,3.9,3.92,3.95,3.99,137.89000000000001,138.47,138.81,139.1,139.34,139.57,139.77,139.95000000000002,140.3,25.44,25.14,24.97,24.77,24.580000000000002,24.39,24.2,24.01,23.63,N/A,N/A -2012,10,23,17,30,101600,100440,99310,72.32000000000001,0,3.61,3.88,3.95,3.99,4.0200000000000005,4.05,4.07,4.09,4.12,129.41,129.7,129.91,130.09,130.25,130.41,130.56,130.7,130.98,25.5,25.18,25.01,24.82,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,23,18,30,101580,100420,99290,74,0,3.43,3.66,3.7,3.73,3.75,3.77,3.7800000000000002,3.79,3.81,125.5,126.37,126.87,127.34,127.75,128.13,128.5,128.85,129.53,25.51,25.18,25.01,24.810000000000002,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,23,19,30,101560,100400,99280,74.73,0,3.31,3.5,3.54,3.56,3.5700000000000003,3.58,3.58,3.59,3.59,123.38000000000001,123.61,123.78,123.94,124.08,124.22,124.35000000000001,124.48,124.76,25.45,25.12,24.95,24.75,24.560000000000002,24.37,24.17,23.990000000000002,23.6,N/A,N/A -2012,10,23,20,30,101540,100380,99250,74.67,0,2.99,3.18,3.22,3.25,3.27,3.2800000000000002,3.3000000000000003,3.31,3.34,115.51,115.57000000000001,115.66,115.74000000000001,115.82000000000001,115.9,115.98,116.05,116.22,25.47,25.14,24.97,24.77,24.580000000000002,24.39,24.19,24,23.62,N/A,N/A -2012,10,23,21,30,101530,100370,99250,75.47,0,3.18,3.37,3.42,3.44,3.46,3.47,3.48,3.49,3.5100000000000002,117.26,117.63,117.88,118.11,118.32000000000001,118.52,118.72,118.9,119.26,25.490000000000002,25.17,25,24.8,24.61,24.42,24.23,24.04,23.66,N/A,N/A -2012,10,23,22,30,101520,100360,99230,77.97,0,3.58,3.8200000000000003,3.87,3.91,3.93,3.94,3.96,3.97,3.98,116.22,116.49000000000001,116.7,116.91,117.11,117.3,117.5,117.68,118.06,25.400000000000002,25.09,24.92,24.72,24.54,24.35,24.150000000000002,23.96,23.580000000000002,N/A,N/A -2012,10,23,23,30,101490,100330,99200,79.47,0,3.77,4.0200000000000005,4.07,4.09,4.11,4.12,4.12,4.13,4.13,106.91,107.32000000000001,107.54,107.77,107.99000000000001,108.2,108.43,108.65,109.16,-23.150000000000002,24.89,24.72,24.52,24.330000000000002,24.14,23.95,23.76,23.38,N/A,N/A -2012,10,24,0,30,101500,100340,99210,80.66,0,4.09,4.36,4.4,4.42,4.43,4.43,4.43,4.42,4.4,112.77,112.65,112.63,112.64,112.65,112.68,112.71000000000001,112.75,112.82000000000001,25.16,24.84,24.67,24.47,24.28,24.1,23.900000000000002,23.71,23.330000000000002,N/A,N/A -2012,10,24,1,30,101500,100340,99210,82.59,0,4.4,4.72,4.79,4.83,4.86,4.88,4.9,4.91,4.93,108.09,108.24000000000001,108.32000000000001,108.41,108.48,108.56,108.65,108.74000000000001,108.93,25.060000000000002,24.73,24.560000000000002,24.36,24.18,23.990000000000002,23.79,23.6,23.22,N/A,N/A -2012,10,24,2,30,101490,100330,99210,83.91,0,4.21,4.5,4.57,4.61,4.64,4.66,4.67,4.68,4.69,111.62,112.16,112.39,112.59,112.77,112.94,113.12,113.28,113.64,25.07,24.75,24.580000000000002,24.38,24.19,24,23.81,23.63,23.240000000000002,N/A,N/A -2012,10,24,3,30,101490,100330,99200,83.49,0,4.49,4.82,4.89,4.93,4.96,4.98,5,5.0200000000000005,5.04,119.32000000000001,119.49000000000001,119.56,119.63,119.71000000000001,119.78,119.86,119.94,120.13,25.150000000000002,24.830000000000002,24.66,24.46,24.27,24.09,23.89,23.71,23.330000000000002,N/A,N/A -2012,10,24,4,30,101470,100310,99190,83.84,0,5,5.44,5.55,5.62,5.66,5.7,5.74,5.76,5.8100000000000005,126.93,127.14,127.25,127.36,127.46000000000001,127.55,127.64,127.73,127.93,25.28,24.96,24.79,24.6,24.41,24.22,24.02,23.84,23.45,N/A,N/A -2012,10,24,5,30,101480,100320,99190,83.58,0,5.3500000000000005,5.8,5.91,5.97,6.01,6.05,6.07,6.09,6.13,130.91,131.44,131.75,132.05,132.32,132.59,132.86,133.11,133.65,25.32,25,24.84,24.64,24.45,24.26,24.07,23.89,23.5,N/A,N/A -2012,10,24,6,30,101480,100320,99190,83.53,0,4.65,5.03,5.11,5.17,5.2,5.23,5.26,5.2700000000000005,5.3100000000000005,135.8,136.07,136.2,136.3,136.38,136.47,136.54,136.61,136.76,25.48,25.17,25,24.810000000000002,24.62,24.43,24.23,24.05,23.67,N/A,N/A -2012,10,24,7,30,101500,100340,99210,84.38,0,5.4,5.89,6.01,6.09,6.140000000000001,6.19,6.23,6.26,6.3100000000000005,138.12,138.32,138.43,138.54,138.65,138.75,138.84,138.94,139.14000000000001,25.52,25.22,25.05,24.85,24.67,24.48,24.28,24.1,23.71,N/A,N/A -2012,10,24,8,30,101490,100330,99200,84.54,0,5.82,6.36,6.49,6.5600000000000005,6.61,6.65,6.67,6.7,6.73,152.29,152.13,152.01,151.88,151.75,151.63,151.51,151.39000000000001,151.14000000000001,25.52,25.21,25.04,24.85,24.66,24.47,24.28,24.1,23.72,N/A,N/A -2012,10,24,9,30,101490,100330,99210,85.59,0,5.79,6.3100000000000005,6.41,6.47,6.51,6.53,6.55,6.5600000000000005,6.57,145.89000000000001,146.20000000000002,146.37,146.54,146.69,146.83,146.97,147.09,147.35,25.57,25.26,25.09,24.900000000000002,24.71,24.53,24.330000000000002,24.150000000000002,23.77,N/A,N/A -2012,10,24,10,30,101500,100340,99220,84.23,0,5.66,6.23,6.38,6.49,6.58,6.65,6.71,6.76,6.8500000000000005,147.58,148.55,148.94,149.29,149.59,149.86,150.11,150.34,150.76,25.73,25.45,25.29,25.1,24.92,24.73,24.54,24.36,23.98,N/A,N/A -2012,10,24,11,30,101510,100350,99230,86.53,0,4.18,4.61,4.75,4.86,4.94,5.01,5.08,5.14,5.25,160.28,160.03,159.79,159.57,159.39000000000001,159.22,159.07,158.92000000000002,158.67000000000002,25.560000000000002,25.25,25.080000000000002,24.89,24.7,24.51,24.32,24.14,23.75,N/A,N/A -2012,10,24,12,30,101540,100380,99260,84.52,0,4.95,5.5200000000000005,5.69,5.82,5.93,6.0200000000000005,6.12,6.21,6.37,150.07,150.13,150.18,150.25,150.37,150.52,150.66,150.79,150.97,25.71,25.43,25.27,25.080000000000002,24.900000000000002,24.72,24.54,24.36,24,N/A,N/A -2012,10,24,13,30,101540,100380,99260,80.92,0,6.62,7.2,7.33,7.390000000000001,7.42,7.44,7.46,7.46,7.49,141.96,141.94,142.04,142.13,142.23,142.32,142.43,142.52,142.77,25.91,25.64,25.490000000000002,25.3,25.12,24.93,24.75,24.57,24.21,N/A,N/A -2012,10,24,14,30,101570,100410,99290,84.36,0,7.11,7.83,8.01,8.11,8.19,8.23,8.27,8.3,8.33,141.46,141.67000000000002,141.77,141.84,141.9,141.94,141.98,142,142.04,25.77,25.48,25.32,25.13,24.94,24.75,24.560000000000002,24.38,23.990000000000002,N/A,N/A -2012,10,24,15,30,101570,100410,99290,85.16,0,6.5600000000000005,7.19,7.33,7.41,7.46,7.5,7.53,7.55,7.57,136.3,136.26,136.28,136.32,136.36,136.4,136.45,136.49,136.59,25.71,25.41,25.240000000000002,25.04,24.86,24.67,24.47,24.29,23.900000000000002,N/A,N/A -2012,10,24,16,30,101560,100400,99280,85.34,0,6.2,6.75,6.890000000000001,6.96,7.01,7.04,7.07,7.08,7.1000000000000005,135.66,135.81,135.87,135.93,135.98,136.03,136.09,136.14000000000001,136.22,25.650000000000002,25.34,25.17,24.98,24.79,24.6,24.41,24.22,23.84,N/A,N/A -2012,10,24,17,30,101530,100370,99250,83.91,0,5.2700000000000005,5.69,5.78,5.82,5.8500000000000005,5.86,5.87,5.87,5.86,140.56,140.63,140.70000000000002,140.77,140.82,140.87,140.93,140.98,141.08,25.68,25.37,25.2,25,24.810000000000002,24.62,24.43,24.240000000000002,23.86,N/A,N/A -2012,10,24,18,30,101510,100350,99230,81.60000000000001,0,5.41,5.86,5.95,5.99,6.0200000000000005,6.03,6.03,6.03,6.0200000000000005,136.95000000000002,136.98,137.08,137.17000000000002,137.25,137.33,137.42000000000002,137.51,137.70000000000002,25.740000000000002,25.43,25.26,25.060000000000002,24.87,24.68,24.48,24.3,23.92,N/A,N/A -2012,10,24,19,30,101490,100340,99210,81.8,0,4.91,5.2700000000000005,5.34,5.37,5.39,5.4,5.41,5.41,5.41,132.63,132.92000000000002,133.06,133.19,133.28,133.36,133.44,133.51,133.64000000000001,25.650000000000002,25.330000000000002,25.16,24.97,24.78,24.59,24.400000000000002,24.21,23.830000000000002,N/A,N/A -2012,10,24,20,30,101470,100310,99190,84.06,0,4.86,5.26,5.34,5.38,5.41,5.43,5.44,5.44,5.44,129.79,129.95,130,130.02,130.03,130.04,130.03,130.02,129.98,25.580000000000002,25.26,25.080000000000002,24.89,24.69,24.5,24.310000000000002,24.12,23.740000000000002,N/A,N/A -2012,10,24,21,30,101440,100280,99160,84.18,0,5.13,5.53,5.62,5.67,5.7,5.72,5.74,5.75,5.76,120.87,121.36,121.67,121.93,122.16,122.37,122.56,122.74000000000001,123.06,25.48,25.17,25.01,24.810000000000002,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,24,22,30,101420,100260,99140,82.97,0,4.95,5.36,5.46,5.5200000000000005,5.57,5.6000000000000005,5.63,5.66,5.72,124.89,124.87,124.9,124.94,124.98,125.02,125.07000000000001,125.13000000000001,125.27,25.57,25.26,25.1,24.900000000000002,24.72,24.54,24.34,24.16,23.78,N/A,N/A -2012,10,24,23,30,101390,100230,99110,86.43,0,5.09,5.46,5.53,5.5600000000000005,5.58,5.58,5.58,5.58,5.5600000000000005,127.56,127.26,127.09,126.92,126.75,126.60000000000001,126.45,126.3,125.98,25.43,25.11,24.95,24.75,24.560000000000002,24.37,24.18,23.990000000000002,23.61,N/A,N/A -2012,10,25,0,30,101360,100210,99080,86.16,0,4.86,5.25,5.33,5.38,5.42,5.44,5.47,5.49,5.55,128.05,128.26,128.37,128.49,128.62,128.74,128.88,129.03,129.43,25.44,25.13,24.97,24.77,24.59,24.400000000000002,24.21,24.03,23.66,N/A,N/A -2012,10,25,1,30,101370,100210,99090,84.07000000000001,0,7.94,8.63,8.78,8.85,8.9,8.92,8.93,8.94,8.94,133.36,133.58,133.72,133.88,134.04,134.19,134.36,134.51,134.84,25.75,25.46,25.3,25.1,24.92,24.73,24.54,24.36,23.98,N/A,N/A -2012,10,25,2,30,101340,100180,99060,87.94,0,7.55,8.27,8.44,8.53,8.59,8.63,8.65,8.66,8.66,132.56,132.73,132.8,132.86,132.9,132.93,132.96,132.98,133.01,25.490000000000002,25.18,25.01,24.82,24.63,24.44,24.25,24.07,23.69,N/A,N/A -2012,10,25,3,30,101330,100180,99060,87.54,0,8.23,9.05,9.24,9.34,9.41,9.450000000000001,9.48,9.49,9.49,133.56,133.65,133.7,133.75,133.8,133.84,133.88,133.93,134.03,25.53,25.22,25.05,24.85,24.66,24.48,24.28,24.1,23.71,N/A,N/A -2012,10,25,4,30,101290,100130,99010,88.71000000000001,0,8.59,9.52,9.75,9.9,10,10.08,10.14,10.19,10.26,135.61,135.97,136.11,136.25,136.38,136.49,136.61,136.71,136.92000000000002,25.61,25.3,25.13,24.94,24.75,24.57,24.37,24.19,23.81,N/A,N/A -2012,10,25,5,30,101260,100100,98990,86.03,0,8.870000000000001,9.83,10.06,10.19,10.290000000000001,10.35,10.4,10.43,10.48,136.15,136.37,136.5,136.62,136.73,136.83,136.93,137.01,137.20000000000002,25.67,25.37,25.21,25.02,24.830000000000002,24.650000000000002,24.45,24.27,23.89,N/A,N/A -2012,10,25,6,30,101250,100090,98970,83.26,0,9.84,10.9,11.14,11.27,11.35,11.4,11.43,11.450000000000001,11.44,139.98,139.95000000000002,139.97,140,140.03,140.06,140.11,140.16,140.28,25.72,25.44,25.28,25.09,24.900000000000002,24.72,24.53,24.35,23.97,N/A,N/A -2012,10,25,7,30,101260,100110,98990,81.69,0,9.46,10.5,10.77,10.94,11.07,11.15,11.22,11.28,11.35,145.88,145.99,146.03,146.08,146.13,146.18,146.24,146.29,146.4,25.71,25.44,25.28,25.09,24.91,24.72,24.53,24.35,23.97,N/A,N/A -2012,10,25,8,30,101220,100070,98950,85.08,0,9.52,10.56,10.82,10.98,11.1,11.18,11.24,11.28,11.34,147.41,147.47,147.52,147.56,147.59,147.62,147.64000000000001,147.67000000000002,147.72,25.57,25.28,25.12,24.92,24.73,24.54,24.35,24.16,23.78,N/A,N/A -2012,10,25,9,30,101210,100050,98930,81.5,0,9.49,10.53,10.790000000000001,10.950000000000001,11.06,11.14,11.19,11.23,11.27,153.45000000000002,153.75,153.87,153.98,154.07,154.16,154.24,154.31,154.45000000000002,25.69,25.42,25.26,25.080000000000002,24.89,24.71,24.52,24.34,23.96,N/A,N/A -2012,10,25,10,30,101200,100050,98930,78.3,0,9.02,10.01,10.25,10.39,10.5,10.57,10.620000000000001,10.66,10.71,155.45000000000002,155.26,155.26,155.28,155.31,155.34,155.38,155.43,155.53,25.8,25.54,25.38,25.19,25,24.82,24.62,24.44,24.07,N/A,N/A -2012,10,25,11,30,101210,100050,98930,77.58,0,8.9,9.88,10.120000000000001,10.26,10.36,10.43,10.47,10.51,10.55,158.56,158.67000000000002,158.74,158.81,158.88,158.94,159.02,159.08,159.21,25.8,25.53,25.36,25.17,24.990000000000002,24.8,24.61,24.43,24.04,N/A,N/A -2012,10,25,12,30,101220,100060,98940,75.93,0,9.120000000000001,10.15,10.42,10.59,10.72,10.81,10.88,10.93,11.01,163.23,163.53,163.62,163.71,163.77,163.83,163.88,163.93,164.03,26.01,25.78,25.63,25.44,25.26,25.09,24.900000000000002,24.72,24.34,N/A,N/A -2012,10,25,13,30,101240,100080,98960,79.01,0,9.14,10.17,10.46,10.64,10.77,10.870000000000001,10.950000000000001,11.01,11.1,166.55,166.74,166.79,166.83,166.85,166.88,166.9,166.91,166.95000000000002,25.87,25.63,25.48,25.3,25.12,24.93,24.75,24.57,24.19,N/A,N/A -2012,10,25,14,30,101290,100130,99020,80.72,0,7.94,8.74,8.950000000000001,9.07,9.16,9.22,9.26,9.3,9.35,163.6,163.77,163.87,163.99,164.1,164.21,164.33,164.45000000000002,164.69,25.830000000000002,25.57,25.42,25.23,25.04,24.86,24.67,24.490000000000002,24.12,N/A,N/A -2012,10,25,15,30,101300,100140,99020,82.04,0,7.140000000000001,7.82,7.97,8.05,8.1,8.13,8.14,8.15,8.14,156.6,157.03,157.25,157.46,157.65,157.83,158.02,158.20000000000002,158.6,25.75,25.48,25.330000000000002,25.14,24.96,24.77,24.580000000000002,24.400000000000002,24.03,N/A,N/A -2012,10,25,16,30,101280,100130,99010,79.49,0,5.97,6.5600000000000005,6.72,6.8100000000000005,6.890000000000001,6.94,6.99,7.0200000000000005,7.08,162.69,162.56,162.51,162.47,162.42000000000002,162.38,162.34,162.31,162.22,25.91,25.650000000000002,25.5,25.310000000000002,25.12,24.94,24.75,24.57,24.19,N/A,N/A -2012,10,25,17,30,101280,100120,99000,79.21000000000001,0,5.53,6.03,6.140000000000001,6.2,6.25,6.28,6.3,6.32,6.37,157.75,158.08,158.26,158.42000000000002,158.56,158.70000000000002,158.83,158.96,159.27,25.94,25.67,25.51,25.330000000000002,25.150000000000002,24.96,24.78,24.6,24.23,N/A,N/A -2012,10,25,18,30,101290,100140,99020,80.7,0,5.28,5.73,5.83,5.87,5.91,5.93,5.94,5.95,5.96,156.31,156.46,156.54,156.63,156.71,156.8,156.88,156.97,157.16,25.91,25.63,25.47,25.28,25.09,24.900000000000002,24.72,24.53,24.150000000000002,N/A,N/A -2012,10,25,19,30,101300,100150,99030,81.10000000000001,0,4.6000000000000005,4.97,5.05,5.09,5.11,5.13,5.13,5.14,5.14,152.99,153.03,153.09,153.16,153.23,153.31,153.4,153.47,153.66,25.93,25.650000000000002,25.48,25.28,25.1,24.91,24.72,24.53,24.150000000000002,N/A,N/A -2012,10,25,20,30,101270,100110,99000,80.98,0,4.25,4.57,4.63,4.66,4.68,4.7,4.71,4.72,4.73,148.23,148.5,148.69,148.89000000000001,149.06,149.22,149.39000000000001,149.56,149.89000000000001,25.92,25.62,25.46,25.26,25.07,24.89,24.69,24.5,24.12,N/A,N/A -2012,10,25,21,30,101250,100090,98980,81.27,0,4.8500000000000005,5.25,5.33,5.38,5.4,5.43,5.44,5.45,5.47,145.5,145.77,145.91,146.04,146.16,146.27,146.38,146.47,146.66,25.900000000000002,25.62,25.45,25.26,25.07,24.88,24.69,24.5,24.12,N/A,N/A -2012,10,25,22,30,101220,100060,98950,80.21000000000001,0,4.07,4.4,4.47,4.5,4.53,4.54,4.55,4.5600000000000005,4.57,145.94,145.8,145.69,145.57,145.45000000000002,145.33,145.21,145.1,144.83,25.85,25.59,25.43,25.23,25.05,24.86,24.67,24.48,24.1,N/A,N/A -2012,10,25,23,30,101240,100090,98970,83.06,0,3.91,4.24,4.32,4.37,4.4,4.43,4.45,4.46,4.49,138.42000000000002,138.70000000000002,138.94,139.16,139.35,139.53,139.70000000000002,139.87,140.20000000000002,25.73,25.45,25.3,25.1,24.92,24.73,24.54,24.35,23.97,N/A,N/A -2012,10,26,0,30,101260,100110,98990,84.74,0,4.32,4.68,4.76,4.8,4.82,4.84,4.86,4.87,4.89,141.84,142.06,142.18,142.29,142.39000000000001,142.5,142.6,142.68,142.89000000000001,25.61,25.330000000000002,25.17,24.98,24.79,24.61,24.41,24.23,23.85,N/A,N/A -2012,10,26,1,30,101260,100110,98990,84.9,0,4.86,5.28,5.36,5.4,5.43,5.44,5.45,5.46,5.47,140.45000000000002,140.78,140.94,141.07,141.17000000000002,141.26,141.33,141.39000000000001,141.46,25.650000000000002,25.36,25.2,25.01,24.82,24.63,24.44,24.26,23.88,N/A,N/A -2012,10,26,2,30,101290,100140,99020,84.7,0,5.92,6.45,6.5600000000000005,6.61,6.640000000000001,6.65,6.66,6.66,6.63,139.06,139.21,139.36,139.52,139.66,139.81,139.95000000000002,140.09,140.35,25.7,25.42,25.26,25.07,24.89,24.7,24.5,24.32,23.94,N/A,N/A -2012,10,26,3,30,101300,100150,99030,84.55,0,5.46,5.96,6.07,6.140000000000001,6.18,6.21,6.22,6.23,6.23,135.94,136.53,136.92000000000002,137.33,137.70000000000002,138.06,138.43,138.77,139.47,25.67,25.39,25.23,25.04,24.86,24.67,24.48,24.29,23.92,N/A,N/A -2012,10,26,4,30,101310,100160,99030,84.3,0,4.9,5.32,5.41,5.46,5.5,5.5200000000000005,5.53,5.54,5.55,137.51,137.55,137.58,137.6,137.61,137.62,137.63,137.64000000000001,137.67000000000002,25.5,25.21,25.04,24.85,24.66,24.48,24.28,24.1,23.72,N/A,N/A -2012,10,26,5,30,101310,100150,99030,84.7,0,4.32,4.64,4.72,4.75,4.78,4.8,4.8100000000000005,4.82,4.83,134.29,134.48,134.51,134.55,134.59,134.64000000000001,134.69,134.73,134.85,25.37,25.07,24.900000000000002,24.7,24.51,24.330000000000002,24.13,23.95,23.56,N/A,N/A -2012,10,26,6,30,101330,100170,99050,87.56,0,4.72,5.05,5.11,5.13,5.14,5.15,5.14,5.13,5.11,139.02,139.34,139.51,139.70000000000002,139.88,140.07,140.28,140.48,140.96,25.22,24.900000000000002,24.72,24.53,24.34,24.150000000000002,23.96,23.78,23.39,N/A,N/A -2012,10,26,7,30,101360,100200,99080,87.97,0,4.0600000000000005,4.3100000000000005,4.3500000000000005,4.36,4.37,4.37,4.36,4.36,4.34,138.39000000000001,138.59,138.74,138.91,139.08,139.27,139.49,139.71,140.29,25.13,24.810000000000002,24.64,24.44,24.25,24.07,23.87,23.69,23.31,N/A,N/A -2012,10,26,8,30,101380,100220,99100,85.71000000000001,0,2.5500000000000003,2.66,2.66,2.66,2.65,2.64,2.62,2.61,2.58,151.68,151.83,152.03,152.24,152.45000000000002,152.65,152.88,153.1,153.63,25.17,24.86,24.69,24.5,24.310000000000002,24.12,23.93,23.740000000000002,23.36,N/A,N/A -2012,10,26,9,30,101390,100230,99100,86.64,0,2.58,2.71,2.74,2.75,2.7600000000000002,2.7600000000000002,2.7600000000000002,2.7600000000000002,2.77,160.59,161.15,161.46,161.81,162.17000000000002,162.54,162.97,163.39000000000001,164.42000000000002,25.080000000000002,24.76,24.59,24.39,24.21,24.02,23.82,23.64,23.26,N/A,N/A -2012,10,26,10,30,101420,100260,99140,86.53,0,1.68,1.77,1.79,1.81,1.82,1.83,1.84,1.85,1.87,170.59,171.88,172.53,173.17000000000002,173.75,174.33,174.93,175.51,176.8,25.1,24.79,24.62,24.43,24.240000000000002,24.05,23.85,23.67,23.29,N/A,N/A -2012,10,26,11,30,101450,100290,99170,84.85000000000001,0,1.1,1.18,1.2,1.23,1.25,1.27,1.29,1.31,1.36,218.71,219.07,219.43,219.76,220.05,220.35,220.61,220.84,221.38,25.19,24.88,24.71,24.52,24.330000000000002,24.14,23.95,23.77,23.39,N/A,N/A -2012,10,26,12,30,101490,100340,99210,83.92,0,0.8300000000000001,0.87,0.88,0.89,0.9,0.91,0.93,0.9400000000000001,0.98,304.59000000000003,300.74,298.45,296.13,294.05,292.04,290.08,288.23,284.54,25.23,24.93,24.76,24.57,24.38,24.19,24,23.81,23.43,N/A,N/A -2012,10,26,13,30,101520,100360,99230,85.34,0,1.78,1.83,1.82,1.8,1.78,1.77,1.75,1.73,1.69,358.69,357.17,356.18,355.15000000000003,354.16,353.18,352.12,351.12,348.86,25.150000000000002,24.84,24.67,24.47,24.29,24.1,23.91,23.72,23.34,N/A,N/A -2012,10,26,14,30,101590,100410,99280,99.42,0,9.89,10.44,10.46,10.33,10.09,9.78,9.14,8.49,7.19,337.75,337.8,337.77,337.66,337.36,336.93,335.93,334.90000000000003,333.05,21.96,21.490000000000002,21.330000000000002,21.21,21.14,21.12,21.19,21.29,21.53,N/A,N/A -2012,10,26,15,30,101600,100420,99280,94.03,1.5,10.620000000000001,11.41,11.540000000000001,11.58,11.57,11.55,11.5,11.450000000000001,11.3,350.74,350.79,350.74,350.69,350.63,350.57,350.5,350.42,350.17,21.16,20.57,20.35,20.13,19.93,19.75,19.55,19.38,19.02,N/A,N/A -2012,10,26,16,30,101650,100470,99320,92.8,0,9.39,10.040000000000001,10.17,10.22,10.24,10.24,10.22,10.21,10.15,1.3,1.36,1.4000000000000001,1.44,1.51,1.57,1.6500000000000001,1.74,1.97,20.490000000000002,19.89,19.67,19.45,19.25,19.06,18.86,18.68,18.31,N/A,N/A -2012,10,26,17,30,101610,100430,99280,90.5,0,10.48,11.23,11.35,11.38,11.370000000000001,11.35,11.31,11.26,11.15,353.19,353.55,353.73,353.91,354.12,354.31,354.57,354.82,355.57,20.32,19.7,19.47,19.26,19.07,18.88,18.69,18.52,18.17,N/A,N/A -2012,10,26,18,30,101650,100470,99320,86.25,0,10.11,10.86,11,11.06,11.08,11.08,11.06,11.040000000000001,10.96,355.90000000000003,356.08,356.18,356.3,356.42,356.54,356.69,356.83,357.2,20.490000000000002,19.87,19.64,19.41,19.21,19.01,18.81,18.63,18.240000000000002,N/A,N/A -2012,10,26,19,30,101670,100490,99330,84.37,0,10.74,11.57,11.73,11.790000000000001,11.82,11.83,11.81,11.790000000000001,11.72,352.38,352.85,353.14,353.43,353.71,353.97,354.25,354.52,355.11,20.29,19.650000000000002,19.41,19.19,18.98,18.79,18.580000000000002,18.39,18.01,N/A,N/A -2012,10,26,20,30,101690,100500,99350,83.2,0,10.98,11.84,12.01,12.09,12.120000000000001,12.13,12.13,12.120000000000001,12.06,359.35,359.51,359.6,359.69,359.77,359.85,359.93,0.01,0.17,19.84,19.17,18.92,18.69,18.47,18.28,18.07,17.88,17.48,N/A,N/A -2012,10,26,21,30,101730,100530,99380,84.36,0,11.28,12.16,12.35,12.44,12.49,12.52,12.52,12.51,12.47,355.69,355.84000000000003,355.94,356.03000000000003,356.12,356.2,356.29,356.37,356.53000000000003,19.11,18.39,18.13,17.89,17.67,17.47,17.26,17.06,16.67,N/A,N/A -2012,10,26,22,30,101750,100550,99390,85.19,0,11.84,12.780000000000001,12.99,13.08,13.120000000000001,13.15,13.15,13.15,13.11,356.28000000000003,356.40000000000003,356.47,356.54,356.62,356.68,356.75,356.82,356.98,18.43,17.67,17.400000000000002,17.16,16.94,16.73,16.52,16.330000000000002,15.93,N/A,N/A -2012,10,26,23,30,101780,100580,99410,86.53,0,12.76,13.85,14.1,14.22,14.290000000000001,14.34,14.36,14.370000000000001,14.36,0.9,0.97,0.97,0.97,0.96,0.96,0.96,0.96,0.96,17.78,16.95,16.67,16.43,16.19,15.99,15.77,15.58,15.18,N/A,N/A -2012,10,27,0,30,101830,100630,99460,85.27,0,12.19,13.15,13.35,13.43,13.46,13.47,13.450000000000001,13.43,13.370000000000001,358.47,358.63,358.71,358.79,358.87,358.95,359.04,359.13,359.32,17.09,16.26,15.98,15.74,15.51,15.31,15.1,14.9,14.51,N/A,N/A -2012,10,27,1,30,101890,100680,99500,86.32000000000001,0,12.67,13.69,13.92,14.030000000000001,14.1,14.14,14.16,14.17,14.16,6.54,6.69,6.78,6.86,6.94,7,7.08,7.15,7.3100000000000005,16.51,15.64,15.34,15.09,14.86,14.65,14.43,14.24,13.84,N/A,N/A -2012,10,27,2,30,101930,100720,99540,86.77,0,13.030000000000001,14.11,14.35,14.47,14.540000000000001,14.59,14.61,14.620000000000001,14.61,6.18,6.43,6.5600000000000005,6.69,6.8100000000000005,6.92,7.05,7.16,7.41,15.94,15.02,14.72,14.46,14.23,14.02,13.8,13.6,13.200000000000001,N/A,N/A -2012,10,27,3,30,101960,100740,99570,87.68,0,12.05,13.01,13.23,13.35,13.42,13.46,13.49,13.51,13.52,9.86,9.950000000000001,10.02,10.07,10.13,10.18,10.23,10.28,10.38,15.68,14.790000000000001,14.49,14.24,14,13.790000000000001,13.57,13.370000000000001,12.97,N/A,N/A -2012,10,27,4,30,101930,100720,99540,86.9,0,12.32,13.280000000000001,13.5,13.620000000000001,13.68,13.73,13.75,13.76,13.77,5.61,5.74,5.83,5.92,5.99,6.0600000000000005,6.140000000000001,6.21,6.36,15.42,14.51,14.21,13.950000000000001,13.72,13.51,13.290000000000001,13.09,12.69,N/A,N/A -2012,10,27,5,30,101940,100730,99550,85.67,0,12.49,13.51,13.75,13.88,13.950000000000001,14.01,14.040000000000001,14.06,14.07,7.72,7.99,8.13,8.27,8.4,8.53,8.65,8.77,9.03,15.13,14.200000000000001,13.89,13.63,13.39,13.18,12.96,12.76,12.36,N/A,N/A -2012,10,27,6,30,101930,100710,99530,83.76,0,13.120000000000001,14.23,14.49,14.63,14.72,14.77,14.8,14.83,14.84,10.49,10.64,10.73,10.82,10.9,10.98,11.06,11.15,11.31,15.1,14.15,13.84,13.58,13.33,13.120000000000001,12.9,12.700000000000001,12.290000000000001,N/A,N/A -2012,10,27,7,30,101980,100760,99580,77.46000000000001,0,13.280000000000001,14.4,14.66,14.8,14.88,14.94,14.97,14.99,15,13.51,13.66,13.76,13.84,13.91,13.99,14.06,14.13,14.280000000000001,15.09,14.13,13.82,13.56,13.32,13.11,12.89,12.68,12.290000000000001,N/A,N/A -2012,10,27,8,30,101960,100740,99560,73.72,0,13.38,14.51,14.780000000000001,14.91,15,15.05,15.08,15.11,15.120000000000001,12.31,12.48,12.56,12.64,12.71,12.780000000000001,12.85,12.91,13.05,15.030000000000001,14.08,13.76,13.5,13.26,13.05,12.83,12.620000000000001,12.22,N/A,N/A -2012,10,27,9,30,101980,100760,99570,70.74,0,13.42,14.55,14.8,14.94,15.02,15.07,15.1,15.120000000000001,15.13,11.120000000000001,11.26,11.35,11.43,11.51,11.59,11.67,11.74,11.9,14.700000000000001,13.73,13.41,13.15,12.91,12.69,12.47,12.27,11.870000000000001,N/A,N/A -2012,10,27,10,30,102010,100790,99600,70.87,0,14.32,15.56,15.85,15.99,16.080000000000002,16.14,16.16,16.18,16.18,17.86,18.02,18.12,18.22,18.3,18.37,18.45,18.52,18.67,14.1,13.07,12.74,12.47,12.23,12.01,11.790000000000001,11.59,11.19,N/A,N/A -2012,10,27,11,30,102080,100850,99660,71.93,0,14.14,15.34,15.620000000000001,15.76,15.84,15.9,15.92,15.94,15.94,19.05,19.2,19.31,19.400000000000002,19.490000000000002,19.57,19.650000000000002,19.73,19.89,13.75,12.71,12.370000000000001,12.1,11.85,11.64,11.42,11.21,10.81,N/A,N/A -2012,10,27,12,30,102130,100900,99710,71.75,0,13.52,14.63,14.88,15.02,15.09,15.14,15.16,15.17,15.17,17.72,17.900000000000002,18.01,18.11,18.2,18.29,18.38,18.47,18.650000000000002,13.370000000000001,12.33,12,11.73,11.49,11.27,11.05,10.84,10.44,N/A,N/A -2012,10,27,13,30,102130,100900,99710,73.27,0,13.66,14.77,15.02,15.15,15.21,15.26,15.27,15.280000000000001,15.27,16.16,16.32,16.4,16.47,16.55,16.61,16.68,16.740000000000002,16.88,13.05,12.01,11.68,11.41,11.16,10.950000000000001,10.73,10.52,10.120000000000001,N/A,N/A -2012,10,27,14,30,102150,100920,99720,74.09,0,12.61,13.57,13.790000000000001,13.89,13.950000000000001,13.99,14,14,13.99,14.02,14.17,14.26,14.34,14.42,14.49,14.57,14.63,14.780000000000001,12.870000000000001,11.86,11.53,11.27,11.03,10.81,10.59,10.4,10,N/A,N/A -2012,10,27,15,30,102160,100930,99740,73.01,0,10.96,11.73,11.9,11.98,12.02,12.040000000000001,12.05,12.05,12.040000000000001,10.32,10.42,10.49,10.55,10.620000000000001,10.67,10.74,10.8,10.93,13.09,12.16,11.85,11.59,11.35,11.15,10.93,10.73,10.34,N/A,N/A -2012,10,27,16,30,102120,100900,99710,69.99,0,10.47,11.200000000000001,11.35,11.43,11.47,11.5,11.51,11.52,11.52,6.3,6.390000000000001,6.46,6.5200000000000005,6.58,6.63,6.69,6.75,6.8500000000000005,13.700000000000001,12.82,12.52,12.26,12.030000000000001,11.82,11.6,11.41,11.01,N/A,N/A -2012,10,27,17,30,102080,100860,99670,65.51,0,9.66,10.31,10.46,10.53,10.58,10.61,10.620000000000001,10.64,10.64,1.35,1.5,1.6,1.7,1.79,1.87,1.96,2.04,2.2,14.52,13.69,13.4,13.14,12.91,12.700000000000001,12.48,12.280000000000001,11.88,N/A,N/A -2012,10,27,18,30,102040,100820,99640,60.71,0,9.15,9.76,9.89,9.96,10,10.03,10.040000000000001,10.05,10.05,359.33,359.45,359.52,359.59000000000003,359.65000000000003,359.71,359.77,359.83,359.95,15.33,14.55,14.27,14.030000000000001,13.8,13.6,13.38,13.18,12.780000000000001,N/A,N/A -2012,10,27,19,30,101990,100770,99590,58.79,0,9.43,10.07,10.22,10.3,10.35,10.38,10.4,10.42,10.43,355.04,355.07,355.11,355.14,355.18,355.21,355.24,355.28000000000003,355.35,16.18,15.42,15.15,14.9,14.67,14.46,14.24,14.040000000000001,13.64,N/A,N/A -2012,10,27,20,30,101930,100720,99540,56.5,0,9.21,9.83,9.97,10.05,10.09,10.13,10.14,10.16,10.17,353.47,353.69,353.84000000000003,353.98,354.12,354.25,354.37,354.49,354.73,16.89,16.16,15.9,15.65,15.43,15.22,15,14.8,14.39,N/A,N/A -2012,10,27,21,30,101910,100700,99530,54.5,0,9.21,9.84,9.98,10.07,10.120000000000001,10.15,10.17,10.19,10.200000000000001,354.7,354.91,355.04,355.15000000000003,355.26,355.36,355.46,355.56,355.74,17.37,16.66,16.4,16.15,15.93,15.72,15.5,15.3,14.89,N/A,N/A -2012,10,27,22,30,101900,100700,99530,53.65,0,9.17,9.8,9.94,10.02,10.07,10.1,10.11,10.13,10.14,356.06,356.19,356.28000000000003,356.37,356.46,356.54,356.62,356.7,356.86,17.56,16.85,16.59,16.35,16.12,15.92,15.700000000000001,15.5,15.09,N/A,N/A -2012,10,27,23,30,101920,100710,99540,50.050000000000004,0,9.870000000000001,10.55,10.68,10.74,10.77,10.790000000000001,10.790000000000001,10.790000000000001,10.78,0.46,0.23,0.04,359.84000000000003,359.64,359.46,359.27,359.09000000000003,358.74,17.42,16.69,16.43,16.2,15.98,15.780000000000001,15.56,15.36,14.97,N/A,N/A -2012,10,28,0,30,101960,100750,99570,55.01,0,10.59,11.34,11.51,11.58,11.620000000000001,11.65,11.65,11.65,11.63,1.6600000000000001,1.59,1.53,1.48,1.42,1.37,1.32,1.27,1.18,17,16.23,15.950000000000001,15.71,15.48,15.27,15.05,14.85,14.450000000000001,N/A,N/A -2012,10,28,1,30,101990,100780,99600,55.410000000000004,0,10.69,11.47,11.63,11.71,11.75,11.77,11.78,11.78,11.77,3.18,3.3000000000000003,3.37,3.43,3.49,3.54,3.6,3.65,3.75,16.44,15.64,15.370000000000001,15.13,14.9,14.69,14.48,14.280000000000001,13.88,N/A,N/A -2012,10,28,2,30,102040,100820,99640,57.93,0,10.81,11.61,11.78,11.86,11.91,11.94,11.950000000000001,11.96,11.950000000000001,10.14,10.16,10.16,10.17,10.17,10.17,10.17,10.16,10.16,16.12,15.31,15.030000000000001,14.780000000000001,14.55,14.34,14.120000000000001,13.92,13.51,N/A,N/A -2012,10,28,3,30,102060,100850,99670,58.1,0,11.08,11.9,12.08,12.17,12.22,12.25,12.27,12.27,12.27,14.39,14.4,14.41,14.42,14.42,14.43,14.42,14.41,14.41,15.83,14.99,14.71,14.46,14.22,14.01,13.790000000000001,13.59,13.18,N/A,N/A -2012,10,28,4,30,102080,100860,99680,59.35,0,11.08,11.89,12.07,12.16,12.21,12.23,12.25,12.25,12.24,18.51,18.55,18.55,18.56,18.56,18.56,18.57,18.57,18.57,15.47,14.620000000000001,14.33,14.08,13.85,13.64,13.42,13.22,12.81,N/A,N/A -2012,10,28,5,30,102110,100890,99700,58.1,0,11.26,12.08,12.26,12.34,12.39,12.42,12.42,12.43,12.41,21.23,21.330000000000002,21.39,21.43,21.47,21.51,21.54,21.580000000000002,21.650000000000002,15.23,14.370000000000001,14.07,13.82,13.59,13.370000000000001,13.15,12.950000000000001,12.55,N/A,N/A -2012,10,28,6,30,102120,100900,99710,58.9,0,11.35,12.19,12.38,12.47,12.52,12.540000000000001,12.55,12.55,12.530000000000001,21.57,21.78,21.89,21.98,22.07,22.150000000000002,22.23,22.3,22.45,14.96,14.120000000000001,13.83,13.58,13.35,13.14,12.92,12.72,12.32,N/A,N/A -2012,10,28,7,30,102150,100930,99740,58.79,0,11.11,11.93,12.11,12.200000000000001,12.24,12.27,12.280000000000001,12.290000000000001,12.27,24.91,25.080000000000002,25.16,25.240000000000002,25.310000000000002,25.37,25.43,25.490000000000002,25.6,14.68,13.84,13.55,13.3,13.07,12.86,12.64,12.44,12.040000000000001,N/A,N/A -2012,10,28,8,30,102170,100950,99760,58.7,0,10.72,11.49,11.66,11.74,11.790000000000001,11.82,11.82,11.83,11.81,27.32,27.48,27.59,27.68,27.76,27.830000000000002,27.91,27.98,28.11,14.56,13.72,13.44,13.19,12.950000000000001,12.75,12.530000000000001,12.33,11.92,N/A,N/A -2012,10,28,9,30,102170,100950,99760,58.72,0,10.790000000000001,11.57,11.73,11.81,11.85,11.88,11.88,11.88,11.86,26.19,26.37,26.48,26.57,26.66,26.740000000000002,26.82,26.900000000000002,27.05,14.36,13.52,13.24,12.99,12.76,12.55,12.33,12.13,11.73,N/A,N/A -2012,10,28,10,30,102190,100970,99780,58.39,0,10.76,11.52,11.69,11.76,11.8,11.82,11.83,11.83,11.81,25.740000000000002,25.92,26.02,26.12,26.2,26.28,26.36,26.43,26.580000000000002,14.18,13.33,13.040000000000001,12.790000000000001,12.56,12.35,12.14,11.94,11.540000000000001,N/A,N/A -2012,10,28,11,30,102210,100980,99790,58.96,0,10.620000000000001,11.36,11.51,11.58,11.61,11.63,11.620000000000001,11.620000000000001,11.59,24.96,25.18,25.3,25.42,25.52,25.62,25.71,25.810000000000002,25.990000000000002,14.06,13.21,12.92,12.67,12.44,12.23,12.02,11.82,11.42,N/A,N/A -2012,10,28,12,30,102230,101010,99820,58.9,0,10.32,11.03,11.18,11.24,11.28,11.290000000000001,11.3,11.290000000000001,11.27,23.79,23.990000000000002,24.12,24.240000000000002,24.35,24.45,24.560000000000002,24.650000000000002,24.84,13.98,13.14,12.85,12.61,12.370000000000001,12.17,11.950000000000001,11.75,11.36,N/A,N/A -2012,10,28,13,30,102260,101030,99840,59.96,0,10.3,10.99,11.13,11.19,11.21,11.22,11.21,11.200000000000001,11.16,23.07,23.29,23.42,23.54,23.66,23.76,23.87,23.98,24.18,13.71,12.86,12.57,12.32,12.09,11.89,11.67,11.48,11.08,N/A,N/A -2012,10,28,14,30,102300,101070,99870,59.92,0,9.74,10.38,10.51,10.56,10.59,10.6,10.6,10.6,10.57,22.990000000000002,23.150000000000002,23.26,23.36,23.45,23.53,23.62,23.69,23.85,13.66,12.83,12.55,12.3,12.07,11.870000000000001,11.65,11.450000000000001,11.06,N/A,N/A -2012,10,28,15,30,102300,101070,99880,59,0,9.35,9.950000000000001,10.07,10.13,10.15,10.17,10.17,10.17,10.15,20.19,20.330000000000002,20.400000000000002,20.46,20.51,20.57,20.62,20.67,20.77,13.84,13.030000000000001,12.75,12.51,12.280000000000001,12.08,11.86,11.67,11.27,N/A,N/A -2012,10,28,16,30,102290,101060,99870,57.01,0,8.75,9.3,9.41,9.47,9.49,9.51,9.52,9.52,9.51,17.31,17.36,17.400000000000002,17.43,17.46,17.48,17.51,17.53,17.580000000000002,14.25,13.47,13.200000000000001,12.96,12.73,12.530000000000001,12.32,12.120000000000001,11.72,N/A,N/A -2012,10,28,17,30,102270,101050,99860,54.230000000000004,0,8.040000000000001,8.540000000000001,8.65,8.700000000000001,8.74,8.76,8.77,8.78,8.790000000000001,11.540000000000001,11.620000000000001,11.67,11.72,11.77,11.8,11.84,11.870000000000001,11.94,14.8,14.06,13.8,13.56,13.34,13.14,12.92,12.73,12.33,N/A,N/A -2012,10,28,18,30,102240,101020,99840,50.44,0,7.96,8.47,8.58,8.65,8.69,8.72,8.73,8.75,8.77,7.930000000000001,7.84,7.8,7.76,7.72,7.69,7.66,7.63,7.58,15.540000000000001,14.84,14.58,14.35,14.13,13.92,13.71,13.51,13.11,N/A,N/A -2012,10,28,19,30,102220,101000,99820,47.63,0,7.74,8.23,8.35,8.42,8.47,8.5,8.52,8.540000000000001,8.57,5.25,5.11,5.04,4.98,4.92,4.88,4.84,4.8,4.72,16.46,15.790000000000001,15.540000000000001,15.3,15.08,14.870000000000001,14.66,14.46,14.06,N/A,N/A -2012,10,28,20,30,102170,100960,99780,45.980000000000004,0,7.46,7.930000000000001,8.040000000000001,8.09,8.13,8.16,8.18,8.19,8.22,0.58,0.76,0.87,0.97,1.05,1.12,1.2,1.27,1.41,17.07,16.44,16.19,15.96,15.74,15.540000000000001,15.33,15.13,14.73,N/A,N/A -2012,10,28,21,30,102150,100940,99770,44.37,0,7.57,8.040000000000001,8.14,8.21,8.25,8.27,8.290000000000001,8.31,8.33,3.19,3.12,3.0700000000000003,3,2.96,2.92,2.88,2.85,2.79,17.63,17.01,16.77,16.54,16.32,16.12,15.9,15.700000000000001,15.3,N/A,N/A -2012,10,28,22,30,102140,100930,99760,41.21,0,8.17,8.68,8.78,8.83,8.85,8.86,8.86,8.86,8.85,2.86,2.77,2.72,2.68,2.63,2.59,2.5500000000000003,2.5300000000000002,2.47,17.81,17.19,16.95,16.73,16.51,16.31,16.1,15.9,15.5,N/A,N/A -2012,10,28,23,30,102160,100950,99780,42.050000000000004,0,8.22,8.72,8.81,8.84,8.85,8.85,8.84,8.83,8.8,7.24,7.28,7.28,7.28,7.28,7.2700000000000005,7.26,7.25,7.21,17.78,17.150000000000002,16.91,16.69,16.47,16.28,16.07,15.870000000000001,15.47,N/A,N/A -2012,10,29,0,30,102180,100970,99800,45.13,0,8.4,8.94,9.040000000000001,9.09,9.1,9.120000000000001,9.11,9.11,9.09,6.8100000000000005,6.97,7.0600000000000005,7.140000000000001,7.21,7.28,7.34,7.41,7.53,17.490000000000002,16.84,16.6,16.37,16.15,15.96,15.74,15.55,15.15,N/A,N/A -2012,10,29,1,30,102200,100990,99820,49.56,0,8.66,9.22,9.34,9.39,9.42,9.44,9.44,9.44,9.43,13.55,13.71,13.790000000000001,13.88,13.950000000000001,14.01,14.08,14.14,14.27,17.23,16.56,16.31,16.080000000000002,15.860000000000001,15.66,15.44,15.25,14.85,N/A,N/A -2012,10,29,2,30,102230,101020,99840,50.2,0,8.32,8.85,8.97,9.02,9.05,9.06,9.07,9.07,9.06,19.48,19.5,19.5,19.51,19.51,19.51,19.51,19.52,19.52,17.05,16.38,16.14,15.9,15.68,15.48,15.27,15.07,14.67,N/A,N/A -2012,10,29,3,30,102240,101030,99850,50.44,0,8.31,8.83,8.93,8.98,9,9.01,9.01,9.01,8.99,22.37,22.47,22.52,22.57,22.62,22.650000000000002,22.69,22.740000000000002,22.82,16.95,16.28,16.04,15.8,15.58,15.39,15.17,14.98,14.58,N/A,N/A -2012,10,29,4,30,102240,101030,99850,51.51,0,8.57,9.11,9.22,9.26,9.28,9.290000000000001,9.290000000000001,9.290000000000001,9.26,24.18,24.28,24.32,24.37,24.41,24.45,24.490000000000002,24.53,24.6,16.84,16.16,15.92,15.68,15.47,15.26,15.05,14.85,14.46,N/A,N/A -2012,10,29,5,30,102260,101040,99860,51.15,0,8.32,8.83,8.93,8.98,8.99,9,9,8.99,8.97,26.44,26.650000000000002,26.77,26.88,26.98,27.07,27.17,27.26,27.44,16.78,16.11,15.860000000000001,15.63,15.41,15.21,14.99,14.8,14.4,N/A,N/A -2012,10,29,6,30,102280,101060,99880,52.31,0,8.8,9.36,9.47,9.51,9.53,9.540000000000001,9.540000000000001,9.53,9.5,25.66,25.900000000000002,26.04,26.18,26.310000000000002,26.42,26.54,26.650000000000002,26.88,16.6,15.91,15.66,15.43,15.200000000000001,15,14.790000000000001,14.59,14.200000000000001,N/A,N/A -2012,10,29,7,30,102320,101100,99920,52.85,0,8.53,9.05,9.15,9.18,9.200000000000001,9.200000000000001,9.19,9.18,9.13,27.73,28.03,28.2,28.37,28.53,28.66,28.810000000000002,28.94,29.21,16.45,15.76,15.51,15.280000000000001,15.06,14.86,14.65,14.450000000000001,14.06,N/A,N/A -2012,10,29,8,30,102330,101110,99930,54.300000000000004,0,8.46,8.97,9.06,9.09,9.1,9.1,9.09,9.07,9.02,29.19,29.53,29.740000000000002,29.92,30.09,30.25,30.42,30.560000000000002,30.87,16.28,15.59,15.34,15.1,14.89,14.68,14.47,14.280000000000001,13.88,N/A,N/A -2012,10,29,9,30,102350,101130,99950,54.6,0,8.45,8.950000000000001,9.040000000000001,9.07,9.08,9.08,9.06,9.05,9,30.55,30.94,31.17,31.38,31.580000000000002,31.76,31.95,32.13,32.49,16.1,15.41,15.15,14.92,14.700000000000001,14.5,14.290000000000001,14.09,13.700000000000001,N/A,N/A -2012,10,29,10,30,102360,101150,99960,55.46,0,8.36,8.85,8.94,8.97,8.97,8.97,8.950000000000001,8.94,8.88,31.76,32.21,32.480000000000004,32.730000000000004,32.96,33.17,33.39,33.6,34.01,16.080000000000002,15.39,15.13,14.9,14.68,14.48,14.27,14.07,13.68,N/A,N/A -2012,10,29,11,30,102390,101170,99990,56.46,0,8.55,9.05,9.13,9.16,9.16,9.16,9.13,9.11,9.05,33.43,33.85,34.11,34.35,34.58,34.78,35,35.2,35.6,15.98,15.27,15.02,14.790000000000001,14.56,14.36,14.15,13.96,13.56,N/A,N/A -2012,10,29,12,30,102400,101180,100000,60.31,0,8.57,9.07,9.16,9.19,9.19,9.18,9.16,9.14,9.08,33.28,33.74,34.02,34.28,34.53,34.75,34.980000000000004,35.19,35.64,15.72,15,14.74,14.51,14.290000000000001,14.09,13.88,13.68,13.280000000000001,N/A,N/A -2012,10,29,13,30,102420,101200,100020,59.44,0,8.2,8.66,8.73,8.74,8.74,8.73,8.700000000000001,8.68,8.61,33.45,33.95,34.25,34.53,34.79,35.04,35.29,35.53,36,15.71,15,14.75,14.52,14.3,14.1,13.89,13.69,13.3,N/A,N/A -2012,10,29,14,30,102450,101230,100050,60.88,0,7.5600000000000005,7.97,8.03,8.040000000000001,8.040000000000001,8.040000000000001,8.01,7.99,7.94,35.81,36.34,36.68,36.980000000000004,37.27,37.53,37.81,38.06,38.57,15.73,15.05,14.8,14.57,14.35,14.15,13.94,13.74,13.35,N/A,N/A -2012,10,29,15,30,102440,101220,100040,60.77,0,7.3500000000000005,7.73,7.79,7.8,7.79,7.78,7.76,7.74,7.68,34.22,34.69,34.980000000000004,35.230000000000004,35.480000000000004,35.7,35.94,36.160000000000004,36.6,15.84,15.17,14.92,14.69,14.47,14.27,14.06,13.870000000000001,13.48,N/A,N/A -2012,10,29,16,30,102420,101200,100020,58.550000000000004,0,6.91,7.26,7.3100000000000005,7.3100000000000005,7.3100000000000005,7.29,7.2700000000000005,7.25,7.2,33.84,34.22,34.45,34.660000000000004,34.86,35.04,35.230000000000004,35.410000000000004,35.77,15.950000000000001,15.290000000000001,15.05,14.82,14.6,14.41,14.200000000000001,14,13.61,N/A,N/A -2012,10,29,17,30,102390,101170,99990,52.93,0,6.49,6.8100000000000005,6.8500000000000005,6.8500000000000005,6.8500000000000005,6.84,6.82,6.8,6.74,28.48,28.72,28.88,29.03,29.18,29.3,29.43,29.55,29.8,16.18,15.540000000000001,15.290000000000001,15.07,14.85,14.66,14.450000000000001,14.26,13.86,N/A,N/A -2012,10,29,18,30,102350,101140,99960,49.08,0,5.5,5.76,5.8,5.82,5.82,5.82,5.82,5.8100000000000005,5.8,22.52,22.73,22.86,22.98,23.09,23.19,23.29,23.39,23.580000000000002,16.55,15.96,15.72,15.5,15.290000000000001,15.09,14.89,14.69,14.3,N/A,N/A -2012,10,29,19,30,102320,101110,99930,46.660000000000004,0,4.8100000000000005,5.04,5.08,5.11,5.12,5.13,5.13,5.14,5.14,21.86,21.7,21.6,21.51,21.42,21.35,21.26,21.19,21.04,17.19,16.63,16.4,16.18,15.97,15.77,15.56,15.370000000000001,14.97,N/A,N/A -2012,10,29,20,30,102260,101050,99870,43.88,0,4.48,4.71,4.75,4.78,4.8,4.82,4.83,4.84,4.86,14.71,14.75,14.790000000000001,14.82,14.85,14.88,14.91,14.94,15,17.78,17.240000000000002,17.02,16.81,16.6,16.4,16.19,16,15.6,N/A,N/A -2012,10,29,21,30,102210,101010,99830,41.09,0,4.49,4.73,4.78,4.8,4.82,4.84,4.8500000000000005,4.86,4.88,12.35,12.46,12.530000000000001,12.59,12.63,12.67,12.69,12.71,12.74,18.37,17.85,17.63,17.42,17.22,17.02,16.81,16.62,16.23,N/A,N/A -2012,10,29,22,30,102160,100960,99790,41.04,0,4.62,4.87,4.92,4.95,4.98,4.99,5.01,5.0200000000000005,5.04,6.61,6.88,7.05,7.21,7.3500000000000005,7.48,7.61,7.72,7.97,18.8,18.29,18.080000000000002,17.87,17.67,17.47,17.27,17.07,16.68,N/A,N/A -2012,10,29,23,30,102150,100950,99780,42.6,0,5.23,5.5,5.55,5.5600000000000005,5.57,5.57,5.57,5.57,5.55,11.19,11.27,11.290000000000001,11.33,11.35,11.38,11.4,11.43,11.49,19.19,18.69,18.47,18.26,18.05,17.85,17.650000000000002,17.45,17.06,N/A,N/A -2012,10,30,0,30,102130,100930,99770,46.230000000000004,0,5.73,6.04,6.09,6.12,6.13,6.140000000000001,6.140000000000001,6.140000000000001,6.13,14.86,15.120000000000001,15.24,15.36,15.47,15.57,15.66,15.74,15.92,19.22,18.7,18.48,18.27,18.06,17.86,17.650000000000002,17.46,17.06,N/A,N/A -2012,10,30,1,30,102140,100940,99770,45.230000000000004,0,6.03,6.33,6.37,6.37,6.37,6.3500000000000005,6.34,6.3100000000000005,6.2700000000000005,21.740000000000002,21.91,22,22.09,22.17,22.240000000000002,22.32,22.400000000000002,22.55,19.06,18.53,18.31,18.1,17.89,17.7,17.490000000000002,17.3,16.9,N/A,N/A -2012,10,30,2,30,102150,100950,99780,46.11,0,5.34,5.58,5.61,5.61,5.6000000000000005,5.58,5.5600000000000005,5.55,5.5,29.86,30.03,30.11,30.19,30.27,30.35,30.42,30.490000000000002,30.650000000000002,18.94,18.42,18.21,17.990000000000002,17.78,17.59,17.38,17.19,16.8,N/A,N/A -2012,10,30,3,30,102130,100930,99760,48.65,0,5.28,5.51,5.54,5.54,5.53,5.51,5.5,5.48,5.43,34.04,34.31,34.47,34.62,34.76,34.89,35.03,35.15,35.42,18.86,18.330000000000002,18.12,17.91,17.7,17.5,17.3,17.1,16.71,N/A,N/A -2012,10,30,4,30,102110,100910,99740,51.32,0,5.32,5.54,5.55,5.54,5.5200000000000005,5.5,5.47,5.44,5.37,40.57,40.85,41.02,41.18,41.34,41.480000000000004,41.63,41.77,42.07,18.7,18.17,17.96,17.740000000000002,17.53,17.34,17.13,16.95,16.55,N/A,N/A -2012,10,30,5,30,102090,100890,99720,51.550000000000004,0,4.25,4.42,4.43,4.43,4.42,4.4,4.39,4.37,4.33,43.12,43.61,43.9,44.18,44.45,44.69,44.95,45.19,45.7,18.78,18.28,18.06,17.85,17.64,17.45,17.25,17.06,16.66,N/A,N/A -2012,10,30,6,30,102080,100880,99710,51.94,0,4.12,4.2700000000000005,4.28,4.2700000000000005,4.26,4.25,4.23,4.21,4.17,47.61,48.17,48.5,48.82,49.120000000000005,49.39,49.69,49.96,50.53,18.89,18.400000000000002,18.2,17.990000000000002,17.78,17.59,17.38,17.19,16.8,N/A,N/A -2012,10,30,7,30,102070,100870,99700,52.67,0,3.54,3.66,3.66,3.64,3.63,3.61,3.59,3.5700000000000003,3.52,51.300000000000004,51.86,52.18,52.49,52.78,53.04,53.33,53.59,54.14,18.94,18.47,18.26,18.06,17.85,17.66,17.45,17.26,16.87,N/A,N/A 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-2012,10,31,20,30,101630,100460,99320,77.28,0,5.16,5.53,5.59,5.61,5.61,5.6000000000000005,5.59,5.57,5.5200000000000005,200.17000000000002,200.31,200.44,200.57,200.70000000000002,200.82,200.98000000000002,201.13,201.58,23.42,23.11,22.94,22.75,22.56,22.37,22.18,22,21.61,N/A,N/A -2012,10,31,21,30,101610,100440,99310,78.92,0,4.86,5.24,5.32,5.34,5.36,5.36,5.36,5.36,5.34,200,200.28,200.44,200.61,200.78,200.94,201.14000000000001,201.34,201.87,23.41,23.12,22.96,22.76,22.57,22.39,22.19,22.01,21.64,N/A,N/A -2012,10,31,22,30,101590,100420,99290,79.91,0,5.15,5.61,5.71,5.76,5.78,5.8,5.8100000000000005,5.8100000000000005,5.8,200.23000000000002,200.5,200.64000000000001,200.79,200.92000000000002,201.03,201.15,201.27,201.52,23.42,23.14,22.98,22.79,22.6,22.42,22.22,22.04,21.66,N/A,N/A -2012,10,31,23,30,101590,100420,99290,81.61,0,4.99,5.42,5.51,5.5600000000000005,5.58,5.6000000000000005,5.61,5.61,5.61,206.70000000000002,206.93,207.06,207.20000000000002,207.32,207.44,207.57,207.70000000000002,208.02,23.41,23.13,22.97,22.78,22.59,22.41,22.21,22.03,21.650000000000002,N/A,N/A -2012,11,1,0,30,101600,100430,99300,82.33,0,5.99,6.55,6.69,6.76,6.8100000000000005,6.8500000000000005,6.87,6.88,6.9,209.02,209.23000000000002,209.36,209.49,209.61,209.73000000000002,209.85,209.96,210.20000000000002,23.490000000000002,23.22,23.06,22.87,22.68,22.5,22.3,22.12,21.740000000000002,N/A,N/A -2012,11,1,1,30,101620,100450,99320,83.35000000000001,0,6.1000000000000005,6.66,6.79,6.86,6.91,6.93,6.94,6.95,6.95,213.79,213.95000000000002,214.03,214.11,214.20000000000002,214.28,214.38,214.47,214.71,23.53,23.27,23.11,22.92,22.73,22.55,22.36,22.18,21.8,N/A,N/A -2012,11,1,2,30,101630,100470,99330,84.67,0,6.19,6.76,6.9,6.97,7.0200000000000005,7.05,7.0600000000000005,7.07,7.07,219.08,219.28,219.37,219.45000000000002,219.53,219.6,219.68,219.74,219.91,23.55,23.29,23.13,22.94,22.75,22.57,22.38,22.19,21.82,N/A,N/A -2012,11,1,3,30,101640,100470,99340,85.81,0,6.2700000000000005,6.86,7.01,7.07,7.12,7.16,7.18,7.2,7.21,222.72,222.85,222.91,222.99,223.05,223.11,223.18,223.24,223.39000000000001,23.56,23.29,23.13,22.94,22.76,22.57,22.38,22.2,21.82,N/A,N/A -2012,11,1,4,30,101640,100470,99340,86.24,0,6.37,6.98,7.12,7.2,7.24,7.2700000000000005,7.29,7.3100000000000005,7.32,224.98000000000002,225.04,225.11,225.17000000000002,225.24,225.31,225.39000000000001,225.46,225.65,23.59,23.32,23.16,22.97,22.79,22.6,22.41,22.23,21.85,N/A,N/A -2012,11,1,5,30,101650,100480,99350,87.25,0,6.0600000000000005,6.62,6.74,6.8100000000000005,6.86,6.9,6.92,6.93,6.95,228.37,228.47,228.53,228.58,228.64000000000001,228.70000000000002,228.77,228.84,229.02,23.59,23.330000000000002,23.17,22.98,22.79,22.61,22.42,22.240000000000002,21.86,N/A,N/A -2012,11,1,6,30,101670,100500,99370,88.43,0,6.0600000000000005,6.640000000000001,6.78,6.8500000000000005,6.9,6.93,6.95,6.97,6.99,230.68,230.82,230.89000000000001,230.96,231.03,231.1,231.17000000000002,231.23000000000002,231.39000000000001,23.63,23.35,23.19,22.990000000000002,22.81,22.62,22.43,22.240000000000002,21.86,N/A,N/A -2012,11,1,7,30,101710,100540,99410,88.92,0,5.88,6.42,6.5600000000000005,6.63,6.68,6.71,6.73,6.75,6.78,235.93,236.05,236.1,236.17000000000002,236.22,236.28,236.33,236.4,236.54,23.69,23.42,23.26,23.07,22.88,22.69,22.5,22.32,21.93,N/A,N/A -2012,11,1,8,30,101710,100540,99410,89.74,0,5.83,6.390000000000001,6.54,6.62,6.68,6.72,6.75,6.7700000000000005,6.8,239.32,239.41,239.45000000000002,239.51,239.56,239.61,239.66,239.71,239.82,23.72,23.45,23.29,23.1,22.91,22.72,22.53,22.35,21.97,N/A,N/A -2012,11,1,9,30,101710,100540,99410,89.52,0,5.41,5.92,6.05,6.12,6.17,6.19,6.22,6.23,6.26,245.35,245.43,245.46,245.5,245.54,245.57,245.6,245.63,245.71,23.71,23.44,23.28,23.080000000000002,22.900000000000002,22.71,22.52,22.34,21.95,N/A,N/A -2012,11,1,10,30,101730,100560,99430,89.52,0,5.25,5.73,5.8500000000000005,5.91,5.96,5.98,6,6.01,6.0200000000000005,243.46,243.65,243.78,243.94,244.08,244.23000000000002,244.4,244.56,244.97,23.79,23.52,23.35,23.16,22.97,22.78,22.580000000000002,22.39,21.990000000000002,N/A,N/A -2012,11,1,11,30,101740,100580,99440,89.05,0,4.47,4.91,5.03,5.1000000000000005,5.15,5.19,5.23,5.26,5.3100000000000005,249.21,249.61,249.92000000000002,250.22,250.53,250.83,251.14000000000001,251.45000000000002,252.16,23.73,23.44,23.27,23.06,22.87,22.67,22.46,22.26,21.84,N/A,N/A -2012,11,1,12,30,101750,100570,99440,94.45,0,3.94,4.0600000000000005,4.07,4.1,4.14,4.19,4.24,4.28,4.41,269.05,267.92,265.29,259.39,255.9,253.86,252.41,251.23000000000002,249.58,23.04,22.78,22.68,22.62,22.55,22.46,22.31,22.150000000000002,21.8,N/A,N/A -2012,11,1,13,30,101780,100600,99460,98.76,0,3.58,3.63,3.6,3.58,3.62,3.69,3.87,4.0600000000000005,4.3100000000000005,292.12,291.32,288.99,283.55,277.64,271.36,264.07,256.86,250.1,22.21,21.900000000000002,21.77,21.64,21.54,21.44,21.54,21.69,21.59,N/A,N/A -2012,11,1,14,30,101800,100620,99480,99.33,0,3.5,3.65,3.68,3.69,3.9,4.26,4.53,4.78,4.8100000000000005,286.89,285.83,285.07,284.13,280.81,275.67,270.19,264.91,260.07,21.87,21.57,21.43,21.28,21.16,21.080000000000002,21.17,21.28,21.19,N/A,N/A -2012,11,1,15,30,101800,100620,99480,99.37,0,3.35,3.49,3.5100000000000002,3.52,3.56,3.61,3.86,4.17,4.55,296.81,294.40000000000003,292.68,290.61,287.53000000000003,283.86,276.45,268.12,261.84000000000003,21.63,21.32,21.18,21.03,20.85,20.66,20.650000000000002,20.69,21.12,N/A,N/A -2012,11,1,16,30,101790,100610,99470,97.64,0,3.11,3.24,3.25,3.25,3.25,3.2600000000000002,3.27,3.29,3.5300000000000002,278.01,278.24,278.39,278.53000000000003,278.49,278.37,277.18,275.8,269.23,21.97,21.63,21.46,21.27,21.13,21.01,20.85,20.69,20.69,N/A,N/A -2012,11,1,17,30,101770,100590,99460,97.59,0.5,2.06,2.1,2.08,2.06,2.0300000000000002,2.0100000000000002,2.09,2.18,3.0700000000000003,287.29,285.18,283.79,282.13,280.15000000000003,278.02,272.93,267.2,255.17000000000002,22.02,21.69,21.53,21.36,21.22,21.1,20.93,20.77,20.8,N/A,N/A -2012,11,1,18,30,101750,100570,99440,95.97,0,2.61,2.59,2.5,2.38,2.25,2.15,2.17,2.21,2.72,295.3,293.65000000000003,292.24,290.16,286.84000000000003,283.03000000000003,280.27,277.93,262.5,22.19,21.87,21.72,21.57,21.46,21.36,21.23,21.09,20.98,N/A,N/A -2012,11,1,19,30,101720,100550,99410,95.28,0,1.8900000000000001,1.87,1.82,1.76,1.71,1.67,1.6500000000000001,1.6400000000000001,1.98,268.28000000000003,263.86,260.75,256.94,251.74,245.85,237.48000000000002,229.38,239.52,22.330000000000002,22.01,21.84,21.68,21.54,21.42,21.31,21.2,20.98,N/A,N/A -2012,11,1,20,30,101700,100530,99390,95.68,0,1.3900000000000001,1.43,1.44,1.45,1.5,1.57,1.87,2.29,3.0700000000000003,191.83,192.92000000000002,193.85,195.21,197.19,199.69,205.22,212.26,220.34,22.43,22.09,21.92,21.740000000000002,21.580000000000002,21.41,21.32,21.25,21.55,N/A,N/A -2012,11,1,21,30,101670,100500,99360,93.82000000000001,0,3.02,3.15,3.15,3.14,3.13,3.11,3.11,3.1,3.2800000000000002,180.27,180.56,180.77,181.03,181.4,181.86,183.72,185.84,205.38,22.86,22.51,22.34,22.150000000000002,21.97,21.8,21.63,21.48,21.73,N/A,N/A -2012,11,1,22,30,101660,100490,99350,96.05,0,4.36,4.54,4.54,4.5,4.47,4.43,4.43,4.42,4.09,174.08,174.28,174.49,174.86,175.70000000000002,176.86,181.1,186,195.99,22.57,22.23,22.05,21.86,21.68,21.53,21.45,21.42,21.97,N/A,N/A -2012,11,1,23,30,101630,100460,99330,94.54,0,4.25,4.47,4.49,4.51,4.61,4.7700000000000005,5.12,5.5,5.34,181.43,181.58,181.74,181.97,182.65,183.62,185.79,188.27,192.71,22.81,22.490000000000002,22.330000000000002,22.150000000000002,22.02,21.91,21.94,22.02,22.04,N/A,N/A -2012,11,2,0,30,101670,100500,99370,91.01,0,5.63,6.13,6.26,6.34,6.390000000000001,6.43,6.46,6.49,6.54,194.21,194.82,195.12,195.41,195.70000000000002,196.01,196.34,196.66,197.45000000000002,23.45,23.14,22.97,22.76,22.57,22.37,22.16,21.97,21.52,N/A,N/A -2012,11,2,1,30,101660,100490,99360,90.06,0,5.47,5.95,6.05,6.1000000000000005,6.13,6.15,6.15,6.16,6.15,203.20000000000002,203.42000000000002,203.57,203.74,203.91,204.08,204.28,204.47,204.97,23.56,23.27,23.1,22.900000000000002,22.71,22.52,22.330000000000002,22.14,21.75,N/A,N/A -2012,11,2,2,30,101660,100490,99360,90.08,0,5.17,5.64,5.75,5.8100000000000005,5.8500000000000005,5.88,5.9,5.92,5.96,198.78,199.14000000000001,199.36,199.59,199.8,200,200.21,200.41,200.9,23.63,23.34,23.18,22.990000000000002,22.8,22.62,22.43,22.240000000000002,21.86,N/A,N/A -2012,11,2,3,30,101660,100490,99360,90.55,0,5.61,6.12,6.23,6.28,6.32,6.34,6.36,6.38,6.4,197.01,197.18,197.31,197.46,197.61,197.77,197.94,198.12,198.56,23.64,23.37,23.2,23.01,22.830000000000002,22.64,22.45,22.26,21.89,N/A,N/A -2012,11,2,4,30,101640,100480,99340,89.89,0,5.12,5.58,5.69,5.74,5.78,5.8,5.82,5.84,5.88,198.6,198.66,198.74,198.84,198.95000000000002,199.07,199.23000000000002,199.38,199.85,23.68,23.41,23.25,23.06,22.87,22.69,22.490000000000002,22.31,21.94,N/A,N/A -2012,11,2,5,30,101650,100480,99350,89.52,0,6.05,6.61,6.74,6.8100000000000005,6.86,6.890000000000001,6.91,6.92,6.93,201.22,201.29,201.34,201.41,201.48000000000002,201.56,201.66,201.75,202,23.740000000000002,23.47,23.31,23.12,22.93,22.75,22.55,22.37,21.990000000000002,N/A,N/A -2012,11,2,6,30,101660,100490,99360,89.88,0,5.8500000000000005,6.38,6.51,6.57,6.61,6.63,6.65,6.66,6.66,205.13,205.22,205.29,205.37,205.45000000000002,205.52,205.61,205.69,205.92000000000002,23.76,23.490000000000002,23.330000000000002,23.13,22.95,22.76,22.57,22.39,22.01,N/A,N/A -2012,11,2,7,30,101670,100500,99370,88.23,0,5.64,6.16,6.28,6.3500000000000005,6.390000000000001,6.42,6.44,6.45,6.47,211.77,211.87,211.93,211.99,212.06,212.12,212.19,212.25,212.4,23.740000000000002,23.46,23.3,23.11,22.92,22.740000000000002,22.54,22.36,21.98,N/A,N/A -2012,11,2,8,30,101670,100510,99370,89.35000000000001,0,6.13,6.73,6.87,6.96,7.0200000000000005,7.0600000000000005,7.09,7.12,7.15,215.5,215.57,215.62,215.67000000000002,215.72,215.76,215.79,215.82,215.91,23.73,23.45,23.28,23.09,22.900000000000002,22.72,22.52,22.34,21.96,N/A,N/A -2012,11,2,9,30,101680,100510,99380,88.71000000000001,0,6.29,6.91,7.0600000000000005,7.15,7.22,7.26,7.3,7.32,7.36,216.66,216.77,216.82,216.88,216.93,216.99,217.05,217.1,217.22,23.78,23.51,23.35,23.16,22.97,22.78,22.59,22.41,22.02,N/A,N/A -2012,11,2,10,30,101690,100520,99390,87.15,0,5.99,6.58,6.73,6.83,6.9,6.95,6.99,7.0200000000000005,7.08,223.9,224.06,224.14000000000001,224.21,224.25,224.27,224.27,224.26,224.18,23.91,23.66,23.5,23.32,23.14,22.96,22.77,22.59,22.22,N/A,N/A -2012,11,2,11,30,101690,100520,99390,86.68,0,5.89,6.48,6.62,6.71,6.78,6.82,6.86,6.88,6.93,224.02,224.12,224.17000000000002,224.21,224.24,224.28,224.31,224.35,224.42000000000002,23.91,23.650000000000002,23.490000000000002,23.3,23.12,22.94,22.740000000000002,22.56,22.19,N/A,N/A -2012,11,2,12,30,101710,100540,99410,86.94,0,6.5200000000000005,7.17,7.34,7.44,7.51,7.5600000000000005,7.6000000000000005,7.62,7.65,223.72,223.77,223.79,223.81,223.83,223.84,223.84,223.85,223.85,23.89,23.63,23.47,23.28,23.09,22.91,22.72,22.53,22.150000000000002,N/A,N/A -2012,11,2,13,30,101720,100550,99420,86.94,0,4.88,5.37,5.49,5.57,5.64,5.69,5.74,5.78,5.88,224.16,223.87,223.78,223.67000000000002,223.56,223.45000000000002,223.32,223.19,222.89000000000001,23.89,23.62,23.46,23.28,23.09,22.91,22.72,22.55,22.17,N/A,N/A -2012,11,2,14,30,101740,100580,99440,85.17,0,4.37,4.82,4.93,5.0200000000000005,5.09,5.15,5.2,5.25,5.3500000000000005,224.86,224.85,224.86,224.85,224.83,224.8,224.77,224.73000000000002,224.63,23.96,23.7,23.54,23.36,23.17,22.990000000000002,22.8,22.62,22.240000000000002,N/A,N/A -2012,11,2,15,30,101760,100590,99460,85.55,0,5.01,5.46,5.57,5.63,5.66,5.69,5.7,5.71,5.72,222.99,223.15,223.25,223.34,223.41,223.47,223.53,223.58,223.67000000000002,23.96,23.7,23.54,23.35,23.16,22.98,22.78,22.6,22.22,N/A,N/A -2012,11,2,16,30,101760,100590,99460,85.06,0,4.89,5.33,5.44,5.51,5.55,5.59,5.62,5.64,5.68,221.16,221.34,221.4,221.45000000000002,221.49,221.51,221.54,221.56,221.57,23.990000000000002,23.72,23.56,23.37,23.18,22.990000000000002,22.8,22.62,22.23,N/A,N/A -2012,11,2,17,30,101740,100570,99440,84.65,0,4.08,4.42,4.49,4.5200000000000005,4.55,4.57,4.57,4.58,4.59,211.6,212.11,212.5,212.9,213.28,213.64000000000001,214.01,214.35,215.07,24.1,23.81,23.650000000000002,23.45,23.27,23.080000000000002,22.89,22.7,22.32,N/A,N/A -2012,11,2,18,30,101730,100560,99430,81.32000000000001,0,4.67,5.13,5.25,5.3100000000000005,5.36,5.39,5.41,5.43,5.46,206.65,207.27,207.63,207.97,208.3,208.62,208.96,209.27,209.98000000000002,24.39,24.13,23.97,23.78,23.6,23.42,23.23,23.05,22.67,N/A,N/A -2012,11,2,19,30,101710,100540,99410,83.61,0,4.3500000000000005,4.68,4.73,4.75,4.75,4.76,4.7700000000000005,4.78,4.88,176.31,176.24,176.31,176.37,176.46,176.54,176.71,176.9,177.75,24.23,23.94,23.78,23.59,23.400000000000002,23.22,23.03,22.86,22.52,N/A,N/A -2012,11,2,20,30,101680,100510,99380,84.18,0,5.15,5.61,5.71,5.7700000000000005,5.8,5.83,5.84,5.8500000000000005,5.8500000000000005,179.66,180.04,180.28,180.52,180.75,180.96,181.19,181.39000000000001,181.87,24.3,24.03,23.87,23.68,23.490000000000002,23.31,23.12,22.94,22.55,N/A,N/A -2012,11,2,21,30,101670,100500,99380,83.71000000000001,0,5.58,6.1000000000000005,6.23,6.3100000000000005,6.36,6.4,6.43,6.46,6.51,173.93,174.45000000000002,174.79,175.16,175.52,175.86,176.23,176.58,177.34,24.3,24.060000000000002,23.91,23.73,23.55,23.37,23.18,23,22.63,N/A,N/A -2012,11,2,22,30,101670,100500,99370,84.88,0,5.48,6.09,6.25,6.37,6.46,6.5200000000000005,6.57,6.62,6.67,173.56,174.19,174.61,175.1,175.58,176.06,176.56,177.03,178.01,24.27,24.060000000000002,23.92,23.740000000000002,23.57,23.39,23.21,23.03,22.66,N/A,N/A -2012,11,2,23,30,101670,100500,99370,85.43,0,5.3100000000000005,5.93,6.12,6.24,6.34,6.41,6.45,6.5,6.5600000000000005,176.79,176.93,177.01,177.01,176.97,176.9,176.75,176.58,176.03,24.11,23.900000000000002,23.76,23.59,23.42,23.240000000000002,23.06,22.89,22.52,N/A,N/A -2012,11,3,0,30,101690,100520,99390,82.11,0,6.140000000000001,6.92,7.17,7.3500000000000005,7.48,7.57,7.63,7.68,7.78,180.6,180.55,180.53,180.49,180.44,180.4,180.34,180.27,180.24,24.18,23.98,23.85,23.69,23.53,23.35,23.17,23,22.64,N/A,N/A -2012,11,3,1,30,101680,100510,99380,81.96000000000001,0,6.75,7.42,7.58,7.68,7.74,7.78,7.8100000000000005,7.82,7.83,173.20000000000002,173.4,173.51,173.62,173.72,173.81,173.9,173.99,174.18,24.11,23.88,23.73,23.55,23.37,23.2,23,22.830000000000002,22.45,N/A,N/A -2012,11,3,2,30,101680,100510,99380,80.69,0,7.1000000000000005,7.82,7.98,8.08,8.14,8.18,8.21,8.22,8.23,171.08,171.28,171.39000000000001,171.5,171.6,171.71,171.81,171.91,172.13,24.09,23.85,23.71,23.53,23.34,23.16,22.98,22.8,22.42,N/A,N/A -2012,11,3,3,30,101680,100510,99380,82.60000000000001,0,7.34,8.09,8.28,8.39,8.46,8.51,8.53,8.55,8.56,169.78,170,170.12,170.25,170.38,170.51,170.63,170.74,171.01,23.97,23.72,23.57,23.38,23.2,23.02,22.830000000000002,22.650000000000002,22.27,N/A,N/A -2012,11,3,4,30,101680,100520,99380,81.03,0,7.7700000000000005,8.58,8.78,8.91,8.98,9.040000000000001,9.08,9.11,9.13,171.9,172.01,172.07,172.12,172.17000000000002,172.22,172.27,172.3,172.39000000000001,23.990000000000002,23.740000000000002,23.59,23.41,23.22,23.04,22.85,22.67,22.3,N/A,N/A -2012,11,3,5,30,101680,100510,99370,78.85000000000001,0,7.68,8.48,8.68,8.8,8.88,8.950000000000001,8.99,9.03,9.09,175.67000000000002,175.63,175.65,175.68,175.71,175.73,175.76,175.79,175.86,24.05,23.8,23.650000000000002,23.46,23.28,23.1,22.91,22.73,22.35,N/A,N/A -2012,11,3,6,30,101700,100530,99390,77.82000000000001,0,8.13,9.01,9.24,9.38,9.49,9.56,9.620000000000001,9.66,9.73,179.34,179.52,179.61,179.69,179.76,179.82,179.88,179.95000000000002,180.05,24.150000000000002,23.91,23.75,23.57,23.38,23.2,23.01,22.830000000000002,22.45,N/A,N/A -2012,11,3,7,30,101720,100550,99420,76.54,0,7.9,8.77,8.99,9.14,9.24,9.32,9.38,9.43,9.49,182.68,182.74,182.75,182.74,182.74,182.74,182.74,182.73,182.73,24.3,24.060000000000002,23.91,23.73,23.55,23.37,23.18,23,22.62,N/A,N/A -2012,11,3,8,30,101730,100560,99430,76.33,0,7.68,8.51,8.73,8.88,8.98,9.06,9.13,9.18,9.25,181.97,181.79,181.74,181.70000000000002,181.67000000000002,181.66,181.65,181.65,181.66,24.37,24.14,23.98,23.8,23.62,23.43,23.240000000000002,23.06,22.68,N/A,N/A -2012,11,3,9,30,101750,100580,99450,77.01,0,8.22,9.08,9.28,9.39,9.46,9.5,9.52,9.53,9.52,182.61,183.08,183.31,183.52,183.72,183.91,184.09,184.26,184.61,24.37,24.150000000000002,24.01,23.830000000000002,23.650000000000002,23.47,23.28,23.1,22.72,N/A,N/A -2012,11,3,10,30,101760,100600,99460,74.94,0,7.1000000000000005,7.82,8,8.120000000000001,8.2,8.26,8.3,8.34,8.39,189.3,189.19,189.18,189.18,189.17000000000002,189.16,189.16,189.16,189.15,24.490000000000002,24.28,24.13,23.96,23.78,23.6,23.41,23.240000000000002,22.87,N/A,N/A -2012,11,3,11,30,101790,100630,99490,78.35000000000001,0,6.96,7.71,7.91,8.06,8.16,8.25,8.31,8.36,8.44,185.12,185.56,185.72,185.85,185.96,186.05,186.12,186.19,186.27,24.42,24.2,24.05,23.87,23.7,23.52,23.330000000000002,23.16,22.78,N/A,N/A -2012,11,3,12,30,101820,100650,99520,78.88,0,5.72,6.42,6.65,6.79,6.91,7.01,7.08,7.140000000000001,7.22,183.97,183.8,183.72,183.66,183.6,183.55,183.5,183.46,183.37,24.44,24.22,24.080000000000002,23.91,23.75,23.580000000000002,23.39,23.22,22.85,N/A,N/A -2012,11,3,13,30,101850,100680,99550,76.14,0,6.34,7.08,7.29,7.390000000000001,7.46,7.5200000000000005,7.54,7.54,7.53,186.89000000000001,187.04,187.14000000000001,187.3,187.46,187.63,187.79,187.93,188.21,24.55,24.37,24.25,24.07,23.91,23.740000000000002,23.55,23.38,23,N/A,N/A -2012,11,3,14,30,101890,100720,99590,78.66,0,4.63,5.18,5.36,5.48,5.58,5.67,5.74,5.79,5.88,186.39000000000001,186.18,186.14000000000001,186.20000000000002,186.22,186.21,186.20000000000002,186.19,186.17000000000002,24.46,24.240000000000002,24.1,23.93,23.77,23.6,23.41,23.240000000000002,22.87,N/A,N/A -2012,11,3,15,30,101900,100730,99600,81.7,0,3.96,4.29,4.38,4.49,4.58,4.65,4.72,4.78,4.9,167.46,168.19,168.76,169.66,170.36,170.94,171.66,172.38,173.75,24.400000000000002,24.18,24.05,23.89,23.73,23.56,23.38,23.22,22.87,N/A,N/A -2012,11,3,16,30,101880,100720,99580,78.42,0,4.07,4.47,4.57,4.65,4.7,4.75,4.78,4.8100000000000005,4.87,174.53,174.98,175.3,175.63,175.95000000000002,176.25,176.59,176.91,177.69,24.57,24.34,24.2,24.02,23.84,23.67,23.48,23.31,22.94,N/A,N/A -2012,11,3,17,30,101870,100700,99570,75.18,0,3.87,4.2,4.2700000000000005,4.3100000000000005,4.34,4.36,4.38,4.39,4.41,176.19,176.25,176.34,176.42000000000002,176.5,176.57,176.63,176.69,176.81,24.740000000000002,24.5,24.34,24.150000000000002,23.97,23.79,23.6,23.42,23.04,N/A,N/A -2012,11,3,18,30,101840,100670,99540,78.34,0,3.85,4.14,4.2,4.23,4.24,4.25,4.25,4.25,4.25,165.71,165.92000000000002,166.06,166.21,166.34,166.46,166.58,166.70000000000002,166.93,24.63,24.36,24.2,24.01,23.82,23.63,23.44,23.26,22.88,N/A,N/A -2012,11,3,19,30,101830,100670,99540,79.39,0,5.0200000000000005,5.47,5.5600000000000005,5.61,5.64,5.66,5.68,5.69,5.7,165.53,165.74,165.88,166.03,166.16,166.28,166.42000000000002,166.54,166.81,24.63,24.36,24.19,24,23.81,23.63,23.43,23.25,22.87,N/A,N/A -2012,11,3,20,30,101820,100650,99510,82,0,7.55,8.13,8.26,8.36,8.55,8.83,9.16,9.48,9.61,181.66,180.98,180.74,180.46,180.02,179.43,178.97,178.56,179.86,22.830000000000002,22.5,22.34,22.17,22.03,21.92,21.89,21.89,21.98,N/A,N/A -2012,11,3,21,30,101810,100640,99510,72.61,0,4.5200000000000005,4.8,4.88,4.98,4.98,4.87,4.68,4.47,4.13,171.22,171.08,170.69,170.02,169.79,169.93,172.20000000000002,175.02,183.78,23.42,23.17,23.07,23.01,22.98,22.97,22.95,22.94,23.25,N/A,N/A -2012,11,3,22,30,101870,100700,99560,77.96000000000001,0,2.62,2.6,2.54,2.47,2.43,2.41,2.4,2.41,2.46,274,269.78000000000003,266.31,261.72,257.01,251.84,246.84,242.22,233.64000000000001,23.22,22.94,22.8,22.63,22.48,22.330000000000002,22.17,22.02,21.69,N/A,N/A -2012,11,3,23,30,101880,100700,99560,80.14,0,1.72,1.7,1.68,1.6500000000000001,1.6300000000000001,1.61,1.68,1.78,2.59,270.18,266.64,263.7,259.86,255.29,249.77,241.45000000000002,232.23000000000002,213.83,22.67,22.35,22.19,22.01,21.830000000000002,21.67,21.51,21.36,21.09,N/A,N/A -2012,11,4,0,30,101810,100630,99500,82.17,0,2.08,2.2600000000000002,2.37,2.5300000000000002,2.84,3.27,3.68,4.07,4.43,237.89000000000001,236.70000000000002,235.47,233.49,229.99,225.18,221.54,218.31,213.25,22.78,22.46,22.3,22.13,21.98,21.85,21.73,21.63,21.36,N/A,N/A -2012,11,4,1,30,101810,100640,99500,81.82000000000001,0,1.04,1.05,1.04,1.03,1.02,1.02,1.31,1.77,2.3000000000000003,290.53000000000003,287.08,284.42,280.6,274.35,266.76,244.52,212.69,202.94,22.84,22.52,22.35,22.16,21.98,21.8,21.7,21.62,21.43,N/A,N/A -2012,11,4,2,30,101850,100680,99540,82.94,0,1.8800000000000001,1.86,1.8,1.72,1.6500000000000001,1.58,1.5,1.42,1.18,48.31,50.77,52.53,54.68,57.15,59.92,63.84,67.74,101.02,23,22.69,22.53,22.330000000000002,22.150000000000002,21.97,21.79,21.61,21.29,N/A,N/A -2012,11,4,3,30,101830,100650,99510,84.54,0,2.98,3.0100000000000002,2.97,2.9,2.83,2.7600000000000002,2.69,2.62,2.45,72.81,74.92,76.32000000000001,78,79.78,81.66,84.08,86.44,94.37,22.92,22.6,22.44,22.25,22.06,21.88,21.7,21.53,21.18,N/A,N/A -2012,11,4,4,30,101820,100650,99510,86.37,0,2.73,2.84,2.84,2.84,2.82,2.81,2.7800000000000002,2.7600000000000002,2.66,90.67,90.93,91.11,91.34,91.66,92.06,92.46000000000001,92.84,95.33,22.84,22.51,22.34,22.14,21.95,21.76,21.57,21.39,21.02,N/A,N/A -2012,11,4,5,30,101800,100620,99490,86.12,0,2.17,2.27,2.29,2.31,2.31,2.32,2.33,2.33,2.4,132.95,134.38,135.27,136.25,137.23,138.25,139.51,140.79,147.02,22.98,22.66,22.490000000000002,22.3,22.11,21.92,21.73,21.55,21.2,N/A,N/A -2012,11,4,6,30,101790,100620,99480,84.78,0,3.61,3.8000000000000003,3.84,3.85,3.85,3.85,3.85,3.84,3.8200000000000003,156.66,157.05,157.26,157.48,157.70000000000002,157.93,158.21,158.47,159.25,23.11,22.78,22.61,22.41,22.22,22.04,21.84,21.66,21.28,N/A,N/A -2012,11,4,7,30,101810,100640,99500,87.08,0,3.45,3.65,3.68,3.7,3.7,3.71,3.71,3.71,3.73,152.70000000000002,153.07,153.29,153.56,153.86,154.20000000000002,154.69,155.20000000000002,158.16,23.14,22.82,22.650000000000002,22.45,22.27,22.080000000000002,21.89,21.71,21.36,N/A,N/A -2012,11,4,8,30,101830,100660,99520,87.64,0,3.62,3.84,3.89,3.92,3.94,3.96,3.97,3.99,4.05,180.46,180.70000000000002,180.79,180.88,180.99,181.12,181.3,181.48,182.23,23.29,22.98,22.81,22.61,22.42,22.23,22.04,21.86,21.490000000000002,N/A,N/A -2012,11,4,9,30,101840,100670,99530,85.74,0,4.07,4.36,4.42,4.44,4.46,4.46,4.49,4.5200000000000005,4.59,217.54,217.5,217.46,217.41,217.36,217.31,217.23000000000002,217.16,218.48000000000002,23.67,23.39,23.23,23.04,22.87,22.69,22.53,22.38,22.150000000000002,N/A,N/A -2012,11,4,10,30,101860,100690,99550,86.65,0,3.09,3.27,3.29,3.29,3.29,3.29,3.29,3.29,3.38,220.63,220.96,221.11,221.33,221.57,221.86,222.3,222.78,225.85,23.61,23.32,23.16,22.97,22.78,22.6,22.41,22.240000000000002,21.97,N/A,N/A -2012,11,4,11,30,101870,100700,99560,86.76,0,2.72,2.88,2.91,2.91,2.92,2.92,2.92,2.93,2.97,214.96,215.4,215.64000000000001,215.95000000000002,216.28,216.66,217.15,217.66,220.28,23.56,23.27,23.1,22.91,22.72,22.53,22.34,22.16,21.79,N/A,N/A -2012,11,4,12,30,101870,100690,99560,85.17,0,3.0100000000000002,3.2,3.24,3.27,3.2800000000000002,3.3000000000000003,3.3200000000000003,3.33,3.38,234.07,234.33,234.45000000000002,234.58,234.70000000000002,234.84,234.99,235.15,235.72,23.57,23.28,23.11,22.91,22.73,22.54,22.34,22.16,21.78,N/A,N/A -2012,11,4,13,30,101890,100720,99580,84.92,0,3.16,3.43,3.5100000000000002,3.56,3.61,3.65,3.7,3.74,3.83,254.03,252.97,252.33,251.74,251.23000000000002,250.75,250.29,249.86,248.92000000000002,23.66,23.38,23.21,23.02,22.830000000000002,22.64,22.45,22.27,21.89,N/A,N/A -2012,11,4,14,30,101930,100760,99620,86.46000000000001,0,2.61,2.68,2.67,2.64,2.61,2.58,2.56,2.5500000000000003,2.56,295.62,293.74,291.88,289.53000000000003,287.28000000000003,284.94,281.87,278.65000000000003,272.23,23.5,23.21,23.06,22.86,22.69,22.51,22.330000000000002,22.150000000000002,21.81,N/A,N/A -2012,11,4,15,30,101920,100750,99610,94.58,0,4.28,4.41,4.39,4.33,4.2700000000000005,4.19,4.08,3.96,3.48,349.79,349.18,348.6,347.86,347,346,343.99,341.8,333.02,22.51,22.17,22,21.81,21.64,21.48,21.34,21.21,21.17,N/A,N/A -2012,11,4,16,30,101910,100730,99590,99.29,0,4.46,4.59,4.5600000000000005,4.49,4.39,4.28,4.0600000000000005,3.81,3.23,348.16,348.06,348.05,348.01,347.95,347.88,346.35,344.5,336.03000000000003,21.31,20.95,20.8,20.66,20.51,20.36,20.17,19.97,20.77,N/A,N/A -2012,11,4,17,30,101880,100700,99560,94.72,0,2.67,2.73,2.73,2.7,2.68,2.65,2.63,2.62,2.75,349.93,350.04,350.06,350.07,350,349.87,348.61,347.04,333,21.52,21.16,20.98,20.78,20.6,20.42,20.240000000000002,20.06,20.490000000000002,N/A,N/A -2012,11,4,18,30,101850,100680,99530,92.75,0,1.51,1.57,1.59,1.62,1.6500000000000001,1.7,1.87,2.08,3.35,359.35,358.11,357.18,356.01,354.63,352.96,350.33,347.27,341.72,21.85,21.5,21.330000000000002,21.14,20.97,20.8,20.68,20.59,21.09,N/A,N/A -2012,11,4,19,30,101810,100640,99500,89,0,0.52,0.54,0.55,0.56,0.59,0.63,0.8,1.07,2.0100000000000002,240.16,247.29,252.57,259.3,267.39,277.61,291.76,310.58,329.36,22.400000000000002,22.07,21.900000000000002,21.71,21.54,21.38,21.27,21.18,21.490000000000002,N/A,N/A -2012,11,4,20,30,101800,100620,99490,82.79,0,0.8300000000000001,0.8300000000000001,0.81,0.79,0.78,0.78,0.87,1.02,2.23,216.04,220.96,224.58,229.76,236.75,245.79,261.81,282.12,314.84000000000003,22.96,22.63,22.47,22.28,22.1,21.93,21.79,21.67,21.77,N/A,N/A -2012,11,4,21,30,101770,100600,99460,82.13,0,1.8,1.84,1.84,1.83,1.82,1.81,1.82,1.83,2.57,229.72,231.1,232.05,233.31,234.75,236.35,239.76,243.54,300.22,23.22,22.89,22.72,22.53,22.35,22.18,22.03,21.89,22.150000000000002,N/A,N/A -2012,11,4,22,30,101760,100590,99460,75.2,0,2.85,2.96,2.96,2.93,2.89,2.83,2.67,2.49,1.54,194.8,194.94,195.12,195.44,196.02,196.88,199.74,203.04,249.15,23.67,23.37,23.2,23,22.82,22.63,22.45,22.29,22.19,N/A,N/A -2012,11,4,23,30,101780,100610,99470,75.7,0,2.73,2.83,2.8000000000000003,2.75,2.62,2.42,1.84,1.32,0.87,190.07,190.71,191.11,191.63,192.77,194.49,204.38,213.87,248.02,23.740000000000002,23.45,23.29,23.1,22.95,22.81,22.77,22.75,22.57,N/A,N/A -2012,11,5,0,30,101800,100630,99500,79.42,0,3.06,3.22,3.22,3.19,3.16,3.13,3.06,2.98,2.35,212.73000000000002,213.27,213.61,213.99,214.34,214.68,215.20000000000002,215.76,223.21,23.68,23.400000000000002,23.240000000000002,23.04,22.86,22.67,22.48,22.3,22.07,N/A,N/A -2012,11,5,1,30,101820,100650,99510,81.64,0,2.58,2.7,2.71,2.7,2.69,2.67,2.65,2.62,2.57,232.70000000000002,232.32,232.09,231.77,231.41,231.01,230.52,230.02,228.55,23.61,23.32,23.16,22.96,22.78,22.59,22.400000000000002,22.21,21.830000000000002,N/A,N/A -2012,11,5,2,30,101820,100650,99510,82.3,0,2.05,2.15,2.16,2.16,2.16,2.16,2.15,2.14,2.12,238.34,238.1,237.95000000000002,237.8,237.66,237.52,237.35,237.19,236.62,23.47,23.17,23.01,22.81,22.62,22.43,22.240000000000002,22.05,21.67,N/A,N/A -2012,11,5,3,30,101810,100640,99510,78.88,0,2.06,2.2,2.24,2.2600000000000002,2.27,2.29,2.3000000000000003,2.32,2.35,243.24,244.41,244.99,245.62,246.23000000000002,246.86,247.55,248.22,249.8,23.650000000000002,23.36,23.2,23,22.81,22.62,22.43,22.25,21.86,N/A,N/A -2012,11,5,4,30,101790,100620,99480,77.95,0,2.17,2.35,2.4,2.44,2.48,2.5100000000000002,2.54,2.57,2.62,241.51,243.20000000000002,244.32,245.38,246.32,247.22,248.11,248.95000000000002,250.71,23.8,23.53,23.37,23.17,22.990000000000002,22.8,22.61,22.43,22.04,N/A,N/A -2012,11,5,5,30,101780,100610,99480,78.11,0,2.3000000000000003,2.47,2.5100000000000002,2.5300000000000002,2.5500000000000003,2.56,2.57,2.58,2.59,270.03000000000003,269.93,269.72,269.44,269.17,268.89,268.58,268.27,267.6,23.89,23.63,23.47,23.27,23.09,22.900000000000002,22.71,22.52,22.150000000000002,N/A,N/A -2012,11,5,6,30,101800,100630,99490,77.29,0,2.42,2.5500000000000003,2.58,2.6,2.61,2.62,2.63,2.64,2.65,262.13,261.41,260.96,260.48,260,259.49,258.88,258.25,256.48,23.63,23.330000000000002,23.16,22.96,22.77,22.59,22.39,22.21,21.830000000000002,N/A,N/A -2012,11,5,7,30,101800,100630,99490,78.28,0,3.15,3.34,3.39,3.41,3.43,3.44,3.45,3.45,3.47,262.08,261.44,260.98,260.52,260.09000000000003,259.67,259.22,258.8,257.86,23.66,23.35,23.19,22.990000000000002,22.8,22.61,22.41,22.23,21.84,N/A,N/A -2012,11,5,8,30,101770,100600,99460,80.07000000000001,0,3.81,4.05,4.09,4.11,4.12,4.13,4.13,4.13,4.13,268.07,267.49,267.11,266.72,266.36,266.01,265.65,265.31,264.56,23.580000000000002,23.27,23.09,22.900000000000002,22.71,22.52,22.32,22.14,21.75,N/A,N/A -2012,11,5,9,30,101770,100600,99460,82.66,0,4.44,4.7,4.75,4.7700000000000005,4.78,4.78,4.78,4.7700000000000005,4.75,273,272.16,271.6,271.02,270.48,269.95,269.39,268.85,267.7,23.41,23.09,22.92,22.72,22.53,22.34,22.150000000000002,21.96,21.580000000000002,N/A,N/A -2012,11,5,10,30,101770,100590,99460,83.5,0,4.22,4.45,4.48,4.49,4.49,4.48,4.46,4.45,4.41,275.86,274.84000000000003,274.16,273.42,272.72,272.02,271.26,270.51,268.74,23.12,22.78,22.61,22.41,22.22,22.04,21.84,21.66,21.29,N/A,N/A -2012,11,5,11,30,101780,100610,99470,84.47,0,3.98,4.16,4.17,4.16,4.14,4.12,4.1,4.07,4.05,289.32,288.67,288.2,287.64,287.05,286.41,285.57,284.72,281.71,22.67,22.32,22.14,21.95,21.76,21.580000000000002,21.39,21.22,20.89,N/A,N/A -2012,11,5,12,30,101780,100610,99470,85.79,0,4.51,4.72,4.74,4.73,4.71,4.68,4.64,4.61,4.5600000000000005,292.76,292.43,292.18,291.90000000000003,291.6,291.29,290.88,290.47,289.1,22.42,22.06,21.88,21.68,21.5,21.32,21.13,20.96,20.61,N/A,N/A -2012,11,5,13,30,101780,100600,99460,87.85000000000001,0,4.03,4.21,4.22,4.21,4.19,4.17,4.15,4.14,4.18,297.54,297.11,296.8,296.46,296.07,295.65000000000003,295.08,294.5,291.99,22.11,21.740000000000002,21.56,21.36,21.18,21,20.81,20.650000000000002,20.36,N/A,N/A -2012,11,5,14,30,101800,100620,99480,86.94,0,4.25,4.43,4.46,4.44,4.43,4.42,4.42,4.42,4.7,294.64,294.45,294.3,294.11,293.90000000000003,293.66,293.24,292.79,289.76,22.12,21.75,21.57,21.38,21.2,21.02,20.86,20.71,20.66,N/A,N/A -2012,11,5,15,30,101780,100600,99460,87.54,0,4.37,4.5600000000000005,4.58,4.57,4.5600000000000005,4.54,4.55,4.5600000000000005,4.88,295.51,295.28000000000003,295.12,294.93,294.71,294.46,294.03000000000003,293.57,290.98,22.150000000000002,21.78,21.61,21.42,21.240000000000002,21.07,20.91,20.77,20.76,N/A,N/A -2012,11,5,16,30,101760,100590,99450,87,0,3.88,4.05,4.07,4.07,4.07,4.07,4.07,4.08,4.23,294.51,294.42,294.36,294.29,294.21,294.13,294.01,293.89,293.29,22.240000000000002,21.87,21.69,21.490000000000002,21.31,21.13,20.95,20.78,20.490000000000002,N/A,N/A -2012,11,5,17,30,101730,100560,99420,86.68,0,3.63,3.77,3.7800000000000002,3.7800000000000002,3.77,3.7600000000000002,3.7600000000000002,3.75,3.88,282.93,283.3,283.56,283.88,284.22,284.61,285.14,285.68,287.96,22.34,21.97,21.79,21.6,21.41,21.23,21.05,20.88,20.6,N/A,N/A -2012,11,5,18,30,101690,100510,99380,86.35000000000001,0,3.25,3.37,3.38,3.38,3.37,3.36,3.37,3.39,3.66,263.23,264.2,264.93,265.79,266.77,267.87,269.66,271.56,280.29,22.55,22.19,22.01,21.82,21.64,21.46,21.29,21.14,20.96,N/A,N/A -2012,11,5,19,30,101650,100480,99350,85.5,0,3.81,3.97,3.99,3.98,3.98,3.99,4.05,4.12,4.3500000000000005,238.79,239.38,239.94,240.84,242.33,244.52,249.05,254.36,263.97,22.95,22.62,22.46,22.28,22.14,22.03,22,22.02,22.07,N/A,N/A -2012,11,5,20,30,101560,100400,99270,82.66,0,4.9,5.13,5.15,5.13,5.15,5.2,5.34,5.53,5.8100000000000005,224.53,225.05,225.67000000000002,226.73000000000002,228.76,231.67000000000002,235.86,240.42000000000002,247.12,23.650000000000002,23.34,23.19,23.03,22.92,22.85,22.84,22.84,22.73,N/A,N/A -2012,11,5,21,30,101550,100390,99260,83.38,0,7.12,7.7,7.84,7.9,7.94,7.95,7.96,7.96,7.94,238.07,239.07,239.83,240.73000000000002,241.54,242.39000000000001,243.32,244.28,246.39000000000001,24.19,23.93,23.79,23.6,23.43,23.25,23.07,22.900000000000002,22.56,N/A,N/A -2012,11,5,22,30,101500,100340,99210,79.2,0,6.55,7.01,7.0600000000000005,7.05,7.0200000000000005,6.97,6.94,6.92,6.74,249.47,250.25,250.78,251.52,252.35,253.29,254.89000000000001,256.62,266.12,24.310000000000002,24.05,23.91,23.73,23.57,23.41,23.27,23.16,23.2,N/A,N/A -2012,11,5,23,30,101510,100340,99210,79.14,0,4.63,4.91,4.93,4.91,4.9,4.92,4.78,4.61,4.43,250.61,250.97,251.25,251.70000000000002,252.63,254.01000000000002,259.55,266.05,273.96,24.3,24.04,23.89,23.72,23.59,23.48,23.46,23.490000000000002,23.32,N/A,N/A -2012,11,6,0,30,101510,100350,99220,77.65,0,4.08,4.33,4.36,4.36,4.39,4.45,4.5,4.55,4.57,249.39000000000001,249.67000000000002,249.89000000000001,250.21,251.32,253.01000000000002,256.76,260.88,267.82,24.44,24.19,24.04,23.86,23.71,23.57,23.51,23.48,23.38,N/A,N/A -2012,11,6,1,30,101680,100500,99350,90.66,203.60000000000002,11.88,12.77,12.98,13.05,13.09,13.1,13.1,13.09,13.13,354.72,354.05,353.90000000000003,353.76,353.63,353.52,353.35,353.19,352.75,20.73,20.16,19.95,19.740000000000002,19.55,19.37,19.19,19.03,18.7,N/A,N/A -2012,11,6,2,30,101600,100430,99290,84.45,0,3.1,3.33,3.45,3.67,4.43,5.96,6.8500000000000005,7.44,8.2,327.52,328.29,328.83,329.7,331.58,334.96,336.66,337.6,339.39,21.71,21.37,21.22,21.07,21.18,21.5,21.82,22.1,22.400000000000002,N/A,N/A -2012,11,6,3,30,101590,100420,99280,72.41,0,6.88,7.390000000000001,7.5200000000000005,7.57,7.63,7.68,7.75,7.8100000000000005,7.94,9.040000000000001,9.38,9.26,9.06,8.89,8.75,8.68,8.63,8.57,23.400000000000002,23.150000000000002,23.02,22.88,22.740000000000002,22.6,22.45,22.31,22.01,N/A,N/A -2012,11,6,4,30,101610,100440,99300,70.43,0,6.67,7.2700000000000005,7.45,7.57,7.66,7.73,7.8100000000000005,7.87,8.01,1.53,2.04,2.39,2.7600000000000002,3.11,3.46,3.83,4.17,4.95,23.34,23,22.830000000000002,22.64,22.45,22.26,22.07,21.89,21.52,N/A,N/A -2012,11,6,5,30,101590,100420,99280,62.410000000000004,0,10.34,11.3,11.52,11.63,11.69,11.72,11.73,11.74,11.71,13.780000000000001,13.93,14.05,14.16,14.26,14.35,14.46,14.55,14.74,23.05,22.69,22.51,22.31,22.13,21.94,21.76,21.580000000000002,21.22,N/A,N/A -2012,11,6,6,30,101670,100490,99340,66.06,0,10.72,11.620000000000001,11.84,11.93,11.98,12,12.01,12.01,11.98,19.78,19.85,19.89,19.93,19.96,20,20.03,20.06,20.11,21.75,21.31,21.11,20.91,20.71,20.53,20.34,20.16,19.8,N/A,N/A -2012,11,6,7,30,101710,100530,99370,64.22,0,10.39,11.25,11.450000000000001,11.540000000000001,11.6,11.63,11.65,11.66,11.69,22.42,22.44,22.47,22.5,22.51,22.52,22.51,22.51,22.46,20.990000000000002,20.5,20.3,20.1,19.91,19.73,19.54,19.37,19.02,N/A,N/A -2012,11,6,8,30,101760,100570,99410,62.82,0,9.85,10.63,10.81,10.9,10.94,10.97,10.98,10.99,10.99,22.97,22.94,22.92,22.900000000000002,22.86,22.82,22.76,22.7,22.53,20.63,20.13,19.92,19.72,19.52,19.34,19.150000000000002,18.97,18.62,N/A,N/A -2012,11,6,9,30,101790,100600,99450,63.86,0,9.73,10.47,10.64,10.71,10.74,10.76,10.75,10.75,10.71,19.6,19.59,19.57,19.54,19.51,19.48,19.44,19.39,19.28,20.09,19.55,19.34,19.13,18.93,18.740000000000002,18.54,18.36,18,N/A,N/A -2012,11,6,10,30,101830,100630,99470,66.54,0,10,10.72,10.86,10.9,10.91,10.91,10.88,10.85,10.77,18.27,18.27,18.26,18.240000000000002,18.2,18.16,18.1,18.04,17.84,19.22,18.63,18.41,18.2,18,17.82,17.63,17.45,17.1,N/A,N/A -2012,11,6,11,30,101870,100670,99510,69.60000000000001,0,9.58,10.25,10.39,10.43,10.46,10.46,10.44,10.43,10.370000000000001,21.7,21.740000000000002,21.75,21.75,21.740000000000002,21.73,21.71,21.68,21.580000000000002,18.43,17.81,17.580000000000002,17.36,17.16,16.97,16.77,16.59,16.22,N/A,N/A -2012,11,6,12,30,101910,100710,99540,70.28,0,9.1,9.69,9.8,9.83,9.83,9.82,9.8,9.77,9.700000000000001,20.17,20.14,20.12,20.080000000000002,20.04,19.990000000000002,19.93,19.87,19.69,18.080000000000002,17.47,17.240000000000002,17.02,16.82,16.63,16.44,16.26,15.9,N/A,N/A -2012,11,6,13,30,101960,100760,99590,71.49,0,8.07,8.56,8.65,8.68,8.68,8.67,8.64,8.620000000000001,8.540000000000001,21.51,21.490000000000002,21.47,21.45,21.42,21.39,21.35,21.31,21.2,17.81,17.2,16.97,16.76,16.55,16.36,16.16,15.98,15.610000000000001,N/A,N/A -2012,11,6,14,30,101990,100780,99610,71.77,0,8.07,8.52,8.59,8.6,8.59,8.57,8.53,8.49,8.39,19.2,19.2,19.19,19.17,19.14,19.11,19.07,19.02,18.900000000000002,17.330000000000002,16.71,16.47,16.26,16.05,15.860000000000001,15.67,15.48,15.120000000000001,N/A,N/A -2012,11,6,15,30,102030,100820,99650,71.27,0,6.75,7.09,7.140000000000001,7.140000000000001,7.140000000000001,7.12,7.09,7.07,7,19.29,19.25,19.22,19.17,19.12,19.080000000000002,19.02,18.96,18.8,17.11,16.51,16.28,16.06,15.860000000000001,15.67,15.47,15.280000000000001,14.9,N/A,N/A -2012,11,6,16,30,102010,100810,99630,68.41,0,5.62,5.9,5.95,5.96,5.96,5.96,5.95,5.95,5.92,8.03,7.890000000000001,7.82,7.75,7.67,7.59,7.49,7.4,7.17,17.23,16.66,16.44,16.22,16.01,15.83,15.620000000000001,15.44,15.05,N/A,N/A -2012,11,6,17,30,101970,100770,99600,65.89,0,5.15,5.42,5.48,5.51,5.53,5.54,5.55,5.5600000000000005,5.58,356.67,356.18,355.87,355.58,355.31,355.07,354.82,354.59000000000003,354.13,17.68,17.14,16.91,16.7,16.490000000000002,16.3,16.1,15.91,15.52,N/A,N/A -2012,11,6,18,30,101990,100790,99620,57.22,0,5.09,5.3500000000000005,5.4,5.43,5.44,5.45,5.45,5.45,5.45,346.72,347.09000000000003,347.3,347.51,347.71,347.89,348.07,348.24,348.61,18.43,17.92,17.7,17.490000000000002,17.28,17.09,16.89,16.7,16.31,N/A,N/A -2012,11,6,19,30,101950,100750,99590,57.620000000000005,0,4.82,5.09,5.15,5.19,5.22,5.24,5.26,5.28,5.3100000000000005,334.98,334.98,335.02,335.07,335.11,335.15000000000003,335.19,335.23,335.32,19.080000000000002,18.59,18.38,18.17,17.96,17.77,17.56,17.37,16.98,N/A,N/A -2012,11,6,20,30,101920,100730,99570,56.26,0,6.44,6.83,6.9,6.93,6.95,6.96,6.96,6.96,6.95,332.37,332.71,332.93,333.13,333.33,333.51,333.71,333.89,334.28000000000003,19.52,19.02,18.8,18.59,18.39,18.2,17.990000000000002,17.8,17.41,N/A,N/A -2012,11,6,21,30,101900,100710,99550,53.9,0,6.87,7.32,7.42,7.46,7.49,7.51,7.5200000000000005,7.5200000000000005,7.5200000000000005,333.33,333.59000000000003,333.75,333.91,334.06,334.2,334.36,334.51,334.84000000000003,20.04,19.55,19.34,19.13,18.93,18.740000000000002,18.54,18.35,17.96,N/A,N/A -2012,11,6,22,30,101880,100690,99530,52.15,0,7.140000000000001,7.640000000000001,7.75,7.8,7.84,7.87,7.890000000000001,7.9,7.92,336.13,336.22,336.28000000000003,336.33,336.39,336.44,336.49,336.55,336.67,20.57,20.1,19.900000000000002,19.69,19.490000000000002,19.3,19.09,18.900000000000002,18.51,N/A,N/A -2012,11,6,23,30,101900,100710,99560,51.410000000000004,0,6.95,7.43,7.54,7.6000000000000005,7.63,7.66,7.68,7.69,7.71,341.53000000000003,341.56,341.57,341.58,341.58,341.58,341.59000000000003,341.59000000000003,341.6,20.92,20.47,20.27,20.06,19.86,19.67,19.46,19.28,18.88,N/A,N/A -2012,11,7,0,30,101910,100720,99570,53.08,0,6.390000000000001,6.8,6.88,6.92,6.95,6.97,6.98,6.98,6.99,346.90000000000003,346.67,346.54,346.41,346.28000000000003,346.17,346.05,345.93,345.71,20.97,20.53,20.330000000000002,20.13,19.92,19.73,19.53,19.34,18.95,N/A,N/A -2012,11,7,1,30,101920,100730,99570,51.95,0,5.8500000000000005,6.19,6.26,6.29,6.3,6.3100000000000005,6.3100000000000005,6.3,6.29,350.33,350.42,350.46,350.5,350.54,350.57,350.6,350.63,350.69,20.900000000000002,20.46,20.27,20.06,19.86,19.67,19.47,19.28,18.89,N/A,N/A -2012,11,7,2,30,101950,100760,99600,51.620000000000005,0,5.29,5.58,5.63,5.66,5.66,5.67,5.67,5.67,5.66,1.42,0.99,0.71,0.43,0.18,359.95,359.7,359.47,359.01,20.88,20.45,20.25,20.05,19.85,19.66,19.45,19.27,18.88,N/A,N/A -2012,11,7,3,30,101940,100750,99600,51.64,0,4.29,4.49,4.5200000000000005,4.53,4.53,4.53,4.5200000000000005,4.5200000000000005,4.5,2.97,2.27,1.82,1.37,0.9400000000000001,0.53,0.09,359.68,358.79,20.82,20.41,20.22,20.01,19.81,19.63,19.43,19.240000000000002,18.86,N/A,N/A -2012,11,7,4,30,101940,100750,99600,53.59,0,3.6,3.74,3.7600000000000002,3.7600000000000002,3.7600000000000002,3.75,3.74,3.74,3.72,5.14,4.21,3.62,3.04,2.48,1.96,1.41,0.9,359.79,20.82,20.42,20.22,20.02,19.830000000000002,19.64,19.44,19.25,18.87,N/A,N/A -2012,11,7,5,30,101940,100750,99590,55.99,0,3.67,3.8200000000000003,3.84,3.85,3.85,3.84,3.84,3.83,3.8200000000000003,357.96,357.01,356.40000000000003,355.79,355.2,354.65000000000003,354.07,353.52,352.32,20.85,20.44,20.25,20.04,19.85,19.66,19.46,19.28,18.89,N/A,N/A -2012,11,7,6,30,101950,100760,99600,57.910000000000004,0,3.13,3.27,3.29,3.29,3.3000000000000003,3.3000000000000003,3.3000000000000003,3.3000000000000003,3.3000000000000003,349.16,348.51,348.12,347.73,347.38,347.05,346.7,346.38,345.63,20.89,20.51,20.32,20.12,19.93,19.740000000000002,19.54,19.36,18.97,N/A,N/A -2012,11,7,7,30,101970,100780,99630,58.86,0,2.97,3.11,3.13,3.14,3.15,3.15,3.16,3.16,3.17,339.5,339.03000000000003,338.76,338.48,338.22,337.97,337.69,337.44,336.85,20.96,20.580000000000002,20.39,20.19,19.990000000000002,19.81,19.61,19.42,19.04,N/A,N/A -2012,11,7,8,30,101990,100800,99650,58.35,0,2.5500000000000003,2.66,2.67,2.68,2.69,2.69,2.69,2.69,2.7,338.02,337.37,336.96,336.56,336.18,335.82,335.43,335.07,334.3,21.06,20.68,20.5,20.3,20.1,19.91,19.71,19.53,19.14,N/A,N/A -2012,11,7,9,30,101990,100800,99650,58.24,0,3.16,3.3000000000000003,3.3200000000000003,3.33,3.33,3.33,3.33,3.33,3.33,341.71,340.91,340.39,339.89,339.41,338.95,338.48,338.04,337.06,21.13,20.75,20.57,20.37,20.17,19.98,19.78,19.6,19.21,N/A,N/A -2012,11,7,10,30,102000,100810,99660,60.22,0,3.68,3.84,3.86,3.86,3.86,3.86,3.85,3.85,3.83,345.40000000000003,344.56,344.01,343.49,342.98,342.51,342.01,341.55,340.52,21.09,20.7,20.52,20.31,20.12,19.93,19.73,19.54,19.150000000000002,N/A,N/A -2012,11,7,11,30,102030,100840,99690,64.48,0,3.62,3.7600000000000002,3.77,3.77,3.7600000000000002,3.74,3.73,3.71,3.67,343.42,342.88,342.5,342.14,341.8,341.49,341.16,340.86,340.2,20.84,20.45,20.26,20.06,19.86,19.67,19.47,19.29,18.900000000000002,N/A,N/A -2012,11,7,12,30,102050,100860,99700,68.63,0,4.07,4.22,4.23,4.22,4.21,4.19,4.17,4.15,4.11,344.62,344.2,343.92,343.64,343.37,343.11,342.84000000000003,342.58,341.99,20.47,20.06,19.87,19.67,19.48,19.29,19.09,18.91,18.53,N/A,N/A -2012,11,7,13,30,102070,100880,99720,71.83,0,4.42,4.6000000000000005,4.6000000000000005,4.59,4.57,4.54,4.5200000000000005,4.49,4.43,357.13,356.64,356.31,355.99,355.67,355.36,355.02,354.7,353.95,20.080000000000002,19.650000000000002,19.46,19.26,19.06,18.88,18.68,18.5,18.13,N/A,N/A -2012,11,7,14,30,102090,100900,99740,66.47,0,4.1,4.26,4.28,4.2700000000000005,4.25,4.24,4.21,4.19,4.15,359.71,359.12,358.71,358.31,357.92,357.54,357.15000000000003,356.78000000000003,355.92,19.98,19.55,19.36,19.16,18.97,18.78,18.59,18.41,18.04,N/A,N/A -2012,11,7,15,30,102110,100910,99750,63.61,0,3.87,4.0200000000000005,4.03,4.0200000000000005,4.01,3.99,3.98,3.96,3.95,6.5,6.32,6.2,6.0600000000000005,5.91,5.74,5.5200000000000005,5.3,4.66,19.97,19.55,19.36,19.16,18.97,18.79,18.61,18.43,18.080000000000002,N/A,N/A -2012,11,7,16,30,102090,100890,99740,61.59,0,4.17,4.37,4.41,4.42,4.43,4.44,4.45,4.46,4.5,5.8,5.8100000000000005,5.8,5.8,5.78,5.78,5.76,5.74,5.67,20.27,19.86,19.67,19.48,19.29,19.11,18.91,18.740000000000002,18.38,N/A,N/A -2012,11,7,17,30,102060,100870,99710,57.620000000000005,0,3.73,3.92,3.96,3.98,3.99,4.01,4.0200000000000005,4.03,4.04,11.59,11.49,11.43,11.370000000000001,11.32,11.27,11.22,11.17,11.07,20.6,20.2,20.01,19.81,19.62,19.43,19.23,19.05,18.67,N/A,N/A -2012,11,7,18,30,102030,100840,99690,52.42,0,2.82,2.93,2.95,2.95,2.95,2.95,2.95,2.94,2.94,21.35,20.78,20.41,20.03,19.67,19.330000000000002,18.91,18.52,17.57,20.97,20.59,20.400000000000002,20.2,20.01,19.82,19.62,19.44,19.06,N/A,N/A -2012,11,7,19,30,102000,100810,99660,50.88,0,1.29,1.37,1.4000000000000001,1.43,1.46,1.48,1.51,1.54,1.6,11.31,10.28,9.68,9.01,8.370000000000001,7.74,7.01,6.32,4.65,21.21,20.85,20.67,20.47,20.27,20.09,19.89,19.7,19.32,N/A,N/A -2012,11,7,20,30,101960,100780,99620,52.4,0,0.54,0.68,0.77,0.86,0.9400000000000001,1.02,1.1,1.18,1.36,319.99,321.07,321.87,322.44,322.90000000000003,323.3,323.65000000000003,323.96,324.6,21.56,21.21,21.04,20.84,20.650000000000002,20.47,20.28,20.1,19.72,N/A,N/A -2012,11,7,21,30,101940,100760,99610,51.160000000000004,0,1.47,1.55,1.57,1.59,1.61,1.62,1.6400000000000001,1.6500000000000001,1.68,289.59000000000003,291.62,292.89,294.11,295.24,296.3,297.43,298.47,300.78000000000003,22.09,21.75,21.580000000000002,21.38,21.19,21,20.81,20.62,20.240000000000002,N/A,N/A -2012,11,7,22,30,101940,100750,99610,52.39,0,1.3900000000000001,1.5,1.54,1.59,1.6400000000000001,1.68,1.72,1.76,1.85,272.04,277.64,280.93,283.85,286.32,288.5,290.53000000000003,292.37,295.77,22.36,22.04,21.87,21.68,21.490000000000002,21.3,21.11,20.93,20.54,N/A,N/A -2012,11,7,23,30,101940,100760,99610,48.9,0,1.98,2.05,2.06,2.06,2.05,2.05,2.04,2.04,2.0300000000000002,302.2,303.53000000000003,304.38,305.22,306.01,306.77,307.58,308.32,309.97,22.7,22.39,22.22,22.03,21.84,21.650000000000002,21.45,21.27,20.89,N/A,N/A -2012,11,8,0,30,101960,100780,99630,49.29,0,1.12,1.16,1.17,1.17,1.18,1.18,1.19,1.19,1.21,279.58,281.34000000000003,282.5,283.7,284.87,285.99,287.26,288.45,291.2,22.76,22.45,22.28,22.09,21.900000000000002,21.71,21.51,21.330000000000002,20.95,N/A,N/A -2012,11,8,1,30,101980,100800,99650,51.300000000000004,0,1.59,1.69,1.72,1.75,1.78,1.8,1.84,1.87,1.96,335.67,336.54,337.13,337.75,338.39,339.04,339.82,340.56,342.57,22.79,22.48,22.31,22.12,21.93,21.75,21.55,21.37,20.990000000000002,N/A,N/A -2012,11,8,2,30,101970,100790,99650,47.86,0,2.92,3.09,3.09,3.08,3.06,3.04,3.0100000000000002,2.99,2.92,41.77,42.18,42.33,42.46,42.58,42.69,42.82,42.92,43.12,23.32,23.04,22.87,22.69,22.5,22.31,22.12,21.93,21.55,N/A,N/A -2012,11,8,3,30,101980,100800,99650,49.13,0,3.73,3.94,3.95,3.94,3.92,3.9,3.87,3.85,3.7800000000000002,71.31,71.83,72.08,72.34,72.59,72.83,73.08,73.31,73.81,23.14,22.85,22.68,22.490000000000002,22.3,22.12,21.93,21.75,21.37,N/A,N/A -2012,11,8,4,30,101980,100800,99650,53.39,0,3.83,4.01,4.03,4.01,3.99,3.97,3.95,3.92,3.85,84.04,84.78,85.2,85.63,86.06,86.47,86.93,87.35000000000001,88.4,22.77,22.45,22.28,22.09,21.900000000000002,21.72,21.53,21.35,20.97,N/A,N/A -2012,11,8,5,30,101990,100810,99660,57.76,0,4.0200000000000005,4.21,4.23,4.22,4.21,4.19,4.17,4.15,4.1,95.86,96.59,97.02,97.46000000000001,97.87,98.25,98.67,99.06,99.91,22.46,22.12,21.95,21.75,21.56,21.38,21.18,21,20.61,N/A,N/A -2012,11,8,6,30,102000,100820,99670,56.76,0,3.87,4.08,4.12,4.13,4.13,4.13,4.12,4.11,4.09,111,111.08,111.12,111.16,111.2,111.24000000000001,111.28,111.33,111.43,22.31,21.98,21.81,21.61,21.42,21.23,21.03,20.85,20.46,N/A,N/A -2012,11,8,7,30,102030,100840,99690,52.050000000000004,0,4.11,4.34,4.37,4.38,4.38,4.37,4.36,4.3500000000000005,4.32,104.18,104.47,104.66,104.84,105.02,105.18,105.36,105.53,105.89,22.400000000000002,22.080000000000002,21.91,21.72,21.52,21.34,21.14,20.95,20.56,N/A,N/A -2012,11,8,8,30,102040,100860,99710,54.89,0,4.43,4.68,4.71,4.72,4.71,4.71,4.69,4.68,4.65,105.08,105.5,105.78,106.05,106.31,106.55,106.81,107.04,107.55,22.22,21.89,21.72,21.52,21.330000000000002,21.14,20.94,20.76,20.37,N/A,N/A -2012,11,8,9,30,102050,100860,99710,55.44,0,4.82,5.11,5.15,5.17,5.17,5.17,5.16,5.15,5.12,106.2,106.49000000000001,106.66,106.83,106.99000000000001,107.14,107.31,107.47,107.83,22.12,21.78,21.6,21.400000000000002,21.21,21.02,20.82,20.63,20.240000000000002,N/A,N/A -2012,11,8,10,30,102060,100870,99720,56.07,0,5.17,5.48,5.54,5.55,5.5600000000000005,5.5600000000000005,5.55,5.54,5.51,107.07000000000001,107.47,107.71000000000001,107.95,108.18,108.39,108.62,108.83,109.3,22.01,21.66,21.48,21.28,21.09,20.900000000000002,20.7,20.52,20.13,N/A,N/A -2012,11,8,11,30,102090,100900,99750,60.68,0,5.69,6.05,6.12,6.140000000000001,6.15,6.16,6.15,6.140000000000001,6.12,114.26,114.63,114.84,115.05,115.25,115.44,115.64,115.83,116.22,21.75,21.38,21.2,21,20.81,20.62,20.42,20.23,19.84,N/A,N/A -2012,11,8,12,30,102100,100920,99760,62.04,0,5.73,6.09,6.16,6.19,6.2,6.2,6.2,6.19,6.17,114.65,115.02,115.26,115.49000000000001,115.71000000000001,115.91,116.12,116.33,116.76,21.69,21.32,21.13,20.93,20.740000000000002,20.55,20.35,20.16,19.77,N/A,N/A -2012,11,8,13,30,102130,100940,99790,61.84,0,5.99,6.390000000000001,6.47,6.51,6.5200000000000005,6.53,6.53,6.5200000000000005,6.51,121.59,122,122.24000000000001,122.46000000000001,122.68,122.87,123.08,123.28,123.7,21.73,21.36,21.17,20.97,20.78,20.59,20.39,20.2,19.81,N/A,N/A -2012,11,8,14,30,102170,100980,99830,64.1,0,6.390000000000001,6.83,6.91,6.95,6.97,6.98,6.98,6.98,6.96,122.36,122.82000000000001,123.10000000000001,123.37,123.63000000000001,123.87,124.13000000000001,124.36,124.85000000000001,21.64,21.25,21.07,20.87,20.67,20.48,20.28,20.09,19.7,N/A,N/A -2012,11,8,15,30,102180,100990,99840,66.14,0,6.53,7,7.1000000000000005,7.140000000000001,7.17,7.19,7.19,7.2,7.19,125.97,126.36,126.59,126.81,127.01,127.19,127.39,127.57000000000001,127.95,21.6,21.21,21.03,20.82,20.63,20.44,20.240000000000002,20.05,19.66,N/A,N/A -2012,11,8,16,30,102150,100970,99820,65.24,0,6.34,6.78,6.87,6.92,6.94,6.95,6.96,6.96,6.95,125.04,125.37,125.57000000000001,125.76,125.95,126.12,126.3,126.47,126.83,21.650000000000002,21.27,21.080000000000002,20.88,20.68,20.490000000000002,20.29,20.1,19.71,N/A,N/A -2012,11,8,17,30,102130,100950,99790,64.62,0,6.29,6.73,6.82,6.86,6.890000000000001,6.9,6.91,6.91,6.9,127.25,127.57000000000001,127.75,127.92,128.09,128.24,128.41,128.56,128.88,21.7,21.32,21.13,20.93,20.73,20.54,20.34,20.16,19.77,N/A,N/A -2012,11,8,18,30,102120,100930,99780,67.04,0,6.13,6.57,6.67,6.72,6.76,6.78,6.8,6.8100000000000005,6.82,133.5,133.66,133.77,133.87,133.98,134.08,134.17000000000002,134.26,134.47,21.75,21.37,21.18,20.98,20.78,20.59,20.39,20.21,19.81,N/A,N/A -2012,11,8,19,30,102100,100910,99760,66.86,0,6.34,6.8,6.9,6.95,6.98,6.99,7.01,7.01,7.01,130.98,131.52,131.83,132.13,132.41,132.67000000000002,132.93,133.17000000000002,133.69,21.86,21.490000000000002,21.31,21.1,20.91,20.72,20.52,20.34,19.95,N/A,N/A -2012,11,8,20,30,102050,100870,99720,66.43,0,6.28,6.74,6.8500000000000005,6.9,6.93,6.95,6.96,6.97,6.98,134.1,134.56,134.84,135.12,135.37,135.61,135.86,136.08,136.55,21.89,21.52,21.34,21.14,20.94,20.75,20.56,20.37,19.98,N/A,N/A -2012,11,8,21,30,102040,100850,99700,68.33,0,6.49,6.96,7.07,7.12,7.15,7.17,7.19,7.2,7.2,137.17000000000002,137.67000000000002,137.98,138.27,138.55,138.81,139.07,139.31,139.82,21.89,21.52,21.330000000000002,21.13,20.93,20.740000000000002,20.55,20.36,19.97,N/A,N/A -2012,11,8,22,30,102030,100840,99690,70.8,0,6.8,7.3100000000000005,7.42,7.48,7.51,7.53,7.54,7.55,7.55,136.42000000000002,136.89000000000001,137.18,137.46,137.71,137.95000000000002,138.20000000000002,138.42000000000002,138.89000000000001,21.85,21.48,21.29,21.09,20.900000000000002,20.71,20.51,20.32,19.93,N/A,N/A -2012,11,8,23,30,102010,100820,99680,72.05,0,7.25,7.82,7.96,8.03,8.08,8.11,8.120000000000001,8.14,8.15,139.45000000000002,139.85,140.09,140.31,140.51,140.70000000000002,140.89000000000001,141.07,141.44,21.88,21.51,21.32,21.12,20.92,20.73,20.53,20.35,19.95,N/A,N/A -2012,11,9,0,30,102010,100830,99680,72.34,0,7.58,8.21,8.36,8.44,8.5,8.53,8.56,8.58,8.6,140.01,140.43,140.68,140.93,141.16,141.37,141.59,141.79,142.20000000000002,21.95,21.580000000000002,21.39,21.19,21,20.8,20.6,20.42,20.03,N/A,N/A -2012,11,9,1,30,102010,100830,99680,73.03,0,8.11,8.8,8.97,9.06,9.11,9.15,9.18,9.200000000000001,9.21,142.69,143.03,143.24,143.45000000000002,143.64000000000001,143.82,144,144.17000000000002,144.53,21.98,21.6,21.41,21.21,21.01,20.82,20.62,20.44,20.05,N/A,N/A -2012,11,9,2,30,102000,100820,99670,74.21000000000001,0,8.3,9.03,9.200000000000001,9.3,9.36,9.41,9.44,9.46,9.48,145.53,145.76,145.9,146.03,146.16,146.28,146.4,146.51,146.75,22.01,21.63,21.45,21.25,21.05,20.86,20.66,20.47,20.080000000000002,N/A,N/A -2012,11,9,3,30,102000,100820,99670,74.3,0,8.42,9.17,9.36,9.450000000000001,9.52,9.57,9.6,9.620000000000001,9.64,148.22,148.48,148.64000000000001,148.81,148.96,149.11,149.25,149.38,149.67000000000002,22.13,21.76,21.57,21.37,21.18,20.990000000000002,20.78,20.6,20.21,N/A,N/A -2012,11,9,4,30,102000,100810,99670,74.27,0,8.58,9.35,9.540000000000001,9.65,9.71,9.76,9.790000000000001,9.81,9.83,149.91,150.16,150.31,150.47,150.62,150.75,150.89000000000001,151.02,151.3,22.23,21.86,21.68,21.48,21.28,21.1,20.89,20.71,20.32,N/A,N/A -2012,11,9,5,30,101990,100810,99660,75.10000000000001,0,8.68,9.48,9.68,9.790000000000001,9.870000000000001,9.92,9.96,9.99,10.03,152.46,152.84,153.06,153.27,153.47,153.66,153.85,154.03,154.39000000000001,22.28,21.92,21.740000000000002,21.54,21.34,21.150000000000002,20.95,20.77,20.38,N/A,N/A -2012,11,9,6,30,101990,100810,99670,75.23,0,8.48,9.26,9.450000000000001,9.57,9.65,9.700000000000001,9.74,9.78,9.82,156.3,156.64000000000001,156.85,157.05,157.24,157.42000000000002,157.59,157.76,158.09,22.45,22.1,21.92,21.72,21.53,21.330000000000002,21.14,20.95,20.56,N/A,N/A -2012,11,9,7,30,102010,100830,99680,74.97,0,8.43,9.23,9.43,9.55,9.63,9.69,9.73,9.77,9.81,159.16,159.5,159.69,159.87,160.03,160.17000000000002,160.32,160.46,160.72,22.64,22.3,22.12,21.92,21.73,21.54,21.34,21.150000000000002,20.76,N/A,N/A -2012,11,9,8,30,102010,100830,99680,72.9,0,8.56,9.370000000000001,9.58,9.69,9.77,9.82,9.870000000000001,9.9,9.94,160.39000000000001,160.8,161.02,161.22,161.42000000000002,161.6,161.78,161.95000000000002,162.31,22.77,22.44,22.26,22.06,21.87,21.68,21.48,21.3,20.91,N/A,N/A -2012,11,9,9,30,101990,100820,99670,74.35000000000001,0,8.2,8.99,9.200000000000001,9.33,9.41,9.48,9.53,9.57,9.63,163.61,163.82,163.94,164.05,164.15,164.24,164.33,164.4,164.56,22.87,22.55,22.37,22.18,21.98,21.79,21.6,21.41,21.02,N/A,N/A -2012,11,9,10,30,102010,100830,99690,73.43,0,8.34,9.16,9.370000000000001,9.5,9.59,9.66,9.71,9.76,9.83,163.76,163.86,163.97,164.1,164.21,164.33,164.44,164.55,164.79,22.95,22.63,22.46,22.26,22.07,21.88,21.68,21.5,21.11,N/A,N/A -2012,11,9,11,30,102010,100830,99690,71.76,0,8.72,9.6,9.81,9.93,10.02,10.07,10.11,10.14,10.16,160.62,160.94,161.09,161.23,161.36,161.48,161.59,161.70000000000002,161.92000000000002,23.04,22.73,22.56,22.37,22.17,21.98,21.79,21.6,21.21,N/A,N/A -2012,11,9,12,30,102010,100840,99690,73.42,0,8.42,9.26,9.47,9.59,9.67,9.73,9.78,9.81,9.85,158.05,158,158.01,158.03,158.05,158.07,158.1,158.12,158.19,23.04,22.73,22.55,22.36,22.16,21.97,21.78,21.59,21.2,N/A,N/A -2012,11,9,13,30,102020,100850,99700,73.67,0,8.39,9.22,9.43,9.55,9.64,9.700000000000001,9.75,9.790000000000001,9.85,157.78,157.83,157.91,158,158.1,158.19,158.29,158.38,158.58,23.06,22.76,22.59,22.39,22.19,22.01,21.81,21.63,21.240000000000002,N/A,N/A -2012,11,9,14,30,102050,100880,99730,73.83,0,8.53,9.39,9.61,9.73,9.81,9.870000000000001,9.91,9.93,9.96,152.55,152.81,152.97,153.12,153.25,153.38,153.5,153.62,153.85,23.07,22.77,22.6,22.400000000000002,22.21,22.02,21.830000000000002,21.64,21.25,N/A,N/A -2012,11,9,15,30,102060,100890,99740,72.84,0,8.02,8.84,9.05,9.17,9.26,9.33,9.370000000000001,9.41,9.46,153.52,153.49,153.53,153.59,153.65,153.71,153.77,153.84,153.97,23.17,22.87,22.7,22.51,22.32,22.13,21.93,21.75,21.36,N/A,N/A -2012,11,9,16,30,102060,100880,99740,73.68,0,7.95,8.74,8.94,9.05,9.120000000000001,9.17,9.200000000000001,9.23,9.25,150.01,150.24,150.41,150.57,150.72,150.85,150.99,151.12,151.37,23.17,22.88,22.71,22.52,22.330000000000002,22.14,21.94,21.76,21.37,N/A,N/A -2012,11,9,17,30,102040,100860,99720,74.97,0,7.390000000000001,8.11,8.290000000000001,8.4,8.47,8.53,8.57,8.61,8.66,149.95000000000002,150.11,150.18,150.24,150.29,150.34,150.38,150.42000000000002,150.5,23.16,22.86,22.69,22.5,22.31,22.12,21.92,21.740000000000002,21.35,N/A,N/A -2012,11,9,18,30,102020,100850,99700,74.37,0,6.97,7.68,7.86,7.98,8.08,8.14,8.2,8.25,8.32,151.49,152.03,152.32,152.59,152.82,153.04,153.24,153.43,153.77,23.28,23,22.830000000000002,22.64,22.45,22.26,22.07,21.88,21.5,N/A,N/A -2012,11,9,19,30,102020,100840,99700,75.4,0,6.76,7.42,7.58,7.68,7.76,7.8100000000000005,7.8500000000000005,7.88,7.92,153.63,153.68,153.72,153.76,153.79,153.82,153.85,153.88,153.93,23.31,23.02,22.85,22.650000000000002,22.46,22.28,22.080000000000002,21.900000000000002,21.51,N/A,N/A -2012,11,9,20,30,101980,100800,99660,76.52,0,6.67,7.32,7.48,7.58,7.65,7.71,7.75,7.78,7.82,144.85,145.17000000000002,145.44,145.72,145.97,146.22,146.46,146.69,147.16,23.27,22.97,22.8,22.61,22.42,22.23,22.04,21.85,21.47,N/A,N/A -2012,11,9,21,30,101970,100790,99650,76.18,0,7.01,7.640000000000001,7.79,7.87,7.92,7.95,7.97,7.99,8,140.69,141.16,141.49,141.83,142.13,142.42000000000002,142.72,142.99,143.56,23.22,22.92,22.76,22.56,22.37,22.19,21.990000000000002,21.81,21.42,N/A,N/A -2012,11,9,22,30,101930,100760,99620,77.63,0,6.76,7.3500000000000005,7.5,7.59,7.65,7.7,7.74,7.7700000000000005,7.8100000000000005,147.17000000000002,147.67000000000002,147.91,148.14000000000001,148.34,148.51,148.69,148.85,149.16,23.2,22.91,22.740000000000002,22.55,22.36,22.18,21.98,21.8,21.41,N/A,N/A -2012,11,9,23,30,101910,100740,99600,77.55,0,7.28,8.03,8.22,8.33,8.4,8.46,8.51,8.540000000000001,8.59,144.35,144.51,144.65,144.8,144.94,145.07,145.21,145.33,145.6,23.23,22.93,22.76,22.57,22.38,22.19,21.990000000000002,21.81,21.42,N/A,N/A -2012,11,10,0,30,101920,100740,99600,75.12,0,7.53,8.26,8.44,8.540000000000001,8.61,8.67,8.71,8.74,8.78,146.38,146.35,146.42000000000002,146.53,146.64000000000001,146.75,146.88,147,147.27,23.26,22.97,22.8,22.61,22.42,22.23,22.03,21.85,21.46,N/A,N/A -2012,11,10,1,30,101920,100740,99600,74.9,0,7.98,8.73,8.91,8.99,9.05,9.09,9.120000000000001,9.14,9.16,143.86,144.19,144.39000000000001,144.58,144.76,144.93,145.1,145.25,145.57,23.27,22.990000000000002,22.82,22.63,22.44,22.25,22.06,21.87,21.490000000000002,N/A,N/A -2012,11,10,2,30,101910,100740,99600,75.42,0,8.950000000000001,9.85,10.07,10.19,10.28,10.34,10.38,10.41,10.450000000000001,141.61,142.13,142.43,142.72,142.99,143.23,143.49,143.71,144.17000000000002,23.34,23.05,22.89,22.69,22.51,22.32,22.12,21.94,21.55,N/A,N/A -2012,11,10,3,30,101900,100730,99590,75.22,0,8.790000000000001,9.74,9.98,10.13,10.24,10.33,10.39,10.450000000000001,10.540000000000001,139.57,139.99,140.24,140.5,140.73,140.96,141.18,141.39000000000001,141.79,23.38,23.11,22.95,22.76,22.57,22.39,22.19,22.01,21.63,N/A,N/A -2012,11,10,4,30,101900,100720,99580,74.01,0,8.98,9.92,10.17,10.31,10.4,10.47,10.52,10.55,10.59,146.22,146.38,146.47,146.56,146.64000000000001,146.71,146.79,146.86,147.01,23.45,23.19,23.03,22.84,22.650000000000002,22.46,22.27,22.080000000000002,21.7,N/A,N/A -2012,11,10,5,30,101900,100720,99590,75.39,0,8.98,9.91,10.16,10.31,10.41,10.48,10.540000000000001,10.58,10.64,146.32,146.56,146.66,146.75,146.84,146.91,146.99,147.05,147.19,23.52,23.27,23.11,22.92,22.73,22.55,22.36,22.17,21.79,N/A,N/A -2012,11,10,6,30,101890,100720,99580,81.78,0,7.8,8.78,9.08,9.32,9.51,9.66,9.790000000000001,9.91,10.09,150.68,150.85,150.91,151,151.08,151.17000000000002,151.26,151.36,151.57,23.32,23.09,22.94,22.76,22.580000000000002,22.400000000000002,22.22,22.04,21.67,N/A,N/A -2012,11,10,7,30,101890,100710,99580,79.18,0,7.51,8.370000000000001,8.67,8.97,9.16,9.290000000000001,9.450000000000001,9.63,9.86,146.58,147.31,147.85,148.58,149.18,149.70000000000002,150.62,151.6,153.15,23.400000000000002,23.2,23.07,22.91,22.740000000000002,22.57,22.400000000000002,22.26,21.92,N/A,N/A -2012,11,10,8,30,101860,100690,99550,79.87,0,8.63,9.57,9.85,10.05,10.21,10.35,10.46,10.55,10.700000000000001,152.48,152.71,152.93,153.17000000000002,153.44,153.73,154.01,154.27,154.84,23.48,23.27,23.13,22.95,22.79,22.62,22.44,22.26,21.91,N/A,N/A -2012,11,10,9,30,101850,100680,99550,80.54,0,7.3100000000000005,8.57,9.03,9.3,9.56,9.8,10.01,10.19,10.49,158.67000000000002,160,160.66,160.9,161.1,161.27,161.41,161.53,161.72,23.53,23.31,23.17,22.990000000000002,22.84,22.68,22.51,22.36,22.01,N/A,N/A -2012,11,10,10,30,101840,100660,99530,81.15,0,7.58,8.59,8.92,9.18,9.39,9.58,9.78,9.97,10.32,149.57,149.8,150.07,150.56,150.91,151.20000000000002,151.62,152.04,152.91,23.45,23.26,23.13,22.95,22.78,22.61,22.44,22.29,21.95,N/A,N/A -2012,11,10,11,30,101830,100660,99520,82.67,0,7.42,8.33,8.6,8.8,8.94,9.040000000000001,9.13,9.200000000000001,9.34,154.11,154.29,154.49,154.74,154.97,155.19,155.37,155.52,156.02,23.41,23.2,23.06,22.88,22.7,22.53,22.34,22.16,21.8,N/A,N/A -2012,11,10,12,30,101850,100670,99540,83.4,0,6.5200000000000005,7.640000000000001,8.09,8.45,8.74,8.98,9.22,9.43,9.81,152.59,153.86,154.70000000000002,155.49,156.04,156.43,156.79,157.11,157.70000000000002,23.45,23.240000000000002,23.1,22.93,22.77,22.6,22.43,22.27,21.93,N/A,N/A -2012,11,10,13,30,101830,100660,99530,85.32000000000001,0,5.94,6.86,7.23,7.5600000000000005,7.86,8.13,8.39,8.620000000000001,8.99,148.8,151.70000000000002,153.54,155.38,157.01,158.49,159.97,161.33,164.22,23.36,23.16,23.05,22.92,22.79,22.67,22.54,22.43,22.19,N/A,N/A -2012,11,10,14,30,101870,100700,99570,82.3,0,7.11,8,8.3,8.52,8.67,8.76,8.81,8.84,8.88,158.22,159.06,159.5,159.84,160.21,160.6,161.07,161.53,162.58,23.56,23.39,23.27,23.12,22.97,22.81,22.64,22.48,22.13,N/A,N/A -2012,11,10,15,30,101870,100700,99560,83.09,0,7.5200000000000005,8.23,8.44,8.620000000000001,8.78,8.91,9.01,9.09,8.91,158.53,159.02,159.32,159.69,160.05,160.4,160.70000000000002,160.95000000000002,160.76,23.3,23.09,22.97,22.830000000000002,22.69,22.55,22.42,22.3,21.98,N/A,N/A -2012,11,10,16,30,101860,100690,99550,84.48,0,6.61,7.46,7.72,7.82,7.94,8.08,8.2,8.3,8.51,158.68,159.27,159.59,159.76,159.92000000000002,160.08,160.3,160.52,161.70000000000002,23.48,23.28,23.14,22.95,22.78,22.63,22.46,22.3,21.990000000000002,N/A,N/A -2012,11,10,17,30,101840,100660,99530,86.9,0,6.07,6.71,6.88,6.96,7.07,7.21,7.37,7.53,7.96,149.69,151.17000000000002,152.03,152.67000000000002,154.12,156.24,158.38,160.41,163.56,23.42,23.22,23.09,22.91,22.77,22.66,22.55,22.44,22.22,N/A,N/A -2012,11,10,18,30,101820,100650,99520,77.75,0,7.11,8.01,8.3,8.53,8.72,8.88,9.02,9.14,9.36,165.56,165.79,165.97,166.17000000000002,166.36,166.55,166.74,166.91,167.24,24.01,23.85,23.73,23.56,23.400000000000002,23.240000000000002,23.06,22.89,22.54,N/A,N/A -2012,11,10,19,30,101800,100630,99490,84.94,0,8.39,9.11,9.34,9.61,9.84,10.040000000000001,10.200000000000001,10.33,10.42,150.11,150.52,151.05,151.94,153.05,154.34,155.94,157.53,160.31,23.09,22.87,22.75,22.650000000000002,22.55,22.46,22.38,22.31,22.04,N/A,N/A -2012,11,10,20,30,101760,100600,99460,86.96000000000001,0,8.040000000000001,8.94,9.290000000000001,9.66,9.94,10.14,10.38,10.620000000000001,11.15,157.02,157.19,157.42000000000002,157.78,158.14000000000001,158.5,159.02,159.55,160.95000000000002,23.34,23.11,22.98,22.84,22.68,22.5,22.35,22.21,21.97,N/A,N/A -2012,11,10,21,30,101740,100570,99430,90,0,7.61,8.35,8.56,8.75,9.13,9.68,10.06,10.36,10.94,141.43,141.85,142.22,142.72,143.63,144.93,145.83,146.53,148.29,23.080000000000002,22.81,22.66,22.490000000000002,22.34,22.22,22.07,21.93,21.7,N/A,N/A -2012,11,10,22,30,101700,100530,99400,83.73,0,9.09,10.28,10.67,10.99,11.26,11.48,11.69,11.88,12.22,150.18,150.18,150.25,150.34,150.42000000000002,150.52,150.64000000000001,150.76,151.07,23.68,23.5,23.37,23.2,23.04,22.88,22.71,22.55,22.2,N/A,N/A -2012,11,10,23,30,101670,100500,99370,83.69,0,9.89,11.15,11.57,11.88,12.13,12.34,12.530000000000001,12.69,12.98,151.48,151.89000000000001,152.15,152.43,152.70000000000002,152.98,153.26,153.53,154.1,23.72,23.55,23.42,23.26,23.1,22.93,22.76,22.59,22.25,N/A,N/A -2012,11,11,0,30,101660,100490,99360,81.99,0,9.09,10.3,10.71,11.040000000000001,11.32,11.56,11.790000000000001,11.99,12.370000000000001,151.04,151.36,151.57,151.81,152.03,152.25,152.47,152.68,153.08,23.85,23.7,23.59,23.43,23.28,23.13,22.97,22.81,22.48,N/A,N/A -2012,11,11,1,30,101630,100470,99330,80.9,0,10.26,11.63,12.08,12.43,12.72,12.96,13.19,13.39,13.76,152.73,152.97,153.13,153.3,153.46,153.62,153.78,153.93,154.25,23.86,23.71,23.59,23.43,23.27,23.11,22.94,22.78,22.43,N/A,N/A -2012,11,11,2,30,101640,100470,99340,80.65,0,10.72,12.200000000000001,12.700000000000001,13.09,13.41,13.68,13.93,14.14,14.51,152.76,153.07,153.26,153.47,153.66,153.85,154.04,154.23,154.6,23.92,23.78,23.66,23.51,23.36,23.2,23.03,22.88,22.54,N/A,N/A -2012,11,11,3,30,101600,100430,99300,80.76,0,10.94,12.41,12.9,13.290000000000001,13.61,13.89,14.14,14.370000000000001,14.8,153.71,154.01,154.21,154.42000000000002,154.63,154.82,155.02,155.20000000000002,155.56,23.95,23.81,23.7,23.54,23.39,23.23,23.06,22.91,22.57,N/A,N/A -2012,11,11,4,30,101580,100410,99280,80.85000000000001,0,11.540000000000001,13.120000000000001,13.65,14.07,14.41,14.71,14.97,15.21,15.63,156.74,156.96,157.09,157.24,157.39000000000001,157.54,157.70000000000002,157.85,158.16,23.98,23.84,23.73,23.57,23.42,23.27,23.1,22.94,22.6,N/A,N/A -2012,11,11,5,30,101560,100390,99260,79.92,0,12.02,13.66,14.17,14.56,14.88,15.15,15.38,15.59,15.94,162.01,162.39000000000001,162.6,162.82,163.01,163.20000000000002,163.37,163.53,163.82,24.080000000000002,23.95,23.84,23.68,23.53,23.37,23.19,23.03,22.67,N/A,N/A -2012,11,11,6,30,101550,100380,99250,80.09,0,11.88,13.43,13.950000000000001,14.33,14.65,14.91,15.14,15.35,15.71,163.20000000000002,163.25,163.3,163.36,163.41,163.47,163.53,163.59,163.73,24.09,23.94,23.81,23.650000000000002,23.490000000000002,23.32,23.150000000000002,22.98,22.63,N/A,N/A -2012,11,11,7,30,101530,100360,99230,81.2,0,11.58,13.15,13.67,14.08,14.41,14.69,14.950000000000001,15.17,15.59,164.6,164.71,164.79,164.88,164.96,165.05,165.12,165.20000000000002,165.35,24.11,23.97,23.85,23.69,23.53,23.37,23.2,23.04,22.69,N/A,N/A -2012,11,11,8,30,101480,100320,99190,80.75,0,11.82,13.42,13.93,14.34,14.66,14.93,15.18,15.4,15.780000000000001,163.12,163.36,163.5,163.66,163.8,163.94,164.08,164.21,164.48,24.14,24,23.88,23.73,23.57,23.41,23.240000000000002,23.07,22.73,N/A,N/A -2012,11,11,9,30,101470,100310,99180,82.67,0,11.06,12.61,13.13,13.55,13.89,14.19,14.450000000000001,14.69,15.11,166.86,167.1,167.23,167.35,167.45000000000002,167.54,167.6,167.66,167.73,24.16,24.02,23.900000000000002,23.75,23.6,23.44,23.27,23.11,22.77,N/A,N/A -2012,11,11,10,30,101460,100290,99170,83.11,0,11.06,12.69,13.25,13.72,14.120000000000001,14.47,14.81,15.120000000000001,15.71,166.96,167.34,167.52,167.71,167.89000000000001,168.06,168.23,168.38,168.66,24.22,24.1,23.990000000000002,23.85,23.71,23.56,23.41,23.26,22.95,N/A,N/A -2012,11,11,11,30,101450,100290,99160,85.46000000000001,0,10.35,11.83,12.36,12.780000000000001,13.14,13.450000000000001,13.72,13.97,14.41,166.01,165.81,165.81,165.81,165.83,165.86,165.9,165.95000000000002,166.09,24.19,24.060000000000002,23.95,23.8,23.650000000000002,23.5,23.34,23.19,22.86,N/A,N/A -2012,11,11,12,30,101470,100300,99170,91.9,17.6,9.620000000000001,10.77,11.24,11.73,12.16,12.540000000000001,12.96,13.38,14.26,158.74,159.32,159.78,160.48,161.19,161.95000000000002,162.98,164.05,166.34,23.34,23.1,22.96,22.8,22.66,22.52,22.42,22.34,22.19,N/A,N/A -2012,11,11,13,30,101440,100280,99150,85.7,0,10.32,11.76,12.24,12.620000000000001,12.94,13.22,13.47,13.700000000000001,14.11,159.36,159.59,159.71,159.82,159.92000000000002,159.99,160.04,160.09,160.13,24.17,24.03,23.91,23.76,23.61,23.45,23.28,23.13,22.79,N/A,N/A -2012,11,11,14,30,101450,100290,99160,90.58,0,10,11.42,11.89,12.290000000000001,12.63,12.93,13.23,13.5,14.01,149.26,149.78,150.1,150.43,150.75,151.04,151.34,151.61,152.13,23.78,23.57,23.44,23.28,23.12,22.97,22.8,22.650000000000002,22.330000000000002,N/A,N/A -2012,11,11,15,30,101480,100310,99180,92.2,0,9.68,11.15,11.72,12.21,12.64,13.030000000000001,13.4,13.74,14.35,158.75,159.43,159.95000000000002,160.57,161.17000000000002,161.81,162.5,163.20000000000002,164.71,23.8,23.63,23.51,23.36,23.21,23.07,22.93,22.79,22.51,N/A,N/A -2012,11,11,16,30,101470,100300,99180,89.14,0,9,10.31,10.74,11.1,11.38,11.61,11.790000000000001,11.93,12.08,171.03,170.94,170.99,171.11,171.3,171.57,171.97,172.39000000000001,173.69,24.150000000000002,23.990000000000002,23.87,23.72,23.56,23.41,23.25,23.09,22.78,N/A,N/A -2012,11,11,17,30,101450,100290,99170,94.68,0,6.38,7.390000000000001,7.72,7.96,8.120000000000001,8.22,8.31,8.39,8.700000000000001,177.58,178.26,178.8,179.51,180.41,181.47,182.89000000000001,184.35,187.81,23.990000000000002,23.84,23.740000000000002,23.62,23.5,23.38,23.25,23.13,22.87,N/A,N/A -2012,11,11,18,30,101470,100310,99180,94.61,0,4.6000000000000005,5.5600000000000005,5.99,6.46,6.890000000000001,7.33,7.74,8.120000000000001,8.78,186.92000000000002,188.47,189.55,190.75,191.72,192.55,193.20000000000002,193.74,194.56,24.21,24.1,24.03,23.92,23.82,23.71,23.59,23.47,23.2,N/A,N/A -2012,11,11,19,30,101460,100300,99170,93.11,0,4.78,5.8,6.23,6.67,7.0600000000000005,7.44,7.8,8.15,8.86,190.98,191.87,192.52,193.24,193.84,194.35,194.73000000000002,195.04,195.41,24.44,24.330000000000002,24.25,24.14,24.03,23.91,23.78,23.650000000000002,23.39,N/A,N/A -2012,11,11,20,30,101460,100300,99170,88.37,0,7.95,9.17,9.65,10.09,10.48,10.86,11.25,11.63,12.450000000000001,194.43,194.46,194.47,194.45000000000002,194.41,194.35,194.29,194.22,194.13,24.25,24.14,24.060000000000002,23.93,23.81,23.68,23.55,23.42,23.18,N/A,N/A -2012,11,11,21,30,101480,100320,99200,84.31,0.4,12.200000000000001,14.030000000000001,14.69,15.23,15.67,16.03,16.330000000000002,16.57,16.92,181.57,181.99,182.26,182.55,182.82,183.09,183.36,183.61,184.18,24.32,24.21,24.1,23.96,23.82,23.68,23.53,23.400000000000002,23.13,N/A,N/A -2012,11,11,22,30,101460,100300,99170,88.42,0,7.69,8.97,9.5,10.03,10.52,11.01,11.49,11.93,12.64,182.22,182.97,183.52,184.29,185.05,185.87,186.72,187.55,189.33,24.34,24.3,24.25,24.17,24.09,24.02,23.94,23.87,23.68,N/A,N/A -2012,11,11,23,30,101470,100310,99190,90.26,0,6.3100000000000005,7.66,8.23,8.78,9.26,9.700000000000001,10.13,10.52,11.23,190.77,190.42000000000002,190.25,190.16,190.18,190.29,190.52,190.8,191.6,24.45,24.43,24.39,24.3,24.21,24.1,23.990000000000002,23.89,23.650000000000002,N/A,N/A -2012,11,12,0,30,101530,100370,99250,81.53,10.3,6.61,7.94,8.620000000000001,9.33,9.93,10.47,10.89,11.23,11.65,194.04,196.59,198.16,200.04,201.54,202.76,203.6,204.24,204.93,24.29,24.48,24.580000000000002,24.650000000000002,24.67,24.650000000000002,24.57,24.46,24.19,N/A,N/A -2012,11,12,1,30,101590,100430,99300,87.61,0,6.62,7.49,7.8100000000000005,8.08,8.31,8.52,8.700000000000001,8.84,8.94,182.87,183.04,183.22,183.5,183.88,184.37,185.19,186.1,189.95000000000002,23.94,23.79,23.69,23.56,23.45,23.35,23.26,23.18,23.05,N/A,N/A -2012,11,12,2,30,101640,100480,99350,91.38,0,4.8100000000000005,5.69,6.0200000000000005,6.25,6.38,6.43,6.54,6.68,7.05,190.62,192.49,194.33,197.51,201.52,206.54,210.44,213.68,216.39000000000001,23.93,23.87,23.830000000000002,23.8,23.76,23.71,23.61,23.5,23.240000000000002,N/A,N/A -2012,11,12,3,30,101680,100520,99390,94.2,0,3.31,4.2,4.57,5.01,5.55,6.24,6.61,6.82,7.28,199.59,204.37,207.54,210.64000000000001,212.26,212.53,212.5,212.33,212.56,23.96,23.98,23.96,23.92,23.87,23.830000000000002,23.71,23.57,23.31,N/A,N/A -2012,11,12,4,30,101730,100570,99440,95.61,0,2.36,3.64,4.28,4.91,5.37,5.66,5.84,5.97,6.09,221.44,220.76,220.29,220.22,220.62,221.49,222.16,222.72,223.27,23.88,23.990000000000002,24.03,24.03,23.990000000000002,23.900000000000002,23.77,23.63,23.29,N/A,N/A -2012,11,12,5,30,101780,100610,99480,95.14,0,2.46,3.92,4.55,4.79,4.9,4.9,4.92,4.94,5.0600000000000005,248.75,242.46,238.97,239.42000000000002,239.65,239.69,239.73000000000002,239.78,239.76,23.94,24.240000000000002,24.32,24.2,24.05,23.86,23.66,23.48,23.12,N/A,N/A -2012,11,12,6,30,101840,100670,99540,95.52,0,2.22,3.2,3.5300000000000002,3.79,3.99,4.13,4.28,4.42,4.7,269.72,264.77,261.59000000000003,259.92,258.91,258.47,258.01,257.55,256.63,23.830000000000002,24.04,24.07,23.96,23.84,23.71,23.57,23.43,23.13,N/A,N/A -2012,11,12,7,30,102000,100800,99650,92.08,0,13.83,14.94,15.14,15.16,15.120000000000001,15.040000000000001,14.93,14.82,14.36,343.21,343.03000000000003,342.95,342.84000000000003,342.71,342.56,342.32,342.06,340.81,19.25,18.66,18.44,18.25,18.07,17.92,17.78,17.66,17.63,N/A,N/A -2012,11,12,8,30,102030,100830,99670,69.97,0,13.41,14.69,15,15.16,15.27,15.34,15.39,15.44,15.57,351.56,351.62,351.67,351.74,351.82,351.89,351.99,352.08,352.31,19.66,19.11,18.89,18.68,18.490000000000002,18.31,18.13,17.96,17.63,N/A,N/A -2012,11,12,9,30,102080,100880,99720,68.82000000000001,0,13.67,14.97,15.27,15.43,15.52,15.58,15.620000000000001,15.65,15.700000000000001,0.65,0.8300000000000001,0.91,0.97,1.03,1.08,1.1300000000000001,1.16,1.23,19.05,18.45,18.22,18.01,17.81,17.62,17.43,17.26,16.91,N/A,N/A -2012,11,12,10,30,102140,100940,99770,70.33,0,14.08,15.41,15.75,15.93,16.04,16.11,16.15,16.18,16.21,10.59,10.620000000000001,10.620000000000001,10.61,10.59,10.56,10.53,10.5,10.42,18.64,18,17.76,17.53,17.32,17.12,16.92,16.740000000000002,16.36,N/A,N/A -2012,11,12,11,30,102240,101030,99860,74.08,0,13.38,14.66,14.96,15.120000000000001,15.22,15.290000000000001,15.33,15.36,15.39,19.580000000000002,19.47,19.41,19.34,19.29,19.23,19.17,19.12,18.98,17.85,17.16,16.91,16.68,16.46,16.26,16.05,15.860000000000001,15.47,N/A,N/A -2012,11,12,12,30,102360,101150,99970,73.24,0,13.82,15.1,15.41,15.57,15.67,15.74,15.780000000000001,15.81,15.84,9.76,9.77,9.88,9.96,10.040000000000001,10.1,10.16,10.22,10.32,17.16,16.43,16.16,15.93,15.71,15.51,15.3,15.11,14.72,N/A,N/A -2012,11,12,13,30,102470,101260,100080,73.84,0,12.71,13.86,14.15,14.31,14.42,14.49,14.540000000000001,14.58,14.64,15.39,15.51,15.57,15.65,15.71,15.77,15.84,15.9,16.04,16.59,15.84,15.58,15.34,15.120000000000001,14.92,14.71,14.52,14.13,N/A,N/A -2012,11,12,14,30,102530,101320,100130,72.52,0,12.290000000000001,13.35,13.61,13.75,13.83,13.9,13.94,13.97,14.01,18.54,18.66,18.7,18.740000000000002,18.78,18.81,18.86,18.900000000000002,18.98,16.18,15.43,15.16,14.92,14.700000000000001,14.5,14.280000000000001,14.09,13.700000000000001,N/A,N/A -2012,11,12,15,30,102570,101350,100170,70.13,0,12.120000000000001,13.14,13.39,13.52,13.6,13.66,13.69,13.72,13.76,20.09,20.21,20.29,20.37,20.44,20.51,20.57,20.63,20.76,16.04,15.290000000000001,15.02,14.780000000000001,14.56,14.36,14.15,13.96,13.57,N/A,N/A -2012,11,12,16,30,102630,101410,100230,63.46,0,11.26,12.200000000000001,12.44,12.58,12.67,12.73,12.780000000000001,12.82,12.88,18.45,18.59,18.68,18.78,18.86,18.95,19.03,19.11,19.29,16.44,15.74,15.48,15.25,15.030000000000001,14.83,14.620000000000001,14.43,14.040000000000001,N/A,N/A -2012,11,12,17,30,102660,101440,100260,55.08,0,11.040000000000001,11.96,12.19,12.32,12.4,12.46,12.51,12.540000000000001,12.59,18.29,18.52,18.68,18.830000000000002,18.96,19.080000000000002,19.2,19.330000000000002,19.56,16.89,16.22,15.97,15.74,15.52,15.32,15.1,14.91,14.51,N/A,N/A -2012,11,12,18,30,102680,101470,100290,49.370000000000005,0,10.67,11.56,11.78,11.91,11.99,12.06,12.1,12.14,12.19,18.47,18.66,18.78,18.89,18.98,19.080000000000002,19.17,19.25,19.42,17.400000000000002,16.76,16.52,16.3,16.080000000000002,15.870000000000001,15.66,15.47,15.07,N/A,N/A -2012,11,12,19,30,102700,101490,100310,47.75,0,10.66,11.55,11.78,11.9,11.98,12.05,12.09,12.13,12.18,15.64,15.85,15.99,16.11,16.22,16.32,16.42,16.51,16.7,17.78,17.16,16.92,16.69,16.48,16.28,16.07,15.870000000000001,15.47,N/A,N/A -2012,11,12,20,30,102710,101500,100320,47,0,10.44,11.32,11.540000000000001,11.66,11.75,11.81,11.85,11.89,11.93,16.53,16.75,16.87,16.990000000000002,17.11,17.21,17.32,17.42,17.62,18.01,17.41,17.17,16.95,16.73,16.53,16.32,16.12,15.72,N/A,N/A -2012,11,12,21,30,102690,101480,100300,47.74,0,10.790000000000001,11.69,11.91,12.02,12.1,12.15,12.18,12.21,12.24,14.71,14.93,15.06,15.19,15.3,15.41,15.51,15.610000000000001,15.8,17.95,17.330000000000002,17.09,16.87,16.65,16.45,16.240000000000002,16.04,15.64,N/A,N/A -2012,11,12,22,30,102710,101500,100320,49.52,0,10.69,11.55,11.75,11.85,11.91,11.950000000000001,11.97,11.98,11.98,16.92,17.17,17.32,17.46,17.59,17.71,17.84,17.96,18.19,17.66,17.03,16.8,16.57,16.35,16.15,15.94,15.74,15.34,N/A,N/A -2012,11,12,23,30,102750,101530,100350,51.45,0,11.22,12.13,12.34,12.450000000000001,12.52,12.56,12.58,12.6,12.6,16.25,16.51,16.67,16.830000000000002,16.97,17.11,17.240000000000002,17.37,17.62,17.21,16.55,16.3,16.07,15.85,15.65,15.43,15.24,14.84,N/A,N/A -2012,11,13,0,30,102810,101590,100410,55.45,0,11.69,12.65,12.870000000000001,12.99,13.06,13.11,13.13,13.15,13.15,19.29,19.48,19.59,19.7,19.79,19.88,19.97,20.05,20.22,16.39,15.67,15.41,15.18,14.950000000000001,14.75,14.530000000000001,14.33,13.93,N/A,N/A -2012,11,13,1,30,102860,101630,100440,58.44,0,12.43,13.49,13.73,13.86,13.94,14,14.030000000000001,14.05,14.06,27.09,27.330000000000002,27.46,27.580000000000002,27.7,27.810000000000002,27.93,28.04,28.27,15.620000000000001,14.84,14.57,14.33,14.1,13.89,13.67,13.47,13.07,N/A,N/A -2012,11,13,2,30,102890,101660,100470,59.74,0,12.8,13.89,14.15,14.290000000000001,14.38,14.44,14.47,14.49,14.51,32.89,33.17,33.34,33.5,33.65,33.78,33.92,34.05,34.31,15.200000000000001,14.39,14.11,13.870000000000001,13.64,13.43,13.21,13.01,12.6,N/A,N/A -2012,11,13,3,30,102900,101670,100470,60.18,0,12.72,13.81,14.08,14.21,14.290000000000001,14.36,14.39,14.41,14.43,37.45,37.74,37.9,38.050000000000004,38.18,38.31,38.44,38.56,38.800000000000004,15.030000000000001,14.22,13.94,13.700000000000001,13.46,13.26,13.040000000000001,12.83,12.43,N/A,N/A -2012,11,13,4,30,102910,101680,100480,64.34,0,12.4,13.43,13.67,13.790000000000001,13.86,13.91,13.93,13.950000000000001,13.950000000000001,40.09,40.45,40.67,40.88,41.07,41.24,41.43,41.6,41.93,14.83,14.02,13.74,13.49,13.26,13.05,12.83,12.63,12.23,N/A,N/A -2012,11,13,5,30,102900,101670,100470,67.02,0,11.89,12.870000000000001,13.1,13.23,13.32,13.370000000000001,13.41,13.43,13.46,42.61,43.04,43.29,43.51,43.72,43.910000000000004,44.1,44.28,44.63,14.790000000000001,13.98,13.71,13.46,13.23,13.02,12.8,12.6,12.200000000000001,N/A,N/A -2012,11,13,6,30,102920,101690,100490,60.730000000000004,0,12.82,13.93,14.21,14.36,14.450000000000001,14.52,14.56,14.59,14.63,47.71,47.81,47.89,47.95,48.01,48.06,48.11,48.160000000000004,48.26,14.84,14,13.71,13.46,13.23,13.02,12.8,12.59,12.19,N/A,N/A -2012,11,13,7,30,102950,101720,100520,64.41,0,12.42,13.48,13.74,13.89,13.99,14.06,14.11,14.15,14.19,44.410000000000004,44.81,45.050000000000004,45.27,45.47,45.660000000000004,45.84,46.02,46.36,14.65,13.82,13.530000000000001,13.280000000000001,13.040000000000001,12.83,12.61,12.41,12.01,N/A,N/A -2012,11,13,8,30,102940,101710,100520,64.09,0,12.68,13.77,14.040000000000001,14.19,14.280000000000001,14.35,14.39,14.43,14.47,44.44,44.81,45.02,45.22,45.410000000000004,45.58,45.75,45.910000000000004,46.24,14.51,13.66,13.370000000000001,13.120000000000001,12.89,12.68,12.46,12.25,11.85,N/A,N/A -2012,11,13,9,30,102970,101740,100540,62.190000000000005,0,13.16,14.33,14.63,14.8,14.91,15,15.05,15.09,15.15,46.76,47.11,47.31,47.51,47.68,47.84,48,48.15,48.45,14.5,13.63,13.34,13.08,12.84,12.63,12.41,12.21,11.8,N/A,N/A -2012,11,13,10,30,102990,101750,100550,56.9,0,14.3,15.620000000000001,15.950000000000001,16.13,16.240000000000002,16.32,16.37,16.4,16.44,52.33,52.42,52.480000000000004,52.53,52.58,52.620000000000005,52.660000000000004,52.7,52.79,14.57,13.67,13.370000000000001,13.11,12.870000000000001,12.66,12.43,12.23,11.82,N/A,N/A -2012,11,13,11,30,102990,101750,100550,56.7,0,14.22,15.52,15.84,16,16.11,16.18,16.22,16.25,16.28,52.52,52.69,52.800000000000004,52.89,52.980000000000004,53.06,53.15,53.230000000000004,53.4,14.39,13.49,13.19,12.93,12.69,12.47,12.25,12.05,11.64,N/A,N/A -2012,11,13,12,30,103000,101770,100570,57.99,0,14.07,15.33,15.63,15.790000000000001,15.89,15.96,15.99,16.02,16.04,53.19,53.410000000000004,53.54,53.660000000000004,53.78,53.88,53.99,54.09,54.300000000000004,14.26,13.36,13.06,12.8,12.56,12.35,12.120000000000001,11.92,11.51,N/A,N/A -2012,11,13,13,30,103000,101770,100570,59.74,0,13.83,15.05,15.34,15.5,15.59,15.65,15.69,15.71,15.73,52.88,53.15,53.31,53.46,53.59,53.71,53.84,53.96,54.2,14.14,13.23,12.94,12.68,12.44,12.23,12,11.8,11.39,N/A,N/A -2012,11,13,14,30,103000,101760,100570,61.03,0,13.47,14.65,14.92,15.07,15.16,15.22,15.25,15.27,15.290000000000001,52.46,52.75,52.93,53.09,53.25,53.38,53.53,53.660000000000004,53.93,14.13,13.23,12.94,12.68,12.44,12.23,12.01,11.8,11.4,N/A,N/A -2012,11,13,15,30,102990,101750,100550,61.25,0,13.19,14.32,14.58,14.72,14.81,14.870000000000001,14.89,14.91,14.92,52.75,53.02,53.18,53.33,53.480000000000004,53.6,53.74,53.870000000000005,54.13,14.1,13.22,12.93,12.68,12.43,12.22,12,11.8,11.39,N/A,N/A -2012,11,13,16,30,102950,101720,100520,58.68,0,12.08,13.05,13.27,13.38,13.450000000000001,13.49,13.51,13.52,13.52,50.06,50.29,50.44,50.57,50.69,50.800000000000004,50.92,51.03,51.25,14.120000000000001,13.27,12.98,12.73,12.5,12.290000000000001,12.07,11.870000000000001,11.46,N/A,N/A -2012,11,13,17,30,102910,101670,100480,56.76,0,10.870000000000001,11.68,11.870000000000001,11.950000000000001,12.01,12.05,12.06,12.07,12.07,49.74,49.9,49.99,50.08,50.17,50.24,50.32,50.39,50.54,14.27,13.48,13.200000000000001,12.950000000000001,12.72,12.52,12.3,12.1,11.69,N/A,N/A -2012,11,13,18,30,102860,101630,100430,54.36,0,10.08,10.82,10.98,11.06,11.11,11.14,11.16,11.17,11.17,46.49,46.53,46.56,46.58,46.6,46.62,46.63,46.64,46.68,14.67,13.91,13.64,13.4,13.17,12.97,12.75,12.55,12.14,N/A,N/A -2012,11,13,19,30,102830,101600,100410,56.92,0,9.11,9.74,9.88,9.96,10.01,10.040000000000001,10.06,10.07,10.08,43.65,43.79,43.9,44,44.08,44.160000000000004,44.230000000000004,44.300000000000004,44.45,15.06,14.35,14.09,13.85,13.620000000000001,13.42,13.200000000000001,13,12.6,N/A,N/A -2012,11,13,20,30,102760,101540,100340,50.09,0,8.07,8.58,8.700000000000001,8.76,8.8,8.82,8.84,8.85,8.86,38.19,38.26,38.33,38.38,38.44,38.480000000000004,38.53,38.57,38.660000000000004,15.540000000000001,14.870000000000001,14.620000000000001,14.39,14.17,13.97,13.75,13.55,13.15,N/A,N/A -2012,11,13,21,30,102720,101500,100310,46.6,0,7.32,7.7700000000000005,7.87,7.930000000000001,7.96,7.98,8,8.01,8.02,38.58,38.33,38.17,38.01,37.88,37.76,37.62,37.51,37.27,16.080000000000002,15.46,15.22,14.99,14.77,14.57,14.36,14.16,13.76,N/A,N/A -2012,11,13,22,30,102690,101470,100280,45.74,0,7.42,7.87,7.96,7.99,8.01,8.02,8.02,8.02,8.01,29.3,29.63,29.85,30.05,30.240000000000002,30.41,30.580000000000002,30.75,31.060000000000002,16.41,15.790000000000001,15.56,15.33,15.120000000000001,14.92,14.71,14.51,14.11,N/A,N/A -2012,11,13,23,30,102670,101450,100260,47.28,0,7.71,8.17,8.25,8.28,8.290000000000001,8.290000000000001,8.290000000000001,8.28,8.25,24.7,25.080000000000002,25.34,25.57,25.79,25.990000000000002,26.2,26.38,26.76,16.37,15.74,15.5,15.280000000000001,15.06,14.86,14.65,14.450000000000001,14.05,N/A,N/A -2012,11,14,0,30,102690,101460,100280,49.68,0,8.39,8.91,9,9.03,9.040000000000001,9.05,9.03,9.02,8.98,24.97,25.34,25.55,25.76,25.95,26.12,26.3,26.46,26.8,16.04,15.38,15.14,14.91,14.69,14.49,14.27,14.08,13.68,N/A,N/A -2012,11,14,1,30,102680,101460,100270,52.800000000000004,0,8.77,9.31,9.41,9.450000000000001,9.46,9.46,9.44,9.43,9.38,26.35,26.77,27.03,27.27,27.51,27.71,27.92,28.12,28.53,15.66,14.98,14.74,14.5,14.280000000000001,14.08,13.870000000000001,13.67,13.27,N/A,N/A -2012,11,14,2,30,102680,101460,100270,54.75,0,8.81,9.370000000000001,9.48,9.52,9.540000000000001,9.540000000000001,9.53,9.52,9.49,32.69,33.05,33.28,33.49,33.69,33.86,34.05,34.22,34.58,15.5,14.81,14.56,14.33,14.11,13.91,13.69,13.5,13.1,N/A,N/A -2012,11,14,3,30,102690,101470,100280,56.7,0,8.98,9.56,9.68,9.74,9.76,9.77,9.76,9.76,9.73,35.93,36.28,36.51,36.72,36.92,37.1,37.28,37.45,37.81,15.43,14.73,14.48,14.25,14.02,13.82,13.61,13.41,13.01,N/A,N/A -2012,11,14,4,30,102680,101450,100260,60.07,0,8.88,9.450000000000001,9.56,9.61,9.63,9.64,9.64,9.63,9.61,39.18,39.67,39.96,40.24,40.5,40.730000000000004,40.97,41.19,41.64,15.370000000000001,14.68,14.42,14.19,13.97,13.77,13.55,13.36,12.96,N/A,N/A -2012,11,14,5,30,102660,101430,100250,64.36,0,8.89,9.47,9.6,9.65,9.68,9.700000000000001,9.700000000000001,9.700000000000001,9.69,40.58,40.99,41.25,41.49,41.7,41.89,42.09,42.28,42.64,15.36,14.67,14.41,14.17,13.950000000000001,13.75,13.530000000000001,13.33,12.93,N/A,N/A -2012,11,14,6,30,102700,101480,100290,65.44,0,8.69,9.25,9.36,9.41,9.43,9.450000000000001,9.450000000000001,9.44,9.42,39.62,40.15,40.46,40.75,41.02,41.26,41.51,41.74,42.19,15.17,14.49,14.23,14,13.780000000000001,13.58,13.36,13.16,12.76,N/A,N/A -2012,11,14,7,30,102710,101480,100290,65.94,0,8.78,9.34,9.450000000000001,9.49,9.51,9.52,9.52,9.51,9.48,35.62,36.17,36.49,36.79,37.06,37.31,37.57,37.81,38.28,14.91,14.21,13.950000000000001,13.72,13.5,13.3,13.08,12.88,12.48,N/A,N/A -2012,11,14,8,30,102690,101470,100280,66.38,0,8.9,9.46,9.56,9.61,9.63,9.63,9.620000000000001,9.61,9.57,35.84,36.22,36.47,36.7,36.910000000000004,37.11,37.31,37.49,37.86,14.74,14.030000000000001,13.77,13.540000000000001,13.31,13.11,12.9,12.700000000000001,12.3,N/A,N/A -2012,11,14,9,30,102740,101510,100320,62.81,0,8.35,8.84,8.92,8.950000000000001,8.96,8.950000000000001,8.93,8.91,8.86,35.33,35.68,35.910000000000004,36.12,36.32,36.5,36.68,36.85,37.21,14.63,13.94,13.68,13.450000000000001,13.23,13.030000000000001,12.81,12.620000000000001,12.22,N/A,N/A -2012,11,14,10,30,102740,101510,100320,62.58,0,8.28,8.77,8.86,8.89,8.91,8.91,8.9,8.88,8.84,32.62,33.09,33.4,33.69,33.96,34.2,34.45,34.68,35.160000000000004,14.530000000000001,13.84,13.59,13.35,13.13,12.93,12.72,12.52,12.13,N/A,N/A -2012,11,14,11,30,102740,101510,100320,62.28,0,8.07,8.53,8.6,8.620000000000001,8.61,8.6,8.58,8.55,8.49,31.01,31.5,31.8,32.07,32.34,32.58,32.83,33.06,33.54,14.47,13.780000000000001,13.52,13.3,13.08,12.88,12.66,12.47,12.07,N/A,N/A -2012,11,14,12,30,102760,101530,100340,62.43,0,8.26,8.73,8.8,8.81,8.81,8.790000000000001,8.76,8.73,8.66,31.75,32.2,32.480000000000004,32.75,33,33.22,33.47,33.69,34.160000000000004,14.24,13.540000000000001,13.290000000000001,13.05,12.83,12.64,12.43,12.23,11.84,N/A,N/A -2012,11,14,13,30,102790,101560,100360,60.85,0,8.06,8.51,8.57,8.59,8.58,8.57,8.540000000000001,8.51,8.44,30.63,30.98,31.23,31.46,31.69,31.89,32.1,32.31,32.72,14.15,13.450000000000001,13.19,12.97,12.75,12.55,12.34,12.15,11.76,N/A,N/A -2012,11,14,14,30,102800,101570,100370,60.96,0,8.31,8.77,8.84,8.85,8.84,8.83,8.790000000000001,8.76,8.68,30.82,31.240000000000002,31.490000000000002,31.73,31.95,32.160000000000004,32.38,32.58,33,13.92,13.200000000000001,12.950000000000001,12.72,12.5,12.3,12.09,11.9,11.51,N/A,N/A -2012,11,14,15,30,102820,101580,100390,58.61,0,7.94,8.39,8.46,8.48,8.48,8.47,8.46,8.44,8.38,31.560000000000002,31.94,32.18,32.39,32.59,32.77,32.97,33.15,33.53,13.9,13.19,12.93,12.71,12.48,12.290000000000001,12.08,11.89,11.5,N/A,N/A -2012,11,14,16,30,102800,101570,100370,56.410000000000004,0,7.48,7.87,7.930000000000001,7.95,7.95,7.94,7.92,7.9,7.84,23.1,23.36,23.52,23.67,23.81,23.95,24.080000000000002,24.21,24.47,14.07,13.38,13.13,12.9,12.68,12.49,12.280000000000001,12.09,11.700000000000001,N/A,N/A -2012,11,14,17,30,102770,101540,100340,51.95,0,7.18,7.57,7.640000000000001,7.66,7.66,7.66,7.640000000000001,7.63,7.59,19.400000000000002,19.53,19.61,19.68,19.76,19.82,19.89,19.96,20.09,14.530000000000001,13.870000000000001,13.620000000000001,13.4,13.18,12.98,12.77,12.58,12.19,N/A,N/A -2012,11,14,18,30,102730,101510,100310,49.63,0,6.63,6.99,7.07,7.1000000000000005,7.13,7.140000000000001,7.140000000000001,7.15,7.140000000000001,17.1,17.14,17.16,17.17,17.18,17.19,17.21,17.22,17.240000000000002,15,14.370000000000001,14.13,13.9,13.69,13.49,13.280000000000001,13.08,12.68,N/A,N/A -2012,11,14,19,30,102710,101490,100300,44.29,0,5.73,6.07,6.140000000000001,6.19,6.22,6.24,6.26,6.28,6.3,13.06,13.18,13.26,13.34,13.4,13.46,13.530000000000001,13.58,13.68,15.85,15.27,15.040000000000001,14.82,14.61,14.41,14.200000000000001,14.01,13.61,N/A,N/A -2012,11,14,20,30,102660,101440,100260,41.230000000000004,0,6.2,6.5600000000000005,6.640000000000001,6.67,6.7,6.72,6.73,6.74,6.75,7.01,7.19,7.3,7.390000000000001,7.48,7.55,7.640000000000001,7.71,7.86,16.6,16.03,15.81,15.59,15.38,15.18,14.98,14.780000000000001,14.38,N/A,N/A -2012,11,14,21,30,102630,101410,100230,39.28,0,6.44,6.82,6.890000000000001,6.93,6.95,6.96,6.96,6.97,6.96,7.91,7.88,7.86,7.84,7.83,7.82,7.82,7.8100000000000005,7.82,17.18,16.63,16.41,16.2,15.99,15.790000000000001,15.59,15.39,15,N/A,N/A -2012,11,14,22,30,102600,101380,100210,40.18,0,6.3,6.66,6.73,6.76,6.78,6.78,6.79,6.79,6.78,13.73,13.56,13.44,13.33,13.22,13.14,13.05,12.97,12.81,17.45,16.91,16.69,16.48,16.27,16.080000000000002,15.870000000000001,15.67,15.280000000000001,N/A,N/A -2012,11,14,23,30,102620,101400,100220,43.94,0,6.32,6.67,6.74,6.76,6.78,6.78,6.78,6.78,6.76,12.09,12.49,12.71,12.92,13.120000000000001,13.290000000000001,13.48,13.65,13.98,17.45,16.91,16.69,16.47,16.26,16.06,15.85,15.66,15.26,N/A,N/A -2012,11,15,0,30,102610,101400,100220,46.730000000000004,0,7.08,7.46,7.53,7.54,7.54,7.53,7.51,7.49,7.44,18.34,18.36,18.37,18.37,18.37,18.37,18.38,18.38,18.38,17.11,16.54,16.32,16.1,15.89,15.69,15.48,15.290000000000001,14.89,N/A,N/A -2012,11,15,1,30,102620,101400,100220,48.21,0,7.0200000000000005,7.390000000000001,7.45,7.46,7.46,7.45,7.43,7.41,7.3500000000000005,21.75,21.92,22,22.07,22.13,22.19,22.26,22.32,22.46,16.66,16.080000000000002,15.84,15.63,15.41,15.22,15.01,14.81,14.42,N/A,N/A -2012,11,15,2,30,102620,101410,100220,50.25,0,6.71,7.0600000000000005,7.11,7.12,7.12,7.11,7.09,7.07,7.01,26.23,26.39,26.5,26.59,26.69,26.77,26.86,26.93,27.09,16.41,15.83,15.6,15.38,15.17,14.97,14.76,14.57,14.17,N/A,N/A -2012,11,15,3,30,102600,101380,100190,53.620000000000005,0,6.97,7.34,7.390000000000001,7.4,7.390000000000001,7.390000000000001,7.36,7.34,7.28,27.12,27.35,27.490000000000002,27.63,27.77,27.88,28.01,28.13,28.37,16.11,15.5,15.27,15.05,14.84,14.64,14.43,14.24,13.84,N/A,N/A -2012,11,15,4,30,102590,101370,100180,53.19,0,6.79,7.15,7.2,7.21,7.21,7.2,7.18,7.16,7.11,37.9,38.26,38.49,38.71,38.93,39.11,39.31,39.5,39.88,16.14,15.55,15.32,15.1,14.88,14.69,14.48,14.280000000000001,13.89,N/A,N/A -2012,11,15,5,30,102550,101340,100150,51.83,0,6.75,7.09,7.140000000000001,7.140000000000001,7.140000000000001,7.12,7.1000000000000005,7.08,7.0200000000000005,35.54,35.94,36.18,36.42,36.64,36.84,37.06,37.26,37.68,16.16,15.57,15.34,15.120000000000001,14.91,14.71,14.5,14.31,13.92,N/A,N/A -2012,11,15,6,30,102530,101320,100130,59.33,0,6.25,6.57,6.61,6.62,6.61,6.6000000000000005,6.58,6.5600000000000005,6.51,38.46,39.03,39.33,39.62,39.89,40.14,40.4,40.65,41.15,16.05,15.5,15.280000000000001,15.07,14.85,14.66,14.450000000000001,14.26,13.870000000000001,N/A,N/A -2012,11,15,7,30,102540,101320,100140,61.120000000000005,0,6.5200000000000005,6.8500000000000005,6.9,6.91,6.91,6.9,6.88,6.86,6.8100000000000005,44.230000000000004,44.84,45.19,45.53,45.85,46.13,46.45,46.730000000000004,47.31,15.93,15.370000000000001,15.14,14.92,14.71,14.52,14.31,14.120000000000001,13.73,N/A,N/A -2012,11,15,8,30,102520,101300,100120,63.06,0,6.43,6.76,6.8,6.8100000000000005,6.8100000000000005,6.8,6.78,6.76,6.7,44.58,45.050000000000004,45.34,45.62,45.88,46.11,46.36,46.59,47.07,15.88,15.32,15.09,14.870000000000001,14.66,14.47,14.26,14.07,13.67,N/A,N/A -2012,11,15,9,30,102520,101300,100120,61.32,0,6.37,6.69,6.73,6.74,6.73,6.72,6.7,6.68,6.62,44.660000000000004,45.24,45.63,46,46.35,46.65,46.980000000000004,47.29,47.92,15.860000000000001,15.3,15.08,14.870000000000001,14.65,14.46,14.25,14.06,13.67,N/A,N/A -2012,11,15,10,30,102520,101300,100120,61.61,0,6.08,6.37,6.4,6.41,6.390000000000001,6.38,6.36,6.34,6.28,47.65,48.27,48.65,49,49.34,49.64,49.95,50.24,50.85,15.870000000000001,15.32,15.1,14.88,14.67,14.48,14.27,14.08,13.68,N/A,N/A -2012,11,15,11,30,102530,101320,100130,62.07,0,5.97,6.25,6.28,6.28,6.2700000000000005,6.25,6.23,6.2,6.140000000000001,47.84,48.32,48.59,48.85,49.09,49.31,49.56,49.78,50.24,15.83,15.27,15.05,14.83,14.620000000000001,14.43,14.22,14.030000000000001,13.63,N/A,N/A -2012,11,15,12,30,102540,101320,100130,64.18,0,6.44,6.76,6.79,6.8,6.78,6.7700000000000005,6.74,6.71,6.65,46.18,46.71,47.03,47.33,47.62,47.88,48.15,48.410000000000004,48.93,15.67,15.1,14.88,14.66,14.450000000000001,14.26,14.05,13.85,13.46,N/A,N/A -2012,11,15,13,30,102540,101320,100130,65.43,0,6.83,7.17,7.22,7.22,7.21,7.19,7.16,7.13,7.0600000000000005,43.52,43.95,44.230000000000004,44.5,44.76,44.980000000000004,45.230000000000004,45.45,45.910000000000004,15.46,14.88,14.65,14.43,14.22,14.030000000000001,13.82,13.63,13.24,N/A,N/A -2012,11,15,14,30,102550,101330,100140,66.07000000000001,0,6.97,7.33,7.37,7.37,7.3500000000000005,7.33,7.3,7.26,7.17,40.410000000000004,40.77,41,41.21,41.42,41.6,41.800000000000004,41.980000000000004,42.38,15.3,14.71,14.47,14.26,14.040000000000001,13.85,13.64,13.450000000000001,13.06,N/A,N/A -2012,11,15,15,30,102570,101350,100160,64.13,0,6.7700000000000005,7.12,7.16,7.17,7.16,7.140000000000001,7.12,7.09,7.0200000000000005,46.980000000000004,47.29,47.49,47.67,47.85,48.01,48.17,48.32,48.64,15.25,14.66,14.43,14.21,14,13.8,13.59,13.41,13.01,N/A,N/A -2012,11,15,16,30,102560,101340,100160,63.07,0,6.49,6.8100000000000005,6.8500000000000005,6.8500000000000005,6.84,6.82,6.79,6.76,6.69,45.69,45.94,46.12,46.28,46.42,46.56,46.71,46.85,47.12,15.200000000000001,14.61,14.38,14.16,13.950000000000001,13.76,13.55,13.36,12.97,N/A,N/A -2012,11,15,17,30,102550,101330,100140,59.81,0,5.92,6.2,6.23,6.23,6.22,6.2,6.18,6.16,6.09,44.160000000000004,44.4,44.53,44.64,44.76,44.86,44.97,45.07,45.27,15.370000000000001,14.81,14.58,14.36,14.15,13.96,13.75,13.56,13.17,N/A,N/A -2012,11,15,18,30,102510,101290,100110,59.07,0,5.5600000000000005,5.8,5.83,5.83,5.8100000000000005,5.8,5.7700000000000005,5.75,5.69,36.99,37.07,37.160000000000004,37.230000000000004,37.300000000000004,37.37,37.43,37.49,37.59,15.49,14.93,14.71,14.5,14.290000000000001,14.1,13.89,13.700000000000001,13.31,N/A,N/A -2012,11,15,19,30,102510,101290,100110,48.5,0,4.57,4.78,4.8,4.8100000000000005,4.8100000000000005,4.8,4.79,4.78,4.76,39.910000000000004,39.9,39.87,39.83,39.800000000000004,39.77,39.730000000000004,39.69,39.61,16.01,15.49,15.27,15.07,14.86,14.67,14.46,14.27,13.88,N/A,N/A -2012,11,15,20,30,102470,101250,100070,47.480000000000004,0,4.17,4.36,4.39,4.4,4.41,4.41,4.41,4.41,4.4,39.38,39.19,39.06,38.95,38.82,38.71,38.58,38.45,38.17,16.4,15.9,15.69,15.48,15.280000000000001,15.09,14.88,14.69,14.3,N/A,N/A -2012,11,15,21,30,102450,101230,100050,46.76,0,3.69,3.85,3.88,3.89,3.89,3.89,3.89,3.89,3.89,51.730000000000004,51.14,50.77,50.42,50.08,49.76,49.410000000000004,49.09,48.39,16.79,16.31,16.1,15.9,15.69,15.5,15.3,15.1,14.71,N/A,N/A -2012,11,15,22,30,102440,101220,100050,46.13,0,3.45,3.61,3.64,3.66,3.67,3.69,3.69,3.7,3.71,55.99,55.300000000000004,54.88,54.49,54.11,53.76,53.38,53.03,52.28,17.150000000000002,16.69,16.490000000000002,16.28,16.080000000000002,15.89,15.68,15.5,15.1,N/A,N/A -2012,11,15,23,30,102450,101240,100060,45.37,0,3.73,3.91,3.95,3.97,3.99,4,4.0200000000000005,4.03,4.05,60.36,59.28,58.550000000000004,57.88,57.24,56.67,56.050000000000004,55.480000000000004,54.34,17.580000000000002,17.13,16.93,16.73,16.52,16.34,16.13,15.94,15.55,N/A,N/A -2012,11,16,0,30,102450,101240,100070,39.46,0,4.7,4.93,4.95,4.96,4.95,4.94,4.93,4.91,4.87,32.69,32.52,32.53,32.55,32.58,32.6,32.62,32.65,32.71,18.330000000000002,17.89,17.69,17.48,17.28,17.09,16.88,16.69,16.29,N/A,N/A -2012,11,16,1,30,102480,101270,100100,43.85,0,5.87,6.15,6.18,6.17,6.16,6.13,6.11,6.08,6.01,31.27,31.810000000000002,32.14,32.44,32.72,32.99,33.26,33.5,34.04,17.82,17.35,17.14,16.94,16.73,16.54,16.330000000000002,16.15,15.75,N/A,N/A -2012,11,16,2,30,102500,101280,100100,47.58,0,6.3,6.61,6.65,6.65,6.63,6.62,6.59,6.5600000000000005,6.48,30.150000000000002,30.59,30.87,31.13,31.37,31.6,31.84,32.06,32.53,17.36,16.86,16.65,16.44,16.23,16.04,15.84,15.65,15.26,N/A,N/A -2012,11,16,3,30,102490,101270,100100,49.88,0,6.18,6.5,6.54,6.55,6.54,6.53,6.51,6.49,6.43,35.01,35.44,35.68,35.92,36.13,36.33,36.54,36.730000000000004,37.14,17.14,16.63,16.42,16.21,16,15.81,15.610000000000001,15.42,15.030000000000001,N/A,N/A -2012,11,16,4,30,102470,101260,100080,53.17,0,6.42,6.76,6.8100000000000005,6.82,6.82,6.8100000000000005,6.78,6.76,6.7,33.7,34.09,34.33,34.550000000000004,34.76,34.94,35.14,35.33,35.7,16.97,16.45,16.23,16.02,15.82,15.620000000000001,15.42,15.23,14.84,N/A,N/A -2012,11,16,5,30,102500,101280,100100,56.5,0,6.69,7.07,7.140000000000001,7.16,7.17,7.17,7.15,7.140000000000001,7.1000000000000005,40.51,40.84,41.06,41.26,41.45,41.62,41.800000000000004,41.97,42.31,16.85,16.32,16.1,15.88,15.67,15.48,15.27,15.08,14.68,N/A,N/A -2012,11,16,6,30,102500,101290,100110,59.83,0,7.16,7.57,7.640000000000001,7.65,7.66,7.65,7.63,7.61,7.5600000000000005,40.35,40.800000000000004,41.08,41.35,41.6,41.83,42.07,42.29,42.74,16.57,16.02,15.8,15.58,15.370000000000001,15.18,14.97,14.780000000000001,14.39,N/A,N/A -2012,11,16,7,30,102520,101300,100120,61.51,0,7.07,7.46,7.5200000000000005,7.54,7.54,7.53,7.51,7.49,7.43,38.480000000000004,38.83,39.06,39.28,39.480000000000004,39.67,39.85,40.03,40.39,16.32,15.77,15.55,15.33,15.120000000000001,14.93,14.72,14.530000000000001,14.14,N/A,N/A -2012,11,16,8,30,102520,101300,100120,62.09,0,7.43,7.86,7.930000000000001,7.95,7.95,7.94,7.92,7.9,7.84,37.97,38.33,38.550000000000004,38.75,38.94,39.11,39.300000000000004,39.47,39.82,16.12,15.56,15.33,15.11,14.9,14.71,14.5,14.31,13.92,N/A,N/A -2012,11,16,9,30,102530,101310,100120,63.96,0,7.3500000000000005,7.76,7.83,7.8500000000000005,7.84,7.83,7.8100000000000005,7.79,7.72,37.29,37.67,37.910000000000004,38.13,38.35,38.54,38.74,38.94,39.33,15.81,15.23,15,14.780000000000001,14.57,14.38,14.17,13.98,13.6,N/A,N/A -2012,11,16,10,30,102540,101320,100130,66.97,0,7.8500000000000005,8.31,8.39,8.41,8.41,8.4,8.370000000000001,8.35,8.290000000000001,36,36.4,36.65,36.88,37.1,37.300000000000004,37.51,37.71,38.12,15.530000000000001,14.92,14.69,14.47,14.26,14.06,13.86,13.67,13.280000000000001,N/A,N/A -2012,11,16,11,30,102580,101350,100170,67.9,0,8.05,8.52,8.6,8.63,8.63,8.620000000000001,8.6,8.58,8.51,36.22,36.62,36.88,37.12,37.34,37.550000000000004,37.77,37.97,38.39,15.14,14.51,14.27,14.06,13.84,13.65,13.44,13.25,12.86,N/A,N/A -2012,11,16,12,30,102590,101360,100170,70.12,0,8.46,8.98,9.07,9.1,9.1,9.09,9.07,9.05,8.98,33.62,33.980000000000004,34.21,34.43,34.63,34.82,35.02,35.21,35.61,14.700000000000001,14.05,13.8,13.58,13.370000000000001,13.17,12.97,12.780000000000001,12.4,N/A,N/A -2012,11,16,13,30,102600,101380,100180,69.5,0,8.46,8.96,9.05,9.07,9.07,9.05,9.02,8.99,8.91,30.47,30.830000000000002,31.060000000000002,31.28,31.490000000000002,31.69,31.89,32.09,32.5,14.34,13.67,13.43,13.200000000000001,12.99,12.8,12.59,12.4,12.030000000000001,N/A,N/A -2012,11,16,14,30,102640,101410,100210,70.03,0,8.42,8.91,8.99,9.01,9.01,9,8.97,8.94,8.86,30.22,30.6,30.84,31.07,31.29,31.490000000000002,31.71,31.91,32.36,14.1,13.43,13.18,12.96,12.75,12.55,12.35,12.16,11.78,N/A,N/A -2012,11,16,15,30,102630,101400,100210,71.32000000000001,0,8.47,8.98,9.07,9.09,9.1,9.09,9.07,9.040000000000001,8.98,30.04,30.37,30.580000000000002,30.76,30.95,31.11,31.3,31.470000000000002,31.82,14.030000000000001,13.36,13.11,12.89,12.67,12.48,12.280000000000001,12.09,11.71,N/A,N/A -2012,11,16,16,30,102640,101410,100220,69.97,0,7.8100000000000005,8.28,8.370000000000001,8.4,8.41,8.42,8.41,8.4,8.36,33.5,33.76,33.94,34.1,34.25,34.38,34.53,34.660000000000004,34.93,14.19,13.540000000000001,13.3,13.08,12.86,12.67,12.46,12.27,11.88,N/A,N/A -2012,11,16,17,30,102620,101400,100210,67.42,0,7.44,7.88,7.97,8,8.02,8.03,8.03,8.02,8.01,29.43,29.650000000000002,29.8,29.93,30.060000000000002,30.17,30.29,30.39,30.62,14.55,13.92,13.68,13.46,13.24,13.05,12.84,12.65,12.25,N/A,N/A -2012,11,16,18,30,102610,101380,100190,62.78,0,6.58,6.97,7.0600000000000005,7.1000000000000005,7.13,7.15,7.17,7.18,7.19,31.240000000000002,31.32,31.37,31.41,31.44,31.470000000000002,31.5,31.53,31.580000000000002,15.1,14.51,14.280000000000001,14.06,13.84,13.65,13.44,13.25,12.85,N/A,N/A -2012,11,16,19,30,102580,101360,100180,59.33,0,5.94,6.3100000000000005,6.4,6.45,6.49,6.5200000000000005,6.54,6.5600000000000005,6.6000000000000005,33.83,33.58,33.410000000000004,33.25,33.09,32.94,32.79,32.65,32.35,15.75,15.21,14.98,14.77,14.56,14.36,14.16,13.96,13.57,N/A,N/A -2012,11,16,20,30,102560,101340,100160,56.08,0,5.33,5.66,5.75,5.8100000000000005,5.8500000000000005,5.89,5.92,5.95,6,36.980000000000004,36.39,36.04,35.72,35.4,35.12,34.83,34.56,34.03,16.47,15.96,15.74,15.530000000000001,15.32,15.13,14.92,14.73,14.34,N/A,N/A -2012,11,16,21,30,102540,101320,100140,54.660000000000004,0,5.25,5.57,5.64,5.69,5.72,5.75,5.7700000000000005,5.79,5.83,43.480000000000004,42.83,42.410000000000004,42.02,41.660000000000004,41.33,40.97,40.660000000000004,40.02,17.09,16.61,16.4,16.19,15.98,15.790000000000001,15.58,15.39,15,N/A,N/A -2012,11,16,22,30,102530,101320,100140,52.94,0,5.54,5.9,5.98,6.04,6.09,6.12,6.15,6.17,6.22,39.44,38.84,38.480000000000004,38.15,37.86,37.6,37.34,37.11,36.660000000000004,17.68,17.21,17.01,16.8,16.59,16.4,16.19,16,15.6,N/A,N/A -2012,11,16,23,30,102540,101330,100150,51.660000000000004,0,5.87,6.24,6.32,6.37,6.41,6.43,6.45,6.47,6.49,36.5,35.96,35.72,35.5,35.31,35.13,34.96,34.800000000000004,34.49,17.93,17.46,17.25,17.05,16.84,16.65,16.44,16.240000000000002,15.85,N/A,N/A -2012,11,17,0,30,102570,101360,100180,52.21,0,7.07,7.48,7.54,7.5600000000000005,7.5600000000000005,7.5600000000000005,7.54,7.53,7.48,22.330000000000002,22.76,23.02,23.26,23.490000000000002,23.71,23.93,24.14,24.57,17.64,17.14,16.93,16.72,16.51,16.32,16.11,15.92,15.530000000000001,N/A,N/A -2012,11,17,1,30,102600,101380,100210,56.26,0,7.54,8.02,8.11,8.14,8.15,8.16,8.15,8.14,8.1,27.11,27.38,27.57,27.75,27.91,28.060000000000002,28.21,28.35,28.64,17.28,16.76,16.54,16.330000000000002,16.12,15.92,15.71,15.52,15.120000000000001,N/A,N/A -2012,11,17,2,30,102620,101400,100220,59.54,0,8.14,8.68,8.78,8.83,8.84,8.85,8.85,8.84,8.81,29,29.51,29.82,30.11,30.39,30.64,30.900000000000002,31.150000000000002,31.64,16.96,16.41,16.19,15.98,15.76,15.57,15.36,15.17,14.77,N/A,N/A -2012,11,17,3,30,102630,101410,100230,62.13,0,8.41,8.98,9.09,9.14,9.16,9.16,9.16,9.15,9.11,34.75,35.09,35.29,35.480000000000004,35.660000000000004,35.82,35.99,36.15,36.480000000000004,16.61,16.04,15.81,15.6,15.38,15.19,14.98,14.780000000000001,14.39,N/A,N/A -2012,11,17,4,30,102620,101400,100220,63.6,0,8.07,8.59,8.69,8.73,8.74,8.74,8.74,8.73,8.69,38.2,38.71,39.02,39.31,39.58,39.83,40.1,40.34,40.85,16.57,16,15.780000000000001,15.56,15.35,15.15,14.94,14.75,14.36,N/A,N/A -2012,11,17,5,30,102630,101410,100230,66.15,0,7.930000000000001,8.45,8.56,8.61,8.63,8.65,8.66,8.66,8.64,44.35,44.85,45.14,45.410000000000004,45.660000000000004,45.89,46.13,46.34,46.79,16.580000000000002,16.02,15.790000000000001,15.57,15.36,15.17,14.96,14.76,14.370000000000001,N/A,N/A -2012,11,17,6,30,102640,101420,100240,64.28,0,7.6000000000000005,8.09,8.19,8.24,8.26,8.27,8.27,8.27,8.25,47.38,47.65,47.81,47.96,48.1,48.22,48.35,48.47,48.71,16.53,15.99,15.77,15.55,15.34,15.15,14.94,14.74,14.35,N/A,N/A -2012,11,17,7,30,102660,101440,100260,63.27,0,7.99,8.53,8.64,8.69,8.71,8.73,8.72,8.72,8.700000000000001,48.56,48.94,49.18,49.410000000000004,49.620000000000005,49.81,50.02,50.2,50.59,16.42,15.870000000000001,15.65,15.43,15.22,15.030000000000001,14.82,14.63,14.23,N/A,N/A -2012,11,17,8,30,102650,101440,100250,63.21,0,7.640000000000001,8.14,8.23,8.27,8.290000000000001,8.3,8.3,8.3,8.27,51.47,51.870000000000005,52.120000000000005,52.35,52.550000000000004,52.74,52.94,53.13,53.5,16.39,15.84,15.620000000000001,15.41,15.200000000000001,15,14.790000000000001,14.6,14.200000000000001,N/A,N/A -2012,11,17,9,30,102650,101430,100250,60.92,0,7.43,7.9,7.98,8.02,8.040000000000001,8.040000000000001,8.040000000000001,8.03,8,50.85,51.17,51.370000000000005,51.550000000000004,51.72,51.870000000000005,52.04,52.19,52.49,16.35,15.81,15.59,15.38,15.17,14.97,14.76,14.57,14.18,N/A,N/A -2012,11,17,10,30,102670,101450,100260,61.54,0,6.97,7.38,7.45,7.48,7.49,7.49,7.49,7.48,7.45,52.33,52.76,53.03,53.27,53.51,53.71,53.94,54.14,54.57,16.2,15.66,15.44,15.23,15.02,14.83,14.620000000000001,14.43,14.030000000000001,N/A,N/A -2012,11,17,11,30,102660,101450,100260,65.25,0,6.73,7.11,7.18,7.21,7.22,7.22,7.21,7.21,7.18,51.89,52.410000000000004,52.72,53.01,53.28,53.52,53.79,54.03,54.53,16.09,15.56,15.34,15.13,14.92,14.72,14.51,14.32,13.93,N/A,N/A -2012,11,17,12,30,102690,101470,100290,67.5,0,6.48,6.8500000000000005,6.91,6.93,6.94,6.94,6.93,6.92,6.88,51.52,52.19,52.59,52.97,53.33,53.64,53.99,54.31,54.97,16.080000000000002,15.55,15.33,15.120000000000001,14.91,14.71,14.51,14.31,13.92,N/A,N/A -2012,11,17,13,30,102690,101470,100290,68.8,0,6.41,6.76,6.8100000000000005,6.83,6.84,6.83,6.82,6.8100000000000005,6.78,48.980000000000004,49.74,50.2,50.63,51.03,51.4,51.79,52.14,52.870000000000005,16.03,15.5,15.280000000000001,15.07,14.86,14.67,14.46,14.27,13.88,N/A,N/A -2012,11,17,14,30,102720,101500,100320,70.69,0,6.74,7.12,7.18,7.21,7.21,7.21,7.2,7.19,7.15,49.74,50.58,51.09,51.57,52.02,52.42,52.85,53.24,54.03,16.01,15.47,15.25,15.030000000000001,14.82,14.63,14.42,14.23,13.84,N/A,N/A -2012,11,17,15,30,102740,101520,100330,72.2,0,6.5200000000000005,6.88,6.93,6.95,6.95,6.95,6.93,6.92,6.88,49.57,50.53,51.11,51.64,52.15,52.61,53.1,53.550000000000004,54.47,15.98,15.44,15.22,15.01,14.8,14.61,14.4,14.21,13.82,N/A,N/A -2012,11,17,16,30,102730,101510,100320,72.13,0,6.11,6.42,6.47,6.48,6.48,6.47,6.45,6.44,6.4,46.980000000000004,47.95,48.52,49.050000000000004,49.56,50.02,50.52,50.980000000000004,51.93,15.97,15.44,15.22,15.02,14.81,14.620000000000001,14.41,14.22,13.83,N/A,N/A -2012,11,17,17,30,102720,101500,100310,72.55,0,5.66,5.95,5.99,6.01,6.01,6.01,6,5.99,5.96,46.74,47.75,48.36,48.92,49.47,49.96,50.480000000000004,50.96,51.96,16.15,15.64,15.42,15.21,15.01,14.82,14.61,14.42,14.030000000000001,N/A,N/A -2012,11,17,18,30,102710,101490,100310,71.59,0,5.28,5.53,5.57,5.58,5.58,5.57,5.5600000000000005,5.55,5.51,48.14,49.01,49.52,50.01,50.47,50.88,51.33,51.75,52.6,16.3,15.8,15.59,15.38,15.18,14.99,14.780000000000001,14.59,14.200000000000001,N/A,N/A -2012,11,17,19,30,102700,101480,100300,67.65,0,4.79,5.01,5.04,5.05,5.05,5.05,5.04,5.03,5.01,49.63,50.27,50.660000000000004,51.02,51.38,51.7,52.06,52.39,53.1,16.51,16.03,15.82,15.610000000000001,15.41,15.22,15.01,14.82,14.43,N/A,N/A -2012,11,17,20,30,102660,101440,100260,63.02,0,4.0200000000000005,4.2,4.23,4.24,4.24,4.25,4.24,4.24,4.23,52.32,52.67,52.85,53.02,53.18,53.33,53.51,53.660000000000004,54.02,16.84,16.37,16.17,15.97,15.76,15.57,15.370000000000001,15.18,14.790000000000001,N/A,N/A -2012,11,17,21,30,102650,101430,100250,58.9,0,3.83,4.01,4.04,4.0600000000000005,4.07,4.07,4.07,4.07,4.07,69.72,69.83,69.84,69.84,69.84,69.84,69.84,69.85000000000001,69.86,17.26,16.82,16.62,16.43,16.22,16.04,15.84,15.65,15.27,N/A,N/A -2012,11,17,22,30,102620,101410,100230,55.25,0,3.75,3.92,3.96,3.97,3.98,3.98,3.98,3.98,3.99,89.08,88.75,88.52,88.29,88.05,87.82000000000001,87.53,87.25,86.55,17.68,17.26,17.07,16.87,16.67,16.490000000000002,16.3,16.12,15.75,N/A,N/A -2012,11,17,23,30,102610,101400,100220,51.800000000000004,0,3.24,3.4,3.42,3.44,3.45,3.46,3.46,3.47,3.48,74.84,74.41,74.14,73.87,73.61,73.36,73.08,72.82000000000001,72.2,18.1,17.69,17.5,17.3,17.1,16.92,16.72,16.53,16.14,N/A,N/A -2012,11,18,0,30,102610,101400,100220,52.32,0,3.37,3.5500000000000003,3.58,3.6,3.62,3.63,3.64,3.65,3.66,61.730000000000004,61.64,61.56,61.47,61.38,61.31,61.22,61.13,60.93,18.36,17.96,17.77,17.57,17.37,17.18,16.98,16.79,16.4,N/A,N/A -2012,11,18,1,30,102590,101390,100210,53.21,0,3.93,4.16,4.21,4.25,4.2700000000000005,4.29,4.3100000000000005,4.32,4.3500000000000005,53.04,53.17,53.24,53.28,53.33,53.38,53.410000000000004,53.44,53.51,18.54,18.14,17.95,17.75,17.55,17.36,17.16,16.97,16.580000000000002,N/A,N/A -2012,11,18,2,30,102590,101380,100210,52.300000000000004,0,4.93,5.24,5.3,5.34,5.37,5.39,5.4,5.41,5.43,55.53,55.63,55.67,55.71,55.75,55.78,55.82,55.85,55.910000000000004,18.78,18.37,18.18,17.98,17.78,17.6,17.39,17.2,16.81,N/A,N/A -2012,11,18,3,30,102580,101380,100210,49.06,0,5.68,6.0600000000000005,6.13,6.17,6.2,6.21,6.22,6.23,6.23,51.27,51.79,52.15,52.49,52.83,53.13,53.44,53.730000000000004,54.32,19.06,18.66,18.47,18.27,18.07,17.88,17.68,17.490000000000002,17.09,N/A,N/A -2012,11,18,4,30,102570,101360,100190,54.81,0,5.67,5.97,6.01,6.0200000000000005,6.01,6,5.98,5.96,5.91,39.25,40.18,40.75,41.300000000000004,41.84,42.34,42.910000000000004,43.44,44.64,18.400000000000002,17.97,17.78,17.580000000000002,17.38,17.2,17,16.81,16.43,N/A,N/A -2012,11,18,5,30,102550,101350,100180,51.410000000000004,0,5.96,6.36,6.45,6.49,6.53,6.55,6.5600000000000005,6.58,6.59,67.65,68.13,68.45,68.74,69.02,69.27,69.53,69.78,70.27,19,18.6,18.41,18.21,18.01,17.82,17.61,17.42,17.03,N/A,N/A -2012,11,18,6,30,102540,101340,100160,53.36,0,6.91,7.38,7.48,7.53,7.55,7.57,7.57,7.57,7.5600000000000005,77.45,77.63,77.74,77.84,77.92,78.01,78.09,78.16,78.32000000000001,18.85,18.43,18.240000000000002,18.04,17.830000000000002,17.64,17.44,17.25,16.86,N/A,N/A -2012,11,18,7,30,102560,101350,100180,55.550000000000004,0,7.04,7.53,7.640000000000001,7.68,7.72,7.73,7.74,7.74,7.73,82.15,82.37,82.48,82.59,82.68,82.77,82.86,82.94,83.10000000000001,18.650000000000002,18.22,18.02,17.82,17.62,17.43,17.22,17.03,16.64,N/A,N/A -2012,11,18,8,30,102540,101330,100160,57.58,0,6.61,7.0600000000000005,7.15,7.2,7.22,7.24,7.25,7.25,7.25,84.64,84.85000000000001,84.99,85.12,85.25,85.37,85.49,85.60000000000001,85.82000000000001,18.51,18.080000000000002,17.88,17.67,17.47,17.28,17.080000000000002,16.89,16.490000000000002,N/A,N/A -2012,11,18,9,30,102530,101320,100150,58.910000000000004,0,6.18,6.58,6.66,6.7,6.72,6.74,6.74,6.74,6.74,86.4,86.55,86.65,86.75,86.84,86.92,87.01,87.09,87.26,18.43,18,17.81,17.6,17.400000000000002,17.21,17.01,16.82,16.42,N/A,N/A -2012,11,18,10,30,102540,101330,100160,59.050000000000004,0,6.0600000000000005,6.44,6.5200000000000005,6.55,6.5600000000000005,6.58,6.58,6.57,6.5600000000000005,90.21000000000001,90.35000000000001,90.43,90.52,90.60000000000001,90.68,90.77,90.85000000000001,91.03,18.47,18.04,17.84,17.64,17.43,17.240000000000002,17.04,16.85,16.45,N/A,N/A -2012,11,18,11,30,102530,101330,100160,60.15,0,6.19,6.58,6.66,6.7,6.72,6.74,6.74,6.75,6.74,89.24,89.45,89.57000000000001,89.7,89.8,89.9,90,90.10000000000001,90.3,18.41,17.98,17.78,17.580000000000002,17.38,17.19,16.98,16.79,16.4,N/A,N/A -2012,11,18,12,30,102540,101330,100160,61.34,0,5.86,6.23,6.3100000000000005,6.3500000000000005,6.38,6.4,6.41,6.41,6.42,90.71000000000001,90.78,90.85000000000001,90.92,91,91.07000000000001,91.15,91.22,91.39,18.400000000000002,17.97,17.77,17.57,17.37,17.18,16.97,16.78,16.39,N/A,N/A -2012,11,18,13,30,102540,101330,100160,59.730000000000004,0,5.14,5.44,5.51,5.54,5.5600000000000005,5.58,5.58,5.59,5.6000000000000005,101.84,101.01,100.55,100.15,99.78,99.45,99.12,98.81,98.24000000000001,18.47,18.05,17.85,17.650000000000002,17.45,17.26,17.06,16.87,16.47,N/A,N/A -2012,11,18,14,30,102560,101360,100180,61.730000000000004,0,5.09,5.4,5.48,5.5200000000000005,5.55,5.57,5.58,5.6000000000000005,5.62,94.82000000000001,94.9,94.88,94.83,94.78,94.74,94.71000000000001,94.67,94.63,18.5,18.09,17.900000000000002,17.7,17.490000000000002,17.3,17.1,16.91,16.51,N/A,N/A -2012,11,18,15,30,102570,101360,100190,64.01,0,5.07,5.32,5.36,5.36,5.36,5.36,5.3500000000000005,5.34,5.32,91.18,91.73,92.01,92.24,92.46000000000001,92.66,92.89,93.10000000000001,93.54,18.45,18.04,17.84,17.64,17.45,17.26,17.06,16.87,16.48,N/A,N/A -2012,11,18,16,30,102550,101350,100180,62.95,0,4.3500000000000005,4.61,4.67,4.7,4.73,4.75,4.76,4.78,4.8,98.59,97.55,96.99000000000001,96.51,96.09,95.73,95.39,95.08,94.52,18.59,18.18,17.990000000000002,17.79,17.59,17.400000000000002,17.19,17,16.61,N/A,N/A -2012,11,18,17,30,102540,101340,100170,66.34,0,4.89,5.14,5.18,5.19,5.19,5.19,5.18,5.17,5.14,85.45,86.04,86.44,86.8,87.14,87.44,87.74,88.02,88.59,18.5,18.09,17.89,17.69,17.490000000000002,17.3,17.09,16.9,16.51,N/A,N/A -2012,11,18,18,30,102540,101330,100160,64.99,0,4.62,4.88,4.93,4.96,4.97,4.99,4.99,5,5,90.44,90.15,90.03,89.94,89.87,89.82000000000001,89.77,89.72,89.64,18.54,18.14,17.94,17.740000000000002,17.53,17.35,17.14,16.95,16.56,N/A,N/A -2012,11,18,19,30,102520,101310,100140,63.86,0,4.68,4.93,4.97,4.98,4.99,4.99,4.98,4.98,4.96,82.43,82.81,83.02,83.21000000000001,83.39,83.55,83.73,83.89,84.25,18.53,18.12,17.93,17.73,17.53,17.34,17.13,16.95,16.55,N/A,N/A -2012,11,18,20,30,102500,101290,100120,64.63,0,4.86,5.11,5.14,5.15,5.15,5.14,5.12,5.11,5.07,84.44,84.83,85.05,85.25,85.45,85.63,85.82000000000001,86,86.37,18.490000000000002,18.080000000000002,17.89,17.68,17.490000000000002,17.3,17.09,16.91,16.51,N/A,N/A -2012,11,18,21,30,102470,101270,100100,63.4,0,4.91,5.15,5.19,5.19,5.19,5.18,5.16,5.14,5.1000000000000005,84.29,84.61,84.77,84.93,85.08,85.21000000000001,85.37,85.51,85.83,18.41,18,17.8,17.6,17.400000000000002,17.21,17.01,16.82,16.43,N/A,N/A -2012,11,18,22,30,102460,101260,100090,61.550000000000004,0,5.17,5.44,5.48,5.49,5.49,5.48,5.47,5.45,5.4,91.92,92.02,92.06,92.09,92.12,92.15,92.18,92.21000000000001,92.27,18.45,18.03,17.84,17.64,17.44,17.26,17.06,16.87,16.48,N/A,N/A -2012,11,18,23,30,102450,101250,100080,55.22,0,5.0600000000000005,5.33,5.37,5.39,5.39,5.39,5.38,5.37,5.34,97.96000000000001,97.89,97.83,97.75,97.69,97.62,97.53,97.45,97.23,18.650000000000002,18.25,18.06,17.86,17.67,17.48,17.28,17.1,16.72,N/A,N/A -2012,11,19,0,30,102450,101240,100070,52.42,0,5.45,5.78,5.8500000000000005,5.88,5.9,5.91,5.92,5.92,5.92,95.78,95.56,95.44,95.31,95.18,95.06,94.91,94.77,94.45,18.78,18.38,18.19,17.990000000000002,17.79,17.61,17.41,17.22,16.830000000000002,N/A,N/A -2012,11,19,1,30,102450,101240,100070,49.32,0,6.07,6.48,6.57,6.61,6.640000000000001,6.67,6.68,6.69,6.7,94.88,94.74,94.64,94.53,94.43,94.34,94.23,94.12,93.87,18.98,18.580000000000002,18.39,18.2,18,17.81,17.61,17.42,17.03,N/A,N/A -2012,11,19,2,30,102450,101250,100080,51.660000000000004,0,5.91,6.3100000000000005,6.390000000000001,6.43,6.45,6.47,6.48,6.49,6.49,92,91.94,91.88,91.82000000000001,91.76,91.71000000000001,91.65,91.59,91.47,19.03,18.63,18.45,18.25,18.05,17.86,17.66,17.47,17.080000000000002,N/A,N/A -2012,11,19,3,30,102460,101250,100080,52.94,0,6.08,6.49,6.58,6.62,6.65,6.67,6.68,6.69,6.69,93.58,93.65,93.68,93.71000000000001,93.73,93.75,93.78,93.8,93.83,19.06,18.66,18.47,18.27,18.07,17.88,17.68,17.490000000000002,17.1,N/A,N/A -2012,11,19,4,30,102440,101230,100070,54.29,0,5.46,5.83,5.91,5.95,5.98,6,6.0200000000000005,6.03,6.05,96.01,96.26,96.4,96.52,96.63,96.72,96.82000000000001,96.91,97.08,19.06,18.68,18.490000000000002,18.28,18.09,17.900000000000002,17.69,17.51,17.11,N/A,N/A -2012,11,19,5,30,102430,101230,100060,56.2,0,5.25,5.59,5.67,5.72,5.75,5.78,5.8,5.8100000000000005,5.83,106.25,106.01,105.84,105.68,105.54,105.42,105.3,105.19,104.97,19.17,18.79,18.6,18.400000000000002,18.2,18.01,17.8,17.62,17.22,N/A,N/A -2012,11,19,6,30,102440,101230,100070,52.88,0,4.8500000000000005,5.14,5.2,5.22,5.24,5.25,5.26,5.26,5.26,106.47,106.48,106.53,106.59,106.64,106.67,106.71000000000001,106.75,106.81,19.25,18.87,18.69,18.490000000000002,18.29,18.1,17.900000000000002,17.71,17.32,N/A,N/A -2012,11,19,7,30,102450,101250,100080,56.22,0,4.22,4.47,4.53,4.5600000000000005,4.59,4.61,4.63,4.64,4.67,110.37,110.39,110.45,110.54,110.61,110.69,110.77,110.84,111.02,19.17,18.8,18.62,18.42,18.22,18.03,17.830000000000002,17.64,17.25,N/A,N/A -2012,11,19,8,30,102440,101230,100070,63.4,0,4.25,4.5200000000000005,4.58,4.62,4.65,4.67,4.69,4.7,4.72,113.85000000000001,113.96000000000001,114.03,114.09,114.14,114.19,114.23,114.27,114.36,19.14,18.76,18.580000000000002,18.38,18.18,17.990000000000002,17.79,17.6,17.2,N/A,N/A -2012,11,19,9,30,102430,101230,100070,63.53,0,4.15,4.39,4.45,4.48,4.5,4.51,4.5200000000000005,4.5200000000000005,4.53,110.11,110.4,110.52,110.60000000000001,110.67,110.73,110.77,110.8,110.86,19.22,18.85,18.66,18.46,18.26,18.07,17.87,17.68,17.29,N/A,N/A -2012,11,19,10,30,102420,101210,100050,59.46,0,4.04,4.25,4.28,4.3,4.32,4.32,4.32,4.33,4.33,112.99000000000001,113.16,113.3,113.43,113.55,113.66,113.78,113.9,114.12,19.29,18.93,18.740000000000002,18.54,18.34,18.16,17.95,17.77,17.38,N/A,N/A -2012,11,19,11,30,102420,101220,100060,62.26,0,3.5500000000000003,3.74,3.79,3.81,3.83,3.85,3.86,3.87,3.88,111.17,111.41,111.56,111.72,111.86,111.98,112.12,112.26,112.53,19.31,18.95,18.77,18.57,18.37,18.18,17.98,17.8,17.400000000000002,N/A,N/A -2012,11,19,12,30,102420,101220,100050,68.56,0,3.5100000000000002,3.68,3.71,3.73,3.74,3.74,3.74,3.74,3.74,111.74000000000001,112.10000000000001,112.3,112.48,112.63,112.77,112.92,113.04,113.3,19.22,18.86,18.67,18.47,18.27,18.09,17.88,17.7,17.31,N/A,N/A -2012,11,19,13,30,102420,101220,100050,72.36,0,3.95,4.15,4.19,4.21,4.22,4.22,4.22,4.22,4.22,93.39,94.27,94.83,95.36,95.86,96.31,96.76,97.18,98.03,19.2,18.830000000000002,18.650000000000002,18.44,18.25,18.06,17.86,17.67,17.28,N/A,N/A -2012,11,19,14,30,102450,101250,100080,66.86,0,3.98,4.2,4.25,4.2700000000000005,4.29,4.3,4.3100000000000005,4.3100000000000005,4.32,117.52,117.04,116.8,116.58,116.4,116.24000000000001,116.09,115.96000000000001,115.68,19.38,19.02,18.84,18.64,18.44,18.25,18.05,17.86,17.47,N/A,N/A -2012,11,19,15,30,102440,101240,100070,72.56,0,3.75,3.94,3.97,3.99,3.99,3.99,3.99,3.98,3.96,102.62,102.96000000000001,103.25,103.53,103.79,104.03,104.29,104.51,105,19.25,18.88,18.69,18.5,18.3,18.11,17.91,17.72,17.330000000000002,N/A,N/A -2012,11,19,16,30,102440,101240,100070,75.72,0,3.74,3.9,3.92,3.92,3.91,3.9,3.88,3.87,3.83,98.83,99.09,99.24000000000001,99.4,99.54,99.67,99.8,99.92,100.19,19.14,18.77,18.59,18.38,18.19,18,17.79,17.61,17.22,N/A,N/A -2012,11,19,17,30,102430,101230,100070,75.86,0,3.3200000000000003,3.48,3.52,3.54,3.56,3.56,3.5700000000000003,3.58,3.59,87.54,88.09,88.42,88.7,88.95,89.17,89.38,89.57000000000001,89.98,19.12,18.75,18.56,18.36,18.16,17.97,17.77,17.580000000000002,17.19,N/A,N/A -2012,11,19,18,30,102420,101220,100050,76.16,0,3.23,3.38,3.41,3.42,3.43,3.44,3.44,3.44,3.44,83.83,83.78,83.82000000000001,83.83,83.83,83.81,83.77,83.72,83.63,19.12,18.75,18.57,18.36,18.17,17.98,17.78,17.59,17.2,N/A,N/A -2012,11,19,19,30,102390,101190,100030,76,0,2.8000000000000003,2.91,2.93,2.93,2.93,2.92,2.92,2.91,2.89,83.58,83.45,83.39,83.38,83.39,83.41,83.44,83.48,83.67,19.13,18.76,18.580000000000002,18.38,18.18,18,17.79,17.61,17.22,N/A,N/A -2012,11,19,20,30,102340,101150,99980,78.15,0,3.31,3.48,3.5100000000000002,3.52,3.5300000000000002,3.5300000000000002,3.5300000000000002,3.5300000000000002,3.5300000000000002,92.84,92.97,93.08,93.19,93.3,93.4,93.5,93.59,93.79,19.17,18.79,18.61,18.41,18.21,18.02,17.82,17.63,17.240000000000002,N/A,N/A -2012,11,19,21,30,102330,101130,99960,80.89,0,3.66,3.8200000000000003,3.84,3.83,3.8200000000000003,3.81,3.79,3.7800000000000002,3.73,97.52,97.75,97.91,98.08,98.25,98.41,98.59,98.77,99.18,19.07,18.7,18.51,18.31,18.11,17.92,17.72,17.54,17.150000000000002,N/A,N/A -2012,11,19,22,30,102290,101100,99930,79.84,0,3.42,3.59,3.62,3.63,3.64,3.64,3.64,3.63,3.62,103.43,103.79,103.99000000000001,104.21000000000001,104.44,104.65,104.89,105.11,105.66,19.13,18.77,18.580000000000002,18.39,18.19,18,17.8,17.62,17.23,N/A,N/A -2012,11,19,23,30,102270,101070,99910,77.08,0,3.56,3.72,3.75,3.7600000000000002,3.7600000000000002,3.75,3.74,3.73,3.7,119.26,119.38,119.49000000000001,119.58,119.68,119.78,119.89,119.99000000000001,120.22,19.36,19,18.82,18.62,18.43,18.240000000000002,18.04,17.85,17.47,N/A,N/A -2012,11,20,0,30,102280,101090,99930,79.16,0,3.15,3.3000000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.31,3.31,3.29,120.97,121.18,121.34,121.48,121.62,121.75,121.88,122,122.27,19.39,19.03,18.85,18.650000000000002,18.46,18.27,18.07,17.89,17.5,N/A,N/A -2012,11,20,1,30,102270,101070,99910,79.79,0,2.66,2.7600000000000002,2.7800000000000002,2.7800000000000002,2.7800000000000002,2.77,2.7600000000000002,2.7600000000000002,2.74,119.21000000000001,119.53,119.78,120,120.22,120.43,120.65,120.85000000000001,121.3,19.39,19.04,18.86,18.66,18.47,18.28,18.080000000000002,17.89,17.51,N/A,N/A -2012,11,20,2,30,102280,101080,99920,79.89,0,2.36,2.44,2.44,2.44,2.43,2.42,2.41,2.39,2.36,119.4,119.64,119.82000000000001,119.99000000000001,120.15,120.29,120.45,120.59,120.87,19.400000000000002,19.05,18.87,18.68,18.48,18.29,18.1,17.91,17.53,N/A,N/A -2012,11,20,3,30,102260,101060,99900,78.52,0,1.95,2.0100000000000002,2.02,2.02,2.0100000000000002,2.0100000000000002,2,1.99,1.97,109.97,110.61,110.96000000000001,111.3,111.62,111.94,112.26,112.56,113.24000000000001,19.41,19.07,18.900000000000002,18.7,18.5,18.32,18.12,17.93,17.55,N/A,N/A -2012,11,20,4,30,102240,101050,99890,76.77,0,1.77,1.83,1.83,1.82,1.82,1.81,1.8,1.79,1.77,111.9,112,112.07000000000001,112.14,112.19,112.23,112.27,112.3,112.36,19.45,19.12,18.94,18.740000000000002,18.55,18.36,18.16,17.98,17.59,N/A,N/A -2012,11,20,5,30,102240,101040,99880,75.4,0,1.74,1.79,1.79,1.79,1.79,1.78,1.77,1.77,1.75,104.37,104.82000000000001,105.06,105.3,105.53,105.74000000000001,105.96000000000001,106.16,106.63,19.47,19.13,18.95,18.75,18.56,18.37,18.17,17.990000000000002,17.6,N/A,N/A -2012,11,20,6,30,102240,101050,99890,77.19,0,1.53,1.57,1.57,1.56,1.55,1.54,1.54,1.53,1.5,79.82000000000001,79.94,80.05,80.15,80.24,80.33,80.42,80.5,80.7,19.42,19.09,18.91,18.71,18.52,18.330000000000002,18.13,17.95,17.56,N/A,N/A -2012,11,20,7,30,102240,101040,99880,75.88,0,1.21,1.22,1.21,1.2,1.19,1.17,1.16,1.1500000000000001,1.12,86.9,87.10000000000001,87.31,87.54,87.74,87.93,88.16,88.38,88.89,19.43,19.1,18.92,18.72,18.53,18.34,18.14,17.96,17.57,N/A,N/A -2012,11,20,8,30,102230,101030,99870,75.06,0,1.78,1.82,1.81,1.79,1.78,1.76,1.74,1.72,1.68,88.18,88.49,88.68,88.88,89.07000000000001,89.24,89.43,89.61,90.02,19.41,19.080000000000002,18.900000000000002,18.7,18.5,18.32,18.12,17.94,17.55,N/A,N/A -2012,11,20,9,30,102240,101040,99880,74.45,0,1.35,1.36,1.35,1.32,1.3,1.28,1.26,1.24,1.18,76.29,76.99,77.46000000000001,77.93,78.39,78.83,79.31,79.76,80.83,19.400000000000002,19.07,18.89,18.69,18.5,18.31,18.11,17.93,17.54,N/A,N/A -2012,11,20,10,30,102240,101040,99880,73.79,0,1.31,1.32,1.31,1.29,1.28,1.26,1.24,1.22,1.17,77.87,77.7,77.66,77.62,77.58,77.54,77.52,77.49,77.43,19.400000000000002,19.07,18.89,18.69,18.5,18.32,18.12,17.94,17.55,N/A,N/A -2012,11,20,11,30,102260,101060,99900,75.23,0,1.23,1.25,1.24,1.22,1.2,1.19,1.17,1.1500000000000001,1.1,72.5,72.92,73.14,73.36,73.56,73.75,73.93,74.09,74.37,19.39,19.06,18.88,18.68,18.490000000000002,18.31,18.11,17.92,17.54,N/A,N/A -2012,11,20,12,30,102260,101070,99900,74.74,0,2.06,2.12,2.12,2.11,2.09,2.08,2.06,2.04,2,62.52,62.49,62.54,62.58,62.61,62.620000000000005,62.61,62.59,62.5,19.44,19.1,18.93,18.73,18.53,18.35,18.150000000000002,17.96,17.580000000000002,N/A,N/A -2012,11,20,13,30,102290,101090,99930,75.41,0,2.11,2.17,2.17,2.15,2.14,2.12,2.11,2.09,2.04,60.17,60.18,60.17,60.15,60.11,60.08,60.01,59.94,59.64,19.43,19.09,18.91,18.72,18.52,18.34,18.14,17.96,17.57,N/A,N/A -2012,11,20,14,30,102280,101090,99920,76.09,0,1.49,1.51,1.5,1.48,1.46,1.44,1.42,1.3900000000000001,1.32,84.66,85.4,85.8,86.23,86.65,87.05,87.5,87.91,88.82000000000001,19.39,19.06,18.89,18.69,18.5,18.31,18.11,17.93,17.56,N/A,N/A -2012,11,20,15,30,102310,101110,99950,77.97,0,3.06,3.16,3.17,3.16,3.14,3.12,3.1,3.0700000000000003,3.02,52.230000000000004,52.26,52.24,52.230000000000004,52.19,52.160000000000004,52.1,52.04,51.82,19.39,19.04,18.86,18.67,18.47,18.28,18.09,17.91,17.52,N/A,N/A -2012,11,20,16,30,102280,101080,99920,85.92,0,2.62,2.68,2.67,2.64,2.61,2.58,2.5500000000000003,2.5100000000000002,2.42,62.53,62.7,62.82,62.93,63.02,63.11,63.18,63.24,63.26,19.12,18.77,18.59,18.39,18.2,18.02,17.82,17.64,17.26,N/A,N/A -2012,11,20,17,30,102250,101060,99900,87.05,0,2.27,2.31,2.29,2.25,2.22,2.18,2.12,2.07,1.85,74.21000000000001,74.57000000000001,74.72,74.88,75.02,75.14,75.25,75.34,74.28,19,18.64,18.46,18.26,18.07,17.89,17.7,17.52,17.17,N/A,N/A -2012,11,20,18,30,102230,101030,99870,85.43,0,1.48,1.48,1.45,1.42,1.3800000000000001,1.34,1.29,1.25,1.1,83.7,83.60000000000001,83.73,83.83,83.94,84.05,84.12,84.17,84.11,19.13,18.78,18.6,18.400000000000002,18.21,18.03,17.830000000000002,17.650000000000002,17.28,N/A,N/A -2012,11,20,19,30,102240,101040,99880,84.46000000000001,0,2.5100000000000002,2.56,2.5500000000000003,2.5100000000000002,2.48,2.44,2.4,2.35,2.17,76.17,76.39,76.38,76.37,76.36,76.34,76.23,76.12,74.8,19.25,18.88,18.7,18.5,18.31,18.13,17.93,17.75,17.39,N/A,N/A -2012,11,20,20,30,102200,101010,99850,82.09,0,1.77,1.76,1.72,1.6600000000000001,1.57,1.48,1.19,0.97,1.4000000000000001,107.44,106.82000000000001,106.26,105.5,104.15,102.54,93.23,83.31,348.28000000000003,19.41,19.07,18.89,18.7,18.52,18.35,18.2,18.080000000000002,18.18,N/A,N/A -2012,11,20,21,30,102190,100990,99840,80.76,0,0.68,0.63,0.58,0.5,0.27,0.11,0.36,1.7,2.2,150.28,151.6,152.48,153.96,186.02,209.42000000000002,231.21,325.22,326.69,19.67,19.35,19.18,18.990000000000002,18.830000000000002,18.68,18.77,18.900000000000002,19.04,N/A,N/A -2012,11,20,22,30,102170,100980,99820,81.34,0,1.3,1.29,1.25,1.18,1.01,0.8200000000000001,1.06,1.43,2.12,184.89000000000001,186.16,187.57,189.8,199.99,212.05,254.69,311.04,318.65000000000003,19.84,19.53,19.36,19.18,19.04,18.94,19.09,19.27,19.48,N/A,N/A -2012,11,20,23,30,102180,100980,99830,80.52,0,1.27,1.25,1.21,1.1300000000000001,1.09,1.07,1.28,1.6,2.37,203.59,206.08,209.23000000000002,215.34,240.75,278.5,296.98,311.89,323.71,20,19.7,19.55,19.400000000000002,19.38,19.46,19.490000000000002,19.51,19.96,N/A,N/A -2012,11,21,0,30,102190,101000,99840,80.75,0,1.61,1.61,1.54,1.41,0.98,0.6,0.81,1.18,1.79,177.5,178.26,179.95000000000002,183.16,242.09,298.22,313.1,325.29,333.29,20.16,19.86,19.72,19.580000000000002,19.650000000000002,19.82,20.05,20.27,20.400000000000002,N/A,N/A -2012,11,21,1,30,102200,101010,99860,82.47,0,1.71,1.7,1.61,1.44,1.08,0.74,0.91,1.23,1.98,176.45000000000002,177.08,178.05,179.93,231.36,289.68,309.63,326.5,337.77,20.16,19.86,19.71,19.55,19.64,19.86,20.09,20.29,20.55,N/A,N/A -2012,11,21,2,30,102210,101020,99860,81.35000000000001,0,1.73,1.75,1.73,1.71,1.3900000000000001,1.02,1.11,1.3,2.0300000000000002,209.49,209.92000000000002,210.22,210.44,233.19,259.68,285.81,313.15000000000003,333.21,20.330000000000002,20.03,19.84,19.6,19.57,19.650000000000002,19.92,20.21,20.71,N/A,N/A -2012,11,21,3,30,102210,101020,99870,80.87,0,2.18,2.24,2.22,2.19,2.14,2.09,1.8,1.54,1.07,199.92000000000002,201.04,201.86,202.9,204.35,205.96,215.1,224.44,265.75,20.47,20.17,20.01,19.82,19.64,19.46,19.330000000000002,19.23,19.31,N/A,N/A -2012,11,21,4,30,102220,101030,99880,83.18,0,2.24,2.33,2.33,2.31,2.29,2.27,2.25,2.22,1.77,200.23000000000002,201.62,202.56,203.65,205.01,206.48000000000002,209.88,213.93,248.51000000000002,20.38,20.080000000000002,19.91,19.72,19.53,19.35,19.18,19.02,19.01,N/A,N/A -2012,11,21,5,30,102220,101030,99880,83.65,0,2.3000000000000003,2.41,2.42,2.43,2.43,2.43,2.42,2.42,2.34,221.03,222.12,222.84,223.69,224.77,225.96,228.95000000000002,232.20000000000002,251.86,20.44,20.14,19.97,19.78,19.59,19.42,19.25,19.1,18.990000000000002,N/A,N/A -2012,11,21,6,30,102240,101050,99900,82.27,0,2.04,2.14,2.16,2.18,2.19,2.2,2.22,2.23,2.31,242.79,243.51,243.96,244.46,245.01,245.57,246.38,247.19,252.25,20.64,20.34,20.17,19.98,19.79,19.61,19.41,19.23,18.900000000000002,N/A,N/A -2012,11,21,7,30,102260,101070,99920,83.56,0,2.2,2.33,2.36,2.38,2.4,2.42,2.44,2.46,2.5500000000000003,268.53000000000003,268.65,268.7,268.77,268.88,269.01,269.23,269.46,271,20.73,20.43,20.26,20.06,19.87,19.69,19.490000000000002,19.31,18.94,N/A,N/A -2012,11,21,8,30,102270,101080,99920,85.75,0,2.65,2.82,2.86,2.88,2.9,2.91,2.93,2.94,2.99,293.47,293.18,292.97,292.77,292.56,292.36,292.16,291.99,291.51,20.78,20.48,20.31,20.11,19.92,19.740000000000002,19.54,19.36,18.97,N/A,N/A -2012,11,21,9,30,102280,101090,99940,92.09,0,2.81,2.86,2.83,2.7600000000000002,2.68,2.59,2.56,2.5500000000000003,2.81,316.48,315.56,314.65000000000003,313.25,306.8,297.83,290.72,284.75,283.52,20.13,19.81,19.650000000000002,19.47,19.35,19.26,19.21,19.18,19.080000000000002,N/A,N/A -2012,11,21,10,30,102300,101110,99950,88.71000000000001,0,3.58,3.69,3.67,3.63,3.59,3.5300000000000002,3.49,3.46,3.58,322.27,322.36,322.41,322.46,322.41,322.31,319.87,317.23,313.38,19.98,19.650000000000002,19.48,19.3,19.12,18.97,18.95,18.97,19.17,N/A,N/A -2012,11,21,11,30,102320,101130,99970,87.28,0,4.16,4.32,4.3100000000000005,4.2700000000000005,4.22,4.17,4.11,4.07,4.3100000000000005,333.03000000000003,332.63,332.35,332.01,331.58,331.11,330.06,328.94,325.15000000000003,19.75,19.400000000000002,19.23,19.04,18.86,18.68,18.51,18.38,18.72,N/A,N/A -2012,11,21,12,30,102360,101160,100000,90.25,0,4.23,4.41,4.42,4.41,4.41,4.41,4.5,4.61,4.82,337.82,337.87,337.89,337.93,338.01,338.1,338.27,338.40000000000003,337.14,19.400000000000002,19.04,18.86,18.68,18.5,18.34,18.23,18.17,18.63,N/A,N/A -2012,11,21,13,30,102370,101170,100010,91.38,0,4.73,4.94,4.96,4.94,4.93,4.91,4.95,5.0200000000000005,5.58,349.64,349.63,349.59000000000003,349.54,349.45,349.36,349.06,348.66,346.23,19.31,18.94,18.76,18.57,18.39,18.22,18.07,17.95,18.38,N/A,N/A -2012,11,21,14,30,102400,101190,100030,99.34,0,4.37,4.43,4.38,4.3100000000000005,4.46,4.72,5.11,5.49,5.84,8.3,6.93,5.41,3.08,357.5,350.31,348.27,347.33,350.27,17.96,17.59,17.42,17.26,17.44,17.77,18.19,18.580000000000002,19.1,N/A,N/A -2012,11,21,15,30,102410,101210,100050,99.35000000000001,0,4.04,4.13,4.11,4.09,4.46,5.03,5.42,5.74,5.89,8.45,8.06,7.65,7.0600000000000005,3.14,357.6,354.89,353.2,356.08,17.82,17.44,17.240000000000002,17.01,17.23,17.63,18.26,18.8,19.03,N/A,N/A -2012,11,21,16,30,102400,101190,100030,99.35000000000001,0,3.73,3.83,3.8200000000000003,3.81,4.07,4.46,4.97,5.44,5.59,0.59,0.35000000000000003,0.21,0.06,359.79,359.47,1.01,2.48,1.75,17.830000000000002,17.45,17.27,17.07,17.06,17.13,18.26,19.3,19.43,N/A,N/A -2012,11,21,17,30,102370,101160,100010,99.33,0,3.16,3.22,3.21,3.19,3.6,4.26,4.7,5.0600000000000005,5.15,359.04,358.73,358.47,358.14,357.81,357.44,358.96,0.6900000000000001,4.14,18.02,17.67,17.48,17.25,17.580000000000002,18.12,18.830000000000002,19.42,19.62,N/A,N/A -2012,11,21,18,30,102340,101140,99980,99.41,0,2.58,2.63,2.63,2.65,3.23,4.22,4.5,4.63,4.61,356.6,356.16,355.76,355.2,355.41,356.07,359.06,2.17,8.790000000000001,18.18,17.830000000000002,17.63,17.38,18.150000000000002,19.31,19.66,19.85,19.92,N/A,N/A -2012,11,21,19,30,102310,101110,99960,93.75,0,1.29,1.37,1.6300000000000001,2.39,2.86,3.09,3.34,3.58,3.95,341.68,343.76,346.37,351.98,358.55,4.94,9.49,13.4,17.88,19.23,18.92,18.92,19.1,19.51,20.01,20.2,20.31,20.240000000000002,N/A,N/A -2012,11,21,20,30,102260,101070,99920,90.58,0,0.6900000000000001,0.67,0.71,0.89,1.11,1.3900000000000001,1.6400000000000001,1.9000000000000001,2.31,264.31,269.11,288.19,339.44,7.44,21.29,26.330000000000002,29.43,29.93,20.04,19.740000000000002,19.79,20.11,20.44,20.76,20.85,20.88,20.79,N/A,N/A -2012,11,21,21,30,102230,101040,99890,88.22,0,1.44,1.41,1.25,0.96,0.68,0.47000000000000003,0.44,0.44,0.72,236.54,238.22,243.18,252.48000000000002,266.95,279.75,306.09000000000003,332.7,357.71,20.48,20.19,20.2,20.42,20.71,21.02,21.1,21.13,21.04,N/A,N/A -2012,11,21,22,30,102210,101020,99870,85.77,0,1.81,1.78,1.6500000000000001,1.45,1.27,1.12,1.05,1.01,0.98,219.70000000000002,221.77,226.27,234.65,242.33,249.03,256.93,264.14,280.5,20.79,20.57,20.66,21.01,21.240000000000002,21.39,21.37,21.32,21.14,N/A,N/A -2012,11,21,23,30,102200,101010,99870,87.5,0,2.35,2.33,2.22,2.04,1.81,1.6,1.47,1.37,1.3,204.24,205.35,208.91,216.12,222.78,228.45000000000002,235.64000000000001,242.11,256.47,20.75,20.490000000000002,20.5,20.71,20.96,21.22,21.240000000000002,21.22,21.03,N/A,N/A -2012,11,22,0,30,102210,101020,99870,90.28,0,2.79,2.73,2.5500000000000003,2.27,1.94,1.62,1.36,1.1500000000000001,0.97,186.94,187.34,188.34,190.26,193.59,197.07,204.77,211.73000000000002,236.94,20.5,20.22,20.21,20.37,20.72,21.16,21.27,21.31,21.11,N/A,N/A -2012,11,22,1,30,102210,101020,99870,99.49000000000001,0.4,3.2800000000000002,3.38,3.23,2.93,2.68,2.48,2.24,2.0300000000000002,1.6400000000000001,181.22,189.14000000000001,190.49,187.78,186.67000000000002,186.3,189.15,192.09,201.63,18.17,19.31,19.990000000000002,20.59,20.96,21.21,21.26,21.28,21.1,N/A,N/A -2012,11,22,2,30,102240,101040,99890,99.44,0,2.8000000000000003,2.77,2.72,2.68,2.59,2.49,2.33,2.18,1.8900000000000001,190.91,191.55,193.16,196.47,198.51,199.84,203.3,206.74,217.77,17.900000000000002,17.43,17.86,19.17,20.04,20.67,20.89,21.01,20.93,N/A,N/A -2012,11,22,3,30,102220,101020,99870,99.43,0.4,2.42,2.43,2.58,2.96,3.02,2.94,2.69,2.47,2.14,202.19,203.24,205.32,209.33,212.3,214.43,216.89000000000001,219.26,229.04,17.93,17.42,17.84,18.95,19.84,20.57,20.78,20.89,20.79,N/A,N/A -2012,11,22,4,30,102220,101020,99870,99.31,0,2.19,2.2800000000000002,2.35,2.48,2.71,3.0100000000000002,2.94,2.81,2.43,221.43,221.47,221.95000000000002,223.01,225.79,229.47,230.83,231.86,237.9,18.12,17.71,17.5,17.28,18.22,19.61,20.22,20.61,20.6,N/A,N/A -2012,11,22,5,30,102210,101010,99860,99.42,0,2.58,2.66,2.7,2.7600000000000002,3.04,3.45,3.2600000000000002,3.0300000000000002,2.57,225.88,226.36,226.86,227.67000000000002,229.84,232.84,234.49,235.92000000000002,242.35,18.3,17.92,17.68,17.35,18.080000000000002,19.27,20.01,20.580000000000002,20.68,N/A,N/A -2012,11,22,6,30,102220,101020,99860,99.34,0,2.0100000000000002,2.08,2.11,2.16,2.37,2.69,2.98,3.23,2.87,223.44,224.05,224.41,224.88,226.52,228.85,232.41,236.02,241.59,18.48,18.150000000000002,17.97,17.740000000000002,17.57,17.42,18.7,19.95,20.29,N/A,N/A -2012,11,22,7,30,102220,101020,99860,99.25,0.4,1.47,1.52,1.54,1.57,1.77,2.09,2.62,3.2,3.4,202.53,202.09,202.03,202.04,207.13,215.44,224.86,234.74,243.48000000000002,18.43,18.11,17.94,17.740000000000002,17.63,17.56,18.14,18.75,19.57,N/A,N/A -2012,11,22,8,30,102220,101020,99860,99.24000000000001,0,0.93,1.02,1.06,1.11,1.18,1.27,1.51,1.83,3.38,222.89000000000001,223.97,224.83,225.91,227.44,229.19,233.03,237.56,250.99,18.48,18.16,18.01,17.85,17.67,17.490000000000002,17.19,17.05,18.64,N/A,N/A -2012,11,22,9,30,102210,101010,99850,99.36,0,1.96,1.8900000000000001,1.8,1.7,1.59,1.49,1.37,1.27,1.1400000000000001,117.76,121.53,124.2,127.37,131.53,135.75,143.34,150.8,176.71,18.42,18.09,17.94,17.81,17.67,17.55,17.400000000000002,17.26,16.93,N/A,N/A -2012,11,22,10,30,102220,101020,99860,94.91,0.7000000000000001,1.97,1.8800000000000001,1.79,1.69,1.58,1.47,1.33,1.21,0.87,156.82,156.15,155.5,154.64000000000001,153.38,152.05,150.14000000000001,148.41,144.38,18.44,18.07,17.89,17.71,17.52,17.35,17.18,17.03,16.77,N/A,N/A -2012,11,22,11,30,102220,101020,99860,95.15,0.4,1.21,1.17,1.1300000000000001,1.09,1.04,0.99,0.93,0.87,0.71,126.42,131.21,134.28,137.32,140.36,143.13,147.29,151.31,169.5,18.17,17.8,17.62,17.43,17.240000000000002,17.080000000000002,16.92,16.78,16.55,N/A,N/A -2012,11,22,12,30,102240,101040,99880,95.93,0.7000000000000001,1.96,1.98,1.96,1.93,1.8900000000000001,1.84,1.76,1.69,1.33,127.76,128.2,128.51,128.87,129.14000000000001,129.34,129.03,128.53,127.64,18.07,17.7,17.53,17.34,17.16,17,16.85,16.72,16.47,N/A,N/A -2012,11,22,13,30,102240,101040,99870,95.51,0.7000000000000001,1.97,1.8900000000000001,1.8,1.71,1.61,1.51,1.4000000000000001,1.32,1.52,120.38,119.39,119.16,119.32000000000001,120.43,121.81,126.91,133.24,164.52,17.8,17.43,17.240000000000002,17.06,16.87,16.69,16.5,16.32,16.35,N/A,N/A -2012,11,22,14,30,102270,101070,99910,96.03,1.1,2.44,2.5,2.49,2.47,2.44,2.42,2.37,2.33,2.58,114.85000000000001,114.43,114.08,113.75,113.37,112.98,112.39,114.04,148.08,18.14,17.76,17.580000000000002,17.39,17.19,17.01,16.79,16.62,16.86,N/A,N/A -2012,11,22,15,30,102280,101080,99910,95.87,0.7000000000000001,2.62,2.71,2.71,2.71,2.7,2.69,2.66,2.64,2.94,107.94,109.25,110.2,111.24000000000001,112.49000000000001,113.74000000000001,115.48,117.99000000000001,141.07,18.29,17.93,17.75,17.56,17.38,17.2,17.01,16.84,16.8,N/A,N/A -2012,11,22,16,30,102270,101070,99910,96.62,0,2.84,2.94,2.93,2.91,2.88,2.85,2.8000000000000003,2.77,2.82,121.59,120.62,119.92,119.17,118.34,117.51,116.43,115.94,125.78,18.48,18.12,17.95,17.77,17.6,17.45,17.31,17.17,16.830000000000002,N/A,N/A -2012,11,22,17,30,102240,101040,99880,96.44,0.4,3.99,4.05,4,3.92,3.84,3.75,3.64,3.54,3.34,124.31,125.28,125.95,126.72,127.72,128.76,130.6,132.6,141.43,18.51,18.13,17.95,17.76,17.56,17.38,17.23,17.09,16.81,N/A,N/A -2012,11,22,18,30,102250,101050,99890,96.33,0.7000000000000001,3.36,3.5300000000000002,3.56,3.5700000000000003,3.59,3.59,3.6,3.62,3.72,124.71000000000001,124.31,124.01,123.7,123.37,123.06,122.69,122.37,125.52,18.97,18.61,18.44,18.25,18.05,17.87,17.71,17.56,17.29,N/A,N/A -2012,11,22,19,30,102240,101040,99880,96.67,0,3.85,3.97,3.96,3.92,3.87,3.8200000000000003,3.74,3.7,4.12,125.12,125.04,124.88000000000001,124.69,124.42,124.14,124,125.18,148.28,18.75,18.36,18.16,17.94,17.75,17.580000000000002,17.31,17.13,18.18,N/A,N/A -2012,11,22,20,30,102200,101000,99850,96.72,0,4.23,4.37,4.3500000000000005,4.3100000000000005,4.2700000000000005,4.23,4.39,4.57,5.01,118.66,118.69,118.64,118.59,118.29,117.88,127.96000000000001,138.82,147.88,18.92,18.56,18.38,18.19,18,17.84,18.05,18.31,18.93,N/A,N/A -2012,11,22,21,30,102170,100980,99830,94.08,0,4.67,4.8500000000000005,4.9,4.98,5.44,6.140000000000001,6.37,6.49,6.55,123.95,124.79,125.96000000000001,128.12,134.6,144.09,147.9,150.24,154.29,19.41,19.09,18.95,18.82,18.98,19.28,19.45,19.57,19.52,N/A,N/A -2012,11,22,22,30,102110,100920,99770,87.41,0,5.94,6.38,6.45,6.48,6.48,6.48,6.45,6.44,6.45,127.03,127.65,128.03,128.45,128.89000000000001,129.34,129.99,130.65,135.47,20.29,19.990000000000002,19.82,19.64,19.46,19.28,19.11,18.95,18.76,N/A,N/A -2012,11,22,23,30,102110,100920,99770,74.42,0,5.84,6.3500000000000005,6.48,6.55,6.59,6.62,6.63,6.65,6.7,139.51,139.93,140.1,140.31,140.53,140.76,141.05,141.34,142.22,20.89,20.64,20.48,20.3,20.12,19.94,19.75,19.580000000000002,19.22,N/A,N/A -2012,11,23,0,30,102120,100930,99780,76.18,0,6.12,6.61,6.69,6.73,6.74,6.75,6.7700000000000005,6.79,7,136.78,137.18,137.47,137.79,138.18,138.59,139.22,139.89000000000001,143.41,20.85,20.59,20.44,20.26,20.080000000000002,19.91,19.73,19.56,19.27,N/A,N/A -2012,11,23,1,30,102130,100950,99790,79.14,0,5.22,5.61,5.68,5.71,5.73,5.74,5.7700000000000005,5.8,6,138.07,138.53,138.93,139.42000000000002,140.04,140.72,142.02,143.36,148.98,20.85,20.61,20.46,20.28,20.1,19.93,19.76,19.61,19.35,N/A,N/A -2012,11,23,2,30,102110,100920,99770,80.68,0,5.63,6.08,6.19,6.3,6.390000000000001,6.47,6.59,6.72,6.99,139.81,140.11,140.5,141.18,142.11,143.18,144.91,146.67000000000002,149.9,20.93,20.71,20.57,20.42,20.27,20.14,20.02,19.92,19.69,N/A,N/A -2012,11,23,3,30,102130,100940,99790,82.19,0,4.2700000000000005,4.86,5.1000000000000005,5.29,5.44,5.58,5.7,5.82,6.04,148.06,149.95000000000002,151.41,153.29,155.28,157.31,159.49,161.55,165.51,20.95,20.75,20.63,20.5,20.38,20.28,20.16,20.04,19.78,N/A,N/A -2012,11,23,4,30,102120,100930,99780,83.36,0,3.58,4.1,4.3500000000000005,4.63,4.88,5.12,5.34,5.55,5.84,156.27,159.53,161.89000000000001,164.67000000000002,167.33,169.96,172.22,174.24,177.18,20.95,20.78,20.7,20.63,20.57,20.52,20.43,20.34,20.05,N/A,N/A -2012,11,23,5,30,102140,100950,99800,83.92,0,3.7,4.17,4.34,4.5,4.63,4.75,4.87,4.97,5.16,158.21,159.18,159.93,160.89000000000001,161.97,163.12,164.64000000000001,166.15,170.24,21.03,20.84,20.71,20.56,20.41,20.26,20.1,19.96,19.69,N/A,N/A -2012,11,23,6,30,102160,100970,99820,83.42,0,3.0500000000000003,3.52,3.75,3.95,4.13,4.28,4.48,4.69,5.09,165.6,169.23,172.04,175.74,179.20000000000002,182.52,185.14000000000001,187.42000000000002,190.51,21.07,20.92,20.830000000000002,20.73,20.62,20.51,20.400000000000002,20.3,20.05,N/A,N/A -2012,11,23,7,30,102190,101000,99850,83.95,0,2.64,3.0500000000000003,3.24,3.46,3.79,4.2,4.46,4.67,5.15,171.13,173.75,176.42000000000002,180.84,186.33,192.8,195.46,196.97,198.33,21.02,20.86,20.76,20.650000000000002,20.59,20.56,20.46,20.36,20.12,N/A,N/A -2012,11,23,8,30,102190,101010,99860,85.32000000000001,0,2.21,2.94,3.33,3.7800000000000002,4.08,4.26,4.45,4.63,4.93,167.94,176.70000000000002,182.99,190.07,194.41,196.78,198.22,199.34,199.64000000000001,21.06,21.1,21.09,21.03,20.94,20.82,20.71,20.6,20.34,N/A,N/A -2012,11,23,9,30,102230,101040,99890,85.83,0,1.6300000000000001,2.24,2.5,2.84,3.11,3.35,3.59,3.81,4.21,191.04,196,199.48000000000002,202.98000000000002,205.20000000000002,206.52,207.27,207.83,208.41,21.17,21.12,21.07,20.990000000000002,20.89,20.78,20.650000000000002,20.53,20.27,N/A,N/A -2012,11,23,10,30,102240,101050,99900,86.43,0,1.6500000000000001,2.31,2.64,2.96,3.18,3.33,3.5100000000000002,3.69,4.01,173.21,181.17000000000002,186.87,192.71,196.35,198.46,200.01,201.32,201.55,21.02,21.03,21,20.91,20.81,20.72,20.66,20.62,20.44,N/A,N/A -2012,11,23,11,30,102260,101080,99930,87.28,0,1.96,2.2,2.34,2.56,2.7600000000000002,2.95,3.12,3.2800000000000002,3.59,139.44,158.98,169.86,177.51,183.02,187.1,190.27,193.03,198.46,20.81,20.82,20.81,20.71,20.61,20.5,20.38,20.26,20.05,N/A,N/A -2012,11,23,12,30,102280,101090,99940,87.16,0,1.86,2.44,2.7,2.9,2.99,3.02,3.1,3.18,3.42,168.42000000000002,174.36,179.61,186.76,191.09,193.54,196.22,198.74,201.96,20.94,20.900000000000002,20.85,20.76,20.63,20.47,20.35,20.25,20.080000000000002,N/A,N/A -2012,11,23,13,30,102300,101120,99970,87.9,0,1.71,2.0300000000000002,2.15,2.22,2.29,2.34,2.47,2.62,3.04,156.22,160.70000000000002,167.20000000000002,179.78,188.26,194.12,199.67000000000002,204.87,209.1,20.85,20.7,20.64,20.61,20.56,20.5,20.490000000000002,20.5,20.42,N/A,N/A -2012,11,23,14,30,102340,101150,100000,87.44,0,1.43,1.57,1.61,1.6400000000000001,1.74,1.9000000000000001,2.11,2.33,2.71,146.17000000000002,159.88,169.31,179.64000000000001,188.05,195.65,200.59,204.74,208.42000000000002,20.85,20.82,20.8,20.76,20.740000000000002,20.73,20.740000000000002,20.740000000000002,20.59,N/A,N/A -2012,11,23,15,30,102360,101170,100020,85.54,0,1.03,1.19,1.29,1.43,1.6,1.79,2,2.22,2.59,157.39000000000001,178.64000000000001,190.59,198.47,204.43,209.18,211.77,213.76,214.22,20.98,21.12,21.17,21.11,21.07,21.03,21,20.98,20.79,N/A,N/A -2012,11,23,16,30,102320,101140,99990,86.7,0,1.6,1.84,1.97,2.1,2.2600000000000002,2.43,2.62,2.81,3.14,175.05,188.87,196.51,201.95000000000002,206.12,209.55,212,214.11,217.99,21.06,21.25,21.330000000000002,21.3,21.26,21.23,21.18,21.14,20.93,N/A,N/A -2012,11,23,17,30,102320,101130,99980,89.36,0,1.36,1.59,1.72,1.87,2.0300000000000002,2.19,2.37,2.54,2.84,177.53,193.89000000000001,203.48000000000002,210.87,216.75,221.69,225.92000000000002,229.79,235.8,21.1,21.27,21.36,21.36,21.32,21.26,21.2,21.14,20.96,N/A,N/A -2012,11,23,18,30,102310,101130,99980,90.19,0,0.77,0.96,1.11,1.32,1.5,1.68,1.85,2,2.2600000000000002,174.33,204.08,220.71,230.48000000000002,237.52,242.53,246.22,249.43,253.62,21.18,21.3,21.37,21.37,21.32,21.25,21.17,21.080000000000002,20.87,N/A,N/A -2012,11,23,19,30,102310,101130,99980,90.92,0,0.89,0.6900000000000001,0.64,0.6900000000000001,0.78,0.89,0.99,1.07,1.21,134.14000000000001,165.82,184.08,206.19,221.05,231.99,239.20000000000002,245.12,251.68,21.36,21.39,21.41,21.37,21.3,21.21,21.1,21,20.81,N/A,N/A -2012,11,23,20,30,102300,101110,99970,93.24,1.1,2.52,2.48,2.45,2.5100000000000002,2.65,2.85,3.0700000000000003,3.29,3.63,51.74,44.58,39.050000000000004,31.810000000000002,25.98,20.86,18.16,16.14,16.09,21.21,21.17,21.19,21.23,21.240000000000002,21.23,21.13,21.01,20.67,N/A,N/A -2012,11,23,21,30,102300,101110,99960,92.13,0,4.22,4.51,4.71,5.11,5.43,5.69,5.89,6.0600000000000005,6.34,28.84,28.92,28.6,27.650000000000002,26.71,25.82,25.01,24.29,23.12,20.92,20.650000000000002,20.53,20.44,20.34,20.26,20.14,20.03,19.76,N/A,N/A -2012,11,23,22,30,102330,101140,99980,86.46000000000001,0,9.09,9.82,9.96,10,10.06,10.11,10.26,10.41,10.32,10.94,11.16,11.31,11.52,11.82,12.15,12.89,13.69,16.830000000000002,20.07,19.740000000000002,19.57,19.39,19.22,19.05,18.92,18.8,18.830000000000002,N/A,N/A -2012,11,23,23,30,102390,101190,100030,92.9,0,8.15,8.72,8.84,8.91,9,9.1,9.41,9.73,10.23,12.370000000000001,12.17,11.99,11.72,11.290000000000001,10.77,9.49,8.11,5.05,19.19,18.82,18.650000000000002,18.47,18.32,18.17,18.09,18.03,18.150000000000002,N/A,N/A -2012,11,24,0,30,102390,101190,100030,91.29,0,9.38,10.21,10.4,10.51,10.59,10.66,10.74,10.83,11.22,22.330000000000002,22.43,22.490000000000002,22.55,22.62,22.69,22.78,22.86,23.2,19.17,18.76,18.580000000000002,18.38,18.19,18.02,17.830000000000002,17.66,17.330000000000002,N/A,N/A -2012,11,24,1,30,102480,101270,100110,89.77,5.5,11.620000000000001,12.69,12.92,13.030000000000001,13.09,13.120000000000001,13.13,13.13,13.11,22.06,22.02,21.96,21.91,21.85,21.8,21.75,21.7,21.61,18.23,17.740000000000002,17.53,17.330000000000002,17.13,16.94,16.740000000000002,16.55,16.18,N/A,N/A -2012,11,24,2,30,102550,101340,100170,89.78,0,11.44,12.38,12.58,12.66,12.69,12.700000000000001,12.67,12.64,12.55,19.27,19.57,19.78,19.98,20.19,20.39,20.61,20.830000000000002,21.34,16.91,16.34,16.12,15.9,15.69,15.5,15.3,15.11,14.73,N/A,N/A -2012,11,24,3,30,102590,101370,100190,77.98,0,11.71,12.68,12.88,12.98,13.01,13.030000000000001,13.01,12.99,12.93,19.13,19.53,19.77,20,20.22,20.42,20.66,20.89,21.42,15.98,15.36,15.120000000000001,14.9,14.69,14.5,14.290000000000001,14.11,13.73,N/A,N/A -2012,11,24,4,30,102590,101370,100190,64.81,0,12.82,13.97,14.24,14.38,14.47,14.530000000000001,14.56,14.58,14.61,27.07,27.36,27.53,27.7,27.86,28.02,28.19,28.35,28.740000000000002,16.15,15.52,15.280000000000001,15.06,14.85,14.66,14.46,14.27,13.9,N/A,N/A -2012,11,24,5,30,102620,101400,100210,68.27,0,11.98,13.05,13.32,13.46,13.55,13.620000000000001,13.66,13.700000000000001,13.74,27.8,28.07,28.25,28.42,28.580000000000002,28.740000000000002,28.900000000000002,29.05,29.400000000000002,15.83,15.200000000000001,14.96,14.74,14.530000000000001,14.33,14.13,13.94,13.56,N/A,N/A -2012,11,24,6,30,102630,101410,100230,69.21000000000001,0,11.72,12.75,13.01,13.15,13.24,13.3,13.35,13.39,13.44,29.07,29.330000000000002,29.5,29.66,29.810000000000002,29.95,30.1,30.240000000000002,30.54,15.68,15.040000000000001,14.8,14.58,14.370000000000001,14.18,13.97,13.780000000000001,13.41,N/A,N/A -2012,11,24,7,30,102660,101440,100250,67.97,0,12.030000000000001,13.08,13.33,13.46,13.530000000000001,13.59,13.61,13.63,13.64,28.89,29.14,29.3,29.45,29.6,29.740000000000002,29.88,30.02,30.32,15.34,14.67,14.42,14.200000000000001,13.98,13.790000000000001,13.58,13.39,13.01,N/A,N/A -2012,11,24,8,30,102690,101460,100270,69.03,0,12.76,13.86,14.11,14.23,14.3,14.34,14.34,14.35,14.32,31.240000000000002,31.55,31.740000000000002,31.92,32.09,32.25,32.42,32.58,32.93,14.450000000000001,13.72,13.46,13.23,13.01,12.81,12.6,12.41,12.02,N/A,N/A -2012,11,24,9,30,102700,101470,100270,67.32000000000001,0,12.870000000000001,13.96,14.21,14.33,14.39,14.43,14.44,14.44,14.4,31.02,31.25,31.41,31.55,31.7,31.830000000000002,31.98,32.12,32.43,13.73,12.96,12.69,12.46,12.24,12.040000000000001,11.83,11.64,11.26,N/A,N/A -2012,11,24,10,30,102720,101490,100290,69.44,0,12.040000000000001,13.01,13.22,13.33,13.38,13.41,13.41,13.41,13.38,30.72,30.990000000000002,31.17,31.330000000000002,31.490000000000002,31.64,31.8,31.95,32.28,13.13,12.36,12.09,11.85,11.63,11.44,11.23,11.040000000000001,10.66,N/A,N/A -2012,11,24,11,30,102720,101490,100290,73.13,0,11.65,12.55,12.74,12.83,12.870000000000001,12.89,12.88,12.88,12.84,32.47,32.82,33.03,33.230000000000004,33.43,33.61,33.82,34.01,34.43,12.75,11.97,11.700000000000001,11.47,11.25,11.06,10.85,10.66,10.290000000000001,N/A,N/A -2012,11,24,12,30,102750,101510,100310,76.79,0,10.78,11.56,11.72,11.790000000000001,11.82,11.83,11.82,11.81,11.76,36.79,37.26,37.550000000000004,37.81,38.07,38.31,38.57,38.83,39.37,12.51,11.74,11.48,11.25,11.03,10.83,10.63,10.44,10.06,N/A,N/A -2012,11,24,13,30,102760,101530,100320,78.23,0,10.200000000000001,10.91,11.05,11.11,11.13,11.15,11.13,11.120000000000001,11.07,38.42,39,39.35,39.68,40.01,40.31,40.63,40.93,41.56,12.42,11.67,11.41,11.18,10.96,10.76,10.55,10.36,9.98,N/A,N/A -2012,11,24,14,30,102780,101540,100330,77.75,0,9.5,10.120000000000001,10.23,10.28,10.290000000000001,10.290000000000001,10.27,10.25,10.200000000000001,37.27,37.88,38.25,38.59,38.94,39.24,39.58,39.89,40.550000000000004,12.22,11.49,11.22,10.99,10.78,10.58,10.370000000000001,10.18,9.8,N/A,N/A -2012,11,24,15,30,102760,101520,100320,78.08,0,8.97,9.52,9.63,9.67,9.68,9.68,9.67,9.65,9.6,36.81,37.38,37.730000000000004,38.06,38.38,38.67,38.99,39.28,39.9,12.18,11.46,11.21,10.98,10.76,10.56,10.36,10.16,9.78,N/A,N/A -2012,11,24,16,30,102730,101490,100290,75.19,0,8,8.45,8.52,8.55,8.55,8.540000000000001,8.51,8.49,8.43,32.61,33.14,33.480000000000004,33.79,34.1,34.38,34.68,34.980000000000004,35.58,12.25,11.56,11.31,11.09,10.870000000000001,10.68,10.47,10.28,9.89,N/A,N/A -2012,11,24,17,30,102670,101430,100230,68.21000000000001,0,7.11,7.48,7.54,7.5600000000000005,7.55,7.54,7.5200000000000005,7.5,7.45,28.310000000000002,28.740000000000002,29.02,29.27,29.53,29.76,30.01,30.25,30.77,12.39,11.73,11.49,11.26,11.05,10.86,10.65,10.46,10.07,N/A,N/A -2012,11,24,18,30,102620,101380,100190,62.85,0,6.42,6.76,6.82,6.8500000000000005,6.8500000000000005,6.86,6.8500000000000005,6.8500000000000005,6.82,25.68,25.87,25.98,26.09,26.2,26.3,26.41,26.51,26.71,12.97,12.35,12.11,11.89,11.67,11.48,11.27,11.08,10.69,N/A,N/A -2012,11,24,19,30,102580,101350,100160,57.800000000000004,0,5.29,5.5600000000000005,5.61,5.64,5.65,5.66,5.66,5.66,5.66,26.28,26.27,26.25,26.240000000000002,26.23,26.22,26.21,26.2,26.19,13.66,13.09,12.86,12.65,12.43,12.25,12.030000000000001,11.84,11.450000000000001,N/A,N/A -2012,11,24,20,30,102520,101290,100100,54.050000000000004,0,4.7,4.93,4.98,5,5.01,5.0200000000000005,5.03,5.03,5.03,23.900000000000002,23.96,23.98,23.990000000000002,24.01,24.03,24.04,24.07,24.1,14.32,13.790000000000001,13.57,13.35,13.14,12.950000000000001,12.74,12.55,12.15,N/A,N/A -2012,11,24,21,30,102470,101250,100060,51.29,0,3.97,4.16,4.2,4.22,4.24,4.25,4.26,4.26,4.28,21.98,22.12,22.21,22.29,22.37,22.43,22.51,22.580000000000002,22.71,14.88,14.38,14.16,13.950000000000001,13.74,13.55,13.34,13.15,12.75,N/A,N/A -2012,11,24,22,30,102430,101210,100030,49.45,0,3.71,3.89,3.93,3.96,3.97,3.98,3.99,4,4.0200000000000005,24.79,24.740000000000002,24.72,24.7,24.68,24.66,24.650000000000002,24.63,24.61,15.38,14.9,14.69,14.48,14.27,14.08,13.870000000000001,13.68,13.280000000000001,N/A,N/A -2012,11,24,23,30,102400,101180,99990,49.19,0,3.65,3.8200000000000003,3.85,3.87,3.88,3.89,3.89,3.89,3.9,29.1,29.04,28.990000000000002,28.94,28.900000000000002,28.87,28.830000000000002,28.8,28.73,15.77,15.3,15.09,14.89,14.67,14.49,14.27,14.08,13.69,N/A,N/A -2012,11,25,0,30,102380,101170,99980,49.33,0,4.33,4.5200000000000005,4.55,4.5600000000000005,4.5600000000000005,4.5600000000000005,4.55,4.54,4.5200000000000005,33.71,33.79,33.83,33.86,33.89,33.93,33.97,33.99,34.05,15.94,15.46,15.25,15.040000000000001,14.83,14.64,14.43,14.24,13.84,N/A,N/A -2012,11,25,1,30,102360,101140,99950,50.730000000000004,0,4.62,4.78,4.78,4.76,4.73,4.71,4.68,4.64,4.58,31.11,32.2,32.86,33.49,34.1,34.65,35.24,35.78,36.93,15.74,15.26,15.05,14.84,14.63,14.450000000000001,14.24,14.05,13.66,N/A,N/A -2012,11,25,2,30,102340,101120,99940,51.32,0,3.95,4.07,4.0600000000000005,4.04,4.0200000000000005,3.99,3.96,3.93,3.86,55.33,55.96,56.31,56.660000000000004,57,57.31,57.660000000000004,57.99,58.7,15.72,15.24,15.030000000000001,14.83,14.620000000000001,14.44,14.23,14.040000000000001,13.65,N/A,N/A -2012,11,25,3,30,102300,101080,99900,55.72,0,3.61,3.7600000000000002,3.7800000000000002,3.79,3.79,3.79,3.79,3.7800000000000002,3.7800000000000002,61.92,63.18,63.870000000000005,64.51,65.11,65.66,66.24,66.78,67.89,15.790000000000001,15.32,15.11,14.91,14.700000000000001,14.51,14.31,14.11,13.72,N/A,N/A -2012,11,25,4,30,102250,101040,99860,59.19,0,3.3200000000000003,3.48,3.5100000000000002,3.5300000000000002,3.5500000000000003,3.56,3.5700000000000003,3.58,3.59,73.58,74.75,75.43,76.06,76.66,77.2,77.76,78.28,79.36,15.89,15.43,15.23,15.02,14.82,14.63,14.42,14.23,13.84,N/A,N/A -2012,11,25,5,30,102200,100990,99810,61.63,0,3.19,3.31,3.33,3.33,3.33,3.3200000000000003,3.3200000000000003,3.31,3.3000000000000003,96.52,97.22,97.60000000000001,97.96000000000001,98.31,98.64,98.97,99.27,99.95,16.17,15.72,15.51,15.31,15.1,14.92,14.71,14.52,14.13,N/A,N/A -2012,11,25,6,30,102180,100970,99790,58.82,0,3.16,3.27,3.2800000000000002,3.2800000000000002,3.27,3.27,3.2600000000000002,3.25,3.23,118.45,119.09,119.5,119.89,120.27,120.62,121,121.36,122.12,16.47,16.03,15.83,15.63,15.43,15.24,15.030000000000001,14.84,14.450000000000001,N/A,N/A -2012,11,25,7,30,102160,100950,99770,60.75,0,3.09,3.18,3.18,3.18,3.16,3.15,3.14,3.13,3.1,130.24,130.93,131.38,131.82,132.24,132.63,133.05,133.45,134.28,16.71,16.28,16.080000000000002,15.88,15.68,15.49,15.290000000000001,15.1,14.71,N/A,N/A -2012,11,25,8,30,102120,100910,99740,62.33,0,2.54,2.65,2.67,2.68,2.69,2.7,2.71,2.71,2.72,145.72,146.01,146.22,146.42000000000002,146.62,146.8,147,147.18,147.56,16.97,16.55,16.36,16.15,15.950000000000001,15.76,15.56,15.370000000000001,14.98,N/A,N/A -2012,11,25,9,30,102090,100880,99710,62.78,0,2.7800000000000002,2.89,2.91,2.92,2.92,2.92,2.92,2.92,2.92,147.11,147.85,148.29,148.70000000000002,149.09,149.45000000000002,149.83,150.18,150.91,17.18,16.77,16.57,16.37,16.17,15.98,15.77,15.58,15.19,N/A,N/A -2012,11,25,10,30,102070,100860,99690,63.690000000000005,0,2.19,2.3000000000000003,2.33,2.35,2.37,2.38,2.4,2.41,2.43,156.03,156.61,157,157.37,157.71,158.03,158.37,158.67000000000002,159.31,17.45,17.06,16.86,16.66,16.46,16.27,16.07,15.88,15.49,N/A,N/A -2012,11,25,11,30,102060,100850,99680,64.52,0,2.2,2.32,2.36,2.38,2.4,2.42,2.44,2.46,2.5,156.59,156.98,157.27,157.54,157.8,158.04,158.28,158.52,159.02,17.6,17.21,17.02,16.82,16.62,16.43,16.23,16.04,15.65,N/A,N/A -2012,11,25,12,30,102050,100840,99680,65.58,0,2.41,2.54,2.57,2.6,2.62,2.64,2.66,2.68,2.71,155.11,155.5,155.75,155.98,156.20000000000002,156.4,156.61,156.81,157.22,17.830000000000002,17.44,17.25,17.05,16.85,16.66,16.46,16.27,15.88,N/A,N/A -2012,11,25,13,30,102040,100830,99670,68.08,0,2.67,2.81,2.85,2.87,2.9,2.92,2.94,2.95,2.99,154.74,155.23,155.58,155.9,156.20000000000002,156.48,156.78,157.05,157.63,18.01,17.63,17.44,17.240000000000002,17.04,16.85,16.65,16.46,16.07,N/A,N/A -2012,11,25,14,30,102050,100850,99680,70.53,0,3.16,3.34,3.39,3.43,3.45,3.48,3.5,3.52,3.5500000000000003,144.52,144.99,145.33,145.64000000000001,145.94,146.22,146.51,146.77,147.32,18.23,17.85,17.66,17.46,17.26,17.07,16.87,16.68,16.29,N/A,N/A -2012,11,25,15,30,102040,100840,99670,70.56,0,3.6,3.79,3.83,3.85,3.86,3.87,3.87,3.88,3.88,147.91,148.45000000000002,148.81,149.17000000000002,149.5,149.8,150.13,150.43,151.07,18.490000000000002,18.11,17.92,17.72,17.53,17.34,17.13,16.95,16.55,N/A,N/A -2012,11,25,16,30,102010,100810,99650,73.2,0,3.93,4.16,4.22,4.25,4.28,4.3,4.32,4.33,4.36,144.36,144.87,145.22,145.55,145.85,146.14000000000001,146.44,146.72,147.29,18.68,18.31,18.12,17.92,17.72,17.53,17.330000000000002,17.150000000000002,16.76,N/A,N/A -2012,11,25,17,30,101940,100750,99590,73.86,0,3.61,3.83,3.89,3.92,3.96,3.98,4,4.0200000000000005,4.0600000000000005,146.16,146.6,146.86,147.11,147.33,147.53,147.74,147.93,148.35,18.900000000000002,18.54,18.36,18.150000000000002,17.96,17.77,17.57,17.38,16.990000000000002,N/A,N/A -2012,11,25,18,30,101920,100720,99570,75.94,0,4.3100000000000005,4.59,4.67,4.72,4.75,4.78,4.8100000000000005,4.83,4.87,148.9,149.21,149.42000000000002,149.63,149.81,149.99,150.17000000000002,150.34,150.69,19.240000000000002,18.88,18.69,18.490000000000002,18.3,18.11,17.91,17.72,17.330000000000002,N/A,N/A -2012,11,25,19,30,101870,100680,99520,77.03,0,4.21,4.46,4.5200000000000005,4.5600000000000005,4.58,4.6000000000000005,4.61,4.62,4.64,140.05,140.65,141.06,141.46,141.84,142.19,142.57,142.91,143.68,19.400000000000002,19.05,18.87,18.67,18.48,18.29,18.09,17.900000000000002,17.52,N/A,N/A -2012,11,25,20,30,101820,100630,99470,77.63,0,4.23,4.53,4.61,4.65,4.69,4.72,4.74,4.76,4.79,141.65,142.08,142.37,142.65,142.91,143.15,143.4,143.63,144.12,19.69,19.36,19.18,18.98,18.78,18.6,18.39,18.21,17.82,N/A,N/A -2012,11,25,21,30,101770,100580,99430,77.32000000000001,0,4.64,4.96,5.03,5.07,5.1000000000000005,5.12,5.13,5.15,5.16,142.71,143.21,143.55,143.87,144.18,144.46,144.77,145.05,145.67000000000002,19.93,19.6,19.43,19.23,19.04,18.85,18.650000000000002,18.47,18.080000000000002,N/A,N/A -2012,11,25,22,30,101740,100550,99400,79.26,0,5.17,5.58,5.7,5.76,5.82,5.86,5.89,5.92,5.97,139.81,140.31,140.65,140.96,141.25,141.52,141.81,142.07,142.65,20.12,19.81,19.64,19.45,19.26,19.07,18.87,18.69,18.3,N/A,N/A -2012,11,25,23,30,101710,100530,99380,79.89,0,5.82,6.29,6.41,6.47,6.5200000000000005,6.55,6.57,6.58,6.61,140.96,141.27,141.5,141.74,141.97,142.18,142.41,142.62,143.08,20.35,20.05,19.88,19.69,19.5,19.31,19.12,18.93,18.54,N/A,N/A -2012,11,26,0,30,101710,100520,99380,80.60000000000001,0,6.12,6.7,6.86,6.96,7.03,7.08,7.13,7.16,7.22,141.55,141.96,142.24,142.54,142.8,143.05,143.32,143.56,144.09,20.63,20.36,20.2,20,19.82,19.63,19.44,19.26,18.88,N/A,N/A -2012,11,26,1,30,101680,100500,99350,83.11,0,6.48,7.07,7.23,7.33,7.41,7.48,7.57,7.65,7.9,148.41,148.53,148.62,148.74,148.87,149.01,149.20000000000002,149.39000000000001,149.98,20.81,20.56,20.41,20.23,20.05,19.88,19.69,19.52,19.17,N/A,N/A -2012,11,26,2,30,101660,100480,99340,86.32000000000001,0,5.84,6.63,6.96,7.25,7.51,7.75,7.98,8.19,8.57,148.02,148.35,148.64000000000001,149.07,149.52,149.99,150.57,151.13,152.6,20.97,20.79,20.67,20.53,20.400000000000002,20.27,20.13,20,19.71,N/A,N/A -2012,11,26,3,30,101630,100450,99310,87.47,0,6.63,7.5600000000000005,7.9,8.19,8.45,8.68,8.89,9.09,9.450000000000001,152.62,153.08,153.44,153.91,154.42000000000002,154.96,155.55,156.12,157.38,21.23,21.06,20.94,20.79,20.650000000000002,20.5,20.35,20.2,19.89,N/A,N/A -2012,11,26,4,30,101590,100410,99270,88.51,0,6.21,7.19,7.59,7.95,8.28,8.58,8.870000000000001,9.14,9.63,152.03,152.86,153.51,154.43,155.46,156.58,157.78,158.96,160.93,21.32,21.19,21.09,20.97,20.85,20.73,20.6,20.48,20.2,N/A,N/A -2012,11,26,5,30,101580,100400,99260,91.24,0,5.46,6.41,6.8100000000000005,7.18,7.5200000000000005,7.84,8.16,8.46,9.06,150.95000000000002,151.74,152.46,153.51,154.65,155.89000000000001,157.31,158.71,162.06,21.29,21.17,21.080000000000002,20.97,20.85,20.740000000000002,20.62,20.51,20.29,N/A,N/A -2012,11,26,6,30,101580,100400,99260,92.7,0,5.19,6.08,6.47,6.87,7.2700000000000005,7.68,8.120000000000001,8.55,9.36,145.3,146.65,147.79,149.37,150.97,152.65,154.14000000000001,155.49,157.41,21.42,21.29,21.2,21.1,21,20.92,20.830000000000002,20.75,20.55,N/A,N/A -2012,11,26,7,30,101580,100400,99260,94.52,0,4.94,5.99,6.47,6.96,7.41,7.8500000000000005,8.290000000000001,8.700000000000001,9.6,152.82,155.16,156.96,159.35,161.8,164.36,167.16,169.89000000000001,175.52,21.54,21.44,21.36,21.26,21.17,21.07,20.96,20.86,20.63,N/A,N/A -2012,11,26,8,30,101560,100380,99250,95.7,0,4.62,5.65,6.1000000000000005,6.55,6.94,7.3,7.66,7.99,9.25,166.17000000000002,168.58,170.52,172.9,175.27,177.73,180.16,182.47,187.06,21.59,21.5,21.44,21.35,21.27,21.19,21.11,21.03,20.89,N/A,N/A -2012,11,26,9,30,101570,100400,99260,95.06,0,5.46,6.72,7.32,7.92,8.47,8.99,9.49,9.96,10.74,183.16,184.32,185.32,186.22,186.9,187.42000000000002,187.88,188.29,189.4,21.81,21.830000000000002,21.81,21.75,21.68,21.59,21.5,21.41,21.21,N/A,N/A -2012,11,26,10,30,101580,100410,99280,93.61,0,6.25,7.640000000000001,8.23,8.78,9.22,9.6,9.9,10.15,10.5,191.65,191.91,192.28,192.99,193.77,194.67000000000002,195.64000000000001,196.6,198.94,22.13,22.17,22.150000000000002,22.09,22.02,21.93,21.830000000000002,21.72,21.44,N/A,N/A -2012,11,26,11,30,101590,100420,99290,94.10000000000001,0,5.5200000000000005,6.87,7.43,7.92,8.36,8.77,9.17,9.55,10.21,192.72,194.14000000000001,195.47,197.43,199.34,201.3,203.11,204.77,207.74,22.03,22.1,22.09,22.04,21.98,21.89,21.79,21.68,21.43,N/A,N/A -2012,11,26,12,30,101610,100440,99300,94.95,0,4.44,5.82,6.43,7.0200000000000005,7.51,7.930000000000001,8.27,8.57,8.97,192.99,195.6,197.8,200.74,203.68,206.73000000000002,209.26,211.46,214.27,21.84,21.900000000000002,21.91,21.900000000000002,21.86,21.81,21.71,21.6,21.32,N/A,N/A -2012,11,26,13,30,101620,100450,99320,95.39,0,3.45,4.82,5.41,5.94,6.44,6.94,7.42,7.88,8.370000000000001,201.27,204.83,207.70000000000002,211.47,214.79,217.86,219.79,221.18,221.71,21.77,21.91,21.93,21.89,21.830000000000002,21.740000000000002,21.64,21.54,21.25,N/A,N/A -2012,11,26,14,30,101670,100490,99360,96.37,0,2.87,4.14,4.74,5.34,6.1000000000000005,7.08,7.61,7.91,8.65,198.18,202.48000000000002,205.69,209.25,212.6,216.09,217.46,217.85,217.93,21.6,21.7,21.72,21.72,21.71,21.7,21.62,21.52,21.29,N/A,N/A -2012,11,26,15,30,101670,100500,99360,97,0,2.99,4.2,4.82,5.5600000000000005,6.54,7.8500000000000005,8.41,8.64,9.200000000000001,195.29,200.58,204.43,208.49,211,212.25,212.70000000000002,212.81,213.25,21.61,21.68,21.72,21.740000000000002,21.81,21.900000000000002,21.87,21.8,21.61,N/A,N/A -2012,11,26,16,30,101680,100510,99370,97.72,0,2.82,3.94,4.54,5.23,6.09,7.18,7.78,8.15,8.9,185.61,191.42000000000002,195.21,198.19,202.73000000000002,209.07,212.27,213.95000000000002,216.17000000000002,21.71,21.71,21.72,21.72,21.78,21.89,21.88,21.82,21.67,N/A,N/A -2012,11,26,17,30,101690,100510,99380,94.01,0,3.99,5,5.48,5.99,6.47,6.94,7.37,7.7700000000000005,9.19,205.21,207.81,209.66,211.66,213.34,214.82,215.57,216.02,218.07,22.150000000000002,22.11,22.07,22.02,21.95,21.88,21.79,21.69,21.6,N/A,N/A -2012,11,26,18,30,101660,100490,99350,92.55,0,4.28,5.3500000000000005,5.8500000000000005,6.4,6.91,7.4,7.88,8.34,9.35,216.42000000000002,217.33,218.01,218.78,219.45000000000002,220.09,220.6,221.05,221.53,22.39,22.32,22.27,22.21,22.150000000000002,22.080000000000002,22.01,21.94,21.79,N/A,N/A -2012,11,26,19,30,101670,100500,99360,92.48,0,4.58,5.55,5.96,6.4,6.8,7.19,7.58,7.94,8.73,202.57,204.65,206.18,208.03,209.71,211.32,212.70000000000002,213.93,215.89000000000001,22.47,22.39,22.330000000000002,22.25,22.17,22.080000000000002,21.990000000000002,21.900000000000002,21.7,N/A,N/A -2012,11,26,20,30,101660,100490,99360,92.42,0,4.19,5.2700000000000005,5.75,6.25,6.7,7.11,7.51,7.87,8.64,198.79,201.01,202.59,204.44,206.04,207.5,208.72,209.79,211.82,22.490000000000002,22.44,22.400000000000002,22.330000000000002,22.26,22.17,22.07,21.97,21.76,N/A,N/A -2012,11,26,21,30,101660,100490,99360,93.13,0,3.99,5.24,5.84,6.46,7.0200000000000005,7.54,8.01,8.44,9.33,207.66,209.3,210.5,211.85,213.06,214.18,215.13,215.97,217.43,22.44,22.47,22.45,22.42,22.37,22.31,22.22,22.14,21.95,N/A,N/A -2012,11,26,22,30,101670,100500,99370,93.25,0,3.96,5.23,5.8,6.390000000000001,6.92,7.42,7.97,8.52,9.05,203.59,206.6,208.76,211.06,212.99,214.68,216.27,217.77,218.86,22.3,22.400000000000002,22.41,22.39,22.35,22.3,22.23,22.17,21.93,N/A,N/A -2012,11,26,23,30,101700,100520,99390,93.92,0,3.65,4.98,5.58,6.19,6.83,7.55,7.930000000000001,8.15,8.620000000000001,203.57,207.1,209.69,212.56,215.44,218.48000000000002,219.83,220.48000000000002,221.73000000000002,22.080000000000002,22.26,22.31,22.330000000000002,22.34,22.330000000000002,22.26,22.17,21.93,N/A,N/A -2012,11,27,0,30,101710,100540,99410,94.43,0,3.69,5.0200000000000005,5.63,6.25,6.88,7.55,7.890000000000001,8.08,8.47,197.13,202.37,206.31,210.82,214.75,218.37,219.97,220.69,222,21.95,22.18,22.27,22.34,22.38,22.41,22.36,22.28,22.07,N/A,N/A -2012,11,27,1,30,101740,100570,99440,95.34,0,2.99,4.36,5.07,5.97,6.53,6.78,7.05,7.3,7.7700000000000005,200.51,204.56,208.61,215.5,219.75,221.52,223.01,224.32,226.13,21.830000000000002,22.06,22.19,22.35,22.400000000000002,22.38,22.35,22.32,22.17,N/A,N/A -2012,11,27,2,30,101770,100600,99470,95.19,0,3.37,4.75,5.44,6.18,6.6000000000000005,6.74,6.92,7.12,7.48,192.94,199.8,205.41,212.84,217.37,219.38,220.97,222.33,224.67000000000002,21.81,22.1,22.240000000000002,22.37,22.43,22.43,22.400000000000002,22.37,22.240000000000002,N/A,N/A -2012,11,27,3,30,101800,100620,99490,95.52,0,3.65,5.07,5.8,6.62,7.1000000000000005,7.2700000000000005,7.390000000000001,7.49,7.69,203.9,208.61,212.61,218.19,222.21,224.84,226.88,228.59,230.99,21.75,22.02,22.17,22.35,22.41,22.39,22.38,22.36,22.22,N/A,N/A -2012,11,27,4,30,101810,100640,99500,95.44,0,3.81,5.19,5.9,6.74,7.34,7.74,7.87,7.88,7.96,220.29,222.32,224.28,227.59,231.24,235.20000000000002,237.36,238.70000000000002,241.46,21.77,21.96,22.07,22.22,22.29,22.32,22.27,22.21,22.06,N/A,N/A -2012,11,27,5,30,101830,100650,99520,95.24,0,4.45,5.76,6.4,7.140000000000001,7.76,8.31,8.45,8.44,8.31,219.55,221.72,223.57,226.23000000000002,229.23000000000002,232.58,235.37,237.72,239.87,21.79,21.92,21.98,22.07,22.150000000000002,22.2,22.17,22.12,21.91,N/A,N/A -2012,11,27,6,30,101850,100680,99540,95.07000000000001,0,4.67,5.96,6.55,7.17,7.7700000000000005,8.370000000000001,8.66,8.84,8.69,233.15,233.91,234.61,235.84,237.52,239.64000000000001,242.46,245.32,247.21,21.79,21.88,21.91,21.93,21.96,22.01,22.01,22,21.75,N/A,N/A -2012,11,27,7,30,101900,100720,99580,95.26,0,4.72,5.98,6.53,7.08,7.58,8.06,8.55,9.02,9.47,239.08,240.33,241.17000000000002,242.29,243.39000000000001,244.51,246.13,247.86,252.78,21.75,21.78,21.77,21.73,21.69,21.63,21.59,21.56,21.5,N/A,N/A -2012,11,27,8,30,101890,100700,99550,85.58,0,3.35,3.8000000000000003,3.93,4.0600000000000005,4.19,4.3,4.42,4.53,4.73,305.7,306.39,306.8,307.22,307.99,308.77,309.94,311.12,313.8,21.11,20.82,20.64,20.47,20.28,20.11,19.91,19.73,19.36,N/A,N/A -2012,11,27,9,30,102020,100820,99660,86.18,0,10.11,10.89,11.040000000000001,11.09,11.09,11.06,11.01,10.96,10.82,336.77,337.15000000000003,337.41,337.65000000000003,337.89,338.11,338.35,338.58,339.1,18.47,18.01,17.81,17.6,17.400000000000002,17.21,17.02,16.84,16.46,N/A,N/A -2012,11,27,10,30,102050,100850,99680,83.47,0,7.78,8.3,8.4,8.44,8.44,8.44,8.43,8.41,8.39,340.87,341.07,341.28000000000003,341.49,341.72,341.93,342.22,342.5,343.36,17.82,17.36,17.16,16.96,16.76,16.580000000000002,16.38,16.2,15.82,N/A,N/A -2012,11,27,11,30,102160,100950,99780,83.3,0,11,11.86,12.030000000000001,12.09,12.09,12.08,12.040000000000001,12,11.870000000000001,335.16,335.53000000000003,335.73,335.93,336.12,336.31,336.52,336.71,337.18,16.740000000000002,16.16,15.93,15.71,15.5,15.31,15.11,14.92,14.540000000000001,N/A,N/A -2012,11,27,12,30,102240,101030,99850,81.23,0,11.05,11.94,12.13,12.21,12.25,12.26,12.25,12.24,12.19,339.72,339.89,340,340.1,340.21,340.31,340.43,340.55,340.87,16.23,15.63,15.39,15.18,14.97,14.780000000000001,14.58,14.39,14.02,N/A,N/A -2012,11,27,13,30,102270,101060,99880,81.34,0,10.53,11.32,11.47,11.540000000000001,11.56,11.56,11.55,11.53,11.49,351.61,351.83,351.97,352.11,352.26,352.41,352.59000000000003,352.78000000000003,353.31,15.97,15.370000000000001,15.14,14.93,14.73,14.55,14.35,14.17,13.8,N/A,N/A -2012,11,27,14,30,102270,101060,99880,82.15,0,10.09,10.82,10.96,11.02,11.040000000000001,11.040000000000001,11.040000000000001,11.03,11.03,4.76,4.94,5.1000000000000005,5.26,5.43,5.59,5.8,6.0200000000000005,6.61,15.8,15.21,14.98,14.77,14.57,14.38,14.19,14.01,13.64,N/A,N/A -2012,11,27,15,30,102370,101160,99980,82.89,0,8.51,9.08,9.200000000000001,9.24,9.27,9.28,9.27,9.27,9.25,356.12,356.34000000000003,356.56,356.77,356.98,357.19,357.43,357.66,358.24,15.88,15.31,15.09,14.870000000000001,14.67,14.48,14.280000000000001,14.09,13.71,N/A,N/A -2012,11,27,16,30,102440,101220,100040,83.23,0,9.19,9.82,9.950000000000001,9.99,10.01,10.01,10,9.98,9.92,342.99,343.3,343.47,343.64,343.8,343.96,344.15000000000003,344.33,344.77,15.72,15.120000000000001,14.89,14.67,14.47,14.27,14.07,13.88,13.5,N/A,N/A -2012,11,27,17,30,102410,101190,100010,87.2,0,9.44,10.08,10.22,10.26,10.28,10.28,10.26,10.24,10.17,353.89,354.08,354.19,354.3,354.42,354.53000000000003,354.65000000000003,354.77,355.06,15.55,14.950000000000001,14.71,14.49,14.280000000000001,14.09,13.89,13.700000000000001,13.32,N/A,N/A -2012,11,27,18,30,102420,101210,100020,86.78,0,9.65,10.33,10.48,10.540000000000001,10.56,10.57,10.56,10.540000000000001,10.49,352.5,353,353.28000000000003,353.55,353.81,354.05,354.31,354.56,355.08,15.4,14.780000000000001,14.540000000000001,14.32,14.11,13.91,13.71,13.52,13.13,N/A,N/A -2012,11,27,19,30,102450,101230,100050,85.3,0,8.67,9.290000000000001,9.44,9.52,9.58,9.620000000000001,9.64,9.66,9.68,3.69,3.65,3.62,3.58,3.54,3.5100000000000002,3.47,3.44,3.37,15.11,14.5,14.27,14.05,13.83,13.64,13.43,13.24,12.85,N/A,N/A -2012,11,27,20,30,102440,101230,100040,81.11,0,8.6,9.22,9.38,9.46,9.52,9.56,9.59,9.61,9.64,358.13,358.03000000000003,357.97,357.91,357.86,357.81,357.77,357.73,357.65000000000003,15.9,15.33,15.1,14.88,14.67,14.47,14.26,14.07,13.67,N/A,N/A -2012,11,27,21,30,102480,101260,100080,80.4,0,8.63,9.22,9.36,9.43,9.47,9.49,9.5,9.5,9.49,359.43,359.54,359.64,359.74,359.85,359.94,0.06,0.16,0.41000000000000003,15.870000000000001,15.290000000000001,15.06,14.84,14.620000000000001,14.42,14.21,14.02,13.620000000000001,N/A,N/A -2012,11,27,22,30,102520,101300,100120,80.84,0,8.950000000000001,9.540000000000001,9.66,9.700000000000001,9.72,9.72,9.71,9.69,9.64,11.13,11.01,10.89,10.78,10.67,10.56,10.44,10.33,10.07,15.48,14.88,14.64,14.42,14.21,14.01,13.8,13.61,13.22,N/A,N/A -2012,11,27,23,30,102560,101340,100160,82.59,0,8.96,9.56,9.68,9.73,9.74,9.74,9.73,9.71,9.65,20.34,20.21,20.06,19.91,19.76,19.62,19.46,19.330000000000002,19.03,15.15,14.530000000000001,14.3,14.07,13.85,13.66,13.450000000000001,13.26,12.86,N/A,N/A -2012,11,28,0,30,102630,101400,100210,82.15,0,7.75,8.23,8.33,8.370000000000001,8.4,8.41,8.42,8.42,8.41,19.04,19.23,19.36,19.490000000000002,19.61,19.73,19.85,19.97,20.23,14.63,14.030000000000001,13.790000000000001,13.57,13.35,13.16,12.950000000000001,12.76,12.370000000000001,N/A,N/A -2012,11,28,1,30,102650,101420,100230,80.24,0,7.46,7.95,8.05,8.11,8.14,8.17,8.18,8.19,8.21,24.13,23.990000000000002,23.92,23.86,23.8,23.740000000000002,23.68,23.63,23.52,14.780000000000001,14.18,13.950000000000001,13.73,13.52,13.33,13.120000000000001,12.93,12.540000000000001,N/A,N/A -2012,11,28,2,30,102660,101440,100250,79.95,0,8.370000000000001,8.92,9.03,9.07,9.09,9.1,9.09,9.09,9.05,29.21,29.18,29.11,29.04,28.97,28.91,28.84,28.78,28.64,15.030000000000001,14.42,14.19,13.97,13.75,13.56,13.35,13.15,12.76,N/A,N/A -2012,11,28,3,30,102670,101450,100260,79.13,0,8.48,9.040000000000001,9.15,9.19,9.21,9.21,9.200000000000001,9.19,9.14,31.19,31.34,31.44,31.52,31.6,31.66,31.73,31.8,31.94,14.89,14.280000000000001,14.040000000000001,13.82,13.6,13.41,13.200000000000001,13.01,12.61,N/A,N/A -2012,11,28,4,30,102660,101430,100240,77.49,0,8.74,9.32,9.43,9.48,9.49,9.5,9.49,9.47,9.43,31.26,31.55,31.7,31.84,31.970000000000002,32.08,32.2,32.32,32.55,14.57,13.94,13.700000000000001,13.48,13.27,13.07,12.86,12.67,12.280000000000001,N/A,N/A -2012,11,28,5,30,102660,101430,100240,77.99,0,7.61,8.07,8.16,8.19,8.2,8.2,8.19,8.18,8.13,38.34,38.71,38.910000000000004,39.11,39.300000000000004,39.480000000000004,39.67,39.84,40.230000000000004,14.46,13.86,13.63,13.41,13.200000000000001,13.01,12.790000000000001,12.6,12.21,N/A,N/A -2012,11,28,6,30,102660,101440,100250,83.35000000000001,0,7.43,7.86,7.930000000000001,7.95,7.95,7.95,7.930000000000001,7.9,7.8500000000000005,41.82,42.300000000000004,42.61,42.89,43.160000000000004,43.4,43.67,43.92,44.45,14.6,14,13.77,13.55,13.34,13.15,12.94,12.74,12.35,N/A,N/A -2012,11,28,7,30,102700,101470,100280,83.67,0,7.15,7.57,7.65,7.68,7.69,7.69,7.68,7.67,7.640000000000001,43.99,44.550000000000004,44.9,45.22,45.52,45.800000000000004,46.09,46.36,46.92,14.6,14,13.77,13.55,13.34,13.15,12.94,12.74,12.35,N/A,N/A -2012,11,28,8,30,102710,101480,100290,80.42,0,7.6000000000000005,8.07,8.15,8.18,8.19,8.19,8.18,8.17,8.120000000000001,47.24,47.58,47.78,47.96,48.14,48.31,48.480000000000004,48.65,49,14.69,14.09,13.85,13.63,13.42,13.22,13.01,12.82,12.43,N/A,N/A -2012,11,28,9,30,102720,101490,100300,79.63,0,7.15,7.5600000000000005,7.62,7.640000000000001,7.640000000000001,7.640000000000001,7.62,7.6000000000000005,7.54,47.72,48.11,48.32,48.52,48.71,48.89,49.08,49.26,49.64,14.65,14.06,13.83,13.61,13.4,13.200000000000001,12.99,12.8,12.41,N/A,N/A -2012,11,28,10,30,102770,101540,100350,80.71000000000001,0,7.03,7.41,7.47,7.48,7.47,7.46,7.43,7.41,7.34,48.230000000000004,48.550000000000004,48.75,48.93,49.120000000000005,49.28,49.46,49.63,49.99,14.530000000000001,13.94,13.700000000000001,13.48,13.27,13.08,12.870000000000001,12.68,12.290000000000001,N/A,N/A -2012,11,28,11,30,102810,101580,100390,80.55,0,7.36,7.7700000000000005,7.83,7.84,7.84,7.82,7.8,7.7700000000000005,7.7,43.77,44.13,44.37,44.58,44.79,44.980000000000004,45.19,45.39,45.800000000000004,14.39,13.790000000000001,13.55,13.34,13.120000000000001,12.93,12.72,12.530000000000001,12.14,N/A,N/A -2012,11,28,12,30,102850,101620,100430,83,0,7.47,7.9,7.96,7.98,7.98,7.97,7.95,7.930000000000001,7.87,38.78,39.37,39.72,40.04,40.36,40.65,40.96,41.25,41.87,14.08,13.47,13.23,13.01,12.8,12.61,12.4,12.21,11.82,N/A,N/A -2012,11,28,13,30,102890,101660,100460,84.64,0,7.45,7.86,7.930000000000001,7.95,7.94,7.930000000000001,7.91,7.890000000000001,7.83,37.67,38.31,38.7,39.06,39.410000000000004,39.730000000000004,40.08,40.410000000000004,41.12,13.8,13.17,12.94,12.72,12.5,12.31,12.1,11.92,11.53,N/A,N/A -2012,11,28,14,30,102930,101700,100500,84.03,0,7.0600000000000005,7.43,7.48,7.49,7.48,7.47,7.44,7.42,7.3500000000000005,36.07,36.72,37.13,37.51,37.89,38.230000000000004,38.62,38.980000000000004,39.74,13.620000000000001,13.01,12.77,12.55,12.34,12.15,11.94,11.75,11.370000000000001,N/A,N/A -2012,11,28,15,30,102950,101710,100520,83.79,0,6.95,7.32,7.36,7.37,7.36,7.3500000000000005,7.32,7.3,7.23,36.980000000000004,37.59,37.95,38.29,38.62,38.93,39.28,39.61,40.31,13.63,13.02,12.790000000000001,12.57,12.36,12.17,11.96,11.78,11.39,N/A,N/A -2012,11,28,16,30,102920,101690,100490,82.69,0,6.67,7.01,7.05,7.0600000000000005,7.05,7.04,7.01,6.99,6.92,37.480000000000004,37.97,38.29,38.59,38.88,39.15,39.45,39.730000000000004,40.33,13.76,13.16,12.93,12.71,12.5,12.31,12.11,11.92,11.53,N/A,N/A -2012,11,28,17,30,102900,101670,100470,80.05,0,6.03,6.32,6.3500000000000005,6.36,6.3500000000000005,6.34,6.3100000000000005,6.29,6.23,38.410000000000004,38.95,39.27,39.58,39.88,40.160000000000004,40.47,40.76,41.38,13.99,13.41,13.19,12.97,12.76,12.57,12.370000000000001,12.18,11.790000000000001,N/A,N/A -2012,11,28,18,30,102860,101630,100440,73.79,0,5.37,5.61,5.64,5.64,5.63,5.62,5.6000000000000005,5.58,5.5200000000000005,34.84,35.15,35.34,35.52,35.7,35.86,36.050000000000004,36.22,36.6,14.33,13.780000000000001,13.55,13.35,13.14,12.950000000000001,12.75,12.56,12.17,N/A,N/A -2012,11,28,19,30,102830,101600,100410,68.82000000000001,0,4.8100000000000005,5.0200000000000005,5.05,5.0600000000000005,5.0600000000000005,5.05,5.04,5.03,5,36.46,36.58,36.63,36.68,36.730000000000004,36.77,36.83,36.88,36.96,14.870000000000001,14.35,14.13,13.92,13.72,13.530000000000001,13.32,13.13,12.75,N/A,N/A -2012,11,28,20,30,102780,101560,100370,64.61,0,4.29,4.5,4.53,4.55,4.55,4.5600000000000005,4.5600000000000005,4.5600000000000005,4.55,45.88,45.77,45.67,45.59,45.480000000000004,45.39,45.29,45.18,44.95,15.43,14.93,14.72,14.52,14.31,14.13,13.92,13.73,13.34,N/A,N/A -2012,11,28,21,30,102740,101520,100340,62.370000000000005,0,4.12,4.32,4.36,4.38,4.39,4.4,4.41,4.42,4.42,53.26,53.03,52.88,52.72,52.57,52.43,52.25,52.09,51.71,15.99,15.52,15.31,15.1,14.9,14.71,14.51,14.32,13.93,N/A,N/A -2012,11,28,22,30,102700,101480,100300,63.29,0,4.15,4.3500000000000005,4.39,4.42,4.43,4.44,4.44,4.45,4.46,60.43,60.17,59.980000000000004,59.81,59.61,59.44,59.22,59.03,58.6,16.43,15.97,15.76,15.56,15.36,15.17,14.96,14.780000000000001,14.39,N/A,N/A -2012,11,28,23,30,102690,101480,100290,63.35,0,4.84,5.09,5.14,5.16,5.17,5.18,5.18,5.18,5.17,71.22,70.81,70.56,70.31,70.07000000000001,69.85000000000001,69.59,69.35000000000001,68.83,16.75,16.29,16.080000000000002,15.88,15.68,15.49,15.280000000000001,15.09,14.71,N/A,N/A -2012,11,29,0,30,102700,101490,100310,66.26,0,4.98,5.25,5.3,5.32,5.33,5.34,5.34,5.34,5.34,74.99,74.65,74.43,74.23,74.02,73.82000000000001,73.62,73.42,72.97,16.830000000000002,16.37,16.16,15.96,15.76,15.57,15.370000000000001,15.18,14.790000000000001,N/A,N/A -2012,11,29,1,30,102700,101480,100300,64.61,0,5.37,5.71,5.79,5.84,5.87,5.89,5.91,5.92,5.95,74.3,74.55,74.69,74.81,74.93,75.03,75.13,75.23,75.41,17.14,16.68,16.48,16.27,16.06,15.870000000000001,15.67,15.48,15.08,N/A,N/A -2012,11,29,2,30,102680,101470,100290,65.63,0,5.66,6.0200000000000005,6.1000000000000005,6.140000000000001,6.17,6.2,6.21,6.22,6.24,81.62,81.74,81.78,81.81,81.83,81.86,81.88,81.91,81.96000000000001,17.29,16.830000000000002,16.62,16.42,16.21,16.02,15.81,15.620000000000001,15.22,N/A,N/A -2012,11,29,3,30,102660,101440,100260,61.89,0,5.91,6.2700000000000005,6.34,6.38,6.4,6.41,6.41,6.42,6.41,83.87,84.03,84.15,84.26,84.37,84.48,84.59,84.7,84.92,17.44,16.98,16.78,16.57,16.37,16.18,15.97,15.780000000000001,15.39,N/A,N/A -2012,11,29,4,30,102610,101400,100220,63.38,0,5.66,6.0200000000000005,6.1000000000000005,6.15,6.18,6.2,6.22,6.23,6.25,86.42,86.88,87.16,87.42,87.66,87.89,88.12,88.33,88.79,17.53,17.080000000000002,16.88,16.67,16.47,16.28,16.07,15.88,15.49,N/A,N/A -2012,11,29,5,30,102580,101370,100200,66.16,0,5.94,6.32,6.4,6.45,6.48,6.5,6.51,6.5200000000000005,6.53,95.21000000000001,95.86,96.17,96.42,96.66,96.85000000000001,97.03,97.2,97.52,17.73,17.29,17.09,16.88,16.67,16.48,16.27,16.080000000000002,15.68,N/A,N/A -2012,11,29,6,30,102570,101360,100190,66.17,0,5.9,6.26,6.33,6.37,6.38,6.390000000000001,6.390000000000001,6.390000000000001,6.38,98.03,98.53,98.87,99.19,99.51,99.79,100.08,100.34,100.9,17.61,17.18,16.98,16.78,16.57,16.39,16.18,15.99,15.6,N/A,N/A -2012,11,29,7,30,102570,101360,100180,67.69,0,5.64,5.97,6.03,6.05,6.07,6.07,6.07,6.0600000000000005,6.05,103.4,103.93,104.25,104.55,104.83,105.08,105.36,105.61,106.13,17.580000000000002,17.150000000000002,16.95,16.75,16.55,16.36,16.15,15.96,15.57,N/A,N/A -2012,11,29,8,30,102550,101340,100160,70.94,0,5.37,5.68,5.74,5.76,5.78,5.78,5.79,5.78,5.7700000000000005,106.60000000000001,107.11,107.46000000000001,107.79,108.11,108.4,108.71000000000001,109,109.61,17.53,17.1,16.91,16.7,16.5,16.31,16.11,15.92,15.530000000000001,N/A,N/A -2012,11,29,9,30,102540,101330,100150,72.07000000000001,0,4.19,4.46,4.54,4.6000000000000005,4.64,4.69,4.73,4.76,4.84,97.89,98.58,99.07000000000001,99.52,99.95,100.34,100.75,101.12,101.89,17.57,17.16,16.96,16.76,16.56,16.37,16.17,15.98,15.59,N/A,N/A -2012,11,29,10,30,102520,101310,100140,70.44,0,5.28,5.54,5.5600000000000005,5.5600000000000005,5.54,5.5200000000000005,5.49,5.47,5.41,116.26,116.58,116.76,116.93,117.08,117.23,117.39,117.54,117.83,17.79,17.37,17.17,16.97,16.77,16.580000000000002,16.37,16.19,15.790000000000001,N/A,N/A -2012,11,29,11,30,102510,101300,100130,73.74,0,4.48,4.7700000000000005,4.8500000000000005,4.9,4.95,4.98,5.01,5.04,5.1000000000000005,94.54,95.44,96.02,96.55,97.05,97.52,97.98,98.42,99.31,17.71,17.31,17.11,16.91,16.71,16.52,16.32,16.13,15.74,N/A,N/A -2012,11,29,12,30,102500,101290,100120,72.47,0,4.89,5.18,5.24,5.28,5.3,5.32,5.33,5.34,5.3500000000000005,101.08,101.57000000000001,101.89,102.2,102.49000000000001,102.75,103.03,103.29,103.83,17.97,17.56,17.37,17.17,16.97,16.78,16.580000000000002,16.39,16,N/A,N/A -2012,11,29,13,30,102490,101280,100110,75.01,0,4.89,5.19,5.26,5.29,5.32,5.34,5.3500000000000005,5.36,5.38,94.68,95.5,95.97,96.41,96.83,97.2,97.58,97.92,98.65,18.05,17.650000000000002,17.45,17.25,17.05,16.87,16.66,16.48,16.080000000000002,N/A,N/A -2012,11,29,14,30,102500,101300,100130,75.78,0,4.83,5.11,5.17,5.2,5.22,5.23,5.24,5.24,5.24,101.46000000000001,101.8,102.04,102.27,102.51,102.73,102.96000000000001,103.17,103.62,18.150000000000002,17.75,17.56,17.36,17.16,16.97,16.76,16.580000000000002,16.18,N/A,N/A -2012,11,29,15,30,102500,101290,100120,77.49,0,5.26,5.6000000000000005,5.68,5.72,5.75,5.76,5.78,5.79,5.8,101.49000000000001,102.03,102.4,102.74000000000001,103.07000000000001,103.37,103.7,104,104.63,18.26,17.86,17.67,17.47,17.27,17.080000000000002,16.88,16.69,16.3,N/A,N/A -2012,11,29,16,30,102480,101270,100110,79.67,0,5,5.3,5.36,5.38,5.4,5.41,5.41,5.41,5.4,105.7,106.28,106.61,106.91,107.19,107.45,107.71000000000001,107.95,108.45,18.39,17.990000000000002,17.8,17.6,17.400000000000002,17.21,17.01,16.82,16.43,N/A,N/A -2012,11,29,17,30,102430,101230,100060,78.34,0,5.51,5.86,5.93,5.96,5.97,5.98,5.98,5.98,5.97,106.02,106.36,106.58,106.78,106.98,107.16,107.35000000000001,107.53,107.9,18.54,18.14,17.95,17.75,17.55,17.36,17.16,16.97,16.580000000000002,N/A,N/A -2012,11,29,18,30,102410,101200,100040,80.78,0,6.05,6.47,6.5600000000000005,6.6000000000000005,6.63,6.640000000000001,6.640000000000001,6.640000000000001,6.63,106,106.26,106.41,106.54,106.68,106.79,106.91,107.02,107.25,18.63,18.240000000000002,18.04,17.84,17.64,17.45,17.25,17.06,16.67,N/A,N/A -2012,11,29,19,30,102380,101180,100010,78.03,0,5.79,6.16,6.24,6.2700000000000005,6.28,6.29,6.29,6.29,6.2700000000000005,103.24000000000001,103.75,104.05,104.34,104.61,104.85000000000001,105.12,105.37,105.89,18.73,18.35,18.16,17.96,17.76,17.57,17.37,17.18,16.79,N/A,N/A -2012,11,29,20,30,102330,101130,99960,79.10000000000001,0,5.68,6.0600000000000005,6.140000000000001,6.17,6.19,6.2,6.2,6.2,6.17,101.53,101.86,102.03,102.2,102.35000000000001,102.48,102.63,102.76,103.05,18.78,18.400000000000002,18.21,18.01,17.81,17.62,17.42,17.23,16.84,N/A,N/A -2012,11,29,21,30,102310,101110,99950,77.49,0,5.44,5.8100000000000005,5.9,5.94,5.97,5.98,5.99,6,6,105.57000000000001,105.59,105.65,105.71000000000001,105.76,105.81,105.87,105.92,106.04,18.87,18.490000000000002,18.3,18.1,17.91,17.72,17.52,17.330000000000002,16.94,N/A,N/A -2012,11,29,22,30,102280,101080,99920,75.68,0,5.3500000000000005,5.71,5.8,5.84,5.87,5.88,5.9,5.9,5.91,104.63,104.83,104.92,105.01,105.08,105.15,105.22,105.3,105.45,18.93,18.56,18.37,18.17,17.98,17.79,17.59,17.400000000000002,17.01,N/A,N/A -2012,11,29,23,30,102270,101070,99910,80.17,0,5.93,6.34,6.43,6.47,6.5,6.51,6.5200000000000005,6.5200000000000005,6.51,107.03,107.49000000000001,107.79,108.08,108.35000000000001,108.60000000000001,108.87,109.11,109.64,18.95,18.580000000000002,18.39,18.19,18,17.81,17.6,17.42,17.03,N/A,N/A -2012,11,30,0,30,102270,101080,99910,80.82000000000001,0,5.95,6.38,6.49,6.54,6.57,6.6000000000000005,6.61,6.62,6.62,111.47,112,112.28,112.54,112.77,112.99000000000001,113.21000000000001,113.42,113.83,19.04,18.66,18.48,18.28,18.080000000000002,17.89,17.69,17.5,17.11,N/A,N/A -2012,11,30,1,30,102280,101080,99920,80.47,0,5.94,6.38,6.49,6.54,6.57,6.59,6.6000000000000005,6.61,6.61,115.54,115.87,116.10000000000001,116.3,116.5,116.68,116.87,117.04,117.4,19.13,18.76,18.57,18.37,18.18,17.990000000000002,17.79,17.6,17.21,N/A,N/A -2012,11,30,2,30,102280,101080,99920,81.03,0,6.08,6.53,6.63,6.68,6.72,6.74,6.75,6.76,6.7700000000000005,114.72,114.97,115.13,115.3,115.46000000000001,115.61,115.78,115.93,116.27,19.26,18.900000000000002,18.71,18.51,18.32,18.13,17.92,17.740000000000002,17.35,N/A,N/A -2012,11,30,3,30,102260,101060,99900,83.09,0,6.71,7.25,7.37,7.44,7.48,7.51,7.53,7.54,7.5600000000000005,120.42,120.84,121.08,121.31,121.52,121.71000000000001,121.91,122.10000000000001,122.51,19.41,19.06,18.88,18.68,18.48,18.29,18.1,17.91,17.52,N/A,N/A -2012,11,30,4,30,102240,101040,99880,82,0,7.4,8.02,8.16,8.22,8.26,8.27,8.27,8.27,8.23,115.47,115.88,116.13,116.37,116.58,116.79,117.01,117.21000000000001,117.65,19.580000000000002,19.23,19.05,18.85,18.650000000000002,18.47,18.27,18.080000000000002,17.7,N/A,N/A -2012,11,30,5,30,102200,101010,99850,82.06,0,7.43,8.1,8.26,8.35,8.41,8.45,8.48,8.5,8.52,109.87,110.22,110.47,110.71000000000001,110.94,111.15,111.39,111.60000000000001,112.09,19.77,19.44,19.26,19.07,18.87,18.69,18.490000000000002,18.31,17.92,N/A,N/A -2012,11,30,6,30,102220,101020,99870,81.98,0,7.28,8.01,8.2,8.31,8.38,8.44,8.48,8.51,8.57,117.63,117.77,117.9,118.05,118.22,118.38,118.57000000000001,118.75,119.2,19.92,19.63,19.46,19.27,19.080000000000002,18.900000000000002,18.71,18.53,18.14,N/A,N/A -2012,11,30,7,30,102220,101020,99870,82.04,0,7.3500000000000005,8.07,8.25,8.35,8.42,8.47,8.5,8.53,8.57,127.8,127.84,127.87,127.91,127.95,127.99000000000001,128.06,128.1,128.25,20.11,19.84,19.69,19.5,19.31,19.14,18.94,18.76,18.39,N/A,N/A -2012,11,30,8,30,102210,101020,99860,84.12,0,7.59,8.39,8.59,8.72,8.8,8.870000000000001,8.91,8.94,8.98,122.79,123.02,123.19,123.37,123.56,123.75,123.98,124.21000000000001,124.79,20.14,19.88,19.72,19.53,19.35,19.17,18.98,18.8,18.43,N/A,N/A -2012,11,30,9,30,102200,101010,99850,83.39,0,6.86,7.53,7.69,7.8,7.91,8.01,8.15,8.290000000000001,8.66,125.42,125.41,125.43,125.46000000000001,125.54,125.65,125.9,126.16,127.3,20.16,19.91,19.75,19.57,19.400000000000002,19.22,19.04,18.88,18.55,N/A,N/A -2012,11,30,10,30,102190,101000,99850,85.95,0,5.8100000000000005,6.62,6.94,7.25,7.51,7.76,8,8.21,8.59,133.11,133.63,133.93,134.29,134.56,134.77,135.03,135.28,136.06,20.28,20.06,19.93,19.78,19.63,19.48,19.330000000000002,19.19,18.87,N/A,N/A -2012,11,30,11,30,102180,100990,99830,83.13,0,7.0600000000000005,7.94,8.23,8.47,8.66,8.83,8.98,9.11,9.34,140.03,140.28,140.48,140.72,140.97,141.23,141.54,141.84,142.54,20.55,20.35,20.2,20.04,19.87,19.71,19.53,19.37,19.01,N/A,N/A -2012,11,30,12,30,102180,100990,99840,83.74,0,6.73,7.58,7.87,8.11,8.32,8.51,8.68,8.84,9.14,135.3,135.95,136.39000000000001,136.9,137.45000000000002,137.99,138.59,139.16,140.38,20.56,20.37,20.240000000000002,20.080000000000002,19.93,19.77,19.61,19.45,19.12,N/A,N/A -2012,11,30,13,30,102190,101000,99840,85.28,0,5.76,6.6000000000000005,6.92,7.19,7.43,7.65,7.86,8.05,8.4,140.77,141.3,141.67000000000002,142.1,142.55,142.99,143.46,143.92000000000002,144.89000000000001,20.64,20.46,20.330000000000002,20.18,20.03,19.88,19.72,19.57,19.25,N/A,N/A -2012,11,30,14,30,102200,101010,99860,85.74,0,6.04,6.96,7.28,7.57,7.82,8.040000000000001,8.25,8.43,8.76,138.12,138.85,139.46,140.12,140.77,141.39000000000001,142.08,142.73,144.32,20.67,20.52,20.41,20.28,20.14,20,19.86,19.72,19.42,N/A,N/A -2012,11,30,15,30,102220,101030,99880,85.4,0,6.36,7.3100000000000005,7.66,7.97,8.25,8.49,8.73,8.94,9.32,136.59,137.11,137.54,138.12,138.79,139.49,140.33,141.14000000000001,142.86,20.73,20.580000000000002,20.48,20.35,20.22,20.1,19.96,19.84,19.55,N/A,N/A -2012,11,30,16,30,102170,100980,99830,85.74,0,6.26,7.22,7.58,7.9,8.18,8.43,8.67,8.89,9.31,136.73,137.25,137.75,138.38,139.14000000000001,139.94,140.87,141.76,143.55,20.76,20.63,20.53,20.41,20.29,20.17,20.04,19.91,19.64,N/A,N/A -2012,11,30,17,30,102170,100980,99830,87.37,0,6.0200000000000005,6.96,7.32,7.640000000000001,7.930000000000001,8.19,8.42,8.63,9,134.12,134.73,135.17000000000002,135.75,136.42000000000002,137.15,138.04,138.9,141.02,20.77,20.63,20.53,20.400000000000002,20.28,20.16,20.03,19.91,19.66,N/A,N/A -2012,11,30,18,30,102160,100970,99820,87.28,0,6.3100000000000005,7.3100000000000005,7.7,8.05,8.36,8.64,8.89,9.13,9.540000000000001,141.27,141.84,142.21,142.67000000000002,143.18,143.72,144.35,144.95000000000002,146.31,20.86,20.72,20.61,20.490000000000002,20.35,20.23,20.09,19.95,19.67,N/A,N/A -2012,11,30,19,30,102110,100920,99770,86.7,0,6.23,7.29,7.69,8.06,8.39,8.69,8.950000000000001,9.200000000000001,9.6,134.6,135.33,135.88,136.54,137.26,137.98,138.84,139.67000000000002,141.71,20.900000000000002,20.77,20.68,20.56,20.44,20.32,20.19,20.07,19.81,N/A,N/A -2012,11,30,20,30,102070,100890,99740,85.94,0,7.18,8.34,8.77,9.16,9.51,9.82,10.11,10.370000000000001,10.84,133.79,134.75,135.41,136.2,136.99,137.78,138.62,139.4,141.06,20.92,20.82,20.73,20.62,20.5,20.39,20.26,20.14,19.87,N/A,N/A -2012,11,30,21,30,102070,100880,99730,88.48,0,6.63,7.76,8.19,8.58,8.94,9.26,9.57,9.85,10.39,137.28,138.29,139.01,139.82,140.66,141.5,142.41,143.27,145,20.85,20.73,20.63,20.51,20.39,20.27,20.14,20.02,19.75,N/A,N/A -2012,11,30,22,30,102030,100840,99690,86.49,0,6.92,8.11,8.56,8.98,9.35,9.700000000000001,10.02,10.31,10.8,137.03,137.74,138.25,138.87,139.54,140.23,141.01,141.76,143.47,20.91,20.8,20.71,20.6,20.48,20.37,20.240000000000002,20.12,19.85,N/A,N/A -2012,11,30,23,30,102030,100840,99690,86.24,0,7.47,8.69,9.16,9.59,9.96,10.31,10.64,10.93,11.43,136.89000000000001,137.78,138.42000000000002,139.15,139.85,140.55,141.25,141.91,143.28,20.92,20.830000000000002,20.740000000000002,20.64,20.53,20.42,20.3,20.19,19.93,N/A,N/A -2012,12,1,0,30,102070,100880,99730,87.55,0,6.6000000000000005,7.8,8.28,8.72,9.11,9.47,9.81,10.120000000000001,10.66,147.97,147.87,147.9,148.03,148.24,148.51,148.9,149.31,150.35,20.94,20.84,20.740000000000002,20.63,20.5,20.38,20.25,20.13,19.84,N/A,N/A -2012,12,1,1,30,102050,100870,99720,88.75,0,6.48,7.7,8.2,8.68,9.11,9.51,9.88,10.22,10.82,143.12,143.97,144.6,145.32,145.98,146.63,147.28,147.88,149.17000000000002,20.92,20.84,20.76,20.67,20.56,20.46,20.34,20.22,19.97,N/A,N/A -2012,12,1,2,30,102060,100880,99730,87.83,0,6.74,7.98,8.47,8.93,9.32,9.700000000000001,10.040000000000001,10.35,10.9,144.55,145.20000000000002,145.70000000000002,146.32,146.98,147.67000000000002,148.45000000000002,149.19,150.75,21.02,20.95,20.87,20.78,20.67,20.57,20.45,20.34,20.09,N/A,N/A -2012,12,1,3,30,102070,100880,99730,88,0,6.640000000000001,7.890000000000001,8.38,8.86,9.28,9.68,10.040000000000001,10.38,11,149.70000000000002,150.20000000000002,150.61,151.18,151.8,152.47,153.20000000000002,153.9,155.35,20.98,20.92,20.85,20.76,20.650000000000002,20.55,20.44,20.330000000000002,20.09,N/A,N/A -2012,12,1,4,30,102070,100880,99730,88.18,0.30000000000000004,6.23,7.47,7.95,8.41,8.81,9.18,9.53,9.84,10.41,152.34,152.31,152.43,152.65,152.95000000000002,153.28,153.72,154.16,155.27,21.04,20.98,20.92,20.82,20.72,20.61,20.490000000000002,20.38,20.12,N/A,N/A -2012,12,1,5,30,102090,100900,99750,89.25,5.6000000000000005,5.38,6.59,7.11,7.63,8.08,8.49,8.86,9.22,9.870000000000001,150.45000000000002,150.91,151.32,151.86,152.47,153.12,153.84,154.53,155.92000000000002,20.96,20.92,20.86,20.77,20.68,20.580000000000002,20.47,20.37,20.13,N/A,N/A -2012,12,1,6,30,102060,100870,99730,88.79,0.5,6.11,7.33,7.83,8.33,8.8,9.22,9.64,10.03,10.700000000000001,143.06,144.67000000000002,145.74,146.95000000000002,148.14000000000001,149.28,150.44,151.53,153.53,21.080000000000002,21,20.93,20.85,20.76,20.68,20.580000000000002,20.490000000000002,20.26,N/A,N/A -2012,12,1,7,30,102090,100910,99760,88.47,0,6.63,7.95,8.5,9.01,9.46,9.870000000000001,10.23,10.57,11.120000000000001,152.01,153.22,154.06,154.96,155.83,156.67000000000002,157.48,158.25,159.70000000000002,21.240000000000002,21.19,21.14,21.06,20.97,20.88,20.77,20.67,20.43,N/A,N/A -2012,12,1,8,30,102090,100900,99760,87.8,0,6.890000000000001,8.18,8.700000000000001,9.18,9.59,9.950000000000001,10.28,10.57,11.1,160.34,160.96,161.43,162.05,162.71,163.41,164.17000000000002,164.89000000000001,166.34,21.26,21.240000000000002,21.19,21.12,21.04,20.96,20.86,20.76,20.53,N/A,N/A -2012,12,1,9,30,102080,100900,99750,87.75,0,6.83,8.18,8.71,9.22,9.67,10.08,10.46,10.81,11.4,161.07,161.83,162.39000000000001,163.13,163.96,164.83,165.8,166.74,168.61,21.28,21.27,21.22,21.16,21.1,21.02,20.94,20.87,20.66,N/A,N/A -2012,12,1,10,30,102090,100900,99760,88.60000000000001,0,6.33,7.62,8.16,8.67,9.14,9.58,9.96,10.31,10.870000000000001,164.19,165.25,166.03,166.99,167.9,168.77,169.54,170.25,171.46,21.27,21.27,21.240000000000002,21.2,21.150000000000002,21.1,21.02,20.94,20.72,N/A,N/A -2012,12,1,11,30,102100,100920,99770,89.42,0,5.36,6.65,7.21,7.76,8.24,8.68,9.08,9.44,10.08,165.1,166.58,167.62,168.73,169.83,170.89000000000001,172.03,173.1,175,21.2,21.240000000000002,21.240000000000002,21.21,21.18,21.14,21.080000000000002,21.02,20.830000000000002,N/A,N/A -2012,12,1,12,30,102110,100930,99780,88.72,0,5.62,6.99,7.57,8.11,8.58,9,9.32,9.61,9.93,167.84,168.62,169.23,170,170.84,171.72,172.75,173.73,175.65,21.330000000000002,21.38,21.38,21.35,21.31,21.26,21.18,21.1,20.88,N/A,N/A -2012,12,1,13,30,102110,100930,99780,90.18,0,5.2700000000000005,6.5600000000000005,7.1000000000000005,7.640000000000001,8.09,8.5,8.86,9.18,9.84,163.48,165.26,166.6,168.24,169.88,171.5,173.02,174.4,176.82,21.21,21.240000000000002,21.23,21.2,21.17,21.13,21.080000000000002,21.02,20.84,N/A,N/A -2012,12,1,14,30,102130,100950,99800,90.57000000000001,0,4.83,6.140000000000001,6.7,7.2700000000000005,7.78,8.25,8.63,8.98,9.16,164.75,166.41,167.6,169.02,170.62,172.32,173.95000000000002,175.44,176.88,21.19,21.27,21.28,21.28,21.27,21.25,21.21,21.16,20.98,N/A,N/A -2012,12,1,15,30,102140,100950,99810,91.18,0,4.57,5.79,6.34,6.9,7.41,7.890000000000001,8.28,8.63,8.790000000000001,164.34,165.91,167.23,168.91,170.74,172.64000000000001,174.42000000000002,176.04,177.68,21.16,21.19,21.19,21.19,21.19,21.19,21.16,21.14,21.02,N/A,N/A -2012,12,1,16,30,102140,100950,99810,90.95,0,4.78,5.93,6.44,6.97,7.46,7.930000000000001,8.28,8.59,8.75,157.78,159.35,160.75,162.71,165.03,167.54,169.73,171.68,172.94,21.2,21.2,21.19,21.19,21.19,21.2,21.17,21.14,21.01,N/A,N/A -2012,12,1,17,30,102120,100940,99790,91.53,0,4.7,5.7700000000000005,6.25,6.76,7.28,7.7700000000000005,8.21,8.61,8.870000000000001,158.47,160.34,161.82,163.73,165.66,167.59,169.52,171.33,173.72,21.27,21.23,21.2,21.18,21.17,21.16,21.14,21.12,20.98,N/A,N/A -2012,12,1,18,30,102100,100920,99780,91.01,0,4.62,5.69,6.18,6.69,7.19,7.68,8.16,8.59,8.8,164.01,165.18,166.11,167.29,168.4,169.46,170.44,171.35,173.20000000000002,21.41,21.36,21.32,21.28,21.25,21.21,21.17,21.12,21.03,N/A,N/A -2012,12,1,19,30,102090,100910,99760,90.83,0,4.88,5.9,6.34,6.79,7.2,7.59,7.9,8.17,8.46,157.53,158.62,159.46,160.51,161.56,162.61,163.76,164.84,167.57,21.48,21.39,21.330000000000002,21.26,21.19,21.12,21.03,20.95,20.76,N/A,N/A -2012,12,1,20,30,102070,100890,99740,90.78,0,5.15,6.24,6.7,7.16,7.6000000000000005,8.01,8.41,8.76,9.24,158.41,159.6,160.54,161.73,162.97,164.24,165.55,166.78,168.57,21.48,21.42,21.37,21.31,21.240000000000002,21.18,21.1,21.02,20.82,N/A,N/A -2012,12,1,21,30,102040,100860,99720,91.39,0,5.19,6.42,6.94,7.48,7.95,8.38,8.72,9.02,9.31,158.16,159.45000000000002,160.42000000000002,161.64000000000001,162.72,163.70000000000002,164.36,164.9,165.66,21.41,21.400000000000002,21.38,21.34,21.3,21.25,21.18,21.11,20.85,N/A,N/A -2012,12,1,22,30,102020,100840,99690,91.73,0,5.57,6.86,7.390000000000001,7.9,8.35,8.73,9.040000000000001,9.32,9.63,156.23,157.65,158.74,160.1,161.39000000000001,162.61,163.73,164.75,166.39000000000001,21.25,21.27,21.26,21.23,21.18,21.13,21.06,20.990000000000002,20.77,N/A,N/A -2012,12,1,23,30,102010,100820,99680,92.58,0,5.58,6.88,7.43,7.96,8.41,8.81,9.15,9.44,9.93,157.01,157.74,158.36,159.19,160.21,161.36,162.8,164.21,165.83,21.150000000000002,21.16,21.14,21.11,21.07,21.03,20.98,20.92,20.75,N/A,N/A -2012,12,2,0,30,102020,100840,99700,92.4,0,5.71,7.04,7.61,8.19,8.71,9.19,9.620000000000001,10,10.51,158.72,159.32,159.81,160.49,161.26,162.06,162.86,163.59,164.59,21.12,21.13,21.11,21.09,21.080000000000002,21.06,21.03,20.990000000000002,20.81,N/A,N/A -2012,12,2,1,30,102020,100840,99700,91.72,0,5.76,7.0600000000000005,7.62,8.18,8.69,9.17,9.59,9.97,10.5,157.02,157.46,157.83,158.31,158.86,159.45000000000002,160.15,160.82,162.25,21.11,21.09,21.06,21.02,20.97,20.93,20.87,20.82,20.650000000000002,N/A,N/A -2012,12,2,2,30,102040,100850,99710,92.23,0,5.73,7.0600000000000005,7.640000000000001,8.22,8.76,9.27,9.75,10.18,10.65,155.70000000000002,156.34,156.82,157.44,158.12,158.83,159.70000000000002,160.55,162.11,21.1,21.09,21.07,21.03,20.990000000000002,20.95,20.900000000000002,20.85,20.66,N/A,N/A -2012,12,2,3,30,102040,100860,99710,92.8,0,5.84,7.19,7.79,8.4,8.96,9.47,9.92,10.33,10.870000000000001,157.9,158.47,158.88,159.36,159.9,160.47,161.20000000000002,161.93,163.31,21.1,21.09,21.06,21.02,20.98,20.93,20.87,20.81,20.63,N/A,N/A -2012,12,2,4,30,102030,100850,99710,92.81,0,5.5600000000000005,6.95,7.58,8.24,8.83,9.38,9.81,10.17,10.6,159.97,160.84,161.44,162.14000000000001,162.77,163.35,163.94,164.5,165.45000000000002,21.14,21.17,21.16,21.16,21.14,21.13,21.080000000000002,21.03,20.82,N/A,N/A -2012,12,2,5,30,102020,100840,99700,93.86,0,4.97,6.32,6.94,7.61,8.3,8.99,9.65,10.25,10.93,164.57,165.71,166.59,167.66,168.73,169.8,170.09,170.19,170.83,21.080000000000002,21.12,21.14,21.16,21.17,21.18,21.17,21.150000000000002,21.02,N/A,N/A -2012,12,2,6,30,102040,100860,99710,94.34,0,4.46,5.58,6.140000000000001,6.8100000000000005,7.48,8.15,8.71,9.21,9.51,159.88,161.53,162.68,163.99,164.97,165.75,166.76,167.78,169.53,21.16,21.11,21.1,21.11,21.14,21.18,21.21,21.22,21.1,N/A,N/A -2012,12,2,7,30,102070,100890,99740,96.37,0,4.17,5.3100000000000005,5.88,6.53,7.19,7.88,8.69,9.51,10.08,156.96,158.71,160.16,162.14000000000001,164.23,166.46,168.67000000000002,170.82,172.08,21.16,21.1,21.07,21.05,21.06,21.080000000000002,21.12,21.150000000000002,20.990000000000002,N/A,N/A -2012,12,2,8,30,102060,100880,99740,96.31,0,3.95,5.19,5.76,6.34,6.88,7.37,8.01,8.65,9.24,165.05,166.63,167.86,169.39000000000001,171.01,172.70000000000002,174.47,176.20000000000002,176.36,21.29,21.29,21.27,21.240000000000002,21.21,21.17,21.150000000000002,21.14,20.990000000000002,N/A,N/A -2012,12,2,9,30,102060,100880,99740,95.64,0,4.72,6.140000000000001,6.8500000000000005,7.62,8.36,9.09,9.77,10.39,11.25,164.74,166.15,167.08,168.04,168.84,169.55,170.53,171.55,173.83,21.41,21.45,21.45,21.43,21.400000000000002,21.35,21.28,21.2,21.01,N/A,N/A -2012,12,2,10,30,102080,100900,99760,91.10000000000001,0,5.92,7.49,8.1,8.58,8.92,9.18,9.38,9.56,9.84,171.91,172.48,172.76,172.91,172.86,172.68,172.46,172.24,172.14000000000001,22.05,22.2,22.22,22.17,22.06,21.92,21.740000000000002,21.57,21.21,N/A,N/A -2012,12,2,11,30,102100,100920,99780,94.95,0,4.1,5.58,6.24,6.86,7.36,7.78,8.370000000000001,8.98,9.46,160.55,162.4,163.49,164.29,164.57,164.47,163.99,163.43,163.76,21.57,21.71,21.75,21.77,21.75,21.7,21.61,21.53,21.26,N/A,N/A -2012,12,2,12,30,102110,100930,99790,96.45,0,3.13,4.49,5.2,6.0200000000000005,6.92,7.890000000000001,8.32,8.57,8.97,155.99,158.78,161.11,164.21,167.20000000000002,170.21,171.58,172.42000000000002,174.68,21.35,21.43,21.48,21.55,21.61,21.66,21.6,21.5,21.27,N/A,N/A -2012,12,2,13,30,102130,100950,99800,96.3,0,3.44,4.67,5.2700000000000005,5.98,6.45,6.75,7.08,7.41,7.97,149.5,153,157.62,166.33,170.69,172.07,172.85,173.43,172.9,21.25,21.35,21.43,21.56,21.56,21.48,21.400000000000002,21.330000000000002,21.13,N/A,N/A -2012,12,2,14,30,102160,100980,99840,96.36,0,2.6,3.67,4.3,5.29,5.98,6.4,6.83,7.25,8.02,143.01,146.69,149.95000000000002,154.8,157.91,159.53,160.98,162.32,164.87,21.32,21.36,21.400000000000002,21.5,21.53,21.52,21.52,21.53,21.54,N/A,N/A -2012,12,2,15,30,102170,100990,99850,96.25,0,3.02,4.3500000000000005,5.17,6.23,6.8500000000000005,7.13,7.34,7.51,7.73,124.81,132.54,138.54,145.81,150.08,151.86,153.27,154.49,156.88,21.16,21.35,21.53,21.82,21.96,22.01,21.98,21.93,21.68,N/A,N/A -2012,12,2,16,30,102160,100980,99840,94.94,0,3.24,4.3500000000000005,5.11,6.28,6.96,7.26,7.51,7.73,8.08,123.31,127.95,133.2,142.86,148.26,150.39000000000001,152.20000000000002,153.8,156.53,21.28,21.34,21.490000000000002,21.8,21.94,21.98,21.97,21.93,21.75,N/A,N/A -2012,12,2,17,30,102130,100950,99810,93.8,0,3.85,4.9,5.53,6.390000000000001,7.0200000000000005,7.47,7.67,7.78,7.99,115.21000000000001,120.29,124.99000000000001,131.96,138.05,143.39000000000001,145.92000000000002,147.55,150.12,21.43,21.47,21.55,21.72,21.85,21.96,21.93,21.88,21.68,N/A,N/A -2012,12,2,18,30,102120,100940,99790,94.25,0,3.34,4.36,4.9,5.58,6.36,7.23,7.66,7.96,8.34,115.61,119.13,122.52,128.09,135.14000000000001,143.4,146.86,148.96,151.70000000000002,21.42,21.38,21.39,21.46,21.59,21.76,21.79,21.79,21.63,N/A,N/A -2012,12,2,19,30,102120,100940,99800,92.95,0,4.13,5.21,5.76,6.51,7.29,8.11,8.48,8.72,9.040000000000001,125.63000000000001,129.06,132.25,137.18,141.8,146.25,148.24,149.47,151.4,21.580000000000002,21.63,21.68,21.8,21.91,22.01,21.98,21.92,21.71,N/A,N/A -2012,12,2,20,30,102100,100920,99780,93.11,0,4.3,5.45,6.03,6.72,7.41,8.13,8.57,8.89,9.17,120.8,124.9,127.99000000000001,131.79,135.74,139.99,143.78,147.17000000000002,150.14000000000001,21.490000000000002,21.53,21.55,21.57,21.62,21.69,21.71,21.71,21.53,N/A,N/A -2012,12,2,21,30,102050,100870,99730,93.10000000000001,0,5.28,6.47,6.99,7.57,8.120000000000001,8.66,9.1,9.5,9.73,123.48,126.7,129.42000000000002,133.03,136.36,139.49,142.15,144.49,146.08,21.52,21.580000000000002,21.62,21.67,21.71,21.740000000000002,21.72,21.68,21.43,N/A,N/A -2012,12,2,22,30,102030,100850,99710,93.42,0,5.65,6.96,7.57,8.25,8.9,9.53,10.06,10.52,10.94,125.63000000000001,127.81,129.45,131.54,133.55,135.53,137.43,139.19,142.69,21.5,21.5,21.51,21.53,21.55,21.580000000000002,21.57,21.54,21.36,N/A,N/A -2012,12,2,23,30,102020,100840,99700,92.41,0,6.45,7.82,8.42,9.040000000000001,9.61,10.14,10.53,10.870000000000001,11.05,130.69,131.71,132.46,133.39000000000001,134.38,135.39000000000001,136.6,137.75,141.1,21.580000000000002,21.56,21.54,21.51,21.48,21.46,21.400000000000002,21.36,21.2,N/A,N/A -2012,12,3,0,30,102030,100850,99700,92.83,0,6.42,7.86,8.5,9.16,9.78,10.36,10.89,11.36,11.88,134.5,135.21,135.75,136.44,137.14000000000001,137.84,138.69,139.53,142.07,21.55,21.55,21.53,21.5,21.46,21.42,21.37,21.31,21.13,N/A,N/A -2012,12,3,1,30,102020,100840,99700,92.62,0,6.4,7.75,8.33,8.92,9.46,9.97,10.46,10.9,11.620000000000001,133,134.01,134.76,135.65,136.53,137.39000000000001,138.27,139.11,141.01,21.51,21.47,21.43,21.36,21.3,21.240000000000002,21.16,21.09,20.91,N/A,N/A -2012,12,3,2,30,102020,100840,99690,92.51,0,6.67,8.03,8.6,9.14,9.64,10.1,10.55,10.97,11.69,131.86,132.71,133.39000000000001,134.19,135.01,135.84,136.72,137.56,139.18,21.52,21.48,21.43,21.36,21.3,21.23,21.16,21.09,20.91,N/A,N/A -2012,12,3,3,30,102000,100820,99680,92.57000000000001,0,6.72,8.14,8.75,9.36,9.94,10.49,11.03,11.53,12.41,132.19,133.05,133.71,134.49,135.27,136.01,136.77,137.48,139.16,21.52,21.48,21.44,21.39,21.330000000000002,21.27,21.18,21.11,20.900000000000002,N/A,N/A -2012,12,3,4,30,101990,100810,99660,91.09,0,7.34,8.790000000000001,9.4,9.99,10.53,11.040000000000001,11.53,11.98,12.8,135.15,136.01,136.69,137.51,138.34,139.16,139.92000000000002,140.61,141.64000000000001,21.61,21.580000000000002,21.54,21.48,21.42,21.36,21.29,21.21,21.02,N/A,N/A -2012,12,3,5,30,101950,100770,99630,90.28,0,6.8100000000000005,8.25,8.870000000000001,9.52,10.1,10.64,11.14,11.6,12.32,132.88,134.19,135.1,136.12,137.05,137.92000000000002,138.78,139.58,141.23,21.61,21.59,21.55,21.5,21.43,21.37,21.3,21.22,21.02,N/A,N/A -2012,12,3,6,30,101970,100790,99650,90.4,0,7.05,8.53,9.16,9.8,10.39,10.950000000000001,11.48,11.98,12.75,137.96,138.9,139.56,140.36,141.15,141.93,142.75,143.54,145.11,21.61,21.580000000000002,21.54,21.48,21.41,21.34,21.26,21.18,20.990000000000002,N/A,N/A -2012,12,3,7,30,101960,100780,99640,88.81,0,7.32,8.86,9.51,10.14,10.700000000000001,11.22,11.68,12.09,12.81,140.41,141.54,142.3,143.18,144.01,144.82,145.58,146.28,147.62,21.75,21.75,21.71,21.650000000000002,21.580000000000002,21.5,21.41,21.32,21.1,N/A,N/A -2012,12,3,8,30,101930,100760,99610,88.75,0,7.5600000000000005,9.14,9.78,10.39,10.93,11.43,11.86,12.25,12.81,146.52,147.18,147.69,148.3,148.91,149.49,150.03,150.52,151.37,21.82,21.84,21.81,21.76,21.7,21.63,21.54,21.46,21.23,N/A,N/A -2012,12,3,9,30,101920,100750,99600,88.07000000000001,0,7.66,9.200000000000001,9.85,10.49,11.07,11.620000000000001,12.15,12.64,13.47,143.55,144.35,144.97,145.78,146.56,147.34,148.09,148.81,150.06,21.81,21.81,21.77,21.72,21.66,21.6,21.53,21.46,21.27,N/A,N/A -2012,12,3,10,30,101900,100720,99580,89,0,8.040000000000001,9.64,10.3,10.94,11.51,12.05,12.56,13.030000000000001,13.83,142.74,143.68,144.33,145.1,145.85,146.61,147.37,148.09,149.5,21.85,21.85,21.81,21.75,21.68,21.61,21.52,21.45,21.240000000000002,N/A,N/A -2012,12,3,11,30,101900,100720,99580,88.39,0,8.2,9.77,10.39,10.97,11.47,11.93,12.36,12.75,13.48,146.66,147.23,147.69,148.28,148.88,149.51,150.20000000000002,150.86,152.25,21.94,21.94,21.900000000000002,21.830000000000002,21.75,21.66,21.56,21.46,21.240000000000002,N/A,N/A -2012,12,3,12,30,101900,100730,99590,86.56,0,8.56,10.17,10.82,11.43,11.97,12.47,12.92,13.33,14.030000000000001,148.88,149.33,149.67000000000002,150.14000000000001,150.68,151.25,151.95000000000002,152.62,154.19,22.04,22.07,22.04,21.98,21.91,21.84,21.76,21.68,21.47,N/A,N/A -2012,12,3,13,30,101890,100720,99580,88.51,0,8.72,10.41,11.08,11.72,12.290000000000001,12.82,13.32,13.780000000000001,14.59,151.08,151.91,152.49,153.17000000000002,153.83,154.48,155.15,155.8,157.17000000000002,22.02,22.080000000000002,22.06,22.03,21.98,21.93,21.86,21.8,21.61,N/A,N/A -2012,12,3,14,30,101920,100740,99600,89.25,0,8.75,10.47,11.17,11.83,12.41,12.96,13.44,13.870000000000001,14.63,153.83,154.63,155.25,156.04,156.82,157.61,158.38,159.09,160.31,22.11,22.18,22.17,22.13,22.080000000000002,22.04,21.97,21.900000000000002,21.7,N/A,N/A -2012,12,3,15,30,101900,100730,99590,90.69,0,8.13,9.790000000000001,10.450000000000001,11.08,11.63,12.15,12.620000000000001,13.040000000000001,13.86,151.88,152.93,153.64000000000001,154.46,155.23,155.96,156.63,157.24,158.36,21.94,21.97,21.95,21.91,21.86,21.8,21.72,21.650000000000002,21.45,N/A,N/A -2012,12,3,16,30,101880,100710,99570,91.19,2.6,6.88,8.44,9.1,9.74,10.35,10.91,11.44,11.93,12.790000000000001,155.44,155.91,156.32,156.88,157.48,158.1,158.73,159.32,160.56,21.93,22,21.990000000000002,21.97,21.93,21.900000000000002,21.830000000000002,21.77,21.61,N/A,N/A -2012,12,3,17,30,101840,100670,99530,91.24,0,7.34,9.03,9.75,10.44,11.05,11.61,12.11,12.56,13.39,151.03,151.82,152.43,153.12,153.87,154.67000000000002,155.6,156.51,158.37,21.990000000000002,22.06,22.06,22.04,22.01,21.96,21.87,21.79,21.55,N/A,N/A -2012,12,3,18,30,101820,100640,99500,90.66,0,8.52,10.25,10.950000000000001,11.63,12.24,12.8,13.34,13.83,14.68,156.13,157.08,157.71,158.42000000000002,159.05,159.65,160.20000000000002,160.70000000000002,161.55,22.12,22.150000000000002,22.12,22.07,22.01,21.93,21.85,21.77,21.57,N/A,N/A -2012,12,3,19,30,101790,100620,99480,90.73,0,8.25,9.84,10.450000000000001,11.03,11.56,12.07,12.58,13.06,13.94,154.09,154.59,155,155.5,156.09,156.75,157.55,158.35,159.94,22.18,22.25,22.240000000000002,22.18,22.12,22.04,21.94,21.85,21.64,N/A,N/A -2012,12,3,20,30,101800,100620,99480,95.55,9.9,9.01,10.5,11.07,11.58,12.02,12.43,12.790000000000001,13.11,13.71,164.54,166.1,167.05,168.24,169.54,170.91,172.48,173.98,177.62,21.39,21.26,21.16,21.04,20.93,20.81,20.69,20.580000000000002,20.34,N/A,N/A -2012,12,3,21,30,101800,100620,99480,93.86,0.4,6.8100000000000005,8.05,8.55,9.02,9.43,9.82,10.200000000000001,10.55,11.25,170.1,170.21,170.35,170.62,171.01,171.5,172.20000000000002,172.91,174.74,21.51,21.42,21.330000000000002,21.21,21.1,20.990000000000002,20.87,20.77,20.6,N/A,N/A -2012,12,3,22,30,101760,100580,99440,94.58,0,7.23,8.42,8.85,9.26,9.65,10.040000000000001,10.48,10.91,11.73,161.51,163.14000000000001,164.61,166.72,168.97,171.33,173.66,175.84,179.1,21.5,21.45,21.400000000000002,21.35,21.29,21.240000000000002,21.18,21.13,20.97,N/A,N/A -2012,12,3,23,30,101750,100580,99440,93.88,0,6.96,8.52,9.200000000000001,9.89,10.55,11.19,11.81,12.4,13.43,158.38,160,161.1,162.32,163.41,164.41,165.3,166.11,167.5,21.79,21.84,21.84,21.830000000000002,21.81,21.79,21.76,21.73,21.63,N/A,N/A -2012,12,4,0,30,101770,100590,99460,90.76,0,8.58,10.47,11.28,12.07,12.77,13.41,13.93,14.39,15.02,166.37,166.52,166.64000000000001,166.79,166.94,167.09,167.23,167.37,167.58,22.11,22.19,22.2,22.18,22.150000000000002,22.12,22.07,22.01,21.8,N/A,N/A -2012,12,4,1,30,101800,100620,99490,91.69,0,9,10.63,11.25,11.790000000000001,12.24,12.65,12.950000000000001,13.200000000000001,13.34,162.25,162.97,163.49,164.16,164.69,165.15,165.31,165.39000000000001,166.28,22.02,22.06,22.04,22.01,21.98,21.96,21.93,21.91,21.81,N/A,N/A -2012,12,4,2,30,101800,100630,99490,93.41,0,7.29,8.81,9.450000000000001,10.09,10.73,11.39,12.11,12.81,13.790000000000001,156.76,158.36,159.61,161.29,162.87,164.43,165.73,166.9,168.33,21.71,21.78,21.79,21.82,21.830000000000002,21.85,21.85,21.84,21.72,N/A,N/A -2012,12,4,3,30,101820,100640,99500,94.09,0,6.28,7.8,8.49,9.22,9.89,10.51,11.040000000000001,11.5,12.32,149.33,151.37,152.91,154.82,156.61,158.34,159.88,161.27,163.63,21.650000000000002,21.68,21.68,21.69,21.69,21.68,21.650000000000002,21.62,21.47,N/A,N/A -2012,12,4,4,30,101810,100630,99500,91.77,0,7.140000000000001,8.71,9.36,9.97,10.5,10.98,11.4,11.790000000000001,12.46,157.74,158.93,159.79,160.78,161.76,162.73,163.72,164.64000000000001,166.28,21.990000000000002,22.04,22.02,21.98,21.93,21.87,21.79,21.72,21.51,N/A,N/A -2012,12,4,5,30,101800,100620,99490,91.55,0,6.91,8.41,9.03,9.63,10.18,10.71,11.26,11.77,12.82,158.1,159.44,160.42000000000002,161.6,162.73,163.86,164.95000000000002,165.98,167.84,21.900000000000002,21.96,21.96,21.93,21.88,21.84,21.79,21.73,21.61,N/A,N/A -2012,12,4,6,30,101810,100640,99500,90.54,0,6.5600000000000005,8.14,8.82,9.49,10.1,10.68,11.22,11.73,12.65,163.01,163.99,164.65,165.37,166.07,166.76,167.45000000000002,168.11,169.37,22.03,22.06,22.04,21.990000000000002,21.94,21.88,21.81,21.740000000000002,21.580000000000002,N/A,N/A -2012,12,4,7,30,101820,100650,99510,89.97,0,7.41,9.02,9.68,10.32,10.88,11.41,11.88,12.32,13.040000000000001,166.55,167.55,168.24,169.01,169.72,170.38,171.01,171.6,172.8,22.11,22.18,22.18,22.150000000000002,22.1,22.05,21.98,21.92,21.73,N/A,N/A -2012,12,4,8,30,101850,100670,99540,91.45,0,6.140000000000001,7.69,8.38,9.09,9.75,10.39,11,11.55,12.44,170.95000000000002,172.14000000000001,173.08,174.28,175.42000000000002,176.56,177.55,178.45000000000002,179.91,22.03,22.09,22.09,22.06,22.04,22.01,21.97,21.93,21.8,N/A,N/A -2012,12,4,9,30,101880,100710,99570,92.17,0,4.19,5.7,6.390000000000001,7.09,7.72,8.290000000000001,8.9,9.49,10.46,175.69,176.29,176.93,177.88,178.93,180.04,181.16,182.24,183.61,21.98,22.13,22.16,22.16,22.14,22.1,22.04,21.98,21.8,N/A,N/A -2012,12,4,10,30,101890,100710,99580,90.96000000000001,0,6.51,8.08,8.73,9.33,9.85,10.33,10.77,11.16,11.78,175.83,177,177.79,178.75,179.69,180.63,181.47,182.22,183.19,22.07,22.23,22.28,22.3,22.27,22.22,22.13,22.04,21.79,N/A,N/A -2012,12,4,11,30,101930,100750,99620,93.11,0,4.19,5.82,6.6000000000000005,7.4,8.1,8.71,9.25,9.74,10.71,185.94,185.98,186.06,186.26,186.51,186.78,187.03,187.25,188.02,21.830000000000002,21.95,21.98,22,22,21.990000000000002,21.94,21.88,21.740000000000002,N/A,N/A -2012,12,4,12,30,101980,100800,99660,92.31,0,4.66,6.32,7.1000000000000005,7.930000000000001,8.66,9.31,9.9,10.43,11.23,189,189.34,189.57,189.93,190.26,190.57,190.72,190.82,190.45000000000002,21.97,22.17,22.23,22.29,22.31,22.3,22.25,22.19,21.96,N/A,N/A -2012,12,4,13,30,101990,100820,99680,92.07000000000001,0,4.93,6.46,7.17,7.930000000000001,8.58,9.17,9.63,10.02,10.5,185.92000000000002,186.43,186.77,187.05,187.4,187.8,188.25,188.68,189.36,21.89,22.05,22.11,22.150000000000002,22.16,22.150000000000002,22.1,22.04,21.79,N/A,N/A -2012,12,4,14,30,102030,100850,99710,93.23,0,4.5,6.04,6.78,7.57,8.26,8.88,9.35,9.75,9.96,173.44,176.09,177.95000000000002,179.99,181.6,182.92000000000002,183.72,184.33,185.8,21.77,21.97,22.06,22.12,22.150000000000002,22.150000000000002,22.09,22.03,21.85,N/A,N/A -2012,12,4,15,30,102020,100840,99700,92.10000000000001,0,5,6.5,7.22,7.99,8.72,9.44,10.01,10.51,10.69,179.41,180.67000000000002,181.79,183.29,184.47,185.45000000000002,185.95000000000002,186.27,187.48,21.86,22.05,22.14,22.22,22.28,22.330000000000002,22.3,22.27,22.03,N/A,N/A -2012,12,4,16,30,102020,100840,99700,91.68,0,4.88,6.23,6.87,7.5600000000000005,8.18,8.76,9.24,9.67,10.17,177.53,178.48,179.38,180.53,181.62,182.68,183.86,185.02,187.48,21.97,22.06,22.080000000000002,22.1,22.11,22.11,22.1,22.09,22.04,N/A,N/A -2012,12,4,17,30,101990,100810,99670,91.29,0,5.0200000000000005,6.49,7.18,7.87,8.44,8.92,9.3,9.61,9.700000000000001,178.63,180.14000000000001,181.01,181.84,182.66,183.48,184.25,184.96,185.82,21.990000000000002,22.12,22.16,22.2,22.19,22.16,22.09,22.03,21.89,N/A,N/A -2012,12,4,18,30,101980,100800,99670,90.37,0,5.39,6.62,7.11,7.59,8.08,8.59,9.18,9.77,10.02,182.95000000000002,183.5,184.24,185.36,186.79,188.47,190.1,191.65,194.95000000000002,22.03,22.06,22.04,22.01,21.98,21.96,21.96,21.96,21.98,N/A,N/A -2012,12,4,19,30,101970,100790,99650,88.92,0,5.66,7.07,7.68,8.290000000000001,8.84,9.35,9.77,10.14,10.290000000000001,184.16,185.19,185.93,186.71,187.41,188.06,188.9,189.75,191.33,22.150000000000002,22.27,22.3,22.31,22.3,22.28,22.23,22.18,22.01,N/A,N/A -2012,12,4,20,30,102060,100880,99740,92.14,0,6.38,7.54,7.92,8.290000000000001,8.6,8.870000000000001,9.11,9.32,9.64,236.16,235.07,234.18,233.24,232.42000000000002,231.68,231.05,230.51,229.74,21.92,21.86,21.78,21.67,21.56,21.44,21.31,21.19,20.91,N/A,N/A -2012,12,4,21,30,102070,100890,99740,91.07000000000001,0.4,5.2,5.12,4.94,4.76,4.59,4.44,4.23,4.0200000000000005,3.43,11.71,3.97,358.1,350.86,345.15000000000003,340.44,335.21,330.54,320.67,20.400000000000002,20.2,20.1,19.98,19.85,19.73,19.6,19.490000000000002,19.35,N/A,N/A -2012,12,4,22,30,102060,100870,99720,93.62,1.8,5.54,5.8500000000000005,5.74,5.41,5.08,4.75,4.45,4.19,3.8000000000000003,82.14,82.93,83.55,84.19,84.91,85.67,87.15,88.59,94.88,20.35,20.57,20.64,20.54,20.43,20.31,20.18,20.05,19.78,N/A,N/A -2012,12,4,23,30,102090,100900,99750,91.53,0,7.13,7.76,8.03,8.44,8.6,8.6,8.290000000000001,7.96,7.2,83.54,83.76,84.33,85.39,87.35000000000001,89.82000000000001,90.56,90.81,91.12,20.3,20.05,19.94,19.86,20.02,20.330000000000002,20.3,20.2,19.92,N/A,N/A -2012,12,5,0,30,102100,100910,99760,88.85000000000001,7.7,5.15,5.46,5.71,6.24,6.62,6.9,7.05,7.16,7.16,101.13,101.76,103.07000000000001,106.45,109.27,111.69,113.59,115.22,118.08,20.36,20.05,20.02,20.18,20.330000000000002,20.47,20.47,20.44,20.23,N/A,N/A -2012,12,5,1,30,102100,100910,99750,91.32000000000001,0,5.69,6.0600000000000005,6.26,6.63,6.96,7.25,7.42,7.55,7.73,114.54,115.44,116.73,119.10000000000001,122.54,126.45,129.31,131.75,136.12,20.05,19.76,19.64,19.55,19.57,19.650000000000002,19.69,19.72,19.650000000000002,N/A,N/A -2012,12,5,2,30,102100,100910,99770,90.01,0,4.09,4.82,5.16,5.48,5.74,5.98,6.21,6.43,6.8500000000000005,139.05,141.07,142.70000000000002,145.15,147.52,149.83,151.67000000000002,153.27,155.44,20.45,20.47,20.61,20.900000000000002,21.06,21.14,21.12,21.080000000000002,20.86,N/A,N/A -2012,12,5,3,30,102100,100910,99770,90.24,2.9000000000000004,2.92,3.12,3.33,3.81,4.18,4.5,4.76,5,5.22,182.84,181.23,180.1,178.3,177.67000000000002,177.75,178.69,179.79,182.92000000000002,20.5,20.23,20.11,20,19.96,19.95,19.97,19.98,19.86,N/A,N/A -2012,12,5,4,30,102110,100930,99780,90.86,0,3.0300000000000002,3.3200000000000003,3.47,3.66,3.91,4.19,4.44,4.67,4.64,176.32,176.73,176.93,177.19,177.36,177.48,177.71,177.96,179.75,20.71,20.46,20.31,20.14,20.080000000000002,20.080000000000002,20.14,20.21,20.11,N/A,N/A -2012,12,5,5,30,102110,100920,99770,90.78,0,3.09,3.31,3.39,3.52,3.66,3.79,3.81,3.8000000000000003,3.85,192.98000000000002,193.20000000000002,193.47,194,195.74,198.19,201.49,204.67000000000002,208.63,20.79,20.53,20.39,20.23,20.16,20.14,20.2,20.27,20.240000000000002,N/A,N/A -2012,12,5,6,30,102110,100920,99770,89.43,0,4.18,4.71,4.88,5.04,5.09,5.08,4.93,4.78,4.63,224.32,224.36,224.53,225.01,226.65,228.95000000000002,230.57,231.86,233.96,20.93,20.740000000000002,20.63,20.53,20.55,20.62,20.580000000000002,20.53,20.34,N/A,N/A -2012,12,5,7,30,102110,100920,99770,91.42,0,4.74,5.3100000000000005,5.47,5.59,5.67,5.71,5.67,5.62,5.25,255.23000000000002,255.51000000000002,255.74,256.22,257.19,258.44,260.97,263.52,268.6,20.830000000000002,20.61,20.47,20.31,20.150000000000002,20.01,19.88,19.77,19.62,N/A,N/A -2012,12,5,8,30,102110,100920,99770,93.52,0,3.54,3.94,4.0600000000000005,4.15,4.21,4.24,4.26,4.2700000000000005,4.23,287.85,288.58,288.63,288.43,287.90000000000003,287.21,286.09000000000003,284.99,282.03000000000003,20.71,20.46,20.31,20.150000000000002,19.98,19.82,19.650000000000002,19.490000000000002,19.14,N/A,N/A -2012,12,5,9,30,102120,100930,99770,97.13,0,4.7700000000000005,5,5.01,4.98,5,5.04,5.03,5,4.59,325.13,324.5,323.99,323.32,321.67,319.54,316.72,314.12,310.57,19.77,19.45,19.29,19.11,18.95,18.81,18.7,18.6,18.42,N/A,N/A -2012,12,5,10,30,102120,100930,99770,99.32000000000001,0,3.43,3.6,3.63,3.65,3.71,3.7800000000000002,3.86,3.93,3.8200000000000003,323.27,324.63,325.58,326.74,328.83,331.2,334.15000000000003,336.76,338.11,19.2,18.92,18.78,18.63,18.48,18.34,18.25,18.18,17.98,N/A,N/A -2012,12,5,11,30,102140,100940,99790,94.96000000000001,0,3.41,3.56,3.5700000000000003,3.56,3.5500000000000003,3.5300000000000002,3.5100000000000002,3.48,3.43,334.38,335.07,335.49,335.99,336.57,337.16,338.05,339.07,345.37,19.400000000000002,19.06,18.88,18.69,18.5,18.32,18.14,17.97,17.7,N/A,N/A -2012,12,5,12,30,102130,100930,99780,95.21000000000001,0,3.5,3.63,3.64,3.63,3.62,3.6,3.59,3.58,3.46,341.37,342.05,342.46,342.92,343.45,344,344.28000000000003,344.74,350.78000000000003,19.43,19.09,18.91,18.72,18.52,18.330000000000002,18.21,18.1,17.85,N/A,N/A -2012,12,5,13,30,102130,100940,99780,95.61,1.1,4.83,5.04,5.05,5.0200000000000005,4.97,4.92,4.84,4.7700000000000005,4.5200000000000005,30.87,30.810000000000002,30.810000000000002,30.82,30.85,30.87,30.88,30.8,29.740000000000002,18.97,18.61,18.43,18.240000000000002,18.06,17.89,17.72,17.57,17.35,N/A,N/A -2012,12,5,14,30,102140,100950,99790,94.35000000000001,0,4.26,4.41,4.4,4.3500000000000005,4.28,4.21,4.1,3.99,3.58,14.030000000000001,14.07,14.14,14.19,14.21,14.23,14.21,14.19,14.02,18.86,18.490000000000002,18.32,18.13,17.95,17.78,17.62,17.48,17.34,N/A,N/A -2012,12,5,15,30,102140,100940,99780,95.16,0,4.46,4.66,4.68,4.65,4.61,4.57,4.51,4.45,4.23,8.15,8.69,9.040000000000001,9.38,9.73,10.07,10.49,10.9,12.11,18.84,18.47,18.28,18.1,17.91,17.740000000000002,17.56,17.400000000000002,17.11,N/A,N/A -2012,12,5,16,30,102120,100920,99760,94.51,0,4.66,4.89,4.9,4.88,4.8500000000000005,4.82,4.7700000000000005,4.72,4.58,12.17,12.5,12.72,12.93,13.15,13.35,13.6,13.82,14.32,18.84,18.47,18.29,18.1,17.91,17.73,17.55,17.38,17.06,N/A,N/A -2012,12,5,17,30,102080,100880,99720,94,0,4.94,5.2,5.23,5.23,5.21,5.19,5.15,5.11,5.03,18.2,18.32,18.330000000000002,18.330000000000002,18.31,18.3,18.25,18.21,18.02,18.78,18.400000000000002,18.21,18.02,17.830000000000002,17.650000000000002,17.46,17.28,16.95,N/A,N/A -2012,12,5,18,30,102050,100850,99690,93.58,0,5.05,5.3100000000000005,5.34,5.33,5.3100000000000005,5.29,5.25,5.21,5.12,26.16,26.1,25.990000000000002,25.87,25.72,25.57,25.36,25.14,24.47,18.75,18.37,18.18,17.990000000000002,17.8,17.62,17.42,17.25,16.91,N/A,N/A -2012,12,5,19,30,102030,100830,99670,91.28,0,4.99,5.23,5.25,5.23,5.2,5.16,5.11,5.05,4.88,9.290000000000001,9.23,9.19,9.14,9.06,8.99,8.870000000000001,8.74,8.19,18.71,18.32,18.14,17.95,17.76,17.580000000000002,17.38,17.21,16.85,N/A,N/A -2012,12,5,20,30,101990,100790,99630,91.89,0,4.75,5.01,5.04,5.05,5.05,5.04,5.0200000000000005,5,4.94,358.58,358.64,358.69,358.75,358.81,358.88,358.95,359.02,359.2,18.61,18.23,18.04,17.85,17.650000000000002,17.47,17.27,17.09,16.71,N/A,N/A -2012,12,5,21,30,101970,100770,99610,91.18,0,4.48,4.7,4.74,4.74,4.73,4.72,4.69,4.67,4.61,349.01,349.27,349.48,349.71,349.95,350.19,350.51,350.84000000000003,351.84000000000003,18.650000000000002,18.27,18.080000000000002,17.89,17.69,17.51,17.31,17.13,16.75,N/A,N/A -2012,12,5,22,30,101920,100730,99570,90.82000000000001,0,4.93,5.2,5.24,5.25,5.25,5.24,5.22,5.22,5.19,355.18,355.76,356.12,356.48,356.86,357.22,357.68,358.12,359.37,18.81,18.44,18.25,18.06,17.87,17.69,17.490000000000002,17.32,16.95,N/A,N/A -2012,12,5,23,30,101940,100740,99580,89.63,11,5.71,6.03,6.07,6.07,6.04,6.01,5.96,5.91,5.79,17.09,17.330000000000002,17.490000000000002,17.64,17.79,17.93,18.080000000000002,18.22,18.53,18.72,18.330000000000002,18.14,17.95,17.76,17.580000000000002,17.39,17.21,16.85,N/A,N/A -2012,12,6,0,30,101930,100730,99570,88,0,6.7,7.15,7.24,7.28,7.29,7.28,7.2700000000000005,7.26,7.21,30.47,30.26,30.080000000000002,29.89,29.7,29.52,29.3,29.09,28.53,18.45,18.03,17.85,17.64,17.45,17.27,17.07,16.88,16.51,N/A,N/A -2012,12,6,1,30,101920,100720,99560,87.05,0,5.76,6.13,6.2,6.23,6.25,6.25,6.26,6.2700000000000005,6.3100000000000005,26.3,25.990000000000002,25.77,25.55,25.29,25.03,24.68,24.32,23.11,18.400000000000002,18,17.81,17.62,17.43,17.25,17.06,16.88,16.54,N/A,N/A -2012,12,6,2,30,101900,100700,99540,87.5,0,5.19,5.46,5.5,5.5,5.48,5.46,5.43,5.4,5.32,27.11,27.11,27.09,27.080000000000002,27.05,27.02,26.97,26.92,26.68,18.44,18.05,17.86,17.67,17.47,17.29,17.09,16.91,16.54,N/A,N/A -2012,12,6,3,30,101860,100660,99500,88.19,0,5.48,5.8,5.8500000000000005,5.87,5.87,5.87,5.86,5.8500000000000005,5.84,34.660000000000004,34.84,34.99,35.15,35.32,35.49,35.730000000000004,35.97,36.74,18.51,18.12,17.93,17.740000000000002,17.54,17.36,17.16,16.98,16.6,N/A,N/A -2012,12,6,4,30,101830,100630,99470,89.72,0,5.03,5.3,5.3500000000000005,5.36,5.36,5.36,5.3500000000000005,5.34,5.32,30.150000000000002,30.54,30.78,31.04,31.330000000000002,31.61,31.970000000000002,32.32,33.3,18.28,17.88,17.69,17.490000000000002,17.3,17.12,16.92,16.73,16.36,N/A,N/A -2012,12,6,5,30,101800,100610,99450,91.44,0,5.15,5.46,5.51,5.53,5.54,5.54,5.53,5.5200000000000005,5.49,49.71,50.45,50.82,51.18,51.54,51.88,52.27,52.64,53.550000000000004,18.34,17.93,17.740000000000002,17.54,17.34,17.16,16.95,16.77,16.38,N/A,N/A -2012,12,6,6,30,101790,100590,99430,91.3,0,4.82,5.12,5.18,5.2,5.22,5.22,5.22,5.21,5.19,61.11,61.940000000000005,62.46,62.99,63.51,63.99,64.52,65.02,66.19,18.67,18.28,18.09,17.89,17.69,17.5,17.31,17.12,16.73,N/A,N/A -2012,12,6,7,30,101750,100560,99400,93.9,1.8,7.13,7.61,7.7,7.74,7.75,7.74,7.71,7.69,7.6000000000000005,68.69,69.46000000000001,69.82000000000001,70.14,70.45,70.73,71.02,71.29,71.88,18.48,18.06,17.86,17.66,17.46,17.28,17.080000000000002,16.9,16.56,N/A,N/A -2012,12,6,8,30,101730,100530,99370,91.35000000000001,0.7000000000000001,5.87,6.23,6.3,6.33,6.34,6.34,6.33,6.32,6.28,75.84,76.45,76.81,77.17,77.53,77.86,78.25,78.60000000000001,79.47,18.19,17.77,17.57,17.37,17.17,16.98,16.78,16.6,16.21,N/A,N/A -2012,12,6,9,30,101720,100520,99360,90.83,0,5.63,5.96,6.0200000000000005,6.04,6.04,6.03,6.0200000000000005,6,5.94,92.29,92.55,92.65,92.74,92.84,92.93,93.02,93.11,93.23,18.23,17.81,17.61,17.41,17.21,17.02,16.82,16.63,16.25,N/A,N/A -2012,12,6,10,30,101680,100480,99330,87.44,0,4.28,4.43,4.42,4.39,4.3500000000000005,4.3100000000000005,4.25,4.2,4.05,78.97,79.14,79.34,79.54,79.75,79.96000000000001,80.33,80.77,83.24,18.27,17.87,17.69,17.490000000000002,17.3,17.12,16.92,16.75,16.38,N/A,N/A -2012,12,6,11,30,101660,100470,99310,88.46000000000001,0,4.5600000000000005,4.7700000000000005,4.79,4.79,4.7700000000000005,4.75,4.72,4.68,4.59,73.51,73.69,73.8,73.9,74.02,74.12,74.26,74.4,74.83,18.38,17.990000000000002,17.8,17.6,17.400000000000002,17.21,17.02,16.830000000000002,16.44,N/A,N/A -2012,12,6,12,30,101640,100450,99290,88.69,0,4.74,4.98,5.01,5.01,5,4.98,4.95,4.92,4.84,76.25,76.68,76.93,77.18,77.43,77.66,77.94,78.21000000000001,78.87,18.31,17.91,17.72,17.53,17.330000000000002,17.14,16.94,16.76,16.37,N/A,N/A -2012,12,6,13,30,101630,100430,99270,87.56,0,4.46,4.67,4.7,4.69,4.68,4.66,4.64,4.61,4.55,79.11,79.53,79.8,80.08,80.36,80.64,80.97,81.28,82.05,18.400000000000002,18.01,17.82,17.62,17.42,17.240000000000002,17.03,16.85,16.46,N/A,N/A -2012,12,6,14,30,101630,100440,99280,86.42,0,3.71,3.9,3.94,3.96,3.97,3.97,3.97,3.97,3.96,92.25,92.32000000000001,92.37,92.43,92.49,92.56,92.65,92.74,93.04,18.61,18.23,18.04,17.84,17.64,17.46,17.26,17.07,16.68,N/A,N/A -2012,12,6,15,30,101620,100420,99270,85.54,0,4.5,4.74,4.7700000000000005,4.78,4.7700000000000005,4.76,4.75,4.73,4.69,96.98,97.43,97.69,97.97,98.22,98.46000000000001,98.74000000000001,99.01,99.69,18.86,18.48,18.3,18.1,17.91,17.72,17.53,17.34,16.96,N/A,N/A -2012,12,6,16,30,101590,100400,99240,86.66,0,4.2700000000000005,4.46,4.47,4.46,4.44,4.41,4.38,4.3500000000000005,4.2700000000000005,90.43,90.99,91.34,91.71000000000001,92.08,92.43,92.85000000000001,93.23,94.17,18.87,18.5,18.32,18.12,17.92,17.740000000000002,17.54,17.35,16.97,N/A,N/A -2012,12,6,17,30,101550,100360,99200,84,0,4.17,4.39,4.43,4.44,4.44,4.44,4.43,4.42,4.4,94.39,94.78,95.02,95.26,95.49,95.7,95.94,96.15,96.67,19.02,18.66,18.47,18.27,18.07,17.89,17.69,17.5,17.11,N/A,N/A -2012,12,6,18,30,101530,100340,99180,86.82000000000001,0,4.68,4.91,4.93,4.92,4.9,4.87,4.84,4.8,4.71,93.33,93.92,94.33,94.75,95.17,95.58,96.03,96.46000000000001,97.45,18.87,18.490000000000002,18.3,18.1,17.900000000000002,17.71,17.51,17.330000000000002,16.94,N/A,N/A -2012,12,6,19,30,101490,100300,99150,86.23,0,4.74,5.01,5.05,5.07,5.08,5.07,5.0600000000000005,5.05,5.0200000000000005,100.02,100.51,100.84,101.18,101.51,101.82000000000001,102.16,102.48,103.2,19.02,18.64,18.46,18.25,18.06,17.87,17.67,17.48,17.09,N/A,N/A -2012,12,6,20,30,101470,100270,99120,89.02,0,5,5.29,5.34,5.3500000000000005,5.36,5.3500000000000005,5.33,5.32,5.28,98.14,99.17,99.79,100.39,100.96000000000001,101.5,102.09,102.64,103.85000000000001,18.81,18.43,18.240000000000002,18.04,17.84,17.66,17.46,17.27,16.89,N/A,N/A -2012,12,6,21,30,101440,100250,99100,86.7,0,5.09,5.38,5.44,5.45,5.45,5.44,5.42,5.4,5.3,101.16,101.53,101.8,102.09,102.38,102.67,103.02,103.34,104.25,19.02,18.64,18.46,18.26,18.07,17.88,17.68,17.5,17.12,N/A,N/A -2012,12,6,22,30,101390,100210,99050,85.66,0,4.68,4.93,4.96,4.95,4.94,4.91,4.88,4.84,4.72,104.82000000000001,105.05,105.36,105.7,106.09,106.5,107.07000000000001,107.63,109.58,19.27,18.92,18.73,18.54,18.35,18.16,17.96,17.78,17.41,N/A,N/A -2012,12,6,23,30,101380,100200,99040,87.56,0,5.8500000000000005,6.22,6.28,6.3,6.3,6.28,6.26,6.23,6.16,114.81,115.26,115.56,115.85000000000001,116.16,116.46000000000001,116.82000000000001,117.16,118.07000000000001,19.22,18.86,18.67,18.47,18.28,18.09,17.89,17.71,17.330000000000002,N/A,N/A -2012,12,7,0,30,101380,100200,99050,86.55,0,5.55,5.9,5.96,5.97,5.98,5.97,5.95,5.93,5.88,121.25,121.48,121.69,121.91,122.13,122.34,122.59,122.81,123.37,19.41,19.04,18.86,18.66,18.47,18.28,18.080000000000002,17.89,17.5,N/A,N/A -2012,12,7,1,30,101360,100180,99030,86.91,0,6.4,6.87,6.98,7.0200000000000005,7.05,7.0600000000000005,7.0600000000000005,7.05,7.0200000000000005,120.74000000000001,121.10000000000001,121.33,121.57000000000001,121.83,122.09,122.39,122.68,123.44,19.51,19.150000000000002,18.97,18.78,18.580000000000002,18.400000000000002,18.2,18.02,17.63,N/A,N/A -2012,12,7,2,30,101340,100160,99010,87.91,0,6.22,6.68,6.78,6.82,6.84,6.8500000000000005,6.84,6.84,6.8,128.13,128.32,128.42000000000002,128.51,128.6,128.69,128.79,128.88,129.11,19.62,19.27,19.09,18.89,18.69,18.51,18.31,18.12,17.73,N/A,N/A -2012,12,7,3,30,101340,100150,99010,87.65,0,6.51,6.98,7.07,7.1000000000000005,7.11,7.11,7.09,7.07,7,128.29,128.61,128.75,128.9,129.05,129.19,129.36,129.52,129.94,19.7,19.35,19.16,18.97,18.77,18.580000000000002,18.39,18.2,17.82,N/A,N/A -2012,12,7,4,30,101320,100140,98990,87.21000000000001,0,6.3100000000000005,6.78,6.890000000000001,6.93,6.96,6.97,6.97,6.96,6.94,138.9,139.54,139.92000000000002,140.34,140.75,141.15,141.6,142.01,142.96,19.91,19.57,19.39,19.19,19,18.81,18.61,18.43,18.05,N/A,N/A -2012,12,7,5,30,101320,100130,98990,87.01,0,5.7700000000000005,6.2700000000000005,6.4,6.47,6.5200000000000005,6.5600000000000005,6.59,6.61,6.65,149.78,149.84,149.95000000000002,150.06,150.18,150.29,150.42000000000002,150.54,150.85,20.06,19.740000000000002,19.56,19.36,19.17,18.98,18.79,18.6,18.21,N/A,N/A -2012,12,7,6,30,101300,100120,98970,88.18,0,6.390000000000001,6.92,7.03,7.09,7.11,7.13,7.13,7.13,7.11,144.55,144.79,144.96,145.14000000000001,145.33,145.5,145.72,145.92000000000002,146.47,20.19,19.86,19.68,19.490000000000002,19.3,19.11,18.91,18.73,18.35,N/A,N/A -2012,12,7,7,30,101310,100130,98980,87.97,0,6.01,6.46,6.55,6.58,6.6000000000000005,6.61,6.62,6.63,6.76,147.29,147.67000000000002,147.96,148.31,148.69,149.09,149.65,150.19,152.53,20.29,19.98,19.8,19.61,19.42,19.240000000000002,19.04,18.87,18.51,N/A,N/A -2012,12,7,8,30,101300,100120,98980,89.69,0,6.34,6.82,6.91,6.94,6.97,6.99,7.08,7.19,7.88,147.74,148.12,148.41,148.78,149.28,149.86,151.34,152.97,162.86,20.51,20.21,20.05,19.86,19.67,19.5,19.330000000000002,19.18,19.05,N/A,N/A -2012,12,7,9,30,101280,100100,98960,86.93,0,5.98,6.59,6.7700000000000005,6.88,6.97,7.04,7.1000000000000005,7.15,7.24,172.04,171.98,172.02,172.1,172.22,172.38,172.59,172.81,173.49,21.07,20.85,20.7,20.53,20.35,20.18,20.01,19.84,19.490000000000002,N/A,N/A -2012,12,7,10,30,101290,100110,98970,85.81,0,4.8100000000000005,5.4,5.59,5.74,5.86,5.96,6.05,6.12,6.24,164.88,164.85,164.94,165.09,165.28,165.51,165.84,166.16,167.12,21.150000000000002,20.95,20.81,20.64,20.48,20.31,20.13,19.97,19.62,N/A,N/A -2012,12,7,11,30,101280,100110,98970,87.21000000000001,0,4.6000000000000005,5.26,5.5200000000000005,5.75,5.96,6.140000000000001,6.3100000000000005,6.46,6.71,161.95000000000002,162.93,163.61,164.43,165.26,166.11,167.07,167.99,170.13,21.13,20.93,20.8,20.64,20.490000000000002,20.330000000000002,20.16,20,19.66,N/A,N/A -2012,12,7,12,30,101280,100110,98970,89.3,0,3.79,4.39,4.63,4.84,5.03,5.2,5.37,5.54,6.11,160.06,161.1,161.95000000000002,163.03,164.19,165.45000000000002,167.12,168.78,175.35,21.11,20.93,20.81,20.67,20.53,20.39,20.26,20.14,20.01,N/A,N/A -2012,12,7,13,30,101290,100120,98980,89.64,0,4.11,4.71,4.95,5.19,5.39,5.59,5.83,6.0600000000000005,6.5,155.04,156.01,156.81,158.04,159.71,161.72,165.8,170.24,181.99,21.07,20.88,20.76,20.62,20.5,20.38,20.3,20.23,20.21,N/A,N/A -2012,12,7,14,30,101300,100130,98990,89.66,0,3.24,4.01,4.37,4.7700000000000005,5.15,5.5,5.8,6.05,6.22,162.27,165.66,167.94,170.19,171.87,173.17000000000002,174.29,175.29,179.32,21.21,21.13,21.07,21,20.92,20.830000000000002,20.72,20.61,20.36,N/A,N/A -2012,12,7,15,30,101300,100120,98990,89.83,0,3.56,4.3500000000000005,4.7,5.08,5.42,5.74,6.03,6.3,6.8100000000000005,170.9,173.16,174.72,176.52,178.06,179.44,180.62,181.67000000000002,185.91,21.34,21.23,21.16,21.07,20.98,20.89,20.77,20.650000000000002,20.400000000000002,N/A,N/A -2012,12,7,16,30,101300,100120,98990,88.54,0,3.72,4.39,4.68,5.03,5.4,5.8100000000000005,6.24,6.66,7.25,170.85,173.44,175.45000000000002,178.09,180.41,182.57,183.87,184.85,185.3,21.48,21.36,21.28,21.2,21.12,21.04,20.96,20.88,20.64,N/A,N/A -2012,12,7,17,30,101280,100110,98970,86.59,0,4.11,4.7700000000000005,5.04,5.32,5.58,5.84,6.09,6.33,6.78,172.16,173.27,174.08,175.07,176.07,177.12,178.24,179.32,182.1,21.68,21.52,21.41,21.28,21.150000000000002,21.02,20.89,20.76,20.5,N/A,N/A -2012,12,7,18,30,101260,100090,98950,84.33,0,4.61,5.33,5.61,5.88,6.11,6.32,6.5200000000000005,6.69,7.01,180.12,180.49,180.79,181.12,181.43,181.74,182.04,182.33,182.99,21.900000000000002,21.740000000000002,21.64,21.5,21.36,21.23,21.080000000000002,20.94,20.650000000000002,N/A,N/A -2012,12,7,19,30,101230,100060,98930,84.19,0,4.32,4.95,5.2,5.43,5.64,5.82,5.99,6.140000000000001,6.390000000000001,171.94,172.75,173.39000000000001,174.14000000000001,174.91,175.70000000000002,176.58,177.44,179.29,21.900000000000002,21.740000000000002,21.63,21.5,21.36,21.22,21.07,20.94,20.63,N/A,N/A -2012,12,7,20,30,101210,100040,98900,83.63,0,4.49,5.18,5.44,5.69,5.9,6.09,6.2700000000000005,6.43,6.8,168.37,169.35,170.1,171.02,171.96,172.92000000000002,173.95000000000002,174.92000000000002,176.8,21.900000000000002,21.75,21.64,21.5,21.37,21.23,21.080000000000002,20.95,20.66,N/A,N/A -2012,12,7,21,30,101200,100030,98890,83.64,0,4.55,5.37,5.7,6.01,6.28,6.53,6.76,6.97,7.3100000000000005,173.4,174.11,174.63,175.29,175.96,176.65,177.41,178.14000000000001,179.86,21.86,21.75,21.66,21.54,21.41,21.28,21.14,21,20.7,N/A,N/A -2012,12,7,22,30,101200,100030,98890,87.21000000000001,0,4.18,5.05,5.4,5.71,5.96,6.17,6.390000000000001,6.59,7.01,170.25,171.6,172.66,174.02,175.44,176.94,178.54,180.07,182.5,21.64,21.580000000000002,21.52,21.43,21.32,21.21,21.09,20.98,20.72,N/A,N/A -2012,12,7,23,30,101200,100030,98900,87.35000000000001,0,4.45,5.37,5.76,6.13,6.44,6.72,6.96,7.17,7.49,160.66,162.27,163.5,165.04,166.47,167.85,169.03,170.07,171.79,21.5,21.45,21.400000000000002,21.330000000000002,21.25,21.16,21.05,20.94,20.67,N/A,N/A -2012,12,8,0,30,101210,100040,98900,88.21000000000001,0,4.18,5.08,5.48,5.89,6.26,6.61,6.91,7.17,7.38,156.45000000000002,158.23,159.69,161.62,163.5,165.37,167.17000000000002,168.84,172.59,21.41,21.36,21.32,21.27,21.21,21.150000000000002,21.07,20.98,20.82,N/A,N/A -2012,12,8,1,30,101200,100030,98900,87.3,0,5.08,6.0200000000000005,6.4,6.78,7.12,7.43,7.72,7.98,8.38,156.20000000000002,157.09,157.8,158.8,159.9,161.11,162.49,163.86,166.74,21.46,21.36,21.29,21.2,21.11,21.02,20.92,20.830000000000002,20.63,N/A,N/A -2012,12,8,2,30,101200,100030,98900,86.13,0,5.44,6.45,6.8500000000000005,7.25,7.58,7.88,8.120000000000001,8.34,8.63,154.74,155.53,156.19,157.1,158.08,159.14000000000001,160.41,161.67000000000002,164.88,21.54,21.47,21.41,21.32,21.240000000000002,21.16,21.06,20.96,20.72,N/A,N/A -2012,12,8,3,30,101200,100030,98890,85.52,0,6.03,7.05,7.47,7.87,8.24,8.58,8.91,9.22,9.68,152.49,153.12,153.66,154.4,155.19,156.04,156.99,157.92000000000002,159.95000000000002,21.55,21.47,21.39,21.29,21.2,21.11,21.01,20.92,20.71,N/A,N/A -2012,12,8,4,30,101180,100010,98880,87.02,0,6.09,7.0600000000000005,7.44,7.79,8.1,8.4,8.69,8.96,9.51,149.86,150.64000000000001,151.29,152.20000000000002,153.20000000000002,154.3,155.56,156.79,159.45000000000002,21.490000000000002,21.37,21.29,21.18,21.080000000000002,20.98,20.88,20.78,20.6,N/A,N/A -2012,12,8,5,30,101200,100020,98890,86.12,0,6.17,7.25,7.7,8.15,8.56,8.93,9.28,9.61,10.14,153.92000000000002,154.81,155.47,156.28,157.05,157.83,158.63,159.4,161.07,21.580000000000002,21.490000000000002,21.42,21.31,21.21,21.11,21,20.89,20.650000000000002,N/A,N/A -2012,12,8,6,30,101200,100030,98900,86.68,0,5.91,6.95,7.38,7.78,8.14,8.47,8.76,9.02,9.4,162.83,163.39000000000001,163.82,164.42000000000002,165.04,165.71,166.46,167.21,169.11,21.7,21.61,21.54,21.43,21.32,21.21,21.09,20.97,20.7,N/A,N/A -2012,12,8,7,30,101230,100060,98930,88.92,0,5.73,6.78,7.22,7.65,8.03,8.39,8.73,9.05,9.59,167.31,168.18,168.85,169.72,170.57,171.46,172.39000000000001,173.29,175.22,21.69,21.61,21.53,21.43,21.330000000000002,21.23,21.12,21.02,20.79,N/A,N/A -2012,12,8,8,30,101230,100060,98930,89.67,0,4.72,5.7700000000000005,6.24,6.72,7.15,7.5600000000000005,7.94,8.290000000000001,8.81,170.73,171.57,172.27,173.19,174.1,175.05,176.03,176.98,179.62,21.68,21.64,21.59,21.52,21.45,21.36,21.26,21.16,20.91,N/A,N/A -2012,12,8,9,30,101250,100080,98950,90.48,0,4.66,5.7700000000000005,6.2700000000000005,6.79,7.26,7.7,8.07,8.39,8.85,173.62,174.86,175.76,176.79,177.58,178.21,178.75,179.23,180.54,21.72,21.71,21.68,21.62,21.55,21.47,21.38,21.28,21.04,N/A,N/A -2012,12,8,10,30,101270,100100,98960,90.89,0,4.3,5.4,5.91,6.41,6.87,7.32,7.7700000000000005,8.19,8.77,175.08,176.03,176.81,177.93,179.06,180.25,181.26,182.18,183.33,21.68,21.67,21.64,21.580000000000002,21.52,21.46,21.39,21.330000000000002,21.11,N/A,N/A -2012,12,8,11,30,101310,100140,99010,91.71000000000001,0,4.03,5.12,5.63,6.12,6.5200000000000005,6.86,7.17,7.46,7.890000000000001,169.44,170.96,172.12,173.34,174.37,175.27,176.58,178.01,181.95000000000002,21.64,21.650000000000002,21.63,21.580000000000002,21.52,21.43,21.32,21.22,21.01,N/A,N/A -2012,12,8,12,30,101320,100150,99010,91.9,0,4.3100000000000005,5.37,5.86,6.38,6.7700000000000005,7.05,7.16,7.19,7.28,174.26,176.32,178.01,180.16,182.37,184.70000000000002,188.34,192.18,195.52,21.66,21.67,21.67,21.650000000000002,21.61,21.56,21.5,21.43,21.18,N/A,N/A -2012,12,8,13,30,101330,100160,99030,93.52,0,3.8200000000000003,4.8500000000000005,5.32,5.8100000000000005,6.26,6.68,6.88,6.99,7.18,166.39000000000001,170.4,174,179.97,184.70000000000002,188.59,190.42000000000002,191.39000000000001,193.52,21.53,21.6,21.64,21.7,21.73,21.73,21.68,21.61,21.37,N/A,N/A -2012,12,8,14,30,101360,100190,99060,93.27,0,3.9,4.88,5.37,5.95,6.54,7.17,7.61,7.930000000000001,8.19,169.55,172.86,175.8,180.35,184.37,188.13,190.07,191.12,192.02,21.52,21.54,21.55,21.59,21.62,21.650000000000002,21.650000000000002,21.650000000000002,21.47,N/A,N/A -2012,12,8,15,30,101370,100190,99060,92.58,0,4.1,5.0200000000000005,5.44,5.89,6.390000000000001,6.96,7.45,7.9,7.97,167.38,168.93,170.25,172.08,174.07,176.32,178.4,180.32,183.91,21.57,21.51,21.48,21.45,21.42,21.39,21.34,21.28,21.21,N/A,N/A -2012,12,8,16,30,101350,100180,99050,90.19,0,4.8500000000000005,5.8100000000000005,6.23,6.640000000000001,6.97,7.24,7.41,7.53,7.82,170.84,172.07,173.20000000000002,174.91,176.59,178.29,179.63,180.75,182.38,21.79,21.740000000000002,21.7,21.68,21.650000000000002,21.64,21.62,21.6,21.5,N/A,N/A -2012,12,8,17,30,101330,100160,99030,89.53,0,5.19,6.09,6.48,6.9,7.3100000000000005,7.73,8.11,8.44,8.620000000000001,166.48,167.75,168.89000000000001,170.79,172.63,174.52,175.96,177.16,178.65,21.87,21.79,21.740000000000002,21.7,21.67,21.66,21.67,21.68,21.62,N/A,N/A -2012,12,8,18,30,101310,100140,99010,88.74,0,5.5,6.41,6.7700000000000005,7.11,7.43,7.74,8.06,8.370000000000001,8.950000000000001,158.42000000000002,159.59,160.57,161.96,163.43,165.04,166.69,168.27,170.69,21.92,21.81,21.740000000000002,21.64,21.56,21.48,21.400000000000002,21.330000000000002,21.17,N/A,N/A -2012,12,8,19,30,101290,100120,98990,87.09,0,5.48,6.45,6.83,7.21,7.54,7.86,8.15,8.42,8.92,155.43,156.19,156.79,157.69,158.69,159.79,161.09,162.37,165.06,21.98,21.89,21.82,21.72,21.63,21.54,21.44,21.34,21.12,N/A,N/A -2012,12,8,20,30,101280,100110,98980,87.71000000000001,0,5.4,6.42,6.86,7.2700000000000005,7.640000000000001,7.99,8.32,8.63,9.17,159.31,160.24,160.93,161.77,162.6,163.45000000000002,164.31,165.13,166.63,21.97,21.91,21.85,21.75,21.67,21.57,21.47,21.38,21.17,N/A,N/A -2012,12,8,21,30,101270,100100,98970,86.22,0,5.73,6.87,7.3500000000000005,7.79,8.16,8.5,8.82,9.120000000000001,9.65,165.37,166.11,166.63,167.29,167.97,168.69,169.4,170.08,171.07,22.01,21.990000000000002,21.94,21.87,21.79,21.7,21.59,21.490000000000002,21.25,N/A,N/A -2012,12,8,22,30,101280,100110,98980,87.97,0,4.97,6.1000000000000005,6.6000000000000005,7.09,7.53,7.94,8.32,8.68,9.3,169.33,169.88,170.29,170.87,171.42000000000002,171.97,172.44,172.84,173.48,21.88,21.87,21.830000000000002,21.76,21.68,21.6,21.490000000000002,21.38,21.11,N/A,N/A -2012,12,8,23,30,101260,100090,98960,88.74,0,5.2,6.390000000000001,6.93,7.47,7.96,8.41,8.84,9.25,9.92,166.04,167.23,168.11,169.17000000000002,170.16,171.13,171.99,172.77,173.79,21.830000000000002,21.830000000000002,21.81,21.76,21.7,21.64,21.55,21.47,21.26,N/A,N/A -2012,12,9,0,30,101280,100110,98980,89.96000000000001,0,6.0200000000000005,7.23,7.76,8.27,8.72,9.13,9.5,9.84,10.4,161.91,163.05,163.95000000000002,165.03,166.06,167.12,168.19,169.22,171.02,21.830000000000002,21.82,21.78,21.72,21.650000000000002,21.57,21.48,21.39,21.16,N/A,N/A -2012,12,9,1,30,101270,100100,98970,89.71000000000001,0,5.79,7.07,7.61,8.13,8.59,9.02,9.4,9.75,10.34,168.20000000000002,169.04,169.65,170.28,170.83,171.32,171.78,172.19,173.08,21.830000000000002,21.8,21.75,21.68,21.6,21.51,21.400000000000002,21.31,21.080000000000002,N/A,N/A -2012,12,9,2,30,101300,100130,98990,88.62,0,5.2700000000000005,6.43,6.95,7.47,7.92,8.35,8.73,9.07,9.66,177.84,178.33,178.73,179.3,179.86,180.46,181.07,181.65,182.70000000000002,21.86,21.86,21.82,21.75,21.68,21.6,21.51,21.41,21.19,N/A,N/A -2012,12,9,3,30,101290,100120,98980,89.53,0,5.12,6.2700000000000005,6.7700000000000005,7.26,7.68,8.07,8.42,8.74,9.26,177.63,177.78,177.94,178.21,178.5,178.81,179.17000000000002,179.53,180.41,21.81,21.79,21.75,21.67,21.580000000000002,21.48,21.37,21.26,21,N/A,N/A -2012,12,9,4,30,101260,100090,98960,89.68,0,5.22,6.49,7.05,7.61,8.08,8.51,8.9,9.25,9.88,171.77,172.99,173.85,174.69,175.4,176.03,176.57,177.03,177.64000000000001,21.830000000000002,21.830000000000002,21.79,21.73,21.650000000000002,21.56,21.46,21.35,21.09,N/A,N/A -2012,12,9,5,30,101250,100080,98950,90.14,0,5.3100000000000005,6.54,7.09,7.640000000000001,8.11,8.56,8.93,9.27,9.790000000000001,169.8,170.77,171.49,172.34,173.13,173.9,174.66,175.38,176.91,21.830000000000002,21.82,21.78,21.72,21.650000000000002,21.57,21.47,21.37,21.14,N/A,N/A -2012,12,9,6,30,101260,100090,98960,88.17,0,6.13,7.36,7.9,8.41,8.86,9.27,9.65,9.99,10.53,171.59,172.39000000000001,172.96,173.58,174.12,174.61,175.04,175.44,176.15,22.01,21.97,21.92,21.84,21.75,21.650000000000002,21.55,21.44,21.18,N/A,N/A -2012,12,9,7,30,101270,100110,98970,88,0,6.3500000000000005,7.63,8.18,8.72,9.200000000000001,9.65,10.06,10.450000000000001,11.09,174.63,175.23,175.69,176.26,176.83,177.42000000000002,178,178.55,179.47,22.09,22.07,22.03,21.96,21.89,21.81,21.71,21.62,21.39,N/A,N/A -2012,12,9,8,30,101280,100110,98970,87.57000000000001,0,6.51,7.78,8.31,8.82,9.27,9.68,10.06,10.41,11.03,175.17000000000002,175.71,176.13,176.67000000000002,177.20000000000002,177.74,178.3,178.84,179.82,22.150000000000002,22.13,22.09,22.02,21.94,21.86,21.76,21.67,21.44,N/A,N/A -2012,12,9,9,30,101280,100110,98980,88.42,0,6.22,7.48,8.02,8.540000000000001,8.99,9.4,9.76,10.08,10.61,176.32,176.82,177.22,177.8,178.38,178.99,179.63,180.24,181.42000000000002,22.12,22.11,22.07,22,21.92,21.84,21.740000000000002,21.64,21.39,N/A,N/A -2012,12,9,10,30,101280,100110,98980,90.73,0,5.63,6.88,7.43,7.98,8.47,8.91,9.28,9.620000000000001,10.13,179.4,180.44,181.25,182.24,183.17000000000002,184.11,185.08,186,188,22.06,22.05,22.02,21.96,21.89,21.81,21.71,21.6,21.34,N/A,N/A -2012,12,9,11,30,101290,100120,98990,93.03,0,5.22,6.41,6.92,7.44,7.91,8.35,8.76,9.15,9.74,184.36,185.83,186.91,188.24,189.47,190.66,191.62,192.45000000000002,193.26,21.98,21.96,21.92,21.86,21.79,21.72,21.64,21.56,21.36,N/A,N/A -2012,12,9,12,30,101320,100150,99020,94.58,0,4.25,5.44,5.97,6.49,6.92,7.3,7.7700000000000005,8.26,9.06,187.76,189.1,190.11,191.28,192.61,194.11,196.25,198.57,200.74,21.91,21.92,21.900000000000002,21.85,21.78,21.71,21.650000000000002,21.580000000000002,21.44,N/A,N/A -2012,12,9,13,30,101330,100160,99030,94.92,0,4.3100000000000005,5.67,6.32,6.93,7.49,8,8.39,8.72,9.1,194.23000000000002,195.66,196.93,198.95000000000002,200.88,202.83,204.04,204.9,204.99,21.95,22.06,22.1,22.11,22.09,22.06,22,21.94,21.76,N/A,N/A -2012,12,9,14,30,101360,100190,99060,96.52,0,3.23,4.3500000000000005,4.93,5.62,6.49,7.58,8.19,8.540000000000001,9.17,179.88,184.75,188.28,192.05,195.53,199.06,200.92000000000002,201.99,203.39000000000001,21.75,21.78,21.79,21.8,21.85,21.93,21.92,21.87,21.81,N/A,N/A -2012,12,9,15,30,101360,100190,99060,97.58,0,3.04,3.98,4.48,5.19,6.07,7.2,7.87,8.3,9.03,171.88,178.69,183.79,190.07,194.43,197.27,199.20000000000002,200.64000000000001,202.57,21.68,21.63,21.63,21.67,21.72,21.77,21.75,21.72,21.67,N/A,N/A -2012,12,9,16,30,101330,100160,99030,95.81,0,4.54,5.69,6.2700000000000005,6.93,7.54,8.14,8.68,9.18,9.96,187.66,189.39000000000001,190.77,192.52,194.04,195.41,196.46,197.34,199.52,22.05,22,21.97,21.95,21.92,21.900000000000002,21.85,21.8,21.59,N/A,N/A -2012,12,9,17,30,101290,100130,99000,95.69,0,4.54,5.66,6.22,6.87,7.5200000000000005,8.22,8.94,9.65,10.26,191.44,192.84,194.01,195.85,197.72,199.70000000000002,201.15,202.34,202.59,22.17,22.11,22.080000000000002,22.07,22.1,22.150000000000002,22.19,22.23,22.13,N/A,N/A -2012,12,9,18,30,101280,100110,98980,95.98,0,5.04,6.05,6.51,6.99,7.46,7.92,8.4,8.870000000000001,10.09,184.38,185.59,186.61,188.1,189.77,191.70000000000002,194.4,197.3,202.47,22.26,22.150000000000002,22.080000000000002,22,21.94,21.88,21.85,21.830000000000002,21.95,N/A,N/A -2012,12,9,19,30,101250,100080,98960,93.96000000000001,0,5.21,6.43,7,7.65,8.31,9.02,9.790000000000001,10.56,11.99,192.35,193.87,195.1,196.81,198.38,199.92000000000002,201.14000000000001,202.20000000000002,203.21,22.47,22.46,22.45,22.46,22.47,22.5,22.52,22.55,22.45,N/A,N/A -2012,12,9,20,30,101210,100050,98920,93.75,0,5.51,6.8500000000000005,7.46,8.09,8.64,9.16,9.64,10.1,11.11,191.46,192.48000000000002,193.28,194.33,195.28,196.19,197.04,197.82,198.98000000000002,22.52,22.53,22.52,22.48,22.44,22.38,22.32,22.26,22.11,N/A,N/A -2012,12,9,21,30,101190,100030,98900,94.83,0,4.72,6.09,6.7,7.28,7.8100000000000005,8.3,8.8,9.3,10.450000000000001,186.45000000000002,188.19,189.58,191.4,193.18,195,196.64000000000001,198.17000000000002,200.35,22.41,22.490000000000002,22.5,22.48,22.45,22.42,22.38,22.34,22.25,N/A,N/A -2012,12,9,22,30,101150,99990,98860,92.42,0,4.92,6.38,7.07,7.7700000000000005,8.4,8.98,9.6,10.200000000000001,11.48,186.70000000000002,188.23,189.39000000000001,190.71,191.89000000000001,193.01,194.58,196.29,199.98000000000002,22.36,22.52,22.580000000000002,22.64,22.68,22.71,22.740000000000002,22.77,22.64,N/A,N/A -2012,12,9,23,30,101130,99970,98840,91.74,0,5.09,6.5200000000000005,7.17,7.8500000000000005,8.53,9.27,10.15,11.07,12.06,182.92000000000002,184.24,185.39000000000001,187.20000000000002,189.12,191.22,193.02,194.68,195.72,22.28,22.43,22.490000000000002,22.56,22.64,22.72,22.77,22.81,22.61,N/A,N/A -2012,12,10,0,30,101120,99960,98830,92.58,0,5.3,6.74,7.42,8.13,8.76,9.36,10.07,10.81,12.07,181.57,182.57,183.37,184.46,185.8,187.44,189.82,192.48000000000002,195.62,22.240000000000002,22.36,22.41,22.46,22.53,22.62,22.72,22.830000000000002,22.72,N/A,N/A -2012,12,10,1,30,101120,99950,98820,93.99,0,5.38,6.78,7.45,8.15,8.78,9.4,9.96,10.46,11.290000000000001,176.07,176.98,177.75,178.81,179.95000000000002,181.24,182.62,183.99,186.48,22.16,22.23,22.25,22.240000000000002,22.23,22.22,22.19,22.14,21.96,N/A,N/A -2012,12,10,2,30,101100,99930,98810,94.4,0,6.03,7.48,8.14,8.83,9.450000000000001,10.02,10.53,10.98,11.63,177.97,178.49,178.92000000000002,179.48,180.02,180.58,181.12,181.61,182.79,22.23,22.28,22.28,22.26,22.23,22.19,22.12,22.04,21.830000000000002,N/A,N/A -2012,12,10,3,30,101080,99910,98790,94.22,0,6.24,7.71,8.370000000000001,9.02,9.6,10.16,10.71,11.23,12.17,178.1,179.18,179.96,180.9,181.76,182.59,183.31,183.95000000000002,184.81,22.26,22.32,22.31,22.29,22.25,22.2,22.150000000000002,22.09,21.92,N/A,N/A -2012,12,10,4,30,101060,99890,98770,92.74,0,6.57,8.08,8.74,9.38,9.96,10.5,11,11.450000000000001,12.200000000000001,183.16,183.43,183.66,184.01,184.38,184.8,185.25,185.67000000000002,186.52,22.35,22.400000000000002,22.39,22.35,22.3,22.25,22.18,22.1,21.900000000000002,N/A,N/A -2012,12,10,5,30,101030,99860,98740,91.86,0,7.42,8.950000000000001,9.61,10.25,10.8,11.32,11.8,12.24,13.030000000000001,184.70000000000002,185.21,185.58,186.02,186.43,186.85,187.27,187.67000000000002,188.41,22.44,22.490000000000002,22.48,22.46,22.41,22.36,22.29,22.22,22.02,N/A,N/A -2012,12,10,6,30,101050,99890,98760,92.67,0,6.28,7.8100000000000005,8.5,9.18,9.77,10.33,10.85,11.33,12.200000000000001,186.65,187.23,187.69,188.28,188.82,189.36,189.86,190.31,191.17000000000002,22.3,22.400000000000002,22.41,22.38,22.34,22.29,22.22,22.14,21.95,N/A,N/A -2012,12,10,7,30,101050,99880,98760,93.31,0,6.34,7.9,8.620000000000001,9.36,10,10.58,11.11,11.61,12.44,193.46,193.96,194.32,194.84,195.33,195.8,196.21,196.56,197.06,22.28,22.37,22.38,22.37,22.34,22.3,22.23,22.17,21.97,N/A,N/A -2012,12,10,8,30,101010,99850,98720,94.36,0,4.86,6.38,7.11,7.86,8.540000000000001,9.19,9.790000000000001,10.35,11.44,202.20000000000002,202.09,202.06,202.24,202.5,202.86,203.24,203.6,204.04,22.080000000000002,22.18,22.19,22.19,22.16,22.13,22.07,22.01,21.85,N/A,N/A -2012,12,10,9,30,101110,99920,98770,99.10000000000001,4.4,11.76,12.81,13.19,13.4,13.55,13.66,13.75,13.82,13.94,330.29,330.1,330.24,330.41,330.57,330.73,330.90000000000003,331.06,331.43,17.26,16.73,16.53,16.36,16.22,16.080000000000002,15.950000000000001,15.83,15.59,N/A,N/A -2012,12,10,10,30,101190,99990,98830,95.18,150.9,12.89,13.99,14.290000000000001,14.43,14.51,14.57,14.6,14.63,14.72,349.23,349.25,349.21,349.13,349.04,348.94,348.81,348.68,348.25,15.89,15.23,14.99,14.780000000000001,14.59,14.41,14.23,14.07,13.76,N/A,N/A -2012,12,10,11,30,101240,100040,98870,91.9,12.8,12.950000000000001,14.040000000000001,14.3,14.4,14.450000000000001,14.47,14.47,14.450000000000001,14.4,340.15000000000003,340.55,340.8,341.06,341.33,341.59000000000003,341.88,342.16,342.82,15.290000000000001,14.6,14.35,14.13,13.92,13.73,13.540000000000001,13.370000000000001,13.01,N/A,N/A -2012,12,10,12,30,101330,100120,98940,86,0,14.09,15.35,15.67,15.83,15.93,15.99,16.02,16.03,16.03,346.93,346.72,346.58,346.44,346.31,346.18,346.04,345.91,345.62,14.040000000000001,13.24,12.950000000000001,12.71,12.48,12.280000000000001,12.07,11.870000000000001,11.48,N/A,N/A -2012,12,10,13,30,101380,100160,98980,75.71000000000001,0,16.22,17.79,18.19,18.41,18.53,18.62,18.67,18.7,18.72,344.26,344.19,344.18,344.15000000000003,344.11,344.07,344.01,343.96,343.86,13.32,12.42,12.120000000000001,11.86,11.620000000000001,11.41,11.19,10.99,10.59,N/A,N/A -2012,12,10,14,30,101450,100220,99040,72.65,0,16.080000000000002,17.61,18.01,18.22,18.34,18.43,18.490000000000002,18.52,18.56,346.61,346.51,346.45,346.40000000000003,346.34000000000003,346.29,346.23,346.18,346.07,12.76,11.84,11.53,11.27,11.03,10.82,10.6,10.4,10.01,N/A,N/A -2012,12,10,15,30,101550,100330,99140,72.59,0,14.33,15.6,15.950000000000001,16.13,16.25,16.32,16.37,16.41,16.45,352.22,351.97,351.8,351.64,351.48,351.34000000000003,351.18,351.04,350.75,12.21,11.31,11,10.74,10.51,10.3,10.08,9.88,9.48,N/A,N/A -2012,12,10,16,30,101620,100390,99200,71.67,0,12.67,13.700000000000001,13.96,14.09,14.17,14.23,14.26,14.280000000000001,14.290000000000001,351.16,350.94,350.79,350.66,350.53000000000003,350.43,350.31,350.21,349.99,11.67,10.8,10.5,10.24,10.01,9.8,9.58,9.38,8.98,N/A,N/A -2012,12,10,17,30,101620,100390,99200,65.02,0,12.89,13.91,14.15,14.27,14.33,14.36,14.370000000000001,14.370000000000001,14.35,354.89,354.83,354.79,354.74,354.68,354.63,354.58,354.52,354.39,11.450000000000001,10.57,10.27,10.02,9.790000000000001,9.59,9.370000000000001,9.18,8.790000000000001,N/A,N/A -2012,12,10,18,30,101650,100420,99230,63.83,0,11.55,12.450000000000001,12.68,12.8,12.88,12.93,12.97,12.99,13.030000000000001,351.05,350.85,350.75,350.64,350.55,350.46,350.36,350.27,350.09000000000003,11.700000000000001,10.88,10.59,10.35,10.120000000000001,9.91,9.700000000000001,9.5,9.11,N/A,N/A -2012,12,10,19,30,101680,100450,99260,59.93,0,11.1,11.94,12.15,12.26,12.32,12.370000000000001,12.4,12.42,12.44,350.75,350.69,350.64,350.6,350.56,350.53000000000003,350.49,350.46,350.39,12.07,11.27,10.99,10.74,10.51,10.31,10.09,9.89,9.49,N/A,N/A -2012,12,10,20,30,101660,100440,99240,58.88,0,10.53,11.3,11.49,11.58,11.65,11.69,11.71,11.73,11.75,347.17,347.14,347.12,347.1,347.07,347.04,347.01,346.99,346.93,12.290000000000001,11.52,11.24,10.99,10.77,10.56,10.34,10.14,9.74,N/A,N/A -2012,12,10,21,30,101660,100440,99250,57.03,0,10.14,10.86,11.040000000000001,11.13,11.19,11.22,11.25,11.26,11.27,350.27,350.12,350.01,349.90000000000003,349.79,349.7,349.6,349.5,349.32,12.49,11.74,11.47,11.23,11.01,10.8,10.58,10.38,9.97,N/A,N/A -2012,12,10,22,30,101660,100440,99250,57.32,0,9.86,10.55,10.71,10.78,10.83,10.86,10.870000000000001,10.88,10.870000000000001,351.54,351.48,351.42,351.36,351.3,351.25,351.19,351.14,351.05,12.47,11.73,11.450000000000001,11.21,10.98,10.78,10.56,10.36,9.950000000000001,N/A,N/A -2012,12,10,23,30,101710,100480,99290,55.730000000000004,0,9.99,10.68,10.85,10.92,10.96,10.99,11,11,11,354.63,354.51,354.45,354.40000000000003,354.35,354.3,354.25,354.2,354.1,12.18,11.43,11.16,10.91,10.69,10.48,10.26,10.06,9.66,N/A,N/A -2012,12,11,0,30,101780,100550,99360,55.59,0,9.84,10.48,10.63,10.69,10.72,10.74,10.74,10.73,10.71,1.34,1.09,0.92,0.75,0.6,0.46,0.31,0.18,359.90000000000003,11.6,10.83,10.55,10.3,10.08,9.870000000000001,9.65,9.450000000000001,9.05,N/A,N/A -2012,12,11,1,30,101830,100590,99390,55.730000000000004,0,9.8,10.44,10.57,10.63,10.65,10.66,10.66,10.65,10.620000000000001,1.59,1.3900000000000001,1.26,1.1400000000000001,1.02,0.91,0.8,0.6900000000000001,0.48,11.06,10.27,9.99,9.75,9.52,9.32,9.1,8.9,8.5,N/A,N/A -2012,12,11,2,30,101860,100630,99430,56.22,0,10.07,10.72,10.85,10.9,10.92,10.93,10.92,10.9,10.86,2.27,2.13,2.0300000000000002,1.94,1.86,1.78,1.69,1.61,1.44,10.68,9.870000000000001,9.59,9.35,9.120000000000001,8.91,8.700000000000001,8.5,8.1,N/A,N/A -2012,12,11,3,30,101890,100650,99440,56.800000000000004,0,9.870000000000001,10.49,10.6,10.64,10.65,10.65,10.63,10.61,10.55,4.11,4.09,4.08,4.07,4.05,4.04,4.0200000000000005,3.99,3.95,10.27,9.46,9.18,8.93,8.71,8.5,8.28,8.08,7.69,N/A,N/A -2012,12,11,4,30,101890,100640,99440,59.43,0,10.07,10.69,10.8,10.84,10.84,10.84,10.81,10.790000000000001,10.72,2.59,2.77,2.89,2.99,3.09,3.16,3.25,3.33,3.47,9.78,8.94,8.65,8.4,8.17,7.96,7.74,7.54,7.15,N/A,N/A -2012,12,11,5,30,101890,100650,99440,61.89,0,10.200000000000001,10.85,10.98,11.03,11.05,11.05,11.040000000000001,11.02,10.97,6.1000000000000005,6.34,6.48,6.6000000000000005,6.71,6.8100000000000005,6.91,7,7.17,9.34,8.48,8.18,7.930000000000001,7.7,7.48,7.26,7.0600000000000005,6.66,N/A,N/A -2012,12,11,6,30,101930,100690,99480,63.96,0,9.9,10.51,10.64,10.68,10.700000000000001,10.71,10.69,10.68,10.63,10.540000000000001,10.73,10.81,10.89,10.96,11.02,11.09,11.15,11.27,9.09,8.23,7.930000000000001,7.68,7.44,7.23,7.01,6.8,6.4,N/A,N/A -2012,12,11,7,30,101930,100680,99470,64.21000000000001,0,10.06,10.69,10.82,10.870000000000001,10.89,10.89,10.88,10.86,10.82,17.81,17.94,17.990000000000002,18.04,18.080000000000002,18.12,18.17,18.21,18.28,8.78,7.91,7.61,7.36,7.12,6.91,6.69,6.48,6.08,N/A,N/A -2012,12,11,8,30,101960,100720,99500,64.13,0,9.950000000000001,10.55,10.67,10.71,10.72,10.72,10.700000000000001,10.67,10.61,21.68,21.73,21.81,21.88,21.94,22,22.05,22.11,22.2,8.52,7.640000000000001,7.34,7.08,6.84,6.63,6.42,6.21,5.8100000000000005,N/A,N/A -2012,12,11,9,30,101970,100720,99510,64.15,0,9.51,10.07,10.17,10.21,10.22,10.22,10.200000000000001,10.18,10.120000000000001,20.900000000000002,21.080000000000002,21.2,21.32,21.42,21.52,21.62,21.7,21.89,8.49,7.63,7.33,7.08,6.8500000000000005,6.640000000000001,6.42,6.22,5.82,N/A,N/A -2012,12,11,10,30,102020,100770,99560,64.56,0,8.84,9.33,9.41,9.44,9.44,9.43,9.41,9.38,9.31,20.39,20.650000000000002,20.84,20.990000000000002,21.14,21.28,21.41,21.54,21.79,8.51,7.68,7.390000000000001,7.140000000000001,6.9,6.69,6.48,6.28,5.88,N/A,N/A -2012,12,11,11,30,102040,100800,99580,65.87,0,8.64,9.09,9.16,9.18,9.17,9.16,9.13,9.1,9.02,23.78,24.04,24.25,24.43,24.6,24.76,24.92,25.07,25.38,8.6,7.78,7.49,7.24,7.01,6.8,6.59,6.390000000000001,5.99,N/A,N/A -2012,12,11,12,30,102050,100800,99590,66.93,0,8.18,8.59,8.65,8.66,8.65,8.63,8.61,8.58,8.5,26.03,26.39,26.61,26.810000000000002,27.01,27.18,27.36,27.54,27.88,8.77,7.98,7.69,7.45,7.22,7.01,6.8,6.6000000000000005,6.21,N/A,N/A -2012,12,11,13,30,102030,100790,99580,69.18,0,8.77,9.23,9.3,9.31,9.3,9.27,9.24,9.200000000000001,9.120000000000001,26.32,26.76,27.02,27.25,27.48,27.68,27.900000000000002,28.1,28.5,8.84,8.03,7.74,7.49,7.26,7.0600000000000005,6.84,6.65,6.25,N/A,N/A -2012,12,11,14,30,102090,100850,99640,69,0,8.44,8.89,8.950000000000001,8.950000000000001,8.93,8.91,8.870000000000001,8.84,8.75,26.38,26.78,27.060000000000002,27.310000000000002,27.560000000000002,27.78,28.02,28.240000000000002,28.7,8.84,8.03,7.74,7.5,7.2700000000000005,7.07,6.8500000000000005,6.65,6.26,N/A,N/A -2012,12,11,15,30,102090,100840,99630,66.9,0,8.11,8.51,8.58,8.58,8.58,8.56,8.53,8.5,8.42,26.22,26.62,26.87,27.1,27.310000000000002,27.51,27.72,27.91,28.3,8.950000000000001,8.17,7.88,7.640000000000001,7.41,7.2,6.99,6.79,6.390000000000001,N/A,N/A -2012,12,11,16,30,102080,100840,99630,64.77,0,7.47,7.83,7.86,7.86,7.84,7.82,7.79,7.75,7.68,23.72,24.080000000000002,24.35,24.59,24.82,25.03,25.25,25.46,25.87,9.200000000000001,8.45,8.17,7.930000000000001,7.7,7.5,7.29,7.09,6.7,N/A,N/A -2012,12,11,17,30,102070,100820,99610,61.74,0,7.11,7.44,7.48,7.48,7.46,7.45,7.42,7.390000000000001,7.3100000000000005,15.06,15.46,15.69,15.91,16.12,16.32,16.53,16.73,17.13,9.58,8.85,8.58,8.34,8.120000000000001,7.92,7.71,7.5200000000000005,7.12,N/A,N/A -2012,12,11,18,30,102100,100860,99660,59.35,0,5.96,6.2,6.24,6.25,6.24,6.23,6.21,6.19,6.140000000000001,14.57,14.780000000000001,14.91,15.040000000000001,15.16,15.27,15.38,15.49,15.700000000000001,10.08,9.39,9.13,8.9,8.67,8.47,8.26,8.06,7.67,N/A,N/A -2012,12,11,19,30,102070,100830,99620,56.800000000000004,0,6.19,6.47,6.5200000000000005,6.53,6.53,6.5200000000000005,6.51,6.5,6.47,11.290000000000001,11.47,11.58,11.67,11.76,11.84,11.93,12,12.16,10.59,9.91,9.65,9.42,9.200000000000001,9,8.78,8.59,8.19,N/A,N/A -2012,12,11,20,30,102090,100850,99650,54.06,0,4.37,4.57,4.59,4.59,4.59,4.58,4.57,4.57,4.54,12.51,12.950000000000001,13.24,13.51,13.77,14,14.23,14.450000000000001,14.88,11.13,10.52,10.27,10.040000000000001,9.83,9.63,9.41,9.21,8.82,N/A,N/A -2012,12,11,21,30,102020,100790,99590,53.19,0,5.84,6.11,6.16,6.19,6.19,6.2,6.19,6.19,6.17,8.2,8.700000000000001,9,9.27,9.52,9.74,9.96,10.17,10.58,11.69,11.05,10.8,10.57,10.35,10.15,9.93,9.73,9.33,N/A,N/A -2012,12,11,22,30,102110,100880,99680,49.11,0,4.65,4.82,4.83,4.82,4.8,4.79,4.7700000000000005,4.75,4.71,2.7600000000000002,3.18,3.45,3.69,3.92,4.13,4.3500000000000005,4.5600000000000005,4.96,12.040000000000001,11.450000000000001,11.21,10.99,10.77,10.58,10.36,10.16,9.77,N/A,N/A -2012,12,11,23,30,102050,100820,99620,51.9,0,7.25,7.62,7.68,7.69,7.69,7.68,7.66,7.640000000000001,7.6000000000000005,12.88,13.120000000000001,13.25,13.370000000000001,13.49,13.59,13.71,13.8,14.01,12.290000000000001,11.63,11.38,11.15,10.92,10.72,10.51,10.31,9.91,N/A,N/A -2012,12,12,0,30,102100,100860,99670,54.57,0,8.14,8.58,8.64,8.65,8.64,8.620000000000001,8.6,8.57,8.51,15.41,15.66,15.73,15.81,15.89,15.96,16.05,16.12,16.28,12.13,11.43,11.18,10.950000000000001,10.72,10.52,10.31,10.11,9.71,N/A,N/A -2012,12,12,1,30,102210,100980,99780,54.49,0,6.76,7.09,7.140000000000001,7.15,7.140000000000001,7.13,7.1000000000000005,7.08,7.0200000000000005,16.68,16.96,17.06,17.16,17.240000000000002,17.32,17.400000000000002,17.46,17.61,11.91,11.25,11,10.77,10.540000000000001,10.34,10.13,9.93,9.53,N/A,N/A -2012,12,12,2,30,102210,100970,99770,55.660000000000004,0,7.97,8.4,8.46,8.47,8.47,8.46,8.43,8.4,8.33,21.62,21.76,21.85,21.92,22,22.06,22.13,22.19,22.31,11.73,11.03,10.77,10.540000000000001,10.32,10.120000000000001,9.9,9.700000000000001,9.3,N/A,N/A -2012,12,12,3,30,102250,101020,99810,55.56,0,7.67,8.07,8.13,8.14,8.13,8.11,8.08,8.06,7.99,22.53,22.91,23.16,23.37,23.59,23.78,23.990000000000002,24.18,24.57,11.65,10.96,10.700000000000001,10.47,10.24,10.040000000000001,9.83,9.63,9.23,N/A,N/A -2012,12,12,4,30,102280,101050,99840,57.15,0,7.33,7.7,7.75,7.76,7.75,7.74,7.72,7.69,7.63,27.02,27.35,27.59,27.810000000000002,28.01,28.2,28.39,28.57,28.93,11.71,11.02,10.77,10.540000000000001,10.31,10.120000000000001,9.9,9.700000000000001,9.3,N/A,N/A -2012,12,12,5,30,102310,101070,99870,58.19,0,8,8.41,8.47,8.48,8.47,8.45,8.41,8.38,8.3,22.41,22.830000000000002,23.1,23.34,23.57,23.78,24.01,24.21,24.64,11.53,10.82,10.56,10.33,10.1,9.9,9.69,9.49,9.09,N/A,N/A -2012,12,12,6,30,102340,101100,99900,57.4,0,6.86,7.2,7.25,7.26,7.25,7.25,7.22,7.2,7.140000000000001,31.54,31.84,32.05,32.230000000000004,32.410000000000004,32.57,32.730000000000004,32.88,33.2,11.75,11.11,10.86,10.63,10.41,10.22,10,9.81,9.41,N/A,N/A -2012,12,12,7,30,102380,101150,99950,56.34,0,6.7700000000000005,7.09,7.13,7.13,7.11,7.09,7.0600000000000005,7.03,6.96,26.62,27.02,27.26,27.48,27.7,27.88,28.09,28.28,28.67,11.82,11.17,10.93,10.700000000000001,10.48,10.290000000000001,10.07,9.88,9.49,N/A,N/A -2012,12,12,8,30,102410,101170,99970,56.870000000000005,0,7.5600000000000005,7.92,7.97,7.96,7.94,7.91,7.87,7.83,7.74,22.77,23.1,23.3,23.48,23.650000000000002,23.8,23.96,24.11,24.41,11.59,10.91,10.66,10.43,10.21,10.01,9.8,9.61,9.21,N/A,N/A -2012,12,12,9,30,102450,101210,100010,57.620000000000005,0,7.63,8,8.05,8.05,8.03,8.01,7.97,7.930000000000001,7.84,24.330000000000002,24.580000000000002,24.740000000000002,24.88,25.03,25.150000000000002,25.28,25.400000000000002,25.650000000000002,11.24,10.55,10.3,10.07,9.85,9.65,9.44,9.25,8.86,N/A,N/A -2012,12,12,10,30,102480,101240,100030,59.1,0,8.09,8.52,8.58,8.58,8.56,8.540000000000001,8.5,8.46,8.370000000000001,26.77,27.02,27.21,27.37,27.53,27.66,27.810000000000002,27.94,28.22,10.98,10.26,9.99,9.76,9.540000000000001,9.34,9.13,8.94,8.540000000000001,N/A,N/A -2012,12,12,11,30,102500,101260,100050,57.81,0,7.63,8.02,8.08,8.09,8.08,8.06,8.03,8,7.92,28.59,28.810000000000002,28.94,29.07,29.18,29.28,29.38,29.48,29.67,10.98,10.290000000000001,10.03,9.8,9.58,9.38,9.17,8.98,8.59,N/A,N/A -2012,12,12,12,30,102530,101290,100080,55.910000000000004,0,7.62,8,8.05,8.06,8.040000000000001,8.03,7.99,7.96,7.88,27.91,28.150000000000002,28.32,28.46,28.6,28.72,28.85,28.97,29.2,10.96,10.26,10,9.77,9.55,9.36,9.15,8.96,8.56,N/A,N/A -2012,12,12,13,30,102550,101310,100100,56.85,0,7.62,8.02,8.07,8.08,8.06,8.040000000000001,8.01,7.98,7.9,27.87,28.07,28.19,28.3,28.400000000000002,28.490000000000002,28.580000000000002,28.66,28.82,10.98,10.28,10.02,9.790000000000001,9.57,9.38,9.17,8.97,8.59,N/A,N/A -2012,12,12,14,30,102590,101350,100140,55.71,0,7.68,8.07,8.13,8.13,8.120000000000001,8.1,8.07,8.03,7.95,28.78,29.05,29.21,29.35,29.490000000000002,29.61,29.75,29.86,30.09,10.91,10.21,9.96,9.73,9.51,9.32,9.11,8.92,8.53,N/A,N/A -2012,12,12,15,30,102620,101380,100170,55.28,0,7.59,7.99,8.040000000000001,8.06,8.05,8.03,8,7.97,7.9,29.38,29.55,29.67,29.78,29.87,29.96,30.04,30.12,30.27,11.01,10.32,10.06,9.84,9.620000000000001,9.43,9.22,9.03,8.64,N/A,N/A -2012,12,12,16,30,102630,101390,100180,52.19,0,7.17,7.54,7.59,7.61,7.6000000000000005,7.59,7.57,7.54,7.49,28.310000000000002,28.47,28.55,28.64,28.7,28.76,28.830000000000002,28.88,28.98,11.200000000000001,10.52,10.27,10.05,9.83,9.64,9.43,9.24,8.85,N/A,N/A -2012,12,12,17,30,102620,101380,100170,48.54,0,6.94,7.29,7.34,7.36,7.3500000000000005,7.34,7.32,7.3,7.25,28.01,28.23,28.36,28.48,28.59,28.69,28.79,28.88,29.07,11.55,10.89,10.64,10.42,10.200000000000001,10.01,9.8,9.61,9.22,N/A,N/A -2012,12,12,18,30,102620,101380,100170,47.17,0,6.4,6.72,6.7700000000000005,6.78,6.78,6.78,6.7700000000000005,6.75,6.72,26.92,27.14,27.26,27.37,27.47,27.57,27.66,27.75,27.92,11.89,11.27,11.02,10.8,10.59,10.39,10.19,9.99,9.6,N/A,N/A -2012,12,12,19,30,102600,101360,100160,45.31,0,5.72,6,6.05,6.0600000000000005,6.07,6.07,6.0600000000000005,6.0600000000000005,6.04,27.830000000000002,27.900000000000002,27.94,27.97,28,28.03,28.05,28.07,28.1,12.33,11.74,11.5,11.28,11.07,10.88,10.66,10.47,10.08,N/A,N/A -2012,12,12,20,30,102570,101340,100140,43.5,0,5.39,5.65,5.7,5.72,5.73,5.73,5.73,5.73,5.72,29.79,29.69,29.63,29.55,29.490000000000002,29.43,29.36,29.29,29.14,12.790000000000001,12.22,11.99,11.77,11.56,11.36,11.15,10.96,10.56,N/A,N/A -2012,12,12,21,30,102560,101330,100130,40.43,0,4.86,5.1000000000000005,5.15,5.17,5.18,5.19,5.19,5.19,5.19,33.980000000000004,33.84,33.730000000000004,33.63,33.53,33.44,33.35,33.26,33.06,13.33,12.780000000000001,12.55,12.34,12.13,11.93,11.72,11.53,11.13,N/A,N/A -2012,12,12,22,30,102550,101320,100120,38.800000000000004,0,4.92,5.16,5.2,5.22,5.23,5.23,5.23,5.23,5.23,35.660000000000004,35.63,35.6,35.56,35.53,35.5,35.46,35.44,35.37,13.72,13.18,12.96,12.75,12.530000000000001,12.34,12.13,11.93,11.540000000000001,N/A,N/A -2012,12,12,23,30,102540,101310,100110,39.47,0,5.24,5.5,5.54,5.5600000000000005,5.5600000000000005,5.5600000000000005,5.5600000000000005,5.55,5.54,33.64,33.89,34.05,34.2,34.33,34.45,34.58,34.7,34.94,13.98,13.44,13.22,13.01,12.790000000000001,12.6,12.39,12.200000000000001,11.8,N/A,N/A -2012,12,13,0,30,102560,101330,100130,42.15,0,5.57,5.84,5.88,5.89,5.89,5.89,5.88,5.87,5.84,38.300000000000004,38.730000000000004,39,39.24,39.480000000000004,39.68,39.89,40.09,40.5,14.11,13.57,13.35,13.13,12.92,12.73,12.52,12.32,11.93,N/A,N/A -2012,12,13,1,30,102560,101330,100140,44.660000000000004,0,5.36,5.6000000000000005,5.63,5.64,5.63,5.62,5.6000000000000005,5.59,5.55,45.17,45.68,45.980000000000004,46.25,46.52,46.75,47,47.230000000000004,47.71,14.14,13.61,13.38,13.17,12.96,12.77,12.56,12.36,11.97,N/A,N/A -2012,12,13,2,30,102570,101340,100150,47.95,0,5.38,5.65,5.69,5.71,5.71,5.72,5.71,5.7,5.69,52.38,53.050000000000004,53.43,53.76,54.08,54.370000000000005,54.67,54.95,55.5,14.27,13.74,13.51,13.3,13.09,12.9,12.69,12.49,12.1,N/A,N/A -2012,12,13,3,30,102570,101350,100150,52.22,0,5.37,5.63,5.67,5.69,5.69,5.69,5.68,5.67,5.65,60.09,60.45,60.67,60.870000000000005,61.06,61.24,61.43,61.6,61.95,14.35,13.82,13.6,13.38,13.17,12.98,12.77,12.58,12.18,N/A,N/A -2012,12,13,4,30,102570,101340,100150,51.620000000000005,0,5.11,5.3500000000000005,5.38,5.39,5.39,5.39,5.37,5.37,5.34,68.06,68.3,68.45,68.58,68.71000000000001,68.82000000000001,68.94,69.06,69.28,14.56,14.040000000000001,13.82,13.61,13.4,13.21,13,12.8,12.41,N/A,N/A -2012,12,13,5,30,102560,101340,100150,54.44,0,4.98,5.22,5.26,5.2700000000000005,5.2700000000000005,5.2700000000000005,5.26,5.25,5.22,67.89,68.27,68.52,68.75,68.97,69.17,69.38,69.57000000000001,69.97,14.63,14.11,13.89,13.68,13.47,13.280000000000001,13.07,12.88,12.48,N/A,N/A -2012,12,13,6,30,102580,101350,100160,56.49,0,4.79,5.01,5.04,5.04,5.04,5.04,5.0200000000000005,5.01,4.98,71.72,72.09,72.33,72.54,72.74,72.91,73.11,73.28,73.64,14.73,14.23,14.01,13.8,13.59,13.4,13.19,13,12.6,N/A,N/A -2012,12,13,7,30,102600,101370,100180,58.480000000000004,0,4.8100000000000005,5.01,5.04,5.04,5.04,5.03,5.01,5,4.97,74.62,74.93,75.10000000000001,75.25,75.4,75.52,75.65,75.78,76.03,14.71,14.21,14,13.790000000000001,13.58,13.39,13.18,12.98,12.59,N/A,N/A -2012,12,13,8,30,102590,101370,100180,57.6,0,4.8500000000000005,5.05,5.08,5.08,5.07,5.0600000000000005,5.04,5.03,4.99,70.08,70.36,70.55,70.72,70.89,71.03,71.18,71.32000000000001,71.61,14.790000000000001,14.290000000000001,14.07,13.870000000000001,13.66,13.47,13.26,13.06,12.67,N/A,N/A -2012,12,13,9,30,102590,101370,100180,59.1,0,5.21,5.45,5.48,5.48,5.48,5.47,5.46,5.44,5.4,66.56,66.86,67.05,67.23,67.39,67.54,67.71000000000001,67.85,68.15,14.790000000000001,14.280000000000001,14.06,13.85,13.64,13.450000000000001,13.24,13.05,12.65,N/A,N/A -2012,12,13,10,30,102590,101370,100180,57.910000000000004,0,5.32,5.57,5.6000000000000005,5.61,5.61,5.6000000000000005,5.59,5.57,5.54,65.04,65.25,65.38,65.5,65.62,65.72,65.83,65.93,66.13,14.83,14.33,14.11,13.9,13.69,13.5,13.290000000000001,13.1,12.700000000000001,N/A,N/A -2012,12,13,11,30,102610,101390,100200,59.9,0,6.09,6.4,6.44,6.45,6.45,6.44,6.42,6.4,6.3500000000000005,64.83,65.08,65.24,65.37,65.5,65.62,65.74,65.85,66.08,14.8,14.280000000000001,14.06,13.84,13.63,13.44,13.23,13.040000000000001,12.65,N/A,N/A -2012,12,13,12,30,102630,101400,100210,64.7,0,6.66,7.03,7.09,7.11,7.12,7.11,7.1000000000000005,7.09,7.05,65.02,65.31,65.49,65.66,65.82000000000001,65.96000000000001,66.12,66.27,66.57000000000001,14.57,14.02,13.8,13.59,13.370000000000001,13.18,12.97,12.780000000000001,12.39,N/A,N/A -2012,12,13,13,30,102630,101400,100210,65.72,0,6.65,7.0200000000000005,7.08,7.1000000000000005,7.1000000000000005,7.09,7.08,7.0600000000000005,7.0200000000000005,64.6,64.98,65.22,65.44,65.66,65.86,66.07000000000001,66.27,66.67,14.5,13.950000000000001,13.73,13.51,13.3,13.120000000000001,12.9,12.71,12.32,N/A,N/A -2012,12,13,14,30,102650,101430,100240,66.61,0,6.8100000000000005,7.2,7.26,7.29,7.3,7.3,7.29,7.28,7.25,66.06,66.5,66.77,67.02,67.27,67.49,67.73,67.95,68.4,14.48,13.92,13.700000000000001,13.48,13.27,13.08,12.870000000000001,12.68,12.290000000000001,N/A,N/A -2012,12,13,15,30,102670,101440,100250,65.01,0,6.68,7.0600000000000005,7.13,7.16,7.17,7.17,7.16,7.15,7.13,68.05,68.5,68.77,69.03,69.27,69.48,69.71000000000001,69.92,70.37,14.6,14.06,13.83,13.620000000000001,13.41,13.22,13.01,12.82,12.42,N/A,N/A -2012,12,13,16,30,102650,101420,100230,65.06,0,6.3100000000000005,6.66,6.72,6.75,6.75,6.76,6.75,6.74,6.71,72.17,72.47,72.65,72.82000000000001,72.97,73.12,73.28,73.42,73.71000000000001,14.77,14.24,14.02,13.8,13.59,13.4,13.19,13,12.6,N/A,N/A -2012,12,13,17,30,102630,101400,100220,66.89,0,6.21,6.5600000000000005,6.62,6.65,6.66,6.66,6.66,6.65,6.63,74.65,75.04,75.28,75.49,75.69,75.87,76.07000000000001,76.24,76.61,14.870000000000001,14.35,14.13,13.91,13.700000000000001,13.51,13.3,13.11,12.72,N/A,N/A -2012,12,13,18,30,102610,101380,100200,66.25,0,5.88,6.2,6.26,6.28,6.3,6.3,6.3,6.29,6.2700000000000005,76.12,76.47,76.69,76.88,77.07000000000001,77.24,77.43,77.59,77.93,15.030000000000001,14.52,14.3,14.09,13.88,13.69,13.48,13.280000000000001,12.89,N/A,N/A -2012,12,13,19,30,102590,101370,100180,67.54,0,5.8100000000000005,6.13,6.18,6.21,6.22,6.22,6.22,6.21,6.19,77.48,77.83,78.04,78.23,78.41,78.58,78.75,78.9,79.24,15.16,14.65,14.43,14.22,14.01,13.82,13.61,13.42,13.02,N/A,N/A -2012,12,13,20,30,102560,101330,100150,65.56,0,5.79,6.1000000000000005,6.16,6.18,6.19,6.2,6.19,6.18,6.16,79.55,79.9,80.11,80.3,80.48,80.65,80.83,80.99,81.33,15.3,14.790000000000001,14.58,14.370000000000001,14.16,13.97,13.76,13.57,13.17,N/A,N/A -2012,12,13,21,30,102520,101300,100110,63.88,0,5.44,5.73,5.78,5.8,5.8100000000000005,5.8100000000000005,5.8100000000000005,5.8,5.78,80.81,81.22,81.47,81.71000000000001,81.93,82.14,82.35000000000001,82.55,82.97,15.44,14.950000000000001,14.74,14.530000000000001,14.32,14.13,13.93,13.73,13.34,N/A,N/A -2012,12,13,22,30,102490,101270,100090,63.35,0,5.36,5.64,5.7,5.72,5.73,5.73,5.73,5.73,5.72,83.8,84.16,84.39,84.60000000000001,84.81,84.99,85.19,85.38,85.77,15.610000000000001,15.13,14.92,14.71,14.51,14.31,14.11,13.92,13.52,N/A,N/A -2012,12,13,23,30,102480,101270,100080,64.29,0,5.39,5.68,5.74,5.7700000000000005,5.79,5.8,5.8,5.8,5.8,86.9,87.27,87.52,87.75,87.96000000000001,88.16,88.37,88.56,88.96000000000001,15.81,15.33,15.120000000000001,14.91,14.71,14.51,14.31,14.120000000000001,13.72,N/A,N/A -2012,12,14,0,30,102470,101250,100070,65.51,0,5.62,5.92,5.98,6.01,6.0200000000000005,6.0200000000000005,6.0200000000000005,6.01,6,86.71000000000001,87.03,87.25,87.45,87.65,87.83,88.04,88.22,88.62,15.92,15.44,15.23,15.02,14.82,14.63,14.42,14.23,13.84,N/A,N/A -2012,12,14,1,30,102450,101230,100050,65.55,0,5.94,6.29,6.36,6.4,6.42,6.44,6.45,6.45,6.44,93.11,93.22,93.33,93.47,93.62,93.77,93.93,94.08,94.41,16.17,15.700000000000001,15.49,15.280000000000001,15.07,14.88,14.67,14.48,14.09,N/A,N/A -2012,12,14,2,30,102440,101220,100040,63.58,0,5.83,6.17,6.25,6.29,6.32,6.34,6.3500000000000005,6.36,6.36,95.88,95.79,95.73,95.74000000000001,95.76,95.79,95.85000000000001,95.92,96.10000000000001,16.41,15.96,15.75,15.540000000000001,15.34,15.14,14.94,14.75,14.35,N/A,N/A -2012,12,14,3,30,102420,101210,100030,67.26,0,6.07,6.45,6.55,6.6000000000000005,6.63,6.66,6.67,6.69,6.71,95.8,96.29,96.67,97.03,97.39,97.71000000000001,98.06,98.37,99.02,16.56,16.1,15.9,15.69,15.49,15.3,15.09,14.9,14.51,N/A,N/A -2012,12,14,4,30,102390,101170,100000,66.65,0,6.22,6.61,6.69,6.73,6.75,6.76,6.7700000000000005,6.7700000000000005,6.76,101.41,101.44,101.51,101.58,101.68,101.76,101.88,101.99000000000001,102.27,16.87,16.42,16.22,16.01,15.81,15.620000000000001,15.41,15.22,14.83,N/A,N/A -2012,12,14,5,30,102370,101160,99980,67.85,0,6.3100000000000005,6.74,6.84,6.890000000000001,6.93,6.95,6.97,6.98,6.99,101.01,101.69,102.10000000000001,102.47,102.8,103.11,103.42,103.71000000000001,104.31,17.06,16.62,16.41,16.21,16,15.81,15.610000000000001,15.42,15.030000000000001,N/A,N/A -2012,12,14,6,30,102350,101140,99970,68.43,0,6.21,6.66,6.7700000000000005,6.84,6.88,6.91,6.94,6.96,6.99,105.01,105.5,105.77,106,106.22,106.42,106.61,106.78,107.14,17.23,16.81,16.62,16.41,16.21,16.02,15.81,15.620000000000001,15.23,N/A,N/A -2012,12,14,7,30,102350,101140,99970,70.09,0,6.6000000000000005,7.0600000000000005,7.17,7.22,7.26,7.28,7.29,7.3,7.3100000000000005,107.42,107.96000000000001,108.26,108.54,108.79,109.03,109.26,109.48,109.92,17.43,17.02,16.82,16.62,16.42,16.23,16.02,15.83,15.44,N/A,N/A -2012,12,14,8,30,102320,101110,99940,71.48,0,6.72,7.17,7.28,7.32,7.34,7.3500000000000005,7.36,7.36,7.34,110.21000000000001,110.41,110.54,110.67,110.8,110.92,111.05,111.18,111.47,17.56,17.16,16.96,16.76,16.56,16.37,16.17,15.98,15.59,N/A,N/A -2012,12,14,9,30,102300,101090,99920,72.88,0,6.93,7.45,7.58,7.65,7.69,7.72,7.74,7.76,7.78,111.83,112.28,112.55,112.8,113.03,113.24000000000001,113.46000000000001,113.66,114.09,17.82,17.43,17.240000000000002,17.03,16.830000000000002,16.64,16.44,16.25,15.860000000000001,N/A,N/A -2012,12,14,10,30,102280,101080,99910,72.31,0,7.3,7.87,8.01,8.08,8.120000000000001,8.15,8.17,8.19,8.2,114.76,114.99000000000001,115.18,115.38,115.57000000000001,115.76,115.95,116.14,116.56,18.06,17.67,17.48,17.28,17.080000000000002,16.9,16.69,16.51,16.12,N/A,N/A -2012,12,14,11,30,102280,101070,99910,73.81,0,7.29,7.87,8.01,8.08,8.13,8.16,8.18,8.19,8.2,115.76,116.04,116.24000000000001,116.45,116.64,116.82000000000001,117.01,117.19,117.58,18.28,17.91,17.72,17.52,17.32,17.13,16.93,16.740000000000002,16.35,N/A,N/A -2012,12,14,12,30,102270,101070,99910,76.78,0,7.75,8.4,8.57,8.66,8.73,8.77,8.8,8.82,8.85,117.32000000000001,117.66,117.91,118.16,118.4,118.62,118.86,119.08,119.55,18.45,18.080000000000002,17.89,17.69,17.490000000000002,17.31,17.1,16.92,16.53,N/A,N/A -2012,12,14,13,30,102250,101050,99890,79.61,0,7.94,8.66,8.85,8.96,9.040000000000001,9.1,9.14,9.18,9.23,121.52,121.89,122.12,122.35000000000001,122.56,122.75,122.96000000000001,123.14,123.53,18.6,18.240000000000002,18.06,17.86,17.66,17.47,17.27,17.09,16.69,N/A,N/A -2012,12,14,14,30,102240,101040,99880,80.4,0,8.120000000000001,8.86,9.05,9.15,9.22,9.27,9.3,9.32,9.35,127.2,127.26,127.36,127.47,127.58,127.69,127.81,127.93,128.19,18.86,18.51,18.330000000000002,18.13,17.94,17.75,17.55,17.36,16.97,N/A,N/A -2012,12,14,15,30,102190,100990,99830,81.64,0,7.930000000000001,8.620000000000001,8.790000000000001,8.870000000000001,8.93,8.97,8.99,9.01,9.040000000000001,125.94,126.41,126.79,127.18,127.59,127.98,128.42000000000002,128.82,129.77,19.02,18.69,18.51,18.32,18.13,17.94,17.75,17.56,17.19,N/A,N/A -2012,12,14,16,30,102140,100950,99790,83.97,0,8.02,8.8,9.01,9.14,9.23,9.28,9.33,9.36,9.41,127.31,127.60000000000001,127.82000000000001,128.06,128.29,128.51,128.75,128.97,129.45,19.21,18.89,18.71,18.52,18.32,18.14,17.94,17.75,17.37,N/A,N/A -2012,12,14,17,30,102100,100900,99740,84.22,0,8.44,9.3,9.53,9.67,9.75,9.81,9.84,9.86,9.870000000000001,128.3,128.26,128.36,128.48,128.62,128.76,128.93,129.1,129.48,19.47,19.17,19,18.8,18.61,18.42,18.22,18.04,17.650000000000002,N/A,N/A -2012,12,14,18,30,102040,100850,99690,84.09,0,8.25,9.03,9.24,9.36,9.450000000000001,9.51,9.57,9.63,9.790000000000001,129.07,129.57,129.92000000000002,130.3,130.69,131.09,131.58,132.05,133.34,19.68,19.400000000000002,19.240000000000002,19.05,18.87,18.69,18.5,18.330000000000002,17.96,N/A,N/A -2012,12,14,19,30,101970,100780,99630,86.59,0,7.71,8.45,8.67,8.85,9.02,9.200000000000001,9.38,9.55,9.9,121.64,122.08,122.46000000000001,122.99000000000001,123.64,124.37,125.23,126.04,127.96000000000001,19.79,19.53,19.37,19.19,19.02,18.86,18.68,18.51,18.16,N/A,N/A -2012,12,14,20,30,101880,100690,99540,88.64,0,8.38,9.61,10.05,10.18,10.41,10.72,10.99,11.22,11.61,125.24000000000001,126.58,127.46000000000001,128.17000000000002,129.1,130.24,131.5,132.72,134.64000000000001,19.88,19.66,19.51,19.32,19.17,19.04,18.88,18.73,18.43,N/A,N/A -2012,12,14,21,30,101800,100610,99460,86.32000000000001,0,8.76,9.86,10.25,10.55,10.790000000000001,11.01,11.200000000000001,11.370000000000001,11.69,133.71,134,134.22,134.5,134.8,135.11,135.47,135.82,136.68,20.2,20,19.86,19.69,19.53,19.37,19.19,19.03,18.68,N/A,N/A -2012,12,14,22,30,101730,100550,99400,87.17,0,9.16,10.39,10.82,11.17,11.47,11.73,11.96,12.17,12.56,137.28,137.72,138.04,138.42000000000002,138.83,139.24,139.73,140.19,141.29,20.36,20.19,20.06,19.91,19.75,19.59,19.43,19.27,18.94,N/A,N/A -2012,12,14,23,30,101700,100510,99370,87.33,0,9.77,11.09,11.61,12.040000000000001,12.39,12.69,12.96,13.200000000000001,13.6,142.45000000000002,142.77,143,143.24,143.47,143.69,143.95000000000002,144.19,144.83,20.54,20.42,20.31,20.16,20.01,19.86,19.7,19.55,19.22,N/A,N/A -2012,12,15,0,30,101640,100460,99320,88.63,0,8.94,10.3,10.82,11.290000000000001,11.68,12.040000000000001,12.370000000000001,12.68,13.25,147.39000000000001,147.8,148.13,148.53,148.91,149.27,149.64000000000001,149.99,150.65,20.66,20.54,20.44,20.31,20.16,20.02,19.87,19.73,19.41,N/A,N/A -2012,12,15,1,30,101610,100430,99290,88.23,0,8.94,10.33,10.84,11.28,11.66,11.99,12.290000000000001,12.55,13.02,151.73,152.08,152.34,152.68,153.05,153.45000000000002,153.91,154.35,155.45000000000002,20.77,20.68,20.59,20.46,20.34,20.21,20.06,19.92,19.62,N/A,N/A -2012,12,15,2,30,101570,100400,99250,88.63,0,8.85,10.33,10.91,11.4,11.81,12.18,12.51,12.81,13.36,155.21,155.71,156.08,156.35,156.53,156.64000000000001,156.66,156.65,156.45000000000002,20.91,20.85,20.76,20.63,20.5,20.37,20.21,20.06,19.73,N/A,N/A -2012,12,15,3,30,101610,100430,99290,88.2,0,7.18,8.63,9.290000000000001,9.94,10.5,11.01,11.47,11.89,12.66,155.73,156.48,157.09,157.95000000000002,158.82,159.76,160.74,161.69,163.52,20.96,20.95,20.89,20.8,20.7,20.6,20.47,20.36,20.09,N/A,N/A -2012,12,15,4,30,101580,100400,99260,89.97,0,6.63,7.92,8.45,8.950000000000001,9.41,9.85,10.31,10.75,11.66,154.94,156.37,157.5,158.97,160.42000000000002,161.91,163.27,164.53,166.26,20.95,20.95,20.900000000000002,20.830000000000002,20.740000000000002,20.66,20.56,20.46,20.25,N/A,N/A -2012,12,15,5,30,101540,100360,99220,90.74,0,7.55,9.040000000000001,9.64,10.17,10.620000000000001,11.040000000000001,11.43,11.8,12.620000000000001,161.43,162.51,163.29,164.21,165.14000000000001,166.09,167.09,168.02,169.9,20.97,20.990000000000002,20.96,20.89,20.82,20.740000000000002,20.63,20.53,20.29,N/A,N/A -2012,12,15,6,30,101530,100360,99220,90.4,0,7.19,8.68,9.25,9.81,10.27,10.68,11.05,11.39,11.96,164.68,165.62,166.38,167.33,168.27,169.17000000000002,170.07,170.91,172.41,21.03,21.07,21.04,20.990000000000002,20.92,20.830000000000002,20.73,20.63,20.37,N/A,N/A -2012,12,15,7,30,101540,100370,99230,90.27,0,6.37,7.82,8.46,9.09,9.67,10.24,10.81,11.34,12.32,168.73,169.17000000000002,169.53,170.04,170.55,171.1,171.61,172.08,172.78,21,21.07,21.05,21,20.95,20.88,20.8,20.73,20.53,N/A,N/A -2012,12,15,8,30,101520,100350,99210,91.15,0,6.93,8.44,9.08,9.67,10.17,10.61,11,11.34,11.870000000000001,170.85,171.47,172.01,172.67000000000002,173.28,173.86,174.4,174.91,175.83,21.07,21.16,21.16,21.13,21.080000000000002,21.01,20.92,20.82,20.56,N/A,N/A -2012,12,15,9,30,101500,100330,99190,90.89,0,7.1000000000000005,8.66,9.34,10.01,10.59,11.120000000000001,11.64,12.13,13.02,170.22,171.06,171.77,172.84,173.97,175.20000000000002,176.43,177.6,179.51,21.09,21.19,21.2,21.18,21.16,21.12,21.07,21.02,20.87,N/A,N/A -2012,12,15,10,30,101500,100320,99190,92.92,0,5.91,7.55,8.31,9.05,9.700000000000001,10.28,10.790000000000001,11.26,12.18,167.1,169.32,170.96,172.84,174.44,175.87,177.02,178.01,179.8,20.94,21.1,21.150000000000002,21.17,21.16,21.13,21.07,21,20.830000000000002,N/A,N/A -2012,12,15,11,30,101500,100320,99190,92.44,0,6.58,8.22,8.97,9.75,10.450000000000001,11.120000000000001,11.73,12.3,13.200000000000001,173.18,174.31,175.24,176.51,177.73,178.98,180.01,180.9,181.85,21.06,21.2,21.240000000000002,21.25,21.25,21.23,21.18,21.13,20.92,N/A,N/A -2012,12,15,12,30,101500,100320,99190,93,0,5.83,7.51,8.35,9.22,10.01,10.77,11.370000000000001,11.88,12.72,171.48,173.42000000000002,174.89000000000001,176.74,178.42000000000002,180.01,181.39000000000001,182.62,185.24,20.96,21.16,21.240000000000002,21.29,21.32,21.35,21.32,21.29,21.11,N/A,N/A -2012,12,15,13,30,101480,100310,99170,92.99,0,6.0200000000000005,7.72,8.55,9.43,10.24,11.02,11.71,12.34,13.25,170.98,172.86,174.28,176.01,177.56,179.03,180.25,181.32,182.76,20.96,21.16,21.23,21.31,21.36,21.39,21.36,21.32,21.09,N/A,N/A -2012,12,15,14,30,101490,100320,99180,93.11,0,5.67,7.32,8.11,8.9,9.6,10.23,10.77,11.25,11.81,173.18,174.99,176.34,177.82,179.1,180.24,181.16,181.94,183,20.96,21.150000000000002,21.21,21.26,21.28,21.29,21.26,21.23,21.02,N/A,N/A -2012,12,15,15,30,101500,100330,99190,93.45,0,5.1000000000000005,6.74,7.5600000000000005,8.4,9.15,9.82,10.38,10.88,11.56,171.19,173.08,174.5,176.11,177.57,178.96,180.14000000000001,181.21,183.19,20.96,21.14,21.21,21.26,21.28,21.29,21.25,21.21,21.03,N/A,N/A -2012,12,15,16,30,101490,100320,99180,93.48,0,4.96,6.5,7.28,8.13,8.870000000000001,9.55,10.1,10.58,11.28,177.67000000000002,178.85,179.88,181.32,182.75,184.21,185.52,186.71,188.19,21.02,21.17,21.23,21.27,21.3,21.3,21.27,21.240000000000002,21.07,N/A,N/A -2012,12,15,17,30,101480,100300,99170,95.54,0,3.46,4.84,5.55,6.33,7.13,8.02,8.61,9.03,9.88,170.53,173.46,175.72,178.15,180.76,183.72,185.5,186.67000000000002,188.42000000000002,20.96,21.080000000000002,21.13,21.18,21.22,21.26,21.23,21.18,21.04,N/A,N/A -2012,12,15,18,30,101470,100290,99160,96.26,0,3.25,4.43,5.09,5.86,6.73,7.7700000000000005,8.35,8.700000000000001,9.39,162.33,167.09,170.68,174.51,177.71,180.54,181.98,182.76,184.06,20.990000000000002,21.06,21.11,21.17,21.21,21.23,21.2,21.150000000000002,21.01,N/A,N/A -2012,12,15,19,30,101440,100260,99130,95.03,0,3.7600000000000002,4.9,5.51,6.3100000000000005,7.04,7.75,8.370000000000001,8.94,9.38,163.61,167,169.63,172.96,176.01,178.92000000000002,180.78,182.17000000000002,183.38,21.19,21.2,21.22,21.26,21.28,21.3,21.29,21.28,21.1,N/A,N/A -2012,12,15,20,30,101400,100230,99090,94.95,0,4.32,5.53,6.07,6.67,7.28,7.94,8.63,9.32,9.8,159.17000000000002,162.33,164.96,168.71,171.86,174.69,177.78,180.88,182.85,21.17,21.240000000000002,21.25,21.27,21.29,21.3,21.32,21.34,21.17,N/A,N/A -2012,12,15,21,30,101360,100190,99060,94.01,0,4.46,5.98,6.71,7.46,8.18,8.93,9.63,10.290000000000001,10.72,164.44,166.81,168.83,171.59,174.25,176.98,179.62,182.13,183.65,21.01,21.22,21.32,21.39,21.44,21.47,21.490000000000002,21.5,21.38,N/A,N/A -2012,12,15,22,30,101320,100150,99020,92.56,0,5.95,7.62,8.42,9.3,10.06,10.72,11.19,11.56,11.93,163.69,166.01,167.88,170.39000000000001,172.68,174.86,176.85,178.65,180.46,21.14,21.39,21.490000000000002,21.57,21.650000000000002,21.71,21.72,21.71,21.57,N/A,N/A -2012,12,15,23,30,101280,100110,98980,92.02,0,7.51,9.43,10.34,11.22,11.86,12.3,12.540000000000001,12.69,12.870000000000001,166.65,168.39000000000001,169.73,171.39000000000001,173,174.61,176.06,177.36,178.74,21.19,21.5,21.650000000000002,21.82,21.92,21.97,21.94,21.900000000000002,21.69,N/A,N/A -2012,12,16,0,30,101290,100120,98990,91.91,0,7.640000000000001,9.450000000000001,10.290000000000001,11.15,11.9,12.58,13.1,13.530000000000001,13.68,166.12,167.8,169.11,170.78,172.32,173.83,175.16,176.35,178.19,21.21,21.45,21.56,21.68,21.77,21.84,21.85,21.830000000000002,21.64,N/A,N/A -2012,12,16,1,30,101290,100120,98990,92.17,0,6.97,8.73,9.57,10.47,11.25,11.96,12.51,12.96,13.43,171.18,172.23,173.12,174.45000000000002,175.72,177,178.07,179.01,180.55,21.18,21.400000000000002,21.5,21.63,21.740000000000002,21.84,21.86,21.84,21.61,N/A,N/A -2012,12,16,2,30,101290,100120,98990,91.73,0,6.68,8.44,9.27,10.11,10.83,11.49,12.01,12.450000000000001,12.71,168.78,169.71,170.47,171.54,172.57,173.61,174.71,175.78,177.79,21.28,21.54,21.650000000000002,21.75,21.82,21.85,21.830000000000002,21.8,21.64,N/A,N/A -2012,12,16,3,30,101260,100090,98960,92.08,0,6.91,8.64,9.450000000000001,10.26,10.97,11.61,12.08,12.450000000000001,12.88,169.36,170.48,171.5,173.08,174.63,176.25,177.63,178.84,181.11,21.19,21.42,21.52,21.63,21.71,21.77,21.8,21.81,21.78,N/A,N/A -2012,12,16,4,30,101220,100050,98920,92.75,0,6.5600000000000005,8.25,9.08,10.02,10.86,11.67,12.41,13.09,14.16,169.25,171.89000000000001,173.73,175.64000000000001,177.14000000000001,178.34,179.42000000000002,180.41,181.94,21.03,21.28,21.38,21.46,21.5,21.5,21.48,21.46,21.36,N/A,N/A -2012,12,16,5,30,101180,100010,98880,90.84,0,8.78,10.63,11.43,12.19,12.83,13.41,13.9,14.33,14.93,175.78,176.35,176.84,177.54,178.31,179.19,180.14000000000001,181.08,182.69,21.44,21.62,21.66,21.68,21.68,21.68,21.650000000000002,21.61,21.44,N/A,N/A -2012,12,16,6,30,101190,100020,98890,91.35000000000001,0,8.34,10.14,10.950000000000001,11.76,12.46,13.1,13.69,14.22,15.05,180.72,181.47,182.09,182.94,183.78,184.69,185.6,186.48,187.88,21.57,21.73,21.77,21.79,21.8,21.81,21.79,21.77,21.650000000000002,N/A,N/A -2012,12,16,7,30,101180,100010,98880,91.77,0,7.97,9.69,10.44,11.16,11.790000000000001,12.38,12.86,13.280000000000001,13.75,180.79,181.83,182.71,183.86,184.96,186.07,187.12,188.09,189.92000000000002,21.48,21.63,21.67,21.69,21.71,21.72,21.72,21.71,21.6,N/A,N/A -2012,12,16,8,30,101150,99980,98850,92.38,0,7.38,9.06,9.85,10.66,11.38,12.07,12.63,13.11,13.620000000000001,183.25,184.61,185.69,187.1,188.31,189.38,190.14000000000001,190.72,191.26,21.34,21.490000000000002,21.54,21.57,21.6,21.62,21.61,21.6,21.41,N/A,N/A -2012,12,16,9,30,101110,99950,98810,92.49,0,7.21,8.84,9.56,10.23,10.8,11.3,11.72,12.08,12.76,182.48,183.55,184.39000000000001,185.48,186.46,187.39000000000001,188.21,188.92000000000002,190.14000000000001,21.32,21.48,21.53,21.56,21.57,21.56,21.52,21.47,21.3,N/A,N/A -2012,12,16,10,30,101100,99930,98800,92.28,0,7.15,8.790000000000001,9.56,10.27,10.89,11.450000000000001,11.97,12.450000000000001,13.31,189.29,189.49,189.67000000000002,189.98,190.32,190.70000000000002,191.07,191.41,192.1,21.36,21.48,21.51,21.5,21.490000000000002,21.46,21.41,21.36,21.19,N/A,N/A -2012,12,16,11,30,101100,99930,98800,92.55,0,6.11,7.75,8.540000000000001,9.31,9.97,10.57,11.1,11.58,12.35,197.4,197.26,197.12,197,196.94,196.94,197.01,197.11,197.36,21.31,21.45,21.48,21.46,21.43,21.38,21.31,21.240000000000002,21.05,N/A,N/A -2012,12,16,12,30,101080,99920,98780,92.66,0,6.74,8.33,9.05,9.77,10.39,10.94,11.44,11.88,12.56,197.8,198.03,198.19,198.38,198.56,198.75,199.01,199.28,200.17000000000002,21.27,21.37,21.39,21.37,21.34,21.29,21.240000000000002,21.17,21.01,N/A,N/A -2012,12,16,13,30,101090,99920,98790,92.81,0,6.5200000000000005,8.05,8.78,9.5,10.16,10.83,11.47,12.08,13.16,195.83,196.84,197.66,198.65,199.52,200.35,201.01,201.58,202.28,21.25,21.36,21.39,21.37,21.35,21.32,21.28,21.25,21.12,N/A,N/A -2012,12,16,14,30,101050,99880,98750,91.17,0,9.16,11.1,11.94,12.75,13.450000000000001,14.06,14.57,15.01,15.69,187.20000000000002,188.53,189.52,190.71,191.77,192.78,193.69,194.52,196.11,21.61,21.77,21.8,21.82,21.81,21.79,21.740000000000002,21.68,21.490000000000002,N/A,N/A -2012,12,16,15,30,101040,99880,98750,91.15,0,9.18,11,11.81,12.63,13.34,14.01,14.61,15.15,16.03,191.15,191.86,192.43,193.21,193.98000000000002,194.82,195.70000000000002,196.57,198.45000000000002,21.57,21.68,21.68,21.67,21.64,21.61,21.57,21.53,21.42,N/A,N/A -2012,12,16,16,30,101010,99840,98710,90.22,0,10.36,12.19,13,13.76,14.4,14.99,15.540000000000001,16.05,16.96,190.18,190.68,191.08,191.62,192.16,192.74,193.39000000000001,194.07,195.64000000000001,21.68,21.8,21.81,21.77,21.73,21.66,21.59,21.52,21.34,N/A,N/A -2012,12,16,17,30,101120,99930,98790,94.93,96.30000000000001,9.89,10.92,11.370000000000001,11.82,12.38,12.98,13.64,14.23,14.98,289.16,289.57,290.28000000000003,291.23,292.59000000000003,294.14,295.68,297.04,298.6,18.96,18.650000000000002,18.51,18.37,18.26,18.16,18.07,17.98,17.830000000000002,N/A,N/A -2012,12,16,18,30,101140,99960,98810,94.76,115.4,5.87,6.3100000000000005,6.51,6.71,7.05,7.53,8.45,9.56,10.77,290.88,291.74,292.12,292.79,293.68,294.84000000000003,296.06,297.33,299.27,18.66,18.330000000000002,18.17,17.990000000000002,17.84,17.71,17.64,17.61,17.66,N/A,N/A -2012,12,16,19,30,101170,99980,98840,95.51,33.300000000000004,4.37,4.76,4.98,5.45,6.05,6.78,7.23,7.58,8.27,282.44,281.94,283.87,287.77,291.44,295.11,297.29,299.01,301.57,18.59,18.29,18.16,18.05,18.02,18.05,18.03,18.02,17.88,N/A,N/A -2012,12,16,20,30,101040,99850,98710,94.57000000000001,9.9,0.5700000000000001,0.58,0.71,1.32,1.9000000000000001,2.27,2.56,2.81,3.3200000000000003,64.23,55.910000000000004,41.61,0.55,332.3,326.57,321.67,317.18,309.12,18.72,18.43,18.3,18.22,18.14,18.05,17.92,17.81,17.54,N/A,N/A -2012,12,16,21,30,101020,99840,98700,93.05,0,1.11,1.04,0.75,0.29,0.39,1.28,1.9100000000000001,2.19,2.66,110.99000000000001,109.33,79.33,21.63,1.02,319.76,298.71,297.32,294.72,18.92,18.64,18.5,18.38,18.35,18.39,18.28,18.14,17.81,N/A,N/A -2012,12,16,22,30,101000,99820,98670,90.36,0,2.22,2.2,2.0100000000000002,1.6300000000000001,1.56,1.69,1.9000000000000001,2.13,2.73,155.77,157.79,168.58,197.12,213.73000000000002,225.87,233.83,240.63,248.68,19.25,18.96,18.84,18.8,18.72,18.59,18.45,18.31,18.05,N/A,N/A -2012,12,16,23,30,100950,99770,98630,92.84,0,4.17,4.18,4.04,3.79,3.73,3.81,3.95,4.1,4.55,149.92000000000002,152.25,157.43,172.34,183.1,191.71,198.98000000000002,205.47,216.43,19.22,18.95,18.84,18.82,18.76,18.67,18.61,18.55,18.44,N/A,N/A -2012,12,17,0,30,100980,99810,98660,93.03,0,5.41,5.6000000000000005,5.57,5.46,5.38,5.3100000000000005,5.26,5.21,5.19,159.93,161.02,163.09,169.54,174.72,179.18,183.57,187.64000000000001,196.02,19.48,19.22,19.080000000000002,18.98,18.91,18.86,18.8,18.75,18.64,N/A,N/A -2012,12,17,1,30,100960,99790,98650,93.48,0,5.04,5.2,5.12,4.93,4.8,4.71,4.67,4.65,4.76,160.59,162.49,165.77,174.41,180.86,186,191.6,196.94,207.15,19.52,19.27,19.18,19.19,19.22,19.27,19.330000000000002,19.39,19.46,N/A,N/A -2012,12,17,2,30,101000,99820,98680,93.47,0,4.83,5.1000000000000005,5.13,5.16,5.0600000000000005,4.86,4.7700000000000005,4.73,4.75,164.14000000000001,164.76,165.96,169.53,174.3,180.18,185.67000000000002,190.64000000000001,201.17000000000002,19.67,19.400000000000002,19.26,19.11,19.09,19.17,19.2,19.21,19.23,N/A,N/A -2012,12,17,3,30,101020,99840,98700,94.16,0,4.51,4.76,4.79,4.8100000000000005,4.74,4.57,4.47,4.4,4.3500000000000005,168.8,169.39000000000001,170.5,173.93,179.14000000000001,186.23,192.42000000000002,197.85,208.72,19.69,19.43,19.28,19.13,19.080000000000002,19.13,19.19,19.25,19.400000000000002,N/A,N/A -2012,12,17,4,30,101010,99830,98690,95.27,0,3.5100000000000002,3.85,3.98,4.08,4.16,4.21,4.2700000000000005,4.32,4.42,179.97,182.66,185.20000000000002,189.79,194.3,198.93,204,208.88,218.38,19.830000000000002,19.61,19.490000000000002,19.38,19.32,19.29,19.32,19.37,19.42,N/A,N/A -2012,12,17,5,30,101020,99850,98710,96.08,0,2.75,3.16,3.34,3.58,3.8000000000000003,4.0200000000000005,4.17,4.2700000000000005,4.45,192.06,194.76,197.89000000000001,204.5,211.72,219.97,225.17000000000002,228.92000000000002,235.94,19.95,19.740000000000002,19.650000000000002,19.6,19.6,19.64,19.67,19.7,19.650000000000002,N/A,N/A -2012,12,17,6,30,101040,99870,98730,96.69,0,2.35,2.81,3.0700000000000003,3.52,3.84,4,4.17,4.32,4.6000000000000005,206.5,210.13,214.94,227.28,235.31,239.09,242.62,245.9,251.59,20.02,19.84,19.77,19.8,19.8,19.77,19.76,19.76,19.69,N/A,N/A -2012,12,17,7,30,101080,99900,98760,96.18,0,2.82,3.5,3.8200000000000003,4.17,4.48,4.7700000000000005,4.91,4.99,5.14,235.92000000000002,238.42000000000002,241.26,247.54,253.24,258.79,261.35,262.47,264.47,20.22,20.11,20.06,20.03,20,19.95,19.86,19.76,19.47,N/A,N/A -2012,12,17,8,30,101070,99900,98760,95.95,0,3.63,4.42,4.7700000000000005,5.09,5.36,5.61,5.8,5.96,6.16,256.65,257.38,258.07,259.13,260.2,261.37,262.54,263.65,267.35,20.3,20.150000000000002,20.05,19.900000000000002,19.76,19.6,19.45,19.3,19.150000000000002,N/A,N/A -2012,12,17,9,30,101080,99910,98770,92.77,0,5.73,6.44,6.72,6.95,7.13,7.26,7.3100000000000005,7.3100000000000005,7.44,266.27,266.29,266.33,266.43,266.93,267.95,270.27,273.09000000000003,277.57,20.28,20.1,20,19.91,19.91,20.02,20.21,20.44,20.67,N/A,N/A -2012,12,17,10,30,101100,99930,98790,92.18,0,7.17,8.05,8.38,8.56,8.84,9.21,9.51,9.76,9.950000000000001,277.57,277.64,277.65000000000003,277.81,278.14,278.65000000000003,280.02,281.65000000000003,284.31,20.06,19.84,19.71,19.59,19.6,19.73,20.07,20.45,20.82,N/A,N/A -2012,12,17,11,30,101160,99970,98830,95.01,0,7.79,8.4,8.58,8.76,9.09,9.59,10.46,11.450000000000001,12.280000000000001,296.17,296.16,296.13,296.09000000000003,296.05,295.99,296.04,296.12,296.58,18.66,18.31,18.150000000000002,17.97,17.82,17.67,17.68,17.73,18.580000000000002,N/A,N/A -2012,12,17,12,30,101190,100000,98860,76.64,0,8.16,8.76,8.950000000000001,9.21,10.02,11.5,12.3,12.780000000000001,13.6,293.95,294.26,294.54,295.11,296.57,299.16,300.66,301.59000000000003,303.11,19.34,19.080000000000002,18.95,18.84,18.900000000000002,19.13,19.32,19.490000000000002,19.84,N/A,N/A -2012,12,17,13,30,101200,100010,98860,63.980000000000004,0,9.78,10.67,10.950000000000001,11.25,11.8,12.6,13.36,14.07,14.26,296.73,296.58,296.5,296.37,296.26,296.15000000000003,295.95,295.73,294.74,19.36,19.09,18.97,18.84,18.79,18.8,18.92,19.07,19.3,N/A,N/A -2012,12,17,14,30,101240,100050,98890,63.24,0,10.14,10.96,11.16,11.25,11.31,11.35,11.39,11.44,11.69,295.32,295.53000000000003,295.63,295.77,295.93,296.1,296.37,296.65000000000003,297.86,18,17.6,17.41,17.21,17.03,16.85,16.67,16.51,16.2,N/A,N/A -2012,12,17,15,30,101260,100060,98900,65.38,0,8.78,9.41,9.57,9.64,9.700000000000001,9.74,9.81,9.88,10.49,306.85,307.09000000000003,307.24,307.42,307.63,307.85,308.17,308.51,310.19,17.2,16.77,16.580000000000002,16.38,16.2,16.02,15.85,15.69,15.48,N/A,N/A -2012,12,17,16,30,101270,100070,98910,63.65,0,7.890000000000001,8.49,8.65,8.73,8.790000000000001,8.84,8.89,8.94,9.08,313.29,313.34000000000003,313.33,313.31,313.31,313.31,313.31,313.32,313.45,17.59,17.17,16.98,16.78,16.59,16.4,16.21,16.03,15.66,N/A,N/A -2012,12,17,17,30,101280,100090,98930,56.27,0,7.01,7.49,7.61,7.67,7.72,7.76,7.8100000000000005,7.87,8.24,309.40000000000003,309.08,308.90000000000003,308.7,308.51,308.32,308.09000000000003,307.87,307.48,18.06,17.7,17.52,17.330000000000002,17.150000000000002,16.97,16.8,16.64,16.38,N/A,N/A -2012,12,17,18,30,101300,100110,98950,52.33,0,6.9,7.4,7.5200000000000005,7.57,7.6000000000000005,7.62,7.62,7.62,7.61,313.82,312.91,312.27,311.63,311.02,310.43,309.83,309.26,308.01,18.78,18.45,18.28,18.080000000000002,17.89,17.71,17.52,17.34,16.96,N/A,N/A -2012,12,17,19,30,101280,100090,98940,49.07,0,6.88,7.44,7.58,7.67,7.73,7.7700000000000005,7.8,7.82,7.86,303.85,303.57,303.36,303.15000000000003,302.96,302.8,302.63,302.48,302.18,19.11,18.81,18.64,18.44,18.25,18.06,17.87,17.68,17.3,N/A,N/A -2012,12,17,20,30,101270,100090,98930,46.93,0,6.72,7.32,7.49,7.59,7.66,7.71,7.75,7.79,7.84,302.06,301.8,301.65000000000003,301.5,301.37,301.25,301.13,301.02,300.83,19.48,19.2,19.03,18.84,18.650000000000002,18.47,18.27,18.080000000000002,17.7,N/A,N/A -2012,12,17,21,30,101290,100110,98950,45.28,0,6.55,7.11,7.25,7.33,7.38,7.42,7.45,7.47,7.5,306.43,306.15000000000003,305.96,305.76,305.58,305.41,305.24,305.09000000000003,304.78000000000003,19.62,19.35,19.18,18.990000000000002,18.8,18.62,18.42,18.240000000000002,17.85,N/A,N/A -2012,12,17,22,30,101300,100110,98950,43.230000000000004,0,6.65,7.23,7.37,7.45,7.5,7.54,7.57,7.59,7.62,302.75,302.75,302.73,302.7,302.67,302.64,302.6,302.57,302.49,19.59,19.32,19.150000000000002,18.96,18.77,18.580000000000002,18.39,18.2,17.81,N/A,N/A -2012,12,17,23,30,101330,100140,98980,47.71,0,6.61,7.12,7.24,7.29,7.32,7.34,7.3500000000000005,7.36,7.3500000000000005,301.52,301.14,300.93,300.73,300.56,300.39,300.23,300.08,299.78000000000003,19.27,18.97,18.79,18.6,18.400000000000002,18.22,18.02,17.830000000000002,17.44,N/A,N/A -2012,12,18,0,30,101360,100170,99010,47.28,0,6.8100000000000005,7.3,7.4,7.45,7.47,7.47,7.47,7.46,7.43,295.82,295.83,295.84000000000003,295.84000000000003,295.84000000000003,295.84000000000003,295.85,295.85,295.88,18.88,18.55,18.37,18.17,17.98,17.79,17.59,17.41,17.02,N/A,N/A -2012,12,18,1,30,101380,100190,99030,46.67,0,5.9,6.32,6.43,6.48,6.5200000000000005,6.54,6.5600000000000005,6.58,6.62,299.07,298.73,298.49,298.25,298.02,297.8,297.57,297.35,296.88,18.84,18.52,18.34,18.150000000000002,17.96,17.78,17.59,17.41,17.03,N/A,N/A -2012,12,18,2,30,101400,100210,99050,50.13,0,4.54,4.79,4.84,4.87,4.88,4.9,4.92,4.94,5.11,292.1,291.87,291.71,291.55,291.40000000000003,291.25,291.1,290.97,290.93,18.63,18.3,18.13,17.94,17.75,17.57,17.39,17.22,16.89,N/A,N/A -2012,12,18,3,30,101420,100230,99070,51.78,0,3.65,3.8000000000000003,3.8200000000000003,3.83,3.89,3.96,4.37,4.78,4.83,297.43,296.96,296.6,296.13,295.36,294.42,292.11,289.75,288.31,18.650000000000002,18.35,18.19,18.02,17.88,17.77,17.91,18.05,17.76,N/A,N/A -2012,12,18,4,30,101430,100230,99080,52.83,0,2.71,2.83,2.84,2.86,2.9,2.95,3.5100000000000002,4.16,4.67,282.27,281.72,281.34000000000003,280.86,280.18,279.40000000000003,277.06,274.56,273.63,18.68,18.37,18.2,18.02,17.86,17.71,17.84,17.990000000000002,18.05,N/A,N/A -2012,12,18,5,30,101440,100240,99090,54.64,0,1.92,2.02,2.05,2.07,2.1,2.14,2.22,2.34,3.63,257.35,256.82,256.51,256.19,255.87,255.58,255.49,255.74,262.44,18.86,18.55,18.38,18.19,18.01,17.830000000000002,17.66,17.52,17.64,N/A,N/A -2012,12,18,6,30,101450,100260,99110,55.61,0,1.94,2.08,2.12,2.15,2.19,2.23,2.31,2.43,3.38,230.97,230.9,230.95000000000002,231.06,231.27,231.53,232.59,234.21,248.11,19.16,18.87,18.71,18.52,18.330000000000002,18.150000000000002,17.98,17.84,17.89,N/A,N/A -2012,12,18,7,30,101460,100270,99120,55.17,0,2.5,2.69,2.73,2.77,2.8000000000000003,2.84,2.91,3.0100000000000002,3.8200000000000003,215.28,215.74,216.1,216.51,217.01,217.54,218.68,220.4,236.16,19.51,19.25,19.080000000000002,18.900000000000002,18.71,18.54,18.36,18.21,18.21,N/A,N/A -2012,12,18,8,30,101450,100260,99110,56.09,0,3.52,3.77,3.8200000000000003,3.84,3.85,3.87,3.89,3.91,4.1,214.58,214.82,215,215.18,215.39000000000001,215.6,215.94,216.34,220.97,19.76,19.51,19.35,19.17,18.98,18.8,18.61,18.44,18.2,N/A,N/A -2012,12,18,9,30,101450,100260,99110,61.6,0,4.13,4.39,4.42,4.42,4.41,4.39,4.36,4.34,4.46,199.27,199.45000000000002,199.64000000000001,199.84,200.08,200.34,200.51,201.20000000000002,215.04,19.69,19.44,19.27,19.080000000000002,18.900000000000002,18.72,18.52,18.35,18.44,N/A,N/A -2012,12,18,10,30,101460,100270,99120,63.81,0,5.33,5.74,5.82,5.8500000000000005,5.86,5.87,5.87,5.87,5.89,191.8,192.01,192.15,192.29,192.42000000000002,192.55,192.70000000000002,192.83,193.11,19.71,19.45,19.29,19.1,18.91,18.73,18.54,18.36,17.97,N/A,N/A -2012,12,18,11,30,101460,100270,99120,65.56,0,6.3,6.82,6.93,6.98,7,7.01,7,6.99,6.96,193.89000000000001,194.12,194.26,194.4,194.54,194.67000000000002,194.83,194.98000000000002,195.4,19.830000000000002,19.59,19.43,19.25,19.06,18.88,18.69,18.51,18.14,N/A,N/A -2012,12,18,12,30,101460,100270,99120,67.47,0,6.7,7.3,7.43,7.49,7.53,7.55,7.55,7.5600000000000005,7.55,191.38,191.61,191.77,191.93,192.09,192.24,192.42000000000002,192.59,193.06,19.92,19.68,19.52,19.34,19.16,18.98,18.79,18.61,18.240000000000002,N/A,N/A -2012,12,18,13,30,101470,100280,99130,65.86,0,6.33,6.87,6.99,7.05,7.09,7.12,7.15,7.19,7.48,187.88,188.11,188.28,188.47,188.68,188.91,189.23,189.57,191.82,20.14,19.93,19.79,19.62,19.44,19.27,19.1,18.94,18.68,N/A,N/A -2012,12,18,14,30,101480,100300,99150,68.79,0,6.6000000000000005,7.18,7.32,7.41,7.48,7.54,7.640000000000001,7.74,8.120000000000001,187.41,187.55,187.66,187.8,187.99,188.20000000000002,188.68,189.28,194.38,20.2,20,19.87,19.69,19.53,19.37,19.21,19.080000000000002,19.05,N/A,N/A -2012,12,18,15,30,101490,100300,99150,70.83,0,6.7,7.49,7.75,7.94,8.09,8.21,8.31,8.4,8.58,188.94,189.18,189.37,189.59,189.83,190.09,190.44,190.78,191.88,20.32,20.16,20.03,19.88,19.72,19.57,19.400000000000002,19.25,18.92,N/A,N/A -2012,12,18,16,30,101480,100290,99150,71.87,0,6.13,6.9,7.16,7.38,7.57,7.73,7.88,8.02,8.290000000000001,190.63,190.87,191.04,191.27,191.52,191.79,192.16,192.52,193.69,20.48,20.330000000000002,20.21,20.06,19.91,19.77,19.61,19.46,19.16,N/A,N/A -2012,12,18,17,30,101470,100290,99140,72.82000000000001,0,6.4,7.25,7.55,7.79,8,8.18,8.34,8.48,8.73,190.4,190.62,190.79,190.98,191.17000000000002,191.36,191.57,191.77,192.27,20.59,20.46,20.35,20.2,20.06,19.91,19.75,19.6,19.28,N/A,N/A -2012,12,18,18,30,101470,100290,99140,73.10000000000001,0,6.5,7.43,7.76,8.040000000000001,8.290000000000001,8.49,8.68,8.85,9.14,191.16,191.6,191.86,192.16,192.44,192.71,192.96,193.21,193.66,20.72,20.61,20.51,20.37,20.23,20.09,19.93,19.79,19.47,N/A,N/A -2012,12,18,19,30,101460,100280,99140,74.8,0,5.67,6.6000000000000005,6.96,7.28,7.55,7.8100000000000005,8.040000000000001,8.26,8.68,192.87,193.04,193.19,193.37,193.52,193.67000000000002,193.8,193.93,194.19,20.81,20.75,20.67,20.57,20.45,20.34,20.22,20.1,19.84,N/A,N/A -2012,12,18,20,30,101430,100250,99110,75.35000000000001,0,5.44,6.37,6.72,7.0200000000000005,7.28,7.5,7.68,7.84,8.1,185.5,185.99,186.42000000000002,186.93,187.43,187.94,188.49,188.99,190.14000000000001,20.82,20.76,20.69,20.580000000000002,20.47,20.35,20.21,20.09,19.8,N/A,N/A -2012,12,18,21,30,101390,100210,99070,75.57000000000001,0,5.59,6.6000000000000005,6.99,7.3500000000000005,7.66,7.94,8.19,8.41,8.8,180.95000000000002,181.52,181.94,182.44,182.95000000000002,183.47,184.01,184.52,185.53,20.79,20.76,20.7,20.61,20.51,20.41,20.29,20.17,19.900000000000002,N/A,N/A -2012,12,18,22,30,101360,100180,99040,77.72,0,5.75,6.82,7.25,7.65,8,8.3,8.58,8.83,9.26,178.9,179.52,180,180.58,181.15,181.73,182.35,182.93,184.1,20.740000000000002,20.72,20.67,20.580000000000002,20.490000000000002,20.39,20.27,20.16,19.91,N/A,N/A -2012,12,18,23,30,101330,100150,99010,78.89,0,5.5,6.62,7.09,7.54,7.94,8.32,8.65,8.950000000000001,9.4,170.91,171.91,172.63,173.48,174.23,174.94,175.51,176.01,176.74,20.740000000000002,20.77,20.75,20.72,20.67,20.62,20.54,20.46,20.21,N/A,N/A -2012,12,19,0,30,101340,100160,99020,79.11,0,6.29,7.43,7.88,8.3,8.68,9.02,9.35,9.65,10.24,170.87,171.34,171.68,172.08,172.48,172.89000000000001,173.34,173.77,174.74,20.740000000000002,20.72,20.66,20.580000000000002,20.5,20.42,20.32,20.240000000000002,20.03,N/A,N/A -2012,12,19,1,30,101330,100150,99010,80.15,0,6.5,7.74,8.26,8.75,9.200000000000001,9.620000000000001,10.01,10.370000000000001,10.96,167.01,167.95000000000002,168.65,169.49,170.27,171.01,171.64000000000001,172.19,172.64000000000001,20.81,20.81,20.78,20.72,20.66,20.6,20.52,20.44,20.21,N/A,N/A -2012,12,19,2,30,101330,100150,99010,80.77,0,6.79,8.11,8.64,9.16,9.6,10,10.35,10.66,11.13,166.8,167.32,167.76,168.34,168.95000000000002,169.59,170.21,170.79,171.58,20.85,20.86,20.830000000000002,20.78,20.72,20.650000000000002,20.57,20.490000000000002,20.26,N/A,N/A -2012,12,19,3,30,101320,100140,99010,81.68,0,7.12,8.44,8.96,9.47,9.92,10.33,10.72,11.09,11.8,167.67000000000002,168.15,168.49,168.94,169.42000000000002,169.91,170.47,171,172.08,20.89,20.88,20.830000000000002,20.76,20.69,20.61,20.52,20.44,20.23,N/A,N/A -2012,12,19,4,30,101300,100130,98990,83.07000000000001,0,6.78,8.15,8.72,9.26,9.74,10.18,10.61,11,11.78,167.93,168.41,168.78,169.22,169.62,170,170.28,170.52,170.53,20.91,20.94,20.91,20.86,20.81,20.75,20.67,20.6,20.39,N/A,N/A -2012,12,19,5,30,101290,100120,98980,83.43,0,7.26,8.69,9.290000000000001,9.86,10.370000000000001,10.84,11.28,11.68,12.39,166.05,166.71,167.21,167.83,168.45000000000002,169.08,169.68,170.22,170.96,20.95,20.97,20.95,20.91,20.86,20.81,20.740000000000002,20.67,20.5,N/A,N/A -2012,12,19,6,30,101300,100130,98990,84.9,0,7.47,8.91,9.5,10.07,10.57,11.05,11.5,11.92,12.68,165.98,166.62,167.14000000000001,167.78,168.45000000000002,169.14000000000001,169.85,170.52,171.64000000000001,21.01,21.01,20.98,20.92,20.86,20.8,20.73,20.66,20.47,N/A,N/A -2012,12,19,7,30,101300,100120,98990,85.2,0,7.890000000000001,9.46,10.1,10.72,11.26,11.77,12.24,12.67,13.41,164.73,165.39000000000001,165.87,166.44,167.04,167.65,168.28,168.86,169.83,21.13,21.14,21.11,21.04,20.97,20.89,20.79,20.7,20.45,N/A,N/A -2012,12,19,8,30,101270,100100,98960,87.83,0,8.22,9.8,10.43,11.01,11.52,11.99,12.42,12.81,13.49,163.26,163.67000000000002,164.01,164.48,164.99,165.56,166.26,166.95000000000002,168.70000000000002,21.14,21.16,21.12,21.07,21,20.94,20.87,20.8,20.650000000000002,N/A,N/A -2012,12,19,9,30,101250,100080,98940,86.7,0,8.17,9.790000000000001,10.44,11.06,11.61,12.11,12.57,13,13.75,166.61,167.28,167.77,168.4,169.06,169.72,170.4,171.04,172.17000000000002,21.3,21.36,21.35,21.3,21.240000000000002,21.18,21.1,21.01,20.8,N/A,N/A -2012,12,19,10,30,101220,100040,98910,90.36,0,8.06,9.77,10.49,11.18,11.790000000000001,12.35,12.870000000000001,13.34,14.17,158.98,159.64000000000001,160.16,160.85,161.58,162.33,163.12,163.87,165.32,21.240000000000002,21.29,21.28,21.240000000000002,21.19,21.14,21.07,21,20.8,N/A,N/A -2012,12,19,11,30,101190,100020,98890,92.76,0,8.18,9.9,10.61,11.31,11.93,12.5,13.01,13.48,14.25,159.67000000000002,160.46,161.01,161.73,162.48,163.25,164.08,164.87,166.5,21.23,21.29,21.28,21.25,21.21,21.16,21.1,21.03,20.85,N/A,N/A -2012,12,19,12,30,101180,100010,98880,93,0,7.79,9.51,10.24,10.94,11.55,12.11,12.6,13.040000000000001,13.75,159.38,160.29,161,161.92000000000002,162.88,163.88,164.92000000000002,165.91,167.68,21.23,21.31,21.31,21.3,21.28,21.240000000000002,21.19,21.14,20.96,N/A,N/A -2012,12,19,13,30,101170,100000,98860,92.79,0,7.7700000000000005,9.48,10.17,10.84,11.43,11.97,12.51,13.02,13.98,159.79,160.25,160.64000000000001,161.08,161.54,162,162.61,163.21,164.83,21.28,21.36,21.36,21.32,21.28,21.22,21.16,21.1,20.97,N/A,N/A -2012,12,19,14,30,101180,100010,98880,92.61,0,7.71,9.53,10.32,11.1,11.790000000000001,12.43,13.030000000000001,13.58,14.56,161.34,162.70000000000002,163.68,164.89000000000001,166.09,167.29,168.5,169.63,171.64000000000001,21.34,21.47,21.5,21.53,21.53,21.53,21.51,21.48,21.37,N/A,N/A -2012,12,19,15,30,101170,100000,98870,92.91,0,7.43,9.18,9.96,10.73,11.41,12.040000000000001,12.61,13.13,14,163.27,164.25,164.92000000000002,165.75,166.58,167.43,168.32,169.19,170.86,21.32,21.43,21.45,21.45,21.44,21.43,21.39,21.36,21.23,N/A,N/A -2012,12,19,16,30,101160,99990,98860,93.04,0,7.04,8.69,9.41,10.15,10.790000000000001,11.38,11.88,12.32,13.030000000000001,165.68,166.41,167.13,168.06,168.98,169.93,170.93,171.88,173.75,21.36,21.47,21.5,21.51,21.51,21.5,21.48,21.46,21.35,N/A,N/A -2012,12,19,17,30,101130,99960,98830,92.83,0,6.72,8.49,9.26,10,10.68,11.32,12,12.65,14.02,170.4,171.74,172.73,173.95000000000002,175.13,176.29,177.29,178.20000000000002,179.63,21.490000000000002,21.66,21.72,21.75,21.75,21.740000000000002,21.71,21.67,21.59,N/A,N/A -2012,12,19,18,30,101100,99930,98800,93.05,0,6.66,8.44,9.25,10.1,10.870000000000001,11.6,12.23,12.790000000000001,13.68,171.67000000000002,172.83,173.63,174.53,175.28,175.95000000000002,176.4,176.76,177.04,21.51,21.650000000000002,21.69,21.72,21.73,21.73,21.69,21.650000000000002,21.490000000000002,N/A,N/A -2012,12,19,19,30,101060,99900,98770,91.79,0,7.18,9.040000000000001,9.85,10.620000000000001,11.32,11.97,12.58,13.15,14.24,170.61,171.3,171.81,172.44,173.06,173.72,174.52,175.34,177.46,21.73,21.92,21.97,22,22,21.990000000000002,21.96,21.93,21.830000000000002,N/A,N/A -2012,12,19,20,30,101030,99860,98730,92.07000000000001,0,7.1000000000000005,8.94,9.76,10.59,11.32,11.99,12.61,13.19,14.22,169.16,170.32,171.13,172.06,172.91,173.73,174.52,175.25,176.54,21.6,21.78,21.84,21.87,21.88,21.87,21.830000000000002,21.78,21.61,N/A,N/A -2012,12,19,21,30,100990,99820,98700,91.83,0,7.22,9.1,9.94,10.76,11.5,12.200000000000001,12.870000000000001,13.5,14.75,171.52,172.70000000000002,173.56,174.48,175.26,175.96,176.51,177,177.95000000000002,21.59,21.79,21.85,21.88,21.89,21.89,21.86,21.830000000000002,21.7,N/A,N/A -2012,12,19,22,30,100930,99760,98640,91.76,0,7.43,9.3,10.13,10.94,11.66,12.34,12.96,13.530000000000001,14.43,166.5,167.41,168.1,168.82,169.46,170.04,170.63,171.18,172.33,21.55,21.77,21.85,21.900000000000002,21.93,21.94,21.92,21.89,21.740000000000002,N/A,N/A -2012,12,19,23,30,100920,99760,98630,91.68,0,7.95,9.85,10.73,11.57,12.32,13.02,13.67,14.280000000000001,15.31,170.43,170.49,170.61,170.82,171.12,171.5,172.03,172.61,173.81,21.54,21.79,21.88,21.94,21.97,21.990000000000002,21.98,21.96,21.85,N/A,N/A -2012,12,20,0,30,100910,99750,98620,92.27,0,7.57,9.46,10.32,11.200000000000001,11.97,12.67,13.290000000000001,13.85,14.92,161.36,162.47,163.49,165.16,166.82,168.54,170.06,171.42000000000002,174.16,21.42,21.650000000000002,21.76,21.89,21.990000000000002,22.080000000000002,22.1,22.1,22,N/A,N/A -2012,12,20,1,30,100900,99730,98610,91.84,0,8.14,10.02,10.86,11.700000000000001,12.47,13.22,13.92,14.58,15.69,167.21,168.46,169.41,170.63,171.75,172.83,173.75,174.58,175.75,21.54,21.67,21.73,21.82,21.87,21.89,21.86,21.830000000000002,21.67,N/A,N/A -2012,12,20,2,30,100890,99720,98600,91.42,0,8.48,10.46,11.33,12.17,12.93,13.63,14.32,14.97,16.05,174.95000000000002,175.55,175.95000000000002,176.35,176.75,177.15,177.64000000000001,178.15,179.38,21.62,21.86,21.94,21.97,21.98,21.97,21.96,21.94,21.84,N/A,N/A -2012,12,20,3,30,100900,99740,98620,91.07000000000001,0,8.21,10.08,10.870000000000001,11.63,12.290000000000001,12.9,13.47,14.01,15.08,178.64000000000001,178.91,179.18,179.64000000000001,180.16,180.77,181.51,182.26,184.06,21.69,21.89,21.95,21.98,21.990000000000002,21.97,21.93,21.89,21.75,N/A,N/A -2012,12,20,4,30,100940,99770,98650,92.18,0,6.6000000000000005,8.53,9.450000000000001,10.4,11.21,11.94,12.56,13.09,13.96,180.41,181.25,181.93,182.85,183.72,184.59,185.35,186.03,187.17000000000002,21.490000000000002,21.73,21.830000000000002,21.92,21.97,21.98,21.95,21.91,21.73,N/A,N/A -2012,12,20,5,30,100960,99800,98670,92.10000000000001,0,6.46,8.3,9.17,10.06,10.85,11.61,12.3,12.92,14.11,184.3,186.15,187.53,189.27,190.8,192.22,193.35,194.32,196.27,21.52,21.8,21.92,22.01,22.07,22.11,22.11,22.09,21.990000000000002,N/A,N/A -2012,12,20,6,30,100990,99820,98700,92,0,6.140000000000001,8.08,9.03,10.040000000000001,10.97,11.85,12.620000000000001,13.31,14.55,192.13,192.87,193.67000000000002,195.12,196.64000000000001,198.3,199.81,201.19,203.47,21.53,21.76,21.86,21.97,22.07,22.150000000000002,22.19,22.19,22.09,N/A,N/A -2012,12,20,7,30,101080,99920,98790,91.73,0,5.9,7.91,8.92,9.99,11.02,12.09,13.07,14,15.25,205.67000000000002,206.81,207.58,208.46,209.47,210.74,212.15,213.61,215.66,21.55,21.78,21.84,21.900000000000002,21.97,22.07,22.17,22.27,22.22,N/A,N/A -2012,12,20,8,30,101120,99950,98820,91.52,0,6.7700000000000005,8.9,9.99,11.14,12.14,13.05,13.75,14.32,14.97,220.66,220.05,219.65,219.8,220.22,220.94,221.76,222.58,224.84,21.61,22.04,22.23,22.330000000000002,22.41,22.46,22.45,22.43,22.26,N/A,N/A -2012,12,20,9,30,101160,99990,98860,91.12,0,8.3,10.14,10.9,11.58,12.15,12.64,13.05,13.41,14.05,221.61,223.44,224.72,226.35,227.81,229.19,230.43,231.57,233.79,21.650000000000002,21.8,21.82,21.81,21.79,21.78,21.740000000000002,21.69,21.54,N/A,N/A -2012,12,20,10,30,101380,100200,99050,74.88,0,6.93,8.08,8.65,9.31,9.98,10.67,11.44,12.200000000000001,13.8,303.46,307.61,310.09000000000003,312.90000000000003,315.45,317.91,320.13,322.19,325.38,20.46,20.400000000000002,20.36,20.3,20.22,20.13,20,19.88,19.53,N/A,N/A -2012,12,20,11,30,101560,100370,99210,52.25,0,15.22,17.1,17.7,18.080000000000002,18.36,18.57,18.740000000000002,18.88,19.09,330.23,330.43,330.54,330.66,330.76,330.86,330.97,331.06,331.25,19.03,18.68,18.5,18.29,18.1,17.91,17.7,17.52,17.13,N/A,N/A -2012,12,20,12,30,101710,100500,99330,54.980000000000004,0,15.98,17.66,18.13,18.37,18.51,18.6,18.650000000000002,18.67,18.66,327.77,328.21,328.42,328.63,328.84000000000003,329.03000000000003,329.24,329.44,329.84000000000003,17.1,16.57,16.34,16.12,15.91,15.71,15.5,15.31,14.92,N/A,N/A -2012,12,20,13,30,101860,100650,99460,60.4,0,14.17,15.52,15.88,16.080000000000002,16.2,16.29,16.35,16.39,16.43,339.89,339.51,339.3,339.09000000000003,338.90000000000003,338.73,338.55,338.39,338.08,15.01,14.35,14.09,13.85,13.63,13.42,13.21,13.01,12.6,N/A,N/A -2012,12,20,14,30,102030,100800,99610,63.46,0,14.46,15.84,16.23,16.44,16.580000000000002,16.69,16.76,16.82,16.89,339.81,339.75,339.69,339.64,339.58,339.52,339.46,339.41,339.29,13.26,12.47,12.18,11.93,11.69,11.48,11.26,11.06,10.65,N/A,N/A -2012,12,20,15,30,102140,100910,99710,65.6,0,15.96,17.47,17.89,18.11,18.25,18.35,18.41,18.45,18.5,333.81,334.01,334.15000000000003,334.29,334.42,334.54,334.66,334.78000000000003,335.01,11.99,11.08,10.77,10.5,10.26,10.040000000000001,9.82,9.61,9.200000000000001,N/A,N/A -2012,12,20,16,30,102230,100990,99780,65.58,0,16.01,17.57,18.04,18.3,18.48,18.62,18.71,18.79,18.900000000000002,334.88,334.99,335.05,335.1,335.15000000000003,335.19,335.24,335.27,335.35,11.24,10.290000000000001,9.97,9.69,9.450000000000001,9.22,9,8.790000000000001,8.38,N/A,N/A -2012,12,20,17,30,102270,101030,99830,65.17,0,14.870000000000001,16.29,16.68,16.9,17.05,17.16,17.240000000000002,17.3,17.400000000000002,333.67,333.66,333.68,333.69,333.7,333.71,333.73,333.74,333.75,11.44,10.540000000000001,10.23,9.97,9.72,9.51,9.28,9.08,8.67,N/A,N/A -2012,12,20,18,30,102360,101120,99920,63.08,0,15.16,16.63,17.04,17.27,17.43,17.55,17.63,17.7,17.8,334.6,334.65000000000003,334.69,334.73,334.76,334.79,334.81,334.84000000000003,334.90000000000003,11.71,10.82,10.52,10.26,10.01,9.8,9.57,9.36,8.950000000000001,N/A,N/A -2012,12,20,19,30,102430,101190,99990,61.04,0,14.69,16.09,16.490000000000002,16.71,16.86,16.98,17.06,17.13,17.22,332.97,333.05,333.09000000000003,333.12,333.15000000000003,333.18,333.21,333.24,333.29,12.05,11.19,10.89,10.63,10.39,10.17,9.950000000000001,9.74,9.33,N/A,N/A -2012,12,20,20,30,102470,101230,100030,58.15,0,14.39,15.76,16.14,16.35,16.5,16.6,16.68,16.740000000000002,16.82,332.7,332.76,332.8,332.84000000000003,332.86,332.88,332.92,332.94,332.99,12.48,11.65,11.370000000000001,11.11,10.88,10.66,10.44,10.23,9.82,N/A,N/A -2012,12,20,21,30,102550,101310,100110,55.480000000000004,0,13.88,15.14,15.5,15.700000000000001,15.83,15.93,16,16.05,16.13,333.48,333.54,333.59000000000003,333.63,333.66,333.7,333.73,333.76,333.81,12.66,11.86,11.58,11.32,11.09,10.88,10.65,10.450000000000001,10.040000000000001,N/A,N/A -2012,12,20,22,30,102600,101370,100160,54.44,0,13.64,14.86,15.200000000000001,15.39,15.51,15.6,15.66,15.71,15.77,333.93,334.01,334.06,334.1,334.14,334.18,334.22,334.25,334.33,12.58,11.78,11.5,11.25,11.02,10.8,10.58,10.370000000000001,9.96,N/A,N/A -2012,12,20,23,30,102720,101480,100270,54.39,0,12.77,13.870000000000001,14.18,14.34,14.46,14.540000000000001,14.6,14.64,14.700000000000001,337.19,337.31,337.38,337.44,337.5,337.55,337.61,337.66,337.77,12.35,11.56,11.27,11.02,10.790000000000001,10.58,10.35,10.15,9.74,N/A,N/A -2012,12,21,0,30,102830,101580,100380,53.24,0,12.21,13.24,13.530000000000001,13.69,13.8,13.88,13.93,13.98,14.05,342.28000000000003,342.34000000000003,342.36,342.38,342.39,342.41,342.43,342.44,342.47,12.06,11.27,10.99,10.74,10.5,10.290000000000001,10.07,9.86,9.450000000000001,N/A,N/A -2012,12,21,1,30,102900,101660,100450,51.13,0,12.68,13.76,14.06,14.22,14.33,14.4,14.46,14.5,14.55,343.36,343.40000000000003,343.43,343.45,343.48,343.5,343.53000000000003,343.55,343.61,11.81,11,10.71,10.46,10.23,10.01,9.790000000000001,9.58,9.17,N/A,N/A -2012,12,21,2,30,102940,101690,100480,52.34,0,12.14,13.14,13.41,13.55,13.64,13.71,13.75,13.790000000000001,13.84,345.53000000000003,345.67,345.76,345.84000000000003,345.90000000000003,345.96,346.03000000000003,346.09000000000003,346.2,11.64,10.84,10.56,10.31,10.08,9.86,9.64,9.43,9.03,N/A,N/A -2012,12,21,3,30,102970,101720,100510,53.160000000000004,0,11.47,12.38,12.61,12.73,12.81,12.86,12.89,12.92,12.950000000000001,353.72,353.51,353.36,353.24,353.12,353.01,352.89,352.79,352.59000000000003,11.51,10.72,10.44,10.200000000000001,9.96,9.76,9.540000000000001,9.33,8.92,N/A,N/A -2012,12,21,4,30,103010,101770,100550,50.120000000000005,0,11.57,12.49,12.73,12.85,12.94,13,13.040000000000001,13.07,13.1,354.98,354.88,354.81,354.74,354.67,354.61,354.55,354.49,354.38,11.4,10.61,10.33,10.08,9.84,9.64,9.42,9.21,8.81,N/A,N/A -2012,12,21,5,30,103050,101800,100590,48.86,0,11.09,11.93,12.15,12.27,12.34,12.39,12.42,12.450000000000001,12.48,0.38,0.09,359.90000000000003,359.72,359.56,359.42,359.27,359.14,358.88,11.27,10.48,10.21,9.96,9.73,9.53,9.31,9.11,8.71,N/A,N/A -2012,12,21,6,30,103080,101830,100620,47.94,0,9.85,10.57,10.75,10.85,10.91,10.950000000000001,10.98,11,11.040000000000001,0.96,0.58,0.32,0.09,359.88,359.69,359.5,359.33,358.99,11.3,10.57,10.3,10.07,9.84,9.64,9.43,9.22,8.82,N/A,N/A -2012,12,21,7,30,103130,101880,100660,47.160000000000004,0,9.44,10.1,10.26,10.35,10.4,10.43,10.46,10.47,10.5,2.32,1.92,1.6600000000000001,1.42,1.21,1.01,0.81,0.63,0.27,11.32,10.6,10.34,10.11,9.88,9.68,9.47,9.27,8.870000000000001,N/A,N/A -2012,12,21,8,30,103150,101900,100690,48.26,0,9.05,9.67,9.81,9.89,9.94,9.97,9.99,10,10.02,359.45,359.15000000000003,358.97,358.8,358.65000000000003,358.52,358.37,358.25,358.01,11.35,10.65,10.39,10.15,9.93,9.73,9.52,9.32,8.92,N/A,N/A -2012,12,21,9,30,103160,101910,100690,47.4,0,9.09,9.700000000000001,9.85,9.92,9.96,9.99,10.01,10.02,10.03,1.35,1.04,0.8300000000000001,0.64,0.47000000000000003,0.32,0.16,0.01,359.73,11.36,10.65,10.4,10.16,9.94,9.74,9.53,9.33,8.93,N/A,N/A -2012,12,21,10,30,103170,101920,100710,45.2,0,8.82,9.4,9.540000000000001,9.6,9.64,9.66,9.67,9.69,9.69,3.98,3.61,3.36,3.13,2.92,2.72,2.52,2.33,1.94,11.38,10.68,10.43,10.200000000000001,9.98,9.78,9.57,9.370000000000001,8.98,N/A,N/A -2012,12,21,11,30,103190,101940,100730,44.06,0,8.65,9.22,9.34,9.4,9.43,9.450000000000001,9.46,9.47,9.47,3.37,3.08,2.9,2.73,2.56,2.41,2.25,2.1,1.82,11.46,10.77,10.52,10.3,10.08,9.88,9.67,9.47,9.08,N/A,N/A -2012,12,21,12,30,103210,101970,100750,44.050000000000004,0,8.27,8.78,8.89,8.94,8.96,8.98,8.98,8.98,8.97,5.99,5.72,5.55,5.38,5.22,5.07,4.91,4.76,4.46,11.42,10.74,10.49,10.27,10.05,9.86,9.65,9.46,9.07,N/A,N/A -2012,12,21,13,30,103220,101970,100750,45.29,0,8.24,8.75,8.85,8.9,8.92,8.94,8.94,8.94,8.93,6.61,6.59,6.58,6.57,6.55,6.53,6.51,6.49,6.43,11.3,10.620000000000001,10.370000000000001,10.15,9.93,9.73,9.53,9.33,8.950000000000001,N/A,N/A -2012,12,21,14,30,103250,102000,100790,47.14,0,7.33,7.75,7.84,7.88,7.9,7.91,7.91,7.91,7.9,10.17,10.26,10.3,10.34,10.38,10.42,10.450000000000001,10.49,10.55,11.3,10.65,10.4,10.18,9.96,9.77,9.56,9.370000000000001,8.98,N/A,N/A -2012,12,21,15,30,103240,101990,100770,46.67,0,6.46,6.8100000000000005,6.87,6.9,6.91,6.92,6.92,6.92,6.91,11.09,11.17,11.200000000000001,11.23,11.26,11.28,11.31,11.33,11.38,11.450000000000001,10.82,10.58,10.36,10.15,9.96,9.75,9.56,9.17,N/A,N/A -2012,12,21,16,30,103200,101960,100750,45.59,0,5.79,6.07,6.13,6.15,6.16,6.16,6.16,6.16,6.15,13.42,13.41,13.41,13.4,13.39,13.39,13.38,13.38,13.35,11.75,11.15,10.92,10.700000000000001,10.49,10.3,10.09,9.9,9.51,N/A,N/A -2012,12,21,17,30,103150,101910,100700,44.730000000000004,0,5.4,5.67,5.72,5.74,5.75,5.76,5.76,5.76,5.76,9.28,9.28,9.3,9.31,9.32,9.33,9.33,9.34,9.35,12.17,11.6,11.370000000000001,11.15,10.94,10.75,10.55,10.36,9.97,N/A,N/A -2012,12,21,18,30,103120,101870,100670,44.79,0,4.39,4.58,4.62,4.64,4.64,4.65,4.65,4.65,4.65,6.5,6.18,5.99,5.8100000000000005,5.64,5.5,5.3500000000000005,5.21,4.94,12.68,12.14,11.92,11.71,11.5,11.31,11.1,10.91,10.52,N/A,N/A -2012,12,21,19,30,103090,101850,100640,45.300000000000004,0,3.85,4,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.01,4,3.99,0.04,0.46,0.75,1.03,1.29,1.52,1.74,1.94,2.35,13.16,12.65,12.43,12.22,12.01,11.82,11.61,11.42,11.03,N/A,N/A -2012,12,21,20,30,103030,101800,100590,41.81,0,3.5700000000000003,3.73,3.75,3.77,3.77,3.7800000000000002,3.7800000000000002,3.7800000000000002,3.7800000000000002,355.81,355.76,355.73,355.69,355.67,355.65000000000003,355.63,355.62,355.62,13.65,13.16,12.950000000000001,12.74,12.540000000000001,12.35,12.14,11.96,11.56,N/A,N/A -2012,12,21,21,30,103000,101760,100560,43.18,0,2.9,3.02,3.04,3.0500000000000003,3.06,3.0700000000000003,3.0700000000000003,3.08,3.09,355.40000000000003,354.89,354.57,354.29,354.02,353.78000000000003,353.53000000000003,353.31,352.85,14.09,13.63,13.42,13.21,13.01,12.82,12.61,12.42,12.030000000000001,N/A,N/A -2012,12,21,22,30,102960,101730,100540,48.4,0,2.36,2.44,2.44,2.44,2.44,2.44,2.43,2.43,2.42,341.08,341.33,341.49,341.65000000000003,341.79,341.92,342.09000000000003,342.23,342.55,14.36,13.91,13.700000000000001,13.5,13.290000000000001,13.1,12.9,12.71,12.31,N/A,N/A -2012,12,21,23,30,102960,101730,100530,46.68,0,1.97,2.0100000000000002,2,1.98,1.97,1.95,1.94,1.92,1.8900000000000001,334.92,335.46,335.79,336.11,336.44,336.74,337.08,337.39,338.09000000000003,14.6,14.16,13.950000000000001,13.75,13.55,13.36,13.15,12.96,12.57,N/A,N/A -2012,12,22,0,30,102950,101720,100520,47.27,0,2.15,2.2,2.19,2.18,2.16,2.15,2.13,2.11,2.08,338.72,339.16,339.41,339.66,339.89,340.11,340.33,340.55,341.04,14.82,14.38,14.18,13.98,13.77,13.58,13.38,13.19,12.790000000000001,N/A,N/A -2012,12,22,1,30,102920,101700,100500,47.59,0,1.92,1.95,1.93,1.92,1.9000000000000001,1.8800000000000001,1.86,1.84,1.8,354.65000000000003,355.39,355.85,356.3,356.76,357.19,357.66,358.1,359.06,14.97,14.540000000000001,14.34,14.14,13.94,13.75,13.540000000000001,13.35,12.96,N/A,N/A -2012,12,22,2,30,102910,101690,100490,47.52,0,1.6,1.61,1.59,1.57,1.55,1.53,1.51,1.49,1.45,4.7700000000000005,5.89,6.59,7.28,7.97,8.6,9.35,10.040000000000001,11.55,15.1,14.68,14.48,14.27,14.07,13.88,13.68,13.49,13.1,N/A,N/A -2012,12,22,3,30,102910,101690,100500,47.75,0,1.09,1.07,1.05,1.02,1,0.97,0.9500000000000001,0.93,0.89,12.88,13.36,13.68,14.05,14.46,14.85,15.3,15.72,16.740000000000002,15.24,14.83,14.63,14.43,14.23,14.040000000000001,13.84,13.64,13.25,N/A,N/A -2012,12,22,4,30,102890,101660,100470,48.7,0,1.33,1.33,1.3,1.28,1.26,1.24,1.21,1.19,1.1500000000000001,25.2,25.25,25.27,25.29,25.34,25.400000000000002,25.51,25.62,25.93,15.33,14.92,14.73,14.52,14.32,14.13,13.93,13.74,13.35,N/A,N/A -2012,12,22,5,30,102870,101640,100450,49.65,0,1.12,1.11,1.09,1.06,1.04,1.02,0.99,0.97,0.92,40.53,41.22,41.61,41.95,42.27,42.54,42.82,43.07,43.68,15.41,15,14.81,14.61,14.41,14.22,14.02,13.83,13.44,N/A,N/A -2012,12,22,6,30,102870,101650,100460,51.11,0,0.99,0.99,0.96,0.9400000000000001,0.92,0.91,0.89,0.87,0.84,39.74,41.78,43.07,44.31,45.54,46.67,47.95,49.14,51.76,15.43,15.05,14.85,14.65,14.450000000000001,14.27,14.06,13.870000000000001,13.48,N/A,N/A -2012,12,22,7,30,102880,101650,100470,53.46,0,1.17,1.17,1.1400000000000001,1.12,1.1,1.07,1.05,1.03,0.99,46.800000000000004,48.24,49.11,49.97,50.83,51.620000000000005,52.52,53.35,55.18,15.43,15.040000000000001,14.85,14.64,14.44,14.25,14.05,13.86,13.47,N/A,N/A -2012,12,22,8,30,102860,101640,100450,54.79,0,1.3,1.28,1.25,1.22,1.2,1.17,1.1400000000000001,1.12,1.08,46.45,48.230000000000004,49.35,50.46,51.59,52.64,53.84,54.97,57.53,15.42,15.030000000000001,14.83,14.63,14.43,14.24,14.040000000000001,13.85,13.46,N/A,N/A -2012,12,22,9,30,102850,101630,100440,54.94,0,1.53,1.57,1.56,1.56,1.55,1.55,1.54,1.54,1.52,69.79,71.85000000000001,73.06,74.19,75.26,76.24,77.28,78.24,80.22,15.49,15.1,14.91,14.71,14.5,14.32,14.11,13.92,13.530000000000001,N/A,N/A -2012,12,22,10,30,102850,101620,100430,53.370000000000005,0,2.2600000000000002,2.2800000000000002,2.2600000000000002,2.23,2.21,2.18,2.15,2.13,2.08,86.44,86.83,87.13,87.43,87.74,88.03,88.35000000000001,88.66,89.33,15.52,15.120000000000001,14.93,14.73,14.530000000000001,14.34,14.14,13.950000000000001,13.56,N/A,N/A -2012,12,22,11,30,102840,101620,100430,56.660000000000004,0,2.5500000000000003,2.64,2.65,2.66,2.66,2.66,2.66,2.67,2.67,69.46000000000001,71.73,73.13,74.44,75.69,76.85000000000001,78.04,79.13,81.31,15.52,15.120000000000001,14.93,14.73,14.530000000000001,14.34,14.14,13.950000000000001,13.56,N/A,N/A -2012,12,22,12,30,102840,101620,100430,54.99,0,2.98,3.11,3.13,3.14,3.15,3.16,3.16,3.17,3.17,92.51,93.23,93.75,94.27,94.77,95.24,95.74000000000001,96.2,97.18,15.65,15.25,15.06,14.85,14.66,14.47,14.26,14.07,13.68,N/A,N/A -2012,12,22,13,30,102830,101610,100420,59.34,0,3.71,3.89,3.92,3.93,3.94,3.94,3.94,3.94,3.94,109.34,110.06,110.47,110.84,111.21000000000001,111.55,111.9,112.23,112.93,15.73,15.32,15.13,14.92,14.72,14.530000000000001,14.33,14.14,13.75,N/A,N/A -2012,12,22,14,30,102840,101610,100430,61.38,0,4.11,4.34,4.39,4.42,4.44,4.46,4.47,4.48,4.5,108.28,109.04,109.51,109.93,110.33,110.69,111.07000000000001,111.42,112.11,15.89,15.48,15.290000000000001,15.08,14.88,14.69,14.49,14.3,13.91,N/A,N/A -2012,12,22,15,30,102820,101600,100410,61.43,0,4.92,5.18,5.24,5.26,5.2700000000000005,5.28,5.29,5.29,5.28,120.71000000000001,121.16,121.41,121.64,121.86,122.05,122.25,122.45,122.85000000000001,16.13,15.72,15.530000000000001,15.32,15.120000000000001,14.93,14.73,14.540000000000001,14.15,N/A,N/A -2012,12,22,16,30,102770,101550,100370,64.03,0,5,5.3100000000000005,5.39,5.43,5.47,5.5,5.5200000000000005,5.54,5.57,126.96000000000001,127.22,127.39,127.55,127.7,127.85000000000001,127.99000000000001,128.13,128.42000000000002,16.330000000000002,15.93,15.73,15.530000000000001,15.33,15.14,14.94,14.75,14.35,N/A,N/A -2012,12,22,17,30,102700,101490,100310,63.370000000000005,0,5.23,5.58,5.66,5.71,5.75,5.7700000000000005,5.79,5.8100000000000005,5.83,130.6,131.16,131.48,131.79,132.06,132.31,132.58,132.81,133.3,16.61,16.22,16.02,15.82,15.620000000000001,15.43,15.23,15.040000000000001,14.64,N/A,N/A -2012,12,22,18,30,102670,101450,100270,64.5,0,5.55,5.93,6.03,6.08,6.12,6.15,6.17,6.19,6.22,137.71,138.09,138.35,138.59,138.82,139.03,139.24,139.44,139.84,16.85,16.46,16.26,16.06,15.860000000000001,15.68,15.47,15.280000000000001,14.89,N/A,N/A -2012,12,22,19,30,102630,101420,100240,66.63,0,5.69,6.1000000000000005,6.21,6.28,6.33,6.36,6.390000000000001,6.42,6.45,139.12,139.70000000000002,140.01,140.31,140.57,140.82,141.06,141.29,141.76,17.06,16.68,16.490000000000002,16.29,16.080000000000002,15.9,15.69,15.5,15.11,N/A,N/A -2012,12,22,20,30,102560,101350,100180,66.66,0,5.92,6.36,6.47,6.54,6.59,6.62,6.65,6.67,6.7,144.04,144.52,144.83,145.12,145.4,145.66,145.91,146.16,146.65,17.38,17.01,16.830000000000002,16.63,16.43,16.240000000000002,16.04,15.85,15.46,N/A,N/A -2012,12,22,21,30,102500,101290,100120,69.84,0,6.26,6.79,6.93,7.0200000000000005,7.08,7.13,7.16,7.19,7.23,146.51,147.13,147.49,147.82,148.12,148.4,148.67000000000002,148.92000000000002,149.42000000000002,17.71,17.36,17.18,16.98,16.78,16.59,16.39,16.21,15.81,N/A,N/A -2012,12,22,22,30,102450,101240,100070,71.44,0,6.28,6.82,6.98,7.09,7.17,7.23,7.29,7.34,7.43,147.35,148.18,148.71,149.22,149.67000000000002,150.08,150.5,150.87,151.63,17.990000000000002,17.650000000000002,17.48,17.28,17.09,16.9,16.7,16.52,16.13,N/A,N/A -2012,12,22,23,30,102400,101200,100030,73.06,0,7.37,8.01,8.17,8.26,8.33,8.370000000000001,8.4,8.43,8.47,149,149.45000000000002,149.76,150.05,150.31,150.56,150.81,151.04,151.51,18.41,18.1,17.92,17.72,17.53,17.35,17.150000000000002,16.96,16.57,N/A,N/A -2012,12,23,0,30,102360,101160,99990,71.95,0,8.17,8.98,9.19,9.3,9.38,9.43,9.47,9.49,9.52,155.97,156.51,156.84,157.15,157.44,157.71,157.98,158.22,158.74,18.740000000000002,18.47,18.3,18.1,17.92,17.73,17.53,17.35,16.96,N/A,N/A -2012,12,23,1,30,102300,101100,99930,74.34,0,6.98,7.7,7.9,8.02,8.11,8.19,8.25,8.3,8.38,157.88,158.03,158.16,158.28,158.39000000000001,158.49,158.6,158.69,158.89000000000001,18.97,18.71,18.54,18.36,18.17,17.990000000000002,17.79,17.61,17.22,N/A,N/A -2012,12,23,2,30,102260,101060,99900,75.3,0,6.92,7.69,7.930000000000001,8.120000000000001,8.28,8.41,8.53,8.64,8.84,159.3,160.06,160.48,160.92000000000002,161.32,161.70000000000002,162.09,162.44,163.12,19.17,18.95,18.8,18.63,18.45,18.27,18.080000000000002,17.91,17.53,N/A,N/A -2012,12,23,3,30,102220,101030,99870,77.48,0,7.58,8.370000000000001,8.620000000000001,8.78,8.89,8.98,9.040000000000001,9.08,9.13,158.98,158.94,159.02,159.16,159.34,159.54,159.78,160.01,160.78,19.27,19.07,18.93,18.75,18.580000000000002,18.41,18.22,18.05,17.68,N/A,N/A -2012,12,23,4,30,102150,100960,99800,80.05,0,7.0600000000000005,8.01,8.35,8.66,8.94,9.18,9.43,9.65,10.07,154.46,155.51,156.16,156.86,157.5,158.1,158.66,159.17000000000002,160.09,19.38,19.2,19.07,18.91,18.740000000000002,18.580000000000002,18.41,18.240000000000002,17.89,N/A,N/A -2012,12,23,5,30,102130,100930,99780,77.96000000000001,0,8.05,9.06,9.42,9.700000000000001,9.93,10.120000000000001,10.290000000000001,10.44,10.700000000000001,165.65,165.78,165.93,166.15,166.4,166.67000000000002,167.01,167.33,168.15,19.67,19.53,19.41,19.26,19.11,18.95,18.79,18.63,18.3,N/A,N/A -2012,12,23,6,30,102090,100900,99740,82.3,0,7.43,8.66,9.17,9.63,10.03,10.39,10.71,10.99,11.43,166.95000000000002,167.95000000000002,168.61,169.36,170.03,170.66,171.22,171.71,172.51,19.63,19.580000000000002,19.5,19.38,19.26,19.13,18.98,18.84,18.53,N/A,N/A -2012,12,23,7,30,102070,100880,99720,83.31,0,6.91,8.2,8.76,9.24,9.67,10.040000000000001,10.370000000000001,10.66,11.14,179.07,179.64000000000001,180,180.1,180.06,179.93,179.71,179.49,179.09,19.62,19.56,19.48,19.35,19.22,19.080000000000002,18.93,18.79,18.48,N/A,N/A -2012,12,23,8,30,102030,100840,99690,82.16,0,7.07,8.3,8.790000000000001,9.18,9.49,9.74,9.92,10.08,10.28,179.77,179.66,179.63,179.61,179.63,179.67000000000002,179.82,179.98,180.68,19.76,19.75,19.68,19.57,19.44,19.3,19.14,18.990000000000002,18.66,N/A,N/A -2012,12,23,9,30,102000,100810,99660,84.88,0,6.72,8.08,8.69,9.27,9.77,10.22,10.61,10.97,11.51,184.55,185.31,185.94,186.71,187.43,188.14000000000001,188.81,189.44,190.54,19.740000000000002,19.75,19.7,19.62,19.53,19.42,19.3,19.19,18.91,N/A,N/A -2012,12,23,10,30,101960,100770,99620,85.35000000000001,0,6.96,8.39,9.02,9.6,10.09,10.53,10.89,11.22,11.74,185.89000000000001,186.70000000000002,187.26,187.84,188.35,188.83,189.25,189.63,190.23,19.78,19.81,19.79,19.72,19.64,19.55,19.44,19.32,19.05,N/A,N/A -2012,12,23,11,30,101940,100760,99610,85.56,0,6.92,8.370000000000001,9,9.6,10.120000000000001,10.58,10.98,11.35,11.92,190.11,190.79,191.31,191.89000000000001,192.44,192.98000000000002,193.54,194.06,195.18,19.85,19.900000000000002,19.87,19.81,19.73,19.64,19.53,19.42,19.150000000000002,N/A,N/A -2012,12,23,12,30,101920,100730,99580,86.44,0,6.44,7.83,8.46,9.06,9.59,10.09,10.540000000000001,10.96,11.68,190.01,191.23000000000002,192.15,193.20000000000002,194.16,195.08,195.91,196.67000000000002,197.92000000000002,19.81,19.86,19.84,19.78,19.71,19.62,19.52,19.42,19.18,N/A,N/A -2012,12,23,13,30,101890,100700,99550,85.74,0,6.65,8.08,8.700000000000001,9.290000000000001,9.790000000000001,10.25,10.67,11.040000000000001,11.69,192.45000000000002,192.95000000000002,193.33,193.76,194.15,194.52,194.93,195.32,196.3,19.89,19.94,19.92,19.85,19.77,19.68,19.57,19.47,19.21,N/A,N/A -2012,12,23,14,30,101880,100700,99550,86.69,0,6.61,8.05,8.69,9.28,9.8,10.26,10.69,11.08,11.71,193.69,194.39000000000001,194.91,195.54,196.1,196.63,197.13,197.59,198.36,19.91,19.97,19.95,19.88,19.81,19.72,19.61,19.51,19.26,N/A,N/A -2012,12,23,15,30,101860,100670,99520,87.74,0,6.3100000000000005,7.74,8.38,8.98,9.52,10.02,10.49,10.92,11.74,194.47,195.35,196,196.73000000000002,197.42000000000002,198.12,198.86,199.56,200.96,19.95,20.02,20.01,19.96,19.89,19.81,19.72,19.63,19.41,N/A,N/A -2012,12,23,16,30,101820,100640,99490,87.58,0,6.45,7.92,8.6,9.25,9.8,10.290000000000001,10.700000000000001,11.06,11.63,198.73000000000002,199.74,200.46,201.23000000000002,201.84,202.35,202.74,203.07,203.59,20.01,20.1,20.11,20.07,20.02,19.95,19.86,19.76,19.5,N/A,N/A -2012,12,23,17,30,101760,100580,99430,87.82000000000001,0,6.29,7.73,8.370000000000001,9,9.55,10.06,10.52,10.94,11.68,198.77,199.51,200.07,200.68,201.20000000000002,201.67000000000002,202.1,202.5,203.37,20.06,20.13,20.12,20.07,20.01,19.93,19.830000000000002,19.73,19.490000000000002,N/A,N/A -2012,12,23,18,30,101710,100530,99390,87.19,0,6.43,7.91,8.55,9.14,9.63,10.07,10.450000000000001,10.790000000000001,11.43,195.1,196.29,197.14000000000001,198.05,198.76,199.34,199.75,200.09,200.63,20.150000000000002,20.25,20.25,20.21,20.14,20.06,19.94,19.82,19.54,N/A,N/A -2012,12,23,19,30,101670,100490,99340,90.37,0,6.140000000000001,7.6000000000000005,8.27,8.92,9.5,10.040000000000001,10.52,10.97,11.73,195.47,197.29,198.56,199.89000000000001,201.01,201.98000000000002,202.76,203.45000000000002,204.47,20.07,20.14,20.14,20.09,20.04,19.97,19.89,19.8,19.580000000000002,N/A,N/A -2012,12,23,20,30,101610,100430,99280,88.63,0,6.65,8.18,8.870000000000001,9.53,10.11,10.63,11.09,11.51,12.23,199.09,200.02,200.70000000000002,201.44,202.1,202.71,203.3,203.84,204.85,20.14,20.240000000000002,20.240000000000002,20.21,20.16,20.09,20.01,19.92,19.69,N/A,N/A -2012,12,23,21,30,101560,100380,99230,89.01,0,7.22,8.78,9.48,10.14,10.700000000000001,11.200000000000001,11.65,12.05,12.75,202.36,202.78,203.1,203.45000000000002,203.74,204,204.25,204.49,205.07,20.150000000000002,20.26,20.27,20.23,20.18,20.12,20.03,19.94,19.7,N/A,N/A -2012,12,23,22,30,101510,100330,99190,88.81,0,7.33,8.950000000000001,9.67,10.34,10.93,11.47,11.94,12.36,13.030000000000001,199.95000000000002,200.66,201.22,201.9,202.51,203.07,203.54,203.96,204.57,20.17,20.3,20.32,20.29,20.25,20.19,20.11,20.02,19.79,N/A,N/A -2012,12,23,23,30,101490,100320,99170,89.96000000000001,0,7.0200000000000005,8.56,9.25,9.91,10.47,10.98,11.44,11.86,12.59,200.53,201.05,201.48000000000002,202.02,202.51,203,203.44,203.85,204.49,20.14,20.26,20.28,20.25,20.2,20.14,20.06,19.97,19.740000000000002,N/A,N/A -2012,12,24,0,30,101470,100290,99150,90.48,0,6.95,8.57,9.31,10.01,10.61,11.16,11.64,12.07,12.8,201.46,201.92000000000002,202.28,202.75,203.23000000000002,203.73000000000002,204.23000000000002,204.70000000000002,205.55,20.150000000000002,20.28,20.29,20.26,20.21,20.150000000000002,20.06,19.98,19.75,N/A,N/A -2012,12,24,1,30,101460,100280,99140,90.9,0,6.8,8.44,9.200000000000001,9.92,10.53,11.1,11.61,12.09,12.88,203.42000000000002,204.1,204.59,205.08,205.47,205.77,206.02,206.23000000000002,206.62,20.18,20.330000000000002,20.35,20.330000000000002,20.29,20.22,20.13,20.04,19.81,N/A,N/A -2012,12,24,2,30,101440,100260,99120,91.24,0,7.23,8.91,9.66,10.370000000000001,11,11.57,12.09,12.58,13.47,205.25,205.70000000000002,206.04,206.43,206.8,207.15,207.48000000000002,207.79,208.32,20.18,20.32,20.34,20.32,20.27,20.21,20.13,20.05,19.84,N/A,N/A -2012,12,24,3,30,101420,100240,99100,91.37,0,7.73,9.49,10.3,11.06,11.73,12.33,12.88,13.38,14.24,206.29,206.65,206.92000000000002,207.24,207.52,207.8,208.05,208.29,208.68,20.25,20.400000000000002,20.43,20.42,20.38,20.330000000000002,20.25,20.17,19.96,N/A,N/A -2012,12,24,4,30,101410,100230,99090,91.43,0,7.57,9.31,10.11,10.870000000000001,11.53,12.120000000000001,12.66,13.15,14.01,208.6,208.77,208.91,209.08,209.26,209.44,209.65,209.85,210.25,20.25,20.400000000000002,20.43,20.41,20.37,20.31,20.23,20.150000000000002,19.93,N/A,N/A -2012,12,24,5,30,101410,100230,99090,91.63,0,6.84,8.57,9.38,10.16,10.84,11.47,12.040000000000001,12.57,13.48,211.61,211.72,211.83,212,212.17000000000002,212.35,212.53,212.71,213.04,20.22,20.39,20.43,20.41,20.38,20.32,20.25,20.17,19.96,N/A,N/A -2012,12,24,6,30,101410,100240,99100,91.55,0,6.92,8.66,9.47,10.24,10.92,11.55,12.120000000000001,12.64,13.57,212.18,212.56,212.84,213.15,213.43,213.71,213.95000000000002,214.18,214.59,20.17,20.37,20.42,20.42,20.38,20.34,20.26,20.19,19.98,N/A,N/A -2012,12,24,7,30,101410,100230,99090,91.73,0,6.88,8.59,9.4,10.18,10.86,11.49,12.07,12.61,13.57,214.02,214.4,214.70000000000002,215.02,215.3,215.55,215.78,215.99,216.35,20.13,20.32,20.38,20.38,20.36,20.32,20.26,20.19,20.01,N/A,N/A -2012,12,24,8,30,101390,100210,99070,91.58,0,7.36,9.13,9.94,10.73,11.42,12.05,12.63,13.17,14.120000000000001,215.05,215.73000000000002,216.23000000000002,216.82,217.35,217.86,218.32,218.73000000000002,219.37,20.16,20.35,20.400000000000002,20.41,20.400000000000002,20.36,20.31,20.240000000000002,20.07,N/A,N/A -2012,12,24,9,30,101380,100200,99070,91.39,0,7.24,9.02,9.82,10.59,11.27,11.9,12.47,12.99,14,217.33,218,218.5,219.08,219.56,220,220.37,220.71,221.32,20.2,20.39,20.44,20.44,20.41,20.36,20.28,20.2,20,N/A,N/A -2012,12,24,10,30,101380,100210,99070,91.78,0,6.67,8.42,9.23,10.01,10.700000000000001,11.35,11.96,12.530000000000001,13.58,223.70000000000002,223.81,223.92000000000002,224.14000000000001,224.41,224.78,225.15,225.52,226.08,20.14,20.31,20.35,20.330000000000002,20.29,20.23,20.150000000000002,20.080000000000002,19.89,N/A,N/A -2012,12,24,11,30,101410,100230,99090,92.16,0,5.97,7.66,8.48,9.290000000000001,9.98,10.59,11.120000000000001,11.59,12.39,232.85,233.23000000000002,233.44,233.5,233.5,233.44,233.47,233.53,233.96,20.080000000000002,20.27,20.32,20.32,20.3,20.240000000000002,20.16,20.07,19.830000000000002,N/A,N/A -2012,12,24,12,30,101420,100250,99100,93.10000000000001,0,5,6.6000000000000005,7.32,7.99,8.56,9.05,9.49,9.88,10.61,247.66,247.6,247.54,247.41,247.21,246.94,246.6,246.25,245.58,19.91,20.09,20.12,20.09,20.03,19.94,19.830000000000002,19.73,19.48,N/A,N/A -2012,12,24,13,30,101430,100250,99110,93.95,0,4.48,5.98,6.66,7.2700000000000005,7.7700000000000005,8.19,8.700000000000001,9.23,9.99,252.81,253.8,254.43,254.84,255.01000000000002,254.98000000000002,254.57,254.01000000000002,252.34,19.75,19.91,19.95,19.91,19.84,19.77,19.69,19.61,19.42,N/A,N/A -2012,12,24,14,30,101440,100260,99120,94.67,0,4.1,5.53,6.22,6.94,7.66,8.44,9.08,9.65,10.14,245.06,248.77,251.19,252.45000000000002,253.12,253.29,253.15,252.91,252.65,19.59,19.87,19.97,19.95,19.93,19.91,19.89,19.88,19.76,N/A,N/A -2012,12,24,15,30,101430,100250,99110,96.10000000000001,0,3.2,4.47,5.2,6.37,7.26,7.8500000000000005,8.32,8.73,9.36,245.53,248.46,250.81,254.06,255.76000000000002,255.88,255.67000000000002,255.33,254.57,19.38,19.650000000000002,19.78,19.85,19.84,19.77,19.73,19.69,19.580000000000002,N/A,N/A -2012,12,24,16,30,101410,100230,99080,97.33,0,3.1,4.48,5.34,6.2700000000000005,6.92,7.2700000000000005,7.57,7.84,8.25,257.26,258.35,259.37,260.6,260.94,260.37,259.83,259.31,258.81,19.150000000000002,19.39,19.55,19.66,19.7,19.7,19.650000000000002,19.57,19.35,N/A,N/A -2012,12,24,17,30,101360,100180,99030,98.14,0,1.69,2.69,3.09,3.35,3.48,3.5100000000000002,3.46,3.41,3.36,267.04,269.61,271.99,275.97,280.07,284.28000000000003,288.13,291.5,294.82,19.22,19.31,19.330000000000002,19.31,19.28,19.22,19.14,19.05,18.93,N/A,N/A -2012,12,24,18,30,101330,100150,99000,99.28,0,1.61,2.11,2.33,2.25,2.11,1.93,1.93,1.97,2.4,346.12,340.67,335.94,330.28000000000003,324.61,319.21,311.14,302.87,291.35,18.64,18.66,18.75,18.91,18.95,18.91,18.91,18.91,18.830000000000002,N/A,N/A -2012,12,24,19,30,101310,100120,98980,94.54,0,1.96,2.29,2.48,2.66,2.71,2.67,2.45,2.23,1.7,14.82,7.45,2.68,358.35,352.98,346.91,340.27,334.55,318.90000000000003,19.03,18.8,18.68,18.56,18.51,18.52,18.6,18.7,18.66,N/A,N/A -2012,12,24,20,30,101250,100060,98920,91.22,0,2.2,2.35,2.41,2.5300000000000002,2.46,2.2600000000000002,1.95,1.67,0.89,50.980000000000004,47.08,42.67,34.31,28.04,23.62,21.72,20.72,20.02,19.02,18.77,18.68,18.68,18.7,18.73,18.73,18.72,18.66,N/A,N/A -2012,12,24,21,30,101210,100030,98880,91.74,0,1.57,1.59,1.59,1.61,1.53,1.36,1.11,0.89,0.56,83.88,76.88,69.73,55.7,47.31,43.300000000000004,47.64,52.92,93.39,19,18.78,18.73,18.830000000000002,18.87,18.88,18.86,18.830000000000002,18.69,N/A,N/A -2012,12,24,22,30,101150,99960,98820,95.43,0,2.74,2.71,2.61,2.46,2.32,2.17,2.05,1.96,1.83,112.13,106.04,100.89,93.71000000000001,89.28,86.59,89.84,94.04,109.09,18.91,18.830000000000002,18.85,18.92,18.96,18.97,18.94,18.89,18.72,N/A,N/A -2012,12,24,23,30,101120,99940,98800,94.58,0,2.8000000000000003,3.11,3.17,3.09,2.98,2.86,2.66,2.46,1.98,106.88,108.7,110.24000000000001,112.10000000000001,113.49000000000001,114.56,116.10000000000001,117.55,128.21,18.97,19.13,19.21,19.16,19.06,18.91,18.79,18.68,18.66,N/A,N/A -2012,12,25,0,30,101090,99910,98770,96.48,0,2.17,2.25,2.19,2.21,2.29,2.4,2.45,2.48,2.5,115.62,129.15,136.02,139.17000000000002,144.24,151,153.12,153.82,156.02,19.26,19.25,19.18,18.96,18.79,18.650000000000002,18.54,18.45,18.29,N/A,N/A -2012,12,25,1,30,101060,99880,98740,97.14,0,2.79,2.63,2.42,2.4,2.4,2.42,2.44,2.47,2.5100000000000002,110.47,123.31,129.45,132.52,137.89000000000001,145.25,147.98,149.05,151.25,19.2,19.38,19.400000000000002,19.18,19.01,18.86,18.75,18.67,18.48,N/A,N/A -2012,12,25,2,30,101020,99840,98700,97.03,0,2.64,2.95,2.9,2.91,2.9,2.87,2.92,2.98,3.43,130.34,137.97,141.84,143.89000000000001,144.92000000000002,145.27,146.67000000000002,148.27,157.26,19.25,19.55,19.62,19.43,19.25,19.07,18.97,18.900000000000002,19.47,N/A,N/A -2012,12,25,3,30,100970,99790,98650,97.98,0,3.63,4.24,4.38,4.37,4.41,4.49,4.61,4.72,4.87,116.4,120.55,124.51,130.3,134.88,138.75,143.1,147.27,155.81,18.89,18.87,18.900000000000002,18.96,19.07,19.22,19.46,19.71,19.91,N/A,N/A -2012,12,25,4,30,100860,99690,98550,98.59,0,5.44,6.16,6.36,6.390000000000001,6.390000000000001,6.36,6.390000000000001,6.42,6.69,116.91,122.72,130.83,145,152.73,156.83,160.38,163.48,169,18.73,18.64,18.86,19.44,19.830000000000002,20.12,20.17,20.17,20.1,N/A,N/A -2012,12,25,5,30,100850,99670,98540,94.97,14.3,5.48,7.29,8.25,9.21,10.4,11.9,12.81,13.450000000000001,13.4,149.4,153.02,156.61,162.81,169.72,177.77,182.36,185.46,186.32,19.47,19.53,19.6,19.77,19.900000000000002,20,20.09,20.18,20.080000000000002,N/A,N/A -2012,12,25,6,30,100850,99680,98550,91.95,0,5.95,7.74,8.55,9.33,10.05,10.74,11.38,11.96,12.58,182.46,181.85,182.20000000000002,183.83,186.09,188.76,190.78,192.54,193.77,19.73,19.77,19.77,19.830000000000002,20.01,20.26,20.34,20.37,20.240000000000002,N/A,N/A -2012,12,25,7,30,100800,99630,98500,93.92,0,6.38,8.2,9.19,10.34,11.46,12.58,13.31,13.86,14.51,188.37,189.14000000000001,189.75,190.67000000000002,191.54,192.39000000000001,193,193.5,194.16,19.27,19.19,19.28,19.67,20.02,20.330000000000002,20.43,20.46,20.32,N/A,N/A -2012,12,25,8,30,100730,99550,98420,97.93,0,2.61,4.39,5.69,7.25,8.53,9.540000000000001,10.46,11.33,12.76,202.35,197.47,194.1,192.67000000000002,191.74,191.24,191.09,191.05,191.13,18.490000000000002,18.85,19.14,19.52,19.7,19.76,19.89,20.02,20.16,N/A,N/A -2012,12,25,9,30,100700,99530,98400,90.07000000000001,0,7.16,9.09,10.040000000000001,11.02,11.86,12.620000000000001,13.17,13.61,14.040000000000001,183.94,184.88,185.51,185.84,186.06,186.16,186.59,187.11,188.09,20.06,20.63,20.900000000000002,21.080000000000002,21.16,21.17,21.17,21.17,21.1,N/A,N/A -2012,12,25,10,30,100630,99460,98330,93.23,0,4.2700000000000005,6.09,7.1000000000000005,8.36,9.58,10.8,11.91,12.950000000000001,14.42,173.18,177.71,180.35,181.72,182.71,183.39000000000001,184.02,184.61,186.19,19.48,19.87,20.02,20.09,20.150000000000002,20.21,20.26,20.3,20.34,N/A,N/A -2012,12,25,11,30,100660,99490,98360,90.4,0,9.09,11.05,11.950000000000001,12.84,13.63,14.39,15.11,15.790000000000001,16.94,185.36,186.6,187.5,188.52,189.36,190.08,190.61,191.03,191.70000000000002,19.990000000000002,20.22,20.29,20.35,20.38,20.400000000000002,20.39,20.38,20.31,N/A,N/A -2012,12,25,12,30,100490,99330,98190,92.93,0,3.27,4.96,5.72,6.5200000000000005,7.4,8.4,9.42,10.43,12.290000000000001,164.20000000000002,166.63,169.16,173,175.86,178.02,178.96,179.44,179.58,19.68,20.09,20.12,19.91,19.75,19.62,19.490000000000002,19.37,19.14,N/A,N/A -2012,12,25,13,30,100490,99330,98200,89.73,0,8.91,10.82,11.72,12.57,13.3,13.97,14.540000000000001,15.06,15.85,178.32,177.94,177.6,177.18,176.84,176.54,176.46,176.47,177.32,20.13,20.35,20.400000000000002,20.42,20.42,20.400000000000002,20.37,20.34,20.21,N/A,N/A -2012,12,25,14,30,100520,99350,98220,91.2,0,8.2,10.14,11.1,12.08,12.97,13.83,14.620000000000001,15.35,16.51,180.07,179.88,179.73,179.54,179.38,179.25,179.19,179.14000000000001,179.37,19.84,20.05,20.12,20.17,20.21,20.25,20.27,20.27,20.22,N/A,N/A -2012,12,25,15,30,100440,99270,98140,91.13,5.9,8.81,10.82,11.75,12.72,13.65,14.59,15.59,16.59,18.57,177.48,178.70000000000002,179.48,180.41,181.41,182.52,183.85,185.22,187.94,19.84,19.91,19.900000000000002,19.87,19.830000000000002,19.79,19.75,19.72,19.57,N/A,N/A -2012,12,25,16,30,100440,99270,98140,90.03,0,11.85,14.22,15.26,16.29,17.16,17.96,18.68,19.34,20.54,190.79,191.71,192.18,192.66,193.06,193.43,193.76,194.07,194.69,20.080000000000002,20.22,20.23,20.21,20.17,20.12,20.06,19.990000000000002,19.830000000000002,N/A,N/A -2012,12,25,17,30,100280,99120,97990,90.10000000000001,0,15.77,18.26,19.26,20.12,20.84,21.48,22.080000000000002,22.63,23.59,194.54,194.84,195.14000000000001,195.53,195.92000000000002,196.34,196.83,197.33,198.52,20.080000000000002,20.18,20.17,20.1,20.03,19.95,19.87,19.8,19.650000000000002,N/A,N/A -2012,12,25,18,30,100390,99220,98100,89.94,1.5,14.51,17.080000000000002,18.07,18.94,19.69,20.37,20.990000000000002,21.56,22.57,214.73000000000002,215.78,216.23000000000002,216.73000000000002,217.18,217.63,218.07,218.48000000000002,219.28,20.1,20.22,20.21,20.14,20.080000000000002,19.990000000000002,19.900000000000002,19.81,19.61,N/A,N/A -2012,12,25,19,30,100420,99250,98120,90.82000000000001,0,10.790000000000001,12.780000000000001,13.64,14.44,15.08,15.610000000000001,15.860000000000001,15.99,15.56,237.64000000000001,238.55,239.28,240.36,241.51,242.82,244.57,246.36,254.17000000000002,19.95,20.06,20.080000000000002,20.09,20.12,20.16,20.21,20.28,20.54,N/A,N/A -2012,12,25,20,30,100480,99310,98180,79.87,0,10.02,11.84,12.6,13.280000000000001,13.83,14.290000000000001,14.66,14.98,15.44,308.16,306.5,305.56,304.78000000000003,304.26,303.92,303.66,303.44,302.68,20.01,20.16,20.17,20.14,20.080000000000002,19.990000000000002,19.87,19.740000000000002,19.44,N/A,N/A -2012,12,25,21,30,100570,99390,98260,58.65,0,12.01,13.91,14.66,15.3,15.83,16.29,16.7,17.05,17.61,307.74,307.40000000000003,307.17,306.92,306.7,306.48,306.27,306.08,305.68,19.92,19.98,19.92,19.81,19.68,19.54,19.37,19.2,18.830000000000002,N/A,N/A -2012,12,25,22,30,100700,99520,98380,51.89,0,12.26,13.780000000000001,14.370000000000001,14.8,15.16,15.47,15.75,16,16.45,304.08,304.47,304.69,304.91,305.09000000000003,305.26,305.41,305.55,305.76,19.22,19.150000000000002,19.04,18.88,18.72,18.55,18.37,18.2,17.830000000000002,N/A,N/A -2012,12,25,23,30,100830,99640,98490,55.72,0,13.8,15.48,16.06,16.45,16.740000000000002,16.97,17.150000000000002,17.31,17.57,305.91,305.78000000000003,305.76,305.76,305.75,305.75,305.75,305.76,305.76,17.830000000000002,17.56,17.400000000000002,17.2,17.01,16.82,16.62,16.43,16.04,N/A,N/A -2012,12,26,0,30,100950,99750,98590,76.75,0,15.99,17.650000000000002,18.16,18.42,18.59,18.69,18.740000000000002,18.77,18.76,326.23,326.22,326.12,325.98,325.85,325.72,325.57,325.44,325.14,15.57,15.040000000000001,14.82,14.58,14.36,14.16,13.950000000000001,13.76,13.36,N/A,N/A -2012,12,26,1,30,101150,99940,98750,81.77,0,15.34,16.81,17.32,17.580000000000002,17.76,17.87,17.94,17.990000000000002,18.03,314.27,314.35,314.49,314.63,314.75,314.86,314.97,315.08,315.28000000000003,12.9,12.19,11.91,11.64,11.41,11.19,10.97,10.77,10.36,N/A,N/A -2012,12,26,2,30,101300,100070,98870,82.72,0,16.72,18.23,18.67,18.85,18.95,19,19.01,19,18.93,318.17,318.34000000000003,318.43,318.52,318.6,318.66,318.73,318.8,318.94,10.19,9.26,8.94,8.67,8.43,8.22,8,7.8,7.4,N/A,N/A -2012,12,26,3,30,101410,100180,98970,87.37,0,14.23,15.44,15.81,16.02,16.15,16.240000000000002,16.3,16.35,16.4,327.78000000000003,327.5,327.40000000000003,327.33,327.28000000000003,327.22,327.18,327.14,327.06,8.9,7.98,7.65,7.37,7.12,6.9,6.66,6.45,6.03,N/A,N/A -2012,12,26,4,30,101510,100270,99060,85.96000000000001,0,14.22,15.39,15.700000000000001,15.85,15.94,16,16.03,16.05,16.06,331.69,331.33,331.08,330.85,330.63,330.43,330.22,330.02,329.63,7.57,6.59,6.25,5.98,5.73,5.51,5.28,5.07,4.66,N/A,N/A -2012,12,26,5,30,101630,100380,99160,84.72,0,14.41,15.66,16,16.19,16.31,16.39,16.44,16.48,16.53,330.85,330.65000000000003,330.52,330.40000000000003,330.28000000000003,330.17,330.07,329.97,329.77,6.59,5.5600000000000005,5.22,4.94,4.69,4.46,4.23,4.0200000000000005,3.61,N/A,N/A -2012,12,26,6,30,101730,100470,99250,87.39,0,13.5,14.58,14.85,14.99,15.07,15.13,15.16,15.18,15.19,331.42,331.41,331.43,331.46,331.49,331.51,331.54,331.57,331.63,6.1000000000000005,5.05,4.7,4.42,4.16,3.94,3.71,3.49,3.08,N/A,N/A -2012,12,26,7,30,101820,100560,99340,86.99,0,13.48,14.55,14.81,14.950000000000001,15.030000000000001,15.09,15.120000000000001,15.14,15.15,334.24,334.2,334.16,334.13,334.1,334.07,334.04,334.02,333.97,5.74,4.69,4.34,4.0600000000000005,3.81,3.58,3.36,3.14,2.73,N/A,N/A -2012,12,26,8,30,101880,100620,99400,87.56,0,13.86,14.92,15.200000000000001,15.33,15.41,15.46,15.48,15.5,15.5,335.7,335.71,335.7,335.7,335.7,335.69,335.7,335.7,335.7,5.46,4.38,4.0200000000000005,3.73,3.48,3.25,3.0300000000000002,2.82,2.41,N/A,N/A -2012,12,26,9,30,101930,100670,99440,89.59,0,13.24,14.27,14.540000000000001,14.67,14.75,14.8,14.82,14.83,14.83,337.7,337.77,337.81,337.86,337.91,337.94,337.99,338.03000000000003,338.13,5.3100000000000005,4.24,3.88,3.6,3.34,3.12,2.89,2.68,2.27,N/A,N/A -2012,12,26,10,30,102000,100730,99510,90.25,0,12.32,13.22,13.44,13.55,13.6,13.64,13.65,13.65,13.63,339.02,339.09000000000003,339.13,339.17,339.21,339.24,339.28000000000003,339.32,339.40000000000003,5.18,4.16,3.81,3.54,3.29,3.06,2.84,2.63,2.23,N/A,N/A -2012,12,26,11,30,102060,100800,99570,90.38,0,11.65,12.46,12.65,12.74,12.780000000000001,12.81,12.81,12.81,12.780000000000001,340.64,340.71,340.76,340.81,340.85,340.88,340.93,340.97,341.05,5.08,4.08,3.74,3.47,3.22,3,2.7800000000000002,2.57,2.17,N/A,N/A -2012,12,26,12,30,102130,100860,99630,89.52,0,11.01,11.76,11.92,12,12.030000000000001,12.05,12.05,12.05,12.01,342.26,342.32,342.37,342.40000000000003,342.45,342.49,342.53000000000003,342.57,342.66,4.98,4.01,3.67,3.4,3.16,2.94,2.72,2.5100000000000002,2.11,N/A,N/A -2012,12,26,13,30,102180,100910,99680,89.71000000000001,0,10.370000000000001,11.05,11.200000000000001,11.27,11.290000000000001,11.31,11.31,11.3,11.27,344.2,344.38,344.49,344.59000000000003,344.68,344.77,344.86,344.95,345.14,4.9,3.96,3.64,3.38,3.13,2.92,2.7,2.49,2.09,N/A,N/A -2012,12,26,14,30,102240,100970,99740,90.66,0,9.72,10.31,10.43,10.48,10.5,10.5,10.49,10.48,10.44,345.47,345.65000000000003,345.75,345.84000000000003,345.94,346.02,346.11,346.2,346.37,4.97,4.0600000000000005,3.74,3.48,3.24,3.0300000000000002,2.81,2.61,2.21,N/A,N/A -2012,12,26,15,30,102220,100960,99730,90.81,0,10.76,11.450000000000001,11.59,11.66,11.68,11.69,11.68,11.67,11.63,346.11,346.21,346.28000000000003,346.34000000000003,346.40000000000003,346.46,346.52,346.59000000000003,346.71,5.3100000000000005,4.37,4.04,3.7800000000000002,3.54,3.3200000000000003,3.11,2.91,2.5100000000000002,N/A,N/A -2012,12,26,16,30,102240,100980,99750,89.26,0,9.73,10.33,10.46,10.52,10.540000000000001,10.55,10.55,10.540000000000001,10.5,346.16,346.25,346.32,346.37,346.42,346.47,346.51,346.56,346.65000000000003,5.7700000000000005,4.89,4.57,4.3100000000000005,4.08,3.86,3.65,3.45,3.0500000000000003,N/A,N/A -2012,12,26,17,30,102220,100960,99730,86.94,0,9.3,9.86,9.98,10.03,10.05,10.06,10.06,10.040000000000001,10.01,343.92,344.01,344.08,344.14,344.2,344.25,344.31,344.36,344.48,6.3500000000000005,5.5,5.2,4.95,4.71,4.5,4.29,4.09,3.69,N/A,N/A -2012,12,26,18,30,102240,100980,99760,83.05,0,8.43,8.92,9.01,9.05,9.07,9.07,9.07,9.05,9.02,342.49,342.62,342.72,342.8,342.88,342.95,343.03000000000003,343.11,343.26,7.03,6.23,5.94,5.7,5.46,5.26,5.05,4.84,4.45,N/A,N/A -2012,12,26,19,30,102220,100960,99750,79.55,0,8.69,9.200000000000001,9.31,9.35,9.36,9.370000000000001,9.36,9.34,9.31,343.35,343.52,343.62,343.72,343.82,343.90000000000003,344,344.09000000000003,344.27,7.74,6.95,6.67,6.43,6.2,6,5.78,5.58,5.19,N/A,N/A -2012,12,26,20,30,102160,100910,99700,76.2,0,8.9,9.44,9.540000000000001,9.58,9.6,9.6,9.6,9.58,9.540000000000001,345.27,345.44,345.55,345.66,345.76,345.85,345.96,346.06,346.28000000000003,8.45,7.68,7.4,7.16,6.93,6.73,6.5200000000000005,6.32,5.92,N/A,N/A -2012,12,26,21,30,102170,100920,99710,75.02,0,7.29,7.69,7.78,7.82,7.83,7.84,7.84,7.83,7.8100000000000005,348.47,348.76,348.93,349.08,349.23,349.37,349.51,349.65000000000003,349.92,9.13,8.43,8.17,7.930000000000001,7.71,7.51,7.3,7.1000000000000005,6.7,N/A,N/A -2012,12,26,22,30,102150,100910,99700,69.65,0,6.21,6.51,6.5600000000000005,6.57,6.57,6.5600000000000005,6.55,6.54,6.5,357.04,356.95,356.88,356.82,356.77,356.72,356.67,356.62,356.53000000000003,9.61,8.96,8.71,8.48,8.26,8.06,7.8500000000000005,7.65,7.26,N/A,N/A -2012,12,26,23,30,102140,100900,99690,68.98,0,6.32,6.61,6.65,6.65,6.640000000000001,6.62,6.6000000000000005,6.58,6.5200000000000005,3.7,3.8200000000000003,3.88,3.93,3.99,4.03,4.08,4.12,4.22,9.790000000000001,9.15,8.9,8.67,8.46,8.26,8.05,7.86,7.46,N/A,N/A -2012,12,27,0,30,102160,100920,99710,70.42,0,6.74,7.0600000000000005,7.1000000000000005,7.1000000000000005,7.09,7.07,7.04,7.01,6.94,16.240000000000002,16.34,16.4,16.44,16.490000000000002,16.53,16.580000000000002,16.63,16.73,9.72,9.07,8.81,8.58,8.36,8.16,7.95,7.76,7.36,N/A,N/A -2012,12,27,1,30,102160,100910,99700,70.47,0,6.61,6.9,6.93,6.93,6.91,6.890000000000001,6.8500000000000005,6.82,6.74,23.330000000000002,23.54,23.67,23.79,23.91,24.01,24.13,24.240000000000002,24.47,9.52,8.86,8.6,8.38,8.16,7.96,7.75,7.55,7.16,N/A,N/A -2012,12,27,2,30,102160,100910,99700,70.57000000000001,0,6.34,6.61,6.640000000000001,6.63,6.61,6.59,6.5600000000000005,6.5200000000000005,6.45,31.220000000000002,31.68,31.98,32.25,32.53,32.77,33.05,33.32,33.87,9.46,8.81,8.55,8.33,8.11,7.91,7.7,7.51,7.12,N/A,N/A -2012,12,27,3,30,102130,100890,99680,72.28,0,6.36,6.66,6.7,6.7,6.69,6.68,6.66,6.63,6.58,37.92,38.550000000000004,38.93,39.29,39.64,39.96,40.300000000000004,40.63,41.32,9.68,9.03,8.78,8.55,8.33,8.13,7.930000000000001,7.73,7.34,N/A,N/A -2012,12,27,4,30,102100,100860,99660,75.58,0,5.94,6.21,6.26,6.2700000000000005,6.2700000000000005,6.2700000000000005,6.25,6.24,6.2,46.26,47.1,47.61,48.08,48.53,48.95,49.39,49.800000000000004,50.64,10.11,9.48,9.23,9.01,8.790000000000001,8.6,8.38,8.19,7.79,N/A,N/A -2012,12,27,5,30,102090,100850,99640,75.48,0,5.8500000000000005,6.11,6.15,6.16,6.15,6.140000000000001,6.13,6.11,6.08,54.43,55.39,56,56.56,57.09,57.57,58.1,58.59,59.58,10.450000000000001,9.84,9.6,9.38,9.16,8.96,8.75,8.56,8.17,N/A,N/A -2012,12,27,6,30,102070,100830,99630,75.92,0,5.13,5.4,5.46,5.49,5.5200000000000005,5.54,5.55,5.5600000000000005,5.58,65.2,66.58,67.41,68.18,68.89,69.52,70.19,70.81,72.03,11.08,10.52,10.290000000000001,10.08,9.86,9.67,9.46,9.26,8.870000000000001,N/A,N/A -2012,12,27,7,30,102050,100820,99630,77.75,0,5.04,5.24,5.26,5.26,5.25,5.24,5.22,5.2,5.16,81.8,82.59,83.17,83.71000000000001,84.23,84.71000000000001,85.23,85.72,86.72,11.56,11.01,10.78,10.57,10.35,10.16,9.950000000000001,9.76,9.36,N/A,N/A -2012,12,27,8,30,102020,100800,99600,82.68,0,5.7700000000000005,6.11,6.18,6.21,6.23,6.25,6.25,6.25,6.25,88.4,89.88,90.55,91.15,91.67,92.14,92.63,93.07000000000001,93.94,12.09,11.540000000000001,11.31,11.09,10.88,10.68,10.47,10.27,9.88,N/A,N/A -2012,12,27,9,30,101990,100760,99570,76.12,0,5.48,5.78,5.8500000000000005,5.88,5.9,5.92,5.92,5.93,5.93,104.87,105.59,106.03,106.43,106.8,107.12,107.46000000000001,107.77,108.38,12.64,12.11,11.88,11.67,11.450000000000001,11.26,11.05,10.85,10.450000000000001,N/A,N/A -2012,12,27,10,30,101910,100690,99500,77.64,0,6.41,6.78,6.86,6.9,6.92,6.93,6.94,6.95,6.95,97.53,97.93,98.22,98.48,98.75,98.99000000000001,99.25,99.51,100.03,13.01,12.48,12.26,12.040000000000001,11.83,11.64,11.43,11.24,10.85,N/A,N/A -2012,12,27,11,30,101880,100660,99480,78.19,0.4,5.93,6.3100000000000005,6.4,6.45,6.49,6.51,6.53,6.55,6.58,107.9,109.32000000000001,110.03,110.69,111.31,111.88,112.48,113.04,114.19,13.700000000000001,13.200000000000001,12.99,12.77,12.57,12.38,12.17,11.98,11.59,N/A,N/A -2012,12,27,12,30,101850,100630,99440,81.28,2.9000000000000004,7.46,7.9,8.01,8.06,8.08,8.09,8.1,8.1,8.08,89.47,90.47,91.13,91.76,92.34,92.86,93.41,93.92,94.99,13.66,13.13,12.91,12.700000000000001,12.5,12.3,12.1,11.91,11.53,N/A,N/A -2012,12,27,13,30,101790,100570,99390,81.19,0,7.55,8.1,8.23,8.3,8.34,8.370000000000001,8.39,8.4,8.4,104.92,105.35000000000001,105.57000000000001,105.77,105.97,106.14,106.33,106.5,106.85000000000001,14.17,13.66,13.43,13.22,13.01,12.81,12.6,12.4,12.01,N/A,N/A -2012,12,27,14,30,101780,100560,99380,80.68,0,8.1,8.69,8.84,8.91,8.96,8.99,9.01,9.02,9.02,103.02,103.60000000000001,103.9,104.16,104.42,104.65,104.89,105.11,105.58,14.59,14.08,13.870000000000001,13.65,13.44,13.25,13.040000000000001,12.85,12.46,N/A,N/A -2012,12,27,15,30,101750,100540,99360,83.73,0,8.32,8.92,9.09,9.17,9.23,9.27,9.31,9.33,9.36,95.58,96.41,96.83,97.21000000000001,97.54,97.84,98.14,98.42,98.98,14.83,14.33,14.120000000000001,13.9,13.69,13.5,13.3,13.1,12.71,N/A,N/A -2012,12,27,16,30,101700,100490,99320,82.71000000000001,0,8.91,9.61,9.8,9.89,9.950000000000001,9.99,10.02,10.03,10.040000000000001,99.08,99.16,99.24000000000001,99.33,99.41,99.5,99.58,99.66,99.85000000000001,15.120000000000001,14.620000000000001,14.41,14.19,13.98,13.790000000000001,13.58,13.39,13,N/A,N/A -2012,12,27,17,30,101630,100420,99250,85.02,0,9.82,10.69,10.92,11.05,11.14,11.200000000000001,11.25,11.28,11.33,99.58,100,100.26,100.52,100.75,100.97,101.19,101.4,101.82000000000001,15.43,14.94,14.72,14.51,14.31,14.11,13.91,13.72,13.33,N/A,N/A -2012,12,27,18,30,101580,100380,99210,86.29,1.1,10.92,11.91,12.16,12.3,12.38,12.44,12.47,12.5,12.52,102.68,103.08,103.31,103.52,103.72,103.9,104.10000000000001,104.28,104.65,15.66,15.17,14.96,14.74,14.530000000000001,14.34,14.14,13.950000000000001,13.56,N/A,N/A -2012,12,27,19,30,101540,100340,99170,85.49,0,10.64,11.65,11.92,12.08,12.18,12.25,12.3,12.34,12.38,107.27,107.61,107.8,107.99000000000001,108.16,108.31,108.48,108.63,108.94,16.21,15.76,15.55,15.34,15.13,14.94,14.74,14.55,14.16,N/A,N/A -2012,12,27,20,30,101500,100300,99140,86.09,0,11.36,12.43,12.76,12.93,13.040000000000001,13.120000000000001,13.17,13.200000000000001,13.23,110.16,110.32000000000001,110.45,110.58,110.7,110.81,110.93,111.05,111.31,16.55,16.12,15.92,15.71,15.5,15.31,15.11,14.92,14.530000000000001,N/A,N/A -2012,12,27,21,30,101420,100220,99060,90.68,1.1,11.08,12.23,12.56,12.76,12.9,13,13.07,13.13,13.200000000000001,112.11,112.68,112.93,113.15,113.35000000000001,113.54,113.74000000000001,113.92,114.29,16.86,16.45,16.26,16.05,15.85,15.67,15.47,15.290000000000001,14.9,N/A,N/A -2012,12,27,22,30,101360,100170,99010,89.55,4.800000000000001,12.09,13.23,13.52,13.65,13.72,13.76,13.76,13.76,13.72,114.71000000000001,114.94,115.11,115.31,115.52,115.73,115.99000000000001,116.23,116.88,17.18,16.79,16.6,16.4,16.21,16.02,15.83,15.65,15.280000000000001,N/A,N/A -2012,12,27,23,30,101300,100110,98950,91.72,0,10.14,11.01,11.22,11.33,11.4,11.46,11.56,11.69,12.43,104.94,105.44,105.86,106.38,107.05,107.77,108.99000000000001,110.51,118.67,17.41,17.05,16.88,16.69,16.51,16.34,16.17,16.03,15.88,N/A,N/A -2012,12,28,0,30,101270,100080,98920,91.7,5.5,11.42,12.57,12.88,13.06,13.19,13.290000000000001,13.370000000000001,13.44,13.68,114.8,115.13,115.41,115.72,116.04,116.38,116.8,117.22,118.53,17.82,17.490000000000002,17.32,17.12,16.94,16.76,16.57,16.4,16.05,N/A,N/A -2012,12,28,1,30,101250,100060,98910,93.45,0.4,8.34,9.61,10.1,10.34,10.620000000000001,10.94,11.21,11.44,11.83,121.44,122.63,123.61,124.89,126.29,127.81,129.49,131.1,134.34,18.36,18.12,17.98,17.8,17.66,17.55,17.44,17.34,17.11,N/A,N/A -2012,12,28,2,30,101210,100020,98870,91.04,0,8.41,9.5,9.89,10.23,10.52,10.790000000000001,11.040000000000001,11.28,11.77,125.54,126.14,126.57000000000001,127.09,127.65,128.24,128.93,129.6,131.38,18.740000000000002,18.54,18.400000000000002,18.25,18.1,17.96,17.81,17.67,17.400000000000002,N/A,N/A -2012,12,28,3,30,101190,100010,98860,90.73,0.7000000000000001,8.3,9.51,9.97,10.36,10.71,11.02,11.31,11.58,12.11,140.37,140.91,141.43,142.13,142.88,143.69,144.64000000000001,145.56,147.66,19.06,18.94,18.86,18.740000000000002,18.63,18.52,18.41,18.3,18.07,N/A,N/A -2012,12,28,4,30,101150,99970,98820,91.99,0.4,8.27,9.63,10.17,10.64,11.08,11.47,11.86,12.21,12.86,145.22,145.79,146.38,147.1,147.83,148.56,149.28,149.95000000000002,151.17000000000002,19.25,19.16,19.080000000000002,18.96,18.85,18.73,18.6,18.48,18.22,N/A,N/A -2012,12,28,5,30,101100,99920,98780,93.36,1.8,7.58,9.03,9.68,10.38,11.05,11.72,12.39,13.030000000000001,14.24,154.92000000000002,155.61,156.20000000000002,156.92000000000002,157.64000000000001,158.37,159.1,159.78,160.96,19.19,19.11,19.04,18.95,18.86,18.78,18.68,18.6,18.43,N/A,N/A -2012,12,28,6,30,101080,99900,98760,90.46000000000001,0,9.18,10.89,11.67,12.42,13.08,13.68,14.24,14.74,15.59,154.75,155.35,155.76,156.16,156.5,156.8,157.11,157.4,158.21,19.73,19.73,19.68,19.6,19.52,19.44,19.34,19.25,19.04,N/A,N/A -2012,12,28,7,30,101030,99850,98710,88.51,0,10.17,12.1,12.92,13.69,14.370000000000001,15.01,15.6,16.15,17.150000000000002,159.67000000000002,160.17000000000002,160.59,161.09,161.56,162.04,162.49,162.9,163.61,20.14,20.22,20.2,20.16,20.11,20.05,19.97,19.900000000000002,19.71,N/A,N/A -2012,12,28,8,30,101020,99850,98710,90.46000000000001,0,9.84,11.57,12.33,13.02,13.61,14.17,14.69,15.17,16.080000000000002,163.79,164.18,164.48,164.92000000000002,165.35,165.83,166.31,166.78,167.78,20.13,20.240000000000002,20.25,20.22,20.18,20.12,20.05,19.97,19.77,N/A,N/A -2012,12,28,9,30,100960,99790,98650,91.27,0,9.31,11.14,11.94,12.69,13.34,13.94,14.51,15.030000000000001,16.03,164.71,165.20000000000002,165.66,166.32,166.98,167.68,168.42000000000002,169.12,170.47,20.17,20.28,20.29,20.26,20.23,20.18,20.13,20.07,19.92,N/A,N/A -2012,12,28,10,30,100940,99770,98630,89.97,0,9.09,10.94,11.76,12.530000000000001,13.200000000000001,13.81,14.370000000000001,14.89,15.81,166.65,167.23,167.72,168.31,168.86,169.41,169.94,170.44,171.39000000000001,20.36,20.5,20.51,20.48,20.43,20.36,20.29,20.21,20.03,N/A,N/A -2012,12,28,11,30,100890,99720,98580,90.36,0,10.27,12.19,13.01,13.77,14.44,15.05,15.620000000000001,16.15,17.13,171.84,172.18,172.45000000000002,172.81,173.18,173.57,173.96,174.35,175.14000000000001,20.37,20.51,20.53,20.5,20.46,20.41,20.34,20.27,20.1,N/A,N/A -2012,12,28,12,30,100870,99700,98570,89.8,0.7000000000000001,10.78,12.870000000000001,13.77,14.620000000000001,15.36,16.04,16.66,17.21,18.2,175.58,175.86,176,176.18,176.34,176.48,176.61,176.73,176.92000000000002,20.490000000000002,20.67,20.69,20.68,20.650000000000002,20.6,20.53,20.46,20.27,N/A,N/A -2012,12,28,13,30,100810,99640,98510,89.5,0.4,11.14,13.24,14.15,14.950000000000001,15.65,16.3,16.89,17.42,18.43,176.17000000000002,176.12,176.38,176.64000000000001,176.89000000000001,177.13,177.36,177.58,178.04,20.56,20.75,20.78,20.76,20.72,20.68,20.61,20.54,20.37,N/A,N/A -2012,12,28,14,30,100900,99730,98590,92.79,99.2,8.89,10.46,11.23,11.97,12.61,13.23,13.84,14.44,15.620000000000001,192.1,191.78,191.4,190.73,189.99,189.02,187.87,186.63,184,19.85,19.87,19.84,19.740000000000002,19.66,19.57,19.48,19.38,19.19,N/A,N/A -2012,12,28,15,30,100990,99820,98680,98.78,566.9,9.5,9.97,10.200000000000001,10.46,10.68,10.88,11.05,11.19,11.4,301.94,293.14,285.98,279.35,274.25,270.4,267.46,265.23,262.25,18.45,18.62,18.8,18.93,19,18.96,18.900000000000002,18.830000000000002,18.650000000000002,N/A,N/A -2012,12,28,16,30,101050,99850,98690,93.94,24.5,9.78,10.51,10.72,10.78,10.82,10.82,10.82,10.82,10.89,322.88,323.3,323.26,323.22,323.17,323.12,323.05,322.97,322.73,15.8,15.34,15.14,14.93,14.74,14.55,14.36,14.19,13.84,N/A,N/A -2012,12,28,17,30,101030,99820,98650,91.52,0,11.01,11.88,12.09,12.17,12.21,12.23,12.23,12.23,12.23,328.09000000000003,328.03000000000003,328.02,328,327.97,327.94,327.91,327.87,327.74,14.71,14.16,13.94,13.73,13.52,13.33,13.14,12.96,12.58,N/A,N/A -2012,12,28,18,30,101070,99860,98690,90.98,2.6,10.540000000000001,11.35,11.55,11.64,11.69,11.72,11.73,11.75,11.8,326.72,326.77,326.77,326.75,326.73,326.69,326.66,326.62,326.5,14.34,13.77,13.55,13.34,13.14,12.950000000000001,12.76,12.57,12.21,N/A,N/A -2012,12,28,19,30,101150,99940,98770,88.13,0,9.55,10.25,10.450000000000001,10.540000000000001,10.59,10.63,10.65,10.66,10.69,330.33,330.2,330.12,330.04,329.97,329.90000000000003,329.82,329.74,329.58,14.39,13.85,13.620000000000001,13.41,13.200000000000001,13.01,12.81,12.620000000000001,12.24,N/A,N/A -2012,12,28,20,30,101210,100000,98830,86.12,0,10.41,11.28,11.53,11.66,11.75,11.81,11.86,11.89,11.950000000000001,327.72,327.75,327.77,327.78000000000003,327.79,327.8,327.81,327.82,327.84000000000003,14.58,14.030000000000001,13.8,13.58,13.370000000000001,13.18,12.97,12.780000000000001,12.39,N/A,N/A -2012,12,28,21,30,101310,100100,98930,83.76,0,11.05,11.96,12.22,12.35,12.44,12.49,12.530000000000001,12.55,12.58,331.12,331.06,331.01,330.96,330.92,330.88,330.84000000000003,330.8,330.73,14.18,13.6,13.36,13.13,12.91,12.71,12.5,12.31,11.91,N/A,N/A -2012,12,28,22,30,101400,100190,99000,83.89,0,12.63,13.72,14.030000000000001,14.18,14.280000000000001,14.35,14.39,14.42,14.44,332.88,332.95,332.98,333.02,333.05,333.08,333.11,333.14,333.2,13.13,12.450000000000001,12.19,11.950000000000001,11.73,11.53,11.31,11.11,10.71,N/A,N/A -2012,12,28,23,30,101500,100280,99090,85.23,0,11.73,12.700000000000001,12.98,13.120000000000001,13.21,13.280000000000001,13.33,13.36,13.41,338.89,338.85,338.8,338.75,338.71,338.66,338.62,338.58,338.49,12.21,11.5,11.23,10.99,10.76,10.55,10.33,10.13,9.73,N/A,N/A -2012,12,29,0,30,101610,100380,99190,85.55,0,12.22,13.26,13.56,13.72,13.82,13.89,13.94,13.98,14.02,340.33,340.34000000000003,340.36,340.37,340.38,340.39,340.41,340.42,340.44,11.57,10.82,10.540000000000001,10.290000000000001,10.06,9.85,9.63,9.43,9.02,N/A,N/A -2012,12,29,1,30,101710,100480,99280,86.3,0,12.07,13.05,13.33,13.46,13.55,13.61,13.64,13.67,13.69,342.2,342.1,342.06,342.03000000000003,342.01,341.99,341.98,341.97,341.95,10.78,10,9.71,9.46,9.22,9.01,8.790000000000001,8.59,8.18,N/A,N/A -2012,12,29,2,30,101810,100570,99370,86.31,0,12.47,13.46,13.74,13.89,13.97,14.040000000000001,14.07,14.09,14.11,341.32,341.65000000000003,341.88,342.1,342.3,342.48,342.66,342.84000000000003,343.19,10.27,9.44,9.15,8.89,8.65,8.44,8.22,8.02,7.61,N/A,N/A -2012,12,29,3,30,101890,100650,99450,88.38,0,11.3,12.18,12.43,12.57,12.66,12.72,12.76,12.790000000000001,12.82,346.8,347.11,347.22,347.29,347.35,347.40000000000003,347.44,347.48,347.54,9.9,9.09,8.790000000000001,8.53,8.290000000000001,8.07,7.84,7.640000000000001,7.23,N/A,N/A -2012,12,29,4,30,101970,100730,99520,88.74,0,11.69,12.59,12.84,12.97,13.05,13.1,13.13,13.15,13.16,344.82,344.90000000000003,345.02,345.14,345.26,345.37,345.48,345.59000000000003,345.79,9.49,8.64,8.33,8.07,7.83,7.61,7.38,7.18,6.76,N/A,N/A -2012,12,29,5,30,102040,100790,99580,89.71000000000001,0,10.46,11.19,11.38,11.47,11.53,11.56,11.58,11.59,11.59,346.97,347.49,347.65000000000003,347.78000000000003,347.89,347.98,348.05,348.12,348.26,8.78,7.97,7.67,7.42,7.18,6.97,6.75,6.54,6.140000000000001,N/A,N/A -2012,12,29,6,30,102160,100900,99680,82.29,0,13.31,14.35,14.620000000000001,14.74,14.81,14.86,14.870000000000001,14.88,14.870000000000001,356.90000000000003,356.68,356.51,356.35,356.19,356.06,355.90000000000003,355.76,355.46,7.6000000000000005,6.63,6.3100000000000005,6.04,5.8,5.58,5.36,5.16,4.76,N/A,N/A -2012,12,29,7,30,102250,101000,99770,81.2,0,12.94,13.96,14.22,14.35,14.42,14.47,14.5,14.51,14.51,1.43,1.18,1.01,0.85,0.7000000000000001,0.56,0.41000000000000003,0.26,359.97,7.26,6.3,5.98,5.71,5.47,5.26,5.04,4.84,4.44,N/A,N/A -2012,12,29,8,30,102310,101050,99830,81.07000000000001,0,12.61,13.6,13.86,13.99,14.07,14.120000000000001,14.15,14.17,14.19,359.08,358.82,358.66,358.51,358.37,358.24,358.11,357.99,357.75,7.11,6.15,5.83,5.57,5.33,5.11,4.89,4.69,4.29,N/A,N/A -2012,12,29,9,30,102400,101140,99920,78.04,0,12.96,13.96,14.21,14.32,14.38,14.42,14.44,14.450000000000001,14.44,1.33,1.1400000000000001,1.01,0.88,0.76,0.66,0.55,0.44,0.23,6.8,5.82,5.49,5.22,4.98,4.7700000000000005,4.55,4.3500000000000005,3.95,N/A,N/A -2012,12,29,10,30,102510,101250,100020,75.41,0,13.01,13.99,14.25,14.370000000000001,14.43,14.47,14.48,14.49,14.47,1.8800000000000001,1.73,1.6300000000000001,1.53,1.44,1.36,1.27,1.19,1.02,6.5,5.51,5.17,4.9,4.66,4.45,4.23,4.03,3.63,N/A,N/A -2012,12,29,11,30,102600,101330,100100,70.18,0,12.89,13.870000000000001,14.120000000000001,14.23,14.290000000000001,14.33,14.35,14.36,14.35,2.24,2.21,2.18,2.15,2.13,2.1,2.07,2.04,1.97,6.21,5.2,4.87,4.6000000000000005,4.36,4.15,3.93,3.73,3.34,N/A,N/A -2012,12,29,12,30,102670,101400,100170,68.39,0,12.67,13.63,13.870000000000001,13.99,14.06,14.1,14.13,14.14,14.15,4.33,4.5,4.61,4.7,4.78,4.8500000000000005,4.92,4.97,5.08,5.97,4.98,4.64,4.38,4.13,3.92,3.7,3.5,3.11,N/A,N/A -2012,12,29,13,30,102760,101490,100250,69.11,0,12.55,13.5,13.74,13.86,13.93,13.97,14,14.01,14.01,4.8,4.94,5.04,5.11,5.19,5.24,5.3,5.3500000000000005,5.44,5.82,4.8100000000000005,4.48,4.21,3.96,3.75,3.5300000000000002,3.33,2.94,N/A,N/A -2012,12,29,14,30,102840,101570,100330,69.91,0,11.92,12.790000000000001,13.01,13.13,13.19,13.24,13.26,13.280000000000001,13.290000000000001,6.76,6.8500000000000005,6.92,6.97,7.01,7.05,7.09,7.12,7.19,5.57,4.59,4.25,3.99,3.74,3.5300000000000002,3.31,3.11,2.72,N/A,N/A -2012,12,29,15,30,102860,101590,100350,69.3,0,10.74,11.49,11.68,11.78,11.84,11.88,11.91,11.93,11.97,1.75,1.86,1.93,2,2.07,2.12,2.17,2.22,2.3000000000000003,5.67,4.75,4.44,4.18,3.95,3.74,3.5300000000000002,3.33,2.95,N/A,N/A -2012,12,29,16,30,102900,101630,100390,67.44,0,9.64,10.290000000000001,10.46,10.55,10.61,10.66,10.69,10.72,10.77,359.46,359.38,359.34000000000003,359.3,359.26,359.24,359.2,359.17,359.11,6.3,5.44,5.14,4.89,4.66,4.46,4.25,4.05,3.67,N/A,N/A -2012,12,29,17,30,102880,101620,100390,66.02,0,9.61,10.26,10.43,10.53,10.59,10.63,10.67,10.69,10.74,354.52,354.51,354.51,354.52,354.53000000000003,354.55,354.56,354.57,354.61,7,6.16,5.86,5.61,5.38,5.17,4.96,4.7700000000000005,4.37,N/A,N/A -2012,12,29,18,30,102890,101630,100400,63.79,0,9.49,10.14,10.31,10.4,10.46,10.51,10.540000000000001,10.57,10.61,350.05,349.99,349.95,349.91,349.89,349.86,349.85,349.84000000000003,349.82,7.86,7.0600000000000005,6.7700000000000005,6.5200000000000005,6.29,6.09,5.88,5.68,5.28,N/A,N/A -2012,12,29,19,30,102890,101640,100410,62,0,9.5,10.16,10.34,10.43,10.49,10.53,10.56,10.58,10.61,350.19,350.12,350.07,350.04,350,349.97,349.95,349.93,349.89,8.67,7.88,7.6000000000000005,7.36,7.13,6.93,6.71,6.51,6.11,N/A,N/A -2012,12,29,20,30,102890,101640,100420,59.93,0,9.040000000000001,9.65,9.8,9.88,9.93,9.96,9.99,10.01,10.03,349.95,349.92,349.90000000000003,349.88,349.88,349.87,349.86,349.85,349.85,9.27,8.53,8.26,8.02,7.8,7.59,7.38,7.18,6.78,N/A,N/A -2012,12,29,21,30,102900,101650,100430,57.59,0,8.53,9.09,9.23,9.31,9.35,9.39,9.41,9.42,9.44,352.24,352.17,352.12,352.07,352.03000000000003,352,351.96,351.93,351.88,9.75,9.040000000000001,8.78,8.540000000000001,8.31,8.11,7.890000000000001,7.7,7.29,N/A,N/A -2012,12,29,22,30,102910,101660,100440,55.89,0,8.52,9.07,9.200000000000001,9.26,9.3,9.33,9.34,9.35,9.36,350.57,350.53000000000003,350.52,350.5,350.49,350.47,350.47,350.46,350.45,10.05,9.36,9.09,8.86,8.64,8.44,8.22,8.02,7.62,N/A,N/A -2012,12,29,23,30,102930,101680,100460,56.03,0,8.51,9.06,9.19,9.25,9.290000000000001,9.31,9.32,9.33,9.34,356.35,356.45,356.5,356.54,356.58,356.62,356.67,356.7,356.79,10.13,9.43,9.18,8.94,8.72,8.52,8.3,8.1,7.7,N/A,N/A -2012,12,30,0,30,103000,101750,100530,56.47,0,8.8,9.36,9.49,9.55,9.58,9.6,9.61,9.61,9.61,3.3200000000000003,3.21,3.12,3.0300000000000002,2.95,2.88,2.8000000000000003,2.74,2.6,10.02,9.32,9.05,8.82,8.59,8.39,8.17,7.98,7.58,N/A,N/A -2012,12,30,1,30,103030,101770,100560,55.57,0,9.22,9.82,9.950000000000001,10,10.03,10.05,10.05,10.05,10.03,6.24,6.140000000000001,6.08,6.03,5.98,5.93,5.88,5.83,5.74,9.72,8.99,8.73,8.49,8.27,8.07,7.86,7.66,7.2700000000000005,N/A,N/A -2012,12,30,2,30,103060,101810,100590,59.34,0,9.02,9.6,9.72,9.78,9.81,9.83,9.84,9.84,9.83,8.97,9.26,9.44,9.6,9.75,9.89,10.040000000000001,10.17,10.450000000000001,9.49,8.76,8.49,8.25,8.03,7.83,7.61,7.41,7.01,N/A,N/A -2012,12,30,3,30,103080,101830,100610,59.22,0,9.13,9.72,9.84,9.9,9.93,9.950000000000001,9.950000000000001,9.950000000000001,9.93,17.06,17.12,17.16,17.19,17.23,17.27,17.31,17.35,17.44,9.38,8.64,8.38,8.14,7.91,7.71,7.5,7.3,6.9,N/A,N/A -2012,12,30,4,30,103060,101800,100580,59.33,0,9.59,10.22,10.36,10.42,10.450000000000001,10.47,10.47,10.46,10.450000000000001,20.82,20.94,21,21.06,21.12,21.18,21.240000000000002,21.3,21.42,9.28,8.52,8.25,8.01,7.78,7.58,7.37,7.17,6.7700000000000005,N/A,N/A -2012,12,30,5,30,103060,101800,100580,60.34,0,9.61,10.25,10.39,10.450000000000001,10.48,10.5,10.5,10.49,10.47,25.400000000000002,25.63,25.79,25.92,26.05,26.18,26.310000000000002,26.43,26.69,9.17,8.41,8.13,7.9,7.67,7.47,7.25,7.05,6.66,N/A,N/A -2012,12,30,6,30,103080,101830,100600,61.58,0,9.52,10.15,10.28,10.35,10.38,10.39,10.4,10.39,10.370000000000001,32.25,32.53,32.69,32.84,32.99,33.12,33.27,33.4,33.67,9.16,8.41,8.14,7.9,7.67,7.47,7.26,7.0600000000000005,6.66,N/A,N/A -2012,12,30,7,30,103100,101840,100620,61.51,0,9.53,10.16,10.3,10.36,10.39,10.41,10.41,10.41,10.39,37.7,38.09,38.33,38.550000000000004,38.76,38.95,39.15,39.33,39.72,9.18,8.43,8.17,7.930000000000001,7.7,7.5,7.29,7.09,6.69,N/A,N/A -2012,12,30,8,30,103100,101850,100630,65.35,0,8.84,9.41,9.53,9.6,9.63,9.65,9.65,9.65,9.64,44.4,44.97,45.300000000000004,45.61,45.910000000000004,46.18,46.45,46.7,47.230000000000004,9.38,8.65,8.38,8.15,7.92,7.72,7.51,7.3100000000000005,6.91,N/A,N/A -2012,12,30,9,30,103090,101840,100620,70.09,0,9,9.6,9.73,9.8,9.83,9.85,9.86,9.870000000000001,9.86,51.660000000000004,52.02,52.24,52.44,52.63,52.800000000000004,52.980000000000004,53.14,53.47,9.51,8.790000000000001,8.52,8.28,8.06,7.8500000000000005,7.640000000000001,7.44,7.03,N/A,N/A -2012,12,30,10,30,103080,101830,100610,61.75,0,9.200000000000001,9.8,9.92,9.98,10,10.02,10.01,10.01,9.98,56.85,57.11,57.27,57.410000000000004,57.54,57.67,57.800000000000004,57.92,58.17,9.65,8.92,8.65,8.42,8.19,7.98,7.7700000000000005,7.57,7.17,N/A,N/A -2012,12,30,11,30,103080,101830,100610,69.78,0,8.86,9.44,9.56,9.620000000000001,9.65,9.67,9.67,9.67,9.65,58.230000000000004,58.72,59.02,59.29,59.550000000000004,59.78,60.03,60.26,60.72,9.700000000000001,8.98,8.72,8.49,8.26,8.06,7.84,7.640000000000001,7.24,N/A,N/A -2012,12,30,12,30,103090,101840,100620,71.62,0,8.67,9.23,9.36,9.41,9.450000000000001,9.47,9.47,9.48,9.46,63.95,64.38,64.63,64.87,65.09,65.29,65.5,65.7,66.1,9.99,9.290000000000001,9.03,8.8,8.57,8.370000000000001,8.16,7.96,7.5600000000000005,N/A,N/A -2012,12,30,13,30,103090,101840,100620,67.2,0,8.42,8.950000000000001,9.06,9.11,9.14,9.15,9.15,9.15,9.13,71.4,71.65,71.81,71.95,72.09,72.21000000000001,72.34,72.46000000000001,72.7,10.34,9.67,9.41,9.18,8.96,8.76,8.540000000000001,8.34,7.94,N/A,N/A -2012,12,30,14,30,103110,101860,100640,69.19,0,8.33,8.85,8.96,9.01,9.03,9.040000000000001,9.040000000000001,9.040000000000001,9.02,72.96000000000001,73.28,73.48,73.66,73.84,74,74.17,74.34,74.67,10.39,9.72,9.47,9.24,9.02,8.82,8.6,8.4,8,N/A,N/A -2012,12,30,15,30,103100,101850,100630,71.87,0,8.2,8.72,8.82,8.870000000000001,8.9,8.91,8.91,8.91,8.9,76.29,76.69,76.93,77.15,77.37,77.57000000000001,77.76,77.95,78.33,10.66,10.01,9.76,9.53,9.3,9.11,8.89,8.69,8.290000000000001,N/A,N/A -2012,12,30,16,30,103060,101810,100600,73.94,0,7.72,8.19,8.290000000000001,8.34,8.370000000000001,8.39,8.4,8.4,8.39,79.76,80.17,80.42,80.65,80.87,81.07000000000001,81.27,81.47,81.85000000000001,10.950000000000001,10.31,10.07,9.84,9.620000000000001,9.43,9.21,9.01,8.61,N/A,N/A -2012,12,30,17,30,103020,101770,100560,71.73,0,7.23,7.65,7.73,7.7700000000000005,7.78,7.79,7.79,7.78,7.76,84.09,84.51,84.78,85.02,85.25,85.45,85.67,85.87,86.28,11.23,10.620000000000001,10.38,10.15,9.94,9.74,9.53,9.33,8.93,N/A,N/A -2012,12,30,18,30,102980,101740,100530,74.5,0,6.7700000000000005,7.16,7.23,7.2700000000000005,7.28,7.29,7.29,7.29,7.2700000000000005,84.32000000000001,84.94,85.32000000000001,85.66,85.98,86.27,86.58,86.87,87.44,11.51,10.92,10.68,10.46,10.25,10.05,9.84,9.64,9.25,N/A,N/A -2012,12,30,19,30,102950,101710,100500,75.72,0,6.63,7,7.07,7.1000000000000005,7.11,7.12,7.12,7.11,7.1000000000000005,82.71000000000001,83.38,83.79,84.16,84.51,84.83,85.16,85.47,86.08,11.78,11.200000000000001,10.97,10.76,10.540000000000001,10.34,10.13,9.94,9.540000000000001,N/A,N/A -2012,12,30,20,30,102890,101650,100440,76.62,0,6.53,6.9,6.98,7.0200000000000005,7.04,7.05,7.05,7.0600000000000005,7.05,85.09,85.65,86.01,86.33,86.64,86.92,87.21000000000001,87.48,88.03,12.05,11.49,11.26,11.040000000000001,10.82,10.63,10.42,10.22,9.83,N/A,N/A -2012,12,30,21,30,102830,101600,100390,79.41,0,6.8500000000000005,7.26,7.36,7.41,7.43,7.45,7.46,7.46,7.46,85.53,86.33,86.76,87.15,87.5,87.82000000000001,88.15,88.45,89.05,12.41,11.85,11.620000000000001,11.4,11.18,10.99,10.78,10.58,10.19,N/A,N/A -2012,12,30,22,30,102750,101520,100320,78.61,0,6.96,7.390000000000001,7.49,7.54,7.5600000000000005,7.58,7.6000000000000005,7.61,7.62,91.83,91.91,92.05,92.19,92.34,92.49,92.66,92.82000000000001,93.18,12.56,12,11.78,11.56,11.35,11.15,10.94,10.74,10.35,N/A,N/A -2012,12,30,23,30,102700,101460,100270,79.09,0,7.890000000000001,8.4,8.52,8.57,8.6,8.620000000000001,8.63,8.63,8.63,92.16,93.06,93.58,94.05,94.48,94.86,95.27,95.64,96.4,13.16,12.61,12.38,12.17,11.950000000000001,11.76,11.55,11.35,10.96,N/A,N/A -2012,12,31,0,30,102660,101430,100240,79.2,0,7.54,8.08,8.21,8.290000000000001,8.33,8.370000000000001,8.39,8.41,8.44,98.85000000000001,99.43,99.76,100.06,100.34,100.59,100.85000000000001,101.09,101.59,13.6,13.07,12.85,12.63,12.42,12.22,12.01,11.82,11.42,N/A,N/A -2012,12,31,1,30,102610,101380,100190,78.48,0,7.95,8.52,8.66,8.74,8.790000000000001,8.82,8.85,8.870000000000001,8.89,102.65,103.35000000000001,103.7,104.02,104.31,104.56,104.82000000000001,105.07000000000001,105.55,14.02,13.51,13.280000000000001,13.07,12.86,12.66,12.450000000000001,12.26,11.86,N/A,N/A -2012,12,31,2,30,102580,101360,100170,77.87,0,7.57,8.16,8.32,8.42,8.49,8.55,8.59,8.63,8.69,106.64,107.46000000000001,107.87,108.24000000000001,108.57000000000001,108.87,109.17,109.44,109.98,14.57,14.08,13.870000000000001,13.66,13.450000000000001,13.26,13.05,12.85,12.46,N/A,N/A -2012,12,31,3,30,102520,101300,100110,77.65,0,7.17,7.66,7.7700000000000005,7.82,7.8500000000000005,7.87,7.88,7.88,7.890000000000001,111.82000000000001,112.21000000000001,112.51,112.81,113.10000000000001,113.38,113.7,114,114.67,15.09,14.620000000000001,14.42,14.21,14.01,13.82,13.61,13.42,13.040000000000001,N/A,N/A -2012,12,31,4,30,102460,101250,100070,80.9,0,7.2,7.79,7.96,8.06,8.14,8.2,8.25,8.290000000000001,8.35,105.71000000000001,106.37,106.72,107.06,107.37,107.65,107.94,108.2,108.75,15.700000000000001,15.27,15.07,14.86,14.66,14.47,14.27,14.08,13.69,N/A,N/A -2012,12,31,5,30,102410,101200,100020,83.57000000000001,0,8.35,9.01,9.16,9.24,9.290000000000001,9.32,9.33,9.34,9.34,102.15,102.42,102.67,102.92,103.17,103.4,103.67,103.92,104.49000000000001,16.05,15.620000000000001,15.42,15.21,15.01,14.82,14.620000000000001,14.44,14.05,N/A,N/A -2012,12,31,6,30,102380,101170,99990,83.93,0,8.75,9.56,9.78,9.91,9.99,10.040000000000001,10.07,10.09,10.11,108.52,108.9,109.14,109.37,109.57000000000001,109.76,109.94,110.12,110.48,16.69,16.330000000000002,16.14,15.94,15.74,15.55,15.35,15.17,14.780000000000001,N/A,N/A -2012,12,31,7,30,102360,101150,99970,85.54,0,8.88,9.69,9.91,10.02,10.08,10.13,10.14,10.15,10.14,103.81,104.13,104.43,104.73,105.02,105.28,105.57000000000001,105.85000000000001,106.46000000000001,16.86,16.51,16.330000000000002,16.13,15.93,15.75,15.55,15.36,14.98,N/A,N/A -2012,12,31,8,30,102280,101070,99900,87.4,0,9.91,10.790000000000001,11,11.09,11.15,11.17,11.18,11.19,11.200000000000001,109.34,109.57000000000001,109.75,109.95,110.18,110.4,110.7,110.99000000000001,111.93,16.94,16.59,16.41,16.21,16.02,15.84,15.64,15.46,15.09,N/A,N/A -2012,12,31,9,30,102240,101030,99860,88.60000000000001,0,9.31,10.16,10.38,10.5,10.57,10.63,10.67,10.71,10.9,113.31,113.68,113.88,114.12,114.4,114.7,115.11,115.53,117.41,17.41,17.11,16.94,16.75,16.56,16.38,16.19,16.02,15.67,N/A,N/A -2012,12,31,10,30,102180,100980,99810,90.73,0,8.65,9.51,9.78,9.99,10.200000000000001,10.41,10.73,11.040000000000001,11.09,117.18,117.44,117.71000000000001,118.11,118.67,119.32000000000001,120.3,121.3,125.16,17.650000000000002,17.38,17.23,17.04,16.87,16.7,16.54,16.38,16.13,N/A,N/A -2012,12,31,11,30,102110,100910,99750,93.61,0,8,9.31,9.74,9.870000000000001,10.14,10.46,10.71,10.9,11.1,113.31,115.23,116.21000000000001,116.72,117.89,119.38,121.06,122.65,126.45,17.63,17.39,17.25,17.07,16.94,16.84,16.72,16.62,16.41,N/A,N/A -2012,12,31,12,30,102070,100870,99700,93.51,0,8.2,9.21,9.57,9.88,10.15,10.4,10.67,10.91,11.46,116.12,116.53,116.87,117.29,117.79,118.32000000000001,119.10000000000001,119.92,124.06,17.89,17.650000000000002,17.51,17.35,17.19,17.04,16.9,16.77,16.65,N/A,N/A -2012,12,31,13,30,102010,100820,99660,94.8,0,7.7,8.76,9.16,9.52,9.85,10.14,10.44,10.72,11.26,119.09,119.74000000000001,120.17,120.72,121.34,121.99000000000001,122.93,123.89,127.85000000000001,18.03,17.82,17.68,17.53,17.38,17.240000000000002,17.11,16.990000000000002,16.86,N/A,N/A -2012,12,31,14,30,102000,100810,99650,93.58,0,7.74,8.92,9.39,9.82,10.200000000000001,10.540000000000001,10.85,11.13,11.84,122.41,123.65,124.84,126.7,129.18,132.13,136.3,140.49,149,18.42,18.34,18.29,18.25,18.25,18.27,18.32,18.37,18.36,N/A,N/A -2012,12,31,15,30,101970,100780,99620,93.84,0,6.57,7.78,8.32,8.870000000000001,9.39,9.89,10.33,10.73,11.31,132.14000000000001,133.27,134.21,135.49,136.82,138.20000000000002,139.68,141.08,144.24,18.580000000000002,18.51,18.46,18.400000000000002,18.36,18.32,18.28,18.240000000000002,18.13,N/A,N/A -2012,12,31,16,30,101920,100730,99580,93.26,0,6.55,8.01,8.72,9.450000000000001,10.14,10.82,11.41,11.950000000000001,12.71,144.82,146.84,148.37,150.13,151.68,153.12,154.37,155.52,159.33,18.95,19.01,19.04,19.06,19.09,19.12,19.11,19.1,19,N/A,N/A -2012,12,31,17,30,101860,100670,99520,93.35000000000001,0,6.09,7.5600000000000005,8.27,9.040000000000001,9.78,10.5,11.18,11.82,12.75,150.49,151.82,152.81,153.94,155.03,156.11,157.33,158.52,160.97,19.06,19.13,19.16,19.18,19.19,19.21,19.2,19.19,19.080000000000002,N/A,N/A -2012,12,31,18,30,101810,100620,99470,92.16,0,6.890000000000001,8.44,9.13,9.82,10.48,11.13,11.8,12.44,13.51,153.79,155.1,156.19,157.63,159.02,160.39000000000001,161.5,162.49,163.72,19.31,19.43,19.46,19.48,19.5,19.5,19.490000000000002,19.48,19.37,N/A,N/A -2012,12,31,19,30,101780,100590,99440,93.09,0,6.5200000000000005,8.11,8.85,9.6,10.31,10.98,11.64,12.25,13.27,155.75,157.24,158.45000000000002,160.03,161.51,162.92000000000002,164.03,165.01,166.77,19.32,19.45,19.5,19.54,19.56,19.59,19.580000000000002,19.57,19.47,N/A,N/A -2012,12,31,20,30,101720,100530,99390,91.79,0,6.61,8.32,9.120000000000001,9.93,10.65,11.32,11.94,12.51,13.4,161.15,162.17000000000002,162.87,163.56,164.06,164.41,164.56,164.64000000000001,164.68,19.48,19.66,19.72,19.77,19.78,19.77,19.740000000000002,19.7,19.53,N/A,N/A -2012,12,31,21,30,101680,100500,99350,92.01,0,6.640000000000001,8.41,9.23,10.05,10.78,11.46,12.06,12.61,13.5,159.20000000000002,160.91,162.17000000000002,163.67000000000002,165,166.23,167.25,168.15,169.4,19.43,19.64,19.71,19.78,19.82,19.84,19.830000000000002,19.8,19.66,N/A,N/A -2012,12,31,22,30,101650,100460,99320,92.33,0,6,7.74,8.57,9.43,10.21,10.94,11.59,12.200000000000001,13.42,160.17000000000002,161.85,163.20000000000002,164.87,166.42000000000002,167.89000000000001,169.15,170.29,172.26,19.31,19.55,19.650000000000002,19.73,19.78,19.82,19.81,19.8,19.73,N/A,N/A -2012,12,31,23,30,101610,100430,99280,92.32000000000001,0,6.16,7.91,8.74,9.6,10.38,11.11,11.8,12.44,13.5,160.8,162.20000000000002,163.34,164.83,166.22,167.56,168.65,169.6,170.55,19.29,19.53,19.62,19.72,19.78,19.830000000000002,19.84,19.84,19.72,N/A,N/A From fccfc8a284659b5a90b2b42432def2be4ed319af Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Thu, 25 Sep 2025 11:37:41 -0600 Subject: [PATCH 20/79] Reasonable asset sizing --- .../plant_config_co2h.yaml | 2 +- .../plot_co2h_methanol.py | 16 +- .../tech_config_co2h.yaml | 20 +- .../tech_inputs/hopp_config.yaml | 4 +- .../29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv | 8762 +++++++++++++++++ 5 files changed, 8783 insertions(+), 21 deletions(-) create mode 100644 resource_files/wind/29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv diff --git a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml index 242b6a537..6cc130645 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml @@ -31,8 +31,8 @@ site: # this will naturally grow as we mature the interconnected tech technology_interconnections: [ ["hopp", "electricity_splitter", "electricity", "cable"], - ["electricity_splitter", "electrolyzer", "electricity", "cable"], ["electricity_splitter", "doc", "electricity", "cable"], + ["electricity_splitter", "electrolyzer", "electricity", "cable"], # ["hopp", "electrolyzer", "electricity", "cable"], ["electrolyzer", "h2_storage", "hydrogen", "pipe"], ["h2_storage", "methanol", "hydrogen", "pipe"], diff --git a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py index 19b9f95fc..a3c2d7de9 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py +++ b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py @@ -42,10 +42,10 @@ def plot_methanol(model): # Electricity to CO2 using DOC plt.subplot(3, 2, 2) plt.title("DOC") - doc_elec_in = model.plant.doc.direct_ocean_capture_performance.get_val("electricity_in") / 1000 - doc_co2_out = model.plant.doc.direct_ocean_capture_performance.get_val("co2_out") - plt.plot(times, doc_elec_in, label="electricity_in [kW]") - plt.plot(times, doc_co2_out, label="co2_out [kg/hr]", color=[0.5, 0.25, 0]) + doc_elec_in = model.plant.doc.direct_ocean_capture_performance.get_val("electricity_in") / 1e6 + doc_co2_out = model.plant.doc.direct_ocean_capture_performance.get_val("co2_out") / 1000 * 24 + plt.plot(times, doc_elec_in, label="electricity_in [MW]") + plt.plot(times, doc_co2_out, label="co2_out [t/d]", color=[0.5, 0.25, 0]) # plt.yscale("log") plt.legend() @@ -62,10 +62,10 @@ def plot_methanol(model): # H2 and Storage plt.subplot(3, 2, 4) plt.title("CO2 Storage") - model.plant.doc_to_co2_storage_pipe.get_val("co2_in") * 3600 - model.plant.co2_storage_to_methanol_pipe.get_val("co2_out") * 3600 - plt.plot(times, h2_storage_in, label="co2_in [kg/hr]", color=[0.5, 0.25, 0]) - plt.plot(times, h2_storage_out, label="co2_out [kg/hr]", color=[0, 0.25, 0.5]) + co2_storage_in = model.plant.doc_to_co2_storage_pipe.get_val("co2_in") + co2_storage_out = model.plant.co2_storage_to_methanol_pipe.get_val("co2_out") + plt.plot(times, co2_storage_in, label="co2_in [kg/hr]", color=[0.5, 0.25, 0]) + plt.plot(times, co2_storage_out, label="co2_out [kg/hr]", color=[0, 0.25, 0.5]) # plt.yscale("log") plt.legend() diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index 7e2c2e94d..7b1e1f507 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -19,7 +19,7 @@ technologies: model: "splitter_performance" config: split_mode: "fraction" - fraction_to_priority_tech: 0.8 + fraction_to_priority_tech: 0.2 electrolyzer: performance_model: model: "eco_pem_electrolyzer_performance" @@ -36,8 +36,8 @@ technologies: resize_for_enduse: False size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) hydrogen_dmd: - n_clusters: 8 - cluster_rating_MW: 37.5 + n_clusters: 9 + cluster_rating_MW: 40 pem_control_type: 'basic' eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol uptime_hours_until_eol: 80000 #number of 'on' hours until electrolyzer reaches eol @@ -67,10 +67,10 @@ technologies: max_discharge_rate: 5000.0 # kg/time step charge_efficiency: 1.0 # percent as decimal discharge_efficiency: 1.0 # percent as decimal - demand_profile: 195 + demand_profile: 780 cost_parameters: cost_year: 2022 - energy_capex: .000001 # $/kg + energy_capex: 383 # $/kg power_capex: .000001 # $/kg/h opex_fraction: .000001 # percent of capex # performance_model: @@ -144,7 +144,7 @@ technologies: model_inputs: shared_parameters: power_single_ed_w: 3000000.0 # W - flow_rate_single_ed_m3s: 0.6 # m^3/s + flow_rate_single_ed_m3s: 0.075 # m^3/s number_ed_min: 1 number_ed_max: 10 E_HCl: 0.05 # kWh/mol @@ -174,7 +174,7 @@ technologies: resource_name: "co2" resource_rate_units: "kg/h" max_charge_rate: 5000.0 # kg/time step - max_capacity: 142300.0 # kg + max_capacity: 284600.0 # kg control_parameters: max_charge_percent: 1.0 # percent as decimal min_charge_percent: 0.1 # percent as decimal @@ -182,10 +182,10 @@ technologies: max_discharge_rate: 5000.0 # kg/time step charge_efficiency: 1.0 # percent as decimal discharge_efficiency: 1.0 # percent as decimal - demand_profile: 1423 + demand_profile: 5692 cost_parameters: cost_year: 2022 - energy_capex: .000001 # $/kg + energy_capex: 5 # $/kg power_capex: .000001 # $/kg/h opex_fraction: .000001 # percent of capex methanol: @@ -197,7 +197,7 @@ technologies: group: "1" model_inputs: shared_parameters: - plant_capacity_kgpy: 8760000 + plant_capacity_kgpy: 35040000 plant_capacity_flow: "methanol" performance_parameters: capacity_factor: 1 diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml index c1f17e89e..69ff4dd17 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml @@ -29,14 +29,14 @@ site: #!include flatirons_site.yaml technologies: wind: - num_turbines: 28 + num_turbines: 24 turbine_rating_kw: 15000.0 model_name: pysam #floris timestep: [0, 8760] # floris_config: !include floris_input_lbw_6MW.yaml fin_model: !include default_fin_config.yaml grid: - interconnect_kw: 300000 # Set higher than rated generation capacity + interconnect_kw: 360000 # Set higher than rated generation capacity fin_model: !include default_fin_config.yaml config: diff --git a/resource_files/wind/29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv b/resource_files/wind/29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv new file mode 100644 index 000000000..d4a3ab279 --- /dev/null +++ b/resource_files/wind/29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv @@ -0,0 +1,8762 @@ +SiteID,1379078,Site Timezone,-6,Data Timezone,0,Longitude,-94.593170166,Latitude,29.2054595947 +Year,Month,Day,Hour,Minute,surface air pressure (Pa),air pressure at 100m (Pa),air pressure at 200m (Pa),relative humidity at 2m (%),surface precipitation rate (mm/h),wind speed at 10m (m/s),wind speed at 40m (m/s),wind speed at 60m (m/s),wind speed at 80m (m/s),wind speed at 100m (m/s),wind speed at 120m (m/s),wind speed at 140m (m/s),wind speed at 160m (m/s),wind speed at 200m (m/s),wind direction at 10m (deg),wind direction at 40m (deg),wind direction at 60m (deg),wind direction at 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+2012,12,31,22,30,101650,100460,99320,92.33,0,6,7.74,8.57,9.43,10.21,10.94,11.59,12.200000000000001,13.42,160.17000000000002,161.85,163.20000000000002,164.87,166.42000000000002,167.89000000000001,169.15,170.29,172.26,19.31,19.55,19.650000000000002,19.73,19.78,19.82,19.81,19.8,19.73,N/A,N/A +2012,12,31,23,30,101610,100430,99280,92.32000000000001,0,6.16,7.91,8.74,9.6,10.38,11.11,11.8,12.44,13.5,160.8,162.20000000000002,163.34,164.83,166.22,167.56,168.65,169.6,170.55,19.29,19.53,19.62,19.72,19.78,19.830000000000002,19.84,19.84,19.72,N/A,N/A From 80dda6a62e5db550acbb17c1e1554e91d00067dc Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Wed, 1 Oct 2025 14:29:03 -0600 Subject: [PATCH 21/79] Optimized --- .../plant_config_co2h.yaml | 6 -- .../plot_co2h_methanol.py | 30 +++---- .../tech_config_co2h.yaml | 83 +++---------------- 3 files changed, 22 insertions(+), 97 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml index 6cc130645..3d5426462 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml @@ -33,18 +33,12 @@ technology_interconnections: [ ["hopp", "electricity_splitter", "electricity", "cable"], ["electricity_splitter", "doc", "electricity", "cable"], ["electricity_splitter", "electrolyzer", "electricity", "cable"], - # ["hopp", "electrolyzer", "electricity", "cable"], ["electrolyzer", "h2_storage", "hydrogen", "pipe"], ["h2_storage", "methanol", "hydrogen", "pipe"], - # ["wind","doc","electricity","cable"], ["doc", "co2_storage", "co2", "pipe"], ["co2_storage","methanol","co2","pipe"], ] -# resource_to_tech_connections: [ -# ["wind_resource", "wind", "wind_resource_data"] -# ] - plant: plant_life: 30 grid_connection: True # option, can be turned on or off diff --git a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py index a3c2d7de9..30316bcb8 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py +++ b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py @@ -7,14 +7,6 @@ def plot_methanol(model): times = pd.date_range("2013", periods=8760, freq="1h") - # # HOPP Electricity for Electrolyzer - # plt.subplot(3, 2, 1) - # plt.title("HOPP for Electrolyzer") - # hopp_elec_out = model.plant.hopp.hopp.get_val("electricity_out") - # plt.plot(times, hopp_elec_out, label="electricity_out [kW]") - # # plt.yscale("log") - # plt.legend() - # Electricity to H2 using Electrolyzer plt.subplot(3, 2, 1) plt.title("Electrolyzer") @@ -26,28 +18,24 @@ def plot_methanol(model): / 1000 * 24 ) - plt.plot(times, elyzer_elec_in, label="electricity_in [MW]") + plt.plot(times, elyzer_elec_in, label="electricity_in [MW]", color=[0.5, 0.5, 1]) + plt.plot([times[0], times[-1]], [160, 160], "--", label="electrolyzer_max_input [MW]", color=[0.5, 0.5, 1]) plt.plot(times, elyzer_h2_out, label="hydrogen_out [t/d]", color=[1, 0.5, 0]) # plt.yscale("log") plt.legend() - - # # Wind Electricity for DOC - # plt.subplot(3, 2, 2) - # plt.title("Wind for DOC") - # wind_elec_out = model.plant.wind.wind_plant_performance.get_val("electricity_out") - # plt.plot(times, wind_elec_out, label="electricity_out [kW]") - # plt.yscale("log") - # plt.legend() + plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) # Electricity to CO2 using DOC plt.subplot(3, 2, 2) plt.title("DOC") doc_elec_in = model.plant.doc.direct_ocean_capture_performance.get_val("electricity_in") / 1e6 - doc_co2_out = model.plant.doc.direct_ocean_capture_performance.get_val("co2_out") / 1000 * 24 + doc_co2_out = model.plant.doc.direct_ocean_capture_performance.get_val("co2_out") / 1000 plt.plot(times, doc_elec_in, label="electricity_in [MW]") - plt.plot(times, doc_co2_out, label="co2_out [t/d]", color=[0.5, 0.25, 0]) + plt.plot([times[0], times[-1]], [43.32621908, 43.32621908], "--", label="doc_max_input [MW]", color=[0.5, 0.5, 1]) + plt.plot(times, doc_co2_out, label="co2_out [t/hr]", color=[0.5, 0.25, 0]) # plt.yscale("log") plt.legend() + plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) # H2 and Storage plt.subplot(3, 2, 3) @@ -58,6 +46,7 @@ def plot_methanol(model): plt.plot(times, h2_storage_out, label="hydrogen_out [kg/hr]", color=[0, 0.5, 0]) # plt.yscale("log") plt.legend() + plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) # H2 and Storage plt.subplot(3, 2, 4) @@ -68,6 +57,7 @@ def plot_methanol(model): plt.plot(times, co2_storage_out, label="co2_out [kg/hr]", color=[0, 0.25, 0.5]) # plt.yscale("log") plt.legend() + plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) # H2 and CO2 to Methanol plt.subplot(3, 2, 5) @@ -80,6 +70,7 @@ def plot_methanol(model): plt.plot(times, meoh_meoh_out, label="methanol_out [kg/hr]", color=[1, 0, 0.5]) # plt.yscale("log") plt.legend() + plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) # H2 and CO2 storage SOC plt.subplot(3, 2, 6) @@ -90,6 +81,7 @@ def plot_methanol(model): plt.plot(times, co2_soc, label="co2_soc [%]", color=[0.5, 0.25, 0]) # plt.yscale("log") plt.legend() + plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) fig = plt.gcf() fig.tight_layout() diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index 7b1e1f507..2e127c56a 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -19,7 +19,7 @@ technologies: model: "splitter_performance" config: split_mode: "fraction" - fraction_to_priority_tech: 0.2 + fraction_to_priority_tech: 0.243998425816608 electrolyzer: performance_model: model: "eco_pem_electrolyzer_performance" @@ -36,7 +36,7 @@ technologies: resize_for_enduse: False size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) hydrogen_dmd: - n_clusters: 9 + n_clusters: 4 cluster_rating_MW: 40 pem_control_type: 'basic' eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol @@ -58,8 +58,8 @@ technologies: shared_parameters: resource_name: "hydrogen" resource_rate_units: "kg/h" - max_charge_rate: 5000.0 # kg/time step - max_capacity: 19500.0 # kg + max_charge_rate: 50000.0 # kg/time step + max_capacity: 103701.401563086 # kg control_parameters: max_charge_percent: 1.0 # percent as decimal min_charge_percent: 0.1 # percent as decimal @@ -67,73 +67,12 @@ technologies: max_discharge_rate: 5000.0 # kg/time step charge_efficiency: 1.0 # percent as decimal discharge_efficiency: 1.0 # percent as decimal - demand_profile: 780 + demand_profile: 2108.73919484047 cost_parameters: cost_year: 2022 energy_capex: 383 # $/kg power_capex: .000001 # $/kg/h opex_fraction: .000001 # percent of capex - # performance_model: - # model: "h2_storage" - # control_strategy: - # model: "demand_open_loop_controller" - # cost_model: - # model: "h2_storage" - # financial_model: - # group: default - # model_inputs: - # performance_parameters: - # rating: 300. - # size_capacity_from_demand: - # flag: True # If True, then storage is sized to provide steady-state storage - # capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. - # type: "lined_rock_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] - # days: 0 #how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) - # control_parameters: - # resource_name: "hydrogen" - # resource_rate_units: "kg/h" - # max_capacity: 1000000.0 # kg - # max_charge_percent: 1.0 # percent as decimal - # min_charge_percent: 0.1 # percent as decimal - # init_charge_percent: 0.25 # percent as decimal - # max_charge_rate: 10000.0 # kg/time step - # max_discharge_rate: 10000.0 # kg/time step - # charge_efficiency: 1.0 # percent as decimal - # discharge_efficiency: 1.0 # percent as decimal - # demand_profile: 195 # Example: 10 time steps with 5000 kg/time step demand. Scalar indicates constant demand, array-like indicates dynamic demand - # wind: - # performance_model: - # model: "wind_plant_performance" - # cost_model: - # model: "wind_plant_cost" - # financial_model: - # group: "1" - # model_inputs: - # shared_parameters: - # num_turbines: 66 - # turbine_rating_kw: 15000 - # performance_parameters: - # rotor_diameter: 196. - # hub_height: 130. - # layout_mode: "basicgrid" - # model_name: "pysam" - # model_input_file: null - # layout_params: - # row_D_spacing: 10. - # turbine_D_spacing: 10. - # rating_range_kw: [1000, 5000] - # floris_config: null - # operational_losses: 10.0 - # timestep: [1, 60] - # fin_model: "default" - # name: "UtilityScaleWindPlant" - # turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use - # turbine_group: "onshore" - # override_wind_resource_height: True - # adjust_air_density_for_elevation: True - # cost_parameters: - # cost_per_kw: 1500.0 - # cost_year: 2019 doc: performance_model: model: "direct_ocean_capture_performance" @@ -143,7 +82,7 @@ technologies: group: "1" model_inputs: shared_parameters: - power_single_ed_w: 3000000.0 # W + power_single_ed_w: 2858628.25565643 # W flow_rate_single_ed_m3s: 0.075 # m^3/s number_ed_min: 1 number_ed_max: 10 @@ -173,16 +112,16 @@ technologies: shared_parameters: resource_name: "co2" resource_rate_units: "kg/h" - max_charge_rate: 5000.0 # kg/time step - max_capacity: 284600.0 # kg + max_charge_rate: 50000.0 # kg/time step + max_capacity: 961456.376748904 # kg control_parameters: max_charge_percent: 1.0 # percent as decimal min_charge_percent: 0.1 # percent as decimal init_charge_percent: 0.25 # percent as decimal - max_discharge_rate: 5000.0 # kg/time step + max_discharge_rate: 50000.0 # kg/time step charge_efficiency: 1.0 # percent as decimal discharge_efficiency: 1.0 # percent as decimal - demand_profile: 5692 + demand_profile: 15388.3891 cost_parameters: cost_year: 2022 energy_capex: 5 # $/kg @@ -197,7 +136,7 @@ technologies: group: "1" model_inputs: shared_parameters: - plant_capacity_kgpy: 35040000 + plant_capacity_kgpy: 94731053.0605257 plant_capacity_flow: "methanol" performance_parameters: capacity_factor: 1 From fe8c3b792199c086f59229628eea9009e927570d Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Wed, 1 Oct 2025 14:50:50 -0600 Subject: [PATCH 22/79] Test fix --- tests/h2integrate/test_all_examples.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index d9004f91c..ebd7631fb 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -263,7 +263,7 @@ def test_doc_methanol_example(subtests): # Check levelized cost of methanol (LCOM) with subtests.test("Check CO2 Hydrogenation LCOM"): - assert pytest.approx(model.prob.get_val("financials_group_1.LCOM"), rel=1e-6) == 6.79771486 + assert pytest.approx(model.prob.get_val("finance_subgroup_default.LCOM"), rel=1e-6) == 2.58989518 def test_wind_h2_opt_example(subtests): From d67adfa36ade163a05c25d6f73d3a4152908f99e Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Wed, 1 Oct 2025 15:15:08 -0600 Subject: [PATCH 23/79] Fix precommit --- .../plot_co2h_methanol.py | 34 +++++++++++-------- tests/h2integrate/test_all_examples.py | 5 ++- 2 files changed, 24 insertions(+), 15 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py index 30316bcb8..bbd81b4d7 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py +++ b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py @@ -19,11 +19,16 @@ def plot_methanol(model): * 24 ) plt.plot(times, elyzer_elec_in, label="electricity_in [MW]", color=[0.5, 0.5, 1]) - plt.plot([times[0], times[-1]], [160, 160], "--", label="electrolyzer_max_input [MW]", color=[0.5, 0.5, 1]) + plt.plot( + [times[0], times[-1]], + [160, 160], + "--", + label="electrolyzer_max_input [MW]", + color=[0.5, 0.5, 1], + ) plt.plot(times, elyzer_h2_out, label="hydrogen_out [t/d]", color=[1, 0.5, 0]) - # plt.yscale("log") plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) + plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) # Electricity to CO2 using DOC plt.subplot(3, 2, 2) @@ -31,11 +36,16 @@ def plot_methanol(model): doc_elec_in = model.plant.doc.direct_ocean_capture_performance.get_val("electricity_in") / 1e6 doc_co2_out = model.plant.doc.direct_ocean_capture_performance.get_val("co2_out") / 1000 plt.plot(times, doc_elec_in, label="electricity_in [MW]") - plt.plot([times[0], times[-1]], [43.32621908, 43.32621908], "--", label="doc_max_input [MW]", color=[0.5, 0.5, 1]) + plt.plot( + [times[0], times[-1]], + [43.32621908, 43.32621908], + "--", + label="doc_max_input [MW]", + color=[0.5, 0.5, 1], + ) plt.plot(times, doc_co2_out, label="co2_out [t/hr]", color=[0.5, 0.25, 0]) - # plt.yscale("log") plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) + plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) # H2 and Storage plt.subplot(3, 2, 3) @@ -44,9 +54,8 @@ def plot_methanol(model): h2_storage_out = model.plant.h2_storage_to_methanol_pipe.get_val("hydrogen_out") * 3600 plt.plot(times, h2_storage_in, label="hydrogen_in [kg/hr]", color=[1, 0.5, 0]) plt.plot(times, h2_storage_out, label="hydrogen_out [kg/hr]", color=[0, 0.5, 0]) - # plt.yscale("log") plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) + plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) # H2 and Storage plt.subplot(3, 2, 4) @@ -55,9 +64,8 @@ def plot_methanol(model): co2_storage_out = model.plant.co2_storage_to_methanol_pipe.get_val("co2_out") plt.plot(times, co2_storage_in, label="co2_in [kg/hr]", color=[0.5, 0.25, 0]) plt.plot(times, co2_storage_out, label="co2_out [kg/hr]", color=[0, 0.25, 0.5]) - # plt.yscale("log") plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) + plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) # H2 and CO2 to Methanol plt.subplot(3, 2, 5) @@ -68,9 +76,8 @@ def plot_methanol(model): plt.plot(times, meoh_h2_in, label="hydrogen_in [kg/hr]", color=[0, 0.5, 0]) plt.plot(times, meoh_co2_in, label="co2_in [kg/hr]", color=[0, 0.25, 0.5]) plt.plot(times, meoh_meoh_out, label="methanol_out [kg/hr]", color=[1, 0, 0.5]) - # plt.yscale("log") plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) + plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) # H2 and CO2 storage SOC plt.subplot(3, 2, 6) @@ -79,9 +86,8 @@ def plot_methanol(model): co2_soc = model.plant.co2_storage.get_val("co2_soc") * 100 plt.plot(times, h2_soc, label="hydrogen_soc [%]", color=[1, 0.5, 0]) plt.plot(times, co2_soc, label="co2_soc [%]", color=[0.5, 0.25, 0]) - # plt.yscale("log") plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"),pd.to_datetime("2013-01-31")) + plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) fig = plt.gcf() fig.tight_layout() diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index ebd7631fb..87db87f73 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -263,7 +263,10 @@ def test_doc_methanol_example(subtests): # Check levelized cost of methanol (LCOM) with subtests.test("Check CO2 Hydrogenation LCOM"): - assert pytest.approx(model.prob.get_val("finance_subgroup_default.LCOM"), rel=1e-6) == 2.58989518 + assert ( + pytest.approx(model.prob.get_val("finance_subgroup_default.LCOM"), rel=1e-6) + == 2.58989518 + ) def test_wind_h2_opt_example(subtests): From 1eac56d3ae3ce03abc45d101a59e4f0c6f6c9147 Mon Sep 17 00:00:00 2001 From: John Jasa Date: Mon, 6 Oct 2025 21:19:35 -0600 Subject: [PATCH 24/79] Removed co2 capture rate mt --- .../converters/co2/marine/direct_ocean_capture.py | 2 -- .../co2/marine/marine_carbon_capture_baseclass.py | 9 +-------- .../co2/marine/ocean_alkalinity_enhancement.py | 6 ++---- h2integrate/converters/co2/marine/test/test_doc.py | 4 ++-- h2integrate/converters/co2/marine/test/test_oae.py | 4 ++-- 5 files changed, 7 insertions(+), 18 deletions(-) diff --git a/h2integrate/converters/co2/marine/direct_ocean_capture.py b/h2integrate/converters/co2/marine/direct_ocean_capture.py index 7264d5895..c1903bcb9 100644 --- a/h2integrate/converters/co2/marine/direct_ocean_capture.py +++ b/h2integrate/converters/co2/marine/direct_ocean_capture.py @@ -76,7 +76,6 @@ class DOCPerformanceModel(MarineCarbonCapturePerformanceBaseClass): MarineCarbonCapturePerformanceBaseClass Computes: - - co2_capture_rate_mt: Hourly CO2 capture rate (t/h) - co2_out: Hourly CO2 capture rate (kg/h) - co2_capture_mtpy: Annual CO2 capture (t/year) - co2_capture_kgpy: Annual CO2 capture (kg/year) @@ -130,7 +129,6 @@ def compute(self, inputs, outputs): plot_range=[3910, 4030], ) - outputs["co2_capture_rate_mt"] = ed_outputs.ED_outputs["mCC"] outputs["co2_out"] = ed_outputs.ED_outputs["mCC"] * 1000 outputs["co2_capture_mtpy"] = max(ed_outputs.mCC_yr, 1e-6) # Must be >0 outputs["total_tank_volume_m3"] = range_outputs.V_aT_max + range_outputs.V_bT_max diff --git a/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py b/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py index 76d1178fc..dcda17246 100644 --- a/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py +++ b/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py @@ -42,19 +42,12 @@ def setup(self): self.add_input( "electricity_in", val=0.0, shape=8760, units="W", desc="Hourly input electricity (W)" ) - self.add_output( - "co2_capture_rate_mt", - val=0.0, - shape=8760, - units="t", - desc="Hourly CO₂ capture rate (t)", - ) self.add_output( "co2_out", val=0.0, shape=8760, units="kg/h", - desc="Hourly CO₂ capture rate (kg)", + desc="Hourly CO₂ capture rate (kg/h)", ) self.add_output("co2_capture_mtpy", units="t/year", desc="Annual CO₂ captured (t/year)") diff --git a/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py b/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py index 69add76bf..9b57e7bf5 100644 --- a/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py +++ b/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py @@ -63,7 +63,7 @@ class OAEPerformanceModel(MarineCarbonCapturePerformanceBaseClass): MarineCarbonCapturePerformanceBaseClass Computes: - - co2_capture_rate_mt: Hourly CO₂ capture rate in metric tons. + - co2_out: Hourly CO₂ capture rate (kg/h). - co2_capture_mtpy: Annual CO₂ captured in metric tons per year. Notes: @@ -214,9 +214,7 @@ def compute(self, inputs, outputs): plot_range=[3910, 4030], ) - outputs["co2_capture_rate_mt"] = ( - oae_outputs.OAE_outputs["mass_CO2_absorbed"] / 1000 - ) # Convert from kg to metric tons + outputs["co2_out"] = oae_outputs.OAE_outputs["mass_CO2_absorbed"] outputs["co2_capture_mtpy"] = oae_outputs.M_co2est outputs["plant_mCC_capacity_mtph"] = max(range_outputs.S1["mass_CO2_absorbed"] / 1000) outputs["alkaline_seawater_flow_rate"] = oae_outputs.OAE_outputs["Qout"] diff --git a/h2integrate/converters/co2/marine/test/test_doc.py b/h2integrate/converters/co2/marine/test/test_doc.py index 40928be4e..5cf8f52a9 100644 --- a/h2integrate/converters/co2/marine/test/test_doc.py +++ b/h2integrate/converters/co2/marine/test/test_doc.py @@ -60,13 +60,13 @@ def test_performance_model(self): self.prob.run_model() # Additional asserts for output values - co2_capture_rate_mt = self.prob.get_val("co2_capture_rate_mt") + co2_out = self.prob.get_val("co2_out") co2_capture_mtpy = self.prob.get_val("co2_capture_mtpy") plant_mCC_capacity_mtph = self.prob.get_val("plant_mCC_capacity_mtph") total_tank_volume_m3 = self.prob.get_val("total_tank_volume_m3") # Assert values (allowing for small numerical tolerance) - assert_near_equal(np.linalg.norm(co2_capture_rate_mt), 11394.97006218, tolerance=1e-5) + assert_near_equal(np.linalg.norm(co2_out), 11394970.06218, tolerance=1e-1) assert_near_equal(np.linalg.norm(co2_capture_mtpy), [1041164.44000004], tolerance=1e-5) assert_near_equal(plant_mCC_capacity_mtph, [176.34], tolerance=1e-2) assert_near_equal(total_tank_volume_m3, [25920.0], tolerance=1e-2) diff --git a/h2integrate/converters/co2/marine/test/test_oae.py b/h2integrate/converters/co2/marine/test/test_oae.py index e1235c6d2..bdf380dd0 100644 --- a/h2integrate/converters/co2/marine/test/test_oae.py +++ b/h2integrate/converters/co2/marine/test/test_oae.py @@ -67,7 +67,7 @@ def test_performance_model(self): self.prob.run_model() # Get output values to determine expected values - co2_capture_rate_mt = self.prob.get_val("co2_capture_rate_mt") + co2_out = self.prob.get_val("co2_out") co2_capture_mtpy = self.prob.get_val("co2_capture_mtpy") plant_mCC_capacity_mtph = self.prob.get_val("plant_mCC_capacity_mtph") alkaline_seawater_flow_rate = self.prob.get_val("alkaline_seawater_flow_rate") @@ -75,7 +75,7 @@ def test_performance_model(self): excess_acid = self.prob.get_val("excess_acid") # Assert values (allowing for small numerical tolerance) - assert_near_equal(np.mean(co2_capture_rate_mt), 1.108394704250361, tolerance=1e-6) + assert_near_equal(np.mean(co2_out), 1108.394704250361, tolerance=1e-3) assert_near_equal(co2_capture_mtpy, [9709.53760923], tolerance=1e-6) assert_near_equal(plant_mCC_capacity_mtph, [1.10854656], tolerance=1e-6) assert_near_equal(np.mean(alkaline_seawater_flow_rate), 3.2395561643835618, tolerance=1e-6) From 8b65e31456df95dafeb5c428b744465c717d153b Mon Sep 17 00:00:00 2001 From: Jonathan Martin <94018654+jmartin4nrel@users.noreply.github.com> Date: Mon, 6 Oct 2025 21:40:18 -0600 Subject: [PATCH 25/79] Switching lots of tech config values from a .csv (#242) * Switching HB cases * Docstring updates * Running while checking data types * Test getting there * Test working * Docs * Updated docs and tests * pre-commit fix --------- Co-authored-by: John Jasa --- CHANGELOG.md | 3 + docs/_toc.yml | 1 + .../how_to_run_several_cases_in_sequence.md | 69 +++++++++ examples/12_ammonia_synloop/hb_inputs.csv | 6 + .../12_ammonia_synloop/run_ammonia_synloop.py | 19 ++- h2integrate/tools/inflation/cepci.csv | 1 + h2integrate/tools/run_cases.py | 131 ++++++++++++++++++ h2integrate/tools/test/test_inputs.csv | 5 + h2integrate/tools/test/test_tools.py | 55 ++++++++ 9 files changed, 287 insertions(+), 3 deletions(-) create mode 100644 docs/user_guide/how_to_run_several_cases_in_sequence.md create mode 100644 examples/12_ammonia_synloop/hb_inputs.csv create mode 100644 h2integrate/tools/run_cases.py create mode 100644 h2integrate/tools/test/test_inputs.csv create mode 100644 h2integrate/tools/test/test_tools.py diff --git a/CHANGELOG.md b/CHANGELOG.md index d8fc2ea6d..66322d67e 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,8 @@ # Changelog +## 0.4.x [TBD] +- Added `tools/run_cases.py` with tools to run different `tech_config` cases from a spreadsheet, with new docs page to describe: docs/user_guide/how_to_run_several_cases_in_sequence.md + ## 0.4.0 [October 1, 2025] This release introduces significant new technology models and framework capabilities for system design and optimization, alongside major refactoring and user experience improvements. diff --git a/docs/_toc.yml b/docs/_toc.yml index d118e9157..5811b0f2b 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -17,6 +17,7 @@ parts: - file: user_guide/design_optimization_in_h2i - file: user_guide/postprocessing_results - file: user_guide/how_to_interface_with_user_defined_model + - file: user_guide/how_to_run_several_cases_in_sequence - file: user_guide/specifying_finance_parameters sections: - file: user_guide/cost_years diff --git a/docs/user_guide/how_to_run_several_cases_in_sequence.md b/docs/user_guide/how_to_run_several_cases_in_sequence.md new file mode 100644 index 000000000..fc931b080 --- /dev/null +++ b/docs/user_guide/how_to_run_several_cases_in_sequence.md @@ -0,0 +1,69 @@ +# Running several cases in sequence + +## Overview + +If you have several different cases you want to run with different input parameters, these cases can be set up in an input spreadsheet rather than directly modifying the `tech_config`. +This is done using the functions in `h2integrate/tools/run_cases.py` + +## Setting up a variation of parameters in a .csv + +To set up the inputs for each case, the input .csv should be set up like so: +| Index 0 | Index 1 |...| Index N | Type | | |...| | +|--------------|----------------|---|----------------|-------|-----------------|-----------------|---|-----------------| +| technologies | |...| | float | | |...| | +| technologies | |...| | str | | |...| | +| ... | ... |...| ... | ... | ... | ... |...| ... | +| technologies | |...| | bool | | |...| | + + +## Example: Two different sizes of Haber Bosch ammonia plant + +To demonstrate this capability, we include a short example that modifies the size and hydrogen storage type for a Haber Bosch ammonia plant in `examples/12_ammonia_synloop`. +The example spreadsheet `hb_inputs.csv` shows the format: + +|Index 0|Index 1|Index 2|Index 3|Index 4|Index 5|Type|Haber Bosch Big|Haber Bosch Small +|--- |--- |--- |--- |--- |--- |--- |--- |--- | +technologies|ammonia|model_inputs|shared_parameters|production_capacity||float|100000|10000 +technologies|h2_storage|model_inputs|performance_parameters|type||str|salt_cavern|lined_rock_cavern +technologies|electrolyzer|model_inputs|performance_parameters|n_clusters||int|16|2 +technologies|electrolyzer|model_inputs|performance_parameters|include_degradation_penalty||bool|TRUE|FALSE +technologies|electrolyzer|model_inputs|financial_parameters|capital_items|replacement_cost_percent|float|0.15|0.25 + + +### Things to note about this format + +- The nested depth of the parameters in the `tech_config` can vary based on the parameter you're setting. If some parameters do not use as many levels, leave the unused levels blank (like the Index 5 level for most parameters in the above example) +- The currently available data types for each parameter are `float`, `str`, `int`, and `bool`. Be sure to specify the correct data type for each parameter. +- For parameters declared as `bool`, you can enter "0", "false", or "no" for `False`, and "1", "true", or "yes" for `True` (case insensitive). When making .csvs in Excel, the default "TRUE" and "FALSE" formatting will work. +- For all other parameters not included in the spreadsheet, their values will be kept the same as originally defined in the `tech_config.yaml`. + +The variation of parameters can be run by first creating an H2I model (with a `tech_config.yaml`), then modifying only the `tech_config` values that need to change. +First, the spreadsheet with each case is loaded into a Pandas DataFrame using `load_tech_config_cases`. +Then, in a loop, individual cases are selected and the model is modified to use these parameters using `modify_tech_config`. +An example is shown in `run_ammonia_synloop.py`: + +``` +from pathlib import Path + +from h2integrate.tools.run_cases import modify_tech_config, load_tech_config_cases +from h2integrate.core.h2integrate_model import H2IntegrateModel + + +# Create a H2Integrate model +model = H2IntegrateModel("12_ammonia_synloop.yaml") + +# Load cases +case_file = Path("hb_inputs.csv") +cases = load_tech_config_cases(case_file) + +# Modify and run the model for different cases +caselist = [ + "Haber Bosch Big", + "Haber Bosch Small", +] +for casename in caselist: + case = cases[casename] + model = modify_tech_config(model, case) + model.run() + model.post_process() +``` diff --git a/examples/12_ammonia_synloop/hb_inputs.csv b/examples/12_ammonia_synloop/hb_inputs.csv new file mode 100644 index 000000000..20ca4db70 --- /dev/null +++ b/examples/12_ammonia_synloop/hb_inputs.csv @@ -0,0 +1,6 @@ +Index 0,Index 1,Index 2,Index 3,Index 4,Index 5,Type,Haber Bosch Big,Haber Bosch Small +technologies,ammonia,model_inputs,shared_parameters,production_capacity,,float,100000,10000 +technologies,h2_storage,model_inputs,performance_parameters,type,,str,salt_cavern,lined_rock_cavern +technologies,electrolyzer,model_inputs,performance_parameters,n_clusters,,int,16,2 +technologies,electrolyzer,model_inputs,performance_parameters,include_degradation_penalty,,bool,TRUE,FALSE +technologies,electrolyzer,model_inputs,financial_parameters,capital_items,replacement_cost_percent,float,0.15,0.25 diff --git a/examples/12_ammonia_synloop/run_ammonia_synloop.py b/examples/12_ammonia_synloop/run_ammonia_synloop.py index 2db1872cd..f81d9c6b2 100644 --- a/examples/12_ammonia_synloop/run_ammonia_synloop.py +++ b/examples/12_ammonia_synloop/run_ammonia_synloop.py @@ -1,10 +1,23 @@ +from pathlib import Path + +from h2integrate.tools.run_cases import modify_tech_config, load_tech_config_cases from h2integrate.core.h2integrate_model import H2IntegrateModel # Create a H2Integrate model model = H2IntegrateModel("12_ammonia_synloop.yaml") -# Run the model -model.run() +# Load cases +case_file = Path("hb_inputs.csv") +cases = load_tech_config_cases(case_file) -model.post_process() +# Modify and run the model for different cases +caselist = [ + "Haber Bosch Big", + "Haber Bosch Small", +] +for casename in caselist: + case = cases[casename] + model = modify_tech_config(model, case) + model.run() + model.post_process() diff --git a/h2integrate/tools/inflation/cepci.csv b/h2integrate/tools/inflation/cepci.csv index 21e801512..4aa6f59cc 100644 --- a/h2integrate/tools/inflation/cepci.csv +++ b/h2integrate/tools/inflation/cepci.csv @@ -27,3 +27,4 @@ Year,CEPCI 2021,628 2022,794 2023,801 +2024,800 diff --git a/h2integrate/tools/run_cases.py b/h2integrate/tools/run_cases.py new file mode 100644 index 000000000..65ef7e197 --- /dev/null +++ b/h2integrate/tools/run_cases.py @@ -0,0 +1,131 @@ +import operator +from functools import reduce + +import pandas as pd + + +def cast_by_name(type_name, value): + """Cast a string read in from an input file as a data type also given as a string. + Currently allowed data types: int, float, bool, str + + Args: + type_name (str): The data type to cast into, as a string. + value (str): The value, as a string. + + Returns: + The value in the specified data type + """ + + bool_map = {"true": True, "false": False, "yes": True, "no": False, "1": True, "0": False} + + trusted_types = ["int", "float", "bool", "str"] ## others as needed + if type_name in trusted_types: + if type_name == "bool": + return bool_map.get(value.lower()) + else: + return __builtins__[type_name](value) + else: + msg = f"Specified data type {type_name} invalid, must be one of {trusted_types}" + raise TypeError(msg) + + +def get_from_dict(dataDict, mapList): + """Get value from nested dictionary using a list of keys. + + Allows for programmatic calling of items in a nested dict using a variable-length list. + Instead of dataDict[item1][item2][item3][item4][item5], you can use + get_from_dict(dataDict, [item1, item2, item3, item4, item5]). + + Args: + dataDict (dict): The nested dictionary to access. + mapList (list): List of keys to traverse the nested dictionary. + + Returns: + The value at the specified nested location in the dictionary. + + Example: + >>> data = {"a": {"b": {"c": 42}}} + >>> get_from_dict(data, ["a", "b", "c"]) + 42 + """ + return reduce(operator.getitem, mapList, dataDict) + + +def set_in_dict(dataDict, mapList, value): + """Set value in nested dictionary using a list of keys. + + Allows for programmatic setting of items in a nested dict using a variable-length list. + Instead of dataDict[item1][item2][item3][item4][item5] = value, you can use + set_in_dict(dataDict, [item1, item2, item3, item4, item5], value). + + Args: + dataDict (dict): The nested dictionary to modify. + mapList (list): List of keys to traverse the nested dictionary. + value: The value to set at the specified nested location. + + Example: + >>> data = {"a": {"b": {}}} + >>> set_in_dict(data, ["a", "b", "c"], 42) + >>> data["a"]["b"]["c"] + 42 + """ + get_from_dict(dataDict, mapList[:-1])[mapList[-1]] = value + + +def load_tech_config_cases(case_file): + """Load extensive lists of values from a spreadsheet to run many different cases. + + Loads tech_config values from a CSV file to run multiple cases with different + technology configuration values. + + Args: + case_file (Path): Path to the .csv file where the different tech_config values + are listed. The CSV must be formatted with "Index 1", "Index 2", etc. + columns followed by case name columns. Each row should have "technologies" + as the first index value, followed by tech_name and parameter names. + + Returns: + pd.DataFrame: DataFrame with the indexes of the tech_config as a MultiIndex + and the different case names as the column names. + + Note: + The CSV format should be: + | "Index 1" |...| "Index " | "Type" | |...| | + | "technologies" |...| | "float" | |...| | + | "technologies" |...| | "str" | |...| | + + If some parameters are nested deeper than others, make as many Index columns for the deepest- + nested parameters and leave any unused Indexes blank. + + See example .csv in h2integrate/tools/test/test_inputs.csv + """ + tech_config_cases = pd.read_csv(case_file) + column_names = tech_config_cases.columns.values + index_names = list(filter(lambda x: "Index" in x, column_names)) + index_names.append("Type") + tech_config_cases = tech_config_cases.set_index(index_names) + + return tech_config_cases + + +def modify_tech_config(h2i_model, tech_config_case): + """Modify particular tech_config values on an existing H2I model before it is run. + + Args: + h2i_model: H2IntegrateModel that has been set up but not run. + tech_config_case (pd.Series): Series that was indexed from tech_config_cases + DataFrame containing the parameter values to modify. + + Returns: + H2IntegrateModel: The H2IntegrateModel with modified tech_config values. + """ + for index_tup, value in tech_config_case.items(): + index_list = list(index_tup) + data_type = index_list[-1] + index_list = index_list[:-1] + # Remove nans from blank index fields + while type(index_list[-1]) is not str: + index_list = index_list[:-1] + set_in_dict(h2i_model.technology_config, index_list, cast_by_name(data_type, value)) + + return h2i_model diff --git a/h2integrate/tools/test/test_inputs.csv b/h2integrate/tools/test/test_inputs.csv new file mode 100644 index 000000000..8194d3a11 --- /dev/null +++ b/h2integrate/tools/test/test_inputs.csv @@ -0,0 +1,5 @@ +Index 0,Index 1,Index 2,Index 3,Index 4,Index 5,Type,Float Test,Int Test,Bool Test,Str Test +technologies,solar,model_inputs,performance_parameters,pv_capacity_kWdc,,float,100000.,150000.,150000.,150000. +technologies,electrolyzer,model_inputs,performance_parameters,n_clusters,,int,18,20,18,18 +technologies,electrolyzer,model_inputs,performance_parameters,include_degradation_penalty,,bool,TRUE,TRUE,FALSE,TRUE +technologies,electrolyzer,model_inputs,performance_parameters,sizing,size_for,str,BOL,BOL,BOL,EOL diff --git a/h2integrate/tools/test/test_tools.py b/h2integrate/tools/test/test_tools.py new file mode 100644 index 000000000..1221a84df --- /dev/null +++ b/h2integrate/tools/test/test_tools.py @@ -0,0 +1,55 @@ +import os +from pathlib import Path + +import pytest + +from h2integrate import EXAMPLE_DIR +from h2integrate.tools.run_cases import modify_tech_config, load_tech_config_cases +from h2integrate.core.h2integrate_model import H2IntegrateModel + + +def test_tech_config_modifier(subtests): + """Test cases for modifying and running tech_config from csv. + Using 15 example as test case + """ + + # Make an H2I model from the 15 example + os.chdir(EXAMPLE_DIR / "15_wind_solar_electrolyzer") + example_yaml = "15_wind_solar_electrolyzer.yaml" + model = H2IntegrateModel(example_yaml) + + # Modify using csv + case_file = Path(__file__).resolve().parent / "test_inputs.csv" + cases = load_tech_config_cases(case_file) + with subtests.test("float"): + case = cases["Float Test"] + model = modify_tech_config(model, case) + model.run() + assert ( + pytest.approx(model.prob.get_val("finance_subgroup_hydrogen.LCOH")[0], rel=1e-3) + == 5.327792370180044 + ) + with subtests.test("bool"): + case = cases["Bool Test"] + model = modify_tech_config(model, case) + model.run() + assert ( + pytest.approx(model.prob.get_val("finance_subgroup_hydrogen.LCOH")[0], rel=1e-3) + == 5.226443205147294 + ) + with subtests.test("int"): + case = cases["Int Test"] + model = modify_tech_config(model, case) + model.run() + assert ( + pytest.approx(model.prob.get_val("finance_subgroup_hydrogen.LCOH")[0], rel=1e-3) + == 5.4601971211592115 + ) + with subtests.test("str"): + case = cases["Str Test"] + model = modify_tech_config(model, case) + model.run() + assert ( + pytest.approx(model.prob.get_val("finance_subgroup_hydrogen.LCOH")[0], rel=1e-3) + == 5.22644320514729 + ) From ee0d2a777af0a290a46599e3897e0bd533f6ee36 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Mon, 6 Oct 2025 23:16:10 -0600 Subject: [PATCH 26/79] Custom Finance Model (#247) * intermediate udpates to h2integrate_model for user defined custom finance models * added ability to have user defined custom finance model and showcased in example 8 * updated docs * updated CHANGELOG * Minor reordering in docs * Fix pre-commit spacing * simplified simple_lco finance model in example 8 * updated doc page based on feedback * updated example 8 test value because of prior changes to wind resource --------- Co-authored-by: John Jasa --- CHANGELOG.md | 1 + docs/finance_models/finance_index.md | 16 +++ ...ow_to_interface_with_user_defined_model.md | 26 +++-- .../08_wind_electrolyzer/plant_config.yaml | 60 +++++++---- .../user_finance_model/simple_lco.py | 102 ++++++++++++++++++ h2integrate/core/h2integrate_model.py | 78 +++++++++++--- tests/h2integrate/test_all_examples.py | 33 ++++++ 7 files changed, 271 insertions(+), 45 deletions(-) create mode 100644 examples/08_wind_electrolyzer/user_finance_model/simple_lco.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 66322d67e..fd51251bd 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -2,6 +2,7 @@ ## 0.4.x [TBD] - Added `tools/run_cases.py` with tools to run different `tech_config` cases from a spreadsheet, with new docs page to describe: docs/user_guide/how_to_run_several_cases_in_sequence.md +- Added capability for user-defined finance models in the H2Integrate framework ## 0.4.0 [October 1, 2025] diff --git a/docs/finance_models/finance_index.md b/docs/finance_models/finance_index.md index 5df3e83e9..043c2e0ae 100644 --- a/docs/finance_models/finance_index.md +++ b/docs/finance_models/finance_index.md @@ -19,3 +19,19 @@ The `commodity_type` and `description` are used in the finance model naming conv ## Currently supported general finance models - [``ProFastComp``](profastcomp:profastcompmodel): calculates levelized cost of commodity using ProFAST. + +## Custom finance models + +A general finance model can be defined similarly to a custom technology model. A custom finance model should be defined in the plant configuration file within the `finance_groups` section under `finance_parameters`. + +Below shows an example, similar to the [Wind Electrolyzer Example](https://github.com/NREL/H2Integrate/tree/develop/examples/08_wind_electrolyzer/) of how to define a custom finance model within the `plant_config.yaml` file: +```yaml +finance_parameters: + finance_groups: + my_finance_model: + finance_model: simple_lco_finance #this is the key to give it in for supported models + finance_model_class_name: SimpleLCOFinance #name of the finance class + finance_model_location: user_finance_model/simple_lco.py #filepath of the finance model relative to the plant_config.yaml file + model_inputs: #inputs for the finance model + discount_rate: 0.09 +``` diff --git a/docs/user_guide/how_to_interface_with_user_defined_model.md b/docs/user_guide/how_to_interface_with_user_defined_model.md index 75d349fa4..709894cd9 100644 --- a/docs/user_guide/how_to_interface_with_user_defined_model.md +++ b/docs/user_guide/how_to_interface_with_user_defined_model.md @@ -13,19 +13,29 @@ Users may want to: This feature allows any custom model that conforms to OpenMDAO standards and uses the appropriate configuration interfaces to be used within the H2Integrate ecosystem. -## Example: paper mill model +## Examples -To demonstrate this capability, we include a minimal example of a custom model: a **paper mill**. This example includes: +The models in the following two examples use standard H2Integrate configuration utilities and OpenMDAO components. + +```{note} +You can combine an existing H2Integrate model and a custom model for the same technology within a single analysis. For example, you can use a built-in performance model and a custom finance model for a given technology. +``` + +### Custom Technology Model Example: paper mill model + +To demonstrate this capability, we include a minimal example of a custom technology model: a **paper mill**. This example includes: - A `PaperMillPerformance` model that converts electricity input to paper output. - A `PaperMillCost` model that estimates capital and operational expenditures. -- A `PaperMillFinance` model that computes the levelized cost of paper production (LCOP). +- A `PaperMillFinance` technology finance model that computes the levelized cost of paper production (LCOP). -These models use standard H2Integrate configuration utilities and OpenMDAO components. +Refer to the [Paper Mill Model Example](https://github.com/NREL/H2Integrate/tree/develop/examples/06_custom_tech/) for a complete walkthrough. -```{note} -You can combine an H2Integrate model and a custom model for the same technology within a single analysis. -``` +### Custom General Finance Model Example: simple LCO finance model + +To demonstrate this capability, we include an example of a custom general finance model: a **simple LCO (levelized cost of) calculation** found in [Example 08: Wind Electrolyzer Example](https://github.com/NREL/H2Integrate/tree/develop/examples/08_wind_electrolyzer/). This example includes: +- A `SimpleLCOFinanceConfig`: configuration class that is populated with inputs specific to that finance model. +- A `SimpleLCOFinance` general finance model that computes the levelized cost of a commodity ## Key benefits @@ -65,8 +75,6 @@ After learning the basic structure from those models, you can follow these steps Your custom model cannot have the same name as an existing H2Integrate model. To remove ambiguity of which model would be used, an error will be raised if a custom model shares a name with an existing H2Integrate model. ``` -Refer to the [Paper Mill Model Example](https://github.com/NREL/H2Integrate/tree/develop/examples/06_custom_tech/) for a complete walkthrough. - This feature supports broader adoption of H2I by allowing integration with the tools and models users already trust. ```{note} diff --git a/examples/08_wind_electrolyzer/plant_config.yaml b/examples/08_wind_electrolyzer/plant_config.yaml index 6a06fc1a7..841d53674 100644 --- a/examples/08_wind_electrolyzer/plant_config.yaml +++ b/examples/08_wind_electrolyzer/plant_config.yaml @@ -34,6 +34,7 @@ technology_interconnections: [ ["wind", "electrolyzer", "electricity", "cable"], # etc ] + resource_to_tech_connections: [ # connect the wind resource to the wind technology ['wind_resource', 'wind', 'wind_resource_data'], @@ -41,28 +42,49 @@ resource_to_tech_connections: [ finance_parameters: finance_groups: - commodity: "hydrogen" - finance_model: "ProFastComp" - model_inputs: - params: - analysis_start_year: 2032 - installation_time: 36 # months - inflation_rate: 0.0 # 0 for nominal analysis - discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind - debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind - property_tax_and_insurance: 0.03 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf https://www.house.mn.gov/hrd/issinfo/clsrates.aspx - total_income_tax_rate: 0.308 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) - capital_gains_tax_rate: 0.15 # H2FAST default - sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ - debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind - debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH - loan_period_if_used: 0 # H2FAST default, not used for revolving debt - cash_onhand_months: 1 # H2FAST default - admin_expense: 0.00 # percent of sales H2FAST default - capital_items: + custom_model: + finance_model: simple_lco_finance + finance_model_class_name: SimpleLCOFinance + finance_model_location: user_finance_model/simple_lco.py + model_inputs: + discount_rate: 0.09 + profast_model: + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind + debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind + property_tax_and_insurance: 0.03 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + total_income_tax_rate: 0.257 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period_if_used: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + admin_expense: 0.00 # percent of sales H2FAST default + capital_items: depr_type: "MACRS" # can be "MACRS" or "Straight line" depr_period: 5 # 5 years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 refurb: [0.] + finance_subgroups: + electricity_profast: + commodity: "electricity" + finance_groups: ["profast_model"] + technologies: ["wind"] + electricity_custom: + commodity: "electricity" + finance_groups: ["custom_model"] + technologies: ["wind"] + hydrogen: + commodity: "hydrogen" + commodity_desc: "produced" + finance_groups: ["custom_model","profast_model"] + technologies: ["wind", "electrolyzer"] + cost_adjustment_parameters: cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year target_dollar_year: 2022 diff --git a/examples/08_wind_electrolyzer/user_finance_model/simple_lco.py b/examples/08_wind_electrolyzer/user_finance_model/simple_lco.py new file mode 100644 index 000000000..aba42b3a6 --- /dev/null +++ b/examples/08_wind_electrolyzer/user_finance_model/simple_lco.py @@ -0,0 +1,102 @@ +import numpy as np +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig +from h2integrate.core.validators import gt_zero, range_val + + +@define +class SimpleLCOFinanceConfig(BaseConfig): + discount_rate: float = field(validator=range_val(0, 1)) + plant_life: int = field(converter=int, validator=gt_zero) + + +class SimpleLCOFinance(om.ExplicitComponent): + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + self.options.declare("commodity_type", types=str) + self.options.declare("description", types=str, default="") + + def setup(self): + if self.options["commodity_type"] == "electricity": + commodity_units = "kW*h/year" + lco_units = "USD/kW/h" + else: + commodity_units = "kg/year" + lco_units = "USD/kg" + + # Make unique names for outputs + LCO_base_str = f"LCO{self.options['commodity_type'][0].upper()}" + self.output_txt = ( + self.options["commodity_type"].lower() + if self.options["description"] == "" + else f"{self.options['commodity_type'].lower()}_{self.options['description']}" + ) + self.LCO_str = ( + LCO_base_str + if self.options["description"] == "" + else f"{LCO_base_str}_{self.options['description']}" + ) + + # add inputs for commodity production and costs + self.add_input( + f"total_{self.options['commodity_type']}_produced", + val=0.0, + units=commodity_units, + ) + tech_config = self.tech_config = self.options["tech_config"] + for tech in tech_config: + self.add_input(f"capex_adjusted_{tech}", val=0.0, units="USD") + self.add_input(f"opex_adjusted_{tech}", val=0.0, units="USD/year") + + # add plant life to the input config dictionary + finance_config = self.options["plant_config"]["finance_parameters"]["model_inputs"] + finance_config.update({"plant_life": self.options["plant_config"]["plant"]["plant_life"]}) + + # initialize config + self.config = SimpleLCOFinanceConfig.from_dict(finance_config) + + # add outputs + self.add_output(self.LCO_str, val=0.0, units=lco_units) + self.add_output(f"total_capital_cost_{self.output_txt}", val=0.0, units="USD") + self.add_output( + f"annual_fixed_costs_{self.output_txt}", + val=0.0, + shape=self.config.plant_life, + units="USD", + ) + + def compute(self, inputs, outputs): + annual_output = float(inputs[f"total_{self.options['commodity_type']}_produced"][0]) + + total_capex = 0 + total_fixed_om = 0 + + for tech in self.tech_config: + tech_model_inputs = self.tech_config[tech].get("model_inputs") + if tech_model_inputs is None: + continue # Skip this tech if no model_inputs + one_time_capital_cost = float(inputs[f"capex_adjusted_{tech}"][0]) + fixed_om_cost_per_year = float(inputs[f"opex_adjusted_{tech}"][0]) + + total_capex += one_time_capital_cost + total_fixed_om += fixed_om_cost_per_year + + # initialize outputs per year + annual_production = np.zeros(self.config.plant_life) + annual_OM = np.zeros(self.config.plant_life) + + for y in range(self.config.plant_life): + denom = (1 + self.config.discount_rate) ** y + annual_production[y] = annual_output / denom + annual_OM[y] = total_fixed_om / denom + + lco = (total_capex + np.sum(annual_OM)) / np.sum(annual_production) + + # add outputs + outputs[self.LCO_str] = lco + outputs[f"total_capital_cost_{self.output_txt}"] = total_capex + outputs[f"annual_fixed_costs_{self.output_txt}"] = annual_OM diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index a5f61a7e8..ea4dc8f30 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -71,31 +71,40 @@ def load_config(self, config_file): self.tech_config_path = config_path.parent / config.get("technology_config") self.technology_config = load_tech_yaml(self.tech_config_path) self.plant_config = load_plant_yaml(config_path.parent / config.get("plant_config")) + self.plant_config_path = config_path.parent / config.get("plant_config") - def collect_custom_models(self): - """ - Collect custom models from the technology configuration. - - This method loads custom models from the specified directory and adds them to the + def create_custom_models(self, model_config, config_parent_path, model_types, prefix=""): + """This method loads custom models from the specified directory and adds them to the supported models dictionary. + + Args: + model_config (dict): dictionary containing models, such as + `technology_config["technologies"]` + config_parent_path (Path): parent path of the input file that `model_config` comes from. + Should either be `plant_config_path.parent` or `tech_config_path.parent` + model_types (list[str]): list of keynames to search for in `model_config.values()`. + Should be ["performance_model", "cost_model", "financial_model"] if `model_config` + is technology_config["technologies"]. + prefix (str, optional): Prefix of "model_class_name", "model_location" and "model". + Defaults to "". Should be "finance_" if looking for custom general finance models. """ - for tech_name, tech_config in self.technology_config["technologies"].items(): - for model_type in ["performance_model", "cost_model", "finance_model"]: - if model_type in tech_config: - model_name = tech_config[model_type].get("model") + for name, config in model_config.items(): + for model_type in model_types: + if model_type in config: + model_name = config[model_type].get(f"{prefix}model") if (model_name not in self.supported_models) and (model_name is not None): - model_class_name = tech_config[model_type].get("model_class_name") - model_location = tech_config[model_type].get("model_location") + model_class_name = config[model_type].get(f"{prefix}model_class_name") + model_location = config[model_type].get(f"{prefix}model_location") if not model_class_name or not model_location: raise ValueError( - f"Custom {model_type} for {tech_name} must specify " - "'model_class_name' and 'model_location'." + f"Custom {model_type} for {name} must specify " + f"'{prefix}model_class_name' and '{prefix}model_location'." ) # Resolve the full path of the model location - model_path = self.tech_config_path.parent / model_location + model_path = config_parent_path / model_location if not model_path.exists(): raise FileNotFoundError( @@ -113,11 +122,11 @@ def collect_custom_models(self): else: if ( - tech_config[model_type].get("model_class_name") is not None - or tech_config[model_type].get("model_location") is not None + config[model_type].get(f"{prefix}model_class_name") is not None + or config[model_type].get(f"{prefix}model_location") is not None ): msg = ( - f"Custom model_class_name or model_location " + f"Custom {prefix}model_class_name or {prefix}model_location " f"specified for '{model_name}', " f"but '{model_name}' is a built-in H2Integrate " "model. Using built-in model instead is not allowed. " @@ -126,6 +135,41 @@ def collect_custom_models(self): ) raise ValueError(msg) + def collect_custom_models(self): + """Collect custom models from the technology configuration and + general finance models found in the plant configuration. + """ + # check for custom technology models + self.create_custom_models( + self.technology_config["technologies"], + self.tech_config_path.parent, + ["performance_model", "cost_model", "finance_model"], + ) + + # check for custom finance models + if "finance_parameters" in self.plant_config: + finance_groups = self.plant_config["finance_parameters"]["finance_groups"] + + # check for single custom finance models + if "model_inputs" in finance_groups: + self.create_custom_models( + self.plant_config, + self.plant_config_path.parent, + ["finance_groups"], + prefix="finance_", + ) + + # check for named finance models + if any("model_inputs" in v for k, v in finance_groups.items()): + finance_model_names = [k for k, v in finance_groups.items() if "model_inputs" in v] + finance_groups_config = {"finance_groups": finance_groups} + self.create_custom_models( + finance_groups_config, + self.plant_config_path.parent, + finance_model_names, + prefix="finance_", + ) + def create_site_model(self): site_group = om.Group() diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index d3300fb80..ff48c2b85 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -710,6 +710,39 @@ def test_electrolyzer_om_example(subtests): assert pytest.approx(lcoh_with_lcoe_finance, rel=1e-5) == 8.00321771 +def test_wombat_electrolyzer_example(subtests): + # Change the current working directory to the example's directory + os.chdir(EXAMPLE_DIR / "08_wind_electrolyzer") + + # Create a H2Integrate model + model = H2IntegrateModel(Path.cwd() / "wind_plant_electrolyzer.yaml") + + model.run() + + lcoe_with_profast_model = model.prob.get_val( + "finance_subgroup_electricity_profast.LCOE", units="USD/MW/h" + )[0] + lcoe_with_custom_model = model.prob.get_val( + "finance_subgroup_electricity_custom.LCOE", units="USD/MW/h" + )[0] + + lcoh_with_custom_model = model.prob.get_val( + "finance_subgroup_hydrogen.LCOH_produced_custom_model", units="USD/kg" + )[0] + lcoh_with_profast_model = model.prob.get_val( + "finance_subgroup_hydrogen.LCOH_produced_profast_model", units="USD/kg" + )[0] + + with subtests.test("Check LCOH from custom model"): + assert pytest.approx(lcoh_with_custom_model, rel=1e-5) == 4.19232346 + with subtests.test("Check LCOH from ProFAST model"): + assert pytest.approx(lcoh_with_profast_model, rel=1e-5) == 5.32632237 + with subtests.test("Check LCOE from custom model"): + assert pytest.approx(lcoe_with_custom_model, rel=1e-5) == 51.17615298 + with subtests.test("Check LCOE from ProFAST model"): + assert pytest.approx(lcoe_with_profast_model, rel=1e-5) == 59.0962084 + + def test_wind_battery_dispatch_example(subtests): # Change the current working directory to the example's directory os.chdir(EXAMPLE_DIR / "19_wind_battery_dispatch") From d18a47c8b487e91a458da15026d1bb060e7ec2f1 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Mon, 6 Oct 2025 23:41:32 -0600 Subject: [PATCH 27/79] Throw error for missing resource or missing resource connection (#284) * added errors for missing resource connection or missing resource * indented assert statements in new tests * Minor error message updates --------- Co-authored-by: John Jasa --- h2integrate/core/h2integrate_model.py | 35 +++++++++++ h2integrate/core/test/test_framework.py | 84 +++++++++++++++++++++++++ 2 files changed, 119 insertions(+) diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index ea4dc8f30..105524f10 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -737,6 +737,41 @@ def connect_technologies(self): resource_to_tech_connections = self.plant_config.get("resource_to_tech_connections", []) + resource_models = self.plant_config.get("site", {}).get("resources", {}) + resource_source_connections = [c[0] for c in resource_to_tech_connections] + # Check if there is a missing resource to tech connection or missing resource model + if len(resource_models) != len(resource_source_connections): + if len(resource_models) > len(resource_source_connections): + # more resource models than resources connected to technologies + non_connected_resource = [ + k for k in resource_models if k not in resource_source_connections + ] + # check if theres a resource model that isn't connected to a technology + if len(non_connected_resource) > 0: + msg = ( + "Some resources are not connected to a technology. Resource models " + f"{non_connected_resource} are not included in " + "`resource_to_tech_connections`. Please connect these resources " + "to their technologies under `resource_to_tech_connections` in " + "the plant config file." + ) + raise ValueError(msg) + if len(resource_source_connections) > len(resource_models): + # more resources connected than resource models + missing_resource = [ + k for k in resource_source_connections if k not in resource_models + ] + # check if theres a resource model that isn't connected to a technology + if len(missing_resource) > 0: + msg = ( + "Missing resource(s) are not defined but are connected to a technology. " + f"Missing resource(s) are {missing_resource}. " + "Please check ``resource_to_tech_connections`` in the plant config file " + "or add the missing resources" + " to plant_config['site']['resources']." + ) + raise ValueError(msg) + for connection in resource_to_tech_connections: if len(connection) != 3: err_msg = f"Invalid resource to tech connection: {connection}" diff --git a/h2integrate/core/test/test_framework.py b/h2integrate/core/test/test_framework.py index ac6b6387f..00e6e8898 100644 --- a/h2integrate/core/test/test_framework.py +++ b/h2integrate/core/test/test_framework.py @@ -191,3 +191,87 @@ def test_technology_connections(): # Clean up temporary YAML files temp_plant_config.unlink(missing_ok=True) temp_highlevel_yaml.unlink(missing_ok=True) + + +def test_resource_connection_error_missing_connection(): + os.chdir(examples_dir / "08_wind_electrolyzer") + + # Path to the original plant_config.yaml and high-level yaml in the example directory + orig_plant_config = Path.cwd() / "plant_config.yaml" + temp_plant_config = Path.cwd() / "temp_plant_config.yaml" + orig_highlevel_yaml = Path.cwd() / "wind_plant_electrolyzer.yaml" + temp_highlevel_yaml = Path.cwd() / "temp_08_wind_electrolyzer.yaml" + + shutil.copy(orig_plant_config, temp_plant_config) + shutil.copy(orig_highlevel_yaml, temp_highlevel_yaml) + + # Load the plant_config YAML content + plant_config_data = load_plant_yaml(temp_plant_config) + + # Remove resource to tech connection + plant_config_data.pop("resource_to_tech_connections") + + # Save the modified tech_config YAML back + with temp_plant_config.open("w") as f: + yaml.safe_dump(plant_config_data, f) + + # Load the high-level YAML content + with temp_highlevel_yaml.open() as f: + highlevel_data = yaml.safe_load(f) + + # Modify the high-level YAML to point to the temp tech_config file + highlevel_data["plant_config"] = str(temp_plant_config.name) + + # Save the modified high-level YAML back + with temp_highlevel_yaml.open("w") as f: + yaml.safe_dump(highlevel_data, f) + + with pytest.raises(ValueError) as excinfo: + H2IntegrateModel(temp_highlevel_yaml) + assert "Resource models ['wind_resource'] are not in" in str(excinfo.value) + + # Clean up temporary YAML files + temp_plant_config.unlink(missing_ok=True) + temp_highlevel_yaml.unlink(missing_ok=True) + + +def test_resource_connection_error_missing_resource(): + os.chdir(examples_dir / "08_wind_electrolyzer") + + # Path to the original plant_config.yaml and high-level yaml in the example directory + orig_plant_config = Path.cwd() / "plant_config.yaml" + temp_plant_config = Path.cwd() / "temp_plant_config.yaml" + orig_highlevel_yaml = Path.cwd() / "wind_plant_electrolyzer.yaml" + temp_highlevel_yaml = Path.cwd() / "temp_08_wind_electrolyzer.yaml" + + shutil.copy(orig_plant_config, temp_plant_config) + shutil.copy(orig_highlevel_yaml, temp_highlevel_yaml) + + # Load the plant_config YAML content + plant_config_data = load_plant_yaml(temp_plant_config) + + # Remove resource + plant_config_data["site"]["resources"].pop("wind_resource") + + # Save the modified tech_config YAML back + with temp_plant_config.open("w") as f: + yaml.safe_dump(plant_config_data, f) + + # Load the high-level YAML content + with temp_highlevel_yaml.open() as f: + highlevel_data = yaml.safe_load(f) + + # Modify the high-level YAML to point to the temp tech_config file + highlevel_data["plant_config"] = str(temp_plant_config.name) + + # Save the modified high-level YAML back + with temp_highlevel_yaml.open("w") as f: + yaml.safe_dump(highlevel_data, f) + + with pytest.raises(ValueError) as excinfo: + H2IntegrateModel(temp_highlevel_yaml) + assert "Missing resource(s) are ['wind_resource']." in str(excinfo.value) + + # Clean up temporary YAML files + temp_plant_config.unlink(missing_ok=True) + temp_highlevel_yaml.unlink(missing_ok=True) From bbe15280a6c22ff27cd6da41f274e64c95282a64 Mon Sep 17 00:00:00 2001 From: kbrunik Date: Tue, 7 Oct 2025 09:04:47 -0500 Subject: [PATCH 28/79] minor clean up --- .../plant_config_co2h.yaml | 11 - .../tech_config_co2h.yaml | 9 - .../tech_inputs/hopp_config.yaml | 21 +- ...29.2_-94.6_windtoolkit_2013_60min_100m.srw | 8765 ----------------- ...29.2_-94.6_windtoolkit_2013_60min_120m.srw | 8765 ----------------- h2integrate/storage/co2/tank_baseclass.py | 74 - 6 files changed, 2 insertions(+), 17643 deletions(-) delete mode 100644 examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_100m.srw delete mode 100644 examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_120m.srw delete mode 100644 h2integrate/storage/co2/tank_baseclass.py diff --git a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml index 3d5426462..9b83cb92b 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml @@ -17,17 +17,6 @@ site: } ] - resources: - # probably want to pre-load wind and solar data for this site - # but also want to figure out why the API call isn't working - wind_resource: # API call isn't working right now (ask Elenya) - resource_model: "wind_toolkit_v2_api" - resource_parameters: - resource_year: 2012 - -# array of arrays containing left-to-right technology -# interconnections; can support bidirectional connections -# with the reverse definition. # this will naturally grow as we mature the interconnected tech technology_interconnections: [ ["hopp", "electricity_splitter", "electricity", "cable"], diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index 2e127c56a..02358d7fe 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -8,9 +8,6 @@ technologies: config: !include tech_inputs/hopp_config.yaml cost_model: model: "hopp" - financial_model: - group: "1" - electrolyzer_rating: 300. # MW model_inputs: cost_parameters: cost_year: 2019 @@ -25,8 +22,6 @@ technologies: model: "eco_pem_electrolyzer_performance" cost_model: model: "singlitico_electrolyzer_cost" - financial_model: - group: "1" model_inputs: shared_parameters: location: "onshore" @@ -78,8 +73,6 @@ technologies: model: "direct_ocean_capture_performance" cost_model: model: "direct_ocean_capture_cost" - financial_model: - group: "1" model_inputs: shared_parameters: power_single_ed_w: 2858628.25565643 # W @@ -132,8 +125,6 @@ technologies: model: "co2h_methanol_plant_performance" cost_model: model: "co2h_methanol_plant_cost" - financial_model: - group: "1" model_inputs: shared_parameters: plant_capacity_kgpy: 94731053.0605257 diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml index 69ff4dd17..8a33d84fa 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/hopp_config.yaml @@ -1,4 +1,4 @@ -site: #!include flatirons_site.yaml +site: data: lat: 29.2 lon: -94.6 @@ -31,31 +31,14 @@ technologies: wind: num_turbines: 24 turbine_rating_kw: 15000.0 - model_name: pysam #floris + model_name: pysam timestep: [0, 8760] - # floris_config: !include floris_input_lbw_6MW.yaml fin_model: !include default_fin_config.yaml grid: interconnect_kw: 360000 # Set higher than rated generation capacity fin_model: !include default_fin_config.yaml config: - simulation_options: - cache: true - wind: - skip_financial: false - dispatch_options: - battery_dispatch: load_following_heuristic # load_following_heuristic #heuristic - solver: cbc - n_look_ahead_periods: 48 - grid_charging: false - pv_charging_only: false - include_lifecycle_count: false cost_info: wind_installed_cost_mw: 1380000 # (2022USD) 2025 costs in 2022 USD from NREL 2024 ATB for land-based wind. 2025 used as an overnight-capex lock-in date for 2030 operation - solar_installed_cost_mw: 1323000 # (2022USD) 2025 costs in 2022 USD from NREL 2024 ATB for utility-scale pv. 2025 used as an overnight-capex lock-in date for 2030 operation - storage_installed_cost_mwh: 310000 # (2022USD) 2025 costs in 2022 USD from NREL 2024 ATB for utility-scale battery storage. 2025 used as an overnight-capex lock-in date for 2030 operation - storage_installed_cost_mw: 311000 # (2022USD) 2025 costs in 2022 USD from NREL 2024 ATB for utility-scale battery storage. 2025 used as an overnight-capex lock-in date for 2030 operation wind_om_per_kw: 29 # (2022USD) 2030 costs in 2022 USD from 2024 ATB for land-based wind - pv_om_per_kw: 18 # (2022USD) 2030 costs in 2022 USD from NREL 2024 ATB for utility-scale PV - battery_om_per_kw: 15.525 # (2022USD) based on 2.5 percent of battery capex/kW for a 1-hour battery using both power and energy costs above diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_100m.srw b/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_100m.srw deleted file mode 100644 index a1a04d5ef..000000000 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_inputs/weather/wind/29.2_-94.6_windtoolkit_2013_60min_100m.srw +++ /dev/null @@ -1,8765 +0,0 @@ -1379078,city??,state??,country??,2013,29.2054595947,-94.593170166,Not Available,1,8760 -WIND Toolkit data from NREL downloaded on 2025-8-5 -Temperature,Pressure,Speed,Direction -C,atm,m/s,Degrees -100,100,100,100 -20.1,0.99,12.400,179.6 -20.3,0.99,13.320,183.3 -20.2,0.99,13.250,187.3 -20.2,0.99,13.070,188.0 -20.2,0.99,13.430,187.3 -20.1,0.99,12.300,192.0 -20.4,0.99,11.630,184.2 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- self.options.declare("tech_config", types=dict) - - def setup(self): - config_details = self.options["tech_config"]["details"] - self.add_input( - "co2_in", - val=0.0, - shape_by_conn=True, - copy_shape="co2_out", - units="kg/h", - desc="CO2 input over a year", - ) - self.add_input("initial_co2", val=0.0, units="kg", desc="Initial amount of co2 in the tank") - self.add_input( - "total_capacity", - val=float(config_details["total_capacity"]), - units="kg", - desc="Total storage capacity", - ) - self.add_input( - "co2_out", - val=0.0, - shape_by_conn=True, - copy_shape="co2_in", - units="kg/h", - desc="CO2 output over a year", - ) - self.add_output( - "stored_co2", - val=0.0, - shape_by_conn=True, - copy_shape="co2_in", - units="kg", - desc="Amount of co2 stored", - ) - - def compute(self, inputs, outputs): - initial_co2 = inputs["initial_co2"] - co2_in = inputs["co2_in"] - co2_out = inputs["co2_out"] - - outputs["stored_co2"] = initial_co2 + co2_in - co2_out - - -@define -class TankCostModelConfig(CostModelBaseConfig): - total_capacity: float = field() - - -class CO2TankCostModel(CostModelBaseClass): - def setup(self): - self.config = TankCostModelConfig.from_dict(self.options["tech_config"]["details"]) - super().setup() - self.add_input( - "total_capacity", - val=self.config.total_capacity, - units="kg", - desc="Total storage capacity", - ) - - def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - outputs["CapEx"] = inputs["total_capacity"] * 0.1 - outputs["OpEx"] = inputs["total_capacity"] * 0.01 From c7f279d429f6a4bb689e0aa8058a467dffeb8036 Mon Sep 17 00:00:00 2001 From: kbrunik Date: Tue, 7 Oct 2025 09:12:45 -0500 Subject: [PATCH 29/79] minor clean up --- .../03_methanol/smr/plant_config_smr.yaml | 2 - .../co2/marine/direct_ocean_capture.py | 1 - .../29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv | 8762 ----------------- 3 files changed, 8765 deletions(-) delete mode 100644 resource_files/wind/29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv diff --git a/examples/03_methanol/smr/plant_config_smr.yaml b/examples/03_methanol/smr/plant_config_smr.yaml index 6100bdd77..e39c23243 100644 --- a/examples/03_methanol/smr/plant_config_smr.yaml +++ b/examples/03_methanol/smr/plant_config_smr.yaml @@ -52,8 +52,6 @@ finance_parameters: capital_items: depr_type: "MACRS" # can be "MACRS" or "Straight line" depr_period: 5 # 5 y - options: - commodity: "methanol" cost_adjustment_parameters: cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year target_dollar_year: 2022 diff --git a/h2integrate/converters/co2/marine/direct_ocean_capture.py b/h2integrate/converters/co2/marine/direct_ocean_capture.py index c1903bcb9..05116d9e8 100644 --- a/h2integrate/converters/co2/marine/direct_ocean_capture.py +++ b/h2integrate/converters/co2/marine/direct_ocean_capture.py @@ -78,7 +78,6 @@ class DOCPerformanceModel(MarineCarbonCapturePerformanceBaseClass): Computes: - co2_out: Hourly CO2 capture rate (kg/h) - co2_capture_mtpy: Annual CO2 capture (t/year) - - co2_capture_kgpy: Annual CO2 capture (kg/year) - total_tank_volume_m3: Total tank volume (m^3) - plant_mCC_capacity_mtph: Plant carbon capture capacity (t/h) """ diff --git a/resource_files/wind/29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv b/resource_files/wind/29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv deleted file mode 100644 index d4a3ab279..000000000 --- a/resource_files/wind/29.2_-94.6_2012_wtk_v2_60min_utc_tz.csv +++ /dev/null @@ -1,8762 +0,0 @@ -SiteID,1379078,Site Timezone,-6,Data Timezone,0,Longitude,-94.593170166,Latitude,29.2054595947 -Year,Month,Day,Hour,Minute,surface air pressure (Pa),air pressure at 100m (Pa),air pressure at 200m (Pa),relative humidity at 2m (%),surface precipitation rate (mm/h),wind speed at 10m (m/s),wind speed at 40m (m/s),wind speed at 60m (m/s),wind speed at 80m (m/s),wind speed at 100m (m/s),wind speed at 120m (m/s),wind speed at 140m (m/s),wind speed at 160m (m/s),wind speed at 200m (m/s),wind direction at 10m (deg),wind 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-2012,1,11,11,30,101210,100000,98820,72.69,0,5.82,6.16,6.23,6.2700000000000005,6.29,6.3,6.3100000000000005,6.33,6.38,274.34000000000003,273.88,273.55,273.21,272.85,272.52,272.15,271.8,271.09000000000003,13.870000000000001,13.43,13.23,13.030000000000001,12.84,12.66,12.47,12.290000000000001,11.92,N/A,N/A -2012,1,11,12,30,101220,100010,98840,74.04,0,5.62,5.95,6.03,6.07,6.09,6.11,6.13,6.15,6.2,270.22,269.78000000000003,269.48,269.17,268.86,268.57,268.25,267.95,267.31,14.22,13.8,13.6,13.4,13.200000000000001,13.02,12.83,12.64,12.27,N/A,N/A -2012,1,11,13,30,101200,99990,98820,72.61,0,5.97,6.3500000000000005,6.44,6.48,6.5200000000000005,6.54,6.5600000000000005,6.58,6.63,269.57,269.21,268.95,268.7,268.44,268.18,267.89,267.62,266.96,14.59,14.17,13.98,13.780000000000001,13.58,13.4,13.200000000000001,13.02,12.65,N/A,N/A 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-2012,1,12,19,30,102200,100950,99740,56.36,0,12.200000000000001,13.22,13.5,13.65,13.75,13.83,13.870000000000001,13.91,13.96,339.06,339.19,339.28000000000003,339.36,339.43,339.5,339.57,339.64,339.76,9.040000000000001,8.26,7.98,7.73,7.5,7.3,7.08,6.87,6.47,N/A,N/A -2012,1,12,20,30,102220,100970,99760,53.95,0,11.26,12.15,12.4,12.530000000000001,12.620000000000001,12.68,12.72,12.76,12.8,338.94,338.92,338.91,338.89,338.88,338.86,338.85,338.83,338.8,9.32,8.57,8.3,8.06,7.83,7.62,7.4,7.2,6.79,N/A,N/A -2012,1,12,21,30,102220,100970,99760,51.77,0,10.93,11.77,12,12.120000000000001,12.200000000000001,12.26,12.290000000000001,12.32,12.36,339.72,339.58,339.48,339.39,339.3,339.22,339.15000000000003,339.08,338.93,9.44,8.72,8.45,8.21,7.98,7.78,7.5600000000000005,7.36,6.95,N/A,N/A 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-2012,1,13,2,30,102440,101190,99970,51.85,0,9.49,10.13,10.290000000000001,10.370000000000001,10.42,10.450000000000001,10.47,10.48,10.49,342.01,341.71,341.51,341.34000000000003,341.19,341.04,340.89,340.76,340.49,8.61,7.9,7.63,7.390000000000001,7.16,6.96,6.74,6.54,6.140000000000001,N/A,N/A -2012,1,13,3,30,102480,101230,100010,50.27,0,9.6,10.25,10.41,10.48,10.53,10.56,10.57,10.58,10.59,344.85,344.65000000000003,344.54,344.43,344.33,344.25,344.16,344.08,343.92,8.290000000000001,7.5600000000000005,7.29,7.0600000000000005,6.83,6.62,6.4,6.2,5.8,N/A,N/A -2012,1,13,4,30,102510,101250,100030,52.86,0,8.5,9.03,9.16,9.22,9.25,9.28,9.290000000000001,9.3,9.3,345.12,345.24,345.31,345.35,345.40000000000003,345.45,345.49,345.53000000000003,345.6,8.11,7.41,7.140000000000001,6.9,6.68,6.47,6.26,6.05,5.65,N/A,N/A 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-2012,1,13,20,30,102720,101470,100260,44.74,0,2.2800000000000002,2.38,2.4,2.41,2.43,2.44,2.45,2.46,2.48,4.8,3.17,2.15,1.21,0.34,359.54,358.75,358.02,356.63,9.88,9.39,9.17,8.96,8.75,8.56,8.35,8.16,7.76,N/A,N/A -2012,1,13,21,30,102710,101470,100250,39.92,0,2.89,3.0100000000000002,3.0300000000000002,3.04,3.0500000000000003,3.0500000000000003,3.06,3.06,3.0700000000000003,354.25,353.98,353.8,353.63,353.48,353.34000000000003,353.19,353.04,352.73,10.41,9.92,9.71,9.5,9.290000000000001,9.1,8.89,8.700000000000001,8.31,N/A,N/A -2012,1,13,22,30,102680,101440,100230,46.65,0,1.62,1.71,1.75,1.78,1.81,1.83,1.86,1.8800000000000001,1.93,333.59000000000003,333.1,332.77,332.45,332.14,331.87,331.59000000000003,331.33,330.82,10.71,10.25,10.040000000000001,9.83,9.63,9.44,9.23,9.040000000000001,8.65,N/A,N/A 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-2012,1,17,2,30,101910,100720,99560,91.11,0,8.32,10.35,11.33,12.39,13.33,14.200000000000001,14.94,15.6,16.64,167.79,168.52,169.19,170.23,171.29,172.4,173.62,174.78,179.14000000000001,17.94,18.07,18.16,18.41,18.61,18.8,18.91,18.990000000000002,19.2,N/A,N/A -2012,1,17,3,30,101890,100700,99540,91.25,0,7.28,9.32,10.290000000000001,11.33,12.32,13.27,14.16,14.97,16.12,161.97,164.12,165.78,167.83,169.74,171.57,173.22,174.73,177.23,17.93,18.03,18.04,18.04,18.16,18.35,18.54,18.72,18.81,N/A,N/A -2012,1,17,4,30,101880,100680,99530,91.14,0,7.5200000000000005,9.5,10.46,11.47,12.41,13.290000000000001,14.21,15.09,16.48,168.98,170.34,171.33,172.53,173.72,174.89000000000001,176.14000000000001,177.35,179.27,17.93,18.03,18.01,17.96,18.03,18.14,18.36,18.580000000000002,18.71,N/A,N/A 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-2012,1,26,20,30,101520,100310,99130,74.06,0,7.65,8.24,8.39,8.48,8.540000000000001,8.58,8.620000000000001,8.64,8.68,289.08,289.23,289.31,289.37,289.43,289.49,289.54,289.59000000000003,289.69,14.48,14.02,13.81,13.61,13.4,13.21,13,12.8,12.41,N/A,N/A -2012,1,26,21,30,101540,100330,99150,71.81,0,6.75,7.29,7.46,7.5600000000000005,7.640000000000001,7.71,7.7700000000000005,7.82,7.9,300.62,301.28000000000003,301.61,301.89,302.14,302.36,302.58,302.76,303.12,14.94,14.52,14.32,14.120000000000001,13.91,13.73,13.52,13.33,12.93,N/A,N/A -2012,1,26,22,30,101560,100350,99170,72.62,0,10.56,11.61,11.9,12.07,12.19,12.280000000000001,12.34,12.4,12.48,314.74,314.81,314.84000000000003,314.87,314.91,314.93,314.96,314.99,315.05,15.280000000000001,14.84,14.63,14.42,14.22,14.02,13.82,13.620000000000001,13.23,N/A,N/A 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-2012,1,27,5,30,101830,100620,99440,78.33,0,3.04,3.13,3.12,3.1,3.08,3.06,3.0300000000000002,3.0100000000000002,2.97,347.62,345.85,344.64,343.42,342.21,341.11,339.81,338.59000000000003,335.88,15.13,14.76,14.57,14.38,14.19,14.01,13.8,13.620000000000001,13.24,N/A,N/A -2012,1,27,6,30,101880,100660,99490,80.5,0,2.62,2.64,2.61,2.56,2.5100000000000002,2.46,2.4,2.33,2.18,38.01,37.45,36.99,36.49,35.93,35.39,34.62,33.83,31.470000000000002,14.530000000000001,14.15,13.96,13.77,13.57,13.39,13.19,13.01,12.620000000000001,N/A,N/A -2012,1,27,7,30,101920,100710,99520,81.99,0,1.79,1.77,1.73,1.68,1.6300000000000001,1.58,1.53,1.47,1.36,28.37,26.46,25.25,23.94,22.3,20.72,18.19,15.44,4.97,14.26,13.88,13.700000000000001,13.5,13.31,13.13,12.94,12.75,12.39,N/A,N/A 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-2012,2,2,17,30,101960,100760,99600,95.07000000000001,0,3.64,4.25,4.5600000000000005,4.88,5.11,5.29,5.38,5.44,5.39,109.14,108.24000000000001,108.04,108.24000000000001,109.48,111.16,113.42,115.63,121.19,17.89,17.71,17.67,17.66,17.63,17.6,17.56,17.54,17.66,N/A,N/A -2012,2,2,18,30,101940,100740,99580,95.85000000000001,0,4.42,4.78,5.11,5.8100000000000005,6.23,6.5,6.5600000000000005,6.59,6.58,106.33,106.55,106.64,106.74000000000001,107.32000000000001,108.09,109.99000000000001,111.89,116.21000000000001,18.03,17.77,17.71,17.740000000000002,17.78,17.82,17.78,17.73,17.7,N/A,N/A -2012,2,2,19,30,101910,100710,99550,96.41,0,4.16,4.54,4.9,5.6000000000000005,6.05,6.37,6.66,6.92,7.24,105.21000000000001,106.10000000000001,107.84,111.36,114.11,116.33,118.72,120.97,125.31,18.19,17.92,17.81,17.740000000000002,17.75,17.79,17.85,17.91,17.900000000000002,N/A,N/A 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-2012,2,4,7,30,101700,100510,99360,95.14,0.4,4.75,6.25,7.0200000000000005,7.9,8.870000000000001,9.93,10.32,10.53,10.55,142.16,143.05,144.04,145.72,148.5,152,159.39000000000001,166.79,172.86,19.12,19.11,19.07,19.01,18.72,18.330000000000002,18.76,19.330000000000002,20.71,N/A,N/A -2012,2,4,8,30,101710,100520,99380,95.47,0.4,4.8100000000000005,6.36,7.22,8.3,9.38,10.47,10.85,10.99,10.450000000000001,144.67000000000002,146.46,148.26,151.20000000000002,154.42000000000002,157.87,162.89000000000001,167.66,172.29,19.04,19.080000000000002,19.06,19,18.77,18.46,18.66,18.990000000000002,20.42,N/A,N/A -2012,2,4,9,30,101730,100540,99390,95.26,0.4,5.01,6.7,7.54,8.42,9.22,9.97,10.02,9.950000000000001,10.07,154.62,158.49,161.6,165.65,169.94,174.37,176.27,177.56,179.71,19.080000000000002,18.94,18.72,18.36,17.94,17.490000000000002,18.88,20.35,21.240000000000002,N/A,N/A -2012,2,4,10,30,101730,100540,99390,95.94,0.4,4.04,5.92,6.99,8.13,8.92,9.46,9.5,9.42,9.33,162.65,165.27,167.32,169.84,172.62,175.44,178.38,180.99,183.29,18.96,18.75,18.57,18.32,18.21,18.150000000000002,19.3,20.580000000000002,20.78,N/A,N/A -2012,2,4,11,30,101750,100560,99420,96.57000000000001,0,3.52,5.33,6.4,7.55,8.26,8.65,8.66,8.61,8.6,166.62,169.42000000000002,172.51,177.6,180.96,183.06,183.92000000000002,184.43,184.36,18.84,18.73,18.61,18.46,18.43,18.46,19.830000000000002,21.27,20.91,N/A,N/A -2012,2,4,12,30,101770,100580,99430,97.16,0.7000000000000001,3.6,5.26,6.140000000000001,6.890000000000001,7.49,7.97,8.290000000000001,8.56,8.83,175.91,182.21,186.19,189.32,191.99,194.32,195.24,195.84,196.87,18.7,18.43,18.03,17.31,17.82,18.95,19.86,20.61,20.8,N/A,N/A -2012,2,4,13,30,101820,100630,99470,97.64,0,0.51,1.29,1.8800000000000001,2.36,2.7600000000000002,3.09,3.5300000000000002,4.0200000000000005,5.58,191.85,179.20000000000002,173.23,179.83,185.20000000000002,189.6,193.17000000000002,196.56,203.51,18.75,18.68,18.580000000000002,18.47,18.35,18.23,18.14,18.080000000000002,18.67,N/A,N/A -2012,2,4,14,30,101900,100710,99550,98.32000000000001,0,1.12,1.48,1.52,1.54,1.6,1.67,1.82,1.98,2.46,290.03000000000003,281.81,277.2,273.75,270.73,267.94,262.21,255.98000000000002,243.31,18.61,18.580000000000002,18.54,18.47,18.39,18.31,18.240000000000002,18.18,18.07,N/A,N/A -2012,2,4,15,30,101940,100740,99590,98.87,0,0.8,0.86,0.7000000000000001,0.49,0.27,0.13,0.26,0.58,1.1,86.62,84.28,85.25,88.57000000000001,127.4,159.36,184.70000000000002,233.4,237.5,18.5,18.45,18.41,18.38,18.330000000000002,18.28,18.240000000000002,18.2,18.06,N/A,N/A -2012,2,4,16,30,101950,100750,99600,98.73,0,0.8,1.1300000000000001,1.28,1.56,1.81,2.0300000000000002,2.11,2.17,2.23,17.44,342.75,324.53000000000003,312.3,303.64,297.47,294.64,292.61,287.88,18.59,18.650000000000002,18.650000000000002,18.63,18.59,18.53,18.44,18.35,18.17,N/A,N/A -2012,2,4,17,30,101940,100750,99590,99.01,0,1.07,1.44,1.46,1.44,1.3800000000000001,1.3,1.27,1.24,1.21,33.3,21.28,13.34,5.5600000000000005,356.34000000000003,347.21,342.89,339.89,334.97,18.6,18.57,18.55,18.51,18.46,18.400000000000002,18.32,18.23,18.06,N/A,N/A -2012,2,4,18,30,101960,100760,99610,99.31,0,2.19,2.73,2.83,2.69,2.62,2.58,2.3000000000000003,2.04,1.6300000000000001,21.69,15.56,11.93,9.3,7.54,6.23,3.46,0.9,352.42,18.5,18.43,18.39,18.34,18.26,18.18,18.12,18.06,17.96,N/A,N/A -2012,2,4,19,30,101960,100760,99610,99.32000000000001,0,3.1,3.5100000000000002,3.67,3.7800000000000002,3.74,3.63,3.49,3.37,3.0500000000000003,14.32,14.6,14.31,13.44,12.530000000000001,11.66,11.02,10.450000000000001,8.120000000000001,18.42,18.26,18.26,18.330000000000002,18.28,18.18,18.080000000000002,18,17.85,N/A,N/A -2012,2,4,20,30,101930,100740,99580,99.33,0,2.4,3.0500000000000003,3.35,3.49,3.54,3.56,3.48,3.39,3.22,26.43,26.05,25.12,23.35,21.46,19.59,17.63,15.85,11.65,18.14,18.39,18.46,18.38,18.3,18.23,18.14,18.06,17.87,N/A,N/A -2012,2,4,21,30,101900,100710,99560,99.35000000000001,0,2.34,3.06,3.37,3.45,3.49,3.52,3.54,3.56,3.6,53.480000000000004,50.74,48.04,44.43,40.37,36.25,32.05,28.2,20.76,17.82,18.48,18.72,18.67,18.63,18.61,18.56,18.5,18.35,N/A,N/A -2012,2,4,22,30,101890,100690,99540,99.24000000000001,0,2.2600000000000002,2.7600000000000002,2.91,2.84,2.81,2.8000000000000003,2.8000000000000003,2.82,2.85,92.03,80.57000000000001,73.03,66.85,60.29,53.79,47,40.78,28.76,17.21,18.26,18.69,18.7,18.71,18.73,18.72,18.71,18.61,N/A,N/A -2012,2,4,23,30,101920,100720,99560,99.21000000000001,0,0.21,0.56,0.93,1.4000000000000001,1.83,2.19,2.52,2.82,3.33,44.12,42.54,38.15,20.26,8.43,1.24,356.81,353.06,348.23,17.02,16.84,17.05,17.66,17.94,18.06,18.03,17.97,17.71,N/A,N/A -2012,2,5,0,30,101970,100770,99600,98.93,0,4.26,5.25,5.75,6.21,6.5600000000000005,6.8500000000000005,7.04,7.21,7.3500000000000005,322.79,327.29,329.65000000000003,331.7,333.32,334.66,335.88,336.98,339.08,17.42,17.38,17.37,17.32,17.240000000000002,17.13,16.990000000000002,16.85,16.53,N/A,N/A -2012,2,5,1,30,102020,100810,99650,82.58,0,8.81,9.52,9.66,9.71,9.72,9.71,9.69,9.66,9.61,338.57,338.92,339.17,339.43,339.7,339.97,340.32,340.68,341.84000000000003,17.19,16.84,16.66,16.46,16.27,16.09,15.89,15.71,15.34,N/A,N/A -2012,2,5,2,30,102080,100880,99700,80.68,0,9.26,10.03,10.19,10.25,10.28,10.28,10.26,10.24,10.17,346.48,346.73,346.87,347.02,347.17,347.32,347.51,347.69,348.18,16.740000000000002,16.35,16.16,15.96,15.76,15.58,15.38,15.19,14.81,N/A,N/A -2012,2,5,3,30,102120,100910,99730,78.88,0,9.34,10.1,10.27,10.34,10.38,10.39,10.39,10.370000000000001,10.33,354.47,354.85,355.06,355.28000000000003,355.5,355.71,355.95,356.17,356.72,16.41,16,15.8,15.6,15.4,15.21,15.01,14.82,14.44,N/A,N/A -2012,2,5,4,30,102130,100920,99740,76.47,0,9.15,9.9,10.06,10.13,10.17,10.19,10.200000000000001,10.200000000000001,10.19,4.0600000000000005,4.15,4.21,4.26,4.33,4.4,4.49,4.59,4.87,16.11,15.68,15.47,15.27,15.07,14.89,14.69,14.5,14.11,N/A,N/A -2012,2,5,5,30,102130,100910,99740,74.07000000000001,0,8.43,9.1,9.25,9.33,9.38,9.41,9.43,9.450000000000001,9.48,7.51,7.73,7.86,7.98,8.1,8.22,8.370000000000001,8.5,8.84,16.06,15.63,15.43,15.23,15.030000000000001,14.85,14.65,14.46,14.07,N/A,N/A -2012,2,5,6,30,102170,100960,99790,73.51,0,8.370000000000001,9.05,9.21,9.290000000000001,9.33,9.36,9.370000000000001,9.38,9.38,358.57,358.81,358.99,359.18,359.35,359.52,359.69,359.86,0.24,16.15,15.73,15.530000000000001,15.33,15.13,14.94,14.73,14.540000000000001,14.15,N/A,N/A -2012,2,5,7,30,102210,101000,99820,74.22,0,8.36,9,9.14,9.21,9.24,9.27,9.27,9.26,9.24,356.79,356.89,356.98,357.09000000000003,357.2,357.3,357.42,357.53000000000003,357.78000000000003,15.81,15.370000000000001,15.17,14.96,14.75,14.56,14.36,14.17,13.780000000000001,N/A,N/A -2012,2,5,8,30,102220,101000,99820,83.66,0,10.06,10.86,11.040000000000001,11.13,11.16,11.18,11.18,11.16,11.11,2.87,3.16,3.3200000000000003,3.46,3.61,3.74,3.89,4.03,4.34,14.43,13.89,13.66,13.450000000000001,13.24,13.05,12.85,12.65,12.27,N/A,N/A -2012,2,5,9,30,102210,100990,99810,82.05,0.4,10.13,10.950000000000001,11.14,11.24,11.290000000000001,11.33,11.35,11.36,11.36,9.120000000000001,9.200000000000001,9.26,9.32,9.38,9.44,9.5,9.56,9.700000000000001,14.41,13.870000000000001,13.64,13.43,13.22,13.030000000000001,12.82,12.63,12.24,N/A,N/A -2012,2,5,10,30,102240,101020,99830,78.25,0,9.74,10.52,10.69,10.78,10.83,10.86,10.870000000000001,10.88,10.870000000000001,7.69,7.8500000000000005,7.96,8.06,8.17,8.27,8.38,8.49,8.72,14.33,13.790000000000001,13.57,13.35,13.14,12.950000000000001,12.74,12.55,12.16,N/A,N/A -2012,2,5,11,30,102300,101070,99880,73.63,0,10.02,10.790000000000001,10.96,11.040000000000001,11.07,11.09,11.09,11.09,11.06,0.48,0.8300000000000001,1.04,1.24,1.44,1.6300000000000001,1.83,2.0300000000000002,2.43,13.92,13.35,13.13,12.91,12.700000000000001,12.51,12.3,12.1,11.71,N/A,N/A -2012,2,5,12,30,102300,101070,99880,74.76,0,10.96,11.86,12.05,12.15,12.200000000000001,12.23,12.24,12.24,12.21,2.8000000000000003,3.0700000000000003,3.25,3.41,3.5700000000000003,3.71,3.86,4,4.28,13.31,12.700000000000001,12.46,12.24,12.02,11.82,11.61,11.42,11.03,N/A,N/A -2012,2,5,13,30,102330,101100,99900,72.05,0,11.51,12.46,12.67,12.76,12.81,12.83,12.83,12.82,12.77,8.68,8.89,9.01,9.120000000000001,9.23,9.33,9.44,9.55,9.790000000000001,12.73,12.08,11.83,11.61,11.39,11.200000000000001,10.99,10.8,10.41,N/A,N/A -2012,2,5,14,30,102390,101160,99960,73.54,0,10.08,10.83,11,11.08,11.13,11.16,11.17,11.17,11.16,7.05,6.94,6.88,6.82,6.75,6.7,6.63,6.57,6.45,12.5,11.870000000000001,11.620000000000001,11.4,11.18,10.99,10.78,10.59,10.19,N/A,N/A -2012,2,5,15,30,102410,101180,99980,71.28,0,11.15,12.05,12.26,12.370000000000001,12.43,12.47,12.48,12.49,12.49,8.38,8.48,8.56,8.63,8.700000000000001,8.76,8.83,8.9,9.05,12.11,11.43,11.18,10.950000000000001,10.73,10.53,10.32,10.120000000000001,9.73,N/A,N/A -2012,2,5,16,30,102420,101190,99980,72.48,0,10.05,10.76,10.9,10.950000000000001,10.97,10.97,10.950000000000001,10.93,10.86,3.06,3.38,3.5500000000000003,3.72,3.88,4.0200000000000005,4.19,4.3500000000000005,4.7,11.83,11.17,10.92,10.700000000000001,10.48,10.28,10.08,9.88,9.5,N/A,N/A -2012,2,5,17,30,102410,101180,99970,73.74,0,9.84,10.55,10.69,10.75,10.790000000000001,10.8,10.8,10.790000000000001,10.76,2.92,3.27,3.46,3.63,3.8000000000000003,3.95,4.12,4.2700000000000005,4.61,11.51,10.84,10.59,10.36,10.14,9.94,9.74,9.540000000000001,9.15,N/A,N/A -2012,2,5,18,30,102410,101180,99970,70.92,0,9.58,10.27,10.42,10.49,10.53,10.56,10.57,10.57,10.56,0.41000000000000003,0.5700000000000001,0.7000000000000001,0.8200000000000001,0.9400000000000001,1.05,1.16,1.27,1.51,11.67,11.01,10.76,10.540000000000001,10.32,10.120000000000001,9.91,9.72,9.32,N/A,N/A -2012,2,5,19,30,102430,101200,100000,67.17,0,8.55,9.15,9.290000000000001,9.370000000000001,9.41,9.450000000000001,9.46,9.48,9.49,359.81,359.95,0.16,0.33,0.49,0.63,0.76,0.9,1.16,12.120000000000001,11.51,11.27,11.05,10.83,10.64,10.43,10.23,9.84,N/A,N/A -2012,2,5,20,30,102360,101130,99940,64.04,0,8.66,9.31,9.47,9.56,9.620000000000001,9.67,9.700000000000001,9.72,9.76,358.49,358.66,358.76,358.86,358.97,359.07,359.19,359.3,359.53000000000003,13.18,12.61,12.38,12.17,11.950000000000001,11.75,11.540000000000001,11.35,10.950000000000001,N/A,N/A -2012,2,5,21,30,102320,101100,99900,61.06,0,9.38,10.07,10.21,10.27,10.3,10.32,10.32,10.32,10.290000000000001,357.02,357.45,357.68,357.89,358.1,358.29,358.49,358.68,359.08,13.77,13.22,12.99,12.780000000000001,12.57,12.370000000000001,12.16,11.97,11.58,N/A,N/A -2012,2,5,22,30,102310,101090,99900,61,0,9.290000000000001,10.01,10.17,10.27,10.32,10.36,10.38,10.39,10.4,0.86,0.97,1.08,1.18,1.27,1.36,1.44,1.53,1.69,13.950000000000001,13.41,13.18,12.96,12.75,12.55,12.34,12.15,11.75,N/A,N/A -2012,2,5,23,30,102390,101160,99970,56.77,0,9.34,10.05,10.200000000000001,10.27,10.31,10.33,10.34,10.34,10.33,354.63,354.76,354.87,354.96,355.04,355.12,355.21,355.3,355.5,13.84,13.290000000000001,13.06,12.85,12.64,12.450000000000001,12.24,12.05,11.65,N/A,N/A -2012,2,6,0,30,102390,101170,99970,62.4,0,10.18,10.94,11.08,11.13,11.14,11.14,11.120000000000001,11.1,11.03,357.7,358.18,358.46,358.73,358.99,359.24,359.5,359.75,0.29,13.56,12.98,12.75,12.530000000000001,12.32,12.13,11.92,11.73,11.34,N/A,N/A -2012,2,6,1,30,102430,101200,100000,63.15,0,11.1,12.02,12.22,12.32,12.38,12.41,12.43,12.44,12.43,5.61,5.72,5.7700000000000005,5.8100000000000005,5.86,5.89,5.94,5.98,6.08,13.05,12.42,12.18,11.96,11.74,11.540000000000001,11.33,11.13,10.74,N/A,N/A -2012,2,6,2,30,102460,101230,100030,65.19,0,11.28,12.26,12.51,12.65,12.74,12.81,12.85,12.88,12.92,13.81,13.700000000000001,13.620000000000001,13.540000000000001,13.450000000000001,13.38,13.3,13.23,13.08,12.98,12.34,12.1,11.870000000000001,11.65,11.450000000000001,11.24,11.040000000000001,10.65,N/A,N/A -2012,2,6,3,30,102460,101230,100030,63.34,0,11.290000000000001,12.24,12.47,12.59,12.67,12.72,12.75,12.780000000000001,12.8,14.08,14.13,14.16,14.200000000000001,14.24,14.280000000000001,14.33,14.370000000000001,14.47,13.030000000000001,12.39,12.15,11.93,11.71,11.51,11.3,11.1,10.71,N/A,N/A -2012,2,6,4,30,102440,101210,100010,63.45,0,11.26,12.22,12.43,12.55,12.620000000000001,12.66,12.69,12.700000000000001,12.71,18.92,18.98,19.01,19.03,19.07,19.09,19.13,19.17,19.25,13,12.36,12.120000000000001,11.9,11.68,11.48,11.27,11.07,10.67,N/A,N/A -2012,2,6,5,30,102450,101220,100020,64.78,0,10.450000000000001,11.28,11.47,11.57,11.620000000000001,11.66,11.68,11.69,11.69,21.830000000000002,22.09,22.21,22.31,22.42,22.52,22.62,22.73,22.93,12.74,12.120000000000001,11.88,11.65,11.44,11.24,11.03,10.83,10.44,N/A,N/A -2012,2,6,6,30,102480,101240,100040,66.19,0,9.64,10.370000000000001,10.53,10.620000000000001,10.67,10.700000000000001,10.71,10.72,10.72,24.01,24.29,24.46,24.62,24.77,24.900000000000002,25.04,25.18,25.44,12.5,11.89,11.65,11.43,11.21,11.01,10.8,10.61,10.21,N/A,N/A -2012,2,6,7,30,102480,101240,100040,68.1,0,10.07,10.81,10.96,11.03,11.06,11.08,11.07,11.06,11.02,25.26,25.51,25.68,25.810000000000002,25.95,26.080000000000002,26.21,26.34,26.59,12.05,11.4,11.16,10.94,10.72,10.52,10.31,10.11,9.72,N/A,N/A -2012,2,6,8,30,102490,101260,100050,68.13,0,9.32,9.98,10.120000000000001,10.19,10.22,10.24,10.24,10.23,10.200000000000001,22.830000000000002,23.12,23.31,23.48,23.64,23.79,23.94,24.080000000000002,24.38,11.82,11.19,10.94,10.72,10.5,10.3,10.09,9.9,9.5,N/A,N/A -2012,2,6,9,30,102480,101240,100040,68.91,0,9.370000000000001,10.03,10.16,10.23,10.26,10.27,10.27,10.27,10.24,27.42,27.61,27.75,27.87,27.990000000000002,28.1,28.22,28.34,28.580000000000002,11.64,10.99,10.74,10.52,10.3,10.11,9.9,9.700000000000001,9.31,N/A,N/A -2012,2,6,10,30,102490,101250,100050,70.08,0,8.66,9.24,9.35,9.4,9.42,9.43,9.42,9.41,9.38,29.55,29.77,29.91,30.03,30.150000000000002,30.26,30.38,30.490000000000002,30.72,11.6,10.97,10.73,10.51,10.290000000000001,10.09,9.89,9.69,9.3,N/A,N/A -2012,2,6,11,30,102500,101260,100060,72.69,0,8.77,9.33,9.43,9.47,9.48,9.48,9.46,9.44,9.39,25.490000000000002,25.92,26.2,26.44,26.69,26.91,27.150000000000002,27.38,27.84,11.36,10.71,10.47,10.25,10.03,9.83,9.63,9.43,9.040000000000001,N/A,N/A -2012,2,6,12,30,102500,101260,100050,74.76,0,8.47,9,9.09,9.120000000000001,9.120000000000001,9.120000000000001,9.09,9.07,9.01,22.34,22.71,22.96,23.19,23.41,23.62,23.830000000000002,24.04,24.48,11.17,10.53,10.290000000000001,10.07,9.85,9.65,9.450000000000001,9.25,8.86,N/A,N/A -2012,2,6,13,30,102520,101280,100070,77.34,0,8.620000000000001,9.15,9.24,9.27,9.28,9.27,9.25,9.23,9.17,20.580000000000002,20.89,21.080000000000002,21.26,21.43,21.59,21.76,21.92,22.26,10.59,9.93,9.68,9.450000000000001,9.23,9.03,8.82,8.63,8.24,N/A,N/A -2012,2,6,14,30,102540,101290,100090,77.36,0,8.64,9.18,9.28,9.31,9.32,9.32,9.31,9.290000000000001,9.23,20.8,21.07,21.240000000000002,21.400000000000002,21.54,21.68,21.830000000000002,21.97,22.27,10.49,9.82,9.57,9.35,9.13,8.93,8.72,8.53,8.14,N/A,N/A -2012,2,6,15,30,102540,101300,100090,76.38,0,7.640000000000001,8.08,8.16,8.19,8.19,8.19,8.18,8.16,8.11,22.26,22.43,22.54,22.650000000000002,22.76,22.86,22.97,23.080000000000002,23.31,10.49,9.85,9.61,9.39,9.17,8.98,8.77,8.58,8.2,N/A,N/A -2012,2,6,16,30,102530,101290,100080,75.64,0,6.9,7.28,7.3500000000000005,7.37,7.38,7.38,7.36,7.3500000000000005,7.32,20.41,20.5,20.55,20.61,20.67,20.72,20.79,20.85,21.01,10.74,10.13,9.89,9.68,9.46,9.27,9.06,8.870000000000001,8.48,N/A,N/A -2012,2,6,17,30,102490,101250,100040,72.99,0,6.3100000000000005,6.66,6.72,6.74,6.76,6.76,6.76,6.75,6.73,19.03,18.92,18.82,18.740000000000002,18.650000000000002,18.57,18.490000000000002,18.400000000000002,18.25,11.15,10.57,10.34,10.120000000000001,9.91,9.72,9.52,9.33,8.950000000000001,N/A,N/A -2012,2,6,18,30,102440,101210,100010,68.49,0,5.21,5.5,5.5600000000000005,5.6000000000000005,5.63,5.65,5.67,5.69,5.71,21.3,21.21,21.12,21.03,20.94,20.86,20.76,20.68,20.5,11.99,11.46,11.24,11.03,10.82,10.63,10.43,10.24,9.85,N/A,N/A -2012,2,6,19,30,102410,101170,99980,63.49,0,3.7,3.89,3.93,3.96,3.99,4.01,4.03,4.05,4.1,27.44,26.25,25.490000000000002,24.78,24.09,23.47,22.79,22.150000000000002,20.85,12.88,12.41,12.200000000000001,12,11.8,11.61,11.41,11.22,10.83,N/A,N/A -2012,2,6,20,30,102350,101120,99930,62.67,0,2.05,2.08,2.06,2.04,2.0300000000000002,2.0100000000000002,1.99,1.98,1.96,61.08,58.42,56.59,54.82,52.97,51.27,49.19,47.2,42.74,13.48,13.06,12.86,12.66,12.46,12.280000000000001,12.08,11.89,11.52,N/A,N/A -2012,2,6,21,30,102300,101080,99890,63.5,0,1.83,1.8,1.75,1.69,1.6400000000000001,1.58,1.52,1.47,1.36,91.5,89.55,88.14,86.65,84.9,83.28,80.83,78.32000000000001,70.94,13.950000000000001,13.540000000000001,13.34,13.15,12.950000000000001,12.77,12.58,12.39,12.030000000000001,N/A,N/A -2012,2,6,22,30,102260,101040,99860,61.86,0,0.5700000000000001,0.49,0.44,0.4,0.36,0.33,0.33,0.34,0.43,95.43,87.60000000000001,81.3,73.95,63.51,53.63,38.85,25.66,1.42,14.38,13.98,13.8,13.6,13.41,13.23,13.02,12.84,12.46,N/A,N/A -2012,2,6,23,30,102240,101020,99840,62.410000000000004,0,0.38,0.33,0.3,0.27,0.27,0.27,0.29,0.32,0.43,85.31,72.9,63.42,52.42,39.49,27.02,14.58,3.5300000000000002,347.17,14.700000000000001,14.32,14.13,13.94,13.74,13.56,13.36,13.17,12.790000000000001,N/A,N/A -2012,2,7,0,30,102240,101020,99840,63,0,0.9500000000000001,0.9,0.86,0.81,0.77,0.73,0.6900000000000001,0.66,0.6,93.74,90.17,87.76,85.13,81.88,78.83,74.11,69.23,54.480000000000004,14.950000000000001,14.58,14.39,14.200000000000001,14,13.82,13.620000000000001,13.43,13.06,N/A,N/A -2012,2,7,1,30,102220,101010,99820,62.690000000000005,0,0.84,0.85,0.85,0.85,0.86,0.87,0.89,0.91,1.01,55.980000000000004,50.81,47.51,44.17,40.68,37.4,33.55,29.87,21.7,15.21,14.85,14.66,14.47,14.27,14.09,13.9,13.71,13.34,N/A,N/A -2012,2,7,2,30,102230,101010,99830,58.5,0,2.36,2.5500000000000003,2.62,2.67,2.73,2.7800000000000002,2.83,2.88,2.99,21.42,22.19,22.650000000000002,23.09,23.52,23.91,24.35,24.76,25.69,15.51,15.14,14.950000000000001,14.76,14.56,14.370000000000001,14.17,13.98,13.59,N/A,N/A -2012,2,7,3,30,102240,101030,99840,64.35,0,3.86,4.05,4.09,4.1,4.11,4.11,4.11,4.11,4.1,37.18,37.7,38.04,38.36,38.67,38.94,39.230000000000004,39.49,40.03,15.540000000000001,15.15,14.96,14.76,14.56,14.370000000000001,14.16,13.98,13.58,N/A,N/A -2012,2,7,4,30,102240,101020,99840,61.76,0,5.3,5.53,5.54,5.5200000000000005,5.49,5.45,5.41,5.37,5.2700000000000005,33.59,34.12,34.45,34.77,35.09,35.38,35.71,36.02,36.67,15.290000000000001,14.88,14.68,14.49,14.280000000000001,14.1,13.89,13.700000000000001,13.32,N/A,N/A -2012,2,7,5,30,102220,101000,99810,63.190000000000005,0,5.04,5.29,5.32,5.32,5.3100000000000005,5.29,5.2700000000000005,5.25,5.2,32.39,33.14,33.61,34.05,34.49,34.88,35.33,35.75,36.62,15.09,14.67,14.47,14.27,14.07,13.89,13.68,13.49,13.11,N/A,N/A -2012,2,7,6,30,102240,101020,99830,67.86,0,5.0600000000000005,5.3100000000000005,5.34,5.34,5.33,5.32,5.29,5.2700000000000005,5.22,41.5,42.22,42.660000000000004,43.06,43.46,43.82,44.22,44.59,45.38,14.92,14.51,14.31,14.11,13.91,13.73,13.52,13.33,12.950000000000001,N/A,N/A -2012,2,7,7,30,102250,101030,99850,71.48,0,4.9,5.15,5.2,5.22,5.22,5.22,5.21,5.2,5.17,47.92,48.6,49.03,49.43,49.82,50.17,50.54,50.9,51.660000000000004,14.91,14.49,14.3,14.1,13.9,13.71,13.51,13.32,12.93,N/A,N/A -2012,2,7,8,30,102230,101010,99830,72.23,0,4.83,5.09,5.14,5.15,5.16,5.17,5.16,5.16,5.14,48.370000000000005,49.22,49.730000000000004,50.21,50.67,51.08,51.53,51.94,52.81,15.06,14.65,14.46,14.26,14.06,13.88,13.67,13.48,13.09,N/A,N/A -2012,2,7,9,30,102220,101000,99820,74.67,0,4.79,5.04,5.07,5.08,5.08,5.07,5.05,5.04,5,52.79,53.53,53.93,54.31,54.68,55.02,55.38,55.72,56.46,15.030000000000001,14.63,14.43,14.23,14.030000000000001,13.84,13.64,13.450000000000001,13.06,N/A,N/A -2012,2,7,10,30,102210,100990,99810,77.47,0,5.18,5.47,5.5200000000000005,5.54,5.54,5.54,5.54,5.53,5.5,62.21,62.99,63.440000000000005,63.870000000000005,64.27,64.64,65.04,65.41,66.21000000000001,14.98,14.57,14.370000000000001,14.17,13.97,13.780000000000001,13.58,13.39,13,N/A,N/A -2012,2,7,11,30,102220,101000,99820,76.09,0,4.88,5.14,5.19,5.21,5.22,5.22,5.22,5.21,5.19,63.95,64.33,64.58,64.81,65.02,65.21000000000001,65.42,65.61,66.01,15.07,14.66,14.46,14.26,14.06,13.88,13.67,13.48,13.09,N/A,N/A -2012,2,7,12,30,102220,101000,99820,76.12,0,5.26,5.5600000000000005,5.61,5.63,5.64,5.64,5.63,5.62,5.6000000000000005,65.98,66.24,66.38,66.51,66.64,66.75,66.88,67,67.24,15.120000000000001,14.71,14.52,14.31,14.11,13.93,13.72,13.530000000000001,13.14,N/A,N/A -2012,2,7,13,30,102240,101020,99840,74.49,0,4.99,5.26,5.3,5.32,5.32,5.3100000000000005,5.3,5.28,5.25,62.57,62.79,62.93,63.06,63.18,63.300000000000004,63.42,63.54,63.78,15.1,14.700000000000001,14.5,14.3,14.1,13.91,13.71,13.52,13.13,N/A,N/A -2012,2,7,14,30,102280,101060,99880,74.77,0,5.18,5.46,5.51,5.53,5.53,5.53,5.51,5.5,5.47,58.89,59.06,59.17,59.27,59.36,59.44,59.52,59.6,59.76,15.1,14.69,14.5,14.3,14.09,13.91,13.700000000000001,13.51,13.120000000000001,N/A,N/A -2012,2,7,15,30,102290,101070,99890,78.29,0,5.49,5.8,5.8500000000000005,5.86,5.87,5.86,5.8500000000000005,5.83,5.79,50.28,50.620000000000005,50.84,51.04,51.24,51.42,51.61,51.79,52.160000000000004,15.01,14.59,14.39,14.19,13.99,13.8,13.6,13.41,13.02,N/A,N/A -2012,2,7,16,30,102290,101070,99880,78.76,0,5.53,5.8,5.83,5.82,5.8,5.78,5.75,5.72,5.64,47.02,47.65,48.050000000000004,48.43,48.81,49.17,49.58,49.97,50.84,14.65,14.22,14.02,13.82,13.620000000000001,13.43,13.23,13.040000000000001,12.66,N/A,N/A -2012,2,7,17,30,102290,101070,99880,77.28,0,5.41,5.67,5.71,5.71,5.7,5.68,5.65,5.62,5.55,48.64,49.09,49.39,49.67,49.96,50.21,50.51,50.79,51.42,14.56,14.13,13.93,13.73,13.530000000000001,13.34,13.14,12.950000000000001,12.57,N/A,N/A -2012,2,7,18,30,102280,101060,99870,77.23,0,5.58,5.8500000000000005,5.88,5.87,5.8500000000000005,5.83,5.79,5.75,5.66,38.71,39.17,39.46,39.74,40.03,40.29,40.59,40.88,41.550000000000004,14.46,14.02,13.82,13.620000000000001,13.42,13.24,13.040000000000001,12.85,12.47,N/A,N/A -2012,2,7,19,30,102300,101080,99890,75.76,0,4.41,4.58,4.59,4.58,4.5600000000000005,4.54,4.5,4.46,4.38,37.12,37.47,37.71,37.93,38.160000000000004,38.37,38.61,38.84,39.36,14.43,14.01,13.81,13.620000000000001,13.42,13.23,13.040000000000001,12.85,12.47,N/A,N/A -2012,2,7,20,30,102280,101060,99870,70.22,0,4.09,4.2700000000000005,4.29,4.29,4.28,4.2700000000000005,4.26,4.24,4.2,30.29,30.38,30.46,30.52,30.580000000000002,30.63,30.69,30.740000000000002,30.830000000000002,14.55,14.14,13.94,13.74,13.540000000000001,13.36,13.15,12.97,12.58,N/A,N/A -2012,2,7,21,30,102270,101050,99860,65.13,0,4.53,4.73,4.76,4.76,4.75,4.75,4.73,4.71,4.67,25.04,25.16,25.21,25.27,25.32,25.36,25.41,25.46,25.57,14.77,14.36,14.16,13.96,13.76,13.58,13.370000000000001,13.19,12.8,N/A,N/A -2012,2,7,22,30,102280,101060,99880,65.43,0,5.16,5.39,5.42,5.41,5.39,5.37,5.34,5.3100000000000005,5.23,8.93,9.17,9.34,9.5,9.66,9.790000000000001,9.96,10.11,10.46,14.73,14.31,14.120000000000001,13.92,13.72,13.530000000000001,13.33,13.14,12.76,N/A,N/A -2012,2,7,23,30,102310,101090,99910,63.940000000000005,0,5.12,5.38,5.41,5.42,5.42,5.41,5.39,5.37,5.33,10.28,10.42,10.52,10.6,10.67,10.74,10.82,10.89,11.05,14.77,14.35,14.16,13.96,13.76,13.57,13.370000000000001,13.19,12.8,N/A,N/A -2012,2,8,0,30,102350,101130,99940,67.59,0,5.24,5.48,5.5,5.49,5.47,5.44,5.4,5.36,5.26,10.620000000000001,10.950000000000001,11.1,11.24,11.39,11.53,11.68,11.85,12.26,14.55,14.13,13.93,13.73,13.540000000000001,13.35,13.15,12.97,12.59,N/A,N/A -2012,2,8,1,30,102390,101170,99980,69.18,0,6.34,6.7,6.76,6.78,6.7700000000000005,6.76,6.73,6.71,6.640000000000001,20.830000000000002,21.03,21.13,21.23,21.330000000000002,21.42,21.52,21.62,21.89,14.42,13.98,13.780000000000001,13.58,13.370000000000001,13.19,12.99,12.81,12.43,N/A,N/A -2012,2,8,2,30,102440,101220,100030,67.2,0,7.49,7.98,8.08,8.120000000000001,8.13,8.14,8.13,8.120000000000001,8.09,19.98,20.27,20.44,20.59,20.76,20.92,21.11,21.29,21.75,14.51,14.05,13.85,13.65,13.450000000000001,13.26,13.06,12.88,12.5,N/A,N/A -2012,2,8,3,30,102490,101260,100070,70.65,0,7.8,8.34,8.46,8.51,8.540000000000001,8.55,8.55,8.55,8.53,17.66,17.830000000000002,17.98,18.11,18.240000000000002,18.36,18.5,18.63,18.93,14.27,13.790000000000001,13.58,13.370000000000001,13.17,12.98,12.780000000000001,12.6,12.22,N/A,N/A -2012,2,8,4,30,102490,101260,100070,73.39,0,8.18,8.73,8.84,8.88,8.89,8.89,8.870000000000001,8.85,8.8,20.89,20.97,21.02,21.06,21.11,21.150000000000002,21.19,21.240000000000002,21.34,14.1,13.6,13.39,13.19,12.99,12.8,12.6,12.42,12.040000000000001,N/A,N/A -2012,2,8,5,30,102520,101290,100100,76.25,0,8.07,8.61,8.72,8.76,8.78,8.790000000000001,8.78,8.77,8.75,22.09,22.13,22.16,22.19,22.21,22.23,22.26,22.29,22.36,13.84,13.34,13.120000000000001,12.92,12.72,12.530000000000001,12.33,12.14,11.77,N/A,N/A -2012,2,8,6,30,102570,101340,100150,78.8,0,8.57,9.17,9.290000000000001,9.34,9.36,9.370000000000001,9.36,9.36,9.34,18.91,19.05,19.12,19.2,19.28,19.35,19.43,19.51,19.72,13.56,13.030000000000001,12.82,12.61,12.41,12.22,12.02,11.84,11.47,N/A,N/A -2012,2,8,7,30,102620,101390,100190,76.24,0,8.78,9.41,9.55,9.61,9.64,9.67,9.67,9.67,9.67,23.2,23.39,23.51,23.63,23.740000000000002,23.85,23.97,24.09,24.38,13.47,12.94,12.72,12.51,12.3,12.120000000000001,11.92,11.73,11.35,N/A,N/A -2012,2,8,8,30,102630,101400,100210,76.19,0,8.74,9.370000000000001,9.51,9.57,9.6,9.620000000000001,9.63,9.63,9.64,23.54,23.77,23.900000000000002,24.02,24.150000000000002,24.27,24.41,24.560000000000002,24.89,13.36,12.82,12.6,12.39,12.19,12,11.8,11.61,11.23,N/A,N/A -2012,2,8,9,30,102650,101420,100220,76.22,0,8.93,9.59,9.74,9.81,9.85,9.88,9.89,9.9,9.9,20.87,21.080000000000002,21.23,21.37,21.51,21.64,21.79,21.93,22.25,13.3,12.76,12.530000000000001,12.32,12.11,11.92,11.71,11.53,11.14,N/A,N/A -2012,2,8,10,30,102680,101450,100250,75.8,0,9.17,9.86,10.02,10.11,10.16,10.19,10.21,10.23,10.25,19.46,19.68,19.81,19.94,20.07,20.2,20.35,20.48,20.81,12.99,12.42,12.19,11.98,11.77,11.58,11.38,11.19,10.8,N/A,N/A -2012,2,8,11,30,102730,101490,100290,73.57000000000001,0,9.26,9.96,10.13,10.22,10.27,10.31,10.34,10.36,10.4,23.01,23.22,23.36,23.51,23.650000000000002,23.79,23.95,24.1,24.48,12.92,12.36,12.13,11.92,11.71,11.53,11.32,11.14,10.76,N/A,N/A -2012,2,8,12,30,102760,101530,100330,71.31,0,9.78,10.53,10.71,10.790000000000001,10.85,10.88,10.9,10.91,10.93,24.84,25.060000000000002,25.19,25.32,25.46,25.580000000000002,25.72,25.86,26.16,12.71,12.120000000000001,11.89,11.68,11.47,11.290000000000001,11.09,10.9,10.53,N/A,N/A -2012,2,8,13,30,102780,101540,100340,73.42,0,10.07,10.84,11,11.08,11.120000000000001,11.15,11.15,11.15,11.14,25.68,25.88,26.01,26.13,26.25,26.35,26.48,26.6,26.86,12.34,11.73,11.49,11.28,11.07,10.88,10.68,10.5,10.13,N/A,N/A -2012,2,8,14,30,102820,101580,100370,73.49,0,9.16,9.82,9.96,10.03,10.06,10.08,10.09,10.09,10.09,30.16,30.42,30.580000000000002,30.71,30.86,30.98,31.13,31.26,31.57,12.19,11.6,11.36,11.15,10.950000000000001,10.76,10.56,10.370000000000001,10,N/A,N/A -2012,2,8,15,30,102820,101580,100380,70.73,0,9.05,9.700000000000001,9.85,9.92,9.97,9.99,10.01,10.03,10.040000000000001,30.64,30.89,31.060000000000002,31.21,31.37,31.5,31.66,31.810000000000002,32.14,12.290000000000001,11.700000000000001,11.47,11.26,11.05,10.870000000000001,10.66,10.48,10.1,N/A,N/A -2012,2,8,16,30,102800,101560,100360,65.64,0,8.93,9.6,9.76,9.85,9.9,9.94,9.97,10,10.040000000000001,24.97,25.13,25.23,25.330000000000002,25.43,25.52,25.63,25.73,25.97,12.73,12.16,11.94,11.72,11.51,11.32,11.120000000000001,10.93,10.55,N/A,N/A -2012,2,8,17,30,102760,101530,100330,57.46,0,8.51,9.18,9.36,9.46,9.53,9.59,9.63,9.66,9.72,26.94,26.85,26.79,26.73,26.68,26.62,26.57,26.52,26.42,13.780000000000001,13.26,13.05,12.84,12.63,12.44,12.23,12.040000000000001,11.65,N/A,N/A -2012,2,8,18,30,102740,101510,100320,53.71,0,7.58,8.2,8.370000000000001,8.47,8.55,8.61,8.66,8.700000000000001,8.77,29.26,28.93,28.72,28.52,28.32,28.150000000000002,27.96,27.79,27.44,14.700000000000001,14.25,14.05,13.84,13.64,13.450000000000001,13.24,13.05,12.66,N/A,N/A -2012,2,8,19,30,102710,101490,100300,52.61,0,6.72,7.25,7.4,7.5,7.57,7.62,7.67,7.71,7.7700000000000005,29.27,28.810000000000002,28.54,28.29,28.05,27.85,27.64,27.44,27.07,15.5,15.1,14.91,14.71,14.51,14.32,14.11,13.92,13.530000000000001,N/A,N/A -2012,2,8,20,30,102640,101420,100230,51.620000000000005,0,6.19,6.66,6.79,6.86,6.92,6.97,7,7.03,7.08,15.18,15.450000000000001,15.65,15.82,15.98,16.13,16.27,16.4,16.66,15.96,15.58,15.39,15.200000000000001,15,14.81,14.6,14.42,14.02,N/A,N/A -2012,2,8,21,30,102600,101380,100200,50.01,0,6.32,6.84,6.97,7.05,7.11,7.16,7.19,7.22,7.2700000000000005,11.02,11.39,11.63,11.84,12.030000000000001,12.200000000000001,12.370000000000001,12.530000000000001,12.84,16.41,16.06,15.870000000000001,15.68,15.48,15.290000000000001,15.09,14.9,14.51,N/A,N/A -2012,2,8,22,30,102570,101350,100170,50.68,0,6.74,7.3,7.44,7.5200000000000005,7.58,7.62,7.66,7.68,7.72,13.11,13.66,14.02,14.35,14.65,14.91,15.17,15.4,15.84,16.66,16.330000000000002,16.15,15.950000000000001,15.75,15.57,15.36,15.18,14.780000000000001,N/A,N/A -2012,2,8,23,30,102570,101350,100170,51.800000000000004,0,7.09,7.68,7.82,7.9,7.95,7.99,8.01,8.03,8.05,14.52,14.97,15.24,15.49,15.72,15.92,16.13,16.32,16.67,16.64,16.3,16.12,15.92,15.72,15.540000000000001,15.33,15.14,14.75,N/A,N/A -2012,2,9,0,30,102580,101370,100180,53.72,0,8.08,8.74,8.89,8.97,9.02,9.040000000000001,9.05,9.06,9.05,19.59,19.75,19.87,19.990000000000002,20.1,20.19,20.29,20.39,20.56,16.240000000000002,15.870000000000001,15.68,15.48,15.280000000000001,15.1,14.89,14.700000000000001,14.31,N/A,N/A -2012,2,9,1,30,102600,101380,100190,55.92,0,9.08,9.82,9.98,10.05,10.09,10.11,10.11,10.11,10.08,21.63,21.89,22.03,22.17,22.3,22.42,22.54,22.650000000000002,22.89,15.58,15.17,14.97,14.77,14.56,14.370000000000001,14.17,13.98,13.59,N/A,N/A -2012,2,9,2,30,102600,101380,100190,57.43,0,9.51,10.290000000000001,10.47,10.56,10.6,10.63,10.64,10.64,10.61,26.41,26.68,26.830000000000002,26.98,27.12,27.240000000000002,27.38,27.51,27.77,15.07,14.61,14.4,14.200000000000001,13.99,13.8,13.59,13.4,13.01,N/A,N/A -2012,2,9,3,30,102610,101390,100200,59.17,0,9,9.71,9.870000000000001,9.950000000000001,9.99,10.02,10.03,10.03,10.02,35.06,35.300000000000004,35.45,35.6,35.730000000000004,35.85,35.99,36.11,36.37,14.73,14.26,14.06,13.85,13.64,13.450000000000001,13.24,13.05,12.66,N/A,N/A -2012,2,9,4,30,102610,101390,100200,61.46,0,9.16,9.89,10.07,10.15,10.200000000000001,10.23,10.25,10.25,10.25,37.77,38.04,38.21,38.36,38.51,38.65,38.79,38.93,39.19,14.450000000000001,13.96,13.75,13.540000000000001,13.33,13.14,12.93,12.74,12.35,N/A,N/A -2012,2,9,5,30,102600,101370,100180,62.78,0,8.790000000000001,9.450000000000001,9.6,9.67,9.72,9.74,9.75,9.76,9.75,41.44,41.84,42.09,42.32,42.53,42.72,42.92,43.11,43.51,14.22,13.72,13.51,13.3,13.09,12.9,12.69,12.5,12.1,N/A,N/A -2012,2,9,6,30,102580,101360,100170,66.2,0,8.370000000000001,8.99,9.13,9.21,9.25,9.28,9.290000000000001,9.3,9.3,46.480000000000004,46.87,47.11,47.33,47.53,47.72,47.910000000000004,48.09,48.46,14.11,13.620000000000001,13.41,13.200000000000001,12.99,12.8,12.59,12.4,12.01,N/A,N/A -2012,2,9,7,30,102600,101370,100180,65.86,0,8.040000000000001,8.64,8.78,8.85,8.9,8.93,8.950000000000001,8.96,8.97,47.95,48.370000000000005,48.620000000000005,48.85,49.07,49.26,49.47,49.65,50.03,14.06,13.58,13.370000000000001,13.15,12.950000000000001,12.76,12.55,12.36,11.96,N/A,N/A -2012,2,9,8,30,102590,101360,100170,65.75,0,8.34,8.96,9.11,9.19,9.23,9.26,9.27,9.28,9.28,50.96,51.230000000000004,51.4,51.550000000000004,51.69,51.82,51.94,52.06,52.300000000000004,13.950000000000001,13.46,13.24,13.030000000000001,12.82,12.63,12.42,12.23,11.83,N/A,N/A -2012,2,9,9,30,102580,101350,100160,66.46000000000001,0,7.61,8.13,8.25,8.3,8.32,8.34,8.34,8.33,8.31,54.17,54.5,54.71,54.910000000000004,55.1,55.26,55.44,55.6,55.93,13.75,13.25,13.040000000000001,12.83,12.620000000000001,12.43,12.22,12.030000000000001,11.63,N/A,N/A -2012,2,9,10,30,102580,101350,100150,69.08,0,7.62,8.14,8.25,8.3,8.32,8.34,8.34,8.34,8.32,55.19,55.57,55.800000000000004,56.02,56.230000000000004,56.42,56.61,56.800000000000004,57.19,13.59,13.09,12.870000000000001,12.66,12.450000000000001,12.26,12.05,11.86,11.46,N/A,N/A -2012,2,9,11,30,102560,101330,100140,71.57000000000001,0,7.8,8.33,8.45,8.51,8.540000000000001,8.56,8.57,8.57,8.55,54.13,54.6,54.88,55.14,55.38,55.61,55.85,56.06,56.51,13.48,12.97,12.75,12.540000000000001,12.33,12.14,11.93,11.73,11.34,N/A,N/A -2012,2,9,12,30,102560,101330,100130,74.13,0,7.82,8.370000000000001,8.49,8.55,8.58,8.6,8.61,8.61,8.61,58.800000000000004,59.27,59.58,59.870000000000005,60.14,60.38,60.64,60.870000000000005,61.34,13.43,12.92,12.700000000000001,12.48,12.27,12.08,11.870000000000001,11.68,11.28,N/A,N/A -2012,2,9,13,30,102560,101330,100130,74.49,0,7.9,8.45,8.58,8.65,8.69,8.72,8.73,8.74,8.73,58.79,59.04,59.160000000000004,59.27,59.38,59.480000000000004,59.59,59.68,59.870000000000005,13.41,12.89,12.67,12.46,12.24,12.05,11.84,11.65,11.25,N/A,N/A -2012,2,9,14,30,102570,101340,100150,71.88,0,7.92,8.46,8.58,8.64,8.67,8.69,8.69,8.69,8.68,64.65,64.9,65.05,65.18,65.32000000000001,65.44,65.56,65.68,65.91,13.38,12.870000000000001,12.65,12.43,12.22,12.030000000000001,11.82,11.63,11.23,N/A,N/A -2012,2,9,15,30,102570,101340,100140,73.27,0,7.3,7.7700000000000005,7.86,7.91,7.930000000000001,7.94,7.94,7.94,7.92,63.2,63.57,63.81,64.03,64.23,64.41,64.6,64.78,65.14,13.31,12.8,12.59,12.38,12.17,11.97,11.76,11.57,11.18,N/A,N/A -2012,2,9,16,30,102560,101330,100130,75.65,0,7.23,7.68,7.78,7.82,7.84,7.8500000000000005,7.8500000000000005,7.84,7.82,63.690000000000005,64.22,64.5,64.77,65.02,65.26,65.5,65.72,66.18,13.25,12.74,12.52,12.31,12.1,11.91,11.700000000000001,11.5,11.11,N/A,N/A -2012,2,9,17,30,102530,101300,100110,76,0,6.57,6.96,7.04,7.08,7.1000000000000005,7.11,7.11,7.1000000000000005,7.09,67.34,67.71000000000001,67.97,68.22,68.46000000000001,68.67,68.89,69.10000000000001,69.52,13.34,12.85,12.64,12.43,12.21,12.030000000000001,11.82,11.620000000000001,11.23,N/A,N/A -2012,2,9,18,30,102480,101250,100050,75.88,0,6.43,6.8,6.87,6.9,6.92,6.92,6.92,6.92,6.890000000000001,65.52,65.95,66.17,66.37,66.57000000000001,66.74,66.94,67.11,67.48,13.39,12.9,12.68,12.47,12.26,12.07,11.86,11.67,11.28,N/A,N/A -2012,2,9,19,30,102470,101240,100050,75.22,0,5.53,5.83,5.89,5.91,5.93,5.93,5.93,5.92,5.91,70.71000000000001,71.17,71.43,71.67,71.9,72.12,72.34,72.55,72.99,13.540000000000001,13.07,12.86,12.65,12.450000000000001,12.26,12.05,11.86,11.47,N/A,N/A -2012,2,9,20,30,102410,101190,99990,74.59,0,4.86,5.1000000000000005,5.14,5.15,5.16,5.16,5.15,5.15,5.12,79.93,80.43,80.7,80.96000000000001,81.21000000000001,81.44,81.7,81.94,82.46000000000001,13.69,13.24,13.040000000000001,12.83,12.63,12.44,12.23,12.040000000000001,11.65,N/A,N/A -2012,2,9,21,30,102350,101130,99940,73.62,0,4.57,4.79,4.82,4.84,4.84,4.84,4.83,4.82,4.79,84.19,84.58,84.82000000000001,85.06,85.3,85.51,85.76,85.98,86.48,13.92,13.48,13.280000000000001,13.08,12.870000000000001,12.68,12.48,12.290000000000001,11.9,N/A,N/A -2012,2,9,22,30,102300,101080,99890,71.58,0,4.15,4.33,4.36,4.37,4.36,4.36,4.3500000000000005,4.34,4.3100000000000005,92.55,92.89,93.10000000000001,93.29,93.48,93.66,93.86,94.06,94.47,14.18,13.76,13.56,13.36,13.15,12.97,12.76,12.57,12.18,N/A,N/A -2012,2,9,23,30,102250,101030,99850,72.36,0,4.22,4.42,4.45,4.46,4.46,4.46,4.45,4.44,4.42,99.3,99.73,99.99000000000001,100.26,100.51,100.75,101.02,101.27,101.85000000000001,14.370000000000001,13.950000000000001,13.75,13.55,13.35,13.16,12.96,12.77,12.38,N/A,N/A -2012,2,10,0,30,102210,100990,99810,77.17,0,5.36,5.66,5.71,5.73,5.73,5.73,5.72,5.71,5.68,104.38,104.5,104.57000000000001,104.64,104.71000000000001,104.78,104.86,104.94,105.14,14.33,13.89,13.69,13.49,13.280000000000001,13.1,12.89,12.700000000000001,12.31,N/A,N/A -2012,2,10,1,30,102200,100980,99800,75.81,0.7000000000000001,4.5,4.7,4.73,4.73,4.72,4.71,4.69,4.67,4.62,112.46000000000001,112.82000000000001,113.07000000000001,113.31,113.54,113.76,114,114.23,114.75,14.35,13.93,13.73,13.52,13.33,13.14,12.94,12.75,12.36,N/A,N/A -2012,2,10,2,30,102190,100970,99780,74.98,0.4,4.04,4.22,4.25,4.25,4.25,4.24,4.22,4.2,4.16,108.58,108.93,109.17,109.41,109.64,109.84,110.08,110.3,110.81,14.38,13.97,13.77,13.57,13.370000000000001,13.19,12.98,12.790000000000001,12.4,N/A,N/A -2012,2,10,3,30,102170,100950,99760,74.92,0.7000000000000001,3.5700000000000003,3.72,3.74,3.74,3.74,3.73,3.71,3.7,3.66,105.49000000000001,105.98,106.33,106.68,107.02,107.34,107.7,108.03,108.79,14.58,14.17,13.98,13.780000000000001,13.58,13.39,13.19,13,12.61,N/A,N/A -2012,2,10,4,30,102140,100930,99740,74.7,0,3.61,3.8000000000000003,3.85,3.87,3.89,3.9,3.92,3.93,3.95,87.86,88.94,89.67,90.37,91.04,91.66,92.31,92.91,94.22,14.780000000000001,14.39,14.200000000000001,14,13.8,13.620000000000001,13.41,13.23,12.84,N/A,N/A -2012,2,10,5,30,102120,100910,99730,74.31,0,3.93,4.15,4.21,4.24,4.2700000000000005,4.28,4.3,4.3100000000000005,4.33,95.19,95.87,96.27,96.64,96.99000000000001,97.32000000000001,97.66,97.98,98.67,15.17,14.780000000000001,14.59,14.39,14.19,14,13.8,13.61,13.22,N/A,N/A -2012,2,10,6,30,102130,100910,99730,78.92,4.4,3.63,3.81,3.85,3.87,3.89,3.9,3.91,3.91,3.92,83.54,84.95,85.9,86.79,87.62,88.4,89.21000000000001,89.96000000000001,91.54,14.950000000000001,14.56,14.38,14.18,13.98,13.8,13.6,13.42,13.040000000000001,N/A,N/A -2012,2,10,7,30,102130,100910,99730,82.49,2.2,3.8200000000000003,4.03,4.08,4.11,4.13,4.14,4.15,4.16,4.18,71.31,72.3,72.94,73.54,74.08,74.57000000000001,75.08,75.55,76.55,14.93,14.540000000000001,14.36,14.16,13.96,13.77,13.57,13.39,13.01,N/A,N/A -2012,2,10,8,30,102090,100880,99690,82.98,5.5,5.01,5.25,5.28,5.28,5.2700000000000005,5.26,5.24,5.21,5.15,63.58,63.89,64.12,64.36,64.58,64.78,65.01,65.23,65.7,14.73,14.32,14.13,13.93,13.73,13.55,13.35,13.16,12.780000000000001,N/A,N/A -2012,2,10,9,30,102030,100820,99640,82.64,1.1,5.84,6.16,6.22,6.24,6.24,6.23,6.2,6.18,6.12,67.13,67.34,67.46000000000001,67.59,67.73,67.88,68.05,68.23,68.71000000000001,14.68,14.26,14.06,13.86,13.66,13.47,13.27,13.08,12.700000000000001,N/A,N/A -2012,2,10,10,30,102010,100790,99610,85.46000000000001,4.4,5.93,6.25,6.3100000000000005,6.32,6.3100000000000005,6.3,6.28,6.25,6.19,62.59,62.940000000000005,63.2,63.47,63.75,64.01,64.34,64.67,65.48,14.43,13.99,13.8,13.59,13.39,13.21,13.01,12.83,12.450000000000001,N/A,N/A -2012,2,10,11,30,102000,100780,99600,87.7,1.1,6.5200000000000005,6.91,6.99,7.01,7.01,7.01,6.99,6.97,6.92,57.24,57.46,57.64,57.82,58,58.17,58.410000000000004,58.63,59.230000000000004,14.27,13.83,13.620000000000001,13.42,13.22,13.040000000000001,12.84,12.65,12.280000000000001,N/A,N/A -2012,2,10,12,30,101970,100750,99570,92.05,5.9,6.42,6.82,6.9,6.93,6.94,6.94,6.93,6.92,6.88,53.32,53.49,53.59,53.7,53.81,53.92,54.07,54.2,54.58,14.26,13.81,13.620000000000001,13.41,13.22,13.040000000000001,12.85,12.67,12.31,N/A,N/A -2012,2,10,13,30,102000,100780,99600,94.89,6.2,7.66,8.05,8.1,8.09,8.05,8.01,7.95,7.890000000000001,7.75,16.13,17.17,17.76,18.38,19.02,19.62,20.37,21.12,23.01,13.39,12.89,12.68,12.49,12.3,12.13,11.950000000000001,11.78,11.450000000000001,N/A,N/A -2012,2,10,14,30,102010,100790,99600,92.65,2.6,7.26,7.67,7.75,7.76,7.75,7.73,7.69,7.640000000000001,7.54,29.36,29.7,29.91,30.13,30.37,30.59,30.89,31.2,32.01,13.23,12.72,12.51,12.31,12.1,11.92,11.73,11.55,11.18,N/A,N/A -2012,2,10,15,30,102030,100800,99620,92.75,22.700000000000003,8.1,8.59,8.67,8.69,8.67,8.65,8.61,8.56,8.45,20.080000000000002,20.41,20.61,20.81,21.02,21.22,21.46,21.7,22.29,13.15,12.63,12.42,12.21,12.02,11.84,11.64,11.46,11.11,N/A,N/A -2012,2,10,16,30,102060,100840,99660,91.72,15.4,8.1,8.66,8.78,8.83,8.85,8.86,8.85,8.84,8.8,7.390000000000001,7.17,7.23,7.28,7.32,7.36,7.41,7.45,7.53,13.32,12.8,12.58,12.370000000000001,12.16,11.98,11.78,11.59,11.21,N/A,N/A -2012,2,10,17,30,102020,100800,99610,93.11,27.5,6.97,7.3500000000000005,7.42,7.44,7.43,7.43,7.42,7.43,7.54,8.68,8.84,8.51,8.19,7.83,7.47,6.92,6.3,3.61,13.31,12.82,12.620000000000001,12.43,12.24,12.07,11.89,11.72,11.43,N/A,N/A -2012,2,10,18,30,102020,100800,99620,94.12,11.700000000000001,5.58,5.86,5.91,5.93,5.93,5.93,5.92,5.92,5.93,357.46,357.28000000000003,357.05,356.79,356.5,356.21,355.8,355.37,353.99,13.41,12.94,12.74,12.540000000000001,12.35,12.17,11.98,11.8,11.44,N/A,N/A -2012,2,10,19,30,102060,100840,99660,92.88,2.2,5.86,6.23,6.34,6.390000000000001,6.44,6.47,6.5,6.5200000000000005,6.57,340.3,339.65000000000003,339.17,338.71,338.27,337.86,337.41,336.98,336.07,13.76,13.3,13.09,12.88,12.68,12.5,12.31,12.13,11.76,N/A,N/A -2012,2,10,20,30,102000,100780,99600,90.99,1.1,4.89,5.16,5.22,5.25,5.2700000000000005,5.29,5.3100000000000005,5.33,5.39,341.06,341.36,341.42,341.48,341.54,341.59000000000003,341.63,341.67,341.71,13.72,13.280000000000001,13.08,12.88,12.68,12.5,12.3,12.11,11.73,N/A,N/A -2012,2,10,21,30,102030,100810,99630,87.41,0,6.36,6.8,6.92,7,7.05,7.1000000000000005,7.140000000000001,7.18,7.26,335.71,336.1,336.35,336.58,336.82,337.04,337.29,337.52,338.06,14.15,13.700000000000001,13.49,13.290000000000001,13.08,12.9,12.700000000000001,12.51,12.13,N/A,N/A -2012,2,10,22,30,102030,100810,99630,78.58,0,8.84,9.56,9.74,9.84,9.89,9.93,9.950000000000001,9.96,9.96,348.94,348.56,348.32,348.1,347.88,347.68,347.47,347.27,346.85,15.22,14.780000000000001,14.58,14.370000000000001,14.16,13.97,13.77,13.58,13.18,N/A,N/A -2012,2,10,23,30,102050,100840,99660,79.76,0,9,9.74,9.950000000000001,10.06,10.14,10.19,10.23,10.26,10.3,344,343.98,343.98,343.99,343.99,344,344,344.01,344.02,15.07,14.620000000000001,14.42,14.200000000000001,14,13.8,13.6,13.41,13.01,N/A,N/A -2012,2,11,0,30,102100,100880,99700,77,0,8.33,8.96,9.13,9.23,9.290000000000001,9.33,9.370000000000001,9.39,9.43,355.83,356.08,356.2,356.3,356.39,356.46,356.53000000000003,356.59000000000003,356.69,14.75,14.3,14.09,13.88,13.68,13.49,13.280000000000001,13.09,12.700000000000001,N/A,N/A -2012,2,11,1,30,102140,100920,99740,76.61,0,8.28,8.93,9.120000000000001,9.22,9.290000000000001,9.34,9.39,9.43,9.49,2.39,2.44,2.44,2.43,2.41,2.39,2.35,2.31,2.2,14.48,14.02,13.81,13.6,13.4,13.21,13.01,12.82,12.43,N/A,N/A -2012,2,11,2,30,102210,100980,99800,79.56,0,9.76,10.57,10.78,10.89,10.96,11.01,11.040000000000001,11.07,11.1,359.67,359.47,359.35,359.22,359.1,358.99,358.87,358.75,358.52,14.15,13.64,13.43,13.21,13,12.81,12.6,12.41,12.02,N/A,N/A -2012,2,11,3,30,102280,101050,99860,79.83,0,10.11,10.91,11.120000000000001,11.22,11.27,11.31,11.33,11.33,11.33,3.19,3.42,3.54,3.64,3.74,3.8200000000000003,3.89,3.96,4.09,13.73,13.200000000000001,12.98,12.76,12.55,12.36,12.15,11.96,11.56,N/A,N/A -2012,2,11,4,30,102350,101120,99920,81.14,0,10.4,11.24,11.46,11.57,11.64,11.69,11.72,11.75,11.77,3.3200000000000003,3.42,3.49,3.54,3.59,3.63,3.65,3.68,3.72,12.85,12.26,12.030000000000001,11.81,11.59,11.4,11.19,10.99,10.6,N/A,N/A -2012,2,11,5,30,102380,101150,99950,78.06,0,10.61,11.53,11.76,11.9,11.99,12.05,12.1,12.14,12.19,12.59,12.52,12.47,12.41,12.35,12.3,12.23,12.17,12.030000000000001,12.58,11.98,11.74,11.52,11.31,11.11,10.9,10.71,10.32,N/A,N/A -2012,2,11,6,30,102450,101220,100020,78.72,0,10.3,11.15,11.370000000000001,11.49,11.58,11.64,11.68,11.72,11.77,12.72,12.55,12.44,12.34,12.23,12.13,12.02,11.92,11.700000000000001,12.4,11.790000000000001,11.55,11.33,11.11,10.92,10.71,10.51,10.120000000000001,N/A,N/A -2012,2,11,7,30,102510,101280,100080,79.62,0,10.84,11.76,12.01,12.14,12.23,12.290000000000001,12.33,12.36,12.4,10.88,10.790000000000001,10.74,10.71,10.67,10.64,10.6,10.56,10.49,12.21,11.58,11.33,11.1,10.88,10.69,10.47,10.28,9.88,N/A,N/A -2012,2,11,8,30,102540,101300,100100,83.85000000000001,0,11.66,12.63,12.88,13,13.07,13.120000000000001,13.15,13.17,13.17,11.81,11.92,11.950000000000001,11.96,11.96,11.97,11.97,11.96,11.950000000000001,11.3,10.61,10.35,10.120000000000001,9.89,9.69,9.48,9.28,8.89,N/A,N/A -2012,2,11,9,30,102590,101340,100130,77,0,13.57,14.780000000000001,15.07,15.21,15.290000000000001,15.34,15.35,15.35,15.31,16.29,16.38,16.41,16.43,16.45,16.47,16.48,16.490000000000002,16.5,10.64,9.86,9.58,9.34,9.11,8.91,8.700000000000001,8.5,8.120000000000001,N/A,N/A -2012,2,11,10,30,102670,101420,100200,75.87,0,13,14.11,14.38,14.52,14.6,14.65,14.67,14.69,14.68,22.78,22.84,22.89,22.93,22.97,23.01,23.04,23.07,23.14,9.73,8.92,8.63,8.39,8.16,7.95,7.74,7.54,7.15,N/A,N/A -2012,2,11,11,30,102740,101490,100270,73.58,0,12.44,13.450000000000001,13.700000000000001,13.82,13.89,13.93,13.94,13.950000000000001,13.93,25.080000000000002,25.2,25.26,25.32,25.38,25.44,25.490000000000002,25.54,25.63,9.07,8.24,7.96,7.71,7.48,7.2700000000000005,7.0600000000000005,6.86,6.47,N/A,N/A -2012,2,11,12,30,102810,101550,100330,73.95,0,12.290000000000001,13.26,13.49,13.61,13.67,13.71,13.72,13.73,13.72,29.27,29.43,29.53,29.61,29.68,29.75,29.82,29.88,29.990000000000002,8.35,7.49,7.2,6.95,6.72,6.51,6.29,6.1000000000000005,5.7,N/A,N/A -2012,2,11,13,30,102880,101620,100390,75.81,0,12.32,13.280000000000001,13.51,13.620000000000001,13.68,13.71,13.72,13.73,13.71,31.66,31.92,32.08,32.230000000000004,32.37,32.49,32.61,32.730000000000004,32.980000000000004,7.8,6.92,6.62,6.37,6.140000000000001,5.93,5.71,5.5200000000000005,5.12,N/A,N/A -2012,2,11,14,30,102940,101680,100450,76.17,0,12.02,12.93,13.15,13.25,13.31,13.34,13.35,13.35,13.33,31.77,32.09,32.28,32.46,32.63,32.78,32.94,33.1,33.410000000000004,7.390000000000001,6.51,6.21,5.96,5.72,5.5200000000000005,5.3,5.1000000000000005,4.71,N/A,N/A -2012,2,11,15,30,102990,101720,100500,72.63,0,10.53,11.27,11.450000000000001,11.53,11.58,11.61,11.620000000000001,11.63,11.63,31.98,32.27,32.46,32.64,32.8,32.95,33.11,33.26,33.57,7.32,6.49,6.2,5.96,5.73,5.5200000000000005,5.3100000000000005,5.11,4.72,N/A,N/A -2012,2,11,16,30,103000,101740,100510,67.06,0,9.72,10.370000000000001,10.52,10.59,10.63,10.66,10.67,10.68,10.68,28.26,28.490000000000002,28.650000000000002,28.79,28.93,29.05,29.18,29.3,29.54,7.5,6.71,6.43,6.19,5.96,5.75,5.54,5.3500000000000005,4.95,N/A,N/A -2012,2,11,17,30,103010,101750,100520,65.65,0,8.99,9.59,9.72,9.8,9.84,9.870000000000001,9.89,9.9,9.91,21.64,21.7,21.75,21.79,21.830000000000002,21.86,21.900000000000002,21.93,22.01,7.92,7.17,6.890000000000001,6.66,6.43,6.23,6.0200000000000005,5.82,5.42,N/A,N/A -2012,2,11,18,30,103020,101760,100530,58.480000000000004,0,8.78,9.370000000000001,9.51,9.59,9.64,9.68,9.700000000000001,9.72,9.75,20.11,20.11,20.12,20.13,20.14,20.16,20.17,20.18,20.2,8.8,8.09,7.83,7.59,7.37,7.16,6.95,6.75,6.3500000000000005,N/A,N/A -2012,2,11,19,30,103030,101780,100560,55.46,0,8.35,8.91,9.05,9.120000000000001,9.16,9.200000000000001,9.22,9.24,9.26,16.69,16.79,16.86,16.92,16.990000000000002,17.04,17.1,17.16,17.27,9.49,8.82,8.56,8.33,8.1,7.9,7.69,7.48,7.08,N/A,N/A -2012,2,11,20,30,103010,101760,100550,52.14,0,8.28,8.84,8.98,9.06,9.120000000000001,9.16,9.18,9.200000000000001,9.23,15.82,15.85,15.88,15.9,15.92,15.94,15.950000000000001,15.97,16,10.23,9.58,9.34,9.11,8.89,8.69,8.47,8.27,7.87,N/A,N/A -2012,2,11,21,30,103010,101760,100550,48.46,0,8.61,9.21,9.36,9.44,9.49,9.53,9.55,9.57,9.59,15.09,15.25,15.35,15.44,15.52,15.6,15.68,15.74,15.89,10.84,10.21,9.97,9.74,9.52,9.32,9.1,8.9,8.5,N/A,N/A -2012,2,11,22,30,103020,101780,100560,48.58,0,8.8,9.4,9.55,9.63,9.67,9.700000000000001,9.72,9.74,9.75,21.48,21.29,21.14,21,20.87,20.75,20.62,20.51,20.29,11.02,10.4,10.15,9.93,9.700000000000001,9.5,9.290000000000001,9.09,8.68,N/A,N/A -2012,2,11,23,30,103060,101810,100600,51.34,0,9.4,10.06,10.200000000000001,10.28,10.32,10.34,10.35,10.35,10.35,15.33,15.63,15.82,15.99,16.16,16.3,16.45,16.580000000000002,16.85,10.81,10.15,9.91,9.68,9.450000000000001,9.25,9.03,8.83,8.43,N/A,N/A -2012,2,12,0,30,103120,101870,100650,51.72,0,10.05,10.76,10.91,10.98,11.01,11.03,11.03,11.02,10.99,17.36,17.64,17.8,17.95,18.1,18.23,18.36,18.490000000000002,18.740000000000002,10.19,9.5,9.24,9.01,8.78,8.58,8.36,8.16,7.76,N/A,N/A -2012,2,12,1,30,103170,101920,100690,53.79,0,10.370000000000001,11.13,11.3,11.39,11.43,11.46,11.47,11.48,11.47,22.48,22.69,22.82,22.93,23.04,23.150000000000002,23.25,23.35,23.54,9.71,8.99,8.72,8.49,8.26,8.05,7.84,7.63,7.23,N/A,N/A -2012,2,12,2,30,103220,101960,100740,55.59,0,11.28,12.14,12.34,12.450000000000001,12.5,12.540000000000001,12.55,12.56,12.56,26.92,27.150000000000002,27.29,27.41,27.53,27.63,27.740000000000002,27.85,28.05,9.25,8.47,8.2,7.95,7.73,7.5200000000000005,7.3,7.1000000000000005,6.7,N/A,N/A -2012,2,12,3,30,103250,101990,100760,57.61,0,11.49,12.38,12.59,12.69,12.74,12.780000000000001,12.8,12.81,12.8,32.49,32.76,32.94,33.09,33.24,33.37,33.51,33.64,33.9,8.9,8.1,7.82,7.58,7.34,7.13,6.92,6.71,6.3100000000000005,N/A,N/A -2012,2,12,4,30,103240,101980,100750,59.42,0,11.55,12.450000000000001,12.65,12.75,12.81,12.84,12.86,12.86,12.86,37.02,37.4,37.63,37.83,38.02,38.19,38.37,38.54,38.86,8.68,7.88,7.59,7.3500000000000005,7.12,6.91,6.69,6.49,6.08,N/A,N/A -2012,2,12,5,30,103270,102000,100770,61.9,0,11.620000000000001,12.52,12.72,12.83,12.89,12.93,12.950000000000001,12.96,12.96,40.9,41.34,41.61,41.85,42.08,42.29,42.5,42.7,43.1,8.41,7.59,7.3,7.05,6.82,6.61,6.390000000000001,6.18,5.78,N/A,N/A 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-2012,2,12,9,30,103360,102090,100860,68.71000000000001,0,11.21,12.030000000000001,12.23,12.32,12.38,12.41,12.43,12.44,12.44,53.550000000000004,53.71,53.82,53.910000000000004,54,54.08,54.160000000000004,54.24,54.39,7.25,6.390000000000001,6.09,5.84,5.6000000000000005,5.39,5.17,4.97,4.5600000000000005,N/A,N/A -2012,2,12,10,30,103360,102090,100850,67.67,0,11.44,12.290000000000001,12.48,12.58,12.63,12.66,12.68,12.68,12.67,53.75,53.99,54.15,54.29,54.42,54.54,54.67,54.79,55.04,6.97,6.1000000000000005,5.8,5.54,5.3100000000000005,5.09,4.87,4.67,4.26,N/A,N/A -2012,2,12,11,30,103350,102080,100840,68.84,0,11.5,12.35,12.55,12.64,12.69,12.73,12.74,12.75,12.74,52.6,52.93,53.15,53.34,53.53,53.7,53.870000000000005,54.04,54.370000000000005,6.83,5.96,5.65,5.4,5.16,4.95,4.73,4.5200000000000005,4.12,N/A,N/A -2012,2,12,12,30,103360,102080,100850,70.72,0,11.52,12.38,12.58,12.68,12.73,12.77,12.780000000000001,12.790000000000001,12.790000000000001,53.77,54.18,54.44,54.67,54.910000000000004,55.11,55.32,55.53,55.93,6.8,5.92,5.62,5.37,5.13,4.91,4.7,4.49,4.09,N/A,N/A -2012,2,12,13,30,103330,102060,100820,73.15,0,11.76,12.65,12.85,12.950000000000001,13.01,13.05,13.06,13.07,13.06,54.49,55.03,55.36,55.65,55.93,56.19,56.44,56.7,57.18,6.890000000000001,6,5.7,5.45,5.21,5,4.78,4.57,4.17,N/A,N/A -2012,2,12,14,30,103320,102050,100820,74.89,0,12.08,13.02,13.23,13.35,13.4,13.450000000000001,13.46,13.47,13.47,55.050000000000004,55.51,55.79,56.04,56.28,56.5,56.730000000000004,56.94,57.36,7.16,6.2700000000000005,5.96,5.71,5.47,5.25,5.03,4.83,4.42,N/A,N/A -2012,2,12,15,30,103310,102040,100810,77.03,0,11.58,12.46,12.67,12.780000000000001,12.84,12.88,12.91,12.92,12.92,58.75,59.300000000000004,59.65,59.97,60.26,60.53,60.81,61.06,61.57,7.36,6.5,6.2,5.95,5.71,5.5,5.28,5.08,4.67,N/A,N/A -2012,2,12,16,30,103260,101990,100760,73.99,0,10.96,11.76,11.96,12.06,12.120000000000001,12.16,12.18,12.19,12.200000000000001,62.77,63.18,63.440000000000005,63.68,63.9,64.1,64.3,64.49,64.87,7.71,6.88,6.59,6.34,6.1000000000000005,5.89,5.67,5.47,5.0600000000000005,N/A,N/A -2012,2,12,17,30,103210,101950,100720,69.93,0,10.22,10.94,11.11,11.200000000000001,11.24,11.27,11.290000000000001,11.290000000000001,11.290000000000001,64.05,64.29,64.45,64.58,64.71000000000001,64.82000000000001,64.94,65.05,65.26,8.05,7.25,6.97,6.73,6.49,6.28,6.07,5.86,5.46,N/A,N/A -2012,2,12,18,30,103190,101930,100700,67.03,0,8.96,9.55,9.67,9.74,9.77,9.8,9.8,9.81,9.790000000000001,63.31,63.43,63.53,63.620000000000005,63.7,63.77,63.83,63.9,64.02,8.35,7.61,7.34,7.1000000000000005,6.87,6.66,6.45,6.25,5.84,N/A,N/A -2012,2,12,19,30,103110,101850,100630,64.13,0,8.950000000000001,9.53,9.65,9.71,9.74,9.76,9.77,9.77,9.75,68.89,68.95,69,69.03,69.07000000000001,69.11,69.14,69.17,69.23,8.73,8.01,7.74,7.51,7.28,7.07,6.86,6.66,6.26,N/A,N/A -2012,2,12,20,30,103050,101790,100570,62.67,0,8.08,8.58,8.69,8.74,8.77,8.790000000000001,8.8,8.8,8.790000000000001,70.64,70.81,70.91,71,71.08,71.16,71.24,71.32000000000001,71.47,9.120000000000001,8.44,8.18,7.95,7.73,7.5200000000000005,7.3100000000000005,7.11,6.71,N/A,N/A -2012,2,12,21,30,102990,101740,100520,64.05,0,7.53,7.99,8.09,8.15,8.18,8.2,8.21,8.22,8.22,74.17,74.61,74.85000000000001,75.07000000000001,75.28,75.46000000000001,75.65,75.83,76.18,9.63,8.99,8.73,8.51,8.28,8.08,7.87,7.67,7.2700000000000005,N/A,N/A -2012,2,12,22,30,102920,101670,100450,62,0,7.15,7.57,7.66,7.71,7.73,7.75,7.76,7.76,7.76,76.7,76.98,77.16,77.32000000000001,77.49,77.64,77.8,77.95,78.27,10.040000000000001,9.42,9.18,8.96,8.74,8.540000000000001,8.32,8.13,7.73,N/A,N/A -2012,2,12,23,30,102820,101570,100360,62.620000000000005,0,7.99,8.51,8.620000000000001,8.68,8.72,8.74,8.75,8.76,8.76,82.05,82.12,82.17,82.22,82.27,82.31,82.37,82.42,82.52,10.59,9.97,9.72,9.5,9.28,9.08,8.870000000000001,8.67,8.27,N/A,N/A -2012,2,13,0,30,102780,101540,100330,60.08,0,7.86,8.370000000000001,8.49,8.55,8.58,8.61,8.620000000000001,8.63,8.64,89.15,89.28,89.39,89.5,89.62,89.72,89.83,89.93,90.15,11.13,10.52,10.28,10.06,9.84,9.65,9.43,9.24,8.84,N/A,N/A -2012,2,13,1,30,102740,101500,100290,63.730000000000004,0,8.2,8.78,8.93,9.02,9.08,9.120000000000001,9.15,9.18,9.21,92.82000000000001,93.4,93.69,93.92,94.14,94.32000000000001,94.5,94.66,94.95,11.6,11.01,10.77,10.55,10.33,10.13,9.92,9.72,9.32,N/A,N/A -2012,2,13,2,30,102670,101430,100230,58.83,0,8.26,8.85,9,9.09,9.14,9.18,9.22,9.24,9.290000000000001,91.97,92.18,92.45,92.74,93.04,93.31,93.62,93.9,94.47,11.98,11.41,11.18,10.96,10.74,10.55,10.34,10.14,9.75,N/A,N/A 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-2012,2,13,6,30,102380,101150,99960,70.34,0,10.01,10.86,11.08,11.21,11.290000000000001,11.36,11.4,11.44,11.49,112.18,112.35000000000001,112.48,112.61,112.75,112.87,113,113.12,113.38,13.540000000000001,13.01,12.790000000000001,12.57,12.36,12.16,11.950000000000001,11.75,11.35,N/A,N/A -2012,2,13,7,30,102330,101100,99910,76.22,5.9,10.3,11.18,11.44,11.58,11.67,11.75,11.8,11.84,11.91,107.64,108.33,108.78,109.23,109.65,110.04,110.45,110.83,111.61,13.44,12.9,12.68,12.47,12.26,12.07,11.870000000000001,11.68,11.3,N/A,N/A -2012,2,13,8,30,102220,101000,99820,72.68,0,10.03,10.9,11.15,11.290000000000001,11.39,11.46,11.51,11.55,11.61,116.79,117.41,117.8,118.15,118.47,118.76,119.05,119.31,119.83,14.25,13.76,13.55,13.33,13.120000000000001,12.93,12.72,12.530000000000001,12.13,N/A,N/A -2012,2,13,9,30,102140,100920,99740,76.71000000000001,0,10.69,11.64,11.9,12.030000000000001,12.120000000000001,12.17,12.200000000000001,12.23,12.24,125.01,124.96000000000001,124.91,124.85000000000001,124.8,124.75,124.7,124.65,124.57000000000001,14.51,14.01,13.8,13.58,13.370000000000001,13.17,12.97,12.77,12.370000000000001,N/A,N/A -2012,2,13,10,30,102070,100860,99680,79.76,0,10.75,11.76,12.05,12.22,12.34,12.43,12.5,12.55,12.63,122.2,122.51,122.7,122.88,123.04,123.19,123.34,123.47,123.73,14.92,14.46,14.25,14.030000000000001,13.83,13.63,13.42,13.23,12.84,N/A,N/A -2012,2,13,11,30,102000,100790,99610,82.92,0,10.96,11.98,12.25,12.4,12.5,12.57,12.61,12.65,12.68,121.62,121.75,121.89,122.03,122.18,122.31,122.46000000000001,122.60000000000001,122.89,15.27,14.82,14.61,14.4,14.19,14,13.790000000000001,13.6,13.21,N/A,N/A -2012,2,13,12,30,101920,100710,99540,84.62,1.8,11.26,12.370000000000001,12.69,12.870000000000001,12.99,13.07,13.13,13.18,13.24,123.15,123.4,123.58,123.78,123.96000000000001,124.14,124.34,124.52,124.92,15.69,15.27,15.07,14.86,14.67,14.48,14.27,14.09,13.700000000000001,N/A,N/A -2012,2,13,13,30,101860,100650,99480,86.25,0.4,11.01,12.23,12.6,12.83,13,13.14,13.24,13.33,13.46,127.91,128.43,128.72,128.98,129.21,129.43,129.65,129.86,130.27,16.07,15.69,15.5,15.3,15.11,14.92,14.72,14.540000000000001,14.16,N/A,N/A -2012,2,13,14,30,101780,100580,99420,83.98,0,11.1,12.27,12.620000000000001,12.83,12.98,13.09,13.17,13.24,13.33,137.25,137.6,137.87,138.14000000000001,138.39000000000001,138.61,138.85,139.06,139.51,16.92,16.61,16.44,16.240000000000002,16.05,15.860000000000001,15.67,15.49,15.1,N/A,N/A -2012,2,13,15,30,101740,100540,99380,87.9,35.9,10.59,11.68,11.99,12.18,12.31,12.41,12.48,12.530000000000001,12.620000000000001,137.9,138.21,138.33,138.46,138.59,138.70000000000002,138.82,138.94,139.20000000000002,16.69,16.36,16.19,16,15.81,15.63,15.44,15.26,14.89,N/A,N/A -2012,2,13,16,30,101650,100450,99280,92.85000000000001,7,10.5,11.57,11.88,12.07,12.200000000000001,12.3,12.36,12.41,12.47,137.49,137.57,137.64000000000001,137.73,137.83,137.94,138.07,138.19,138.5,16.91,16.59,16.42,16.22,16.03,15.85,15.66,15.48,15.11,N/A,N/A -2012,2,13,17,30,101520,100330,99170,91.94,2.6,9.26,10.36,10.72,11.01,11.26,11.47,11.67,11.86,12.23,141.55,142.06,142.36,142.66,142.97,143.26,143.6,143.9,144.43,17.330000000000002,17.06,16.89,16.71,16.52,16.34,16.15,15.98,15.610000000000001,N/A,N/A -2012,2,13,18,30,101430,100240,99080,93.59,0.4,10.36,11.76,12.33,12.81,13.22,13.57,13.9,14.200000000000001,14.75,144.35,145.34,145.98,146.67000000000002,147.28,147.87,148.46,149,150.09,17.51,17.3,17.16,17,16.84,16.69,16.52,16.37,16.05,N/A,N/A -2012,2,13,19,30,101390,100200,99050,94.89,3.7,9.02,10.32,10.86,11.33,11.75,12.13,12.5,12.85,13.52,164.87,165.72,166.19,166.70000000000002,167.17000000000002,167.62,168.07,168.5,169.34,17.8,17.62,17.5,17.35,17.21,17.07,16.93,16.79,16.51,N/A,N/A -2012,2,13,20,30,101290,100100,98950,94.18,4.800000000000001,9.700000000000001,11.16,11.78,12.32,12.780000000000001,13.21,13.63,14.01,14.780000000000001,171.38,171.55,171.74,171.93,172.11,172.28,172.46,172.63,172.97,18.150000000000002,18.03,17.92,17.78,17.650000000000002,17.51,17.36,17.23,16.95,N/A,N/A -2012,2,13,21,30,101310,100120,98970,93.12,13.600000000000001,9.07,10.64,11.33,11.97,12.52,13.040000000000001,13.52,13.96,14.77,189.37,190.09,190.28,190.37,190.42000000000002,190.43,190.44,190.43,190.45000000000002,18.47,18.43,18.36,18.240000000000002,18.13,18.01,17.89,17.77,17.5,N/A,N/A -2012,2,13,22,30,101270,100080,98930,96.13,7.7,4.9,5.8100000000000005,6.15,6.44,6.7,6.92,7.13,7.34,8.22,248.87,247.14000000000001,245.65,243.82,242.14000000000001,240.53,238.97,237.5,234.4,18.09,17.98,17.88,17.75,17.650000000000002,17.580000000000002,17.5,17.42,17.240000000000002,N/A,N/A -2012,2,13,23,30,101240,100050,98900,96.72,0,3.86,4.82,5.24,5.62,5.94,6.21,6.5,6.78,7.4,248.83,249.84,251.03,253.51000000000002,256.69,260.44,263.72,266.7,270.45,17.98,17.92,17.86,17.78,17.69,17.59,17.48,17.37,17.19,N/A,N/A -2012,2,14,0,30,101260,100070,98910,95.46000000000001,0,4.33,5.11,5.42,5.69,5.97,6.24,6.49,6.72,7.1000000000000005,266.32,267.75,268.9,270.54,272.37,274.36,277.03000000000003,279.69,285.53000000000003,17.85,17.69,17.580000000000002,17.45,17.330000000000002,17.21,17.1,17,16.72,N/A,N/A -2012,2,14,1,30,101290,100100,98950,95.04,0,4.37,5.09,5.41,5.71,6.0200000000000005,6.34,6.6000000000000005,6.83,6.99,286.69,288.62,290.49,293.65000000000003,295.97,297.7,297.93,297.69,293.87,17.650000000000002,17.5,17.39,17.25,17.11,16.96,16.8,16.66,16.39,N/A,N/A -2012,2,14,2,30,101340,100150,98990,91.53,0,4.3100000000000005,4.96,5.24,5.39,5.59,5.84,6.0200000000000005,6.16,6.24,305.95,306.5,306.88,307.26,307.69,308.18,308.08,307.82,304.92,17.39,17.150000000000002,17,16.81,16.65,16.51,16.35,16.21,15.9,N/A,N/A -2012,2,14,3,30,101360,100160,99000,89.4,0,4.0600000000000005,4.39,4.5,4.61,4.8,5.05,5.44,5.83,6.1000000000000005,290.86,290.62,290.43,290.11,289.65000000000003,289.09000000000003,287.21,285.11,282.32,17.2,16.92,16.76,16.580000000000002,16.41,16.240000000000002,16.09,15.96,15.66,N/A,N/A -2012,2,14,4,30,101370,100180,99020,91.4,0,5.33,5.72,5.8100000000000005,5.84,5.86,5.87,5.88,5.89,5.96,307.35,307.3,307.24,307.12,306.97,306.81,306.56,306.3,305.07,16.89,16.59,16.41,16.22,16.03,15.85,15.65,15.48,15.120000000000001,N/A,N/A -2012,2,14,5,30,101400,100200,99040,91.5,0,5.74,6.0600000000000005,6.1000000000000005,6.08,6.05,6.01,5.95,5.89,5.69,306.64,306.62,306.57,306.51,306.43,306.35,306.21,306.04,304.56,16.27,15.92,15.74,15.55,15.36,15.17,14.98,14.8,14.44,N/A,N/A -2012,2,14,6,30,101440,100240,99070,90.02,0,4.83,5.0600000000000005,5.09,5.07,5.04,5.01,4.96,4.92,4.82,296.82,296.98,297.13,297.3,297.46,297.63,297.83,298,298.2,15.860000000000001,15.51,15.33,15.13,14.94,14.76,14.57,14.39,14.030000000000001,N/A,N/A -2012,2,14,7,30,101460,100260,99090,91.52,0,4.73,4.97,5,5,4.98,4.96,4.93,4.89,4.7700000000000005,302.28000000000003,302.91,303.33,303.8,304.29,304.78000000000003,305.45,306.17,310,15.75,15.4,15.22,15.030000000000001,14.83,14.65,14.450000000000001,14.27,13.91,N/A,N/A -2012,2,14,8,30,101470,100270,99100,89.54,0,3.1,3.2,3.19,3.16,3.13,3.09,3.0500000000000003,3,2.84,308.99,308.87,308.74,308.61,308.48,308.35,308.2,308.07,307.82,15.620000000000001,15.290000000000001,15.11,14.91,14.72,14.540000000000001,14.34,14.16,13.790000000000001,N/A,N/A -2012,2,14,9,30,101480,100270,99100,90.78,0,2.37,2.4,2.38,2.35,2.31,2.2600000000000002,2.21,2.15,1.97,308.46,307.32,306.52,305.63,304.64,303.66,302.23,300.74,294.90000000000003,15.36,15.02,14.83,14.63,14.44,14.25,14.040000000000001,13.85,13.46,N/A,N/A -2012,2,14,10,30,101500,100300,99130,89.89,0,1.09,1.07,1.04,1.01,0.97,0.9400000000000001,0.9,0.86,0.77,340.61,339.54,338.44,337.2,335.81,334.38,332.23,330.02,320.82,15.3,14.97,14.8,14.6,14.41,14.22,14.030000000000001,13.84,13.47,N/A,N/A -2012,2,14,11,30,101540,100330,99160,91.17,0,1.3800000000000001,1.28,1.2,1.12,1.06,1,0.9400000000000001,0.89,0.81,123.47,124.17,124.78,125.76,127.23,128.84,131.65,134.52,144.25,15.21,14.86,14.67,14.46,14.26,14.06,13.84,13.64,13.22,N/A,N/A -2012,2,14,12,30,101560,100350,99180,93.36,0,2.37,2.3000000000000003,2.22,2.14,2.09,2.06,2.05,2.06,2.21,76.53,82.52,86.93,92.2,97.89,103.57000000000001,110.58,117.38,135.05,14.75,14.39,14.22,14.02,13.84,13.66,13.48,13.31,13.09,N/A,N/A -2012,2,14,13,30,101580,100370,99200,92.96000000000001,0,2.09,2.14,2.15,2.16,2.19,2.23,2.29,2.36,2.47,87.26,93.74,98.03,102.93,107.93,112.83,118.09,123.09,135.91,14.9,14.56,14.38,14.19,14,13.82,13.63,13.47,13.23,N/A,N/A -2012,2,14,14,30,101600,100400,99220,92.05,0,3.04,3.16,3.18,3.18,3.19,3.19,3.2,3.2,3.21,148.14000000000001,147.95000000000002,147.96,147.93,147.86,147.79,147.74,147.70000000000002,147.65,15.13,14.76,14.58,14.38,14.19,14,13.8,13.620000000000001,13.26,N/A,N/A -2012,2,14,15,30,101620,100410,99240,92.07000000000001,0,2.85,2.96,2.97,2.98,2.98,2.99,3,3.0100000000000002,3.0700000000000003,97.22,100.31,102.32000000000001,104.43,106.52,108.52,110.81,112.99000000000001,118.7,15.030000000000001,14.67,14.49,14.290000000000001,14.1,13.92,13.73,13.55,13.200000000000001,N/A,N/A -2012,2,14,16,30,101610,100400,99230,93.59,0,3.02,3.12,3.12,3.1,3.08,3.06,3.0300000000000002,3.02,2.97,94.49,96.14,97.31,98.52,99.73,100.89,102.21000000000001,103.33,108.69,15.17,14.81,14.63,14.43,14.24,14.06,13.86,13.68,13.41,N/A,N/A -2012,2,14,17,30,101600,100390,99220,92.72,0,3.99,4.1,4.07,4.01,3.94,3.87,3.79,3.71,3.52,102.31,103.42,104.24000000000001,105.12,106.06,106.98,108.18,109.37,112.47,15.35,14.98,14.8,14.61,14.42,14.24,14.040000000000001,13.870000000000001,13.51,N/A,N/A -2012,2,14,18,30,101590,100390,99220,92.8,0,3.73,3.85,3.85,3.8200000000000003,3.79,3.7600000000000002,3.73,3.71,3.84,101.73,103.43,104.75,106.21000000000001,107.83,109.47,111.86,114.33,123.06,15.530000000000001,15.18,15,14.81,14.620000000000001,14.44,14.25,14.07,13.73,N/A,N/A -2012,2,14,19,30,101580,100380,99210,93.68,0,3.8200000000000003,4.05,4.12,4.16,4.19,4.22,4.26,4.29,4.45,98.64,99.93,100.79,101.69,102.60000000000001,103.48,104.55,105.61,110.17,15.69,15.34,15.16,14.96,14.77,14.59,14.39,14.21,13.93,N/A,N/A -2012,2,14,20,30,101550,100350,99180,93.9,0,4.39,4.7,4.78,4.83,4.88,4.91,4.94,4.97,5.08,100.12,101.17,101.7,102.2,102.67,103.12,103.57000000000001,103.97,105.89,16.12,15.780000000000001,15.6,15.4,15.21,15.030000000000001,14.83,14.66,14.36,N/A,N/A -2012,2,14,21,30,101530,100320,99160,92.91,0,4.42,4.66,4.72,4.74,4.78,4.82,4.93,5.0600000000000005,5.62,100.71000000000001,101.57000000000001,102.37,103.41,104.87,106.45,109.22,112.21000000000001,122.2,15.860000000000001,15.5,15.32,15.13,14.94,14.76,14.58,14.42,14.17,N/A,N/A -2012,2,14,22,30,101520,100320,99160,93.15,0,6.0600000000000005,6.46,6.53,6.53,6.51,6.48,6.42,6.3500000000000005,6.15,100.4,101.48,102.13,102.8,103.49000000000001,104.18,105.09,106,108.94,16.14,15.8,15.620000000000001,15.43,15.24,15.05,14.86,14.68,14.33,N/A,N/A -2012,2,14,23,30,101510,100310,99140,95.61,0,6.2,6.58,6.65,6.66,6.66,6.66,6.69,6.73,6.92,96.44,97.14,97.58,98.06,98.58,99.09,99.76,101.74000000000001,121.24000000000001,15.97,15.610000000000001,15.43,15.25,15.06,14.88,14.71,14.59,14.56,N/A,N/A -2012,2,15,0,30,101510,100310,99140,94.79,0,6.890000000000001,7.32,7.390000000000001,7.38,7.3500000000000005,7.3100000000000005,7.28,7.26,7.3500000000000005,104.15,104.71000000000001,105.07000000000001,105.52,106.16,106.85000000000001,108.28,110.38,122.14,16.25,15.91,15.73,15.540000000000001,15.36,15.18,15,14.85,14.71,N/A,N/A -2012,2,15,1,30,101530,100330,99170,94.18,0,5.88,6.2700000000000005,6.34,6.36,6.41,6.47,6.58,6.71,7.1000000000000005,106.36,107.31,108.15,109.33,111.72,114.69,119.43,123.99000000000001,131.08,16.7,16.4,16.23,16.05,15.88,15.72,15.56,15.42,15.1,N/A,N/A -2012,2,15,2,30,101540,100340,99180,95.63,0,6.1000000000000005,6.55,6.640000000000001,6.69,6.71,6.72,7.0200000000000005,7.32,7.69,113.41,113.79,114.10000000000001,114.43,114.77,115.10000000000001,117.7,120.42,124.8,16.7,16.4,16.22,16.03,15.83,15.65,15.530000000000001,15.43,15.280000000000001,N/A,N/A -2012,2,15,3,30,101530,100330,99170,96.91,0,6.47,7.390000000000001,7.78,8.15,8.48,8.78,9.09,9.39,10.02,113.77,115.95,117.46000000000001,119.21000000000001,120.8,122.27,123.72,125.09,128.26,17.06,16.81,16.69,16.57,16.47,16.37,16.27,16.19,16.080000000000002,N/A,N/A -2012,2,15,4,30,101520,100330,99170,97.12,0.4,6.87,7.83,8.22,8.59,8.93,9.25,9.58,9.9,10.74,115.48,116.28,116.9,117.75,118.74000000000001,119.83,121.46000000000001,123.18,129.97,17.5,17.3,17.18,17.05,16.93,16.830000000000002,16.77,16.740000000000002,16.78,N/A,N/A -2012,2,15,5,30,101490,100300,99150,97.04,0,7.7700000000000005,8.94,9.43,9.92,10.43,10.950000000000001,11.41,11.8,11.69,119.69,120.5,121.27,122.48,124.47,126.95,132.03,137.3,146.34,17.71,17.57,17.490000000000002,17.42,17.39,17.39,17.57,17.77,18.080000000000002,N/A,N/A -2012,2,15,6,30,101510,100320,99170,96.17,0,7.36,8.69,9.25,9.82,10.39,10.94,11.56,12.15,13.14,130.03,130.47,130.87,131.49,132.36,133.36,135.16,137.12,145.3,17.82,17.72,17.66,17.61,17.56,17.52,17.47,17.44,17.64,N/A,N/A -2012,2,15,7,30,101540,100350,99200,95.19,0,7.53,9.01,9.68,10.38,11.07,11.75,12.38,12.98,13.61,130.21,130.94,131.62,132.66,134,135.56,137.94,140.34,149.82,18.02,18,17.98,17.97,17.98,17.990000000000002,18,18.02,17.98,N/A,N/A -2012,2,15,8,30,101510,100320,99170,93.93,0,6.92,8.66,9.49,10.32,10.97,11.51,11.94,12.31,13.120000000000001,139.59,141.24,142.56,144.24,146.1,148.05,150.01,151.83,154.61,18.28,18.35,18.37,18.41,18.43,18.43,18.41,18.38,18.28,N/A,N/A -2012,2,15,9,30,101480,100300,99150,93.52,5.5,6.75,8.44,9.24,10.1,10.83,11.46,11.86,12.17,12.51,134.23,136.4,138.07,140.32,142.65,145.02,147.52,149.87,155.84,18.39,18.46,18.48,18.51,18.51,18.5,18.45,18.400000000000002,18.25,N/A,N/A -2012,2,15,10,30,101490,100300,99160,92.72,0,6.6000000000000005,8.35,9.14,9.92,10.55,11.1,11.58,12.01,12.780000000000001,144.44,146.93,148.64000000000001,150.45000000000002,151.52,152.06,153.07,154.15,165.35,18.57,18.72,18.76,18.82,18.84,18.85,18.85,18.84,18.92,N/A,N/A -2012,2,15,11,30,101480,100300,99150,91.56,0,6.37,8.38,9.44,10.57,11.43,12.08,12.33,12.44,13.08,142.58,144.97,147.01,149.63,153.26,157.81,163.42000000000002,168.89000000000001,175.3,18.830000000000002,19.09,19.2,19.3,19.37,19.400000000000002,19.47,19.54,19.59,N/A,N/A -2012,2,15,12,30,101470,100280,99140,92.35000000000001,0,5.99,8.06,9.120000000000001,10.15,10.97,11.66,12.31,12.92,13.790000000000001,127.47,132.85,136.35,138.97,141.48,143.92000000000002,147.85,152.03,160.05,18.66,18.98,19.12,19.19,19.23,19.26,19.3,19.330000000000002,19.400000000000002,N/A,N/A -2012,2,15,13,30,101470,100290,99140,92.05,0.4,5.0600000000000005,6.84,7.66,8.51,9.13,9.58,10.6,11.8,13.34,138.37,139.99,141.64000000000001,144.51,147.48,150.51,154.35,158.44,164.09,18.81,19.03,19.1,19.19,19.25,19.28,19.3,19.31,19.22,N/A,N/A -2012,2,15,14,30,101480,100300,99160,91.38,0.4,5.73,7.73,8.67,9.620000000000001,10.41,11.11,11.78,12.41,13.16,137.81,141.94,145.31,149.96,153.74,156.93,159.45000000000002,161.65,165,18.94,19.240000000000002,19.31,19.28,19.3,19.36,19.38,19.39,19.43,N/A,N/A -2012,2,15,15,30,101500,100320,99180,91.26,0,5.36,7.4,8.45,9.41,10.23,10.96,11.6,12.18,13.67,138.18,142.21,145.02,146.86,148.42000000000002,149.8,152.37,155.31,164.52,18.990000000000002,19.35,19.48,19.580000000000002,19.62,19.61,19.6,19.59,19.62,N/A,N/A -2012,2,15,16,30,101470,100290,99150,90.41,0,5.61,7.68,8.59,9.38,10,10.5,11.03,11.53,13.13,145.08,146.20000000000002,147.1,148.14000000000001,148.79,149.16,149.19,149.13,156.68,19.25,19.52,19.59,19.650000000000002,19.67,19.67,19.66,19.63,19.48,N/A,N/A -2012,2,15,17,30,101470,100290,99150,89.59,3.7,6.63,8.96,10.07,10.9,11.57,12.120000000000001,12.67,13.21,14.58,146.66,149.79,151.86,153.34,154.07,154.20000000000002,154.5,154.85,158.76,19.400000000000002,19.67,19.73,19.75,19.75,19.72,19.650000000000002,19.57,19.28,N/A,N/A -2012,2,15,18,30,101450,100270,99130,90.89,0,5.15,7.5,8.700000000000001,9.9,10.89,11.73,12.41,13.01,13.91,132.94,137.6,140.9,144,146.94,149.74,153.1,156.41,162.56,19.26,19.650000000000002,19.78,19.87,19.900000000000002,19.900000000000002,19.78,19.66,19.5,N/A,N/A -2012,2,15,19,30,101430,100250,99110,90.84,0,5.34,7.53,8.620000000000001,9.74,10.76,11.700000000000001,12.48,13.17,14.23,138.02,142.1,145.14000000000001,148.38,151.35,154.16,156.38,158.31,163.86,19.25,19.62,19.740000000000002,19.830000000000002,19.87,19.89,19.86,19.81,19.580000000000002,N/A,N/A -2012,2,15,20,30,101400,100220,99080,90.65,0,5.25,7.42,8.48,9.52,10.44,11.290000000000001,12.030000000000001,12.69,13.82,150.42000000000002,152.56,154.27,156.36,158.39000000000001,160.41,162.18,163.78,172.39000000000001,19.29,19.69,19.82,19.900000000000002,19.91,19.89,19.81,19.72,19.78,N/A,N/A -2012,2,15,21,30,101410,100230,99090,91.22,0,4.25,6.38,7.45,8.55,9.49,10.290000000000001,11.21,12.14,12.63,150.96,155,157.95000000000002,160.54,162.69,164.49,168.65,173.52,178.48,19.25,19.67,19.8,19.88,19.92,19.94,19.98,20.02,20.02,N/A,N/A -2012,2,15,22,30,101390,100210,99070,92.16,0.4,3.86,6,6.98,7.9,9.06,10.46,11.01,11.28,11.72,150.06,155.48,159.32,162.95000000000002,168.76,176.53,179.87,181.63,185.35,19.07,19.57,19.740000000000002,19.88,20.06,20.26,20.31,20.32,20.330000000000002,N/A,N/A -2012,2,15,23,30,101400,100220,99080,92.45,0,3.65,5.8500000000000005,7.04,8.43,9.450000000000001,10.16,10.620000000000001,10.97,11.24,157.41,162.78,167.59,174.45000000000002,179.8,183.82,187.15,190.03,194.31,18.97,19.56,19.830000000000002,20.150000000000002,20.34,20.44,20.53,20.62,20.71,N/A,N/A -2012,2,16,0,30,101410,100230,99090,91.21000000000001,0.4,4.45,6.8100000000000005,8.01,9.28,10.15,10.66,10.75,10.69,10.65,168.51,173.94,178.14000000000001,183.17000000000002,189.56,196.92000000000002,200.14000000000001,201.81,205.77,19.150000000000002,19.830000000000002,20.12,20.39,20.580000000000002,20.71,20.81,20.89,21.12,N/A,N/A -2012,2,16,1,30,101460,100280,99140,92.34,0,3.37,5.74,6.98,8.23,8.790000000000001,8.78,8.82,8.870000000000001,8.93,174.65,177.96,182.69,192.55,198.44,200.85,202.91,204.72,207.76,19.11,19.84,20.14,20.44,20.56,20.57,20.52,20.46,20.35,N/A,N/A -2012,2,16,2,30,101500,100320,99180,92.64,0.4,3.18,5.79,7,7.57,7.83,7.86,7.890000000000001,7.92,7.98,186.91,188.87,193.22,203.87,209.58,211.44,213.22,214.84,218.83,19.09,19.97,20.34,20.63,20.75,20.740000000000002,20.7,20.64,20.59,N/A,N/A -2012,2,16,3,30,101550,100370,99230,91.91,0,3.38,5.79,6.59,6.61,6.58,6.5200000000000005,6.49,6.48,6.49,196.47,201.65,208.85,222.89000000000001,229.8,231.72,233.43,234.94,238.84,19.330000000000002,20.29,20.6,20.71,20.740000000000002,20.7,20.64,20.59,20.5,N/A,N/A -2012,2,16,4,30,101580,100400,99260,92.48,0.4,2.63,3.81,4.14,4.38,4.59,4.79,4.97,5.13,5.39,248.23000000000002,252.05,254.93,258.51,261.28000000000003,263.54,264.61,265.29,265.9,19.14,19.66,19.8,19.900000000000002,19.96,20,20,19.990000000000002,19.900000000000002,N/A,N/A -2012,2,16,5,30,101600,100420,99280,92.66,0.4,2.58,3.62,3.79,3.77,3.7,3.6,3.5300000000000002,3.47,3.59,266.41,272.29,275.81,277.96,280.18,282.47,284.05,285.29,285.81,19.13,19.84,20.02,20.03,20.05,20.09,20.16,20.240000000000002,20.25,N/A,N/A -2012,2,16,6,30,101650,100470,99330,93.4,0,3.15,4.17,4.3500000000000005,4.58,4.83,5.08,5.34,5.58,6.08,292.82,303.23,309.08,313.69,316.97,319.39,321.02,322.36,324.51,19.06,19.59,19.75,19.82,19.85,19.86,19.830000000000002,19.8,19.77,N/A,N/A -2012,2,16,7,30,101690,100510,99370,93.19,0,2.77,4.13,4.44,4.51,4.58,4.66,4.78,4.9,5.22,321.68,327.97,331.85,335.13,337.76,339.99,341.7,343.16,344.48,19.17,19.6,19.64,19.53,19.69,20.03,20.23,20.38,20.150000000000002,N/A,N/A -2012,2,16,8,30,101740,100550,99400,93.28,0,3.59,4.72,4.98,5.14,5.19,5.18,5.51,5.91,6.640000000000001,333.27,340.43,345.57,351.09000000000003,354.35,356.05,356.49,356.58,353.96,18.900000000000002,19.150000000000002,19.11,18.88,18.64,18.39,18.52,18.72,19.95,N/A,N/A -2012,2,16,9,30,101770,100570,99420,96.04,0,3.73,4.8500000000000005,5.33,5.74,6.11,6.44,6.63,6.7700000000000005,7.03,347.04,349.65000000000003,351.91,354.90000000000003,356.76,357.85,358.6,359.23,0.15,18.12,17.96,17.76,17.42,17.35,17.45,18.28,19.2,20,N/A,N/A -2012,2,16,10,30,101800,100600,99450,99.16,0,4.08,4.83,5.26,5.8,6.28,6.74,6.96,7.12,7.6000000000000005,354.43,359.27,3.86,10.89,14.59,16.27,16.080000000000002,15.52,12.76,17.43,17.330000000000002,17.29,17.240000000000002,16.87,16.35,17.39,18.56,19.96,N/A,N/A -2012,2,16,11,30,101840,100640,99480,99.21000000000001,0,4.13,4.69,4.95,5.28,5.78,6.4,6.8500000000000005,7.25,8.18,5.93,9.9,12.46,15,17.740000000000002,20.67,22.95,24.82,24.16,17.42,17.32,17.27,17.19,16.96,16.66,16.32,16.12,18.28,N/A,N/A -2012,2,16,12,30,101870,100670,99510,99.26,0,5.51,5.82,5.97,6.25,6.78,7.43,7.930000000000001,8.38,9.120000000000001,14.69,15.24,16.26,18.330000000000002,20.98,23.98,26.17,27.92,28.2,16.51,16.23,16.080000000000002,15.89,16.1,16.490000000000002,17.6,18.67,19.84,N/A,N/A -2012,2,16,13,30,101930,100730,99560,99.23,0,5.15,5.37,5.41,5.48,5.91,6.57,7,7.390000000000001,8.17,26.82,26.77,26.77,26.830000000000002,28.080000000000002,30.04,31.67,33.04,34.19,16,15.68,15.52,15.32,15.34,15.46,16,16.55,17.75,N/A,N/A -2012,2,16,14,30,102000,100790,99630,99.23,0,4.96,5.19,5.22,5.21,5.23,5.26,6.19,7.21,8.14,25.27,26.75,27.830000000000002,29.16,31.17,33.36,37.33,41.18,42.31,16.1,15.82,15.69,15.55,15.33,15.08,15.36,15.76,17.19,N/A,N/A -2012,2,16,15,30,102010,100800,99630,98.52,0,5.44,5.71,5.74,5.75,5.9,6.11,6.86,7.57,8.28,19.37,19.62,19.92,20.38,22.13,24.32,30.54,36.09,39.17,15.63,15.26,15.09,14.94,14.74,14.55,15.3,16.01,17.12,N/A,N/A -2012,2,16,16,30,102030,100820,99650,96.89,0,4.89,5.16,5.25,5.36,5.87,6.59,7.140000000000001,7.62,8.32,26.42,26.73,27.18,27.93,30.35,33.65,36.02,38.11,41.53,15.77,15.43,15.26,15.09,15.01,14.98,15.18,15.43,16.26,N/A,N/A -2012,2,16,17,30,102010,100810,99640,93.12,0,5.76,6.13,6.24,6.38,6.8100000000000005,7.390000000000001,7.86,8.28,8.92,38.65,39.050000000000004,39.45,40.11,41.36,42.910000000000004,43.86,44.61,45.29,16.29,15.96,15.8,15.64,15.540000000000001,15.48,15.55,15.66,16.12,N/A,N/A -2012,2,16,18,30,102000,100790,99630,90.94,0,5.0200000000000005,5.33,5.4,5.48,6.03,6.88,7.28,7.6000000000000005,8.22,64.09,63.9,63.61,63.22,61.46,58.86,57.15,55.67,52.97,16.79,16.48,16.32,16.15,16.07,16.05,16.06,16.09,16.330000000000002,N/A,N/A -2012,2,16,19,30,102000,100790,99630,89.44,0,4.51,4.83,5.16,5.88,6.38,6.74,7.05,7.32,7.9,47.980000000000004,48.120000000000005,48.28,48.46,47.59,46.19,44.63,43.25,41.94,17.1,16.830000000000002,16.73,16.68,16.79,16.97,17.11,17.240000000000002,17.44,N/A,N/A -2012,2,16,20,30,101960,100760,99600,86.06,0,3.18,4.12,4.64,5.07,5.51,5.95,6.3500000000000005,6.71,7.33,64.47,62.83,61.85,60.870000000000005,59.79,58.660000000000004,57.54,56.49,54.58,17.47,17.37,17.39,17.490000000000002,17.650000000000002,17.830000000000002,17.96,18.06,18.18,N/A,N/A -2012,2,16,21,30,101980,100780,99620,83.39,0,1.76,1.97,2.21,2.82,3.29,3.62,3.94,4.25,4.7700000000000005,116.3,119.29,116.42,102.81,94.7,91,87.63,84.47,78.16,17.87,17.56,17.47,17.54,17.56,17.54,17.53,17.53,17.54,N/A,N/A -2012,2,16,22,30,101900,100710,99550,85.37,0,3.87,4.59,4.98,5.51,5.82,6.01,6.17,6.3100000000000005,6.47,101.63,99.5,97.31,93.52,90.67,88.46000000000001,86.43,84.58,80.84,17.84,17.73,17.71,17.740000000000002,17.77,17.79,17.900000000000002,18.01,18.05,N/A,N/A -2012,2,16,23,30,101910,100710,99560,88.58,0,3.13,4.22,4.8500000000000005,5.54,6.05,6.44,6.63,6.78,6.92,77.14,80.24,82.34,84.07000000000001,84.27,83.63,82.05,80.42,76.24,17.86,17.85,17.85,17.89,17.95,18.01,18.09,18.16,18.32,N/A,N/A -2012,2,17,0,30,101940,100740,99590,91.66,0,1.95,3.14,3.83,4.51,4.98,5.3100000000000005,5.63,5.92,6.3500000000000005,42.45,59,68.60000000000001,72.8,74.67,75.17,74.82000000000001,74.31,72.36,17.71,17.87,17.97,18.06,18.17,18.29,18.490000000000002,18.68,18.93,N/A,N/A -2012,2,17,1,30,101970,100770,99610,92.32000000000001,0,1.79,2.24,2.35,2.54,2.7600000000000002,3,3.2800000000000002,3.56,4.11,5.68,23.31,33.77,42.47,49.2,54.86,58.89,62.36,66.57000000000001,17.79,17.85,17.88,17.900000000000002,17.92,17.95,17.98,18.02,18.09,N/A,N/A -2012,2,17,2,30,101960,100770,99610,90.07000000000001,0,2.48,3.31,3.63,3.81,4.01,4.22,4.44,4.65,5.08,43.71,54.06,60,63.61,66.84,69.85000000000001,72.47,74.81,78.66,17.72,17.86,17.91,17.900000000000002,17.89,17.89,17.87,17.85,17.81,N/A,N/A -2012,2,17,3,30,101950,100750,99590,90.69,0,2.92,3.58,3.9,4.2,4.39,4.5,4.64,4.7700000000000005,5.11,30.92,35.72,40.68,48.44,53.44,56.65,59.620000000000005,62.300000000000004,67.1,17.6,17.57,17.6,17.69,17.71,17.7,17.66,17.62,17.54,N/A,N/A -2012,2,17,4,30,101880,100680,99520,89.74,0,4.0600000000000005,4.73,5.07,5.47,5.7700000000000005,6.01,6.2,6.37,6.78,54.17,55.24,57.47,62.31,66.58,70.39,72.67,74.52,77.67,17.56,17.46,17.45,17.51,17.53,17.54,17.51,17.47,17.36,N/A,N/A -2012,2,17,5,30,101880,100680,99520,91.08,0.7000000000000001,3.5300000000000002,4.16,4.49,4.8100000000000005,5.13,5.45,5.73,5.98,6.2700000000000005,41.51,47.63,52.24,57.75,62.22,66.08,68.78,71.06,74.35000000000001,17.35,17.23,17.2,17.19,17.18,17.17,17.11,17.04,16.75,N/A,N/A -2012,2,17,6,30,101860,100660,99500,87.63,0,4.25,4.9,5.24,5.66,6.03,6.38,6.61,6.8100000000000005,7.0600000000000005,46.2,50.35,53.85,58.61,63.7,68.68,71.09,72.79,73.31,17.52,17.35,17.27,17.23,17.21,17.19,17.080000000000002,16.95,16.6,N/A,N/A -2012,2,17,7,30,101840,100640,99470,87.98,0,6.6000000000000005,7.09,7.22,7.34,7.62,7.96,8.19,8.31,7.76,74.46000000000001,74.45,74.45,74.43,74.37,74.28,73.98,73.63,72.59,16.79,16.490000000000002,16.32,16.15,16.01,15.89,15.870000000000001,15.860000000000001,15.790000000000001,N/A,N/A -2012,2,17,8,30,101820,100610,99450,85.99,0,7.63,8.2,8.31,8.35,8.370000000000001,8.370000000000001,8.38,8.42,8.69,64.69,64.9,65.05,65.22,65.44,65.66,66.06,66.67,71.19,16.61,16.28,16.11,15.91,15.73,15.55,15.36,15.19,15,N/A,N/A -2012,2,17,9,30,101800,100600,99430,90.23,0,7.07,7.61,7.73,7.78,7.8,7.82,7.83,7.8500000000000005,8.08,62.39,62.660000000000004,62.85,63.08,63.34,63.6,63.980000000000004,64.38,66.51,16.57,16.23,16.05,15.860000000000001,15.67,15.49,15.3,15.120000000000001,14.780000000000001,N/A,N/A -2012,2,17,10,30,101790,100590,99420,87.98,0,7.5200000000000005,8.14,8.290000000000001,8.35,8.39,8.4,8.41,8.41,8.44,64.26,64.43,64.54,64.68,64.83,64.99,65.22,65.44,66.17,16.69,16.37,16.19,15.99,15.8,15.620000000000001,15.42,15.24,14.870000000000001,N/A,N/A -2012,2,17,11,30,101780,100570,99410,86.36,0,8.040000000000001,8.700000000000001,8.85,8.91,8.94,8.96,8.96,8.96,8.98,69.03,69.19,69.32000000000001,69.46000000000001,69.61,69.76,69.96000000000001,70.16,70.82000000000001,16.61,16.28,16.1,15.9,15.71,15.530000000000001,15.33,15.15,14.780000000000001,N/A,N/A -2012,2,17,12,30,101770,100570,99400,86.38,0.4,7.8500000000000005,8.51,8.67,8.74,8.77,8.790000000000001,8.790000000000001,8.790000000000001,8.78,69.5,69.73,69.89,70.07000000000001,70.27,70.46000000000001,70.72,70.97,71.7,16.5,16.16,15.98,15.790000000000001,15.59,15.41,15.21,15.030000000000001,14.66,N/A,N/A 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-2012,2,17,16,30,101770,100570,99400,89.53,0,7.25,7.79,7.9,7.930000000000001,7.94,7.94,7.930000000000001,7.930000000000001,7.96,79.62,79.85000000000001,80.03,80.22,80.43,80.65,80.98,81.34,83.65,16.51,16.18,16,15.8,15.610000000000001,15.43,15.24,15.06,14.75,N/A,N/A -2012,2,17,17,30,101760,100560,99390,90.69,0,6.87,7.4,7.5200000000000005,7.57,7.6000000000000005,7.61,7.61,7.61,7.61,72.71000000000001,73.06,73.32000000000001,73.59,73.86,74.13,74.44,74.74,75.60000000000001,16.6,16.27,16.09,15.89,15.700000000000001,15.52,15.32,15.14,14.76,N/A,N/A -2012,2,17,18,30,101730,100530,99360,91.04,0,7.62,8.22,8.36,8.41,8.44,8.44,8.44,8.42,8.38,67.43,67.84,68.11,68.41,68.71000000000001,69,69.35000000000001,69.69,70.58,16.56,16.22,16.04,15.84,15.65,15.47,15.27,15.09,14.71,N/A,N/A 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-2012,2,18,22,30,100880,99690,98530,94.34,0,3.7600000000000002,3.93,3.96,3.97,4.0200000000000005,4.11,4.43,4.78,5.25,318.81,318.59000000000003,318.31,317.82,316.46,314.65000000000003,309.62,304.49,299.3,16.490000000000002,16.17,16,15.8,15.620000000000001,15.44,15.33,15.25,15.15,N/A,N/A -2012,2,18,23,30,100900,99710,98550,94.33,0,4.9,5.19,5.2700000000000005,5.34,5.5600000000000005,5.87,6.5,7.140000000000001,7.72,312.69,311.85,311.02,309.64,306.92,303.29,298.1,293.03000000000003,289.76,16.34,16.02,15.85,15.67,15.51,15.370000000000001,15.290000000000001,15.21,15.11,N/A,N/A -2012,2,19,0,30,100980,99790,98630,94.43,0,6.37,6.8,6.9,6.95,6.98,7,7.05,7.09,7.42,296.96,295.91,295.26,294.51,293.72,292.90000000000003,291.83,290.76,286.87,16.11,15.780000000000001,15.6,15.4,15.22,15.040000000000001,14.85,14.68,14.370000000000001,N/A,N/A 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-2012,2,23,10,30,100720,99540,98400,96.21000000000001,0.4,9.27,10.75,11.35,11.92,12.42,12.88,13.290000000000001,13.67,14.15,213.95000000000002,213.9,213.92000000000002,214,214.13,214.31,214.65,215.01,216.44,18.14,18,17.89,17.740000000000002,17.63,17.54,17.44,17.35,17.12,N/A,N/A -2012,2,23,11,30,100690,99510,98360,95.64,0.4,11.5,13.08,13.63,14.040000000000001,14.370000000000001,14.64,14.82,14.96,15,214.62,215.05,215.32,215.64000000000001,216.02,216.45000000000002,217.13,217.84,220.28,18.05,17.85,17.71,17.52,17.330000000000002,17.13,16.93,16.75,16.46,N/A,N/A -2012,2,23,12,30,100660,99490,98340,95.69,0.4,8.16,9.370000000000001,9.83,10.24,10.58,10.870000000000001,11.14,11.370000000000001,11.75,213.37,213.13,213.03,212.97,212.99,213.08,213.32,213.6,214.58,18.25,18.13,18.04,17.96,17.88,17.8,17.72,17.650000000000002,17.490000000000002,N/A,N/A -2012,2,23,13,30,100660,99480,98340,95.83,0.4,9.99,11.41,11.950000000000001,12.4,12.8,13.17,13.6,14.030000000000001,15.030000000000001,216.46,217.55,218.27,219.18,219.95000000000002,220.63,220.94,221.11,219.35,18.22,18.04,17.94,17.85,17.76,17.650000000000002,17.53,17.42,17.12,N/A,N/A -2012,2,23,14,30,100690,99510,98360,95.99000000000001,0,8.24,9.41,9.85,10.22,10.53,10.790000000000001,11,11.19,11.43,224.41,224.35,224.26,224.07,223.83,223.52,223.09,222.64000000000001,221.28,18.19,18.04,17.93,17.81,17.72,17.650000000000002,17.57,17.51,17.39,N/A,N/A -2012,2,23,15,30,100680,99500,98350,95.62,0,8.700000000000001,10.13,10.73,11.3,11.790000000000001,12.24,12.59,12.89,13.02,223.08,222.92000000000002,222.8,222.6,222.33,221.99,221.35,220.68,217.71,18.27,18.14,18.04,17.89,17.77,17.66,17.57,17.5,17.42,N/A,N/A -2012,2,23,16,30,100660,99490,98340,95.48,0,8.42,9.91,10.56,11.18,11.72,12.21,12.61,12.97,13.56,218.23000000000002,218.46,218.61,218.73000000000002,218.79,218.8,218.76,218.71,218.55,18.35,18.240000000000002,18.150000000000002,18.02,17.900000000000002,17.79,17.67,17.57,17.28,N/A,N/A -2012,2,23,17,30,100640,99460,98320,95.07000000000001,0,7.78,9.16,9.74,10.290000000000001,10.76,11.17,11.540000000000001,11.870000000000001,12.370000000000001,221.83,221.9,221.92000000000002,221.86,221.68,221.41,220.9,220.35,218.56,18.44,18.36,18.29,18.2,18.13,18.07,18.01,17.96,17.79,N/A,N/A -2012,2,23,18,30,100620,99440,98310,94.41,0,7.97,9.56,10.32,11.13,11.9,12.67,13.4,14.08,15.290000000000001,222.18,222.57,222.8,222.96,222.82,222.45000000000002,221.35,220.07,217.87,18.6,18.57,18.51,18.45,18.37,18.28,18.17,18.06,17.93,N/A,N/A -2012,2,23,19,30,100610,99440,98300,94.18,0,7.47,8.91,9.52,10.08,10.59,11.08,11.58,12.06,13.16,217.33,217.29,217.23000000000002,217.07,216.82,216.5,216.07,215.64000000000001,215.64000000000001,18.62,18.62,18.59,18.55,18.53,18.5,18.48,18.46,18.21,N/A,N/A -2012,2,23,20,30,100560,99390,98250,92.7,0,7.87,9.63,10.41,11.16,11.81,12.39,12.99,13.57,15.17,213.33,213.68,214.01,214.55,215.27,216.16,217.29,218.43,219.47,18.92,18.97,18.95,18.900000000000002,18.84,18.76,18.650000000000002,18.53,18.76,N/A,N/A -2012,2,23,21,30,100520,99350,98220,92.63,0,7.5200000000000005,9.200000000000001,9.98,10.73,11.39,11.98,12.59,13.18,14.6,208.47,208.95000000000002,209.35,209.86,210.47,211.17000000000002,212.39000000000001,213.71,216.94,18.92,18.96,18.94,18.900000000000002,18.88,18.89,18.94,19,19.240000000000002,N/A,N/A -2012,2,23,22,30,100490,99320,98180,92.19,0,6.98,8.78,9.65,10.56,11.44,12.3,13.14,13.93,14.67,206.37,207.05,207.69,208.66,210,211.64000000000001,213.75,215.92000000000002,217.56,19.01,19.1,19.09,19.05,19.03,19.01,19.240000000000002,19.51,19.57,N/A,N/A -2012,2,23,23,30,100470,99300,98170,91.73,0,6.97,8.81,9.69,10.61,11.5,12.4,13.21,13.950000000000001,14.780000000000001,202.46,203.26,204.09,205.57,207.57,210.08,212.91,215.67000000000002,217.81,19.1,19.22,19.23,19.21,19.18,19.150000000000002,19.43,19.76,20.02,N/A,N/A -2012,2,24,0,30,100490,99320,98180,91.75,0,7.05,8.89,9.8,10.76,11.68,12.59,13.25,13.790000000000001,13.9,198.88,200.23000000000002,201.53,203.65,206.09,208.92000000000002,211.39000000000001,213.59,214.72,19.09,19.2,19.2,19.16,19.35,19.72,20.05,20.34,20.400000000000002,N/A,N/A -2012,2,24,1,30,100490,99320,98190,91.8,0,6.5600000000000005,8.48,9.43,10.53,11.620000000000001,12.74,13.66,14.46,14.700000000000001,195.75,196.9,198.01,199.86,202.08,204.62,206.83,208.82,210.70000000000002,19.11,19.27,19.29,19.28,19.44,19.72,20.06,20.400000000000002,20.63,N/A,N/A -2012,2,24,2,30,100490,99320,98190,89.82000000000001,0,6.99,9.07,10.05,11.040000000000001,12.01,12.98,13.84,14.61,14.620000000000001,198.18,198.4,198.72,199.35,200.5,202.14000000000001,205.29,208.81,215.95000000000002,19.56,19.84,19.92,20,19.990000000000002,19.900000000000002,19.63,19.32,20.78,N/A,N/A -2012,2,24,3,30,100490,99320,98190,89.96000000000001,0,6.72,8.44,9.24,10.01,10.77,11.59,12.780000000000001,14.13,17.05,199.21,199.71,200.28,200.9,201.8,203.03,205.63,208.82,216.4,19.51,19.77,19.830000000000002,19.84,19.8,19.7,19.57,19.43,21.03,N/A,N/A -2012,2,24,4,30,100500,99330,98200,88.92,0,7.55,9.76,10.84,12.07,13.280000000000001,14.540000000000001,15.370000000000001,16.01,16.37,200.59,200.94,201.26,201.78,202.37,203.06,204.58,206.29,212.70000000000002,19.76,20.04,20.12,20.19,20.18,20.11,19.900000000000002,19.67,19.64,N/A,N/A -2012,2,24,5,30,100520,99350,98220,88.79,0.4,7.34,9.5,10.5,11.4,12.18,12.88,13.68,14.48,15.92,204.57,205.19,205.66,206.08,206.69,207.47,208.83,210.34,214.53,19.79,20.11,20.21,20.29,20.31,20.29,20.16,20.01,19.51,N/A,N/A -2012,2,24,6,30,100560,99400,98270,89.45,0,7.390000000000001,9.540000000000001,10.5,11.39,12.14,12.790000000000001,13.59,14.42,16.25,207.44,208.64000000000001,209.58,210.92000000000002,212.36,213.93,215.45000000000002,216.9,217.77,19.7,19.97,20.05,20.14,20.2,20.23,20.19,20.11,19.7,N/A,N/A -2012,2,24,7,30,100720,99550,98420,91.11,0,4.1,5.87,6.7,7.71,8.68,9.67,10.35,10.870000000000001,11.83,252.95000000000002,246.55,240.87,236.95000000000002,234.26,232.67000000000002,233.12,234.33,238.21,19.6,19.94,20,20.04,20.06,20.06,20.02,19.97,19.68,N/A,N/A -2012,2,24,8,30,100850,99680,98540,90.82000000000001,0,6.32,8.13,8.82,9.36,9.78,10.14,10.42,10.67,11,304.8,301.55,299.09000000000003,296.39,293.54,290.56,287.44,284.52,279.41,19.42,19.62,19.63,19.56,19.48,19.39,19.3,19.22,19.02,N/A,N/A -2012,2,24,9,30,100880,99710,98570,94.62,0,3.73,5.96,6.95,7.22,7.5,7.8,8.11,8.39,8.93,296.95,294.75,293.43,293.08,293.16,293.54,294.03000000000003,294.51,295.82,18.650000000000002,19.86,20.3,20.18,20.080000000000002,19.98,19.87,19.77,19.53,N/A,N/A -2012,2,24,10,30,101070,99870,98720,69.26,0,13.35,15.15,15.81,16.37,16.830000000000002,17.23,17.5,17.72,17.93,6.25,7.58,8.32,9.01,9.59,10.08,11,11.91,13.67,17.72,17.52,17.39,17.240000000000002,17.080000000000002,16.93,16.77,16.61,16.29,N/A,N/A -2012,2,24,11,30,101270,100070,98900,62.74,0,12.27,13.55,13.9,14.120000000000001,14.280000000000001,14.4,14.48,14.56,14.68,15.1,15.46,15.74,16.01,16.28,16.53,16.78,17.01,17.5,16.52,16.16,15.97,15.77,15.57,15.38,15.18,14.99,14.6,N/A,N/A -2012,2,24,12,30,101400,100190,99020,61.47,0,14.530000000000001,16.080000000000002,16.5,16.740000000000002,16.91,17.03,17.11,17.18,17.28,13.74,13.98,14.16,14.32,14.49,14.65,14.82,14.98,15.33,15.18,14.69,14.47,14.26,14.05,13.85,13.65,13.450000000000001,13.06,N/A,N/A -2012,2,24,13,30,101550,100330,99150,59.65,0,16.14,17.93,18.43,18.72,18.92,19.07,19.17,19.26,19.39,16.88,17.12,17.25,17.38,17.5,17.62,17.740000000000002,17.86,18.1,14.370000000000001,13.790000000000001,13.56,13.33,13.120000000000001,12.92,12.71,12.51,12.120000000000001,N/A,N/A -2012,2,24,14,30,101680,100460,99280,56.78,0,14.86,16.4,16.830000000000002,17.080000000000002,17.25,17.38,17.47,17.55,17.66,16.17,16.21,16.240000000000002,16.29,16.32,16.35,16.39,16.43,16.5,13.92,13.33,13.09,12.870000000000001,12.65,12.450000000000001,12.24,12.05,11.65,N/A,N/A -2012,2,24,15,30,101780,100570,99380,56.53,0,14.17,15.610000000000001,16.01,16.23,16.38,16.5,16.57,16.64,16.73,16.4,16.54,16.64,16.740000000000002,16.82,16.9,16.990000000000002,17.06,17.23,13.92,13.34,13.1,12.870000000000001,12.66,12.46,12.25,12.06,11.66,N/A,N/A -2012,2,24,16,30,101870,100650,99460,52.58,0,13,14.280000000000001,14.620000000000001,14.83,14.96,15.06,15.13,15.18,15.26,13.59,13.75,13.86,13.950000000000001,14.040000000000001,14.120000000000001,14.200000000000001,14.27,14.43,14.19,13.65,13.42,13.200000000000001,12.99,12.790000000000001,12.58,12.39,11.99,N/A,N/A -2012,2,24,17,30,101900,100680,99500,50.09,0,12.56,13.83,14.19,14.41,14.56,14.67,14.75,14.81,14.91,12.41,12.58,12.69,12.790000000000001,12.870000000000001,12.950000000000001,13.02,13.09,13.22,14.84,14.35,14.14,13.92,13.71,13.52,13.31,13.120000000000001,12.72,N/A,N/A -2012,2,24,18,30,101980,100760,99580,46.99,0,12.23,13.49,13.84,14.05,14.200000000000001,14.31,14.39,14.46,14.55,13.21,13.4,13.51,13.620000000000001,13.72,13.81,13.9,13.99,14.16,15.51,15.08,14.88,14.67,14.46,14.27,14.06,13.870000000000001,13.48,N/A,N/A -2012,2,24,19,30,102030,100820,99640,45.28,0,11.82,13.06,13.4,13.61,13.75,13.86,13.950000000000001,14.01,14.11,12.72,12.94,13.1,13.24,13.370000000000001,13.49,13.61,13.72,13.950000000000001,16.1,15.72,15.530000000000001,15.33,15.13,14.94,14.73,14.540000000000001,14.15,N/A,N/A -2012,2,24,20,30,102060,100850,99670,43.33,0,11.700000000000001,12.950000000000001,13.290000000000001,13.5,13.64,13.75,13.83,13.9,14,12.27,12.51,12.67,12.82,12.96,13.08,13.21,13.32,13.540000000000001,16.41,16.06,15.870000000000001,15.68,15.47,15.290000000000001,15.08,14.89,14.5,N/A,N/A -2012,2,24,21,30,102080,100870,99690,42.14,0,11.52,12.73,13.06,13.26,13.39,13.5,13.57,13.63,13.71,11.13,11.35,11.51,11.65,11.78,11.9,12.02,12.13,12.34,16.57,16.23,16.05,15.85,15.65,15.47,15.26,15.07,14.68,N/A,N/A -2012,2,24,22,30,102140,100930,99750,42.89,0,10.58,11.65,11.94,12.13,12.25,12.35,12.42,12.48,12.56,14.27,14.450000000000001,14.57,14.69,14.8,14.91,15.02,15.120000000000001,15.32,16.62,16.28,16.1,15.9,15.700000000000001,15.52,15.31,15.120000000000001,14.73,N/A,N/A -2012,2,24,23,30,102270,101050,99870,40.63,0,9.950000000000001,10.94,11.21,11.36,11.47,11.55,11.61,11.65,11.72,18.85,18.740000000000002,18.68,18.61,18.55,18.48,18.41,18.35,18.22,16.46,16.11,15.93,15.73,15.530000000000001,15.34,15.14,14.950000000000001,14.56,N/A,N/A -2012,2,25,0,30,102290,101070,99890,41.09,0,12.49,13.72,14.02,14.18,14.27,14.34,14.370000000000001,14.4,14.4,19.25,19.400000000000002,19.5,19.6,19.71,19.8,19.91,20.01,20.23,16.04,15.65,15.46,15.26,15.05,14.870000000000001,14.66,14.47,14.08,N/A,N/A -2012,2,25,1,30,102440,101220,100030,42.550000000000004,0,10.72,11.74,12,12.15,12.24,12.31,12.36,12.39,12.43,24.43,24.76,24.93,25.1,25.25,25.400000000000002,25.55,25.7,25.98,15.73,15.32,15.13,14.92,14.72,14.530000000000001,14.32,14.13,13.74,N/A,N/A -2012,2,25,2,30,102440,101220,100040,43.03,0,11.74,12.9,13.21,13.38,13.5,13.6,13.66,13.72,13.790000000000001,28.01,28.21,28.330000000000002,28.44,28.53,28.61,28.69,28.75,28.88,15.35,14.9,14.700000000000001,14.49,14.280000000000001,14.09,13.88,13.69,13.3,N/A,N/A -2012,2,25,3,30,102530,101310,100120,42.980000000000004,0,11.97,13.17,13.5,13.700000000000001,13.84,13.950000000000001,14.030000000000001,14.09,14.19,30.27,30.42,30.490000000000002,30.55,30.61,30.66,30.71,30.76,30.84,15.120000000000001,14.65,14.450000000000001,14.24,14.030000000000001,13.84,13.63,13.44,13.040000000000001,N/A,N/A -2012,2,25,4,30,102570,101350,100160,46.22,0,12.05,13.21,13.52,13.700000000000001,13.82,13.91,13.97,14.02,14.08,31.76,31.92,32.04,32.14,32.230000000000004,32.31,32.39,32.46,32.6,14.75,14.26,14.05,13.84,13.63,13.44,13.23,13.040000000000001,12.64,N/A,N/A -2012,2,25,5,30,102590,101360,100170,48.59,0,12.01,13.15,13.47,13.65,13.77,13.86,13.93,13.98,14.05,30.88,31.05,31.16,31.26,31.36,31.44,31.53,31.61,31.79,14.35,13.83,13.620000000000001,13.4,13.19,13,12.790000000000001,12.61,12.22,N/A,N/A -2012,2,25,6,30,102620,101390,100200,49.730000000000004,0,12.17,13.34,13.66,13.84,13.97,14.06,14.120000000000001,14.18,14.26,32.26,32.5,32.65,32.8,32.96,33.1,33.26,33.42,33.74,14.22,13.68,13.46,13.25,13.040000000000001,12.85,12.64,12.450000000000001,12.07,N/A,N/A -2012,2,25,7,30,102680,101450,100250,50.050000000000004,0,12.08,13.24,13.540000000000001,13.72,13.83,13.93,13.99,14.040000000000001,14.13,34.08,34.480000000000004,34.730000000000004,34.97,35.21,35.43,35.67,35.89,36.35,14.1,13.55,13.33,13.120000000000001,12.91,12.73,12.52,12.34,11.96,N/A,N/A -2012,2,25,8,30,102680,101450,100250,52.84,0,11.9,12.99,13.27,13.43,13.530000000000001,13.6,13.66,13.700000000000001,13.77,36.54,36.87,37.08,37.28,37.480000000000004,37.660000000000004,37.87,38.050000000000004,38.45,13.64,13.07,12.84,12.63,12.42,12.23,12.030000000000001,11.84,11.46,N/A,N/A -2012,2,25,9,30,102740,101510,100310,55.550000000000004,0,11.03,11.96,12.19,12.31,12.38,12.44,12.48,12.51,12.56,33.24,33.660000000000004,33.92,34.160000000000004,34.410000000000004,34.63,34.88,35.11,35.61,13.23,12.64,12.41,12.200000000000001,11.99,11.81,11.61,11.42,11.05,N/A,N/A -2012,2,25,10,30,102780,101540,100340,56.550000000000004,0,10.620000000000001,11.5,11.700000000000001,11.81,11.870000000000001,11.92,11.950000000000001,11.98,12.02,34.160000000000004,34.52,34.76,34.980000000000004,35.21,35.410000000000004,35.64,35.86,36.34,12.98,12.39,12.16,11.950000000000001,11.74,11.56,11.36,11.18,10.81,N/A,N/A -2012,2,25,11,30,102870,101630,100430,55.11,0,9.38,10.07,10.21,10.28,10.32,10.35,10.36,10.38,10.4,29.25,29.68,29.95,30.2,30.46,30.7,30.96,31.21,31.76,12.96,12.4,12.18,11.97,11.77,11.58,11.38,11.200000000000001,10.83,N/A,N/A -2012,2,25,12,30,102810,101570,100370,54.870000000000005,0,10.11,10.94,11.14,11.26,11.33,11.39,11.44,11.48,11.56,39.03,39.480000000000004,39.76,40.01,40.27,40.49,40.74,40.97,41.47,12.96,12.38,12.15,11.94,11.73,11.55,11.35,11.17,10.8,N/A,N/A -2012,2,25,13,30,102830,101600,100390,53.56,0,10.06,10.92,11.15,11.28,11.370000000000001,11.44,11.5,11.540000000000001,11.620000000000001,43.08,43.45,43.67,43.88,44.07,44.25,44.45,44.63,44.980000000000004,13.06,12.48,12.25,12.040000000000001,11.83,11.64,11.43,11.24,10.86,N/A,N/A -2012,2,25,14,30,102880,101640,100440,54.34,0,9.42,10.16,10.34,10.44,10.51,10.56,10.59,10.620000000000001,10.65,42.01,42.56,42.92,43.24,43.550000000000004,43.82,44.11,44.38,44.910000000000004,13.06,12.49,12.27,12.05,11.84,11.64,11.44,11.24,10.85,N/A,N/A -2012,2,25,15,30,102890,101650,100450,54.86,0,8.42,9.01,9.15,9.22,9.26,9.290000000000001,9.3,9.31,9.32,39.04,39.75,40.19,40.58,40.97,41.300000000000004,41.660000000000004,41.99,42.660000000000004,12.91,12.36,12.13,11.92,11.71,11.51,11.31,11.11,10.72,N/A,N/A -2012,2,25,16,30,102880,101640,100440,54.27,0,7.51,8.05,8.17,8.24,8.290000000000001,8.33,8.35,8.370000000000001,8.4,45.62,46.22,46.57,46.9,47.2,47.480000000000004,47.76,48.03,48.56,13.030000000000001,12.5,12.280000000000001,12.06,11.85,11.66,11.450000000000001,11.26,10.870000000000001,N/A,N/A -2012,2,25,17,30,102880,101650,100450,48.120000000000005,0,6.45,6.9,7.01,7.08,7.13,7.16,7.19,7.21,7.25,56.58,56.84,56.97,57.09,57.2,57.300000000000004,57.39,57.480000000000004,57.65,13.3,12.8,12.59,12.38,12.17,11.98,11.77,11.58,11.18,N/A,N/A -2012,2,25,18,30,102840,101600,100400,43.410000000000004,0,7.1000000000000005,7.58,7.69,7.75,7.79,7.82,7.84,7.86,7.890000000000001,60.83,60.95,61.050000000000004,61.120000000000005,61.2,61.26,61.31,61.370000000000005,61.47,13.540000000000001,13.040000000000001,12.83,12.620000000000001,12.41,12.22,12.02,11.82,11.43,N/A,N/A -2012,2,25,19,30,102850,101610,100420,45.13,0,5.09,5.39,5.46,5.51,5.54,5.5600000000000005,5.58,5.6000000000000005,5.63,72.16,72.23,72.28,72.33,72.36,72.4,72.44,72.47,72.53,13.620000000000001,13.16,12.96,12.76,12.55,12.36,12.16,11.96,11.57,N/A,N/A -2012,2,25,20,30,102770,101540,100340,45.59,0,5.37,5.71,5.78,5.83,5.86,5.89,5.91,5.93,5.96,81.38,81.41,81.35000000000001,81.27,81.21000000000001,81.16,81.09,81.01,80.83,13.92,13.47,13.26,13.06,12.86,12.67,12.47,12.280000000000001,11.89,N/A,N/A -2012,2,25,21,30,102700,101470,100270,45.86,0,5.75,6.11,6.19,6.23,6.26,6.28,6.29,6.3,6.32,93.55,93.34,93.16,93.01,92.85000000000001,92.71000000000001,92.55,92.39,92.05,14.25,13.8,13.59,13.39,13.19,13,12.8,12.61,12.22,N/A,N/A -2012,2,25,22,30,102670,101440,100250,46.4,0,5.93,6.3,6.38,6.41,6.44,6.46,6.47,6.48,6.49,113.29,112.87,112.66,112.46000000000001,112.27,112.10000000000001,111.9,111.71000000000001,111.3,14.450000000000001,14,13.8,13.6,13.39,13.21,13,12.81,12.42,N/A,N/A -2012,2,25,23,30,102630,101400,100210,48.51,0,5.53,5.84,5.91,5.93,5.95,5.95,5.95,5.95,5.94,114.97,114.24000000000001,113.79,113.38,112.96000000000001,112.59,112.16,111.76,110.89,14.41,13.97,13.77,13.57,13.370000000000001,13.19,12.98,12.790000000000001,12.41,N/A,N/A -2012,2,26,0,30,102590,101370,100180,46.46,0,6.43,6.88,6.99,7.0600000000000005,7.11,7.15,7.18,7.21,7.26,103.57000000000001,103.11,102.78,102.47,102.16,101.88,101.57000000000001,101.28,100.68,14.790000000000001,14.36,14.16,13.96,13.76,13.57,13.370000000000001,13.18,12.790000000000001,N/A,N/A -2012,2,26,1,30,102570,101340,100150,49.050000000000004,0,4.75,5.03,5.1000000000000005,5.14,5.17,5.19,5.21,5.22,5.25,105.71000000000001,105.94,106.09,106.22,106.35000000000001,106.46000000000001,106.58,106.69,106.91,14.76,14.35,14.15,13.950000000000001,13.74,13.56,13.35,13.16,12.76,N/A,N/A -2012,2,26,2,30,102550,101330,100140,49.39,0,6.47,6.93,7.03,7.08,7.12,7.140000000000001,7.15,7.17,7.17,105.96000000000001,105.60000000000001,105.31,105.02,104.75,104.5,104.24000000000001,103.99000000000001,103.5,15.19,14.780000000000001,14.58,14.38,14.17,13.98,13.77,13.58,13.19,N/A,N/A -2012,2,26,3,30,102500,101280,100090,54.5,0,5.51,5.86,5.94,5.98,6.0200000000000005,6.04,6.0600000000000005,6.08,6.11,107.19,107.15,107.15,107.14,107.15,107.16,107.18,107.2,107.24000000000001,14.9,14.48,14.280000000000001,14.08,13.88,13.69,13.48,13.290000000000001,12.9,N/A,N/A -2012,2,26,4,30,102480,101260,100070,54.19,0,6.42,6.82,6.91,6.95,6.97,6.99,6.99,6.99,6.99,119.54,119.14,118.91,118.71000000000001,118.51,118.35000000000001,118.17,118,117.66,15.31,14.9,14.71,14.51,14.31,14.120000000000001,13.91,13.73,13.33,N/A,N/A -2012,2,26,5,30,102460,101240,100050,54.660000000000004,0,5.96,6.38,6.48,6.54,6.58,6.62,6.640000000000001,6.66,6.69,115.59,115.56,115.56,115.55,115.54,115.54,115.53,115.53,115.52,15.38,14.98,14.780000000000001,14.59,14.38,14.200000000000001,13.99,13.8,13.41,N/A,N/A -2012,2,26,6,30,102440,101220,100040,56.22,0,6.11,6.5600000000000005,6.66,6.72,6.76,6.79,6.8100000000000005,6.83,6.8500000000000005,113.38,113.49000000000001,113.55,113.61,113.67,113.73,113.79,113.85000000000001,113.96000000000001,15.44,15.07,14.88,14.68,14.48,14.3,14.09,13.9,13.51,N/A,N/A -2012,2,26,7,30,102440,101220,100040,59.46,0,5.44,5.83,5.92,5.98,6.0200000000000005,6.05,6.07,6.09,6.12,110.66,110.87,111.01,111.14,111.27,111.38,111.51,111.62,111.87,15.39,15.02,14.83,14.63,14.43,14.24,14.040000000000001,13.85,13.46,N/A,N/A -2012,2,26,8,30,102390,101170,99990,62.15,0,4.92,5.2700000000000005,5.36,5.42,5.46,5.5,5.5200000000000005,5.55,5.59,104.64,105.16,105.47,105.76,106.03,106.27,106.52,106.75,107.22,15.46,15.1,14.92,14.72,14.52,14.34,14.13,13.94,13.55,N/A,N/A -2012,2,26,9,30,102370,101150,99970,64.02,0,4.69,5.01,5.09,5.14,5.18,5.21,5.23,5.26,5.29,97.16,97.64,97.95,98.25,98.54,98.81,99.11,99.38,99.99000000000001,15.58,15.23,15.040000000000001,14.85,14.65,14.47,14.26,14.08,13.69,N/A,N/A -2012,2,26,10,30,102330,101110,99940,62.39,0,4.05,4.4,4.5200000000000005,4.6000000000000005,4.67,4.73,4.78,4.83,4.91,116.06,117.79,118.71000000000001,119.45,120.09,120.64,121.16,121.61,122.46000000000001,16.22,15.9,15.72,15.540000000000001,15.34,15.16,14.96,14.77,14.38,N/A,N/A -2012,2,26,11,30,102310,101100,99920,64.83,0,5.33,5.63,5.68,5.69,5.7,5.69,5.69,5.68,5.65,140.08,140.17000000000002,140.32,140.48,140.64000000000001,140.8,140.97,141.13,141.46,16.330000000000002,16,15.82,15.63,15.43,15.25,15.040000000000001,14.85,14.46,N/A,N/A -2012,2,26,12,30,102300,101090,99910,66.35,0,5.07,5.46,5.55,5.6000000000000005,5.64,5.66,5.67,5.68,5.69,133.33,133.66,133.8,133.89000000000001,133.96,134.02,134.06,134.11,134.17000000000002,16.3,15.98,15.8,15.610000000000001,15.41,15.23,15.030000000000001,14.84,14.450000000000001,N/A,N/A -2012,2,26,13,30,102300,101090,99910,69.74,0,5.4,5.8100000000000005,5.91,5.97,6.01,6.04,6.0600000000000005,6.07,6.09,124.19,124.42,124.58,124.73,124.87,125,125.12,125.24000000000001,125.46000000000001,16.22,15.9,15.72,15.52,15.32,15.14,14.93,14.74,14.35,N/A,N/A -2012,2,26,14,30,102310,101090,99920,70.7,0,4.43,4.76,4.84,4.89,4.92,4.95,4.97,4.99,5.0200000000000005,127.54,127.03,126.83,126.67,126.53,126.42,126.32000000000001,126.24000000000001,126.10000000000001,16.21,15.88,15.71,15.51,15.31,15.13,14.92,14.74,14.35,N/A,N/A -2012,2,26,15,30,102310,101100,99920,72.57000000000001,0,4.18,4.44,4.5,4.53,4.54,4.55,4.55,4.55,4.54,121.92,122.2,122.48,122.76,123.04,123.29,123.56,123.83,124.4,16.31,15.98,15.81,15.610000000000001,15.42,15.23,15.030000000000001,14.84,14.450000000000001,N/A,N/A -2012,2,26,16,30,102290,101080,99900,77.83,0,4.17,4.39,4.41,4.41,4.4,4.39,4.37,4.3500000000000005,4.3,125.32000000000001,126.02,126.42,126.81,127.19,127.54,127.94,128.32,129.16,16.32,15.99,15.81,15.620000000000001,15.42,15.24,15.040000000000001,14.85,14.46,N/A,N/A -2012,2,26,17,30,102260,101050,99870,78.57000000000001,0,3.75,3.99,4.04,4.0600000000000005,4.07,4.08,4.08,4.08,4.07,108.53,108.94,109.2,109.4,109.57000000000001,109.71000000000001,109.84,109.95,110.16,16.37,16.05,15.870000000000001,15.68,15.48,15.290000000000001,15.09,14.9,14.51,N/A,N/A -2012,2,26,18,30,102250,101040,99860,79.51,0,4.44,4.75,4.82,4.8500000000000005,4.87,4.89,4.89,4.9,4.9,110.86,110.78,110.76,110.76,110.76,110.77,110.8,110.82000000000001,110.92,16.46,16.14,15.96,15.77,15.57,15.39,15.18,15,14.61,N/A,N/A -2012,2,26,19,30,102200,100990,99820,84.47,0,4.34,4.66,4.75,4.8100000000000005,4.86,4.91,4.95,5,5.11,100.41,100.52,100.65,100.79,100.95,101.10000000000001,101.28,101.46000000000001,101.93,16.35,16.02,15.84,15.65,15.46,15.290000000000001,15.09,14.91,14.540000000000001,N/A,N/A -2012,2,26,20,30,102150,100950,99780,83.82000000000001,0,5.8500000000000005,6.37,6.49,6.5600000000000005,6.6000000000000005,6.63,6.65,6.66,6.66,115.85000000000001,116.39,116.72,117.02,117.31,117.57000000000001,117.84,118.09,118.60000000000001,16.84,16.54,16.36,16.17,15.98,15.790000000000001,15.59,15.41,15.02,N/A,N/A -2012,2,26,21,30,102130,100920,99750,84.48,0,6.41,6.91,7.01,7.05,7.0600000000000005,7.0600000000000005,7.04,7.0200000000000005,6.96,107.49000000000001,107.69,107.82000000000001,107.97,108.13,108.28,108.47,108.65,109.11,16.73,16.42,16.25,16.06,15.860000000000001,15.68,15.48,15.3,14.91,N/A,N/A -2012,2,26,22,30,102090,100880,99710,85.98,0,6.66,7.25,7.390000000000001,7.46,7.5,7.5200000000000005,7.5200000000000005,7.5200000000000005,7.5,106.94,107.05,107.13,107.2,107.27,107.34,107.43,107.5,107.7,16.76,16.45,16.28,16.09,15.9,15.72,15.51,15.33,14.950000000000001,N/A,N/A -2012,2,26,23,30,102060,100850,99680,88.66,0,6.72,7.3,7.44,7.51,7.55,7.58,7.59,7.6000000000000005,7.62,99.71000000000001,99.93,100.10000000000001,100.28,100.46000000000001,100.64,100.86,101.07000000000001,101.60000000000001,16.72,16.42,16.240000000000002,16.05,15.860000000000001,15.68,15.48,15.3,14.92,N/A,N/A -2012,2,27,0,30,102070,100860,99700,89.61,0,6.8100000000000005,7.49,7.68,7.8,7.890000000000001,7.96,8.02,8.07,8.17,104.66,104.88,105.01,105.16,105.31,105.46000000000001,105.63,105.79,106.17,16.93,16.65,16.490000000000002,16.3,16.11,15.93,15.73,15.55,15.18,N/A,N/A -2012,2,27,1,30,102050,100850,99680,92.78,0,7.1000000000000005,7.76,7.94,8.05,8.14,8.22,8.31,8.4,8.74,99.79,100.09,100.31,100.58,100.89,101.2,101.68,102.17,103.86,16.93,16.64,16.47,16.29,16.1,15.92,15.73,15.56,15.200000000000001,N/A,N/A -2012,2,27,2,30,102060,100860,99690,90.93,0,6.33,7.1000000000000005,7.36,7.59,7.79,7.97,8.15,8.31,8.66,105.66,105.97,106.16,106.36,106.55,106.75,106.95,107.15,107.59,17.240000000000002,16.98,16.830000000000002,16.66,16.48,16.31,16.12,15.950000000000001,15.59,N/A,N/A -2012,2,27,3,30,102080,100880,99710,93.56,0,5.59,6.24,6.47,6.66,6.83,6.99,7.15,7.3,7.63,106.99000000000001,107.31,107.56,107.87,108.2,108.53,108.92,109.28,110.06,17.2,16.94,16.79,16.61,16.44,16.27,16.09,15.92,15.57,N/A,N/A -2012,2,27,4,30,102090,100880,99720,94.14,0,5.55,6.33,6.63,6.92,7.18,7.43,7.68,7.92,8.41,102.59,102.85000000000001,103.08,103.34,103.62,103.9,104.27,104.64,105.67,17.240000000000002,17,16.85,16.69,16.52,16.36,16.19,16.03,15.71,N/A,N/A -2012,2,27,5,30,102080,100880,99710,94.10000000000001,0,5.93,6.73,7.03,7.3100000000000005,7.5600000000000005,7.8100000000000005,8.07,8.31,8.85,92.4,93.05,93.61,94.36,95.33,96.38,97.85000000000001,99.34,103.58,17.32,17.09,16.96,16.8,16.66,16.52,16.39,16.27,16.09,N/A,N/A -2012,2,27,6,30,102090,100890,99720,95.77,0,5.28,5.91,6.16,6.390000000000001,6.63,6.88,7.21,7.54,8.46,80.2,81.63,82.83,84.38,86.23,88.18,90.71000000000001,93.24,99.71000000000001,17.26,17.02,16.88,16.73,16.59,16.46,16.330000000000002,16.22,16.080000000000002,N/A,N/A 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-2012,2,27,11,30,102210,101010,99840,97.28,2.6,6.04,6.76,7.05,7.3100000000000005,7.55,7.78,8.040000000000001,8.28,8.44,60.88,61.550000000000004,62.14,63.01,64.23,65.65,68.49,71.66,82.89,17.23,17,16.87,16.72,16.6,16.5,16.44,16.39,16.36,N/A,N/A -2012,2,27,12,30,102210,101010,99840,97.38,0.7000000000000001,6.5600000000000005,7.6000000000000005,7.97,8.18,8.4,8.64,8.74,8.81,8.85,51.4,53.34,54.5,55.49,57.44,59.800000000000004,61.870000000000005,63.78,68.44,17.03,16.77,16.62,16.46,16.36,16.29,16.23,16.19,16.15,N/A,N/A -2012,2,27,13,30,102230,101020,99850,97,0.7000000000000001,7.62,8.370000000000001,8.65,8.950000000000001,9.21,9.44,9.700000000000001,9.91,9.99,55.69,56.15,56.59,57.2,57.88,58.56,60.33,62.11,65.87,16.84,16.55,16.39,16.22,16.06,15.91,15.92,15.950000000000001,15.99,N/A,N/A 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-2012,2,28,2,30,102280,101070,99900,95.82000000000001,0,7.3500000000000005,7.930000000000001,8.08,8.15,8.22,8.3,8.48,8.69,9.35,78.3,78.52,78.68,78.89,79.15,79.44,80.16,81.05,85.01,16.67,16.36,16.19,16,15.81,15.64,15.47,15.33,15.16,N/A,N/A -2012,2,28,3,30,102260,101060,99880,95.82000000000001,0,7.04,7.640000000000001,7.79,7.890000000000001,8.01,8.120000000000001,8.46,8.8,9.38,80.8,81.15,81.37,81.65,82.03,82.44,83.66,85.01,89.07000000000001,16.8,16.490000000000002,16.32,16.13,15.94,15.77,15.6,15.450000000000001,15.31,N/A,N/A -2012,2,28,4,30,102230,101020,99860,96.16,0,6.08,6.640000000000001,6.9,7.25,7.6000000000000005,7.930000000000001,8.19,8.43,8.790000000000001,85.05,85.58,86.16,87.10000000000001,88.4,89.85000000000001,91.78,93.68,98.17,16.89,16.6,16.44,16.27,16.12,15.97,15.9,15.84,15.8,N/A,N/A 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-2012,3,1,1,30,101580,100400,99250,92.55,0,5.34,7.17,8.03,8.8,9.31,9.61,9.53,9.35,8.540000000000001,160.39000000000001,164.20000000000002,168.09,174.53,179.6,183.64000000000001,185.1,185.69,189.75,19.3,19.6,19.72,19.82,19.740000000000002,19.56,19.31,19.07,19.79,N/A,N/A -2012,3,1,2,30,101580,100400,99260,92.09,0,5.95,7.96,8.91,9.65,10.01,10.09,9.67,9.16,9.06,161.5,164.4,167.52,172.9,177.59,181.68,184.77,187.19,187.33,19.38,19.650000000000002,19.75,19.79,19.81,19.8,19.740000000000002,19.67,19.35,N/A,N/A -2012,3,1,3,30,101580,100400,99260,92.81,0.30000000000000004,5.15,7.04,7.9,8.59,8.950000000000001,9.06,9.16,9.27,9.3,178.63,179.08,180.44,184.24,187.13,189.28,190.94,192.3,192.26,19.25,19.31,19.25,19.13,19.29,19.69,19.95,20.150000000000002,19.8,N/A,N/A -2012,3,1,4,30,101570,100380,99230,93.73,0.6000000000000001,5.17,6.93,7.84,8.8,9.59,10.25,10.34,10.28,9.59,174.67000000000002,177.73,180.77,185.9,191.22,196.75,199.09,200.28,200.17000000000002,19.02,19.16,19.21,19.26,19.12,18.86,18.91,19.04,19.96,N/A,N/A -2012,3,1,5,30,101570,100390,99240,93.7,0.6000000000000001,4.71,6.25,6.98,7.7700000000000005,8.48,9.17,9.46,9.6,9.6,187.93,188,188,188.03,189.11,191.1,194.70000000000002,198.55,202.03,19.07,19.240000000000002,19.3,19.330000000000002,19.34,19.330000000000002,19.17,18.97,19.04,N/A,N/A -2012,3,1,6,30,101570,100390,99240,95.05,0.1,5.71,7.47,8.36,9.200000000000001,9.8,10.19,10.3,10.32,10.14,202.66,203.08,203.3,203.51,203.45000000000002,203.22,202.99,202.78,202.91,19.25,19.26,19.23,19.150000000000002,19.06,18.95,18.830000000000002,18.71,18.46,N/A,N/A -2012,3,1,7,30,101580,100390,99250,95.23,0,5.87,7.16,7.66,8.09,8.38,8.59,8.73,8.85,9.14,202.29,202.35,202.38,202.36,202.27,202.11,202.65,203.37,206.20000000000002,19.21,19.17,19.12,19.04,18.98,18.93,18.85,18.77,18.490000000000002,N/A,N/A -2012,3,1,8,30,101570,100380,99230,95.85000000000001,0.4,4.18,5.22,5.67,6.21,6.78,7.42,7.87,8.23,8.83,206.4,206.75,207.19,207.84,208.44,209.03,209.58,210.1,211.3,19.12,19.13,19.12,19.07,19.01,18.93,18.830000000000002,18.73,18.57,N/A,N/A -2012,3,1,9,30,101560,100370,99220,96.58,0,4.53,5.79,6.43,7.18,7.79,8.3,8.66,8.97,9.17,226.55,227.21,227.16,226.03,225.03,224.09,223.19,222.29,224.16,18.98,18.98,18.95,18.89,18.82,18.75,18.72,18.7,18.56,N/A,N/A -2012,3,1,10,30,101540,100360,99220,94.36,0,6.23,7.45,7.94,8.31,8.59,8.8,9.05,9.3,9.64,217.58,218.18,218.67000000000002,219.3,219.75,220.08,220.9,221.79,221.58,19.38,19.41,19.38,19.31,19.22,19.12,18.990000000000002,18.88,18.64,N/A,N/A -2012,3,1,11,30,101520,100340,99190,95.33,0,4.3100000000000005,5.69,6.34,6.97,7.4,7.68,8.040000000000001,8.4,8.700000000000001,215.29,216.34,216.63,215.38,214.38,213.54,214.02,214.91,215.05,19.16,19.32,19.39,19.46,19.45,19.39,19.34,19.29,19.1,N/A,N/A -2012,3,1,12,30,101530,100350,99200,96.45,0.4,3.42,4.83,5.5200000000000005,6.11,6.5600000000000005,6.93,7.19,7.4,7.78,203.38,205.98000000000002,208,210.28,211.93,213.07,213.15,212.89000000000001,212.74,19,19.07,19.11,19.13,19.16,19.19,19.150000000000002,19.080000000000002,18.92,N/A,N/A -2012,3,1,13,30,101520,100340,99190,96.31,0.4,2.84,4.25,5.01,5.98,6.68,7.12,7.46,7.74,8.39,186.78,196.81,203.57,209.34,212.29,212.96,213.06,212.99,213.34,19.11,19.23,19.27,19.3,19.330000000000002,19.34,19.32,19.3,19.31,N/A,N/A -2012,3,1,14,30,101540,100360,99210,96.39,0,2.91,4.04,4.67,5.62,6.3100000000000005,6.7700000000000005,7.21,7.62,8.32,167.99,174.05,181.16,195.83,204.05,206.55,207.52,207.94,210.52,19.1,19.16,19.2,19.27,19.26,19.2,19.18,19.19,19.26,N/A,N/A -2012,3,1,15,30,101520,100340,99190,95.91,0.30000000000000004,4.64,6.13,6.93,7.83,8.36,8.59,8.6,8.57,8.89,173.08,178.65,183.6,190.67000000000002,195.43,198.51,201.28,203.72,207.17000000000002,19.16,19.14,19.17,19.32,19.48,19.63,19.72,19.79,19.71,N/A,N/A -2012,3,1,16,30,101500,100320,99180,95.15,0,6.15,7.5200000000000005,8.06,8.42,8.74,9.05,9.14,9.18,9.21,179.48,181.83,183.96,187.20000000000002,192.13,198.5,201.59,203.53,206.09,19.32,19.39,19.400000000000002,19.400000000000002,19.490000000000002,19.64,19.73,19.81,19.72,N/A,N/A -2012,3,1,17,30,101450,100270,99130,97.09,0.30000000000000004,5.43,6.45,6.94,7.54,8.24,9.02,9.43,9.69,9.75,173.6,175.6,177.63,181.18,185.39000000000001,190.3,194.14000000000001,197.4,200.8,19.04,18.92,18.86,18.830000000000002,18.98,19.27,19.55,19.81,19.88,N/A,N/A -2012,3,1,18,30,101420,100240,99100,95.53,0,5.7700000000000005,7,7.61,8.370000000000001,9.02,9.6,9.85,9.98,10.120000000000001,180.15,181.96,184,187.82,192.12,196.79,199.54,201.47,203.51,19.400000000000002,19.43,19.51,19.76,20.02,20.3,20.37,20.39,20.2,N/A,N/A -2012,3,1,19,30,101400,100220,99070,95.01,0,5.36,6.54,7.08,7.7,8.44,9.34,10.26,11.17,11.700000000000001,180.28,181.59,183.03,185.70000000000002,188.87,192.66,195.52,198,199.91,19.46,19.46,19.46,19.490000000000002,19.57,19.71,19.89,20.07,20.22,N/A,N/A -2012,3,1,20,30,101330,100150,99020,95.08,0,4.74,5.95,6.5600000000000005,7.32,8.3,9.540000000000001,10.05,10.290000000000001,10.83,175.59,176.52,177.95000000000002,181.14000000000001,186.15,193.03,195.52,196.49,198.67000000000002,19.45,19.47,19.5,19.6,19.86,20.22,20.37,20.42,20.46,N/A,N/A -2012,3,1,21,30,101260,100090,98950,94.91,0,5.57,6.86,7.45,8.11,8.88,9.790000000000001,10.36,10.790000000000001,11.16,169.93,171.13,172.44,174.85,179.02,184.71,190.42000000000002,195.79,198.70000000000002,19.52,19.52,19.52,19.54,19.63,19.79,19.96,20.13,20.2,N/A,N/A -2012,3,1,22,30,101200,100020,98880,93.97,0,5.64,7.25,8.01,8.75,9.23,9.5,9.93,10.42,11.19,162.6,165.49,168.09,171.95000000000002,176.59,181.89000000000001,187.54,193.07,198.12,19.54,19.580000000000002,19.54,19.44,19.26,19.01,19.07,19.22,19.92,N/A,N/A -2012,3,1,23,30,101130,99950,98810,94.23,0,5.88,7.37,8.05,8.73,9.290000000000001,9.76,10.14,10.49,10.86,161.20000000000002,163.74,165.86,168.89000000000001,172.5,176.63,181.43,186.14000000000001,190.43,19.42,19.46,19.42,19.330000000000002,19.06,18.68,18.650000000000002,18.71,19.76,N/A,N/A -2012,3,2,0,30,101080,99910,98770,94.18,0,5.24,6.63,7.26,7.97,8.76,9.67,10.47,11.21,11.97,168.07,170.57,172.51,175.06,177.82,180.97,184.8,188.73,191.76,19.46,19.53,19.53,19.490000000000002,19.34,19.080000000000002,19.02,19.02,19.44,N/A,N/A -2012,3,2,1,30,101050,99870,98740,96.01,0.7000000000000001,6.390000000000001,7.79,8.51,9.370000000000001,10.32,11.39,12.23,12.98,13.22,171.22,172.38,173.49,175.25,177.41,180,182.91,185.78,188.72,19.04,18.96,18.89,18.78,18.61,18.39,18.93,19.63,20.59,N/A,N/A -2012,3,2,2,30,101020,99840,98700,95.14,0,6.82,8.27,8.98,9.77,10.58,11.450000000000001,12.32,13.15,14.15,166.77,167.65,168.46,169.85,171.70000000000002,174.08,178.01,182.36,189.21,19.21,19.19,19.16,19.1,19.01,18.89,18.72,18.56,20.79,N/A,N/A -2012,3,2,3,30,100980,99810,98660,93.87,0,8.57,10.43,11.34,12.31,13.13,13.84,14.24,14.51,15.1,173.74,174.99,175.97,177.4,179.19,181.39000000000001,184.71,188.15,193.43,19.46,19.39,19.28,19.05,18.78,18.46,18.29,18.18,18.96,N/A,N/A -2012,3,2,4,30,100940,99770,98630,93.99,0,7.5200000000000005,9.06,9.72,10.370000000000001,10.92,11.41,12.42,13.61,15.98,174.78,174.74,174.99,175.8,177.12,178.93,182.55,186.82,195.63,19.44,19.41,19.35,19.27,19.16,19.01,18.400000000000002,17.69,19.68,N/A,N/A -2012,3,2,5,30,100930,99750,98600,96.61,0,9.31,10.93,11.65,12.38,13.06,13.73,14.450000000000001,15.14,16.85,179.98,181.07,181.81,182.76,183.75,184.8,186.43,188.14000000000001,195.07,18.91,18.75,18.61,18.400000000000002,18.17,17.900000000000002,17.62,17.37,20.02,N/A,N/A -2012,3,2,6,30,100920,99740,98600,96.7,0.4,8.040000000000001,9.3,9.84,10.39,10.96,11.58,12.44,13.34,16.02,181.38,180.57,179.97,179.24,178.82,178.62,179.65,181.01,190.13,18.990000000000002,18.91,18.85,18.76,18.63,18.47,18.13,17.76,18.48,N/A,N/A -2012,3,2,7,30,100910,99730,98590,95.16,0,8.44,9.94,10.64,11.34,12.01,12.68,13.370000000000001,14.030000000000001,15.280000000000001,177.34,177.75,178.14000000000001,178.75,179.49,180.38,181.36,182.33,185.32,19.31,19.21,19.12,18.96,18.76,18.54,18.26,17.990000000000002,17.490000000000002,N/A,N/A -2012,3,2,8,30,100870,99700,98560,96.39,0,8.93,10.51,11.24,12.030000000000001,12.83,13.69,14.68,15.69,17.69,184.91,185.43,185.91,186.59,187.36,188.25,189.15,190.03,189.82,19.06,18.98,18.92,18.830000000000002,18.740000000000002,18.64,18.52,18.42,18.5,N/A,N/A -2012,3,2,9,30,100860,99690,98550,93.94,0,5.83,7.390000000000001,8.15,8.93,9.72,10.59,11.61,12.69,14.540000000000001,172.11,173.94,175.47,177.35,179.12,180.93,182.73,184.49,187.39000000000001,19.59,19.63,19.62,19.6,19.56,19.5,19.39,19.26,18.61,N/A,N/A -2012,3,2,10,30,100850,99680,98540,93.87,0,5.8,7.28,7.98,8.67,9.31,9.93,10.620000000000001,11.31,13.17,182.98,182.87,182.81,182.64000000000001,182.55,182.55,182.73,182.98,184.27,19.6,19.66,19.66,19.650000000000002,19.63,19.62,19.580000000000002,19.53,19.12,N/A,N/A -2012,3,2,11,30,100860,99690,98550,92.68,0.4,6.47,8.26,9.17,10.17,11.040000000000001,11.84,12.5,13.08,13.950000000000001,179.32,180.56,181.41,182.27,183.03,183.74,184.51,185.27,186.93,19.86,19.95,19.95,19.94,19.91,19.88,19.830000000000002,19.78,19.62,N/A,N/A -2012,3,2,12,30,100810,99630,98500,93.41,0,5.84,7.16,7.7,8.27,8.98,9.86,10.700000000000001,11.49,12.23,184.46,184.07,183.87,184.18,184.98,186.21,187.75,189.34,193.77,19.7,19.78,19.78,19.77,19.75,19.72,19.650000000000002,19.57,19.26,N/A,N/A -2012,3,2,13,30,100800,99630,98490,95.09,0.4,6.2,7.54,8.1,8.61,9.16,9.76,10.450000000000001,11.14,13.77,185.42000000000002,184.42000000000002,183.45000000000002,181.82,180.56,179.53,180.32,181.64000000000001,188.67000000000002,19.34,19.36,19.36,19.34,19.3,19.23,18.94,18.61,19.27,N/A,N/A -2012,3,2,14,30,100840,99670,98530,94.08,0,4.9,6.25,6.88,7.62,8.47,9.5,10.64,11.84,14.19,180.15,179.48,179.35,179.94,180.88,182.24,183.31,184.24,188,19.6,19.69,19.7,19.69,19.63,19.51,19.150000000000002,18.73,18.55,N/A,N/A 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-2012,3,2,19,30,100930,99760,98620,99.33,0,1.72,1.72,1.76,2.32,2.84,3.3000000000000003,3.74,4.17,4.9,107.16,136.29,155.42000000000002,180.34,196.03,200.47,203.22,205.16,206.68,19.42,19.23,19.13,19.02,19.150000000000002,19.48,19.7,19.88,19.92,N/A,N/A -2012,3,2,20,30,100850,99670,98540,99.3,0,2.68,3.2600000000000002,3.67,4.23,4.71,5.14,5.54,5.91,6.6000000000000005,181.79,186.05,189.33,193.02,195.84,197.88,199.35,200.53,202.08,19.35,19.34,19.490000000000002,19.98,20.240000000000002,20.330000000000002,20.36,20.36,20.27,N/A,N/A -2012,3,2,21,30,100820,99650,98510,96,0,2.7800000000000002,3.38,3.7800000000000002,4.39,4.83,5.09,5.37,5.65,6.24,147.45000000000002,154.51,161.54,174.18,182.01,185.08,187.49,189.54,192.57,20.01,19.91,19.95,20.150000000000002,20.26,20.29,20.31,20.32,20.29,N/A,N/A -2012,3,2,22,30,100770,99600,98470,95.03,0,2.97,3.85,4.34,5.05,5.51,5.72,5.97,6.23,6.78,154.65,159.27,164.51,175.66,182.68,185.53,187.87,189.9,193.1,20.400000000000002,20.39,20.43,20.580000000000002,20.650000000000002,20.66,20.68,20.71,20.7,N/A,N/A -2012,3,2,23,30,100750,99580,98450,94.66,0,3.5100000000000002,4.8,5.39,6.0200000000000005,6.36,6.46,6.65,6.87,7.2700000000000005,151.02,156.06,161.15,170.16,175.51,177.62,179.33,180.82,183.76,20.38,20.63,20.75,20.87,20.91,20.89,20.89,20.88,20.82,N/A,N/A -2012,3,3,0,30,100750,99580,98450,96.33,0,2.22,3.81,4.64,5.57,6.11,6.3,6.48,6.640000000000001,7.03,130.25,143.1,154.66,169.99,178.71,181.12,183.05,184.71,187.31,19.84,20.22,20.45,20.78,20.94,20.96,20.97,20.96,20.89,N/A,N/A -2012,3,3,1,30,100760,99590,98460,96.32000000000001,0,2.21,3.85,4.74,5.6000000000000005,6.13,6.3100000000000005,6.49,6.67,7.03,132.25,145.64000000000001,157.85,173.24,182.12,184.26,186.07,187.66,190.26,19.75,20.04,20.240000000000002,20.68,20.92,21,21.07,21.14,21.16,N/A,N/A -2012,3,3,2,30,100790,99620,98490,95.31,0,1.81,2.73,3.09,3.5,3.9,4.3100000000000005,4.7,5.07,5.67,154.35,165,171.88,176.55,180.31,183.43,186.06,188.45000000000002,192.32,19.81,20.09,20.17,20.25,20.35,20.46,20.59,20.71,20.84,N/A,N/A -2012,3,3,3,30,100780,99610,98480,96.2,0.7000000000000001,2.87,3.7,3.98,4.33,4.66,4.99,5.3100000000000005,5.62,6.12,154.32,163.67000000000002,169.95000000000002,174.93,178.79,181.81,184.31,186.51,190.43,19.54,19.93,20.150000000000002,20.36,20.490000000000002,20.57,20.62,20.66,20.72,N/A,N/A -2012,3,3,4,30,100770,99590,98460,97.36,0,2.66,4.3500000000000005,5.21,5.66,5.91,6.0200000000000005,6.0200000000000005,5.98,5.7700000000000005,149.73,160.38,170.47,182.56,190.14000000000001,194.41,198.17000000000002,201.43,206.77,19.14,19.22,19.35,19.61,19.830000000000002,20.01,20.16,20.28,20.42,N/A,N/A -2012,3,3,5,30,100780,99600,98470,96.72,0,2.77,4.25,4.97,5.5,5.71,5.66,5.6000000000000005,5.54,5.48,167.94,178.45000000000002,187.22,197.85,205.28,209.88,213.95000000000002,217.51,222.81,19.22,19.330000000000002,19.400000000000002,19.53,19.68,19.85,20.1,20.35,20.59,N/A,N/A -2012,3,3,6,30,100780,99600,98470,96.85000000000001,0,1.8800000000000001,3.49,4.22,4.5600000000000005,4.65,4.58,4.5,4.42,4.46,157.34,176.79,191.44,202.91,210.72,215.82,221.07,225.8,233.49,19.39,19.400000000000002,19.39,19.46,19.55,19.64,19.78,19.91,20.150000000000002,N/A,N/A -2012,3,3,7,30,100820,99650,98510,97.09,2.9000000000000004,1.54,2.22,2.39,2.41,2.5500000000000003,2.81,3.02,3.19,3.39,170.49,193.48000000000002,209.53,222.51,231.23000000000002,237.21,242.35,246.89000000000001,256.4,19.34,19.35,19.32,19.32,19.31,19.29,19.3,19.32,19.48,N/A,N/A -2012,3,3,8,30,100800,99620,98480,97.27,5.5,0.33,0.52,0.67,0.92,1.18,1.42,1.68,1.93,2.35,185.66,242.20000000000002,273.97,280.25,285.88,290.75,294.22,297.17,299.44,19.29,19.330000000000002,19.29,19.23,19.17,19.12,19.09,19.07,19.080000000000002,N/A,N/A -2012,3,3,9,30,100900,99710,98560,80.17,6.2,11.370000000000001,12.33,12.540000000000001,12.59,12.59,12.57,12.52,12.47,12.4,31.32,31.29,31.3,31.3,31.29,31.28,31.27,31.27,31.35,17.56,17.2,17.02,16.82,16.63,16.45,16.26,16.09,15.75,N/A,N/A -2012,3,3,10,30,100930,99740,98580,65.57000000000001,0,12.09,13.32,13.65,13.83,13.950000000000001,14.040000000000001,14.1,14.15,14.23,32.25,32.53,32.7,32.87,33.04,33.2,33.38,33.56,34,17.93,17.61,17.43,17.240000000000002,17.04,16.85,16.66,16.47,16.080000000000002,N/A,N/A -2012,3,3,11,30,101000,99810,98650,64.78,0,12.59,13.870000000000001,14.22,14.42,14.55,14.63,14.69,14.73,14.780000000000001,31.34,31.580000000000002,31.76,31.94,32.12,32.27,32.45,32.62,33,17.5,17.14,16.95,16.75,16.55,16.37,16.17,15.98,15.6,N/A,N/A -2012,3,3,12,30,101090,99890,98730,63.99,0,12.55,13.77,14.120000000000001,14.31,14.43,14.51,14.56,14.6,14.64,30.150000000000002,30.35,30.490000000000002,30.650000000000002,30.82,30.98,31.16,31.32,31.7,16.87,16.46,16.26,16.05,15.85,15.66,15.450000000000001,15.27,14.88,N/A,N/A -2012,3,3,13,30,101150,99950,98790,65.2,0,12.83,14.040000000000001,14.35,14.5,14.59,14.65,14.69,14.71,14.73,28.89,29.1,29.240000000000002,29.38,29.53,29.66,29.82,29.98,30.330000000000002,16.240000000000002,15.77,15.57,15.35,15.15,14.96,14.76,14.57,14.18,N/A,N/A -2012,3,3,14,30,101260,100060,98890,65.2,0,11.870000000000001,12.99,13.31,13.48,13.6,13.68,13.73,13.77,13.81,27.6,27.86,28.01,28.14,28.27,28.38,28.5,28.61,28.85,15.9,15.42,15.200000000000001,14.99,14.780000000000001,14.59,14.38,14.19,13.8,N/A,N/A -2012,3,3,15,30,101340,100130,98960,64.33,0,11.1,12.09,12.38,12.52,12.620000000000001,12.68,12.72,12.75,12.780000000000001,23.89,24.02,24.09,24.17,24.23,24.29,24.34,24.400000000000002,24.53,15.64,15.14,14.93,14.71,14.51,14.31,14.1,13.91,13.52,N/A,N/A -2012,3,3,16,30,101370,100160,98990,58.01,0,10.620000000000001,11.57,11.85,12,12.1,12.18,12.23,12.27,12.33,26.25,26.12,26.04,25.95,25.86,25.77,25.67,25.580000000000002,25.38,16.13,15.68,15.47,15.26,15.06,14.870000000000001,14.66,14.47,14.08,N/A,N/A -2012,3,3,17,30,101420,100220,99050,53.910000000000004,0,9.76,10.63,10.89,11.03,11.13,11.200000000000001,11.25,11.290000000000001,11.35,10.4,10.75,10.98,11.200000000000001,11.38,11.56,11.73,11.89,12.200000000000001,16.73,16.34,16.15,15.94,15.74,15.55,15.35,15.16,14.76,N/A,N/A -2012,3,3,18,30,101450,100250,99080,49,0,10.05,11.01,11.290000000000001,11.44,11.540000000000001,11.620000000000001,11.67,11.71,11.77,7.82,7.94,8.01,8.05,8.09,8.120000000000001,8.15,8.17,8.21,17.42,17.07,16.89,16.69,16.5,16.31,16.11,15.92,15.530000000000001,N/A,N/A -2012,3,3,19,30,101480,100290,99120,48.68,0,9.07,9.93,10.19,10.35,10.46,10.540000000000001,10.6,10.66,10.74,0.52,0.48,0.45,0.42,0.38,0.34,0.3,0.27,0.2,17.92,17.62,17.45,17.25,17.06,16.87,16.67,16.48,16.09,N/A,N/A -2012,3,3,20,30,101500,100310,99140,48.4,0,9.09,9.97,10.22,10.36,10.46,10.53,10.58,10.620000000000001,10.68,348.1,348.63,349.01,349.35,349.65000000000003,349.92,350.18,350.41,350.87,18.18,17.92,17.75,17.56,17.37,17.18,16.98,16.8,16.41,N/A,N/A -2012,3,3,21,30,101540,100350,99180,48.07,0,10.41,11.38,11.66,11.8,11.89,11.94,11.98,12,12.02,339.37,340.08,340.61,341.15000000000003,341.63,342.08,342.53000000000003,342.94,343.78000000000003,17.95,17.67,17.51,17.31,17.13,16.95,16.75,16.57,16.19,N/A,N/A -2012,3,3,22,30,101590,100390,99230,45.65,0,10.56,11.57,11.85,12,12.09,12.16,12.200000000000001,12.23,12.25,338.35,338.85,339.2,339.53000000000003,339.83,340.12,340.41,340.66,341.18,17.73,17.42,17.25,17.05,16.86,16.67,16.47,16.29,15.9,N/A,N/A -2012,3,3,23,30,101660,100460,99290,43.59,0,11.14,12.23,12.530000000000001,12.700000000000001,12.8,12.88,12.93,12.97,13.02,343.94,344.14,344.26,344.37,344.46,344.54,344.61,344.67,344.79,17.54,17.2,17.02,16.82,16.63,16.44,16.23,16.05,15.65,N/A,N/A -2012,3,4,0,30,101790,100590,99420,42.6,0,10.370000000000001,11.31,11.57,11.69,11.78,11.83,11.86,11.89,11.91,354.15000000000003,354.08,354.05,354.01,353.98,353.95,353.90000000000003,353.86,353.78000000000003,17.14,16.78,16.59,16.39,16.19,16,15.790000000000001,15.610000000000001,15.21,N/A,N/A -2012,3,4,1,30,101900,100690,99520,44.14,0,10.24,11.200000000000001,11.47,11.620000000000001,11.73,11.81,11.86,11.91,11.97,356.71,356.12,355.8,355.5,355.23,354.98,354.75,354.53000000000003,354.13,16.75,16.36,16.17,15.96,15.76,15.57,15.36,15.17,14.780000000000001,N/A,N/A -2012,3,4,2,30,102020,100810,99630,43.86,0,10.07,10.97,11.23,11.38,11.48,11.55,11.61,11.66,11.72,352.63,352.63,352.62,352.61,352.59000000000003,352.57,352.56,352.54,352.5,16.53,16.12,15.93,15.72,15.51,15.32,15.120000000000001,14.93,14.530000000000001,N/A,N/A -2012,3,4,3,30,102110,100900,99720,45.32,0,10.36,11.31,11.620000000000001,11.8,11.92,12.02,12.09,12.15,12.23,356.76,356.63,356.53000000000003,356.43,356.35,356.27,356.2,356.13,356,16.3,15.89,15.69,15.47,15.27,15.08,14.870000000000001,14.68,14.280000000000001,N/A,N/A -2012,3,4,4,30,102160,100940,99760,44.46,0,9.33,10.18,10.44,10.6,10.72,10.81,10.88,10.94,11.040000000000001,354.48,354.23,354.08,353.94,353.82,353.7,353.59000000000003,353.5,353.3,16.11,15.68,15.48,15.27,15.07,14.88,14.67,14.48,14.09,N/A,N/A -2012,3,4,5,30,102240,101020,99840,43.410000000000004,0,8.85,9.56,9.78,9.9,9.98,10.040000000000001,10.09,10.120000000000001,10.17,354.06,353.75,353.54,353.35,353.17,353,352.84000000000003,352.69,352.39,16.04,15.620000000000001,15.42,15.21,15.01,14.82,14.620000000000001,14.43,14.030000000000001,N/A,N/A -2012,3,4,6,30,102280,101060,99880,42.730000000000004,0,6.79,7.23,7.34,7.390000000000001,7.43,7.45,7.47,7.48,7.5,0.16,359.98,359.84000000000003,359.7,359.56,359.42,359.28000000000003,359.14,358.85,15.68,15.25,15.06,14.86,14.66,14.48,14.280000000000001,14.09,13.71,N/A,N/A -2012,3,4,7,30,102330,101110,99930,41.34,0,5.59,5.94,6.03,6.08,6.12,6.15,6.17,6.19,6.22,352.67,352.33,352.12,351.92,351.73,351.56,351.39,351.23,350.89,15.700000000000001,15.290000000000001,15.1,14.89,14.69,14.5,14.3,14.11,13.73,N/A,N/A -2012,3,4,8,30,102330,101110,99930,39.71,0,5.91,6.3,6.4,6.45,6.49,6.51,6.53,6.55,6.57,356.56,356.33,356.18,356.04,355.91,355.78000000000003,355.65000000000003,355.53000000000003,355.29,15.870000000000001,15.47,15.27,15.07,14.870000000000001,14.68,14.48,14.290000000000001,13.89,N/A,N/A -2012,3,4,9,30,102350,101130,99950,39.97,0,5.36,5.66,5.73,5.76,5.79,5.8,5.8100000000000005,5.8100000000000005,5.82,354.01,353.54,353.24,352.96,352.71,352.49,352.26,352.05,351.64,15.76,15.35,15.16,14.96,14.75,14.56,14.36,14.17,13.77,N/A,N/A -2012,3,4,10,30,102360,101140,99960,40.35,0,4.45,4.7,4.76,4.79,4.82,4.83,4.8500000000000005,4.86,4.88,346.95,346.5,346.25,346.01,345.79,345.61,345.41,345.23,344.87,15.64,15.24,15.05,14.85,14.65,14.46,14.25,14.06,13.67,N/A,N/A -2012,3,4,11,30,102380,101160,99970,40.88,0,3.79,3.98,4.0200000000000005,4.04,4.0600000000000005,4.07,4.08,4.09,4.1,338.66,338.28000000000003,338.05,337.82,337.61,337.43,337.25,337.08,336.74,15.57,15.18,14.99,14.790000000000001,14.59,14.4,14.19,14,13.61,N/A,N/A -2012,3,4,12,30,102410,101190,100000,41.53,0,3.34,3.49,3.52,3.54,3.5500000000000003,3.56,3.56,3.5700000000000003,3.5700000000000003,318.82,318.33,318.08,317.85,317.64,317.45,317.25,317.08,316.73,15.58,15.19,15,14.8,14.6,14.41,14.200000000000001,14.01,13.620000000000001,N/A,N/A -2012,3,4,13,30,102430,101210,100030,42.74,0,3.75,3.89,3.9,3.89,3.87,3.85,3.83,3.81,3.77,296.93,297.05,297.13,297.21,297.3,297.38,297.47,297.56,297.78000000000003,15.450000000000001,15.06,14.86,14.66,14.46,14.27,14.07,13.88,13.49,N/A,N/A -2012,3,4,14,30,102480,101260,100080,39.910000000000004,0,3.39,3.5300000000000002,3.5500000000000003,3.5500000000000003,3.5500000000000003,3.5500000000000003,3.54,3.5300000000000002,3.52,280.31,280.27,280.28000000000003,280.28000000000003,280.29,280.29,280.33,280.36,280.46,15.5,15.11,14.92,14.71,14.52,14.33,14.120000000000001,13.93,13.540000000000001,N/A,N/A 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-2012,3,7,5,30,102020,100830,99670,87.31,0,9.34,10.83,11.4,11.92,12.39,12.83,13.26,13.65,14.42,142.17000000000002,142.37,142.5,142.67000000000002,142.84,143.01,143.20000000000002,143.39000000000001,143.8,19.07,18.96,18.86,18.73,18.6,18.47,18.330000000000002,18.2,17.91,N/A,N/A -2012,3,7,6,30,102030,100830,99680,87.55,0,10,11.540000000000001,12.11,12.61,13.05,13.450000000000001,13.84,14.19,14.88,148.05,148.17000000000002,148.25,148.35,148.46,148.56,148.68,148.79,149.08,19.240000000000002,19.12,19.02,18.89,18.76,18.62,18.48,18.35,18.07,N/A,N/A -2012,3,7,7,30,102030,100830,99680,89.12,0,8.91,10.39,10.97,11.48,11.950000000000001,12.38,12.8,13.19,13.94,151.66,151.79,151.91,152.06,152.21,152.37,152.57,152.76,153.26,19.23,19.13,19.03,18.91,18.79,18.66,18.53,18.400000000000002,18.14,N/A,N/A 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-2012,3,7,11,30,101940,100750,99590,91.54,0,7.930000000000001,9.4,10,10.56,11.07,11.55,12,12.41,13.23,153.24,154.04,154.59,155.22,155.87,156.53,157.23,157.89000000000001,159.33,19.3,19.240000000000002,19.17,19.080000000000002,18.98,18.89,18.78,18.68,18.48,N/A,N/A -2012,3,7,12,30,101940,100750,99600,91.67,0,7.890000000000001,9.26,9.81,10.33,10.78,11.18,11.56,11.91,12.56,150.06,150.69,151.14000000000001,151.70000000000002,152.26,152.84,153.46,154.06,155.36,19.28,19.21,19.14,19.04,18.93,18.82,18.7,18.59,18.34,N/A,N/A -2012,3,7,13,30,101940,100750,99600,91.36,0,7.2700000000000005,8.72,9.33,9.94,10.5,11.02,11.55,12.030000000000001,12.950000000000001,146.28,147.41,148.26,149.27,150.26,151.23,152.15,153.02,154.49,19.330000000000002,19.3,19.26,19.19,19.13,19.06,18.990000000000002,18.91,18.72,N/A,N/A -2012,3,7,14,30,101990,100800,99650,92.12,0,7.140000000000001,8.52,9.13,9.71,10.26,10.78,11.31,11.81,12.780000000000001,144.04,144.46,144.84,145.42000000000002,146.17000000000002,147.03,148.18,149.33,151.92000000000002,19.34,19.3,19.240000000000002,19.17,19.09,19.02,18.94,18.88,18.740000000000002,N/A,N/A -2012,3,7,15,30,102010,100820,99660,92.36,0,6.94,8.36,8.98,9.620000000000001,10.23,10.82,11.41,11.98,12.99,143.41,144.38,145.13,146.1,147.17000000000002,148.31,149.58,150.81,153.29,19.45,19.42,19.39,19.34,19.3,19.26,19.240000000000002,19.22,19.16,N/A,N/A -2012,3,7,16,30,102000,100810,99660,92.27,0,6.84,8.17,8.73,9.3,9.84,10.36,10.91,11.43,12.5,137.04,138.34,139.33,140.56,141.85,143.15,144.6,145.99,149,19.46,19.42,19.38,19.32,19.25,19.19,19.12,19.06,18.94,N/A,N/A -2012,3,7,17,30,102000,100810,99660,91.53,0,6.93,8.25,8.790000000000001,9.33,9.81,10.27,10.73,11.17,12.1,136.73,137.72,138.48,139.49,140.61,141.79,143.21,144.6,147.92000000000002,19.580000000000002,19.54,19.490000000000002,19.42,19.35,19.28,19.22,19.150000000000002,19.03,N/A,N/A -2012,3,7,18,30,101980,100790,99640,91.56,0,6.66,7.98,8.57,9.13,9.64,10.120000000000001,10.57,10.98,11.84,131.08,132.1,132.98,134.21,135.65,137.25,139.20000000000002,141.09,145.89000000000001,19.61,19.59,19.56,19.51,19.47,19.43,19.39,19.34,19.25,N/A,N/A -2012,3,7,19,30,101970,100780,99630,92.89,2.6,7.16,8.540000000000001,9.11,9.66,10.17,10.66,11.16,11.63,12.58,127.87,128.39000000000001,128.96,129.79,130.79,131.91,133.24,134.53,137.68,19.52,19.490000000000002,19.45,19.38,19.31,19.240000000000002,19.17,19.11,18.990000000000002,N/A,N/A -2012,3,7,20,30,101900,100710,99560,94.26,0,7.15,8.63,9.290000000000001,9.98,10.63,11.26,11.91,12.540000000000001,13.73,130.4,130.69,131.01,131.53,132.21,132.99,134.03,135.08,137.93,19.490000000000002,19.44,19.39,19.32,19.27,19.22,19.2,19.18,19.17,N/A,N/A -2012,3,7,21,30,101820,100630,99480,94.93,0,6.98,8.52,9.200000000000001,9.9,10.540000000000001,11.14,11.75,12.32,13.5,123.18,124.26,125.03,125.95,126.99000000000001,128.08,129.47,130.83,134.07,19.44,19.44,19.41,19.37,19.32,19.27,19.21,19.150000000000002,19.05,N/A,N/A -2012,3,7,22,30,101780,100600,99450,93.95,0,9.49,11.18,11.89,12.58,13.22,13.83,14.450000000000001,15.040000000000001,16.23,128.48,129.09,129.53,130.2,130.97,131.82,132.9,133.99,136.98,19.55,19.54,19.51,19.45,19.400000000000002,19.35,19.31,19.28,19.25,N/A,N/A 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-2012,3,8,11,30,101720,100540,99390,94.16,0,6.24,7.73,8.38,9.01,9.59,10.14,10.74,11.33,12.83,146.8,147.41,148.01,148.78,149.68,150.70000000000002,152.09,153.51,157.18,19.68,19.73,19.73,19.7,19.66,19.62,19.580000000000002,19.54,19.53,N/A,N/A -2012,3,8,12,30,101730,100540,99400,94.10000000000001,0,6.03,7.62,8.41,9.23,9.96,10.64,11.21,11.71,13.16,136.37,139.20000000000002,141.71,145.27,149.12,153.27,157.39000000000001,161.28,166.96,19.72,19.77,19.77,19.740000000000002,19.66,19.53,19.35,19.16,19.38,N/A,N/A -2012,3,8,13,30,101710,100530,99380,94.26,0,7.43,9.200000000000001,10.02,10.86,11.59,12.27,12.89,13.450000000000001,14.44,143.04,144.08,144.82,145.67000000000002,146.42000000000002,147.12,147.69,148.20000000000002,149.05,19.68,19.66,19.61,19.52,19.41,19.3,19.14,18.98,18.94,N/A,N/A -2012,3,8,14,30,101720,100540,99400,93.46000000000001,0,6.7,8.47,9.3,10.13,10.86,11.52,12.040000000000001,12.49,13.14,142.54,144.07,145.32,146.79,147.89000000000001,148.74,148.64000000000001,148.3,146.77,19.87,19.94,19.95,19.96,19.96,19.94,19.92,19.89,19.76,N/A,N/A -2012,3,8,15,30,101740,100560,99420,92.83,0,9.14,11.11,11.91,12.68,13.32,13.89,14.34,14.74,15.32,147.12,148.23,149.13,150.39000000000001,151.85,153.45000000000002,155.43,157.36,161.69,20.01,20.02,19.98,19.93,19.85,19.77,19.63,19.48,19.1,N/A,N/A -2012,3,8,16,30,101760,100580,99440,93.27,0,5.71,7.45,8.27,9.120000000000001,9.92,10.69,11.52,12.34,14.33,137.11,139.06,140.67000000000002,142.82,144.96,147.14000000000001,149.73,152.34,158.05,20.01,20.11,20.11,20.09,20.05,19.990000000000002,19.91,19.830000000000002,19.55,N/A,N/A -2012,3,8,17,30,101770,100590,99450,93.55,0,5.2700000000000005,6.8100000000000005,7.47,8.13,8.76,9.38,10.03,10.65,11.82,130.09,133.02,135.3,137.95000000000002,140.5,143,145.08,146.95000000000002,150.6,20,20.1,20.12,20.13,20.11,20.09,20.04,19.98,19.740000000000002,N/A,N/A -2012,3,8,18,30,101780,100600,99460,93.57000000000001,0,5.13,6.72,7.43,8.17,8.89,9.620000000000001,10.35,11.06,12.5,128.93,131.4,133.33,135.84,138.53,141.47,144.56,147.58,153.19,20.07,20.2,20.240000000000002,20.25,20.26,20.240000000000002,20.19,20.13,19.79,N/A,N/A -2012,3,8,19,30,101770,100590,99450,93.27,0,5.37,6.91,7.58,8.25,8.9,9.55,10.23,10.9,12.11,120.76,123.92,126.37,129.43,132.47,135.59,138.47,141.16,146.55,20.14,20.29,20.32,20.34,20.34,20.32,20.18,20.01,19.75,N/A,N/A -2012,3,8,20,30,101740,100560,99420,92.64,0,5.87,7.55,8.290000000000001,8.99,9.63,10.23,10.8,11.34,13.040000000000001,121.67,124.64,127.10000000000001,130.35,133.44,136.5,139.92000000000002,143.29,152.62,20.19,20.34,20.37,20.37,20.36,20.34,20.31,20.28,20.06,N/A,N/A -2012,3,8,21,30,101720,100540,99400,92.9,0,5.41,7.05,7.76,8.41,8.950000000000001,9.43,10.14,10.89,12.870000000000001,125.9,127.98,129.69,131.83,134.19,136.71,141.6,147.05,157.44,20.1,20.25,20.28,20.3,20.31,20.32,20.330000000000002,20.34,20.17,N/A,N/A -2012,3,8,22,30,101730,100550,99410,92.93,0,5.0200000000000005,6.8,7.58,8.31,8.83,9.200000000000001,10.120000000000001,11.22,11.82,115.84,118.72,120.85000000000001,123.37,125.83,128.25,141.06,157.12,161.8,20.09,20.28,20.330000000000002,20.37,20.38,20.39,20.42,20.46,20.330000000000002,N/A,N/A -2012,3,8,23,30,101730,100550,99410,92.34,0,5.94,7.69,8.370000000000001,8.96,9.78,10.790000000000001,12.33,14.05,14.22,118.44,122.27,125.42,129.85,136.78,145.82,152.86,159.39000000000001,165.53,20.16,20.35,20.41,20.46,20.48,20.48,20.42,20.35,20.27,N/A,N/A -2012,3,9,0,30,101770,100590,99450,93.35000000000001,0,4.64,6.640000000000001,7.66,8.69,9.38,9.83,9.97,10.02,10.5,113.85000000000001,120.77,126.86,135.71,142.95000000000002,148.86,155.18,161.04,162.5,19.97,20.23,20.31,20.37,20.400000000000002,20.400000000000002,20.42,20.44,20.25,N/A,N/A -2012,3,9,1,30,101800,100620,99480,93.45,0,4.1,6.82,8.14,8.8,8.94,8.76,9.38,10.19,10.81,108.83,126.98,137.49,140.89000000000001,145.57,150.68,159.86,169.91,172.91,20.01,20.41,20.490000000000002,20.42,20.35,20.31,20.2,20.09,19.85,N/A,N/A -2012,3,9,2,30,101830,100650,99500,93.67,0,4.15,6.7700000000000005,8.23,9.53,10.38,10.91,10.290000000000001,9.56,9.25,125.83,136.12,142.48,146,149.48,152.79,161.55,169.85,175.55,19.95,20.11,20.14,20.13,20.1,20.080000000000002,20.12,20.17,20.04,N/A,N/A -2012,3,9,3,30,101870,100690,99540,92.43,0,6.32,7.98,8.19,7.57,7.04,6.58,6.55,6.63,6.75,141.56,146.94,152.65,161.43,170.46,179.4,181.25,181.26,184.22,20.12,20.34,20.45,20.580000000000002,20.56,20.45,20.34,20.22,19.97,N/A,N/A -2012,3,9,4,30,101880,100690,99550,93.39,0,4.83,6.7700000000000005,7.03,6.390000000000001,6.04,5.83,5.61,5.42,5.14,151.12,160.56,166.91,172.08,175.14000000000001,177.1,179.76,182.26,188.16,19.95,20.17,20.3,20.46,20.45,20.330000000000002,20.22,20.13,19.88,N/A,N/A -2012,3,9,5,30,101920,100740,99600,95.75,0,2.54,3.68,4.03,4.29,4.47,4.59,4.6000000000000005,4.58,4.39,126.49000000000001,152.32,168.94,180.98,188.99,193.85,196.76,198.79,201.29,19.66,19.93,20.03,20.150000000000002,20.23,20.28,20.27,20.23,20,N/A,N/A -2012,3,9,6,30,101950,100760,99620,96.06,0,1.9000000000000001,2.58,2.67,2.65,2.62,2.58,2.54,2.49,2.4,179.13,187.81,193.84,200.09,205.73000000000002,210.88,215.32,219.13,225.42000000000002,19.7,19.82,19.87,20.01,20.07,20.080000000000002,20.02,19.94,19.69,N/A,N/A -2012,3,9,7,30,101990,100800,99660,96.63,0,1.62,2.0100000000000002,1.97,1.86,1.67,1.46,1.29,1.1500000000000001,1.1300000000000001,177.67000000000002,187.83,194.11,199.53,204.93,209.96,218.56,226.8,248.29,19.55,20.06,20.26,20.31,20.28,20.19,20.09,19.990000000000002,19.76,N/A,N/A -2012,3,9,8,30,102000,100810,99670,96.60000000000001,0,1.75,1.76,1.51,1.24,1.01,0.81,0.58,0.41000000000000003,0.16,155.47,160.53,160.81,156.91,150.65,143.74,132.46,123.97,47.480000000000004,19.580000000000002,20.1,20.3,20.35,20.31,20.21,20.080000000000002,19.95,19.67,N/A,N/A -2012,3,9,9,30,102030,100850,99700,97.33,0,0.93,1.08,1.07,1.1300000000000001,1.1500000000000001,1.16,1.11,1.06,1.06,195.05,220.67000000000002,236.64000000000001,253.84,267.71,279.07,290.06,299.6,313.33,19.39,19.47,19.490000000000002,19.57,19.6,19.61,19.56,19.51,19.3,N/A,N/A -2012,3,9,10,30,102020,100830,99680,98.04,0,0.81,0.74,0.5700000000000001,0.39,0.38,0.44,0.53,0.63,0.73,188.99,211.21,231.54,260.73,286.71,319.08,331.79,338.76,338.09000000000003,19.22,19.330000000000002,19.37,19.39,19.36,19.3,19.2,19.1,18.98,N/A,N/A -2012,3,9,11,30,102050,100860,99710,98.25,0,0.9400000000000001,0.8,0.56,0.33,0.36,0.6,0.8300000000000001,1.07,1.56,200.59,201.21,228.53,286.11,302.09000000000003,302.96,305.98,310.09000000000003,315.61,19.18,19.21,19.34,19.72,19.830000000000002,19.75,19.63,19.51,19.29,N/A,N/A -2012,3,9,12,30,102100,100890,99730,93.45,0,8.2,8.78,8.88,8.89,8.88,8.86,8.86,8.84,8.23,332.75,332.99,333.09000000000003,333.21,333.35,333.5,333.8,334.26,337.75,17.67,17.32,17.14,16.95,16.77,16.59,16.41,16.26,16.32,N/A,N/A -2012,3,9,13,30,102180,100970,99790,92.2,0.7000000000000001,10.22,10.98,11.11,11.120000000000001,11.09,11.06,11.01,10.97,10.74,6.7700000000000005,6.99,7.11,7.23,7.34,7.47,7.66,7.91,9.51,16.490000000000002,16.05,15.860000000000001,15.66,15.47,15.3,15.11,14.94,14.86,N/A,N/A -2012,3,9,14,30,102280,101060,99880,90.35000000000001,0.4,11.17,12.030000000000001,12.19,12.23,12.23,12.200000000000001,12.15,12.11,12.030000000000001,23.25,23.6,23.84,24.07,24.32,24.57,24.92,25.29,26.57,15.24,14.71,14.5,14.290000000000001,14.1,13.92,13.73,13.55,13.22,N/A,N/A -2012,3,9,15,30,102320,101110,99920,90.28,0,10.52,11.34,11.51,11.58,11.61,11.620000000000001,11.6,11.58,11.540000000000001,32.25,32.410000000000004,32.53,32.64,32.76,32.88,33.03,33.19,33.59,14.780000000000001,14.23,14,13.790000000000001,13.59,13.41,13.200000000000001,13.02,12.65,N/A,N/A -2012,3,9,16,30,102330,101110,99930,89.39,0,10.32,11.120000000000001,11.290000000000001,11.36,11.39,11.4,11.4,11.39,11.36,37.45,37.660000000000004,37.79,37.910000000000004,38.050000000000004,38.17,38.32,38.47,38.87,14.700000000000001,14.15,13.93,13.72,13.51,13.33,13.120000000000001,12.94,12.57,N/A,N/A -2012,3,9,17,30,102340,101120,99940,89.60000000000001,0.4,10.83,11.72,11.9,11.98,12.02,12.030000000000001,12.030000000000001,12.02,12,39.78,39.94,40.08,40.230000000000004,40.38,40.53,40.72,40.910000000000004,41.43,14.98,14.43,14.21,14,13.8,13.620000000000001,13.41,13.23,12.86,N/A,N/A -2012,3,9,18,30,102400,101180,99990,87.4,0,10.370000000000001,11.23,11.43,11.53,11.58,11.620000000000001,11.620000000000001,11.620000000000001,11.61,31.6,31.82,31.98,32.14,32.28,32.410000000000004,32.55,32.7,33,15.040000000000001,14.5,14.27,14.06,13.85,13.66,13.450000000000001,13.26,12.870000000000001,N/A,N/A -2012,3,9,19,30,102450,101230,100040,87.42,0,10.35,11.18,11.36,11.44,11.48,11.51,11.5,11.49,11.450000000000001,22.080000000000002,22.400000000000002,22.61,22.8,23,23.17,23.36,23.55,23.96,14.69,14.13,13.9,13.68,13.47,13.280000000000001,13.07,12.88,12.49,N/A,N/A -2012,3,9,20,30,102410,101190,100000,87.67,0,11.32,12.26,12.47,12.56,12.61,12.63,12.63,12.620000000000001,12.57,34.51,34.76,34.910000000000004,35.06,35.22,35.37,35.54,35.72,36.13,13.99,13.38,13.14,12.92,12.71,12.52,12.31,12.120000000000001,11.74,N/A,N/A -2012,3,9,21,30,102410,101180,99990,87.95,0,11.4,12.32,12.52,12.61,12.66,12.68,12.68,12.68,12.64,36.54,36.730000000000004,36.86,37,37.14,37.28,37.45,37.62,38.02,13.66,13.02,12.780000000000001,12.56,12.35,12.15,11.950000000000001,11.76,11.370000000000001,N/A,N/A -2012,3,9,22,30,102420,101200,100010,88.09,0,11.5,12.46,12.69,12.8,12.86,12.91,12.92,12.93,12.950000000000001,41,41.21,41.37,41.52,41.67,41.82,41.99,42.14,42.550000000000004,14.120000000000001,13.51,13.280000000000001,13.06,12.85,12.66,12.46,12.27,11.89,N/A,N/A -2012,3,9,23,30,102430,101210,100020,87.65,0,10.32,11.11,11.290000000000001,11.370000000000001,11.41,11.43,11.43,11.43,11.41,32.87,33.25,33.54,33.83,34.14,34.42,34.76,35.08,35.84,14.31,13.73,13.5,13.290000000000001,13.08,12.89,12.68,12.5,12.120000000000001,N/A,N/A 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-2012,3,10,3,30,102490,101270,100080,89.01,0,10.9,11.82,12.040000000000001,12.16,12.23,12.27,12.3,12.31,12.31,48.230000000000004,48.57,48.79,48.980000000000004,49.17,49.34,49.53,49.71,50.08,14.38,13.790000000000001,13.56,13.34,13.13,12.94,12.73,12.540000000000001,12.14,N/A,N/A -2012,3,10,4,30,102480,101250,100070,87.69,0,10.49,11.36,11.56,11.67,11.73,11.76,11.78,11.790000000000001,11.78,53.9,54.050000000000004,54.13,54.21,54.300000000000004,54.38,54.480000000000004,54.57,54.800000000000004,14.48,13.9,13.67,13.46,13.25,13.05,12.85,12.65,12.27,N/A,N/A -2012,3,10,5,30,102470,101250,100060,88.46000000000001,0,9.32,10.01,10.16,10.23,10.26,10.28,10.28,10.28,10.25,46.2,46.78,47.19,47.58,47.97,48.31,48.71,49.08,49.89,14.44,13.89,13.66,13.450000000000001,13.24,13.05,12.85,12.66,12.280000000000001,N/A,N/A -2012,3,10,6,30,102450,101230,100040,89.89,0,9.92,10.69,10.86,10.94,10.97,11,11,10.99,10.96,45.33,45.76,46.01,46.24,46.46,46.67,46.910000000000004,47.13,47.64,14.08,13.49,13.26,13.040000000000001,12.83,12.64,12.44,12.25,11.86,N/A,N/A -2012,3,10,7,30,102430,101210,100020,88.45,0,10.17,10.950000000000001,11.11,11.19,11.22,11.23,11.22,11.21,11.16,56.75,56.93,57.03,57.14,57.25,57.34,57.47,57.59,57.88,14.15,13.55,13.32,13.11,12.89,12.700000000000001,12.5,12.31,11.92,N/A,N/A -2012,3,10,8,30,102390,101160,99980,87.33,0,9.81,10.6,10.78,10.870000000000001,10.92,10.950000000000001,10.96,10.97,10.96,67.68,67.98,68.17,68.35000000000001,68.53,68.7,68.9,69.09,69.53,14.700000000000001,14.14,13.92,13.71,13.5,13.31,13.1,12.92,12.530000000000001,N/A,N/A -2012,3,10,9,30,102330,101110,99930,83.98,0,9.99,10.82,11,11.09,11.14,11.16,11.17,11.17,11.15,74.95,75.14,75.26,75.38,75.52,75.64,75.79,75.93,76.3,15.57,15.06,14.84,14.63,14.42,14.24,14.030000000000001,13.84,13.46,N/A,N/A -2012,3,10,10,30,102330,101120,99940,82.96000000000001,0,9.450000000000001,10.25,10.44,10.540000000000001,10.6,10.64,10.66,10.68,10.68,77.77,77.99,78.12,78.24,78.36,78.46000000000001,78.58,78.69,78.93,16.01,15.530000000000001,15.32,15.1,14.9,14.71,14.5,14.31,13.92,N/A,N/A -2012,3,10,11,30,102310,101100,99930,81.5,0,9.620000000000001,10.44,10.63,10.73,10.78,10.82,10.83,10.83,10.82,75.68,75.93,76.05,76.16,76.26,76.36,76.46000000000001,76.56,76.79,16.4,15.94,15.73,15.530000000000001,15.32,15.13,14.92,14.74,14.35,N/A,N/A -2012,3,10,12,30,102320,101110,99930,81.31,0,9.69,10.540000000000001,10.74,10.84,10.9,10.94,10.950000000000001,10.96,10.950000000000001,78.97,79.15,79.25,79.35000000000001,79.45,79.54,79.65,79.75,79.98,16.54,16.09,15.88,15.67,15.47,15.280000000000001,15.07,14.88,14.49,N/A,N/A -2012,3,10,13,30,102310,101100,99930,81.43,0,9.94,10.85,11.07,11.19,11.26,11.31,11.33,11.35,11.36,81.64,81.77,81.86,81.95,82.04,82.12,82.21000000000001,82.3,82.5,16.830000000000002,16.39,16.19,15.98,15.780000000000001,15.59,15.38,15.19,14.8,N/A,N/A -2012,3,10,14,30,102300,101100,99920,82.89,0,10.200000000000001,11.14,11.370000000000001,11.48,11.55,11.6,11.620000000000001,11.64,11.65,82.63,82.95,83.15,83.34,83.53,83.71000000000001,83.92,84.11,84.56,17.06,16.64,16.44,16.240000000000002,16.04,15.85,15.65,15.47,15.08,N/A,N/A -2012,3,10,15,30,102280,101080,99910,83.51,0,10.290000000000001,11.32,11.58,11.74,11.84,11.91,11.96,12,12.05,88.61,89.02,89.26,89.49,89.71000000000001,89.91,90.13,90.34,90.77,17.66,17.29,17.1,16.9,16.7,16.52,16.32,16.13,15.74,N/A,N/A -2012,3,10,16,30,102250,101050,99880,82.63,0,10.15,11.19,11.47,11.63,11.73,11.81,11.86,11.9,11.950000000000001,90.62,91,91.23,91.46000000000001,91.68,91.89,92.11,92.31,92.74,17.94,17.59,17.41,17.21,17.02,16.830000000000002,16.63,16.44,16.06,N/A,N/A -2012,3,10,17,30,102200,101000,99830,82.18,0,10.1,11.11,11.370000000000001,11.51,11.59,11.66,11.69,11.71,11.73,89.96000000000001,90.25,90.46000000000001,90.66,90.86,91.05,91.25,91.44,91.86,18.1,17.76,17.580000000000002,17.38,17.19,17,16.8,16.62,16.23,N/A,N/A -2012,3,10,18,30,102170,100970,99800,83.98,0,9.88,10.86,11.11,11.24,11.33,11.39,11.43,11.450000000000001,11.47,90.60000000000001,90.75,90.84,90.93,91.01,91.09,91.17,91.25,91.43,18.14,17.81,17.63,17.43,17.23,17.05,16.84,16.66,16.27,N/A,N/A -2012,3,10,19,30,102130,100930,99770,86.77,0,9.66,10.58,10.8,10.93,11,11.06,11.09,11.11,11.13,88.65,88.98,89.2,89.42,89.65,89.87,90.12,90.36,90.95,17.98,17.63,17.45,17.25,17.06,16.88,16.68,16.5,16.13,N/A,N/A -2012,3,10,20,30,102080,100880,99720,88.25,0,9.540000000000001,10.44,10.66,10.78,10.85,10.9,10.92,10.94,10.97,89.57000000000001,90,90.24,90.5,90.77,91.01,91.3,91.57000000000001,92.26,18.04,17.7,17.52,17.32,17.13,16.95,16.740000000000002,16.56,16.18,N/A,N/A -2012,3,10,21,30,102050,100850,99680,90.13,0,9.89,10.83,11.040000000000001,11.15,11.22,11.26,11.28,11.3,11.35,90.35000000000001,90.61,90.8,91.01,91.24,91.46000000000001,91.76,92.04,92.85000000000001,18.04,17.69,17.51,17.32,17.12,16.94,16.75,16.57,16.19,N/A,N/A -2012,3,10,22,30,102010,100810,99650,91.3,0,9.65,10.58,10.790000000000001,10.91,10.99,11.05,11.1,11.14,11.3,90.9,91.17,91.35000000000001,91.57000000000001,91.82000000000001,92.08,92.45,92.81,94.02,18.23,17.900000000000002,17.72,17.53,17.34,17.16,16.97,16.79,16.43,N/A,N/A -2012,3,10,23,30,101970,100780,99620,91.66,0,9.21,10.27,10.61,10.9,11.19,11.47,11.82,12.13,12.34,90.98,91.55,91.98,92.51,93.12,93.76,94.55,95.23,95.79,18.68,18.400000000000002,18.240000000000002,18.07,17.89,17.73,17.55,17.39,17.01,N/A,N/A -2012,3,11,0,30,101940,100750,99590,92.02,1.5,8.8,10.1,10.64,11.18,11.43,11.53,11.73,11.950000000000001,12.43,97.39,97.55,97.59,97.55,97.63,97.76,98.2,98.67,99.92,18.8,18.54,18.38,18.2,18.01,17.830000000000002,17.650000000000002,17.48,17.16,N/A,N/A -2012,3,11,1,30,101930,100740,99580,91.45,0,10.040000000000001,11.33,11.75,12.09,12.38,12.63,12.870000000000001,13.08,13.5,101.69,101.99000000000001,102.23,102.48,102.75,103.02,103.34,103.65,104.37,19.01,18.77,18.62,18.45,18.28,18.11,17.93,17.77,17.43,N/A,N/A -2012,3,11,2,30,101870,100680,99530,92.73,0.4,11.26,12.77,13.290000000000001,13.71,14.06,14.370000000000001,14.67,14.94,15.47,106.07000000000001,106.36,106.55,106.77,107,107.23,107.5,107.76,108.43,19.09,18.87,18.73,18.57,18.400000000000002,18.240000000000002,18.07,17.91,17.580000000000002,N/A,N/A -2012,3,11,3,30,101880,100690,99530,94.58,0.4,10.08,11.55,12.09,12.56,12.97,13.35,13.71,14.040000000000001,14.71,112.56,112.94,113.17,113.42,113.68,113.94,114.24000000000001,114.54,115.28,19.240000000000002,19.04,18.900000000000002,18.740000000000002,18.580000000000002,18.43,18.26,18.11,17.82,N/A,N/A -2012,3,11,4,30,101880,100690,99540,95.46000000000001,0,9.74,11.200000000000001,11.74,12.23,12.67,13.08,13.5,13.89,14.71,118.61,118.71000000000001,118.81,118.94,119.08,119.23,119.44,119.63,120.23,19.330000000000002,19.14,19.01,18.86,18.72,18.57,18.43,18.29,18.03,N/A,N/A -2012,3,11,5,30,101850,100660,99510,96.29,0,9.38,10.88,11.450000000000001,11.96,12.44,12.88,13.33,13.76,14.67,120.03,120.22,120.35000000000001,120.52,120.75,120.99000000000001,121.31,121.64,122.51,19.42,19.26,19.16,19.03,18.900000000000002,18.79,18.67,18.57,18.400000000000002,N/A,N/A -2012,3,11,6,30,101830,100640,99490,96.17,4.800000000000001,7.67,9,9.56,10.09,10.6,11.08,11.57,12.040000000000001,13.030000000000001,117.64,117.49000000000001,117.47,117.49000000000001,117.61,117.78,118.12,118.49000000000001,119.51,19.41,19.3,19.22,19.12,19,18.89,18.81,18.740000000000002,18.580000000000002,N/A,N/A -2012,3,11,7,30,101830,100640,99490,95.29,115,9.49,11.15,11.82,12.46,13.040000000000001,13.57,14.07,14.52,15.26,130.7,130.15,129.95,129.82,129.86,130.02,130.55,131.15,133.89000000000001,19.59,19.5,19.42,19.32,19.25,19.19,19.13,19.07,18.97,N/A,N/A -2012,3,11,8,30,101770,100580,99440,95.37,5.1000000000000005,8.22,9.86,10.6,11.370000000000001,12.16,12.97,13.81,14.620000000000001,16.05,125.52,127.23,128.58,130.49,132.69,135.09,137.69,140.21,145.06,19.580000000000002,19.55,19.53,19.53,19.54,19.57,19.6,19.63,19.72,N/A,N/A -2012,3,11,9,30,101750,100570,99420,93.56,0.4,8.96,10.71,11.44,12.15,12.86,13.58,14.35,15.09,16.54,140.19,140.12,140.16,140.25,140.44,140.71,141.09,141.48,142.15,19.95,19.96,19.93,19.89,19.84,19.8,19.77,19.75,19.77,N/A,N/A -2012,3,11,10,30,101740,100560,99420,93.77,11.700000000000001,8.61,10.28,10.94,11.56,12.120000000000001,12.64,13.16,13.65,14.66,134.74,134.9,135.15,135.53,135.92000000000002,136.31,136.72,137.12,138.24,19.92,19.92,19.88,19.830000000000002,19.78,19.72,19.650000000000002,19.59,19.44,N/A,N/A -2012,3,11,11,30,101740,100560,99410,93.59,1.8,7.640000000000001,9.59,10.51,11.48,12.39,13.25,14.07,14.83,16.18,112.38,117.65,121.09,124.51,127.41,129.98,132.35,134.54,138.76,19.96,19.990000000000002,19.97,19.93,19.89,19.85,19.8,19.76,19.66,N/A,N/A -2012,3,11,12,30,101730,100550,99410,93.22,0.7000000000000001,9.49,11.36,12.120000000000001,12.84,13.49,14.09,14.620000000000001,15.09,15.88,146.31,146.97,147.39000000000001,147.89000000000001,148.33,148.74,149.14000000000001,149.51,150.79,20.02,20.04,20.01,19.98,19.94,19.900000000000002,19.84,19.79,19.650000000000002,N/A,N/A -2012,3,11,13,30,101730,100550,99400,93.22,0.7000000000000001,10.040000000000001,12.01,12.81,13.620000000000001,14.370000000000001,15.07,15.790000000000001,16.48,17.92,151.04,151.77,152.22,152.79,153.4,154.02,154.77,155.5,157.36,20.03,20.04,20.01,19.97,19.92,19.87,19.81,19.77,19.69,N/A,N/A -2012,3,11,14,30,101810,100630,99480,93.14,0.4,7.92,9.77,10.59,11.43,12.200000000000001,12.94,13.61,14.23,15.34,160.26,160.32,160.36,160.5,160.77,161.13,161.65,162.19,163.89000000000001,20.07,20.1,20.09,20.080000000000002,20.06,20.05,20.03,20.01,19.91,N/A,N/A -2012,3,11,15,30,101830,100650,99500,92.97,31.900000000000002,7.68,9.450000000000001,10.21,10.86,11.41,11.91,12.38,12.81,13.64,167.54,167.89000000000001,168.04,167.94,167.8,167.63,167.45000000000002,167.27,166.81,20.13,20.31,20.35,20.34,20.3,20.25,20.18,20.12,19.97,N/A,N/A -2012,3,11,16,30,101810,100630,99480,92.59,4.4,8.02,9.91,10.83,11.77,12.57,13.280000000000001,13.89,14.44,15.42,159.84,161,161.87,163.14000000000001,164.44,165.82,167.03,168.12,168.9,20.2,20.31,20.34,20.36,20.36,20.35,20.31,20.27,20.22,N/A,N/A -2012,3,11,17,30,101820,100640,99490,92.64,0.7000000000000001,8.290000000000001,10.21,11.07,11.93,12.74,13.540000000000001,14.34,15.11,16.64,166.29,166.86,167.24,167.69,168.17000000000002,168.67000000000002,169.22,169.75,170.96,20.23,20.29,20.29,20.26,20.240000000000002,20.2,20.150000000000002,20.1,20.080000000000002,N/A,N/A -2012,3,11,18,30,101800,100620,99470,92.69,0,8.44,10.23,10.950000000000001,11.620000000000001,12.22,12.76,13.280000000000001,13.77,14.73,169.71,170.47,171.07,171.85,172.63,173.42000000000002,174.09,174.70000000000002,175.42000000000002,20.22,20.27,20.26,20.23,20.2,20.16,20.12,20.07,19.96,N/A,N/A -2012,3,11,19,30,101780,100600,99450,93.11,0,7.5200000000000005,9.31,10.1,10.9,11.65,12.36,13.040000000000001,13.68,14.71,174.22,173.71,173.51,173.46,173.57,173.78,174.12,174.46,175.27,20.19,20.23,20.22,20.21,20.21,20.23,20.23,20.23,20.150000000000002,N/A,N/A -2012,3,11,20,30,101760,100570,99420,97.97,6.6000000000000005,3.69,4.2700000000000005,4.48,4.72,4.88,4.98,5.09,5.19,5.54,243.11,240.21,237.46,233.64000000000001,228.64000000000001,223.16,217.35,211.92000000000002,201.29,19.16,19.080000000000002,19.06,19.06,19.080000000000002,19.12,19.12,19.12,19.080000000000002,N/A,N/A -2012,3,11,21,30,101760,100570,99420,96.46000000000001,73.60000000000001,5.41,6.73,7.390000000000001,8.03,8.43,8.69,8.9,9.08,9.44,226.72,225.56,224.98000000000002,224.44,223.74,223,222.06,221.13,218.70000000000002,19.17,19.21,19.26,19.34,19.36,19.35,19.32,19.28,19.19,N/A,N/A -2012,3,11,22,30,101720,100530,99390,96.86,30,3.16,4.43,5.23,6.19,6.86,7.33,7.84,8.34,9.28,183.5,184.52,185.76,186.58,186.72,186.39000000000001,185.71,184.97,183.48,19.1,19.3,19.51,19.85,20.080000000000002,20.240000000000002,20.36,20.47,20.53,N/A,N/A -2012,3,11,23,30,101730,100540,99390,96.87,2.2,4.13,5.09,5.59,6.18,6.6000000000000005,6.9,7.09,7.24,7.69,211.67000000000002,212.8,213.46,214.01,213.81,213.08,211.84,210.59,207.92000000000002,19.21,19.150000000000002,19.16,19.22,19.22,19.19,19.13,19.07,18.98,N/A,N/A -2012,3,12,0,30,101710,100520,99370,94.99,0,3.3000000000000003,4.23,4.74,5.38,5.96,6.48,6.73,6.9,7.23,218.78,221.18,222.92000000000002,225.07,225.84,225.68,223.99,222.09,217.20000000000002,19.07,18.97,18.94,18.97,19.03,19.09,19.06,19.01,18.89,N/A,N/A -2012,3,12,1,30,101750,100560,99410,94.02,0,2.71,3.7600000000000002,4.3,4.8500000000000005,5.28,5.63,6.03,6.42,7.29,205.55,208.48000000000002,209.89000000000001,210.58,209.51,207.26,204.8,202.4,198.55,19.12,19.16,19.21,19.29,19.35,19.400000000000002,19.46,19.51,19.59,N/A,N/A -2012,3,12,2,30,101750,100560,99410,93.96000000000001,0,3.7,4.57,5.01,5.54,5.9,6.15,6.45,6.74,7.42,202.12,205.82,207.77,209.08,208.43,206.81,204.68,202.63,199.11,19.07,19.04,19.080000000000002,19.150000000000002,19.16,19.13,19.12,19.12,19.12,N/A,N/A -2012,3,12,3,30,101760,100570,99430,94.2,0,3.23,3.92,4.23,4.57,4.83,5.0600000000000005,5.3500000000000005,5.64,6.36,184.12,188.89000000000001,192.41,196.67000000000002,198.58,199.13,198.07,196.76,195.75,19.04,18.94,18.94,19,19.02,19.01,19.07,19.14,19.25,N/A,N/A -2012,3,12,4,30,101760,100570,99420,95.18,0.4,3.45,4.16,4.67,5.53,6.11,6.49,6.83,7.140000000000001,7.7700000000000005,198.74,200.23000000000002,201.31,202.53,203.41,204.04,203.56,202.89000000000001,200.81,18.91,18.75,18.77,18.92,19.04,19.150000000000002,19.21,19.25,19.17,N/A,N/A -2012,3,12,5,30,101750,100560,99410,95.76,0,2.79,3.58,4.21,5.3500000000000005,6.0600000000000005,6.43,6.86,7.28,8.27,192.93,192.57,192.63,193.54,193.32,192.38,190.88,189.34,186.5,19.02,18.92,18.96,19.13,19.17,19.14,19.080000000000002,19.03,19.080000000000002,N/A,N/A -2012,3,12,6,30,101770,100580,99440,96.15,9.200000000000001,2.46,3.74,4.83,6.69,8.03,8.86,9.26,9.52,9.83,197.70000000000002,198.70000000000002,197.17000000000002,190.15,185.76,183.75,183.26,183.19,184.44,19.11,19.13,19.23,19.42,19.55,19.64,19.650000000000002,19.64,19.57,N/A,N/A -2012,3,12,7,30,101780,100590,99450,97.59,4.4,2.16,2.33,2.9,5.22,7.03,7.92,8.42,8.78,9.21,179.22,178.34,178.4,180.07,181.44,182.22,183.62,185.07,187.77,19.03,18.84,18.87,19.12,19.29,19.41,19.43,19.43,19.37,N/A,N/A -2012,3,12,8,30,101790,100610,99460,94.39,1.5,5.24,6.61,7.24,7.96,8.61,9.23,10,10.790000000000001,11.870000000000001,191.45000000000002,188.8,186.93,185.11,184.04,183.42000000000002,182.96,182.55,184.94,19.88,19.93,19.94,19.94,19.92,19.89,19.81,19.740000000000002,19.55,N/A,N/A -2012,3,12,9,30,101810,100620,99470,98.8,0.7000000000000001,2.5100000000000002,3.98,4.79,5.26,5.69,6.09,6.46,6.8,7.37,262,232.14000000000001,214.88,209.85,206.26,203.59,201.98000000000002,200.69,197.96,19,19.31,19.47,19.54,19.6,19.64,19.64,19.62,19.54,N/A,N/A -2012,3,12,10,30,101840,100650,99500,97.21000000000001,0,2.17,2.84,3.23,3.72,4.04,4.25,4.48,4.72,5.25,251.9,247.45000000000002,243.06,235.81,230.23000000000002,225.9,221.61,217.6,212.12,18.97,18.84,18.78,18.73,18.78,18.89,19.01,19.12,19.21,N/A,N/A -2012,3,12,11,30,101870,100680,99530,96.71000000000001,0,1.86,2.43,2.7800000000000002,3.27,3.62,3.85,4.11,4.36,4.97,241.11,240.36,239.33,237.39000000000001,234.43,230.87,227.14000000000001,223.61,217.76,18.97,18.81,18.75,18.7,18.7,18.72,18.76,18.79,18.900000000000002,N/A,N/A -2012,3,12,12,30,101900,100710,99560,97.62,0,0.75,1.32,1.6300000000000001,2.0100000000000002,2.38,2.74,3.09,3.42,4.09,216.52,226.68,231.9,231.86,230.17000000000002,227.28,224.73000000000002,222.34,218.76,18.94,18.830000000000002,18.82,18.88,18.95,19.04,19.07,19.1,19.06,N/A,N/A -2012,3,12,13,30,101930,100740,99590,97.61,0,0.5700000000000001,1.04,1.31,1.57,1.78,1.96,2.14,2.32,2.7600000000000002,242.95000000000002,252.15,257.65,259.22,256.92,252.05,246.56,241.18,231.81,18.97,18.82,18.77,18.75,18.76,18.79,18.82,18.830000000000002,18.830000000000002,N/A,N/A 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-2012,3,12,17,30,102010,100830,99680,98.36,2.2,1.6500000000000001,2.48,2.8000000000000003,3.06,3.2800000000000002,3.47,3.66,3.83,4.24,150.61,157.65,162.81,167.8,171.65,174.71,177.49,180.02,184.68,19.54,19.6,19.62,19.61,19.59,19.580000000000002,19.56,19.55,19.52,N/A,N/A -2012,3,12,18,30,102020,100830,99690,95.51,0,4.41,5.64,6.0200000000000005,6.09,5.95,5.69,5.53,5.41,5.51,153.69,158.43,162.77,169.07,176.02,182.91,186.04,188.01,193.15,20.18,20.12,20.06,20,19.96,19.92,19.85,19.78,19.63,N/A,N/A -2012,3,12,19,30,102020,100830,99690,94.84,0,5.18,6.5,6.8500000000000005,6.87,6.76,6.57,6.47,6.390000000000001,6.28,161.22,165.71,169.44,174.35,178.07,180.97,182.52,183.62,186.04,20.19,20.16,20.12,20.07,20.04,20.02,19.91,19.78,19.580000000000002,N/A,N/A 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-2012,3,13,5,30,102000,100810,99660,95.13,0.7000000000000001,5.18,6.57,7.24,8,8.64,9.200000000000001,9.56,9.83,9.870000000000001,168.61,168.04,168,168.62,169.66,170.93,172.06,173.05,172.49,19.73,19.71,19.62,19.43,19.22,18.990000000000002,19.03,19.13,19.830000000000002,N/A,N/A -2012,3,13,6,30,102020,100830,99680,97.29,0.4,3.58,4.72,5.26,5.8100000000000005,6.32,6.8100000000000005,7.2,7.53,7.9,166.4,166.54,167.41,169.48,173,177.5,180.77,183.52,183.07,19.81,19.82,19.79,19.68,19.51,19.3,19.6,20.01,20.36,N/A,N/A -2012,3,13,7,30,102050,100860,99710,97.33,0,3.38,4.76,5.45,6.05,6.61,7.13,7.42,7.63,7.74,166.94,167.26,166.33,163.63,163.21,164.12,166.69,169.42000000000002,171.92000000000002,19.82,19.72,19.650000000000002,19.57,19.44,19.28,19.12,18.98,19.52,N/A,N/A -2012,3,13,8,30,102040,100850,99700,97.68,0,5.98,6.99,7.3500000000000005,7.6000000000000005,7.71,7.73,7.61,7.49,7.67,174.55,174.65,174.99,175.82,177.5,179.65,181.52,183.02,181.20000000000002,19.72,19.6,19.51,19.38,19.26,19.150000000000002,19.11,19.080000000000002,18.990000000000002,N/A,N/A -2012,3,13,9,30,102050,100860,99700,97.32000000000001,0,4.97,5.98,6.3100000000000005,6.45,6.54,6.61,6.65,6.69,6.74,184.54,184.81,184.65,184.08,183.47,182.83,181.93,181.07,179.83,19.79,19.64,19.53,19.37,19.240000000000002,19.13,19.02,18.92,18.71,N/A,N/A -2012,3,13,10,30,102050,100860,99710,97.71000000000001,0.4,3.1,3.85,4.11,4.3100000000000005,4.84,5.63,6.22,6.73,6.94,164.95000000000002,170.38,173.41,175.68,177.29,178.59,178.59,178.25,176.89000000000001,19.73,19.63,19.56,19.47,19.36,19.25,19.13,19.03,18.87,N/A,N/A -2012,3,13,11,30,102060,100880,99730,96.63,0.4,4.34,6.13,6.92,7.46,7.68,7.68,7.61,7.5200000000000005,7.44,185.20000000000002,185.76,186.05,186.1,185.83,185.36,184.70000000000002,184.09,183.47,19.95,19.92,19.87,19.77,19.66,19.56,19.44,19.330000000000002,19.11,N/A,N/A -2012,3,13,12,30,102080,100890,99740,97.71000000000001,0.4,3.65,4.7700000000000005,5.22,5.5200000000000005,5.62,5.6000000000000005,5.53,5.46,5.37,160.25,164.87,168.13,171.6,173.86,175.33,176.41,177.3,179.01,19.55,19.6,19.66,19.75,19.79,19.8,19.77,19.73,19.54,N/A,N/A -2012,3,13,13,30,102090,100900,99750,99.23,0,2.9,3.52,3.81,3.99,4.14,4.2700000000000005,4.43,4.59,4.82,148.86,158.52,165.87,174.31,179.28,182.12,183.22,183.83,182.06,19.2,18.57,18.46,18.72,19.3,20.06,20.18,20.17,19.95,N/A,N/A 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-2012,3,13,17,30,102190,101000,99850,99.06,0,2.0100000000000002,2.64,2.93,3.23,3.5,3.75,3.99,4.21,4.65,107.55,135.59,150.12,157.43,161,161.94,161.91,161.70000000000002,162.56,19.79,19.69,19.68,19.69,19.69,19.69,19.66,19.62,19.62,N/A,N/A -2012,3,13,18,30,102190,101000,99850,98.96000000000001,0,2.68,3.48,3.8000000000000003,4,4.05,4.01,3.98,3.96,4.05,100.46000000000001,104.62,111.29,124.32000000000001,130.97,133.62,135.57,137.19,144.27,20.03,19.96,19.91,19.82,19.73,19.64,19.55,19.47,19.39,N/A,N/A -2012,3,13,19,30,102170,100990,99840,98.99000000000001,0,2.91,3.62,3.89,4.05,4.3,4.61,4.89,5.13,5.5600000000000005,100.66,103.32000000000001,110.66,127.10000000000001,136.6,141.91,143.72,144.58,146.08,20.25,20.06,19.97,19.88,20.06,20.39,20.46,20.47,20.35,N/A,N/A -2012,3,13,20,30,102140,100950,99810,99.24000000000001,0,4.1,4.41,4.49,4.5600000000000005,4.71,4.91,5.14,5.36,5.69,106.49000000000001,108.21000000000001,109.55,111.3,116.22,122.87,128.56,133.66,140.91,20.06,19.88,19.8,19.71,19.82,20.02,20.18,20.31,20.32,N/A,N/A -2012,3,13,21,30,102110,100920,99780,99.25,0,3.91,4.4,4.74,5.3500000000000005,5.7700000000000005,6.05,6.22,6.3500000000000005,6.5200000000000005,113.95,114.18,115.8,120.19,124.11,127.62,130.12,132.19,136.27,20.06,19.830000000000002,19.81,19.97,20.06,20.11,20.09,20.06,19.91,N/A,N/A -2012,3,13,22,30,102060,100880,99730,96.35000000000001,0,4.49,5.5600000000000005,5.96,6.34,6.76,7.22,7.6000000000000005,7.930000000000001,8.01,112.53,114.42,116.38,119.61,125.16,132.22,138.34,143.84,147.02,20.43,20.36,20.31,20.25,20.240000000000002,20.26,20.28,20.3,20.04,N/A,N/A 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-2012,3,14,11,30,102050,100860,99720,98.88,1.5,4.95,5.73,6.25,7.07,7.72,8.26,8.55,8.76,9,127.34,130.44,133.61,138.77,142.51,145.31,147.20000000000002,148.74,152.27,19.51,19.35,19.36,19.48,19.71,19.98,20.03,20.03,19.990000000000002,N/A,N/A -2012,3,14,12,30,102070,100880,99740,98.45,0,3.77,4.87,5.58,6.55,7.5200000000000005,8.5,8.9,9.13,9.31,121.88,125.24000000000001,128.1,132.09,137.23,143.19,146.11,148.12,152.07,19.73,19.6,19.62,19.77,19.93,20.11,20.09,20.05,19.85,N/A,N/A -2012,3,14,13,30,102110,100920,99770,97.71000000000001,0.4,4.72,5.7700000000000005,6.3500000000000005,7.140000000000001,7.95,8.790000000000001,9.07,9.22,9.25,114.15,117.47,121.62,129.16,136.58,143.91,146.49,147.83,149.45000000000002,19.88,19.8,19.8,19.87,20.03,20.23,20.18,20.09,19.93,N/A,N/A -2012,3,14,14,30,102160,100970,99820,96.65,0,4.38,5.8,6.55,7.43,8.16,8.78,9.040000000000001,9.200000000000001,9.49,140.8,143.18,145.38,148.61,152.29,156.13,158.38,160.09,162.11,20.16,20.11,20.06,19.990000000000002,20,20.04,20.330000000000002,20.64,20.62,N/A,N/A -2012,3,14,15,30,102170,100980,99830,96.99000000000001,0,4.66,5.87,6.46,7.12,7.38,7.38,7.390000000000001,7.390000000000001,7.5600000000000005,118.74000000000001,120.49000000000001,122.18,124.75,131.84,141.44,145.77,148.57,154.05,20.13,20.09,20.07,20.04,20.09,20.19,20.18,20.150000000000002,20.14,N/A,N/A -2012,3,14,16,30,102200,101010,99860,98.57000000000001,0,4.97,5.88,6.23,6.51,6.69,6.8100000000000005,6.88,6.93,7.1000000000000005,106.72,108.86,112.22,119,127.48,136.69,140.98,143.96,149.13,19.98,19.82,19.76,19.73,19.78,19.87,19.96,20.04,20.16,N/A,N/A 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-2012,3,18,6,30,101780,100600,99460,97.98,0,7.28,8.46,8.98,9.49,9.97,10.450000000000001,10.91,11.33,12.14,149.42000000000002,149.63,149.84,150.19,150.68,151.25,152.05,152.85,155,21.19,21.02,20.94,20.88,20.81,20.73,20.67,20.62,20.55,N/A,N/A -2012,3,18,7,30,101780,100600,99460,96.61,17.6,6.7,7.95,8.46,8.950000000000001,9.44,9.92,10.44,10.94,11.97,146.83,146.88,146.91,146.94,146.99,147.05,147.22,147.4,148.11,21.47,21.32,21.23,21.11,21,20.89,20.77,20.67,20.45,N/A,N/A -2012,3,18,8,30,101760,100580,99440,95.86,0.4,7.47,8.81,9.33,9.8,10.23,10.64,11.040000000000001,11.42,12.16,152.8,152.98,153.17000000000002,153.42000000000002,153.71,154.01,154.37,154.72,155.57,21.54,21.42,21.32,21.2,21.080000000000002,20.96,20.830000000000002,20.71,20.43,N/A,N/A -2012,3,18,9,30,101760,100580,99440,95.47,0,7.16,8.45,8.96,9.44,9.870000000000001,10.28,10.700000000000001,11.09,11.97,152.39000000000001,152.4,152.49,152.73,153.1,153.56,154.24,154.92000000000002,156.85,21.55,21.43,21.330000000000002,21.22,21.1,20.98,20.86,20.740000000000002,20.5,N/A,N/A -2012,3,18,10,30,101770,100590,99450,96.85000000000001,0,6.2700000000000005,7.4,7.86,8.31,8.74,9.17,9.64,10.1,11.05,145.82,146.8,147.61,148.71,149.95000000000002,151.28,152.73,154.14000000000001,156.81,21.35,21.21,21.11,21,20.88,20.78,20.67,20.57,20.35,N/A,N/A -2012,3,18,11,30,101750,100570,99430,96.49000000000001,0,6.83,8.09,8.6,9.1,9.58,10.05,10.58,11.09,12.24,149.8,150.75,151.55,152.6,153.85,155.22,156.94,158.65,162.04,21.43,21.29,21.21,21.1,21,20.91,20.81,20.73,20.55,N/A,N/A -2012,3,18,12,30,101770,100600,99460,95.38,0,7.45,8.86,9.46,10.08,10.67,11.26,11.85,12.41,13.44,150.34,151.15,151.72,152.41,153.07,153.69,154.21,154.67000000000002,155.39000000000001,21.52,21.41,21.32,21.22,21.13,21.03,20.92,20.82,20.6,N/A,N/A -2012,3,18,13,30,101790,100610,99470,96.61,0,6.87,8.09,8.56,9.01,9.42,9.8,10.18,10.540000000000001,11.42,138.79,139.66,140.3,141.11,142,142.94,144.07,145.16,147.72,21.43,21.29,21.19,21.07,20.96,20.84,20.71,20.6,20.37,N/A,N/A -2012,3,18,14,30,101830,100650,99510,96.44,0,7.13,8.39,8.89,9.370000000000001,9.81,10.23,10.65,11.05,11.84,144.53,145.3,145.9,146.69,147.56,148.46,149.44,150.38,152.24,21.490000000000002,21.36,21.26,21.150000000000002,21.04,20.94,20.830000000000002,20.73,20.51,N/A,N/A -2012,3,18,15,30,101840,100660,99520,95.42,0,7.34,8.71,9.26,9.8,10.290000000000001,10.75,11.22,11.67,12.6,143.3,144.09,144.70000000000002,145.43,146.16,146.88,147.67000000000002,148.42000000000002,150.26,21.7,21.59,21.51,21.400000000000002,21.3,21.19,21.07,20.96,20.71,N/A,N/A -2012,3,18,16,30,101860,100680,99540,95.72,0,7.36,8.67,9.18,9.66,10.1,10.51,10.93,11.32,12.15,141.44,142,142.46,143.01,143.62,144.25,145.01,145.73,147.66,21.73,21.61,21.52,21.400000000000002,21.28,21.17,21.05,20.93,20.7,N/A,N/A -2012,3,18,17,30,101860,100680,99540,95.88,0,6.91,8.2,8.73,9.24,9.71,10.15,10.58,10.99,11.88,141.45000000000002,142.26,142.83,143.55,144.31,145.1,146.02,146.92000000000002,149.27,21.76,21.63,21.54,21.43,21.32,21.2,21.080000000000002,20.97,20.75,N/A,N/A -2012,3,18,18,30,101840,100670,99530,95.66,0,7.37,8.67,9.18,9.66,10.08,10.48,10.86,11.22,11.9,138.71,139.27,139.72,140.27,140.86,141.47,142.19,142.9,144.79,21.84,21.71,21.62,21.5,21.39,21.27,21.150000000000002,21.04,20.81,N/A,N/A 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-2012,3,18,22,30,101700,100520,99380,95.45,0,8.82,10.36,10.96,11.540000000000001,12.06,12.540000000000001,13.01,13.44,14.280000000000001,135.66,136.09,136.42000000000002,136.87,137.38,137.94,138.67000000000002,139.39000000000001,141.37,21.72,21.62,21.54,21.43,21.330000000000002,21.22,21.11,21.02,20.830000000000002,N/A,N/A -2012,3,18,23,30,101640,100460,99320,95.55,0,9.13,10.67,11.26,11.83,12.34,12.81,13.290000000000001,13.73,14.63,134.95,135.35,135.67000000000002,136.11,136.62,137.18,137.93,138.68,140.91,21.67,21.56,21.48,21.37,21.27,21.17,21.080000000000002,20.990000000000002,20.85,N/A,N/A -2012,3,19,0,30,101570,100400,99260,95.51,0,9.63,11.21,11.82,12.370000000000001,12.88,13.36,13.86,14.33,15.34,137.38,137.71,137.97,138.33,138.76,139.24,139.88,140.52,142.07,21.650000000000002,21.54,21.45,21.34,21.240000000000002,21.14,21.04,20.96,20.8,N/A,N/A -2012,3,19,1,30,101550,100380,99240,95.27,0,9.71,11.31,11.93,12.49,13.01,13.49,13.96,14.4,15.33,139.82,140.16,140.43,140.78,141.17000000000002,141.6,142.15,142.68,144.27,21.63,21.51,21.42,21.3,21.19,21.07,20.96,20.86,20.69,N/A,N/A -2012,3,19,2,30,101550,100380,99240,93.96000000000001,0,9.89,11.55,12.17,12.76,13.31,13.82,14.35,14.84,15.83,142.96,143.38,143.71,144.09,144.48,144.86,145.27,145.64000000000001,146.46,21.67,21.57,21.490000000000002,21.38,21.28,21.18,21.07,20.98,20.79,N/A,N/A -2012,3,19,3,30,101570,100390,99250,92.66,0,9.71,11.38,12,12.57,13.1,13.59,14.08,14.530000000000001,15.48,146.04,146.17000000000002,146.33,146.51,146.70000000000002,146.9,147.15,147.39000000000001,148.16,21.740000000000002,21.650000000000002,21.56,21.45,21.34,21.240000000000002,21.12,21.02,20.81,N/A,N/A -2012,3,19,4,30,101510,100340,99200,92.14,0,9.540000000000001,11.15,11.76,12.33,12.870000000000001,13.39,13.94,14.47,15.610000000000001,144.46,145.14000000000001,145.62,146.19,146.74,147.29,147.8,148.27,148.84,21.72,21.64,21.57,21.48,21.39,21.3,21.22,21.14,20.94,N/A,N/A -2012,3,19,5,30,101510,100340,99200,90.75,0,9.92,11.55,12.16,12.700000000000001,13.200000000000001,13.66,14.13,14.58,15.52,149.72,149.9,150.02,150.21,150.45000000000002,150.73,151.08,151.43,152.17000000000002,21.81,21.72,21.64,21.53,21.42,21.32,21.2,21.09,20.84,N/A,N/A -2012,3,19,6,30,101500,100320,99190,90.74,0,10.200000000000001,11.89,12.51,13.09,13.61,14.09,14.56,14.98,15.84,147.8,148.11,148.33,148.58,148.84,149.1,149.37,149.63,150.20000000000002,21.73,21.64,21.55,21.44,21.32,21.2,21.07,20.95,20.68,N/A,N/A -2012,3,19,7,30,101500,100320,99190,91.88,0,10.51,12.24,12.86,13.43,13.93,14.39,14.84,15.25,16.04,151.37,151.87,152.17000000000002,152.52,152.88,153.24,153.63,154.01,154.78,21.740000000000002,21.650000000000002,21.55,21.44,21.32,21.2,21.07,20.94,20.67,N/A,N/A -2012,3,19,8,30,101440,100260,99130,93.61,0,10.35,12.02,12.64,13.200000000000001,13.700000000000001,14.15,14.620000000000001,15.040000000000001,15.92,149.61,150.03,150.33,150.69,151.11,151.54,152.09,152.62,153.91,21.69,21.580000000000002,21.48,21.36,21.240000000000002,21.12,21,20.88,20.63,N/A,N/A -2012,3,19,9,30,101410,100240,99100,93.48,0,11.33,13.09,13.72,14.280000000000001,14.77,15.22,15.66,16.06,16.84,149.85,150.02,150.23,150.49,150.79,151.12,151.52,151.91,152.89000000000001,21.66,21.54,21.44,21.32,21.19,21.07,20.93,20.81,20.56,N/A,N/A -2012,3,19,10,30,101360,100190,99060,93.29,0,12.17,14.05,14.71,15.26,15.74,16.18,16.61,17.01,17.82,151.14000000000001,151.61,151.96,152.39000000000001,152.87,153.38,154.01,154.6,156.04,21.75,21.66,21.57,21.45,21.34,21.22,21.11,21,20.78,N/A,N/A -2012,3,19,11,30,101280,100110,98980,92.28,0,15.72,18.09,18.88,19.53,20.080000000000002,20.55,20.98,21.38,22.09,148.41,149.03,149.42000000000002,149.87,150.31,150.75,151.22,151.67000000000002,152.64000000000001,21.81,21.72,21.64,21.53,21.42,21.3,21.19,21.080000000000002,20.86,N/A,N/A -2012,3,19,12,30,101250,100080,98950,92.24,0,15.97,18.38,19.150000000000002,19.77,20.29,20.75,21.16,21.52,22.150000000000002,144.69,145.18,145.43,145.73,146.06,146.39000000000001,146.78,147.15,148.02,21.79,21.7,21.61,21.490000000000002,21.37,21.26,21.14,21.03,20.81,N/A,N/A 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-2012,3,19,16,30,101350,100180,99040,90.82000000000001,0,10.82,12.27,12.74,13.08,13.35,13.56,13.72,13.86,14.11,122.25,122.67,123.11,123.73,124.55,125.49000000000001,126.92,128.35,133,21.52,21.38,21.28,21.150000000000002,21.04,20.94,20.85,20.78,20.71,N/A,N/A -2012,3,19,17,30,101320,100150,99010,89.26,0.4,12.200000000000001,13.780000000000001,14.26,14.620000000000001,14.92,15.19,15.44,15.66,16.09,115.38,116.34,116.96000000000001,117.68,118.44,119.23,120.16,121.03,123.22,21.22,21.03,20.900000000000002,20.75,20.61,20.47,20.34,20.21,19.97,N/A,N/A -2012,3,19,18,30,101320,100140,99000,95.9,0.7000000000000001,10.9,13,13.75,14.06,14.44,14.84,15.14,15.39,15.700000000000001,103.10000000000001,103.9,104.46000000000001,105.07000000000001,106.2,107.66,109.45,111.17,115.18,20.73,20.47,20.32,20.16,20.04,19.94,19.85,19.77,19.64,N/A,N/A -2012,3,19,19,30,101290,100120,98980,92.46000000000001,0,11.48,12.97,13.450000000000001,13.85,14.18,14.48,14.76,15.030000000000001,15.530000000000001,115.10000000000001,116.06,116.87,117.84,118.88,119.93,121.18,122.37,125.14,21.12,20.95,20.85,20.73,20.62,20.52,20.42,20.330000000000002,20.16,N/A,N/A -2012,3,19,20,30,101220,100040,98910,94.39,0,10.620000000000001,12.09,12.58,13,13.35,13.65,13.93,14.19,14.63,124.23,124.22,124.23,124.31,124.47,124.66,124.95,125.23,126.04,21.34,21.14,21.01,20.86,20.71,20.56,20.400000000000002,20.25,19.95,N/A,N/A -2012,3,19,21,30,101170,99990,98860,94.29,0,11.01,12.66,13.22,13.68,14.08,14.42,14.72,14.99,15.47,125.28,125.52,125.64,125.82000000000001,126.04,126.29,126.62,126.95,127.92,21.5,21.330000000000002,21.21,21.07,20.92,20.77,20.61,20.46,20.16,N/A,N/A 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-2012,3,20,10,30,100680,99520,98390,80.81,0,11.77,13.67,14.370000000000001,14.98,15.530000000000001,16.03,16.51,16.95,17.84,151.3,151.63,151.85,152.1,152.37,152.66,152.99,153.31,154.1,22.330000000000002,22.29,22.21,22.1,21.98,21.86,21.740000000000002,21.62,21.37,N/A,N/A -2012,3,20,11,30,100670,99510,98380,81.75,0,12.08,13.99,14.69,15.290000000000001,15.81,16.28,16.73,17.150000000000002,17.95,152.55,152.74,152.86,152.99,153.13,153.26,153.42000000000002,153.56,153.89000000000001,22.32,22.26,22.18,22.07,21.94,21.82,21.68,21.56,21.28,N/A,N/A -2012,3,20,12,30,100670,99500,98380,83.84,0,11.71,13.56,14.21,14.780000000000001,15.280000000000001,15.73,16.16,16.55,17.31,152.53,152.75,152.91,153.09,153.28,153.47,153.67000000000002,153.87,154.31,22.23,22.150000000000002,22.07,21.95,21.82,21.7,21.56,21.43,21.14,N/A,N/A 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-2012,3,20,16,30,100720,99560,98430,90.4,0,10.14,11.81,12.44,13.01,13.5,13.96,14.4,14.81,15.59,147.87,148.3,148.69,149.13,149.57,149.99,150.44,150.87,151.76,22.17,22.09,22.01,21.900000000000002,21.78,21.66,21.53,21.41,21.150000000000002,N/A,N/A -2012,3,20,17,30,100650,99480,98360,91.98,11.4,12.120000000000001,14.120000000000001,14.81,15.42,15.96,16.46,16.93,17.36,18.2,140.32,140.71,141.02,141.44,141.9,142.38,142.93,143.45000000000002,144.62,22.19,22.09,22,21.88,21.76,21.64,21.5,21.38,21.11,N/A,N/A -2012,3,20,18,30,100630,99480,98350,91.60000000000001,1.8,14.16,16.05,16.91,17.62,18.21,18.73,19.2,19.63,20.43,148.70000000000002,149,149.14000000000001,149.38,149.59,149.85,150.11,150.37,150.92000000000002,22.23,22.18,22.1,21.96,21.84,21.7,21.57,21.43,21.150000000000002,N/A,N/A 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-2012,3,21,4,30,100910,99730,98580,78.73,0,7.47,8.11,8.290000000000001,8.39,8.47,8.52,8.58,8.63,8.75,350.1,350.12,350.17,350.21,350.23,350.24,350.27,350.29,350.35,19.38,18.990000000000002,18.81,18.61,18.42,18.240000000000002,18.05,17.88,17.53,N/A,N/A -2012,3,21,5,30,100920,99730,98590,76.8,0,8.53,9.24,9.41,9.5,9.56,9.6,9.63,9.66,9.700000000000001,338.33,338.31,338.3,338.29,338.28000000000003,338.28000000000003,338.28000000000003,338.29,338.32,19.37,18.97,18.79,18.580000000000002,18.39,18.21,18.01,17.84,17.46,N/A,N/A -2012,3,21,6,30,101000,99820,98670,74.98,0,7.11,7.640000000000001,7.76,7.82,7.87,7.9,7.930000000000001,7.96,8.03,339.56,339.72,339.75,339.77,339.8,339.83,339.89,339.94,340.1,19.25,18.87,18.68,18.490000000000002,18.29,18.11,17.92,17.740000000000002,17.38,N/A,N/A -2012,3,21,7,30,101140,99950,98800,72.96000000000001,0,5.66,6,6.11,6.17,6.21,6.25,6.2700000000000005,6.3,6.3500000000000005,322.94,324.18,325.17,326.06,326.89,327.64,328.44,329.17,330.7,18.8,18.42,18.23,18.04,17.86,17.68,17.490000000000002,17.32,16.96,N/A,N/A -2012,3,21,8,30,101080,99890,98730,64.41,2.2,7.03,7.47,7.57,7.61,7.640000000000001,7.66,7.66,7.67,7.66,7.15,7.1000000000000005,7,6.91,6.8,6.7,6.55,6.41,6.0200000000000005,17.45,16.98,16.77,16.57,16.36,16.18,15.97,15.790000000000001,15.41,N/A,N/A -2012,3,21,9,30,101180,99980,98810,73.5,2.6,6.7700000000000005,7.1000000000000005,7.140000000000001,7.140000000000001,7.12,7.1000000000000005,7.07,7.03,6.96,56.67,55.980000000000004,55.47,54.96,54.410000000000004,53.9,53.2,52.480000000000004,50.4,15.82,15.290000000000001,15.08,14.88,14.69,14.51,14.31,14.14,13.790000000000001,N/A,N/A 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-2012,3,27,23,30,101820,100640,99490,84.23,0,4.13,4.43,4.5,4.54,4.57,4.59,4.61,4.63,4.67,146.67000000000002,146.58,146.46,146.31,146.16,146,145.82,145.65,145.22,21.88,21.57,21.400000000000002,21.21,21.01,20.830000000000002,20.63,20.45,20.07,N/A,N/A -2012,3,28,0,30,101790,100610,99470,85.35000000000001,0,5.36,5.83,5.94,5.99,6.03,6.05,6.0600000000000005,6.0600000000000005,6.05,147.13,147.53,147.70000000000002,147.86,147.98,148.1,148.20000000000002,148.29,148.48,21.92,21.62,21.45,21.25,21.06,20.88,20.68,20.490000000000002,20.1,N/A,N/A -2012,3,28,1,30,101800,100620,99470,86.96000000000001,0,5.19,5.63,5.74,5.8,5.8500000000000005,5.89,5.93,5.96,6.0200000000000005,139.53,139.46,139.41,139.35,139.29,139.23,139.17000000000002,139.11,138.98,21.82,21.5,21.330000000000002,21.14,20.95,20.76,20.57,20.38,20,N/A,N/A -2012,3,28,2,30,101810,100630,99480,87.14,0,6.25,6.78,6.9,6.96,7,7.03,7.04,7.0600000000000005,7.07,139.28,139.38,139.44,139.49,139.55,139.6,139.65,139.70000000000002,139.81,21.830000000000002,21.51,21.34,21.14,20.95,20.76,20.56,20.38,20,N/A,N/A -2012,3,28,3,30,101810,100630,99490,87.31,0,6.66,7.25,7.4,7.48,7.53,7.57,7.59,7.61,7.63,139.49,139.56,139.67000000000002,139.77,139.88,139.98,140.1,140.21,140.48,21.8,21.490000000000002,21.32,21.12,20.93,20.740000000000002,20.54,20.36,19.98,N/A,N/A -2012,3,28,4,30,101810,100630,99480,85.67,0,6.51,7.08,7.19,7.24,7.26,7.2700000000000005,7.26,7.25,7.23,141.74,141.76,141.87,142.02,142.21,142.41,142.68,142.95000000000002,143.76,21.93,21.62,21.45,21.26,21.07,20.89,20.69,20.52,20.14,N/A,N/A -2012,3,28,5,30,101770,100590,99450,87.53,0,7.11,7.75,7.9,7.98,8.040000000000001,8.08,8.1,8.120000000000001,8.15,145.01,145.05,145.1,145.16,145.23,145.29,145.37,145.45000000000002,145.64000000000001,21.8,21.48,21.3,21.11,20.92,20.73,20.53,20.35,19.97,N/A,N/A -2012,3,28,6,30,101820,100640,99490,88.9,0,7.25,7.97,8.15,8.25,8.32,8.370000000000001,8.39,8.41,8.43,154.08,154.6,154.81,154.99,155.15,155.27,155.4,155.5,155.69,21.88,21.56,21.39,21.19,21,20.81,20.61,20.43,20.04,N/A,N/A -2012,3,28,7,30,101800,100620,99480,87.66,0,6.98,7.59,7.73,7.8100000000000005,7.86,7.890000000000001,7.91,7.92,7.930000000000001,152.99,153.14000000000001,153.21,153.27,153.34,153.41,153.48,153.54,153.70000000000002,21.86,21.54,21.37,21.17,20.98,20.8,20.6,20.42,20.03,N/A,N/A -2012,3,28,8,30,101790,100610,99470,88.33,0,6.54,7.12,7.25,7.32,7.37,7.4,7.41,7.43,7.43,156.13,156.19,156.21,156.25,156.28,156.31,156.36,156.4,156.52,21.85,21.54,21.36,21.17,20.98,20.79,20.59,20.41,20.03,N/A,N/A -2012,3,28,9,30,101760,100590,99440,86.32000000000001,0,7.03,7.63,7.76,7.82,7.86,7.88,7.890000000000001,7.9,7.92,155.06,155.3,155.47,155.66,155.87,156.09,156.37,156.64000000000001,157.5,21.92,21.61,21.44,21.25,21.06,20.88,20.69,20.52,20.150000000000002,N/A,N/A -2012,3,28,10,30,101770,100590,99450,87.24,0,6.24,6.7700000000000005,6.9,6.97,7.0200000000000005,7.0600000000000005,7.08,7.11,7.15,162.13,162.21,162.28,162.34,162.4,162.45000000000002,162.51,162.57,162.72,21.88,21.57,21.39,21.2,21,20.81,20.62,20.44,20.05,N/A,N/A -2012,3,28,11,30,101770,100590,99440,87.55,0,5.6000000000000005,6.17,6.33,6.44,6.5200000000000005,6.59,6.65,6.7,6.79,159.88,159.65,159.59,159.53,159.48,159.43,159.37,159.31,159.19,21.84,21.52,21.35,21.150000000000002,20.96,20.78,20.580000000000002,20.39,20.01,N/A,N/A -2012,3,28,12,30,101770,100600,99450,87.69,0,5.98,6.47,6.59,6.66,6.7,6.73,6.75,6.7700000000000005,6.8,166.18,166.32,166.38,166.43,166.47,166.5,166.54,166.57,166.70000000000002,21.94,21.64,21.47,21.28,21.09,20.91,20.72,20.54,20.17,N/A,N/A -2012,3,28,13,30,101790,100620,99470,88.46000000000001,0,6.6000000000000005,7.16,7.28,7.33,7.36,7.38,7.38,7.37,7.34,163.07,163.67000000000002,163.91,164.13,164.32,164.5,164.68,164.86,165.22,21.87,21.55,21.38,21.18,20.990000000000002,20.8,20.6,20.42,20.03,N/A,N/A -2012,3,28,14,30,101820,100640,99500,86.95,0,5.97,6.47,6.57,6.62,6.65,6.67,6.67,6.67,6.67,162.11,161.94,161.88,161.82,161.77,161.73,161.69,161.66,161.64000000000001,21.96,21.650000000000002,21.48,21.28,21.09,20.91,20.71,20.53,20.150000000000002,N/A,N/A -2012,3,28,15,30,101850,100670,99530,87.31,0,5.3500000000000005,5.78,5.87,5.92,5.95,5.97,5.98,5.98,5.98,165.03,165.06,165.07,165.06,165.06,165.05,165.04,165.03,165.02,21.96,21.64,21.47,21.27,21.080000000000002,20.89,20.7,20.52,20.13,N/A,N/A -2012,3,28,16,30,101860,100680,99530,87.23,0,5.0200000000000005,5.4,5.49,5.53,5.5600000000000005,5.58,5.59,5.6000000000000005,5.6000000000000005,165.44,165.55,165.6,165.65,165.67000000000002,165.70000000000002,165.72,165.74,165.78,22,21.68,21.5,21.31,21.11,20.93,20.73,20.55,20.16,N/A,N/A -2012,3,28,17,30,101830,100650,99510,86.23,0,4.8100000000000005,5.16,5.24,5.29,5.32,5.34,5.36,5.38,5.41,169.18,169.03,168.98,168.94,168.9,168.86,168.82,168.78,168.71,22.04,21.71,21.54,21.34,21.150000000000002,20.96,20.76,20.580000000000002,20.2,N/A,N/A -2012,3,28,18,30,101800,100630,99480,87.01,0,4.7700000000000005,5.11,5.19,5.22,5.25,5.2700000000000005,5.28,5.29,5.3100000000000005,164.45000000000002,164.51,164.58,164.65,164.73,164.81,164.9,165,165.24,22.05,21.72,21.54,21.35,21.150000000000002,20.96,20.77,20.59,20.2,N/A,N/A -2012,3,28,19,30,101790,100610,99470,86,0,4.65,4.97,5.04,5.07,5.08,5.09,5.09,5.1000000000000005,5.09,170.68,170.66,170.63,170.6,170.56,170.52,170.47,170.44,170.36,22.13,21.8,21.62,21.43,21.240000000000002,21.05,20.85,20.67,20.29,N/A,N/A -2012,3,28,20,30,101730,100550,99410,86.79,0,5.15,5.5,5.57,5.6000000000000005,5.61,5.62,5.61,5.6000000000000005,5.58,166.31,166.35,166.39000000000001,166.42000000000002,166.44,166.47,166.48,166.49,166.54,22.1,21.77,21.6,21.400000000000002,21.21,21.02,20.82,20.64,20.25,N/A,N/A -2012,3,28,21,30,101690,100510,99370,87.24,0,5.24,5.64,5.73,5.78,5.8100000000000005,5.84,5.8500000000000005,5.86,5.87,166.91,167.13,167.23,167.36,167.48,167.61,167.76,167.9,168.22,22.09,21.77,21.6,21.400000000000002,21.21,21.02,20.830000000000002,20.64,20.26,N/A,N/A -2012,3,28,22,30,101620,100450,99310,87.56,0,4.7,5.04,5.12,5.17,5.2,5.22,5.23,5.25,5.29,177.70000000000002,177.49,177.36,177.20000000000002,177.06,176.91,176.73,176.55,176.11,21.97,21.66,21.490000000000002,21.29,21.1,20.92,20.72,20.54,20.16,N/A,N/A -2012,3,28,23,30,101580,100400,99260,87.2,0,5.26,5.68,5.7700000000000005,5.8100000000000005,5.84,5.86,5.87,5.87,5.88,171.07,172.04,172.65,173.27,173.86,174.44,175.05,175.61,176.84,21.97,21.67,21.5,21.3,21.11,20.93,20.73,20.55,20.17,N/A,N/A -2012,3,29,0,30,101540,100360,99220,89.37,0,5.07,5.48,5.57,5.63,5.67,5.7,5.72,5.74,5.78,162.96,162.86,162.81,162.72,162.64000000000001,162.55,162.44,162.33,162.1,21.77,21.46,21.28,21.09,20.900000000000002,20.71,20.51,20.330000000000002,19.95,N/A,N/A 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-2012,3,29,4,30,101550,100370,99230,88.07000000000001,0,5.2,5.61,5.7,5.76,5.8,5.82,5.84,5.8500000000000005,5.86,172.12,172.24,172.32,172.39000000000001,172.44,172.48,172.52,172.56,172.59,21.63,21.3,21.13,20.93,20.740000000000002,20.55,20.35,20.17,19.78,N/A,N/A -2012,3,29,5,30,101500,100320,99180,88.49,0,4.64,4.92,4.96,4.97,4.97,4.97,4.95,4.94,4.92,166.34,166.46,166.51,166.58,166.67000000000002,166.77,166.92000000000002,167.06,167.5,21.51,21.18,21,20.81,20.61,20.42,20.22,20.04,19.650000000000002,N/A,N/A -2012,3,29,6,30,101510,100330,99190,90.5,0,5.62,6.05,6.15,6.2,6.23,6.25,6.26,6.2700000000000005,6.28,162.51,162.56,162.62,162.66,162.70000000000002,162.74,162.78,162.82,162.94,21.490000000000002,21.14,20.96,20.77,20.57,20.38,20.19,20.01,19.62,N/A,N/A -2012,3,29,7,30,101500,100320,99180,90.39,0,5.5600000000000005,5.98,6.0600000000000005,6.1000000000000005,6.12,6.13,6.13,6.12,6.08,153.37,153.58,153.66,153.74,153.8,153.87,153.93,154,154.13,21.580000000000002,21.240000000000002,21.07,20.87,20.67,20.490000000000002,20.29,20.1,19.72,N/A,N/A -2012,3,29,8,30,101500,100320,99180,90.10000000000001,0,5.37,5.7700000000000005,5.86,5.91,5.94,5.95,5.97,5.97,5.98,164.82,165.03,165.05,165.09,165.14000000000001,165.20000000000002,165.27,165.34,165.54,21.66,21.32,21.14,20.94,20.75,20.56,20.36,20.18,19.8,N/A,N/A -2012,3,29,9,30,101510,100330,99190,87.92,0,5.13,5.45,5.5200000000000005,5.54,5.5600000000000005,5.5600000000000005,5.5600000000000005,5.5600000000000005,5.5600000000000005,171.47,171.52,171.64000000000001,171.75,171.86,171.97,172.11,172.24,172.61,21.7,21.38,21.2,21.01,20.82,20.63,20.44,20.26,19.88,N/A,N/A -2012,3,29,10,30,101460,100280,99140,88.32000000000001,0,4.08,4.32,4.36,4.38,4.39,4.39,4.39,4.39,4.46,153.02,153.18,153.32,153.48,153.66,153.85,154.14000000000001,154.42000000000002,155.99,21.650000000000002,21.32,21.150000000000002,20.96,20.77,20.59,20.400000000000002,20.23,19.91,N/A,N/A -2012,3,29,11,30,101460,100280,99140,87.93,0,4.36,4.68,4.75,4.78,4.8100000000000005,4.82,4.83,4.84,4.8500000000000005,149.8,150.03,150.22,150.39000000000001,150.54,150.68,150.85,151,151.42000000000002,21.75,21.42,21.25,21.05,20.86,20.67,20.48,20.29,19.91,N/A,N/A -2012,3,29,12,30,101450,100270,99130,84.3,0,4.91,5.29,5.37,5.42,5.45,5.48,5.51,5.54,5.66,144.99,145.53,145.86,146.22,146.58,146.96,147.45000000000002,147.92000000000002,149.58,21.91,21.6,21.43,21.240000000000002,21.05,20.87,20.68,20.5,20.150000000000002,N/A,N/A -2012,3,29,13,30,101460,100290,99150,87.69,0,5.2700000000000005,5.67,5.76,5.8100000000000005,5.83,5.84,5.8500000000000005,5.8500000000000005,5.8500000000000005,146.62,146.91,147.06,147.22,147.39000000000001,147.55,147.77,147.97,148.56,21.85,21.53,21.36,21.17,20.98,20.8,20.6,20.43,20.06,N/A,N/A -2012,3,29,14,30,101500,100330,99190,86.24,0,5.26,5.63,5.69,5.71,5.7,5.68,5.66,5.62,5.55,145.05,145.15,145.14000000000001,145.1,145.02,144.95000000000002,144.85,144.77,144.64000000000001,21.95,21.63,21.46,21.27,21.080000000000002,20.89,20.7,20.51,20.13,N/A,N/A -2012,3,29,15,30,101500,100330,99190,87.17,0,5.28,5.64,5.71,5.73,5.74,5.74,5.73,5.72,5.68,143.26,143.51,143.66,143.79,143.92000000000002,144.04,144.18,144.31,144.66,21.82,21.490000000000002,21.32,21.13,20.94,20.75,20.56,20.38,20.01,N/A,N/A -2012,3,29,16,30,101500,100320,99180,82.72,0,4.97,5.32,5.39,5.42,5.44,5.44,5.44,5.43,5.4,142.69,142.93,143.13,143.33,143.53,143.72,143.95000000000002,144.17000000000002,144.76,22.06,21.75,21.57,21.38,21.2,21.01,20.82,20.64,20.27,N/A,N/A -2012,3,29,17,30,101460,100290,99150,84.99,0,5.0600000000000005,5.43,5.51,5.55,5.58,5.59,5.59,5.59,5.57,134.72,135.09,135.27,135.43,135.56,135.69,135.81,135.93,136.19,22.05,21.72,21.54,21.35,21.150000000000002,20.97,20.77,20.59,20.21,N/A,N/A -2012,3,29,18,30,101420,100250,99110,85.59,0,5.71,6.13,6.23,6.2700000000000005,6.3,6.3100000000000005,6.32,6.33,6.32,141.09,141.26,141.35,141.45000000000002,141.54,141.63,141.73,141.82,142.04,22.06,21.73,21.55,21.36,21.17,20.98,20.79,20.61,20.23,N/A,N/A -2012,3,29,19,30,101380,100210,99070,81.37,0,6.0600000000000005,6.5600000000000005,6.67,6.74,6.78,6.8100000000000005,6.84,6.86,6.9,144.19,144.44,144.62,144.8,144.98,145.14000000000001,145.33,145.49,145.89000000000001,22.28,21.96,21.79,21.61,21.42,21.240000000000002,21.05,20.87,20.5,N/A,N/A -2012,3,29,20,30,101330,100160,99020,80.27,0,6.44,7.0200000000000005,7.15,7.22,7.2700000000000005,7.3,7.3100000000000005,7.32,7.3,149.24,149.46,149.49,149.52,149.54,149.56,149.57,149.57,149.55,22.43,22.14,21.97,21.78,21.59,21.41,21.22,21.04,20.66,N/A,N/A -2012,3,29,21,30,101390,100210,99060,95,232.9,10.68,11.33,11.46,11.49,11.5,11.5,11.51,11.51,11.540000000000001,235.14000000000001,236.19,236.94,237.70000000000002,238.45000000000002,239.18,240.01,240.78,242.34,19.98,19.55,19.39,19.23,19.09,18.95,18.81,18.68,18.39,N/A,N/A -2012,3,29,22,30,101350,100160,99020,92.81,26.700000000000003,8.14,8.49,8.46,8.33,8.16,7.96,7.65,7.3500000000000005,6.74,337.09000000000003,338.54,339.66,341.17,343.37,345.87,351.41,356.90000000000003,11.63,20.04,19.62,19.45,19.27,19.12,18.97,18.86,18.77,18.67,N/A,N/A -2012,3,29,23,30,101330,100150,99000,91.05,0.4,2.79,2.87,2.87,2.86,2.84,2.81,2.79,2.7600000000000002,2.88,31.900000000000002,34.89,36.9,39.27,42.21,45.42,50.910000000000004,56.44,72.02,20.35,19.990000000000002,19.82,19.63,19.45,19.28,19.1,18.94,18.63,N/A,N/A -2012,3,30,0,30,101280,100100,98960,88.36,0,4.29,4.43,4.4,4.34,4.24,4.13,3.88,3.62,2.73,217.34,217.19,217.09,216.94,216.66,216.33,215,213.28,198.64000000000001,19.990000000000002,19.61,19.43,19.23,19.05,18.88,18.71,18.57,18.62,N/A,N/A -2012,3,30,1,30,101190,100010,98870,86.28,0,7.37,7.75,7.76,7.71,7.72,7.7700000000000005,7.61,7.43,6.72,178.26,178.31,178.36,178.45000000000002,178.68,178.96,179.77,180.63,183.33,20.25,19.88,19.73,19.59,19.580000000000002,19.63,20.01,20.39,20.94,N/A,N/A -2012,3,30,2,30,101240,100060,98920,84.82000000000001,0,6.0200000000000005,6.390000000000001,6.46,6.49,6.51,6.5200000000000005,6.55,6.6000000000000005,7.140000000000001,186.70000000000002,186.68,186.59,186.53,186.47,186.43,186.38,186.34,187.25,20.91,20.55,20.37,20.19,20.01,19.84,19.69,19.55,19.69,N/A,N/A -2012,3,30,3,30,101230,100050,98910,85.15,0,6.51,6.96,7.04,7.07,7.07,7.0600000000000005,7.03,7.01,7.05,192.24,192.20000000000002,192.22,192.24,192.28,192.32,192.4,192.49,193.39000000000001,21.07,20.7,20.53,20.330000000000002,20.150000000000002,19.97,19.79,19.62,19.36,N/A,N/A -2012,3,30,4,30,101210,100030,98890,84.81,0,7.3500000000000005,7.8100000000000005,7.87,7.88,7.92,7.97,8.24,8.53,8.11,185.93,185.99,186.07,186.18,186.39000000000001,186.65,187.53,188.48,189.55,21.35,21.01,20.85,20.68,20.54,20.42,20.57,20.77,21.32,N/A,N/A -2012,3,30,5,30,101190,100010,98880,79.35000000000001,0,4.29,4.48,4.75,5.5200000000000005,6.01,6.2700000000000005,6.43,6.54,6.74,198.71,198.71,198.4,197.54,196.33,194.94,193.64000000000001,192.48000000000002,190.52,21.89,21.62,21.6,21.77,21.91,22.04,21.97,21.86,21.54,N/A,N/A -2012,3,30,6,30,101190,100020,98880,83.17,0,4.2,4.46,4.5,4.5200000000000005,4.55,4.59,5.0600000000000005,5.62,6.42,181.87,181.72,181.64000000000001,181.56,181.52,181.5,182.63,183.99,187.38,21.72,21.41,21.25,21.06,20.89,20.72,20.68,20.67,20.96,N/A,N/A -2012,3,30,7,30,101210,100040,98900,85.27,0,3.94,4.2,4.32,4.54,5.21,6.23,6.69,6.98,7.63,182.76,182.98,183.39000000000001,184.17000000000002,186.17000000000002,189.22,190.58,191.45000000000002,193.77,21.67,21.38,21.240000000000002,21.1,21.080000000000002,21.14,21.17,21.19,21.27,N/A,N/A -2012,3,30,8,30,101220,100050,98920,87.14,0,3.37,3.5100000000000002,3.8000000000000003,4.75,5.38,5.71,6.05,6.37,7.0200000000000005,164.24,165.04,168.18,177.35,182.45000000000002,184.09,185.56,186.91,189.23,21.96,21.67,21.580000000000002,21.59,21.54,21.46,21.38,21.31,21.150000000000002,N/A,N/A -2012,3,30,9,30,101200,100020,98890,90.61,0,4.28,4.55,4.87,5.69,6.17,6.42,6.67,6.890000000000001,7.33,153.08,154.55,158.08,166.4,171.05,173.07,174.91,176.57,179.52,22,21.72,21.64,21.64,21.6,21.53,21.45,21.37,21.16,N/A,N/A -2012,3,30,10,30,101210,100040,98910,89.07000000000001,0,4.46,5.26,5.64,6.0200000000000005,6.3500000000000005,6.63,6.91,7.18,7.71,178.28,178.95000000000002,179.37,179.9,180.39000000000001,180.87,181.42000000000002,181.95000000000002,183.32,22.28,22.07,21.96,21.85,21.73,21.61,21.48,21.37,21.14,N/A,N/A -2012,3,30,11,30,101210,100040,98910,91.22,0,4.92,5.83,6.23,6.57,6.87,7.140000000000001,7.4,7.65,8.120000000000001,170,171.32,172.17000000000002,173.02,173.81,174.57,175.38,176.15,178.07,22.25,22.03,21.91,21.79,21.66,21.53,21.39,21.26,21.02,N/A,N/A -2012,3,30,12,30,101210,100040,98910,92.91,0,5.43,6.3500000000000005,6.74,7.0600000000000005,7.34,7.58,7.82,8.05,8.43,170.01,170.68,171.12,171.55,172.01,172.49,173.11,173.72,175.58,22.28,22.04,21.91,21.76,21.61,21.45,21.29,21.150000000000002,20.87,N/A,N/A -2012,3,30,13,30,101250,100080,98950,94.83,0,5.51,6.390000000000001,6.75,7.05,7.3,7.53,7.74,7.930000000000001,8.26,174.07,174.29,174.42000000000002,174.53,174.67000000000002,174.82,175.12,175.43,177.06,22.27,22.05,21.92,21.75,21.580000000000002,21.41,21.240000000000002,21.080000000000002,20.78,N/A,N/A -2012,3,30,14,30,101300,100130,98990,95.44,0,6.99,7.48,7.5600000000000005,7.59,7.6000000000000005,7.6000000000000005,7.62,7.65,7.72,176.5,176.54,176.45000000000002,176.31,176.19,176.08,176.22,176.41,180.11,21.400000000000002,21.05,20.87,20.67,20.46,20.27,20.04,19.82,19.59,N/A,N/A -2012,3,30,15,30,101330,100150,99010,97.17,0,5.55,5.86,5.91,5.93,6.08,6.28,6.55,6.8,6.94,187.72,186.55,185.68,184.52,182.37,179.65,176.93,174.39000000000001,172.9,21.1,20.76,20.59,20.41,20.3,20.23,20.16,20.09,19.89,N/A,N/A -2012,3,30,16,30,101310,100130,99000,96.14,0,6.12,6.53,6.6000000000000005,6.640000000000001,6.69,6.74,7.09,7.48,7.97,185.87,185,184.49,183.89000000000001,183.16,182.37,180.71,178.97,178.41,21.5,21.16,20.990000000000002,20.8,20.62,20.46,20.34,20.25,20.01,N/A,N/A -2012,3,30,17,30,101290,100120,98980,96.08,0,5.64,6.0600000000000005,6.16,6.23,6.3100000000000005,6.4,6.61,6.84,7.29,177.39000000000001,177.56,177.70000000000002,177.89000000000001,178.19,178.56,179.74,181.04,186.06,21.86,21.54,21.37,21.18,21.01,20.84,20.68,20.54,20.330000000000002,N/A,N/A -2012,3,30,18,30,101260,100090,98960,96.54,0,4.68,5,5.07,5.12,5.19,5.26,5.68,6.18,6.6000000000000005,178.52,178.73,178.91,179.15,179.47,179.82,182.41,185.58,189.27,22.27,21.95,21.78,21.59,21.43,21.28,21.14,21.02,20.8,N/A,N/A -2012,3,30,19,30,101250,100080,98950,94.88,0,5.26,5.7,5.8100000000000005,5.87,5.91,5.94,5.97,6,6.08,188.17000000000002,188.64000000000001,188.9,189.21,189.54,189.88,190.33,190.78,192.28,22.62,22.31,22.14,21.95,21.76,21.580000000000002,21.39,21.21,20.87,N/A,N/A -2012,3,30,20,30,101190,100020,98890,92.99,0,5.44,5.88,5.98,6.0200000000000005,6.04,6.05,6.0600000000000005,6.07,6.08,194.76,194.97,195.11,195.27,195.45000000000002,195.65,195.92000000000002,196.19,197.16,22.650000000000002,22.34,22.18,21.98,21.8,21.61,21.42,21.25,20.88,N/A,N/A -2012,3,30,21,30,101150,99980,98850,94,0,6.29,6.86,6.99,7.0600000000000005,7.11,7.140000000000001,7.15,7.17,7.2,195.23000000000002,195.36,195.44,195.52,195.6,195.68,195.8,195.9,196.27,22.57,22.28,22.12,21.93,21.740000000000002,21.56,21.37,21.19,20.82,N/A,N/A -2012,3,30,22,30,101120,99950,98820,95.45,0,6.41,7.140000000000001,7.36,7.54,7.69,7.8100000000000005,7.92,8.02,8.19,198.8,198.97,199.1,199.25,199.4,199.57,199.78,200,200.61,22.44,22.16,22,21.82,21.64,21.46,21.27,21.09,20.72,N/A,N/A -2012,3,30,23,30,101110,99940,98810,95.59,0,6.16,7.11,7.46,7.69,7.890000000000001,8.08,8.27,8.44,8.75,199.47,199.74,199.81,199.77,199.86,200.05,200.38,200.74,201.59,22.27,22.01,21.85,21.66,21.48,21.3,21.12,20.96,20.66,N/A,N/A -2012,3,31,0,30,101110,99940,98810,94.60000000000001,0,7.46,8.23,8.43,8.55,8.63,8.68,8.71,8.73,8.72,200,200.48000000000002,200.72,200.97,201.24,201.51,201.88,202.24,203.59,22.23,21.94,21.78,21.580000000000002,21.38,21.19,20.97,20.78,20.38,N/A,N/A -2012,3,31,1,30,101110,99940,98810,94.4,0,7.57,8.39,8.65,8.89,9.120000000000001,9.34,9.47,9.55,9.93,203.56,202.59,202.12,201.59,201.06,200.52,200.3,200.17000000000002,200.79,22.2,21.92,21.76,21.580000000000002,21.400000000000002,21.23,21.04,20.87,20.63,N/A,N/A -2012,3,31,2,30,101140,99970,98840,94.57000000000001,0,7.68,8.32,8.47,8.57,8.68,8.81,8.99,9.17,9.66,209.21,208.74,208.51,208.24,207.98000000000002,207.73000000000002,207.61,207.54,208.03,22,21.7,21.54,21.36,21.2,21.04,20.91,20.78,20.6,N/A,N/A -2012,3,31,3,30,101180,100010,98880,94.43,0,6.15,6.82,7.1000000000000005,7.46,7.83,8.22,8.6,8.950000000000001,9.56,200.3,200.64000000000001,201.12,201.92000000000002,203.07,204.51,206.03,207.49,210.35,22.11,21.86,21.740000000000002,21.61,21.54,21.490000000000002,21.45,21.41,21.39,N/A,N/A -2012,3,31,4,30,101170,100000,98870,93.73,0,7.140000000000001,7.9,8.1,8.28,8.46,8.66,8.89,9.120000000000001,9.46,208.86,209.52,209.76,210.08,210.39000000000001,210.69,210.77,210.8,210.16,21.900000000000002,21.61,21.44,21.25,21.080000000000002,20.91,20.73,20.57,20.2,N/A,N/A 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-2012,3,31,9,30,101230,100060,98930,90.28,0,5.08,5.51,5.63,5.7700000000000005,6.22,6.92,7.3500000000000005,7.69,8.26,202.58,202.93,203.23000000000002,203.66,204.75,206.36,207.29,207.96,209.13,22.17,21.89,21.73,21.55,21.43,21.32,21.21,21.11,20.92,N/A,N/A -2012,3,31,10,30,101260,100090,98950,90.7,0,3.97,4.2700000000000005,4.36,4.49,5.0200000000000005,5.9,6.33,6.6000000000000005,7.16,198.91,199.3,199.73000000000002,200.39000000000001,202.54,206.02,207.48000000000002,208.26,209.69,22.150000000000002,21.87,21.71,21.54,21.44,21.39,21.29,21.2,21.05,N/A,N/A -2012,3,31,11,30,101270,100100,98960,91.37,0,4.09,4.43,4.78,5.64,6.2,6.49,6.8,7.08,7.69,206.46,207.08,207.99,209.97,211.14000000000001,211.66,212.13,212.56,213.31,22.12,21.85,21.740000000000002,21.67,21.580000000000002,21.490000000000002,21.400000000000002,21.32,21.17,N/A,N/A -2012,3,31,12,30,101310,100140,99000,91.72,0,3.74,4.03,4.3,4.97,5.42,5.7,5.97,6.22,6.72,204.26,204.61,205.26,206.74,207.73000000000002,208.35,208.98000000000002,209.58,210.82,22.16,21.89,21.76,21.650000000000002,21.54,21.44,21.330000000000002,21.23,21.03,N/A,N/A -2012,3,31,13,30,101340,100170,99040,92.28,0,3.5700000000000003,3.81,4.1,4.8,5.24,5.47,5.7,5.91,6.3100000000000005,193.44,193.95000000000002,195.37,198.59,200.57,201.56,202.59,203.56,205.52,22.14,21.86,21.740000000000002,21.66,21.57,21.45,21.330000000000002,21.22,21.01,N/A,N/A -2012,3,31,14,30,101390,100220,99080,93.03,0,3.15,3.3000000000000003,3.58,4.32,4.8,5.0600000000000005,5.3,5.5200000000000005,5.94,197.92000000000002,198.24,199.24,201.68,203.25,204.1,205.05,205.97,208,22.150000000000002,21.87,21.76,21.71,21.63,21.54,21.43,21.34,21.16,N/A,N/A -2012,3,31,15,30,101380,100210,99070,93.61,0,3.56,3.79,3.97,4.3500000000000005,4.76,5.19,5.44,5.61,5.9,187.39000000000001,188.13,189.23,191.37,193.33,195.19,196.49,197.53,200.06,22.21,21.91,21.77,21.63,21.54,21.47,21.37,21.27,21.11,N/A,N/A -2012,3,31,16,30,101380,100210,99080,93.92,0,3.77,3.99,4.04,4.08,4.18,4.32,4.79,5.3500000000000005,5.8,184,184.49,184.87,185.38,186.28,187.43,190.63,194.4,198.98000000000002,22.32,22,21.84,21.650000000000002,21.48,21.32,21.27,21.25,21.2,N/A,N/A -2012,3,31,17,30,101380,100210,99070,94.21000000000001,0,3.88,4.12,4.17,4.2,4.21,4.21,4.21,4.21,4.29,177.91,178.32,178.59,178.84,179.07,179.3,179.53,179.75,181.4,22.41,22.080000000000002,21.900000000000002,21.71,21.52,21.330000000000002,21.14,20.96,20.62,N/A,N/A -2012,3,31,18,30,101320,100150,99020,93.99,0,5.23,5.58,5.64,5.66,5.68,5.68,5.71,5.73,6,177.61,177.87,178.13,178.46,178.89000000000001,179.37,180.16,180.98,184.95000000000002,22.48,22.150000000000002,21.98,21.79,21.61,21.43,21.26,21.1,20.84,N/A,N/A -2012,3,31,19,30,101290,100130,98990,93.21000000000001,0,5.84,6.3,6.38,6.42,6.45,6.45,6.45,6.45,6.46,174.42000000000002,174.84,175.02,175.19,175.37,175.57,175.85,176.12,177.24,22.48,22.16,21.98,21.79,21.6,21.41,21.22,21.04,20.67,N/A,N/A -2012,3,31,20,30,101280,100110,98980,88.73,0,5.05,5.44,5.53,5.57,5.6000000000000005,5.62,5.66,5.7,5.91,171.05,171.75,172.27,172.86,173.54,174.26,175.28,176.29,179.88,22.6,22.3,22.14,21.95,21.77,21.6,21.42,21.25,20.94,N/A,N/A -2012,3,31,21,30,101250,100080,98950,88.3,0,4.64,5.04,5.14,5.2,5.24,5.28,5.32,5.3500000000000005,5.48,169.84,171.03,171.73,172.51,173.3,174.09,175.08,176.04,178.59,22.63,22.35,22.19,22,21.82,21.64,21.46,21.28,20.93,N/A,N/A -2012,3,31,22,30,101210,100050,98910,90.57000000000001,0,5.25,5.76,5.87,5.95,6.01,6.0600000000000005,6.12,6.18,6.37,176.49,176.35,176.29,176.22,176.18,176.15,176.15,176.16,176.36,22.47,22.18,22.01,21.82,21.64,21.46,21.27,21.1,20.75,N/A,N/A -2012,3,31,23,30,101190,100020,98880,85.79,0,5.19,5.65,5.75,5.83,5.92,6.0200000000000005,6.21,6.4,6.69,170.08,170.58,171.1,171.89000000000001,173.11,174.52,176.73,178.93,182.17000000000002,22.490000000000002,22.25,22.1,21.94,21.79,21.650000000000002,21.51,21.39,21.07,N/A,N/A -2012,4,1,0,30,101170,100000,98870,88.97,0,5.84,6.3500000000000005,6.47,6.57,6.69,6.84,6.95,7.05,7.2,169.14000000000001,169.57,170,170.65,171.66,172.91,174.49,176.02,179.34,22.31,22.06,21.91,21.75,21.6,21.47,21.32,21.18,20.96,N/A,N/A -2012,4,1,1,30,101180,100000,98870,89.78,0,6.4,6.95,7.07,7.140000000000001,7.21,7.29,7.42,7.55,7.84,175.09,174.92000000000002,174.85,174.77,174.69,174.63,174.79,174.97,175.95000000000002,22.23,21.95,21.79,21.61,21.43,21.27,21.12,20.98,20.76,N/A,N/A -2012,4,1,2,30,101180,100010,98880,89.68,0,5.66,6.54,6.95,7.34,7.68,7.98,8.16,8.290000000000001,8.19,173.39000000000001,174.41,175.1,175.96,176.87,177.82,178.68,179.43,181,22.32,22.150000000000002,22.07,21.990000000000002,21.94,21.89,21.81,21.72,21.43,N/A,N/A -2012,4,1,3,30,101180,100010,98880,93.14,0,6.3,6.8500000000000005,6.95,6.99,7.03,7.08,7.17,7.2700000000000005,7.76,177.23,177.28,177.4,177.54,177.77,178.03,178.6,179.20000000000002,181.55,22.1,21.81,21.64,21.45,21.26,21.080000000000002,20.91,20.75,20.6,N/A,N/A -2012,4,1,4,30,101170,100000,98870,94.51,0,6.22,6.7700000000000005,6.91,7.01,7.12,7.23,7.43,7.640000000000001,8.46,175.71,176.06,176.3,176.61,177,177.44,178.26,179.09,182.17000000000002,22.05,21.75,21.580000000000002,21.400000000000002,21.22,21.04,20.87,20.72,20.47,N/A,N/A -2012,4,1,5,30,101150,99970,98840,95.96000000000001,0,5.94,6.48,6.62,6.71,6.79,6.87,6.97,7.0600000000000005,7.46,177.12,177.31,177.42000000000002,177.54,177.70000000000002,177.86,178.08,178.3,179.18,21.85,21.5,21.3,21.09,20.91,20.77,20.61,20.47,20.13,N/A,N/A -2012,4,1,6,30,101140,99970,98830,95.67,0,6.82,7.44,7.59,7.7,7.79,7.87,7.99,8.11,8.5,187.35,186.54,186.13,185.73,185.34,184.97,184.56,184.17000000000002,183.75,21.69,21.35,21.17,20.98,20.82,20.67,20.53,20.41,20.080000000000002,N/A,N/A -2012,4,1,7,30,101160,99980,98850,93.91,0,6.21,6.78,6.93,7.0200000000000005,7.11,7.18,7.28,7.37,7.72,192.75,192.55,192.52,192.49,192.46,192.44,192.4,192.36,192.09,21.77,21.43,21.25,21.05,20.86,20.67,20.47,20.28,19.900000000000002,N/A,N/A -2012,4,1,8,30,101130,99960,98830,93.39,0,5.12,5.57,5.68,5.7700000000000005,5.86,5.95,6.09,6.24,6.91,192.77,193.01,193.15,193.31,193.48000000000002,193.65,193.9,194.14000000000001,194.88,22.02,21.71,21.53,21.34,21.150000000000002,20.96,20.78,20.6,20.27,N/A,N/A -2012,4,1,9,30,101130,99960,98820,94.38,0,4.32,4.66,4.74,4.8,4.84,4.87,4.91,4.95,5.18,183.24,183.27,183.31,183.35,183.41,183.48,183.62,183.76,184.79,22.04,21.72,21.54,21.35,21.150000000000002,20.97,20.76,20.580000000000002,20.27,N/A,N/A -2012,4,1,10,30,101130,99960,98820,93.7,0,4.22,4.57,4.66,4.72,4.7700000000000005,4.82,4.88,4.94,5.24,185.37,185.76,186.01,186.27,186.52,186.77,187.05,187.33,188.19,22.07,21.75,21.580000000000002,21.39,21.2,21.02,20.830000000000002,20.650000000000002,20.26,N/A,N/A -2012,4,1,11,30,101120,99950,98820,93.41,0,4.03,4.3500000000000005,4.42,4.47,4.5200000000000005,4.55,4.6000000000000005,4.65,4.91,177.9,178.33,178.6,178.89000000000001,179.21,179.54,180,180.44,182.28,22.080000000000002,21.77,21.6,21.41,21.22,21.03,20.84,20.650000000000002,20.29,N/A,N/A -2012,4,1,12,30,101150,99980,98850,92.91,0,4.13,4.47,4.55,4.6000000000000005,4.64,4.68,4.76,4.82,5.25,170.52,170.85,171.1,171.39000000000001,171.73,172.08,172.64000000000001,173.20000000000002,175.98,22.13,21.830000000000002,21.66,21.47,21.28,21.1,20.91,20.740000000000002,20.41,N/A,N/A -2012,4,1,13,30,101140,99970,98840,93.02,0,4.05,4.38,4.47,4.55,4.66,4.8,5.07,5.3500000000000005,5.75,169.58,170.04,170.4,170.82,171.37,171.98,172.9,173.84,175.87,22.14,21.84,21.68,21.490000000000002,21.31,21.150000000000002,20.98,20.84,20.54,N/A,N/A -2012,4,1,14,30,101180,100010,98880,93.69,0,4.32,4.7,4.79,4.87,4.97,5.07,5.25,5.42,5.61,168.96,169.28,169.64000000000001,170.13,170.76,171.46,172.3,173.12,174.49,22.26,21.95,21.78,21.59,21.41,21.240000000000002,21.06,20.89,20.54,N/A,N/A -2012,4,1,15,30,101180,100010,98880,89.85000000000001,0,4.19,4.6000000000000005,4.72,4.8,4.88,4.97,5.08,5.2,5.7700000000000005,178.21,178.16,178.11,178.08,178.1,178.16,178.47,178.82,180.08,22.53,22.23,22.07,21.89,21.7,21.53,21.35,21.19,20.88,N/A,N/A -2012,4,1,16,30,101180,100010,98880,90.84,0,4.43,4.8100000000000005,4.91,4.97,5.03,5.07,5.12,5.17,5.4,168.44,168.65,168.78,168.9,169.04,169.18,169.4,169.6,170.58,22.52,22.21,22.04,21.85,21.66,21.48,21.29,21.11,20.75,N/A,N/A -2012,4,1,17,30,101140,99980,98840,90.66,0,4.45,4.8,4.88,4.92,4.95,4.98,5,5.0200000000000005,5.08,170.02,169.67000000000002,169.56,169.46,169.37,169.28,169.20000000000002,169.13,168.96,22.64,22.32,22.150000000000002,21.95,21.76,21.580000000000002,21.38,21.2,20.82,N/A,N/A -2012,4,1,18,30,101120,99960,98830,90.35000000000001,0,4.95,5.3500000000000005,5.43,5.47,5.5,5.53,5.54,5.57,5.66,161.25,161.62,161.89000000000001,162.22,162.57,162.95000000000002,163.48,164,165.74,22.79,22.47,22.3,22.11,21.92,21.740000000000002,21.56,21.38,21.03,N/A,N/A -2012,4,1,19,30,101100,99940,98810,90.33,0,5.23,5.7,5.8100000000000005,5.88,5.94,5.98,6.0200000000000005,6.0600000000000005,6.18,165.88,166.19,166.4,166.64000000000001,166.88,167.11,167.4,167.66,168.35,22.87,22.57,22.400000000000002,22.21,22.02,21.84,21.64,21.47,21.09,N/A,N/A -2012,4,1,20,30,101040,99880,98750,92.21000000000001,0,5.07,5.5,5.59,5.64,5.69,5.72,5.76,5.8100000000000005,6.01,158.18,158.59,158.89000000000001,159.23,159.61,159.99,160.5,160.99,162.55,22.88,22.6,22.43,22.25,22.07,21.89,21.7,21.53,21.2,N/A,N/A 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-2012,4,2,7,30,100780,99620,98490,94.32000000000001,0,6.78,7.62,7.890000000000001,8.11,8.290000000000001,8.45,8.6,8.73,9.05,158.12,158.5,158.77,158.97,159.16,159.35,159.51,159.66,160.01,22.64,22.36,22.2,22.02,21.830000000000002,21.66,21.46,21.28,20.93,N/A,N/A -2012,4,2,8,30,100750,99580,98460,91.85000000000001,0,8.58,9.78,10.18,10.5,10.77,11,11.19,11.36,11.64,161.48,162.18,162.61,163.06,163.45000000000002,163.82,164.15,164.44,164.9,22.84,22.62,22.48,22.32,22.150000000000002,22,21.830000000000002,21.67,21.330000000000002,N/A,N/A -2012,4,2,9,30,100810,99640,98500,87.28,0,12.61,13.86,14.17,14.35,14.48,14.58,14.67,14.76,15.040000000000001,179.86,179.99,180,180.03,180.06,180.09,180.14000000000001,180.19,180.38,20.75,20.32,20.13,19.93,19.75,19.57,19.39,19.22,18.900000000000002,N/A,N/A -2012,4,2,10,30,100650,99480,98350,79.23,0,7.36,7.96,8.11,8.25,8.56,8.93,9.53,10.1,10.72,179.57,179.26,179.03,178.72,178.06,177.28,175.72,174.13,170.93,21.92,21.61,21.47,21.32,21.240000000000002,21.19,21.28,21.39,21.66,N/A,N/A -2012,4,2,11,30,100690,99520,98390,80.02,0,8.91,9.700000000000001,9.93,10.19,10.51,10.88,11.35,11.82,12.69,211.56,211.33,211.03,210.56,209.98000000000002,209.35,208.59,207.84,206.38,22.44,22.17,22.04,21.89,21.78,21.68,21.64,21.62,21.63,N/A,N/A -2012,4,2,12,30,100750,99580,98450,83.79,21.6,9.59,10.4,10.58,10.67,10.76,10.84,10.93,11,10.65,163.93,163.65,163.64000000000001,163.66,163.84,164.12,164.93,165.82,169.35,21.68,21.36,21.2,21.04,20.91,20.79,20.72,20.67,20.62,N/A,N/A -2012,4,2,13,30,100750,99590,98460,83.07000000000001,0,7.48,8.08,8.22,8.28,8.34,8.39,8.51,8.63,9.120000000000001,152.52,152.43,152.35,152.27,152.20000000000002,152.14000000000001,152.17000000000002,152.21,153.42000000000002,22.080000000000002,21.77,21.61,21.43,21.26,21.09,20.94,20.8,20.59,N/A,N/A -2012,4,2,14,30,100780,99610,98480,81.73,0,8.620000000000001,9.41,9.55,9.620000000000001,9.65,9.67,9.68,9.69,9.83,147.02,147.07,147.11,147.16,147.23,147.31,147.44,147.57,148.31,22.32,22.02,21.85,21.66,21.47,21.3,21.11,20.93,20.6,N/A,N/A -2012,4,2,15,30,100780,99620,98490,84.21000000000001,0,7.98,8.73,9.01,9.36,9.89,10.55,10.93,11.22,11.700000000000001,151.46,152.29,153.20000000000002,154.67000000000002,157.26,160.62,162.77,164.46,167.72,22.56,22.32,22.19,22.07,22,21.97,21.92,21.87,21.72,N/A,N/A -2012,4,2,16,30,100820,99660,98530,84.36,0,8.75,9.57,9.73,9.81,9.86,9.89,10.08,10.290000000000001,10.73,137.6,137.66,137.93,138.31,138.78,139.33,141.28,143.48,149.19,22.48,22.2,22.05,21.86,21.7,21.53,21.400000000000002,21.29,21.150000000000002,N/A,N/A -2012,4,2,17,30,100820,99650,98520,87.16,0,10.21,11.14,11.33,11.4,11.44,11.450000000000001,11.43,11.42,11.36,114.12,114.16,114.27,114.38,114.51,114.64,114.82000000000001,114.99000000000001,115.57000000000001,21.56,21.19,21.01,20.81,20.62,20.44,20.25,20.07,19.71,N/A,N/A -2012,4,2,18,30,100830,99660,98530,83.93,0,8.35,9.07,9.23,9.3,9.34,9.370000000000001,9.4,9.42,9.59,124.78,125.19,125.48,125.82000000000001,126.2,126.60000000000001,127.19,127.75,130.24,21.94,21.62,21.45,21.26,21.080000000000002,20.900000000000002,20.72,20.56,20.25,N/A,N/A -2012,4,2,19,30,100840,99670,98540,84.31,0,8.19,8.94,9.11,9.200000000000001,9.26,9.31,9.36,9.41,10.11,128.03,128.72,128.81,128.96,129.16,129.4,129.74,130.07,133.22,22.13,21.81,21.650000000000002,21.46,21.28,21.1,20.93,20.76,20.57,N/A,N/A -2012,4,2,20,30,100760,99600,98470,84.17,0,8.72,9.49,9.65,9.75,9.94,10.17,10.73,11.34,11.86,111.16,111.57000000000001,112.06,112.73,113.92,115.4,118.41,121.61,125.28,22.31,22.02,21.86,21.69,21.54,21.41,21.36,21.330000000000002,21.28,N/A,N/A -2012,4,2,21,30,100720,99560,98430,89.55,0,9.35,10.22,10.42,10.57,10.82,11.13,11.75,12.4,12.99,115.8,116.22,116.58,117.08,117.9,118.9,122.05,125.53,129.34,22.34,22.04,21.89,21.71,21.54,21.39,21.330000000000002,21.29,21.22,N/A,N/A -2012,4,2,22,30,100690,99520,98400,90.4,0,8.74,9.59,9.81,10,10.39,10.9,11.290000000000001,11.620000000000001,12.01,116.32000000000001,116.75,117.13,117.72,118.78,120.17,122.74000000000001,125.45,129.42000000000002,22.45,22.17,22.01,21.84,21.69,21.57,21.48,21.42,21.34,N/A,N/A -2012,4,2,23,30,100670,99500,98380,92.57000000000001,0,7.930000000000001,9.09,9.540000000000001,9.96,10.32,10.620000000000001,10.89,11.120000000000001,11.55,122.68,124.12,125.25,126.78,128.41,130.09,131.84,133.48,136.81,22.76,22.57,22.48,22.38,22.29,22.2,22.080000000000002,21.96,21.64,N/A,N/A -2012,4,3,0,30,100670,99510,98390,96.88,0,8.620000000000001,9.82,10.24,10.58,10.89,11.17,11.44,11.68,12.19,127.2,127.46000000000001,127.65,127.88000000000001,128.14000000000001,128.42000000000002,128.78,129.13,130.01,22.89,22.66,22.52,22.35,22.22,22.12,22.04,21.97,21.84,N/A,N/A -2012,4,3,1,30,100670,99510,98390,94.54,0,9.42,10.77,11.24,11.66,12,12.3,12.58,12.84,13.31,137.47,136.83,136.65,136.54,136.6,136.78,137.29,137.89000000000001,140.45000000000002,23.3,23.13,23.02,22.87,22.73,22.59,22.45,22.32,22.06,N/A,N/A -2012,4,3,2,30,100680,99530,98400,95.18,0,7.65,8.8,9.16,9.46,9.700000000000001,9.91,10.1,10.26,10.64,135.39000000000001,135.46,135.62,135.84,136.15,136.49,137.03,137.58,139.66,23.2,23.05,22.95,22.82,22.69,22.55,22.400000000000002,22.26,21.96,N/A,N/A -2012,4,3,3,30,100700,99540,98420,94.60000000000001,0.4,8.620000000000001,10.03,10.58,11.1,11.52,11.89,12.13,12.3,12.16,133.1,133.87,134.52,135.41,136.39000000000001,137.48,138.77,140.04,143.33,23.17,22.98,22.86,22.69,22.52,22.34,22.150000000000002,21.97,21.64,N/A,N/A -2012,4,3,4,30,100710,99550,98430,95.81,0,7.33,8.46,8.870000000000001,9.25,9.6,9.94,10.28,10.6,11.290000000000001,143.6,144.07,144.38,144.79,145.26,145.78,146.41,147.03,148.55,22.97,22.76,22.62,22.47,22.32,22.17,22.01,21.87,21.57,N/A,N/A -2012,4,3,5,30,100730,99570,98450,94.94,0,6.68,7.74,8.15,8.540000000000001,8.9,9.25,9.61,9.94,10.65,147.94,148.27,148.52,148.83,149.15,149.49,149.87,150.25,151.17000000000002,22.92,22.71,22.580000000000002,22.42,22.27,22.12,21.97,21.830000000000002,21.53,N/A,N/A -2012,4,3,6,30,100800,99640,98510,93.47,0,7.04,8.01,8.370000000000001,8.700000000000001,8.99,9.27,9.56,9.83,10.41,149.22,149.48,149.67000000000002,149.89000000000001,150.12,150.34,150.6,150.85,151.46,23.080000000000002,22.85,22.71,22.55,22.39,22.23,22.06,21.91,21.6,N/A,N/A -2012,4,3,7,30,100810,99650,98520,91.78,0,7.67,8.74,9.120000000000001,9.47,9.78,10.08,10.39,10.67,11.3,155.53,155.67000000000002,155.77,155.88,155.99,156.11,156.25,156.39000000000001,156.75,23.18,22.96,22.82,22.66,22.51,22.35,22.19,22.04,21.73,N/A,N/A -2012,4,3,8,30,100810,99650,98530,90.31,0,7.84,8.94,9.32,9.67,9.98,10.27,10.57,10.85,11.46,151.62,151.84,152.02,152.23,152.45000000000002,152.68,152.95000000000002,153.21,153.88,23.22,23.02,22.88,22.72,22.57,22.41,22.26,22.11,21.81,N/A,N/A -2012,4,3,9,30,100850,99690,98560,88.85000000000001,0,7.86,8.97,9.370000000000001,9.72,10.040000000000001,10.34,10.63,10.91,11.48,148.36,148.64000000000001,148.86,149.11,149.36,149.63,149.92000000000002,150.20000000000002,150.86,23.27,23.07,22.95,22.79,22.63,22.48,22.32,22.17,21.86,N/A,N/A -2012,4,3,10,30,100820,99660,98540,86.85000000000001,0,8.27,9.46,9.870000000000001,10.25,10.58,10.89,11.21,11.51,12.15,149.89000000000001,150.11,150.32,150.57,150.84,151.11,151.43,151.74,152.47,23.34,23.150000000000002,23.02,22.87,22.73,22.580000000000002,22.43,22.29,22,N/A,N/A -2012,4,3,11,30,100860,99700,98580,86.06,0,8.41,9.61,10.05,10.44,10.790000000000001,11.1,11.43,11.73,12.38,145.83,146.34,146.65,147.02,147.39000000000001,147.76,148.18,148.59,149.53,23.37,23.19,23.07,22.92,22.77,22.62,22.48,22.330000000000002,22.04,N/A,N/A -2012,4,3,12,30,100880,99720,98590,85.17,0,7.9,9.05,9.450000000000001,9.81,10.13,10.43,10.74,11.040000000000001,11.69,145.56,145.96,146.24,146.6,146.99,147.4,147.89000000000001,148.36,149.52,23.38,23.21,23.09,22.95,22.8,22.66,22.52,22.39,22.12,N/A,N/A -2012,4,3,13,30,100920,99760,98640,83.62,0,9.02,10.27,10.71,11.08,11.42,11.73,12.05,12.34,12.99,147.51,147.81,147.97,148.18,148.4,148.64000000000001,148.94,149.23,149.97,23.46,23.3,23.19,23.05,22.91,22.77,22.62,22.490000000000002,22.23,N/A,N/A 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-2012,4,3,18,30,101040,99880,98760,86.94,0,6.11,6.91,7.21,7.46,7.7,7.930000000000001,8.16,8.39,8.88,142.54,143.04,143.36,143.73,144.13,144.53,144.99,145.43,146.48,23.54,23.32,23.18,23.02,22.86,22.7,22.53,22.38,22.06,N/A,N/A -2012,4,3,19,30,101030,99870,98750,89.66,0,6.19,6.91,7.23,7.66,7.95,8.16,8.42,8.69,9.26,141.91,142.6,143.26,144.3,145.13,145.82,146.69,147.56,149.44,23.47,23.22,23.080000000000002,22.92,22.75,22.57,22.400000000000002,22.25,21.94,N/A,N/A -2012,4,3,20,30,101040,99880,98760,91.01,0,5.2,6.05,6.390000000000001,6.640000000000001,6.88,7.11,7.36,7.59,8.1,131.99,133.8,135.15,136.73,138.04,139.18,140.35,141.47,143.81,23.48,23.23,23.07,22.89,22.72,22.55,22.37,22.21,21.87,N/A,N/A -2012,4,3,21,30,100960,99800,98680,92.25,0,5.99,6.82,7.11,7.36,7.59,7.8,8.02,8.22,8.66,130.6,131.25,131.71,132.31,132.98,133.67000000000002,134.53,135.38,137.56,23.38,23.16,23.03,22.87,22.7,22.55,22.38,22.22,21.900000000000002,N/A,N/A -2012,4,3,22,30,100880,99730,98600,93.08,0,7.3,8.35,8.72,9.06,9.370000000000001,9.66,9.94,10.21,10.73,130.99,131.83,132.39000000000001,133.16,134.05,135.03,136.19,137.32,140,23.400000000000002,23.21,23.09,22.95,22.8,22.66,22.51,22.37,22.05,N/A,N/A -2012,4,3,23,30,100900,99740,98620,94.10000000000001,0,6.28,7.2700000000000005,7.640000000000001,7.98,8.290000000000001,8.59,8.88,9.16,9.78,130.8,131.64000000000001,132.26,133.05,133.92000000000002,134.86,136.03,137.20000000000002,140.65,23.330000000000002,23.12,22.990000000000002,22.84,22.69,22.55,22.400000000000002,22.27,22.02,N/A,N/A -2012,4,4,0,30,100890,99730,98600,95.27,0.4,5.98,6.92,7.28,7.640000000000001,7.99,8.32,8.69,9.06,10,127.97,129.21,130.19,131.55,133.14000000000001,134.88,137.07,139.28,145.74,23.29,23.09,22.97,22.830000000000002,22.7,22.57,22.45,22.35,22.19,N/A,N/A -2012,4,4,1,30,100900,99730,98610,96.31,0.4,6.59,7.6000000000000005,7.98,8.36,8.73,9.1,9.49,9.85,10.71,128.12,129.08,129.88,131.04,132.77,134.84,138.66,142.74,156.05,23.25,23.05,22.95,22.830000000000002,22.73,22.64,22.59,22.56,22.62,N/A,N/A -2012,4,4,2,30,100960,99800,98680,97.16,0.4,6.11,7.17,7.61,8.01,8.370000000000001,8.700000000000001,8.98,9.23,9.65,142.99,144.1,144.93,145.96,147.07,148.26,149.73,151.18,156.01,23.26,23.09,22.98,22.86,22.740000000000002,22.63,22.51,22.39,22.23,N/A,N/A -2012,4,4,3,30,100960,99800,98680,96.38,0,6.68,7.78,8.21,8.64,9,9.33,9.55,9.73,9.91,149.5,149.74,150.12,150.81,151.96,153.45000000000002,156.31,159.38,168.79,23.32,23.16,23.06,22.95,22.86,22.78,22.75,22.740000000000002,22.95,N/A,N/A -2012,4,4,4,30,101010,99850,98730,97.24000000000001,0,4.96,5.8100000000000005,6.15,6.49,6.8100000000000005,7.12,7.46,7.8,7.890000000000001,137.78,138.82,139.8,141.21,143.22,145.74,150.02,154.73,163.8,23.22,23.01,22.89,22.740000000000002,22.61,22.490000000000002,22.35,22.22,22.080000000000002,N/A,N/A -2012,4,4,5,30,101040,99880,98760,97.72,0,4.3100000000000005,5.05,5.3500000000000005,5.65,5.93,6.2,6.46,6.7,7.43,141.23,141.85,142.42000000000002,143.34,144.77,146.59,150.12,153.93,164.26,23.14,22.91,22.78,22.64,22.54,22.47,22.37,22.27,22.11,N/A,N/A -2012,4,4,6,30,101070,99910,98780,97.8,0,4.69,5.47,5.78,6.09,6.390000000000001,6.7,7.1000000000000005,7.54,8.38,143.44,144.94,146.16,147.93,149.89000000000001,152.09,155.01,158.14000000000001,166.07,23.13,22.93,22.81,22.67,22.54,22.42,22.240000000000002,22.06,22.3,N/A,N/A -2012,4,4,7,30,101030,99870,98740,98.29,0,4.96,5.76,6.12,6.53,7,7.53,8.09,8.64,9,152.28,153.6,154.64000000000001,156.11,158,160.3,163.24,166.36,170.23,22.94,22.68,22.54,22.39,22.26,22.150000000000002,22.28,22.490000000000002,22.69,N/A,N/A -2012,4,4,8,30,101030,99870,98750,96.88,0,5.16,6.04,6.44,6.9,7.390000000000001,7.91,8.08,8.15,7.8100000000000005,151.51,152.65,153.8,155.64000000000001,158.3,161.51,163.8,165.62,166.17000000000002,23.02,22.82,22.73,22.650000000000002,22.66,22.73,22.87,23.03,23.09,N/A,N/A -2012,4,4,9,30,101030,99860,98740,97.98,0,3.95,4.6000000000000005,4.9,5.22,5.75,6.43,7.07,7.67,7.96,150.82,151.34,151.89000000000001,152.76,155.85,160.61,164.17000000000002,167.23,169.1,22.86,22.62,22.490000000000002,22.37,22.35,22.400000000000002,22.63,22.89,23.080000000000002,N/A,N/A -2012,4,4,10,30,101070,99910,98790,97.38,0,2.84,3.5500000000000003,3.92,4.44,4.91,5.3500000000000005,5.68,5.94,6.2,142.82,145.84,148.66,153.13,158.06,163.45000000000002,166.69,169.01,173.51,22.990000000000002,22.830000000000002,22.75,22.71,22.68,22.66,22.75,22.87,22.990000000000002,N/A,N/A -2012,4,4,11,30,101060,99890,98770,98.79,0.4,3.46,3.98,4.21,4.49,4.8500000000000005,5.29,5.62,5.91,6.19,143.5,144.70000000000002,145.73,147.4,150.53,154.81,157.48,159.56,161.86,22.82,22.59,22.48,22.39,22.51,22.77,22.97,23.13,23.080000000000002,N/A,N/A -2012,4,4,12,30,101080,99910,98780,97.29,0,5.5600000000000005,5.78,5.53,4.98,4.7,4.5600000000000005,4.57,4.63,4.97,73.81,75.15,80.26,90.91,100.18,108.8,117.37,125.33,137.66,22.13,21.8,21.7,21.68,21.68,21.68,21.68,21.68,21.6,N/A,N/A -2012,4,4,13,30,101110,99940,98810,96.43,0,6.07,6.2700000000000005,6.12,5.8,5.58,5.4,5.29,5.21,5.25,88.23,89.97,92.82000000000001,98.06,103.21000000000001,108.28,113.33,117.88,127.46000000000001,22.2,21.92,21.84,21.85,21.84,21.830000000000002,21.78,21.72,21.61,N/A,N/A -2012,4,4,14,30,101150,99980,98850,96.21000000000001,2.2,5.46,5.58,5.37,4.9,4.63,4.48,4.38,4.3100000000000005,4.39,92.18,93.11,96.89,106.42,113.28,118.7,124.54,130.04,140.24,22.34,22.07,21.97,21.95,21.900000000000002,21.85,21.79,21.740000000000002,21.59,N/A,N/A -2012,4,4,15,30,101140,99980,98850,96.95,0,3.91,3.95,3.89,3.88,3.9,3.95,4.0600000000000005,4.17,4.57,97.2,105.64,111.4,118.35000000000001,124.76,130.92000000000002,136.67000000000002,141.98,150.12,22.63,22.42,22.330000000000002,22.23,22.13,22.03,21.93,21.84,21.650000000000002,N/A,N/A -2012,4,4,16,30,101110,99950,98820,97.31,0,3.56,3.69,3.71,3.77,3.86,3.97,4.11,4.24,4.6000000000000005,113.06,117.69,124.32000000000001,137,145.53,151.53,155.15,157.94,161.6,22.79,22.51,22.37,22.25,22.150000000000002,22.07,21.96,21.85,21.580000000000002,N/A,N/A -2012,4,4,17,30,101110,99950,98820,97.15,0,2.66,2.99,3.1,3.19,3.3200000000000003,3.5,3.69,3.87,4.05,137.21,142.68,145.75,148.68,152.06,155.98,159.14000000000001,161.89000000000001,163.55,23.06,22.78,22.62,22.45,22.32,22.22,22.080000000000002,21.93,21.72,N/A,N/A -2012,4,4,18,30,101090,99930,98800,94.25,0,3.68,4.01,4.09,4.14,4.18,4.21,4.23,4.26,4.36,150.91,151.42000000000002,151.71,152.01,152.3,152.6,152.97,153.34,154.57,23.29,23.03,22.87,22.68,22.5,22.31,22.12,21.95,21.59,N/A,N/A -2012,4,4,19,30,101070,99900,98780,93.01,0,3.25,3.5500000000000003,3.63,3.68,3.73,3.7800000000000002,3.84,3.9,4.08,154.19,154.25,154.35,154.39000000000001,154.42000000000002,154.43,154.4,154.36,154.26,23.35,23.09,22.93,22.740000000000002,22.56,22.38,22.19,22.02,21.66,N/A,N/A -2012,4,4,20,30,100970,99810,98690,92.22,0,3.88,4.2,4.2700000000000005,4.3100000000000005,4.34,4.36,4.38,4.4,4.46,147.19,147.55,147.78,147.98,148.19,148.39000000000001,148.63,148.88,149.63,23.43,23.14,22.98,22.79,22.61,22.43,22.240000000000002,22.06,21.69,N/A,N/A -2012,4,4,21,30,100890,99730,98600,94.10000000000001,0,4.21,4.5200000000000005,4.5600000000000005,4.5600000000000005,4.54,4.51,4.47,4.43,4.39,133.78,133.78,133.96,134.07,134.13,134.14000000000001,134.07,133.98,133.61,23.31,23.03,22.87,22.68,22.5,22.32,22.14,21.97,21.63,N/A,N/A -2012,4,4,22,30,100980,99830,98700,95.42,2.9000000000000004,3.71,4.19,4.39,4.57,4.72,4.8500000000000005,4.96,5.04,5.14,92.11,94.49,95.91,97.51,98.89,100.19,101.35000000000001,102.4,104.99000000000001,23.13,22.900000000000002,22.77,22.580000000000002,22.41,22.240000000000002,22.06,21.89,21.61,N/A,N/A -2012,4,4,23,30,101000,99820,98680,89.08,19.400000000000002,9.700000000000001,10.43,10.540000000000001,10.59,10.58,10.56,10.52,10.47,10.39,338.67,337.62,337.59000000000003,337.53000000000003,337.47,337.41,337.31,337.22,336.72,20.05,19.59,19.39,19.19,19,18.82,18.64,18.47,18.12,N/A,N/A -2012,4,5,0,30,100790,99620,98500,84.01,103.30000000000001,3.66,4.34,4.74,5.24,5.5,5.61,5.5,5.36,4.69,41.59,36.65,33.21,31.59,31.11,31.27,32.04,32.83,35.27,20.35,21.06,21.73,22.68,23.32,23.78,24.07,24.310000000000002,24.53,N/A,N/A -2012,4,5,1,30,100750,99580,98460,83.45,0,1.55,1.46,1.29,1.07,1.1400000000000001,1.46,1.87,2.34,3.3000000000000003,190.14000000000001,198.96,199.89000000000001,193.62,181.64000000000001,160.15,149.69,143.64000000000001,138.17000000000002,21.2,21.32,21.650000000000002,22.39,22.830000000000002,23.05,23.1,23.09,23.07,N/A,N/A -2012,4,5,2,30,100820,99650,98530,85.66,0,3.2,3.29,3.35,3.59,3.83,4.07,4.34,4.6000000000000005,5.14,238.36,234.21,228.11,214.12,204.73000000000002,198.42000000000002,193.51,189.25,183.66,21.830000000000002,21.62,21.68,22.04,22.27,22.43,22.45,22.43,22.23,N/A,N/A -2012,4,5,3,30,100810,99640,98520,91.53,0,5.79,6.51,6.74,6.99,7.13,7.21,7.17,7.12,6.87,211.95000000000002,209.49,207.46,204.82,202.43,200.28,199.09,198.22,198.13,22.06,21.91,21.94,22.07,22.21,22.34,22.41,22.46,22.38,N/A,N/A -2012,4,5,4,30,100870,99700,98580,88.37,0,2.29,2.45,2.68,3.2,3.58,3.86,4.13,4.37,4.83,184.14000000000001,183.18,182.53,181.43,180.82,180.58,180.67000000000002,180.85,181.88,22.22,21.96,21.89,21.89,21.87,21.85,21.79,21.740000000000002,21.56,N/A,N/A -2012,4,5,5,30,100890,99720,98590,88.10000000000001,0,1.59,1.6,1.59,1.62,1.72,1.8800000000000001,2.04,2.2,2.59,88.42,91.89,97.89,112.82000000000001,124.62,135.08,143.06,149.85,160.49,22.26,21.98,21.85,21.75,21.650000000000002,21.55,21.44,21.34,21.13,N/A,N/A -2012,4,5,6,30,100930,99760,98630,87.82000000000001,0,2.33,2.4,2.38,2.33,2.15,1.87,1.67,1.51,1.56,69.34,69.52,69.63,69.8,74.58,82.34,98.48,115.3,138.94,22.39,22.09,21.92,21.73,21.56,21.400000000000002,21.27,21.150000000000002,20.93,N/A,N/A -2012,4,5,7,30,100960,99790,98660,87.97,0,2.34,2.41,2.4,2.35,2.2800000000000002,2.19,1.97,1.76,1.87,104.44,104.87,105.21000000000001,105.93,107.08,108.56,116.34,124.74000000000001,166.45000000000002,22.52,22.22,22.06,21.86,21.68,21.490000000000002,21.32,21.150000000000002,20.91,N/A,N/A -2012,4,5,8,30,100940,99770,98640,89.69,0,2.6,2.67,2.64,2.58,2.48,2.35,2.38,2.46,2.69,133.86,134.75,135.65,137.26,142.19,149.56,161.69,175.24,185.91,22.53,22.23,22.06,21.87,21.7,21.53,21.38,21.25,21.02,N/A,N/A -2012,4,5,9,30,100910,99750,98620,91.29,0,2.33,2.42,2.47,2.6,2.85,3.2,3.41,3.5500000000000003,3.84,181.59,183.63,185.98,191.01,196.79,203.65,206.74,208.20000000000002,211.6,22.41,22.12,21.97,21.82,21.71,21.650000000000002,21.56,21.47,21.28,N/A,N/A -2012,4,5,10,30,100910,99740,98620,93.69,0,3.5,3.72,3.83,4.0600000000000005,4.4,4.86,5.11,5.25,5.45,206.99,207.89000000000001,208.8,210.63,212.98000000000002,216.01,217.66,218.67000000000002,220.18,22.38,22.09,21.94,21.79,21.69,21.64,21.56,21.47,21.25,N/A,N/A -2012,4,5,11,30,100910,99750,98620,94.03,0,5.16,5.55,5.65,5.7,5.75,5.79,5.86,5.95,6.390000000000001,214.92000000000002,215.37,215.62,215.9,216.14000000000001,216.35,216.83,217.39000000000001,217.78,22.43,22.12,21.95,21.75,21.57,21.39,21.2,21.03,20.75,N/A,N/A -2012,4,5,12,30,100930,99760,98630,94.71000000000001,0,6.140000000000001,6.51,6.5600000000000005,6.55,6.5200000000000005,6.49,6.45,6.4,6.32,224.21,224.08,223.93,223.74,223.56,223.39000000000001,223.21,223.05,222.88,22.07,21.7,21.51,21.29,21.07,20.85,20.67,20.5,20.2,N/A,N/A -2012,4,5,13,30,100950,99790,98650,97.96000000000001,0,6.7700000000000005,7.21,7.2700000000000005,7.26,7.24,7.2,7.17,7.15,7.2,228.01,227.75,227.45000000000002,227.02,226.53,225.99,225.23000000000002,224.46,222.20000000000002,21.55,21.12,20.93,20.8,20.68,20.56,20.42,20.3,20.01,N/A,N/A -2012,4,5,14,30,101040,99880,98750,95.64,0,4.75,4.97,4.99,4.97,4.95,4.92,4.88,4.83,4.82,246.56,247.35,248.05,248.97,250.01000000000002,251.16,252.93,254.79,259.04,21.97,21.64,21.47,21.28,21.09,20.91,20.77,20.650000000000002,20.45,N/A,N/A -2012,4,5,15,30,101070,99900,98770,93.08,2.6,5.26,5.51,5.53,5.51,5.53,5.59,5.64,5.7,5.82,295.34000000000003,295.23,294.82,294.09000000000003,292.68,290.67,287.81,284.76,279.34000000000003,22.39,22.080000000000002,21.93,21.76,21.62,21.5,21.42,21.35,21.1,N/A,N/A -2012,4,5,16,30,101090,99920,98790,93.23,2.2,5.61,5.96,6.0200000000000005,6.03,6.03,6.01,5.99,5.97,5.95,316.08,315.68,315.41,315.07,314.69,314.27,313.68,313.08,310.25,21.92,21.57,21.39,21.2,21.01,20.830000000000002,20.64,20.47,20.14,N/A,N/A -2012,4,5,17,30,101100,99930,98790,92.93,0,5.61,5.93,5.98,5.98,5.96,5.94,5.9,5.87,5.8,322.72,322.5,322.28000000000003,321.96,321.59000000000003,321.16,320.5,319.82,316.73,21.94,21.59,21.42,21.22,21.03,20.85,20.67,20.5,20.17,N/A,N/A -2012,4,5,18,30,101090,99930,98800,90.64,0,4.09,4.3100000000000005,4.36,4.37,4.38,4.39,4.39,4.39,4.41,321.54,320.12,319.08,317.95,316.87,315.78000000000003,314.58,313.43,310.7,22.32,21.990000000000002,21.82,21.63,21.44,21.26,21.07,20.900000000000002,20.54,N/A,N/A -2012,4,5,19,30,101090,99930,98800,88.83,0,1.68,1.84,1.9100000000000001,1.98,2.05,2.12,2.21,2.3000000000000003,2.6,327.53000000000003,327.3,327.2,327.09000000000003,326.97,326.86,326.71,326.55,325.74,22.66,22.35,22.18,21.98,21.79,21.61,21.42,21.25,20.89,N/A,N/A -2012,4,5,20,30,101060,99890,98760,85.79,0,1.27,1.33,1.36,1.37,1.3800000000000001,1.3900000000000001,1.41,1.42,1.45,0.64,359.57,358.87,358.18,357.54,356.89,356.18,355.5,353.88,23.02,22.71,22.54,22.34,22.150000000000002,21.96,21.77,21.580000000000002,21.2,N/A,N/A -2012,4,5,21,30,101000,99840,98710,84.54,0,2.88,3.09,3.21,3.46,3.83,4.37,4.69,4.89,5.12,339.71,339.64,339.65000000000003,339.65000000000003,339.7,339.8,339.52,339.06,336.57,23.28,22.990000000000002,22.85,22.72,22.63,22.580000000000002,22.490000000000002,22.39,22.16,N/A,N/A -2012,4,5,22,30,100980,99820,98700,85.62,0,1.7,1.67,1.45,0.93,0.92,1.32,1.74,2.18,2.99,190.83,191.5,213.72,277.61,305.48,323.29,332.8,336.89,340.24,23.39,23.09,23,23.05,23.03,22.93,22.87,22.830000000000002,22.71,N/A,N/A -2012,4,5,23,30,100960,99800,98680,86.68,0,1.12,0.31,0.22,0.5700000000000001,1.08,1.59,2.04,2.46,3.24,167.88,160.86,148.06,68.32000000000001,356.89,353.08,350.5,348.74,345.86,23.37,23.39,23.43,23.43,23.52,23.68,23.69,23.64,23.5,N/A,N/A -2012,4,6,0,30,100950,99800,98680,82.93,0,0.89,0.59,0.55,0.87,1.22,1.6,1.97,2.32,2.97,149.64000000000001,84.34,57.65,31.98,13.38,7.19,3.11,0.3,356.78000000000003,23.91,24.240000000000002,24.44,24.560000000000002,24.62,24.64,24.61,24.580000000000002,24.43,N/A,N/A -2012,4,6,1,30,100980,99830,98710,83.09,0,2,1.6,1.25,0.89,0.76,0.74,0.93,1.27,2.0300000000000002,167.93,157.62,147.64000000000001,131.22,106.54,71.42,51.42,33.79,21.47,24.28,24.830000000000002,25.05,25.07,25.060000000000002,25.04,25.02,25.01,24.91,N/A,N/A -2012,4,6,2,30,101030,99880,98760,88.55,0,2.5300000000000002,1.6600000000000001,0.99,0.33,0.33,0.78,1.28,1.79,2.59,194.83,193.3,175.48,144.34,122.22,62.64,31.26,28.1,25.86,23.69,24.13,24.45,24.84,25.1,25.28,25.34,25.35,25.19,N/A,N/A -2012,4,6,3,30,101080,99920,98800,90.87,0,1.41,0.67,0.5,0.7000000000000001,1.02,1.56,2.08,2.58,3.38,218.46,246.67000000000002,267.68,328.39,5.51,12.98,17.23,19.34,21.51,23.53,23.93,24.16,24.330000000000002,24.46,24.57,24.63,24.66,24.560000000000002,N/A,N/A -2012,4,6,4,30,101120,99960,98840,91.77,0,1.07,1.79,2.11,2.49,2.83,3.16,3.42,3.65,4.05,334.8,350.1,359.35,3.36,6.11,7.61,8.67,9.49,12.700000000000001,23.66,24.13,24.36,24.5,24.57,24.61,24.560000000000002,24.47,24.25,N/A,N/A -2012,4,6,5,30,101140,99980,98850,93.07000000000001,0,1.9000000000000001,2.19,2.32,2.46,2.62,2.7800000000000002,2.96,3.13,3.48,305.78000000000003,318.87,327.17,334.84000000000003,340.75,345.49,349.25,352.46,357.93,23.22,23.59,23.84,24.05,24.18,24.26,24.26,24.23,24.060000000000002,N/A,N/A -2012,4,6,6,30,101220,100050,98920,72.61,0,5.04,5.39,5.42,5.36,5.26,5.16,5.08,5.01,5.09,15.9,15.63,15.610000000000001,15.82,16.35,17.13,18.23,19.36,24.28,23.93,23.81,23.72,23.61,23.5,23.37,23.22,23.06,22.77,N/A,N/A -2012,4,6,7,30,101240,100080,98950,75.53,0,5.34,5.76,5.84,5.88,5.96,6.05,6.37,6.75,7.88,43.81,44.34,44.660000000000004,45.07,45.59,46.19,47.69,49.42,52.86,23.22,22.96,22.81,22.63,22.46,22.3,22.17,22.07,22.21,N/A,N/A -2012,4,6,8,30,101270,100100,98960,74.43,0,7.3500000000000005,7.99,8.13,8.19,8.22,8.24,8.25,8.26,8.31,56.38,56.53,56.63,56.74,56.83,56.93,57.050000000000004,57.17,57.52,23.11,22.830000000000002,22.67,22.490000000000002,22.3,22.13,21.94,21.77,21.43,N/A,N/A -2012,4,6,9,30,101290,100120,98980,67.87,0,7.640000000000001,8.290000000000001,8.41,8.47,8.49,8.51,8.52,8.540000000000001,8.74,58.14,58.33,58.44,58.57,58.71,58.86,59.06,59.27,60.28,23.04,22.76,22.61,22.42,22.240000000000002,22.07,21.89,21.73,21.47,N/A,N/A -2012,4,6,10,30,101310,100140,99010,70.81,0,6.91,7.49,7.61,7.66,7.69,7.7,7.72,7.72,7.76,65.31,65.56,65.71000000000001,65.87,66.02,66.18,66.36,66.54,67.02,22.830000000000002,22.53,22.37,22.18,22,21.82,21.63,21.46,21.11,N/A,N/A -2012,4,6,11,30,101340,100170,99030,71.2,0,6.83,7.390000000000001,7.51,7.5600000000000005,7.59,7.61,7.61,7.61,7.61,66.12,66.36,66.51,66.66,66.8,66.94,67.1,67.25,67.62,22.73,22.42,22.25,22.06,21.87,21.68,21.490000000000002,21.32,20.94,N/A,N/A -2012,4,6,12,30,101390,100210,99070,70.96000000000001,0,7.46,8.09,8.22,8.290000000000001,8.32,8.34,8.35,8.35,8.34,71.55,71.64,71.7,71.76,71.82000000000001,71.87,71.93,71.98,72.12,22.6,22.28,22.11,21.91,21.72,21.54,21.35,21.17,20.79,N/A,N/A -2012,4,6,13,30,101420,100250,99110,71.4,0,7.63,8.26,8.4,8.46,8.5,8.52,8.53,8.53,8.540000000000001,72.56,72.81,72.95,73.09,73.23,73.35000000000001,73.5,73.64,74,22.41,22.080000000000002,21.900000000000002,21.71,21.52,21.34,21.14,20.96,20.59,N/A,N/A -2012,4,6,14,30,101500,100320,99180,72.44,0,6.78,7.32,7.44,7.49,7.5200000000000005,7.54,7.55,7.55,7.55,78.55,78.72,78.85000000000001,78.96000000000001,79.08,79.19,79.32000000000001,79.44,79.75,22.5,22.18,22,21.81,21.62,21.43,21.240000000000002,21.06,20.68,N/A,N/A -2012,4,6,15,30,101540,100370,99230,73.26,0,6.79,7.34,7.46,7.53,7.5600000000000005,7.58,7.59,7.6000000000000005,7.6000000000000005,80.58,80.73,80.83,80.93,81.03,81.13,81.24,81.34,81.58,22.53,22.19,22.02,21.830000000000002,21.63,21.45,21.25,21.07,20.69,N/A,N/A -2012,4,6,16,30,101560,100380,99240,73.52,0,6.82,7.36,7.48,7.54,7.57,7.59,7.59,7.6000000000000005,7.58,80.36,80.57000000000001,80.69,80.82000000000001,80.94,81.05,81.17,81.28,81.54,22.46,22.12,21.94,21.75,21.55,21.37,21.17,20.990000000000002,20.61,N/A,N/A -2012,4,6,17,30,101580,100400,99260,70.89,0,6.32,6.8,6.9,6.94,6.97,6.98,6.98,6.98,6.96,86.15,86.42,86.56,86.72,86.87,87.01,87.17,87.32000000000001,87.66,22.48,22.14,21.97,21.77,21.580000000000002,21.39,21.2,21.01,20.63,N/A,N/A -2012,4,6,18,30,101590,100410,99270,70.29,0,6.2,6.67,6.76,6.8,6.82,6.83,6.83,6.83,6.8100000000000005,90.93,91.21000000000001,91.38,91.56,91.72,91.88,92.05,92.2,92.55,22.52,22.19,22.01,21.82,21.62,21.44,21.240000000000002,21.06,20.68,N/A,N/A 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-2012,4,6,23,30,101530,100360,99220,72.12,0,4.69,4.99,5.04,5.04,5.04,5.0200000000000005,5,4.97,4.9,128.74,128.8,128.83,128.87,128.89000000000001,128.91,128.92000000000002,128.93,128.92000000000002,22.73,22.42,22.25,22.06,21.88,21.69,21.5,21.330000000000002,20.96,N/A,N/A -2012,4,7,0,30,101550,100370,99240,68.79,0,4.2700000000000005,4.55,4.59,4.6000000000000005,4.6000000000000005,4.59,4.57,4.5600000000000005,4.51,128.84,128.79,128.77,128.75,128.7,128.66,128.58,128.51,128.13,22.82,22.53,22.36,22.17,21.990000000000002,21.81,21.62,21.45,21.11,N/A,N/A -2012,4,7,1,30,101550,100370,99230,70.93,0,4.32,4.6000000000000005,4.64,4.64,4.64,4.64,4.62,4.61,4.58,129.84,129.79,129.76,129.7,129.64000000000001,129.57,129.45,129.34,128.81,22.72,22.41,22.240000000000002,22.05,21.87,21.69,21.5,21.32,20.98,N/A,N/A -2012,4,7,2,30,101590,100410,99270,70.02,0,4.24,4.51,4.55,4.5600000000000005,4.5600000000000005,4.55,4.54,4.53,4.51,129.82,129.71,129.59,129.46,129.31,129.16,128.94,128.74,127.9,22.78,22.48,22.31,22.12,21.93,21.75,21.57,21.39,21.05,N/A,N/A -2012,4,7,3,30,101610,100440,99300,66.21000000000001,0,4.14,4.43,4.49,4.51,4.53,4.54,4.5600000000000005,4.58,4.68,120.86,120.74000000000001,120.65,120.54,120.41,120.28,120.08,119.9,119.16,22.92,22.63,22.47,22.28,22.09,21.92,21.73,21.56,21.22,N/A,N/A -2012,4,7,4,30,101660,100490,99350,65.86,0,4.17,4.48,4.54,4.57,4.58,4.6000000000000005,4.61,4.62,4.66,127.25,127.2,127.10000000000001,126.99000000000001,126.89,126.79,126.66,126.54,126.16,22.94,22.66,22.490000000000002,22.3,22.11,21.93,21.740000000000002,21.56,21.19,N/A,N/A -2012,4,7,5,30,101660,100490,99350,64.92,0,4.08,4.39,4.44,4.47,4.49,4.51,4.5200000000000005,4.54,4.59,119.77,119.75,119.73,119.71000000000001,119.66,119.61,119.53,119.45,119.22,22.95,22.66,22.490000000000002,22.3,22.12,21.93,21.740000000000002,21.57,21.2,N/A,N/A -2012,4,7,6,30,101720,100540,99400,65.05,0,4.39,4.72,4.78,4.82,4.84,4.86,4.87,4.88,4.91,122.25,122.22,122.2,122.17,122.14,122.11,122.07000000000001,122.03,121.92,22.990000000000002,22.7,22.53,22.34,22.150000000000002,21.96,21.77,21.59,21.21,N/A,N/A -2012,4,7,7,30,101760,100580,99440,65.43,0,4.3500000000000005,4.67,4.73,4.76,4.78,4.79,4.8,4.8100000000000005,4.83,119.84,119.88,119.89,119.89,119.89,119.88,119.88,119.87,119.82000000000001,23.03,22.740000000000002,22.57,22.38,22.19,22.01,21.81,21.63,21.25,N/A,N/A -2012,4,7,8,30,101770,100590,99450,66.02,0,4.14,4.44,4.5,4.53,4.54,4.5600000000000005,4.57,4.58,4.61,114.18,114.24000000000001,114.27,114.31,114.33,114.36,114.4,114.44,114.54,22.96,22.66,22.490000000000002,22.3,22.11,21.93,21.73,21.56,21.18,N/A,N/A -2012,4,7,9,30,101800,100620,99480,66.28,0,4.25,4.57,4.63,4.67,4.69,4.71,4.72,4.73,4.76,115.94,116.07000000000001,116.13,116.2,116.27,116.34,116.41,116.49000000000001,116.67,22.97,22.67,22.5,22.31,22.12,21.93,21.740000000000002,21.56,21.18,N/A,N/A -2012,4,7,10,30,101810,100630,99490,67.24,0,4.78,5.14,5.21,5.24,5.2700000000000005,5.28,5.29,5.3,5.32,106.60000000000001,106.75,106.82000000000001,106.89,106.96000000000001,107.02,107.08,107.14,107.29,22.92,22.62,22.45,22.26,22.07,21.88,21.68,21.5,21.12,N/A,N/A -2012,4,7,11,30,101850,100670,99530,68.11,0,5.29,5.71,5.8,5.8500000000000005,5.88,5.9,5.92,5.93,5.95,111.16,111.17,111.21000000000001,111.24000000000001,111.27,111.29,111.32000000000001,111.34,111.39,22.88,22.57,22.400000000000002,22.21,22.02,21.830000000000002,21.63,21.45,21.06,N/A,N/A -2012,4,7,12,30,101870,100690,99550,67.82000000000001,0,5.18,5.57,5.65,5.69,5.71,5.73,5.73,5.74,5.74,99.75,99.94,100.07000000000001,100.2,100.31,100.42,100.54,100.66,100.9,22.830000000000002,22.51,22.34,22.150000000000002,21.96,21.77,21.57,21.39,21,N/A,N/A -2012,4,7,13,30,101900,100730,99580,69.88,0,5.26,5.66,5.73,5.7700000000000005,5.8,5.8100000000000005,5.82,5.82,5.82,101.33,101.52,101.60000000000001,101.68,101.76,101.84,101.91,101.99000000000001,102.16,22.7,22.37,22.2,22.01,21.82,21.63,21.43,21.25,20.86,N/A,N/A -2012,4,7,14,30,101960,100780,99630,70.96000000000001,0,5.12,5.51,5.59,5.64,5.67,5.69,5.7,5.72,5.74,102.09,102.06,102.06,102.04,102.03,102.03,102.02,102,102,22.73,22.400000000000002,22.23,22.04,21.85,21.66,21.46,21.28,20.89,N/A,N/A -2012,4,7,15,30,101990,100810,99670,73.52,0,5.38,5.8,5.88,5.93,5.95,5.97,5.98,5.99,5.99,96.49000000000001,96.63,96.73,96.81,96.9,96.97,97.06,97.13,97.3,22.740000000000002,22.42,22.240000000000002,22.04,21.85,21.67,21.47,21.29,20.900000000000002,N/A,N/A -2012,4,7,16,30,102010,100830,99690,77.95,0,5.46,5.87,5.96,6.01,6.05,6.07,6.09,6.1000000000000005,6.11,99.63,99.84,99.96000000000001,100.08,100.2,100.31,100.43,100.53,100.78,22.67,22.330000000000002,22.16,21.96,21.77,21.580000000000002,21.38,21.2,20.81,N/A,N/A -2012,4,7,17,30,102030,100850,99710,77.41,0,5.47,5.87,5.95,5.99,6.0200000000000005,6.03,6.04,6.05,6.05,105.04,105.21000000000001,105.33,105.46000000000001,105.57000000000001,105.68,105.79,105.89,106.11,22.81,22.47,22.3,22.1,21.91,21.72,21.52,21.34,20.95,N/A,N/A -2012,4,7,18,30,102030,100860,99710,76.86,0,5,5.36,5.44,5.49,5.5200000000000005,5.55,5.57,5.58,5.6000000000000005,105.22,105.38,105.48,105.58,105.66,105.73,105.81,105.88,106.03,22.87,22.54,22.36,22.16,21.97,21.79,21.59,21.400000000000002,21.02,N/A,N/A -2012,4,7,19,30,102060,100880,99730,75.56,0,4.61,4.94,5.01,5.05,5.08,5.11,5.12,5.14,5.15,116.26,116.37,116.43,116.48,116.54,116.58,116.64,116.68,116.8,23.01,22.68,22.5,22.3,22.11,21.92,21.72,21.54,21.150000000000002,N/A,N/A -2012,4,7,20,30,102040,100860,99720,76.4,0,5.04,5.41,5.49,5.54,5.57,5.59,5.61,5.62,5.63,118.91,119.04,119.09,119.14,119.19,119.24000000000001,119.3,119.36,119.47,23.03,22.69,22.52,22.32,22.13,21.94,21.740000000000002,21.56,21.17,N/A,N/A -2012,4,7,21,30,102030,100860,99720,78,0,5.17,5.5600000000000005,5.65,5.69,5.72,5.74,5.75,5.76,5.7700000000000005,125.07000000000001,125.09,125.13000000000001,125.2,125.26,125.32000000000001,125.4,125.47,125.62,22.990000000000002,22.67,22.490000000000002,22.3,22.11,21.92,21.72,21.54,21.150000000000002,N/A,N/A -2012,4,7,22,30,102010,100840,99700,74.92,0,4.9,5.3,5.39,5.44,5.48,5.51,5.53,5.55,5.58,130.58,130.62,130.63,130.64000000000001,130.65,130.65,130.66,130.68,130.69,23.02,22.71,22.54,22.35,22.16,21.97,21.77,21.59,21.2,N/A,N/A -2012,4,7,23,30,102020,100840,99700,78.19,0,5.7700000000000005,6.24,6.33,6.37,6.390000000000001,6.4,6.390000000000001,6.38,6.3500000000000005,134.09,134.2,134.21,134.21,134.21,134.2,134.19,134.17000000000002,134.14000000000001,22.84,22.52,22.35,22.150000000000002,21.96,21.77,21.57,21.39,21,N/A,N/A -2012,4,8,0,30,102020,100840,99700,77.04,0,5.62,6.05,6.140000000000001,6.18,6.2,6.2,6.2,6.2,6.17,136.48,136.49,136.49,136.48,136.47,136.45,136.44,136.44,136.41,22.75,22.43,22.26,22.06,21.87,21.68,21.48,21.3,20.91,N/A,N/A -2012,4,8,1,30,102040,100860,99710,79.92,0,5.7,6.17,6.2700000000000005,6.33,6.36,6.38,6.390000000000001,6.4,6.4,132.58,132.58,132.59,132.58,132.58,132.57,132.56,132.54,132.52,22.61,22.28,22.1,21.900000000000002,21.71,21.52,21.32,21.14,20.75,N/A,N/A -2012,4,8,2,30,102070,100890,99750,80.07000000000001,0,5.68,6.13,6.23,6.29,6.33,6.36,6.38,6.390000000000001,6.41,132.53,132.54,132.5,132.48,132.45,132.43,132.41,132.39000000000001,132.35,22.56,22.22,22.05,21.85,21.66,21.47,21.27,21.09,20.7,N/A,N/A -2012,4,8,3,30,102090,100910,99760,78.85000000000001,0,5.39,5.8,5.89,5.94,5.97,5.99,6.01,6.0200000000000005,6.04,128.9,128.88,128.87,128.86,128.86,128.86,128.87,128.87,128.88,22.55,22.21,22.04,21.84,21.650000000000002,21.46,21.26,21.080000000000002,20.7,N/A,N/A -2012,4,8,4,30,102120,100940,99790,80.07000000000001,0,5.5200000000000005,5.94,6.04,6.09,6.12,6.140000000000001,6.15,6.16,6.16,125.87,125.75,125.7,125.65,125.61,125.57000000000001,125.52,125.48,125.39,22.490000000000002,22.150000000000002,21.97,21.78,21.580000000000002,21.39,21.2,21.01,20.63,N/A,N/A -2012,4,8,5,30,102130,100950,99810,75.47,0,4.45,4.79,4.87,4.93,4.97,5.01,5.04,5.07,5.13,130.45,130.55,130.62,130.68,130.71,130.74,130.77,130.79,130.79,22.62,22.3,22.13,21.93,21.75,21.56,21.37,21.19,20.81,N/A,N/A -2012,4,8,6,30,102180,101000,99850,74.4,0,4.62,4.97,5.05,5.1000000000000005,5.13,5.15,5.17,5.19,5.21,129.12,129.24,129.22,129.21,129.2,129.19,129.18,129.17000000000002,129.14000000000001,22.64,22.3,22.13,21.93,21.740000000000002,21.55,21.35,21.17,20.78,N/A,N/A 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-2012,4,8,10,30,102270,101090,99940,72.46000000000001,0,2.98,3.16,3.21,3.23,3.2600000000000002,3.2800000000000002,3.29,3.31,3.33,113.94,114.13,114.23,114.31,114.36,114.41,114.45,114.49000000000001,114.54,22.59,22.26,22.09,21.89,21.7,21.51,21.31,21.13,20.740000000000002,N/A,N/A -2012,4,8,11,30,102300,101120,99970,73.63,0,2.67,2.79,2.81,2.82,2.82,2.82,2.81,2.81,2.8000000000000003,99.42,98.89,98.62,98.35000000000001,98.11,97.87,97.64,97.44,97.01,22.54,22.21,22.04,21.84,21.650000000000002,21.46,21.26,21.07,20.68,N/A,N/A -2012,4,8,12,30,102320,101140,99990,75.73,0,2.11,2.22,2.25,2.27,2.2800000000000002,2.29,2.31,2.32,2.34,61.44,61.480000000000004,61.58,61.68,61.79,61.9,62.01,62.120000000000005,62.38,22.490000000000002,22.150000000000002,21.98,21.78,21.59,21.400000000000002,21.2,21.02,20.63,N/A,N/A 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-2012,4,8,17,30,102360,101180,100030,79.03,0,3.61,3.8200000000000003,3.87,3.89,3.91,3.92,3.93,3.94,3.95,101.08,101.17,101.19,101.17,101.12,101.06,100.97,100.89,100.69,22.580000000000002,22.22,22.04,21.84,21.64,21.45,21.25,21.07,20.67,N/A,N/A -2012,4,8,18,30,102350,101170,100020,78.33,0,3.69,3.88,3.91,3.93,3.94,3.94,3.94,3.94,3.94,114.57000000000001,113.94,113.55,113.17,112.83,112.51,112.2,111.92,111.33,22.61,22.25,22.07,21.87,21.67,21.48,21.28,21.1,20.71,N/A,N/A -2012,4,8,19,30,102330,101140,100000,78.35000000000001,0,3.9,4.13,4.17,4.2,4.21,4.22,4.23,4.23,4.23,123.87,124.3,124.52,124.74000000000001,124.94,125.14,125.33,125.51,125.9,22.69,22.330000000000002,22.150000000000002,21.94,21.75,21.56,21.36,21.18,20.79,N/A,N/A -2012,4,8,20,30,102270,101090,99940,76.69,0,4.07,4.32,4.37,4.39,4.41,4.42,4.43,4.44,4.45,137.94,137.95000000000002,137.93,137.92000000000002,137.93,137.94,137.95000000000002,137.97,137.99,22.69,22.330000000000002,22.150000000000002,21.96,21.76,21.580000000000002,21.38,21.2,20.81,N/A,N/A -2012,4,8,21,30,102240,101060,99920,78.64,0,4.29,4.54,4.59,4.61,4.62,4.62,4.62,4.61,4.59,147.36,147.42000000000002,147.46,147.52,147.57,147.62,147.67000000000002,147.72,147.83,22.71,22.36,22.18,21.98,21.79,21.6,21.400000000000002,21.21,20.82,N/A,N/A -2012,4,8,22,30,102220,101030,99890,73.68,0,3.41,3.6,3.64,3.67,3.68,3.69,3.69,3.7,3.7,156.16,156.13,156.09,156.07,156.06,156.05,156.03,156.02,155.99,22.76,22.42,22.25,22.05,21.86,21.67,21.47,21.29,20.900000000000002,N/A,N/A 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-2012,4,9,2,30,102180,101000,99850,79.18,0,3.56,3.74,3.7600000000000002,3.77,3.7600000000000002,3.75,3.74,3.73,3.7,177.17000000000002,177.08,177.11,177.12,177.13,177.13,177.12,177.1,177.05,22.42,22.080000000000002,21.91,21.71,21.52,21.330000000000002,21.14,20.96,20.57,N/A,N/A -2012,4,9,3,30,102180,101000,99850,77.61,0,3.61,3.8000000000000003,3.83,3.83,3.83,3.83,3.8200000000000003,3.81,3.79,174.88,174.92000000000002,174.92000000000002,174.92000000000002,174.92000000000002,174.92000000000002,174.92000000000002,174.91,174.87,22.44,22.1,21.93,21.73,21.54,21.35,21.150000000000002,20.97,20.59,N/A,N/A -2012,4,9,4,30,102140,100960,99810,76.8,0,3.35,3.52,3.5500000000000003,3.56,3.5700000000000003,3.5700000000000003,3.56,3.56,3.5500000000000003,181.75,181.69,181.64000000000001,181.58,181.53,181.48,181.42000000000002,181.36,181.18,22.41,22.080000000000002,21.900000000000002,21.7,21.51,21.32,21.13,20.94,20.56,N/A,N/A 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-2012,4,9,9,30,102090,100910,99760,78.74,0,2.73,2.84,2.86,2.86,2.85,2.85,2.84,2.83,2.8000000000000003,230.71,230.6,230.52,230.41,230.3,230.19,230.05,229.91,229.51,22.29,21.95,21.78,21.580000000000002,21.39,21.2,21.01,20.82,20.44,N/A,N/A -2012,4,9,10,30,102100,100920,99780,77.96000000000001,0,2.43,2.52,2.54,2.5300000000000002,2.5300000000000002,2.52,2.5100000000000002,2.5100000000000002,2.48,240.95000000000002,240.82,240.69,240.55,240.41,240.27,240.11,239.95000000000002,239.54,22.32,21.990000000000002,21.81,21.61,21.42,21.240000000000002,21.04,20.86,20.47,N/A,N/A -2012,4,9,11,30,102150,100960,99820,78.11,0,2.2,2.29,2.31,2.31,2.31,2.31,2.3000000000000003,2.3000000000000003,2.29,282.59000000000003,282.84000000000003,282.89,282.96,283.04,283.12,283.2,283.27,283.47,22.32,21.990000000000002,21.81,21.61,21.42,21.23,21.03,20.85,20.46,N/A,N/A 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-2012,4,10,3,30,101860,100680,99540,80.52,0,3.2600000000000002,3.4,3.42,3.41,3.39,3.37,3.34,3.3200000000000003,3.22,203.17000000000002,203.06,203,202.9,202.78,202.65,202.43,202.20000000000002,200.75,22.7,22.39,22.22,22.02,21.84,21.66,21.47,21.3,20.990000000000002,N/A,N/A -2012,4,10,4,30,101860,100690,99540,81.13,0,3.1,3.24,3.2600000000000002,3.2600000000000002,3.25,3.24,3.22,3.2,3.16,207.33,207.37,207.3,207.21,207.13,207.03,206.89000000000001,206.74,206.08,22.63,22.32,22.150000000000002,21.95,21.76,21.580000000000002,21.39,21.21,20.86,N/A,N/A -2012,4,10,5,30,101840,100660,99520,82.46000000000001,0,2.71,2.81,2.82,2.8000000000000003,2.79,2.77,2.75,2.72,2.6,210.92000000000002,210.72,210.59,210.4,210.16,209.9,209.44,208.98000000000002,205.26,22.51,22.19,22.03,21.84,21.650000000000002,21.48,21.3,21.14,20.92,N/A,N/A -2012,4,10,6,30,101890,100710,99570,80.87,0,1.75,1.79,1.79,1.78,1.76,1.74,1.72,1.69,1.61,223.88,223.92000000000002,223.9,223.87,223.81,223.74,223.61,223.46,222.37,22.52,22.2,22.03,21.830000000000002,21.650000000000002,21.47,21.27,21.1,20.75,N/A,N/A -2012,4,10,7,30,101920,100740,99600,79.48,0,1.62,1.67,1.67,1.6600000000000001,1.6400000000000001,1.6300000000000001,1.62,1.6,1.54,241.71,242.14000000000001,242.27,242.42000000000002,242.56,242.70000000000002,242.83,242.95000000000002,242.99,22.55,22.23,22.06,21.87,21.68,21.5,21.31,21.13,20.78,N/A,N/A -2012,4,10,8,30,101910,100730,99590,78.82000000000001,0,1.3800000000000001,1.42,1.42,1.41,1.4000000000000001,1.3900000000000001,1.37,1.36,1.33,259.8,259.9,259.97,260.03000000000003,260.07,260.07,260.09000000000003,260.12,260.07,22.54,22.22,22.05,21.86,21.67,21.490000000000002,21.29,21.12,20.740000000000002,N/A,N/A -2012,4,10,9,30,101920,100750,99600,79.24,0,1.3800000000000001,1.42,1.42,1.41,1.4000000000000001,1.3900000000000001,1.3900000000000001,1.37,1.35,295.22,295.6,295.91,296.23,296.55,296.85,297.17,297.46,298.26,22.490000000000002,22.17,22,21.8,21.61,21.43,21.23,21.05,20.67,N/A,N/A -2012,4,10,10,30,101950,100770,99630,77.73,0,1.27,1.32,1.32,1.32,1.33,1.33,1.32,1.32,1.32,292.85,293.49,293.93,294.37,294.81,295.24,295.7,296.12,297.21,22.53,22.21,22.04,21.84,21.650000000000002,21.47,21.27,21.09,20.71,N/A,N/A -2012,4,10,11,30,101970,100790,99650,81.7,0,1.19,1.18,1.16,1.1300000000000001,1.1,1.08,1.05,1.03,0.98,296.01,294.96,294.15000000000003,293.32,292.54,291.8,291.04,290.34000000000003,288.73,22.36,22.04,21.86,21.67,21.48,21.29,21.09,20.91,20.53,N/A,N/A -2012,4,10,12,30,102010,100830,99680,84.9,0,1.3900000000000001,1.37,1.32,1.27,1.23,1.18,1.1300000000000001,1.09,0.99,300.7,300.28000000000003,299.92,299.5,299.02,298.54,297.88,297.25,295.32,22.1,21.76,21.59,21.39,21.2,21.02,20.82,20.64,20.25,N/A,N/A -2012,4,10,13,30,102040,100860,99710,86.24,0,1.59,1.58,1.54,1.5,1.46,1.42,1.3800000000000001,1.34,1.25,306.02,306.65000000000003,306.93,307.21,307.52,307.83,308.15000000000003,308.43,309.18,21.97,21.63,21.45,21.25,21.06,20.87,20.67,20.490000000000002,20.11,N/A,N/A -2012,4,10,14,30,102060,100880,99740,86.34,0,1.44,1.4000000000000001,1.35,1.29,1.25,1.2,1.1400000000000001,1.1,0.99,303.13,303.82,304.22,304.62,305.04,305.45,305.90000000000003,306.29,307.31,21.900000000000002,21.56,21.38,21.18,20.990000000000002,20.8,20.6,20.42,20.04,N/A,N/A -2012,4,10,15,30,102060,100880,99740,86.60000000000001,0,1.48,1.47,1.43,1.3900000000000001,1.35,1.32,1.27,1.23,1.1400000000000001,302.67,304.28000000000003,305.24,306.25,307.28000000000003,308.3,309.49,310.59000000000003,313.43,21.84,21.490000000000002,21.31,21.11,20.92,20.73,20.53,20.35,19.96,N/A,N/A -2012,4,10,16,30,102050,100870,99720,86.4,0,0.87,0.87,0.86,0.85,0.8300000000000001,0.81,0.78,0.76,0.7000000000000001,307.01,308.52,309.57,310.64,311.7,312.74,314.05,315.3,319.14,21.91,21.55,21.37,21.17,20.97,20.79,20.59,20.41,20.02,N/A,N/A -2012,4,10,17,30,102040,100860,99720,84.8,0,0.67,0.67,0.65,0.63,0.62,0.6,0.58,0.56,0.52,307.08,307.62,308.07,308.57,309.05,309.53000000000003,310.09000000000003,310.6,312.31,22.09,21.72,21.54,21.34,21.150000000000002,20.96,20.76,20.580000000000002,20.2,N/A,N/A -2012,4,10,18,30,102010,100830,99690,82.32000000000001,0,0.86,0.87,0.87,0.86,0.85,0.85,0.85,0.85,0.85,179.17000000000002,177.20000000000002,175.96,174.64000000000001,173.3,171.95000000000002,170.44,169.02,165.36,22.31,21.94,21.76,21.56,21.37,21.18,20.990000000000002,20.81,20.43,N/A,N/A -2012,4,10,19,30,101990,100810,99670,80.61,0,1.6400000000000001,1.71,1.72,1.74,1.75,1.75,1.77,1.78,1.8,160.39000000000001,159.56,159.05,158.56,158.09,157.65,157.16,156.70000000000002,155.64000000000001,22.53,22.16,21.98,21.78,21.59,21.41,21.21,21.03,20.650000000000002,N/A,N/A -2012,4,10,20,30,101950,100770,99630,80.44,0,1.97,2.09,2.12,2.15,2.18,2.2,2.23,2.25,2.31,144.38,143.94,143.61,143.3,143.02,142.78,142.54,142.32,141.9,22.75,22.38,22.2,22,21.81,21.62,21.43,21.25,20.87,N/A,N/A -2012,4,10,21,30,101900,100720,99580,72.64,0,2.69,2.82,2.84,2.86,2.86,2.87,2.87,2.88,2.89,161.14000000000001,161.08,160.96,160.86,160.78,160.72,160.65,160.58,160.47,23.11,22.76,22.580000000000002,22.39,22.19,22.01,21.81,21.63,21.25,N/A,N/A -2012,4,10,22,30,101870,100690,99550,71.9,0,3.7,3.9,3.94,3.95,3.96,3.96,3.96,3.95,3.94,168.63,168.55,168.54,168.53,168.52,168.52,168.52,168.52,168.52,23.17,22.84,22.67,22.47,22.28,22.09,21.900000000000002,21.72,21.330000000000002,N/A,N/A -2012,4,10,23,30,101840,100670,99530,71.91,0,3.16,3.34,3.36,3.37,3.38,3.38,3.38,3.37,3.36,161.42000000000002,161.43,161.43,161.42000000000002,161.42000000000002,161.41,161.41,161.41,161.42000000000002,23.09,22.77,22.61,22.41,22.22,22.03,21.84,21.66,21.27,N/A,N/A -2012,4,11,0,30,101810,100640,99500,72.24,0,3.43,3.63,3.66,3.67,3.68,3.68,3.67,3.67,3.66,163.41,163.31,163.26,163.22,163.17000000000002,163.14000000000001,163.09,163.05,162.95000000000002,22.990000000000002,22.68,22.51,22.32,22.13,21.94,21.75,21.57,21.18,N/A,N/A -2012,4,11,1,30,101830,100660,99520,74.03,0,3.9,4.14,4.18,4.2,4.2,4.2,4.2,4.2,4.18,167.21,167.18,167.12,167.07,167.04,167,166.97,166.94,166.88,22.900000000000002,22.580000000000002,22.41,22.21,22.02,21.84,21.64,21.46,21.07,N/A,N/A -2012,4,11,2,30,101840,100660,99520,74.82000000000001,0,4.18,4.44,4.49,4.5,4.51,4.51,4.51,4.5,4.49,170,169.96,169.94,169.93,169.91,169.9,169.9,169.89000000000001,169.89000000000001,22.82,22.5,22.32,22.13,21.94,21.75,21.56,21.38,21,N/A,N/A -2012,4,11,3,30,101840,100660,99520,75.42,0,4.75,5.07,5.12,5.15,5.16,5.17,5.17,5.17,5.15,167.13,167.12,167.11,167.11,167.1,167.1,167.09,167.07,167.07,22.77,22.44,22.27,22.080000000000002,21.89,21.7,21.5,21.32,20.94,N/A,N/A -2012,4,11,4,30,101820,100650,99510,75.55,0,4.72,5.03,5.09,5.11,5.12,5.13,5.12,5.12,5.1000000000000005,176.14000000000001,176.17000000000002,176.17000000000002,176.18,176.19,176.19,176.20000000000002,176.22,176.26,22.740000000000002,22.41,22.240000000000002,22.04,21.86,21.67,21.47,21.29,20.91,N/A,N/A -2012,4,11,5,30,101840,100660,99520,75.04,0,4.65,4.96,5.0200000000000005,5.04,5.05,5.0600000000000005,5.0600000000000005,5.0600000000000005,5.05,183.37,183.41,183.39000000000001,183.39000000000001,183.39000000000001,183.4,183.41,183.42000000000002,183.46,22.75,22.42,22.25,22.05,21.86,21.68,21.48,21.3,20.92,N/A,N/A -2012,4,11,6,30,101870,100700,99560,76.59,0,4.66,4.95,5.01,5.04,5.0600000000000005,5.0600000000000005,5.07,5.07,5.0600000000000005,187.05,187.05,187.05,187.06,187.06,187.05,187.05,187.05,187.06,22.73,22.39,22.21,22.01,21.82,21.63,21.44,21.25,20.87,N/A,N/A -2012,4,11,7,30,101900,100720,99580,78.19,0,4.74,5.05,5.11,5.14,5.16,5.17,5.17,5.17,5.17,188.93,189,189,189.01,189.01,189.01,189.01,189.02,189.02,22.69,22.34,22.16,21.96,21.77,21.580000000000002,21.38,21.2,20.81,N/A,N/A -2012,4,11,8,30,101900,100720,99580,79.56,0,4.19,4.43,4.49,4.51,4.5200000000000005,4.53,4.53,4.53,4.53,196.86,196.85,196.86,196.88,196.88,196.89000000000001,196.89000000000001,196.9,196.92000000000002,22.63,22.28,22.1,21.900000000000002,21.71,21.52,21.32,21.14,20.75,N/A,N/A -2012,4,11,9,30,101910,100730,99590,80.63,0,4.1,4.34,4.39,4.41,4.42,4.43,4.43,4.43,4.43,204.78,204.85,204.88,204.9,204.92000000000002,204.93,204.95000000000002,204.97,205.01,22.580000000000002,22.23,22.05,21.85,21.66,21.47,21.27,21.09,20.7,N/A,N/A -2012,4,11,10,30,101920,100750,99600,80.51,0,3.17,3.33,3.37,3.38,3.38,3.39,3.39,3.39,3.38,206.16,206.14000000000001,206.13,206.12,206.1,206.08,206.07,206.05,206.01,22.57,22.22,22.04,21.85,21.650000000000002,21.47,21.27,21.080000000000002,20.7,N/A,N/A -2012,4,11,11,30,101950,100770,99630,82.21000000000001,0,2.82,2.96,2.98,3,3,3.0100000000000002,3.0100000000000002,3.0100000000000002,3.0100000000000002,201.76,201.75,201.74,201.72,201.71,201.70000000000002,201.68,201.67000000000002,201.66,22.490000000000002,22.14,21.97,21.77,21.57,21.39,21.19,21,20.62,N/A,N/A -2012,4,11,12,30,101960,100780,99640,82.98,0,2.81,2.94,2.96,2.97,2.97,2.98,2.97,2.97,2.97,202.16,202.14000000000001,202.12,202.09,202.08,202.06,202.04,202.02,201.97,22.44,22.1,21.92,21.72,21.53,21.34,21.14,20.96,20.57,N/A,N/A -2012,4,11,13,30,101970,100790,99650,83.72,0,2.22,2.32,2.34,2.34,2.35,2.35,2.35,2.35,2.35,193.07,193.01,192.98000000000002,192.93,192.88,192.83,192.78,192.73000000000002,192.6,22.400000000000002,22.06,21.88,21.68,21.490000000000002,21.3,21.1,20.92,20.53,N/A,N/A -2012,4,11,14,30,102000,100830,99680,84.52,0,2.69,2.81,2.83,2.84,2.84,2.84,2.84,2.84,2.84,189.83,189.77,189.73,189.69,189.65,189.61,189.56,189.53,189.43,22.41,22.06,21.89,21.68,21.490000000000002,21.3,21.1,20.92,20.53,N/A,N/A -2012,4,11,15,30,102020,100840,99700,85.11,0,2.32,2.41,2.42,2.42,2.43,2.42,2.42,2.42,2.41,173.47,173.21,173.09,172.97,172.85,172.73,172.61,172.5,172.27,22.44,22.080000000000002,21.900000000000002,21.7,21.51,21.32,21.12,20.94,20.55,N/A,N/A -2012,4,11,16,30,102020,100840,99700,83.19,0,2.45,2.49,2.46,2.42,2.38,2.34,2.31,2.27,2.2,147.47,148.57,149.16,149.79,150.42000000000002,151.05,151.76,152.41,154.02,22.54,22.18,22,21.79,21.6,21.41,21.21,21.03,20.64,N/A,N/A -2012,4,11,17,30,102010,100830,99680,83.45,0,2.39,2.48,2.49,2.49,2.49,2.49,2.48,2.48,2.47,174.35,173.83,173.52,173.22,172.92000000000002,172.63,172.34,172.07,171.46,22.61,22.240000000000002,22.06,21.86,21.67,21.48,21.28,21.1,20.71,N/A,N/A -2012,4,11,18,30,102000,100820,99680,84.26,0,2.72,2.84,2.86,2.87,2.88,2.88,2.88,2.88,2.88,167.01,166.68,166.5,166.33,166.16,165.99,165.81,165.65,165.26,22.7,22.330000000000002,22.150000000000002,21.94,21.75,21.56,21.36,21.18,20.79,N/A,N/A -2012,4,11,19,30,101980,100800,99660,82.4,0,3.34,3.49,3.5100000000000002,3.5100000000000002,3.5100000000000002,3.5100000000000002,3.5,3.49,3.48,158.43,158.51,158.55,158.58,158.61,158.65,158.69,158.71,158.8,22.85,22.48,22.3,22.09,21.900000000000002,21.71,21.52,21.330000000000002,20.95,N/A,N/A -2012,4,11,20,30,101940,100760,99620,82.83,0,3.47,3.63,3.66,3.67,3.67,3.67,3.66,3.66,3.64,163.88,164.02,164.05,164.08,164.11,164.14000000000001,164.18,164.21,164.32,22.91,22.54,22.36,22.16,21.97,21.78,21.580000000000002,21.400000000000002,21.02,N/A,N/A -2012,4,11,21,30,101910,100740,99600,84.02,0,4.14,4.38,4.42,4.44,4.45,4.46,4.46,4.46,4.45,167.78,167.79,167.79,167.79,167.8,167.8,167.8,167.81,167.83,22.94,22.57,22.39,22.19,22,21.81,21.61,21.43,21.04,N/A,N/A -2012,4,11,22,30,101860,100690,99550,81.60000000000001,0,4.5600000000000005,4.82,4.87,4.89,4.89,4.89,4.89,4.88,4.86,171.4,171.46,171.47,171.49,171.5,171.51,171.52,171.53,171.58,22.95,22.61,22.43,22.23,22.04,21.85,21.66,21.47,21.09,N/A,N/A -2012,4,11,23,30,101820,100640,99500,81.47,0,5.72,6.1000000000000005,6.18,6.2,6.22,6.22,6.22,6.21,6.19,172.9,172.8,172.71,172.62,172.54,172.46,172.38,172.29,172.1,22.89,22.55,22.37,22.17,21.98,21.79,21.6,21.42,21.04,N/A,N/A -2012,4,12,0,30,101800,100620,99480,82.42,0,5.8,6.21,6.29,6.32,6.33,6.33,6.32,6.3100000000000005,6.2700000000000005,171.18,171.08,171.07,171.07,171.07,171.07,171.08,171.1,171.13,22.830000000000002,22.48,22.3,22.1,21.91,21.72,21.53,21.35,20.96,N/A,N/A -2012,4,12,1,30,101770,100600,99460,77.69,0,5.91,6.32,6.41,6.43,6.44,6.43,6.41,6.390000000000001,6.3,165.29,165.41,165.47,165.53,165.59,165.66,165.74,165.82,166.08,22.98,22.650000000000002,22.48,22.28,22.09,21.900000000000002,21.7,21.52,21.13,N/A,N/A -2012,4,12,2,30,101790,100610,99480,78.22,0,5.23,5.64,5.74,5.8,5.8500000000000005,5.88,5.92,5.95,6.04,174.69,174.15,173.85,173.57,173.29,173.02,172.70000000000002,172.4,171.55,22.98,22.650000000000002,22.47,22.28,22.09,21.900000000000002,21.71,21.53,21.17,N/A,N/A -2012,4,12,3,30,101800,100620,99480,75.73,0,5.22,5.62,5.72,5.79,5.83,5.87,5.91,5.95,6.0600000000000005,167.13,167.04,166.98,166.91,166.84,166.78,166.71,166.65,166.49,23.11,22.79,22.62,22.43,22.240000000000002,22.06,21.87,21.7,21.35,N/A,N/A -2012,4,12,4,30,101790,100620,99480,78.89,0,5.45,5.83,5.91,5.94,5.95,5.94,5.93,5.92,5.87,168.05,168.09,168.11,168.12,168.13,168.15,168.16,168.16,168.17000000000002,22.98,22.64,22.46,22.26,22.07,21.88,21.68,21.5,21.11,N/A,N/A -2012,4,12,5,30,101780,100610,99470,79.48,0,5.64,6.05,6.140000000000001,6.18,6.21,6.23,6.24,6.25,6.26,167.18,167.27,167.29,167.3,167.32,167.32,167.33,167.33,167.35,22.88,22.54,22.36,22.16,21.97,21.79,21.59,21.41,21.03,N/A,N/A -2012,4,12,6,30,101800,100620,99480,80.19,0,5.24,5.62,5.69,5.72,5.74,5.75,5.75,5.75,5.74,167.39000000000001,167.43,167.47,167.51,167.55,167.59,167.64000000000001,167.68,167.79,22.88,22.53,22.35,22.150000000000002,21.96,21.77,21.57,21.39,21,N/A,N/A -2012,4,12,7,30,101800,100630,99490,83.24,0,5.14,5.47,5.54,5.58,5.6000000000000005,5.61,5.62,5.62,5.65,175.74,175.8,175.81,175.84,175.86,175.89000000000001,175.92000000000002,175.96,176.06,22.72,22.36,22.19,21.990000000000002,21.79,21.61,21.42,21.23,20.86,N/A,N/A -2012,4,12,8,30,101800,100630,99490,83.93,0,5.21,5.5600000000000005,5.64,5.68,5.7,5.71,5.72,5.72,5.72,170.21,170.23,170.27,170.3,170.33,170.35,170.37,170.39000000000001,170.43,22.72,22.37,22.19,21.990000000000002,21.8,21.61,21.41,21.23,20.85,N/A,N/A -2012,4,12,9,30,101810,100630,99490,84.06,0,4.23,4.49,4.54,4.57,4.59,4.6000000000000005,4.61,4.61,4.62,155.81,155.92000000000002,156,156.08,156.15,156.21,156.28,156.35,156.48,22.7,22.35,22.17,21.97,21.78,21.59,21.39,21.21,20.82,N/A,N/A -2012,4,12,10,30,101790,100620,99480,84.35000000000001,0,4.43,4.71,4.7700000000000005,4.79,4.82,4.83,4.83,4.84,4.84,127.42,127.73,127.85000000000001,127.97,128.09,128.2,128.31,128.42000000000002,128.65,22.69,22.330000000000002,22.150000000000002,21.95,21.76,21.57,21.37,21.18,20.79,N/A,N/A -2012,4,12,11,30,101800,100620,99480,85.83,0,5.68,6.12,6.22,6.2700000000000005,6.3100000000000005,6.33,6.34,6.36,6.37,134.51,134.65,134.65,134.65,134.66,134.66,134.66,134.66,134.67000000000002,22.7,22.330000000000002,22.150000000000002,21.94,21.75,21.56,21.36,21.17,20.78,N/A,N/A -2012,4,12,12,30,101830,100660,99520,84.57000000000001,0,5.67,6.13,6.25,6.32,6.37,6.41,6.43,6.45,6.48,141.74,142.07,142.28,142.46,142.62,142.77,142.91,143.03,143.29,22.63,22.27,22.080000000000002,21.88,21.68,21.5,21.29,21.11,20.72,N/A,N/A -2012,4,12,13,30,101850,100670,99530,82.74,0,5.32,5.72,5.82,5.87,5.92,5.96,5.99,6.01,6.07,138.81,138.73,138.66,138.57,138.5,138.43,138.36,138.29,138.17000000000002,22.6,22.240000000000002,22.06,21.86,21.67,21.490000000000002,21.29,21.11,20.740000000000002,N/A,N/A -2012,4,12,14,30,101850,100680,99530,83.33,0,6.0200000000000005,6.48,6.6000000000000005,6.66,6.71,6.74,6.7700000000000005,6.79,6.83,135.38,135.48,135.5,135.5,135.5,135.49,135.48,135.47,135.43,22.75,22.38,22.2,22,21.81,21.62,21.42,21.240000000000002,20.85,N/A,N/A -2012,4,12,15,30,101880,100710,99570,83.26,0,5.89,6.33,6.43,6.49,6.5200000000000005,6.55,6.5600000000000005,6.58,6.59,138.20000000000002,138.16,138.16,138.17000000000002,138.18,138.21,138.25,138.28,138.36,22.82,22.45,22.27,22.07,21.88,21.68,21.490000000000002,21.3,20.91,N/A,N/A 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-2012,4,14,0,30,101530,100360,99230,87.7,0,10.39,11.55,11.86,12.05,12.19,12.290000000000001,12.370000000000001,12.43,12.51,143.11,143.28,143.35,143.41,143.46,143.51,143.56,143.6,143.69,23.84,23.53,23.35,23.16,22.97,22.78,22.59,22.400000000000002,22.01,N/A,N/A -2012,4,14,1,30,101510,100340,99210,85.64,0,11.18,12.41,12.700000000000001,12.88,13.01,13.09,13.15,13.19,13.24,144.36,144.52,144.59,144.66,144.73,144.8,144.88,144.95000000000002,145.11,23.82,23.5,23.330000000000002,23.13,22.94,22.76,22.56,22.38,21.990000000000002,N/A,N/A -2012,4,14,2,30,101530,100370,99230,86.14,0,11.57,12.870000000000001,13.21,13.41,13.55,13.65,13.73,13.790000000000001,13.86,149.61,149.64000000000001,149.67000000000002,149.69,149.72,149.74,149.75,149.77,149.81,23.8,23.48,23.31,23.11,22.91,22.73,22.53,22.35,21.96,N/A,N/A -2012,4,14,3,30,101540,100380,99250,85.58,0,11.3,12.57,12.9,13.1,13.25,13.35,13.43,13.49,13.57,150.6,150.61,150.64000000000001,150.67000000000002,150.70000000000002,150.74,150.77,150.81,150.89000000000001,23.75,23.42,23.25,23.05,22.86,22.67,22.47,22.29,21.900000000000002,N/A,N/A -2012,4,14,4,30,101540,100370,99240,85.33,0,11.35,12.55,12.870000000000001,13.05,13.18,13.280000000000001,13.35,13.41,13.49,150.5,150.97,151.17000000000002,151.35,151.51,151.66,151.8,151.93,152.20000000000002,23.72,23.39,23.22,23.02,22.82,22.63,22.43,22.25,21.86,N/A,N/A -2012,4,14,5,30,101510,100340,99210,83.65,0,12.040000000000001,13.4,13.75,13.96,14.1,14.21,14.280000000000001,14.33,14.4,155.98,155.87,155.8,155.71,155.64000000000001,155.55,155.47,155.4,155.23,23.69,23.35,23.18,22.98,22.79,22.6,22.400000000000002,22.22,21.830000000000002,N/A,N/A -2012,4,14,6,30,101520,100350,99220,84.08,0,11.76,13.19,13.59,13.85,14.05,14.21,14.33,14.44,14.6,155.85,155.8,155.76,155.71,155.65,155.58,155.51,155.44,155.27,23.650000000000002,23.38,23.23,23.04,22.86,22.69,22.5,22.32,21.95,N/A,N/A -2012,4,14,7,30,101540,100370,99240,85.32000000000001,0,11.38,12.73,13.1,13.33,13.51,13.64,13.74,13.82,13.94,151.32,151.47,151.56,151.65,151.75,151.83,151.92000000000002,152,152.17000000000002,23.580000000000002,23.3,23.13,22.95,22.76,22.580000000000002,22.38,22.2,21.82,N/A,N/A -2012,4,14,8,30,101520,100350,99220,85.67,0,11.96,13.370000000000001,13.75,14.01,14.200000000000001,14.35,14.48,14.59,14.8,156.97,157.05,157.09,157.11,157.13,157.14000000000001,157.14000000000001,157.14000000000001,157.13,23.5,23.21,23.05,22.87,22.68,22.5,22.31,22.13,21.76,N/A,N/A -2012,4,14,9,30,101510,100350,99210,86.04,0,11.39,12.75,13.120000000000001,13.36,13.540000000000001,13.68,13.780000000000001,13.870000000000001,14,154.24,154.13,154.14000000000001,154.18,154.21,154.26,154.31,154.37,154.51,23.44,23.14,22.98,22.79,22.6,22.42,22.22,22.04,21.66,N/A,N/A -2012,4,14,10,30,101520,100350,99220,86.06,0,11.41,12.700000000000001,13.06,13.290000000000001,13.46,13.6,13.71,13.81,14,155.78,155.76,155.78,155.8,155.82,155.83,155.85,155.87,155.9,23.41,23.11,22.95,22.76,22.580000000000002,22.39,22.2,22.03,21.650000000000002,N/A,N/A -2012,4,14,11,30,101520,100350,99220,87.16,0,12.11,13.49,13.85,14.06,14.21,14.32,14.39,14.450000000000001,14.51,154.99,155.06,155.1,155.15,155.19,155.22,155.25,155.29,155.35,23.26,22.94,22.77,22.57,22.37,22.19,21.990000000000002,21.8,21.41,N/A,N/A -2012,4,14,12,30,101530,100360,99230,87.32000000000001,0,12.17,13.6,13.98,14.22,14.4,14.540000000000001,14.63,14.72,14.83,152.8,152.88,152.95000000000002,153.01,153.07,153.13,153.19,153.25,153.38,23.29,22.97,22.8,22.6,22.41,22.22,22.03,21.84,21.46,N/A,N/A -2012,4,14,13,30,101550,100380,99250,86.85000000000001,0,11.64,12.96,13.31,13.530000000000001,13.700000000000001,13.83,13.950000000000001,14.05,14.25,152.31,152.51,152.6,152.70000000000002,152.8,152.9,153.01,153.12,153.36,23.31,23,22.84,22.650000000000002,22.46,22.28,22.09,21.92,21.55,N/A,N/A -2012,4,14,14,30,101580,100410,99280,86.02,0,11.47,12.69,13.030000000000001,13.24,13.41,13.540000000000001,13.67,13.790000000000001,14.08,154.12,154.45000000000002,154.6,154.76,154.92000000000002,155.08,155.25,155.42000000000002,155.82,23.41,23.12,22.96,22.77,22.6,22.42,22.240000000000002,22.07,21.73,N/A,N/A -2012,4,14,15,30,101600,100430,99300,86.44,0,12.11,13.51,13.89,14.120000000000001,14.290000000000001,14.42,14.52,14.61,14.74,152.28,152.53,152.64000000000001,152.75,152.86,152.96,153.07,153.17000000000002,153.4,23.41,23.11,22.95,22.75,22.57,22.39,22.2,22.02,21.650000000000002,N/A,N/A -2012,4,14,16,30,101590,100420,99280,84.75,0,10.98,12.21,12.540000000000001,12.75,12.9,13.02,13.11,13.200000000000001,13.34,154.15,154.31,154.37,154.45000000000002,154.52,154.6,154.69,154.77,154.97,23.490000000000002,23.2,23.04,22.85,22.66,22.48,22.29,22.11,21.73,N/A,N/A -2012,4,14,17,30,101580,100410,99280,82.73,0,11.19,12.41,12.73,12.93,13.07,13.17,13.25,13.32,13.43,153.93,154.03,154.08,154.13,154.17000000000002,154.21,154.26,154.31,154.43,23.55,23.27,23.11,22.92,22.73,22.55,22.37,22.19,21.82,N/A,N/A -2012,4,14,18,30,101570,100400,99270,81.85000000000001,0,11.290000000000001,12.65,13.01,13.25,13.42,13.540000000000001,13.63,13.71,13.81,150.85,150.61,150.55,150.51,150.47,150.44,150.41,150.39000000000001,150.36,23.63,23.34,23.18,22.990000000000002,22.8,22.61,22.42,22.23,21.85,N/A,N/A -2012,4,14,19,30,101550,100390,99250,81.73,0,11.89,13.21,13.56,13.77,13.91,14.01,14.08,14.13,14.19,148.36,148.34,148.39000000000001,148.42000000000002,148.46,148.49,148.52,148.56,148.63,23.63,23.36,23.2,23.01,22.82,22.64,22.45,22.27,21.900000000000002,N/A,N/A -2012,4,14,20,30,101500,100330,99200,81.73,0,11.34,12.6,12.94,13.16,13.32,13.450000000000001,13.56,13.65,13.84,148.78,149.18,149.35,149.53,149.70000000000002,149.86,150.04,150.22,150.6,23.6,23.330000000000002,23.17,22.98,22.81,22.63,22.44,22.27,21.91,N/A,N/A -2012,4,14,21,30,101450,100280,99150,82.18,0,11.21,12.56,12.92,13.17,13.35,13.5,13.63,13.74,13.94,150.3,150.38,150.45000000000002,150.53,150.6,150.67000000000002,150.74,150.81,150.98,23.580000000000002,23.31,23.150000000000002,22.96,22.78,22.6,22.41,22.23,21.86,N/A,N/A -2012,4,14,22,30,101400,100230,99100,83.08,0,11.3,12.65,13.01,13.26,13.46,13.61,13.75,13.88,14.13,149.64000000000001,149.85,149.97,150.09,150.22,150.34,150.47,150.59,150.89000000000001,23.52,23.240000000000002,23.080000000000002,22.900000000000002,22.72,22.54,22.35,22.18,21.81,N/A,N/A -2012,4,14,23,30,101350,100190,99060,83.53,0,11.94,13.44,13.84,14.13,14.35,14.530000000000001,14.67,14.8,15.01,148.63,148.66,148.71,148.76,148.82,148.87,148.92000000000002,148.97,149.08,23.47,23.19,23.02,22.830000000000002,22.650000000000002,22.47,22.27,22.09,21.72,N/A,N/A -2012,4,15,0,30,101290,100130,99000,83.85000000000001,0,11.78,13.290000000000001,13.700000000000001,14,14.23,14.43,14.6,14.75,15.02,148.75,148.95000000000002,149.07,149.18,149.29,149.4,149.51,149.62,149.85,23.46,23.17,23.01,22.82,22.64,22.46,22.27,22.09,21.72,N/A,N/A -2012,4,15,1,30,101250,100080,98950,84.37,0,13.21,14.870000000000001,15.32,15.63,15.85,16.02,16.15,16.25,16.41,148.41,148.29,148.28,148.28,148.29,148.29,148.31,148.32,148.36,23.43,23.13,22.96,22.77,22.580000000000002,22.39,22.2,22.01,21.63,N/A,N/A -2012,4,15,2,30,101230,100070,98940,84.38,0,12.790000000000001,14.32,14.74,15.030000000000001,15.24,15.4,15.540000000000001,15.66,15.870000000000001,148.67000000000002,148.82,148.92000000000002,149.03,149.13,149.23,149.33,149.43,149.65,23.45,23.16,22.990000000000002,22.8,22.62,22.44,22.240000000000002,22.07,21.69,N/A,N/A -2012,4,15,3,30,101200,100040,98910,86.22,0,13.030000000000001,14.56,14.96,15.23,15.42,15.58,15.700000000000001,15.81,16,148.44,148.59,148.68,148.78,148.88,148.98,149.09,149.20000000000002,149.46,23.34,23.03,22.87,22.67,22.490000000000002,22.3,22.11,21.93,21.56,N/A,N/A -2012,4,15,4,30,101170,100010,98880,87.37,0,13.48,15.11,15.55,15.84,16.05,16.21,16.34,16.45,16.62,150.97,151.04,151.08,151.13,151.18,151.23,151.28,151.34,151.46,23.26,22.95,22.78,22.580000000000002,22.39,22.21,22.01,21.830000000000002,21.46,N/A,N/A -2012,4,15,5,30,101150,99980,98850,87.91,0,13.290000000000001,14.89,15.32,15.6,15.81,15.98,16.11,16.22,16.42,154.05,154.16,154.23,154.3,154.36,154.43,154.49,154.56,154.73,23.25,22.93,22.76,22.57,22.38,22.19,22,21.82,21.44,N/A,N/A -2012,4,15,6,30,101140,99980,98850,89.04,0,13.07,14.59,15,15.27,15.46,15.610000000000001,15.73,15.84,16.02,155.13,155.24,155.3,155.38,155.45000000000002,155.52,155.6,155.68,155.87,23.23,22.91,22.73,22.54,22.35,22.16,21.97,21.79,21.42,N/A,N/A -2012,4,15,7,30,101120,99960,98830,90.39,0,13.47,15.09,15.52,15.8,16.01,16.17,16.3,16.4,16.57,157.41,157.57,157.65,157.73,157.81,157.88,157.97,158.05,158.24,23.22,22.89,22.71,22.51,22.32,22.13,21.94,21.75,21.37,N/A,N/A -2012,4,15,8,30,101100,99930,98800,90.98,0,13.42,15.040000000000001,15.47,15.76,15.97,16.14,16.27,16.38,16.55,161.84,161.76,161.76,161.75,161.76,161.76,161.78,161.8,161.84,23.240000000000002,22.91,22.73,22.54,22.34,22.16,21.96,21.78,21.39,N/A,N/A -2012,4,15,9,30,101110,99940,98810,89.89,0,13.73,15.39,15.85,16.16,16.39,16.56,16.7,16.82,17.02,162.26,162.43,162.49,162.55,162.6,162.64000000000001,162.69,162.73,162.83,23.27,22.95,22.78,22.580000000000002,22.39,22.2,22.01,21.830000000000002,21.44,N/A,N/A -2012,4,15,10,30,101060,99900,98770,91.04,0,13.93,15.56,16,16.29,16.5,16.68,16.82,16.95,17.2,159.98,160.17000000000002,160.26,160.36,160.46,160.56,160.68,160.79,161.08,23.28,22.96,22.79,22.59,22.400000000000002,22.22,22.03,21.85,21.48,N/A,N/A -2012,4,15,11,30,101090,99920,98800,91.33,0,12.700000000000001,14.280000000000001,14.72,15.040000000000001,15.290000000000001,15.5,15.700000000000001,15.870000000000001,16.23,159.70000000000002,159.87,159.98,160.1,160.22,160.34,160.48,160.61,160.92000000000002,23.35,23.05,22.88,22.69,22.5,22.32,22.13,21.96,21.59,N/A,N/A -2012,4,15,12,30,101100,99940,98810,90.96000000000001,0,12.16,13.68,14.09,14.4,14.65,14.870000000000001,15.07,15.25,15.66,161.41,161.51,161.6,161.70000000000002,161.8,161.89000000000001,162.01,162.12,162.38,23.42,23.12,22.95,22.76,22.580000000000002,22.400000000000002,22.21,22.04,21.67,N/A,N/A -2012,4,15,13,30,101120,99960,98840,88.99,0,12.25,13.82,14.34,14.780000000000001,15.19,15.58,16.04,16.490000000000002,17.650000000000002,161.47,161.75,161.93,162.12,162.32,162.52,162.75,162.97,163.53,23.59,23.32,23.17,23,22.84,22.67,22.51,22.36,22.06,N/A,N/A -2012,4,15,14,30,101170,100000,98880,85.85000000000001,0,11.790000000000001,13.3,13.790000000000001,14.21,14.59,14.97,15.38,15.77,16.64,157.88,158.22,158.48,158.78,159.1,159.45000000000002,159.86,160.26,161.16,23.81,23.57,23.43,23.26,23.1,22.94,22.77,22.62,22.3,N/A,N/A -2012,4,15,15,30,101160,100000,98870,87.2,0,12.08,13.620000000000001,14.09,14.47,14.81,15.11,15.42,15.72,16.44,157.96,158.20000000000002,158.35,158.54,158.74,158.96,159.22,159.47,160.11,23.78,23.52,23.37,23.19,23.02,22.84,22.67,22.5,22.16,N/A,N/A -2012,4,15,16,30,101180,100020,98900,86.16,0,10.15,11.97,12.780000000000001,13.58,14.08,14.38,14.77,15.17,15.88,160.08,160.57,161.06,161.83,162.28,162.49,162.62,162.71,163.01,23.95,23.740000000000002,23.6,23.43,23.25,23.080000000000002,22.91,22.77,22.44,N/A,N/A -2012,4,15,17,30,101230,100070,98940,85.46000000000001,0,11.28,12.790000000000001,13.280000000000001,13.67,13.99,14.27,14.530000000000001,14.76,15.200000000000001,163.53,163.67000000000002,163.78,163.89000000000001,164,164.11,164.23,164.34,164.6,24.14,23.93,23.79,23.62,23.45,23.29,23.11,22.95,22.6,N/A,N/A -2012,4,15,18,30,101230,100070,98950,87.96000000000001,0,10.76,12.16,12.620000000000001,12.98,13.280000000000001,13.55,13.790000000000001,14,14.42,161.53,161.66,161.81,161.97,162.12,162.27,162.43,162.58,162.91,24.07,23.85,23.71,23.53,23.37,23.2,23.02,22.85,22.5,N/A,N/A -2012,4,15,19,30,101240,100080,98950,90.34,0,11.16,12.6,13.06,13.43,13.72,13.99,14.23,14.450000000000001,14.870000000000001,165.27,165.52,165.62,165.77,165.91,166.06,166.23,166.39000000000001,166.77,24.02,23.79,23.650000000000002,23.47,23.3,23.13,22.95,22.79,22.44,N/A,N/A -2012,4,15,20,30,101200,100040,98920,91.57000000000001,0,10.71,12.16,12.64,13.040000000000001,13.36,13.65,13.91,14.15,14.6,165.42000000000002,165.55,165.67000000000002,165.8,165.93,166.06,166.20000000000002,166.34,166.64000000000001,24.04,23.82,23.68,23.5,23.34,23.17,22.990000000000002,22.82,22.48,N/A,N/A -2012,4,15,21,30,101200,100040,98910,91.95,0,9.86,11.16,11.59,11.94,12.23,12.49,12.74,12.97,13.41,163.6,163.94,164.12,164.32,164.54,164.77,165.03,165.28,165.9,23.990000000000002,23.76,23.62,23.45,23.29,23.12,22.95,22.79,22.47,N/A,N/A -2012,4,15,22,30,101180,100020,98890,91.83,0,10.450000000000001,11.8,12.23,12.57,12.86,13.11,13.34,13.56,13.97,163.93,164.33,164.51,164.72,164.94,165.16,165.42000000000002,165.67000000000002,166.28,23.93,23.69,23.54,23.37,23.2,23.03,22.86,22.69,22.35,N/A,N/A -2012,4,15,23,30,101190,100030,98910,90.91,0,9.71,10.97,11.4,11.74,12.030000000000001,12.280000000000001,12.52,12.73,13.14,163.52,163.65,163.78,163.93,164.08,164.24,164.41,164.57,164.95000000000002,23.92,23.68,23.54,23.36,23.2,23.02,22.85,22.68,22.330000000000002,N/A,N/A -2012,4,16,0,30,101180,100020,98890,91.73,0,9.09,10.44,10.96,11.39,11.75,12.06,12.34,12.59,13.030000000000001,162.53,162.8,162.99,163.17000000000002,163.36,163.57,163.8,164.03,164.54,23.82,23.580000000000002,23.44,23.27,23.1,22.94,22.76,22.59,22.25,N/A,N/A -2012,4,16,1,30,101190,100030,98910,91.87,0,8.97,10.66,11.370000000000001,11.91,12.32,12.66,12.97,13.25,13.76,158.97,160.26,160.9,161.08,161.22,161.33,161.5,161.66,162.08,23.81,23.55,23.41,23.26,23.11,22.95,22.77,22.61,22.26,N/A,N/A -2012,4,16,2,30,101210,100040,98920,92.29,0,9.27,11.18,11.84,12.07,12.4,12.8,13.16,13.49,14.07,161.69,162.52,162.94,163.16,163.4,163.67000000000002,163.88,164.07,164.55,23.740000000000002,23.5,23.35,23.16,23,22.85,22.68,22.53,22.19,N/A,N/A -2012,4,16,3,30,101210,100050,98930,92.65,0,9.71,11.040000000000001,11.58,12.21,12.72,13.16,13.33,13.4,14.11,162.68,163.09,163.44,163.91,164.3,164.62,164.76,164.83,165.61,23.66,23.400000000000002,23.25,23.09,22.92,22.75,22.57,22.39,22.080000000000002,N/A,N/A -2012,4,16,4,30,101260,100090,98970,92.38,0,9.14,10.24,10.6,10.93,11.24,11.55,11.94,12.35,13.24,162.79,163.03,163.20000000000002,163.43,163.68,163.95000000000002,164.31,164.67000000000002,165.4,23.62,23.35,23.19,23.01,22.84,22.66,22.490000000000002,22.330000000000002,21.990000000000002,N/A,N/A -2012,4,16,5,30,101270,100110,98980,91.8,0,8.92,9.94,10.26,10.52,10.77,11.02,11.33,11.64,12.71,165.83,166.01,166.15,166.32,166.5,166.70000000000002,166.96,167.22,168.01,23.59,23.31,23.150000000000002,22.97,22.79,22.62,22.44,22.28,21.96,N/A,N/A -2012,4,16,6,30,101320,100150,99020,90.28,0,9.01,9.99,10.27,10.49,10.68,10.86,11.07,11.28,12,169.88,169.94,170,170.09,170.19,170.3,170.44,170.58,171.08,23.68,23.39,23.23,23.04,22.87,22.69,22.51,22.35,22.03,N/A,N/A -2012,4,16,7,30,101370,100210,99080,89.4,0,7.98,8.83,9.07,9.25,9.4,9.540000000000001,9.700000000000001,9.86,10.38,173.70000000000002,173.78,173.8,173.84,173.89000000000001,173.94,174.01,174.09,174.32,23.73,23.45,23.28,23.09,22.91,22.740000000000002,22.55,22.38,22.04,N/A,N/A -2012,4,16,8,30,101410,100240,99110,90.19,0,6.8,7.44,7.61,7.72,7.8100000000000005,7.9,7.99,8.09,8.51,181.38,181.36,181.35,181.33,181.31,181.29,181.27,181.26,181.22,23.69,23.39,23.23,23.04,22.86,22.67,22.490000000000002,22.31,21.97,N/A,N/A -2012,4,16,9,30,101470,100310,99180,90.7,0,4.3100000000000005,4.67,4.7700000000000005,4.83,4.89,4.95,5.04,5.15,6.03,198.54,198.36,198.17000000000002,198,197.83,197.66,197.39000000000001,197.1,195.12,23.7,23.41,23.25,23.06,22.87,22.69,22.5,22.330000000000002,22.01,N/A,N/A -2012,4,16,10,30,101510,100350,99220,91.68,0,3.52,3.7600000000000002,3.81,3.83,3.84,3.85,3.85,3.85,5.72,198.31,198.33,198.35,198.36,198.34,198.31,198.31,198.31,194.76,23.67,23.38,23.21,23.02,22.830000000000002,22.64,22.45,22.27,22.05,N/A,N/A -2012,4,16,11,30,101580,100410,99280,92.14,0.7000000000000001,2.64,2.8000000000000003,2.84,2.87,3.22,3.9,4.33,4.64,5.1000000000000005,215.9,215.29,215.06,214.73000000000002,213,209.71,208.36,207.86,206.51,23.7,23.41,23.240000000000002,23.05,22.89,22.76,22.61,22.47,22.17,N/A,N/A -2012,4,16,12,30,101610,100440,99310,92.83,0.7000000000000001,2.24,2.45,2.62,3.06,3.37,3.5500000000000003,3.75,3.94,4.33,162.70000000000002,165.22,167.71,172.45000000000002,175.41,176.65,177.79,178.86,180.54,23.6,23.34,23.21,23.09,22.96,22.830000000000002,22.69,22.57,22.3,N/A,N/A -2012,4,16,13,30,101650,100480,99350,92.87,0,0.09,0.18,0.31,0.8200000000000001,1.32,1.54,1.78,2.02,2.52,138.62,163.83,179.74,188.9,196.3,197.08,197.78,198.45000000000002,199.37,23.6,23.31,23.18,23.06,22.93,22.79,22.66,22.53,22.28,N/A,N/A -2012,4,16,14,30,101710,100540,99410,93.01,0,1.93,2.0100000000000002,2,1.98,1.97,1.97,2.0100000000000002,2.04,2.18,91.69,93.91,95.55,97.91,102.3,108.16,115.37,122.52,133.86,23.66,23.36,23.2,23.01,22.84,22.67,22.51,22.35,22.07,N/A,N/A -2012,4,16,15,30,101710,100540,99410,94.17,0,0.64,0.58,0.48,0.34,0.34,0.43,0.61,0.87,1.41,62.22,63,70.75,87.04,112.5,152.32,167.96,176.64000000000001,179.85,23.52,23.240000000000002,23.13,23.06,22.990000000000002,22.92,22.84,22.76,22.580000000000002,N/A,N/A -2012,4,16,16,30,101690,100520,99390,94.29,0,1.17,1.19,1.18,1.17,1.16,1.16,1.17,1.19,1.33,77.13,81.73,84.85000000000001,88.59,92.66,97.05,103.04,109.22,126.10000000000001,23.6,23.28,23.12,22.93,22.75,22.580000000000002,22.400000000000002,22.240000000000002,21.94,N/A,N/A -2012,4,16,17,30,101660,100490,99360,91.8,1.1,0.93,0.92,0.9,0.88,0.85,0.84,0.81,0.8,0.75,41.63,45.21,47.34,49.660000000000004,52,54.34,57.04,59.58,66.3,23.79,23.47,23.3,23.1,22.91,22.73,22.54,22.36,21.98,N/A,N/A -2012,4,16,18,30,101690,100530,99400,92.07000000000001,0,1.33,1.3900000000000001,1.42,1.44,1.46,1.48,1.5,1.52,1.56,105.43,107.43,108.58,109.63,110.53,111.37,112.18,112.95,114.66,24.07,23.740000000000002,23.56,23.37,23.18,23,22.81,22.63,22.26,N/A,N/A -2012,4,16,19,30,101620,100460,99330,88.21000000000001,0,2.5100000000000002,2.66,2.72,2.7600000000000002,2.81,2.86,2.92,2.98,3.15,118.17,118.36,118.72,119.10000000000001,119.49000000000001,119.89,120.36,120.83,122.22,24.25,23.91,23.73,23.54,23.35,23.16,22.97,22.79,22.41,N/A,N/A -2012,4,16,20,30,101650,100490,99360,86.93,0,2.35,2.44,2.46,2.47,2.47,2.47,2.47,2.47,2.47,115.27,115.59,115.83,116.10000000000001,116.35000000000001,116.58,116.84,117.09,117.63,24.5,24.17,23.990000000000002,23.8,23.61,23.42,23.23,23.05,22.68,N/A,N/A -2012,4,16,21,30,101690,100520,99390,89.05,0,3.75,3.98,4.0200000000000005,4.03,4.0200000000000005,4.01,3.99,3.97,3.91,179.12,178.95000000000002,178.73,178.54,178.38,178.23,178.07,177.91,177.51,24.43,24.11,23.94,23.740000000000002,23.56,23.37,23.17,22.990000000000002,22.62,N/A,N/A -2012,4,16,22,30,101690,100520,99400,88.73,0,4.11,4.43,4.49,4.51,4.53,4.53,4.53,4.5200000000000005,4.5,244.24,244.75,244.89000000000001,245.05,245.20000000000002,245.34,245.5,245.65,246.01000000000002,24.46,24.16,24,23.8,23.61,23.43,23.240000000000002,23.06,22.68,N/A,N/A -2012,4,16,23,30,101630,100450,99320,85.44,0,7.21,7.5600000000000005,7.73,8.13,8.46,8.74,8.620000000000001,8.4,7.79,326.34000000000003,326.44,326.03000000000003,325.05,323.2,320.7,317.29,314.01,309.23,21.85,21.57,21.59,21.86,22.42,23.18,23.67,24.04,23.87,N/A,N/A -2012,4,17,0,30,101630,100450,99310,91.63,0,11.86,12.870000000000001,13.06,13.11,13.11,13.09,13.030000000000001,12.97,12.67,68.73,68.88,68.85000000000001,68.81,68.75,68.68,68.55,68.43,67.77,21.71,21.27,21.09,20.900000000000002,20.73,20.57,20.42,20.28,20.1,N/A,N/A -2012,4,17,1,30,101630,100460,99320,92.27,0,8.46,9.11,9.23,9.27,9.28,9.27,9.23,9.19,9.09,83.22,83.14,83.22,83.28,83.32000000000001,83.34,83.37,83.39,83.52,21.98,21.57,21.37,21.17,20.98,20.8,20.6,20.42,20.05,N/A,N/A -2012,4,17,2,30,101790,100610,99470,90.26,0,5.41,5.75,5.82,5.84,5.8500000000000005,5.8500000000000005,5.84,5.83,5.8,47.93,48.35,48.64,48.94,49.22,49.49,49.78,50.06,50.68,22.080000000000002,21.7,21.51,21.31,21.11,20.92,20.73,20.55,20.17,N/A,N/A -2012,4,17,3,30,101800,100620,99480,86.26,0,5.92,6.34,6.45,6.51,6.55,6.58,6.61,6.63,6.65,50.870000000000005,50.51,50.4,50.300000000000004,50.230000000000004,50.17,50.14,50.11,50.18,22.37,22,21.81,21.61,21.41,21.21,21.02,20.830000000000002,20.43,N/A,N/A -2012,4,17,4,30,101760,100590,99440,90.71000000000001,0,7.54,8.13,8.27,8.34,8.39,8.42,8.44,8.45,8.46,51.24,51.75,52.03,52.300000000000004,52.53,52.75,52.96,53.15,53.550000000000004,22,21.59,21.39,21.19,20.990000000000002,20.8,20.6,20.42,20.04,N/A,N/A -2012,4,17,5,30,101760,100590,99450,87.11,0,8.120000000000001,8.76,8.91,8.97,9,9.02,9.02,9.02,8.99,61.160000000000004,60.94,60.85,60.77,60.69,60.620000000000005,60.56,60.5,60.4,22.16,21.75,21.56,21.36,21.16,20.97,20.78,20.59,20.21,N/A,N/A -2012,4,17,6,30,101840,100660,99520,86.71000000000001,0,7.13,7.66,7.78,7.83,7.86,7.88,7.88,7.890000000000001,7.87,75.13,75.06,74.91,74.78,74.64,74.52,74.39,74.27,74.01,22.240000000000002,21.85,21.67,21.47,21.27,21.080000000000002,20.89,20.71,20.32,N/A,N/A -2012,4,17,7,30,101880,100690,99550,90.74,71.8,6.29,6.76,6.87,6.92,6.96,6.98,6.99,7,7,78.43,77.98,77.59,77.23,76.9,76.60000000000001,76.29,76,75.43,21.63,21.240000000000002,21.06,20.87,20.69,20.53,20.35,20.18,19.84,N/A,N/A -2012,4,17,8,30,101870,100690,99550,91.66,8.4,6.5200000000000005,7.04,7.15,7.21,7.24,7.2700000000000005,7.28,7.28,7.29,52.69,52.99,53.19,53.370000000000005,53.550000000000004,53.71,53.89,54.050000000000004,54.410000000000004,21.82,21.42,21.23,21.04,20.85,20.67,20.47,20.3,19.93,N/A,N/A -2012,4,17,9,30,101870,100690,99540,91.42,0,7.32,7.7700000000000005,7.82,7.8100000000000005,7.7700000000000005,7.72,7.65,7.58,7.390000000000001,24.12,24.34,24.53,24.740000000000002,24.96,25.19,25.490000000000002,25.79,26.7,21.3,20.87,20.67,20.47,20.28,20.1,19.91,19.740000000000002,19.38,N/A,N/A -2012,4,17,10,30,101890,100710,99560,91.85000000000001,47.2,7.46,7.94,8.05,8.09,8.11,8.11,8.1,8.09,8.08,24.62,25.16,25.490000000000002,25.86,26.25,26.650000000000002,27.16,27.66,29.26,21.13,20.69,20.5,20.3,20.12,19.94,19.75,19.580000000000002,19.22,N/A,N/A -2012,4,17,11,30,101850,100670,99520,94.06,11.4,6.88,7.36,7.47,7.53,7.58,7.61,7.640000000000001,7.66,7.73,82.26,81.55,81.07000000000001,80.54,80.01,79.49,78.94,78.42,77.27,21.17,20.740000000000002,20.55,20.35,20.16,19.98,19.79,19.61,19.22,N/A,N/A -2012,4,17,12,30,101940,100750,99600,89.69,0,4.39,4.59,4.63,4.64,4.65,4.64,4.64,4.63,4.61,91.41,91.5,91.63,91.74,91.83,91.91,92,92.07000000000001,92.21000000000001,20.990000000000002,20.580000000000002,20.39,20.18,19.990000000000002,19.8,19.61,19.43,19.05,N/A,N/A -2012,4,17,13,30,101920,100730,99580,93.03,30.400000000000002,8.64,9.370000000000001,9.48,9.53,9.55,9.540000000000001,9.52,9.49,9.4,17.67,18.06,18.25,18.44,18.66,18.86,19.11,19.35,19.96,20.54,20.06,19.85,19.650000000000002,19.45,19.27,19.07,18.89,18.53,N/A,N/A -2012,4,17,14,30,102010,100830,99670,91.16,0,9.5,10.21,10.36,10.41,10.43,10.42,10.39,10.36,10.27,16.56,16.84,16.96,17.07,17.18,17.29,17.41,17.53,17.85,20.580000000000002,20.080000000000002,19.88,19.67,19.47,19.29,19.09,18.92,18.56,N/A,N/A -2012,4,17,15,30,102070,100890,99740,88.59,0,8.35,8.96,9.11,9.17,9.200000000000001,9.22,9.23,9.23,9.21,25.02,25.04,25.01,24.96,24.92,24.87,24.82,24.78,24.68,21.01,20.55,20.35,20.14,19.95,19.76,19.56,19.38,19,N/A,N/A -2012,4,17,16,30,102080,100900,99750,83.55,0,7.07,7.62,7.76,7.84,7.9,7.930000000000001,7.96,7.99,8.01,36.71,36.38,36.13,35.89,35.67,35.45,35.24,35.04,34.61,21.79,21.38,21.19,20.98,20.78,20.59,20.39,20.21,19.82,N/A,N/A -2012,4,17,17,30,102060,100880,99730,79.61,0,5.49,5.89,6,6.0600000000000005,6.11,6.15,6.18,6.21,6.25,39.75,39.58,39.34,39.1,38.89,38.68,38.46,38.26,37.82,22.34,21.97,21.79,21.59,21.39,21.2,21,20.82,20.43,N/A,N/A -2012,4,17,18,30,102050,100870,99720,78.28,0,5.39,5.7700000000000005,5.86,5.91,5.94,5.97,5.98,5.99,6.01,76.49,75.96000000000001,75.52,75.12,74.75,74.41,74.06,73.73,73.02,22.75,22.39,22.22,22.01,21.82,21.63,21.43,21.25,20.87,N/A,N/A -2012,4,17,19,30,102060,100890,99740,79.86,0,4.75,5.05,5.14,5.19,5.22,5.24,5.26,5.2700000000000005,5.28,69.67,69.49,69.41,69.29,69.17,69.03,68.88,68.72,68.35000000000001,22.69,22.330000000000002,22.150000000000002,21.95,21.76,21.57,21.37,21.18,20.8,N/A,N/A -2012,4,17,20,30,101990,100810,99670,79.69,0,5.29,5.67,5.73,5.74,5.75,5.75,5.74,5.73,5.72,58.59,58.94,59.300000000000004,59.660000000000004,60,60.33,60.65,60.95,61.58,22.82,22.48,22.3,22.11,21.92,21.73,21.54,21.36,21,N/A,N/A -2012,4,17,21,30,101960,100780,99640,78.93,0,3.8000000000000003,4.09,4.18,4.25,4.32,4.38,4.46,4.5200000000000005,4.71,46.67,48.18,48.910000000000004,49.63,50.34,51.02,51.81,52.550000000000004,54.370000000000005,22.53,22.18,22,21.81,21.62,21.44,21.25,21.080000000000002,20.72,N/A,N/A -2012,4,17,22,30,101940,100770,99630,77.68,0,2.19,2.41,2.5100000000000002,2.6,2.68,2.75,2.83,2.91,3.08,73.85000000000001,73.93,73.92,73.87,73.8,73.73,73.61,73.49,73.17,22.97,22.650000000000002,22.48,22.29,22.1,21.92,21.73,21.55,21.18,N/A,N/A -2012,4,17,23,30,101920,100740,99610,74.23,0,3.23,3.54,3.64,3.73,3.79,3.85,3.91,3.96,4.05,80.96000000000001,81.10000000000001,81.10000000000001,81.05,81,80.93,80.84,80.75,80.51,23.39,23.080000000000002,22.91,22.72,22.53,22.34,22.150000000000002,21.97,21.580000000000002,N/A,N/A -2012,4,18,0,30,101900,100730,99590,70.55,0,4.34,4.94,5.15,5.34,5.5200000000000005,5.68,5.91,6.13,6.9,57.32,54.84,53.81,52.76,51.79,50.870000000000005,49.44,47.94,43.78,24.14,23.93,23.79,23.63,23.46,23.3,23.13,22.98,22.67,N/A,N/A -2012,4,18,1,30,101920,100750,99610,57.84,0,8.94,9.8,10,10.1,10.17,10.200000000000001,10.21,10.22,10.21,39.99,40.18,40.32,40.49,40.660000000000004,40.83,41.02,41.2,41.6,24.28,24.080000000000002,23.94,23.76,23.580000000000002,23.400000000000002,23.22,23.04,22.66,N/A,N/A -2012,4,18,2,30,101970,100790,99650,71.2,0,9.950000000000001,10.9,11.120000000000001,11.23,11.290000000000001,11.33,11.34,11.35,11.33,57.910000000000004,57.82,57.730000000000004,57.64,57.56,57.480000000000004,57.38,57.300000000000004,57.13,22.96,22.62,22.44,22.240000000000002,22.05,21.86,21.66,21.47,21.080000000000002,N/A,N/A -2012,4,18,3,30,102010,100830,99680,75.64,0,10.17,11.09,11.31,11.4,11.47,11.5,11.51,11.52,11.5,59.59,59.410000000000004,59.31,59.19,59.08,58.97,58.84,58.72,58.44,22.05,21.64,21.45,21.240000000000002,21.04,20.85,20.650000000000002,20.47,20.080000000000002,N/A,N/A 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-2012,4,18,14,30,102150,100950,99780,83.05,0,6.15,6.48,6.53,6.5600000000000005,6.5600000000000005,6.5600000000000005,6.55,6.54,6.5200000000000005,39.24,39.660000000000004,39.93,40.17,40.4,40.61,40.82,41.02,41.44,18.47,17.93,17.71,17.5,17.29,17.1,16.9,16.71,16.32,N/A,N/A -2012,4,18,15,30,102140,100940,99770,81.53,0,5.7,5.98,6.01,6.0200000000000005,6.01,5.99,5.97,5.95,5.9,34.53,34.93,35.160000000000004,35.39,35.61,35.81,36.03,36.22,36.65,18.52,18,17.78,17.57,17.36,17.17,16.97,16.78,16.39,N/A,N/A -2012,4,18,16,30,102130,100930,99760,73.96000000000001,0,5.19,5.44,5.48,5.49,5.5,5.49,5.49,5.48,5.45,26.42,26.54,26.64,26.740000000000002,26.830000000000002,26.92,27.01,27.1,27.3,18.75,18.25,18.04,17.830000000000002,17.63,17.44,17.240000000000002,17.05,16.67,N/A,N/A 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-2012,4,19,18,30,101520,100350,99210,68.3,0,3.49,3.66,3.69,3.7,3.71,3.72,3.72,3.73,3.73,166.8,166.57,166.4,166.22,166.06,165.9,165.74,165.6,165.31,22.17,21.79,21.61,21.400000000000002,21.21,21.02,20.81,20.63,20.240000000000002,N/A,N/A -2012,4,19,19,30,101490,100310,99170,69.58,0,2.98,3.16,3.21,3.25,3.2800000000000002,3.31,3.34,3.36,3.4,167.33,167.24,167.3,167.35,167.39000000000001,167.43,167.47,167.5,167.57,22.17,21.79,21.61,21.400000000000002,21.21,21.01,20.81,20.63,20.23,N/A,N/A -2012,4,19,20,30,101410,100240,99100,70.9,0,3.94,4.12,4.14,4.14,4.14,4.13,4.12,4.11,4.09,167.56,168.09,168.45000000000002,168.78,169.06,169.3,169.53,169.73,170.07,22.1,21.72,21.53,21.330000000000002,21.13,20.94,20.740000000000002,20.56,20.16,N/A,N/A -2012,4,19,21,30,101350,100180,99040,71.02,0,4.65,4.9,4.93,4.95,4.95,4.95,4.95,4.94,4.93,170.34,169.99,169.76,169.53,169.31,169.11,168.89000000000001,168.69,168.27,22.13,21.75,21.57,21.36,21.17,20.98,20.78,20.59,20.2,N/A,N/A -2012,4,19,22,30,101280,100110,98970,66.61,0,5.23,5.53,5.58,5.59,5.6000000000000005,5.6000000000000005,5.59,5.58,5.5600000000000005,161.41,161.78,161.96,162.11,162.25,162.38,162.5,162.61,162.83,22.25,21.88,21.69,21.490000000000002,21.29,21.1,20.900000000000002,20.72,20.32,N/A,N/A -2012,4,19,23,30,101230,100060,98920,71.8,0,5.13,5.5,5.58,5.64,5.68,5.71,5.73,5.75,5.78,160.68,160.93,161.02,161.07,161.12,161.16,161.19,161.22,161.26,22.12,21.73,21.55,21.34,21.14,20.96,20.75,20.56,20.17,N/A,N/A -2012,4,20,0,30,101170,100000,98860,72.21000000000001,0,5.84,6.25,6.34,6.4,6.43,6.46,6.48,6.49,6.5200000000000005,166.95000000000002,166.35,166,165.69,165.4,165.14000000000001,164.87,164.63,164.12,22.080000000000002,21.69,21.5,21.29,21.1,20.91,20.71,20.52,20.13,N/A,N/A -2012,4,20,1,30,101130,99960,98820,72.02,0,6.32,6.7,6.76,6.78,6.78,6.78,6.7700000000000005,6.76,6.74,175.6,174.59,174,173.42000000000002,172.87,172.35,171.83,171.34,170.32,21.98,21.57,21.39,21.18,20.990000000000002,20.79,20.59,20.41,20.02,N/A,N/A -2012,4,20,2,30,101140,99960,98830,71.97,0,7.55,8.120000000000001,8.24,8.290000000000001,8.31,8.31,8.31,8.3,8.27,154.97,155.34,155.63,155.93,156.21,156.47,156.75,157.02,157.57,22.12,21.72,21.53,21.32,21.12,20.93,20.73,20.54,20.150000000000002,N/A,N/A -2012,4,20,3,30,101110,99930,98800,72.01,0,7.930000000000001,8.51,8.620000000000001,8.66,8.69,8.69,8.69,8.69,8.66,171.83,171.37,171.18,171.01,170.86,170.72,170.58,170.45000000000002,170.19,22.05,21.650000000000002,21.46,21.25,21.05,20.86,20.66,20.48,20.09,N/A,N/A -2012,4,20,4,30,101100,99930,98790,79.19,0,6.48,6.96,7.07,7.13,7.17,7.19,7.21,7.22,7.22,176.44,176.14000000000001,175.98,175.84,175.72,175.61,175.49,175.39000000000001,175.19,21.96,21.55,21.36,21.16,20.96,20.77,20.56,20.38,19.98,N/A,N/A -2012,4,20,5,30,101070,99900,98760,75.7,0,8.15,8.88,9.06,9.18,9.26,9.33,9.38,9.41,9.48,169.52,170.88,171.46,171.97,172.4,172.77,173.12,173.44,174.02,22.28,21.88,21.69,21.490000000000002,21.28,21.09,20.89,20.7,20.31,N/A,N/A -2012,4,20,6,30,101060,99890,98750,75.60000000000001,0,8.33,9.040000000000001,9.22,9.32,9.39,9.450000000000001,9.49,9.52,9.59,180.58,180.68,180.78,180.87,180.94,181.01,181.07,181.12,181.22,22.25,21.830000000000002,21.650000000000002,21.44,21.240000000000002,21.05,20.85,20.67,20.28,N/A,N/A -2012,4,20,7,30,101060,99890,98750,76.09,0,8.25,8.91,9.07,9.14,9.19,9.22,9.23,9.24,9.23,186.47,186.70000000000002,186.73,186.71,186.69,186.65,186.6,186.56,186.45000000000002,22.38,21.97,21.78,21.57,21.38,21.18,20.98,20.79,20.400000000000002,N/A,N/A -2012,4,20,8,30,101030,99860,98730,75.19,0,8.33,9.06,9.24,9.34,9.41,9.46,9.49,9.52,9.56,185.17000000000002,185.19,185.17000000000002,185.13,185.08,185.03,184.98,184.92000000000002,184.82,22.38,21.98,21.79,21.59,21.39,21.2,21,20.81,20.42,N/A,N/A -2012,4,20,9,30,101040,99870,98740,74.14,0,8.26,8.9,9.040000000000001,9.1,9.14,9.16,9.17,9.17,9.16,189.29,189.38,189.6,189.86,190.09,190.32,190.56,190.78,191.24,22.62,22.22,22.04,21.830000000000002,21.63,21.44,21.240000000000002,21.05,20.66,N/A,N/A -2012,4,20,10,30,101030,99860,98730,76.22,0,6.62,7.13,7.26,7.34,7.4,7.44,7.48,7.51,7.5600000000000005,184.04,184.24,184.29,184.33,184.37,184.41,184.44,184.48,184.58,22.41,22.02,21.84,21.64,21.44,21.25,21.05,20.87,20.48,N/A,N/A -2012,4,20,11,30,101030,99870,98730,74.56,0,7.47,8.11,8.24,8.31,8.35,8.370000000000001,8.370000000000001,8.370000000000001,8.36,190.96,191.19,191.34,191.46,191.56,191.66,191.75,191.83,191.99,22.66,22.27,22.080000000000002,21.88,21.68,21.490000000000002,21.28,21.1,20.71,N/A,N/A -2012,4,20,12,30,101030,99860,98730,72.12,0,6.82,7.3100000000000005,7.43,7.48,7.5200000000000005,7.54,7.5600000000000005,7.57,7.58,189.11,188.99,188.92000000000002,188.88,188.84,188.8,188.77,188.74,188.69,22.41,22.02,21.830000000000002,21.63,21.44,21.25,21.05,20.86,20.48,N/A,N/A -2012,4,20,13,30,101140,99970,98830,71.5,0,3.29,3.52,3.59,3.63,3.67,3.7,3.73,3.75,3.8000000000000003,218.27,217.73000000000002,217.49,217.25,217.01,216.78,216.54,216.32,215.83,22.42,22.06,21.88,21.68,21.48,21.29,21.09,20.91,20.51,N/A,N/A -2012,4,20,14,30,101090,99920,98780,71.39,0,5.73,5.97,5.96,5.91,5.8500000000000005,5.8,5.74,5.69,5.57,188.33,187.78,187.48,187.18,186.9,186.64000000000001,186.36,186.11,185.6,22.39,22.01,21.830000000000002,21.63,21.43,21.240000000000002,21.04,20.86,20.47,N/A,N/A -2012,4,20,15,30,101110,99940,98810,71.81,0,5.16,5.49,5.57,5.61,5.63,5.65,5.66,5.67,5.69,179.73,179.6,179.62,179.65,179.70000000000002,179.74,179.8,179.86,180,22.51,22.14,21.95,21.75,21.55,21.36,21.16,20.98,20.59,N/A,N/A -2012,4,20,16,30,101130,99960,98830,72.69,0,4.36,4.65,4.74,4.8,4.84,4.87,4.9,4.92,4.96,186.3,186.22,186.11,186.01,185.91,185.81,185.71,185.62,185.4,22.66,22.3,22.11,21.91,21.72,21.52,21.32,21.14,20.740000000000002,N/A,N/A -2012,4,20,17,30,101190,100020,98890,71.45,0,2.7600000000000002,2.91,2.95,2.98,3.0100000000000002,3.0300000000000002,3.0500000000000003,3.06,3.09,214.08,214.18,214.11,214.04,213.97,213.92000000000002,213.84,213.78,213.66,22.77,22.41,22.23,22.03,21.84,21.650000000000002,21.45,21.26,20.87,N/A,N/A -2012,4,20,18,30,101170,100000,98870,68.64,0,2.56,2.66,2.68,2.68,2.68,2.68,2.67,2.67,2.66,214.39000000000001,213.5,212.95000000000002,212.43,211.96,211.52,211.06,210.66,209.82,22.900000000000002,22.54,22.36,22.16,21.96,21.77,21.57,21.39,21,N/A,N/A -2012,4,20,19,30,101090,99920,98790,69.82000000000001,0,2.95,3.1,3.14,3.17,3.19,3.21,3.22,3.24,3.27,176.64000000000001,177.75,178.42000000000002,179.02,179.53,179.99,180.43,180.84,181.6,22.89,22.52,22.34,22.13,21.94,21.75,21.55,21.36,20.97,N/A,N/A -2012,4,20,20,30,101040,99880,98750,73.31,0,4.01,4.24,4.29,4.32,4.33,4.3500000000000005,4.3500000000000005,4.36,4.37,180.87,180.69,180.58,180.48,180.38,180.27,180.18,180.09,179.9,22.92,22.55,22.37,22.17,21.97,21.78,21.580000000000002,21.39,21,N/A,N/A -2012,4,20,21,30,101030,99860,98730,68.97,0,3.43,3.61,3.65,3.67,3.67,3.68,3.68,3.69,3.68,179.97,180.64000000000001,181,181.35,181.67000000000002,181.98,182.31,182.61,183.27,23.04,22.69,22.51,22.31,22.12,21.93,21.73,21.55,21.17,N/A,N/A -2012,4,20,22,30,100950,99780,98650,68.57000000000001,0,3.95,4.17,4.21,4.23,4.24,4.24,4.24,4.23,4.22,180.48,180.92000000000002,181.02,181.13,181.24,181.35,181.47,181.58,181.83,23.11,22.76,22.59,22.39,22.19,22.01,21.81,21.63,21.240000000000002,N/A,N/A -2012,4,20,23,30,101130,99950,98800,87.69,22.3,15.16,16.28,16.46,16.45,16.37,16.27,16.1,15.94,15.48,306.59000000000003,306.08,305.68,305.2,304.64,304.07,303.3,302.55,300.36,19.91,19.3,19.1,18.94,18.8,18.67,18.56,18.47,18.32,N/A,N/A -2012,4,21,0,30,101020,99840,98690,85.01,7,5.51,5.86,5.97,6.05,6.12,6.18,6.26,6.33,6.6000000000000005,343.54,343.17,342.83,342.49,342.13,341.78000000000003,341.36,340.96,339.89,19.77,19.3,19.1,18.91,18.72,18.54,18.36,18.2,17.89,N/A,N/A -2012,4,21,1,30,100980,99800,98660,82.10000000000001,0,1.56,1.72,1.78,1.84,1.9100000000000001,1.98,2.08,2.19,2.7600000000000002,314.47,314.83,315.65000000000003,316.5,317.43,318.39,319.65000000000003,320.92,325.75,20.57,20.19,20.01,19.82,19.64,19.47,19.3,19.14,18.94,N/A,N/A -2012,4,21,2,30,101060,99890,98740,82.91,0,5.3,5.65,5.73,5.79,5.84,5.87,5.91,5.94,6.01,279.03000000000003,279.15000000000003,279.26,279.41,279.56,279.71,279.90000000000003,280.07,280.47,20.490000000000002,20.04,19.84,19.63,19.43,19.240000000000002,19.04,18.86,18.48,N/A,N/A -2012,4,21,3,30,101100,99920,98780,73.69,0,9.59,10.31,10.46,10.52,10.55,10.56,10.56,10.55,10.52,331.28000000000003,331.26,331.18,331.11,331.04,330.98,330.92,330.87,330.79,21,20.5,20.29,20.07,19.87,19.67,19.47,19.28,18.89,N/A,N/A -2012,4,21,4,30,101090,99910,98760,84.67,0,9.4,10.22,10.42,10.53,10.61,10.66,10.69,10.72,10.74,344.79,345.11,345.13,345.13,345.12,345.11,345.09000000000003,345.07,345.03000000000003,20.11,19.56,19.34,19.11,18.900000000000002,18.7,18.490000000000002,18.3,17.900000000000002,N/A,N/A -2012,4,21,5,30,101090,99900,98760,85.69,0,10.950000000000001,11.92,12.15,12.280000000000001,12.36,12.41,12.450000000000001,12.48,12.5,346.26,346.54,346.62,346.67,346.71,346.74,346.76,346.77,346.78000000000003,19.66,19.07,18.84,18.61,18.400000000000002,18.21,18,17.81,17.42,N/A,N/A -2012,4,21,6,30,101110,99920,98770,81.02,0,12.86,14.16,14.51,14.72,14.870000000000001,14.98,15.07,15.15,15.26,354.8,355.04,355.16,355.26,355.36,355.46,355.55,355.63,355.81,19.35,18.71,18.47,18.240000000000002,18.02,17.82,17.61,17.42,17.03,N/A,N/A -2012,4,21,7,30,101150,99970,98810,80,0,13.73,15.15,15.55,15.8,15.98,16.13,16.240000000000002,16.34,16.52,358.11,358.29,358.40000000000003,358.51,358.6,358.69,358.79,358.88,359.08,19,18.32,18.07,17.84,17.62,17.42,17.21,17.02,16.63,N/A,N/A -2012,4,21,8,30,101130,99940,98790,79.32000000000001,0,14.43,15.96,16.37,16.62,16.8,16.94,17.04,17.14,17.27,357,357.05,357.09000000000003,357.12,357.15000000000003,357.18,357.21,357.23,357.29,18.93,18.240000000000002,17.990000000000002,17.75,17.53,17.32,17.1,16.91,16.5,N/A,N/A -2012,4,21,9,30,101160,99970,98810,81.19,0,14.32,15.780000000000001,16.17,16.4,16.56,16.68,16.76,16.84,16.93,357.49,357.40000000000003,357.37,357.36,357.36,357.36,357.36,357.36,357.39,18.59,17.88,17.62,17.38,17.150000000000002,16.94,16.73,16.52,16.12,N/A,N/A -2012,4,21,10,30,101190,100000,98840,81.93,0,14.21,15.63,15.99,16.2,16.34,16.44,16.5,16.56,16.63,359.41,359.62,359.71,359.8,359.88,359.96,0.04,0.12,0.28,18.03,17.28,17.02,16.77,16.55,16.34,16.12,15.92,15.52,N/A,N/A -2012,4,21,11,30,101200,100010,98850,81.87,0,14.36,15.8,16.15,16.35,16.490000000000002,16.59,16.66,16.71,16.78,357.44,357.61,357.72,357.83,357.94,358.04,358.15000000000003,358.26,358.48,17.51,16.740000000000002,16.47,16.22,15.99,15.790000000000001,15.57,15.370000000000001,14.97,N/A,N/A -2012,4,21,12,30,101210,100010,98850,81.58,0,14.370000000000001,15.8,16.15,16.35,16.48,16.580000000000002,16.65,16.71,16.78,359.3,359.53000000000003,359.65000000000003,359.76,359.88,359.98,0.1,0.21,0.45,17.12,16.32,16.04,15.8,15.57,15.370000000000001,15.15,14.96,14.56,N/A,N/A -2012,4,21,13,30,101230,100030,98870,80.36,0,13.540000000000001,14.82,15.13,15.3,15.42,15.51,15.57,15.620000000000001,15.700000000000001,359.88,0.16,0.32,0.48,0.64,0.78,0.93,1.07,1.36,16.67,15.870000000000001,15.6,15.36,15.14,14.93,14.72,14.530000000000001,14.14,N/A,N/A -2012,4,21,14,30,101280,100080,98910,77.5,0,12.26,13.34,13.59,13.74,13.83,13.9,13.950000000000001,13.99,14.040000000000001,353.92,354.08,354.19,354.29,354.39,354.47,354.57,354.67,354.85,16.6,15.84,15.57,15.33,15.11,14.9,14.69,14.49,14.09,N/A,N/A -2012,4,21,15,30,101330,100130,98960,75.14,0,11.28,12.22,12.43,12.56,12.63,12.69,12.72,12.75,12.790000000000001,351.90000000000003,352.1,352.23,352.36,352.47,352.58,352.69,352.79,353,16.71,15.98,15.72,15.48,15.25,15.040000000000001,14.83,14.63,14.23,N/A,N/A -2012,4,21,16,30,101330,100130,98960,71.28,0,11.15,12.08,12.290000000000001,12.4,12.48,12.530000000000001,12.56,12.59,12.620000000000001,347.29,347.55,347.72,347.88,348.02,348.16,348.3,348.43,348.68,17.3,16.6,16.35,16.11,15.89,15.69,15.47,15.27,14.870000000000001,N/A,N/A -2012,4,21,17,30,101330,100130,98970,66.38,0,11.33,12.33,12.57,12.71,12.8,12.870000000000001,12.92,12.96,13.02,348.02,348.1,348.16,348.2,348.24,348.29,348.34000000000003,348.39,348.49,18.34,17.69,17.45,17.22,17,16.8,16.580000000000002,16.39,15.99,N/A,N/A -2012,4,21,18,30,101310,100120,98970,61.730000000000004,0,11.27,12.31,12.56,12.700000000000001,12.8,12.88,12.93,12.98,13.040000000000001,345.45,345.7,345.85,345.98,346.11,346.22,346.34000000000003,346.44,346.66,19.400000000000002,18.81,18.580000000000002,18.36,18.14,17.95,17.740000000000002,17.54,17.14,N/A,N/A -2012,4,21,19,30,101310,100120,98970,59.050000000000004,0,10.78,11.78,12.030000000000001,12.18,12.290000000000001,12.370000000000001,12.43,12.48,12.56,344.58,344.98,345.22,345.45,345.65000000000003,345.84000000000003,346.02,346.2,346.53000000000003,20.31,19.77,19.55,19.34,19.13,18.93,18.72,18.53,18.13,N/A,N/A -2012,4,21,20,30,101280,100090,98950,56.26,0,10.71,11.72,11.98,12.13,12.24,12.33,12.39,12.44,12.52,344.56,344.92,345.14,345.34000000000003,345.54,345.71,345.88,346.02,346.32,21.07,20.580000000000002,20.37,20.16,19.95,19.76,19.55,19.36,18.96,N/A,N/A -2012,4,21,21,30,101270,100090,98950,54.410000000000004,0,10.5,11.5,11.76,11.92,12.040000000000001,12.120000000000001,12.19,12.25,12.33,344.56,344.96,345.2,345.43,345.63,345.81,345.99,346.15000000000003,346.46,21.61,21.16,20.96,20.740000000000002,20.54,20.35,20.14,19.95,19.55,N/A,N/A -2012,4,21,22,30,101270,100090,98950,55.230000000000004,0,10.18,11.14,11.38,11.53,11.63,11.71,11.77,11.82,11.89,344,344.44,344.71,344.97,345.2,345.42,345.62,345.82,346.18,21.96,21.53,21.330000000000002,21.13,20.92,20.73,20.53,20.34,19.94,N/A,N/A 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-2012,4,24,8,30,101850,100660,99500,54.93,0,2,2.04,2.0300000000000002,2.02,2,1.98,1.96,1.94,1.9000000000000001,128.27,129.02,129.42000000000002,129.81,130.19,130.54,130.92000000000002,131.27,132,20.93,20.59,20.41,20.21,20.01,19.830000000000002,19.62,19.44,19.05,N/A,N/A -2012,4,24,9,30,101860,100670,99520,58.06,0,2.27,2.35,2.36,2.36,2.35,2.35,2.34,2.33,2.32,161.92000000000002,162.17000000000002,162.21,162.25,162.29,162.33,162.36,162.39000000000001,162.48,20.88,20.53,20.35,20.14,19.95,19.76,19.56,19.37,18.98,N/A,N/A -2012,4,24,10,30,101860,100670,99520,59.67,0,2.2800000000000002,2.38,2.4,2.4,2.41,2.42,2.42,2.42,2.42,183.78,183.98,184.07,184.14000000000001,184.20000000000002,184.24,184.27,184.29,184.27,20.78,20.42,20.240000000000002,20.04,19.84,19.66,19.45,19.27,18.88,N/A,N/A -2012,4,24,11,30,101850,100660,99510,61.02,0,2.57,2.67,2.68,2.69,2.69,2.68,2.68,2.68,2.66,174.69,175.61,176.16,176.71,177.21,177.68,178.18,178.64000000000001,179.59,20.81,20.45,20.27,20.07,19.87,19.68,19.48,19.3,18.900000000000002,N/A,N/A -2012,4,24,12,30,101880,100690,99540,68.88,0,3.68,3.85,3.85,3.85,3.84,3.83,3.81,3.8000000000000003,3.77,196.27,195.64000000000001,195.19,194.75,194.32,193.91,193.48000000000002,193.08,192.24,20.7,20.330000000000002,20.14,19.94,19.740000000000002,19.55,19.35,19.17,18.77,N/A,N/A -2012,4,24,13,30,101890,100700,99550,69.46000000000001,0,4,4.19,4.21,4.22,4.21,4.21,4.19,4.18,4.15,184.94,185.55,185.94,186.28,186.6,186.88,187.17000000000002,187.43,187.95000000000002,20.7,20.32,20.13,19.93,19.73,19.55,19.34,19.150000000000002,18.76,N/A,N/A -2012,4,24,14,30,101930,100740,99580,67.3,0,3.69,3.9,3.94,3.96,3.98,4,4.01,4.0200000000000005,4.03,193.21,192.66,192.33,192.01,191.72,191.44,191.15,190.89000000000001,190.33,20.79,20.42,20.23,20.03,19.84,19.650000000000002,19.44,19.26,18.86,N/A,N/A -2012,4,24,15,30,101930,100750,99590,67.02,0,3.95,4.16,4.19,4.21,4.23,4.24,4.24,4.24,4.25,189.74,189.09,188.68,188.29,187.93,187.6,187.27,186.97,186.37,20.87,20.490000000000002,20.31,20.11,19.91,19.72,19.52,19.330000000000002,18.94,N/A,N/A -2012,4,24,16,30,101920,100740,99580,64.4,0,3.85,4.0600000000000005,4.09,4.11,4.12,4.13,4.13,4.14,4.14,179.04,179.32,179.53,179.75,179.95000000000002,180.14000000000001,180.35,180.54,180.94,20.95,20.580000000000002,20.39,20.19,19.990000000000002,19.81,19.6,19.42,19.03,N/A,N/A -2012,4,24,17,30,101900,100710,99560,63.85,0,4.78,5.04,5.08,5.08,5.08,5.08,5.07,5.05,5.03,171.97,172.77,173.21,173.61,173.98,174.33,174.68,174.99,175.65,21.06,20.68,20.490000000000002,20.29,20.09,19.91,19.7,19.51,19.12,N/A,N/A -2012,4,24,18,30,101870,100680,99530,64.43,0,4.45,4.7,4.75,4.78,4.79,4.8,4.8,4.8100000000000005,4.8100000000000005,181.54,181.6,181.53,181.42000000000002,181.31,181.19,181.05,180.91,180.6,21.14,20.77,20.580000000000002,20.38,20.18,19.990000000000002,19.79,19.61,19.21,N/A,N/A -2012,4,24,19,30,101830,100640,99500,70.73,0,5.9,6.29,6.37,6.41,6.42,6.43,6.44,6.44,6.43,181.53,181.92000000000002,182.11,182.3,182.47,182.62,182.77,182.92000000000002,183.21,21.080000000000002,20.69,20.51,20.31,20.11,19.92,19.72,19.53,19.14,N/A,N/A -2012,4,24,20,30,101780,100600,99450,71.2,0,5.88,6.2700000000000005,6.34,6.36,6.37,6.38,6.37,6.36,6.33,179.79,179.96,180.07,180.20000000000002,180.31,180.42000000000002,180.53,180.64000000000001,180.85,21.12,20.73,20.54,20.34,20.14,19.95,19.75,19.57,19.17,N/A,N/A 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-2012,4,25,13,30,101540,100370,99230,82.06,0,8.950000000000001,9.86,10.1,10.24,10.33,10.4,10.450000000000001,10.49,10.540000000000001,196.56,196.57,196.58,196.58,196.59,196.59,196.59,196.59,196.58,22.240000000000002,21.92,21.75,21.55,21.36,21.17,20.97,20.79,20.400000000000002,N/A,N/A -2012,4,25,14,30,101560,100390,99250,84.23,0,8.55,9.31,9.49,9.57,9.620000000000001,9.64,9.65,9.66,9.65,194.31,194.22,194.24,194.28,194.33,194.37,194.42000000000002,194.47,194.63,22.26,21.94,21.77,21.57,21.38,21.2,21.01,20.830000000000002,20.45,N/A,N/A -2012,4,25,15,30,101570,100390,99250,84.24,0,8.39,9.23,9.42,9.540000000000001,9.61,9.67,9.71,9.74,9.81,194.26,194.49,194.57,194.65,194.73000000000002,194.81,194.9,194.99,195.21,22.38,22.07,21.900000000000002,21.71,21.52,21.34,21.14,20.97,20.59,N/A,N/A -2012,4,25,16,30,101600,100420,99290,84.78,0,8.55,9.47,9.69,9.83,9.93,10,10.05,10.1,10.16,193.6,193.82,193.94,194.05,194.16,194.27,194.39000000000001,194.49,194.73000000000002,22.48,22.17,22,21.81,21.62,21.43,21.240000000000002,21.06,20.67,N/A,N/A -2012,4,25,17,30,101580,100400,99270,84.66,0,8.59,9.51,9.74,9.88,9.98,10.06,10.120000000000001,10.16,10.24,197.42000000000002,197.58,197.69,197.8,197.91,198.02,198.12,198.22,198.44,22.56,22.26,22.1,21.900000000000002,21.72,21.53,21.34,21.16,20.77,N/A,N/A -2012,4,25,18,30,101580,100400,99270,86.44,0,8.82,9.74,9.97,10.11,10.21,10.27,10.31,10.33,10.35,197.69,197.6,197.6,197.61,197.62,197.63,197.63,197.64000000000001,197.64000000000001,22.6,22.3,22.13,21.93,21.740000000000002,21.55,21.36,21.17,20.78,N/A,N/A -2012,4,25,19,30,101580,100410,99270,86.37,0,8.17,8.99,9.19,9.3,9.370000000000001,9.42,9.450000000000001,9.47,9.49,195.55,195.6,195.67000000000002,195.74,195.8,195.86,195.92000000000002,195.97,196.09,22.66,22.36,22.19,22,21.81,21.63,21.43,21.25,20.87,N/A,N/A -2012,4,25,20,30,101530,100360,99220,86.83,0,8.42,9.290000000000001,9.51,9.63,9.72,9.790000000000001,9.83,9.870000000000001,9.91,194.51,194.69,194.78,194.87,194.96,195.04,195.12,195.21,195.4,22.68,22.39,22.22,22.03,21.84,21.66,21.46,21.28,20.900000000000002,N/A,N/A -2012,4,25,21,30,101490,100320,99180,87.45,0,9.27,10.28,10.540000000000001,10.700000000000001,10.81,10.9,10.950000000000001,11,11.05,192.84,192.95000000000002,193.02,193.1,193.17000000000002,193.24,193.31,193.38,193.52,22.68,22.400000000000002,22.23,22.04,21.85,21.67,21.47,21.29,20.900000000000002,N/A,N/A -2012,4,25,22,30,101470,100300,99160,87.47,0,8.86,9.82,10.08,10.24,10.35,10.44,10.5,10.55,10.620000000000001,189.56,189.55,189.61,189.66,189.72,189.77,189.83,189.88,190,22.68,22.400000000000002,22.23,22.04,21.86,21.67,21.48,21.3,20.92,N/A,N/A -2012,4,25,23,30,101430,100260,99130,87.85000000000001,0,9.1,10.09,10.32,10.48,10.58,10.66,10.72,10.78,10.86,188.14000000000001,188.21,188.25,188.29,188.33,188.37,188.42000000000002,188.47,188.59,22.650000000000002,22.36,22.2,22.01,21.82,21.64,21.45,21.27,20.89,N/A,N/A -2012,4,26,0,30,101390,100220,99080,88.10000000000001,0,9.540000000000001,10.620000000000001,10.89,11.07,11.200000000000001,11.290000000000001,11.36,11.41,11.49,187.76,187.77,187.81,187.86,187.91,187.95000000000002,188.01,188.05,188.17000000000002,22.6,22.31,22.14,21.95,21.76,21.580000000000002,21.39,21.21,20.82,N/A,N/A -2012,4,26,1,30,101360,100190,99060,86.26,0,10,11.08,11.370000000000001,11.55,11.68,11.78,11.86,11.92,12.030000000000001,186.67000000000002,186.47,186.42000000000002,186.37,186.34,186.33,186.32,186.32,186.36,22.67,22.400000000000002,22.240000000000002,22.05,21.87,21.69,21.5,21.32,20.95,N/A,N/A -2012,4,26,2,30,101350,100180,99050,85.7,0,10.19,11.41,11.73,11.96,12.14,12.280000000000001,12.41,12.530000000000001,12.76,185.78,185.97,186.04,186.11,186.19,186.26,186.33,186.4,186.55,22.7,22.44,22.28,22.09,21.91,21.740000000000002,21.55,21.38,21.01,N/A,N/A -2012,4,26,3,30,101330,100160,99030,85.24,0,9.620000000000001,10.63,10.93,11.16,11.4,11.64,11.950000000000001,12.27,13.030000000000001,186.38,186.62,186.78,186.97,187.19,187.43,187.73,188.04,188.6,22.73,22.490000000000002,22.35,22.19,22.03,21.89,21.75,21.62,21.35,N/A,N/A -2012,4,26,4,30,101320,100150,99010,85.54,0,11.35,12.75,13.13,13.39,13.61,13.780000000000001,13.93,14.06,14.290000000000001,184.54,184.88,185.06,185.26,185.45000000000002,185.63,185.8,185.95000000000002,186.3,22.72,22.46,22.3,22.12,21.93,21.76,21.57,21.39,21.02,N/A,N/A -2012,4,26,5,30,101320,100150,99020,84.51,0,11.120000000000001,12.5,12.870000000000001,13.14,13.34,13.49,13.61,13.700000000000001,13.89,189.42000000000002,188.95000000000002,188.81,188.66,188.55,188.44,188.34,188.25,188.07,22.81,22.55,22.39,22.2,22.02,21.830000000000002,21.64,21.46,21.07,N/A,N/A -2012,4,26,6,30,101330,100160,99020,85.54,0,11.6,13.05,13.44,13.71,13.9,14.040000000000001,14.13,14.21,14.290000000000001,188.9,188.71,188.66,188.61,188.59,188.56,188.56,188.56,188.59,22.84,22.55,22.38,22.19,22,21.81,21.61,21.43,21.04,N/A,N/A -2012,4,26,7,30,101340,100170,99030,86.01,0,10.78,11.94,12.26,12.47,12.63,12.77,12.9,13.030000000000001,13.46,189.59,189.49,189.5,189.5,189.51,189.52,189.54,189.57,189.87,22.91,22.64,22.48,22.3,22.13,21.96,21.79,21.63,21.36,N/A,N/A -2012,4,26,8,30,101330,100160,99020,88.12,0,11.28,12.63,13.01,13.27,13.46,13.61,13.72,13.81,13.950000000000001,192.33,192.27,192.24,192.22,192.22,192.22,192.23000000000002,192.26,192.35,22.830000000000002,22.55,22.38,22.19,22,21.82,21.63,21.45,21.07,N/A,N/A -2012,4,26,9,30,101320,100160,99020,88.81,0,11.11,12.34,12.67,12.91,13.11,13.280000000000001,13.46,13.64,14.13,192,192.5,192.71,192.94,193.18,193.43,193.72,194.01,194.78,22.81,22.54,22.38,22.2,22.03,21.86,21.68,21.53,21.21,N/A,N/A -2012,4,26,10,30,101330,100160,99030,88.73,0,9.96,11.01,11.28,11.450000000000001,11.58,11.69,11.8,11.91,12.31,190.05,190.29,190.44,190.61,190.79,190.99,191.24,191.48000000000002,192.16,22.81,22.53,22.37,22.19,22.02,21.85,21.67,21.51,21.22,N/A,N/A -2012,4,26,11,30,101350,100180,99050,90.36,0,10.41,11.57,11.91,12.120000000000001,12.290000000000001,12.42,12.540000000000001,12.65,12.85,186.98,187.06,187.17000000000002,187.28,187.38,187.48,187.59,187.70000000000002,187.94,22.75,22.46,22.29,22.11,21.92,21.740000000000002,21.55,21.38,21.02,N/A,N/A -2012,4,26,12,30,101390,100220,99090,89.14,0,10.18,11.34,11.67,11.91,12.08,12.23,12.35,12.46,12.67,187.76,187.94,188.06,188.19,188.31,188.42000000000002,188.55,188.66,188.94,22.82,22.54,22.38,22.19,22.01,21.830000000000002,21.64,21.46,21.09,N/A,N/A -2012,4,26,13,30,101430,100260,99130,90.45,0,9.93,11.03,11.31,11.5,11.65,11.76,11.86,11.94,12.1,189.56,189.76,189.88,190,190.14000000000001,190.26,190.41,190.55,190.9,22.79,22.5,22.330000000000002,22.150000000000002,21.96,21.78,21.580000000000002,21.41,21.03,N/A,N/A -2012,4,26,14,30,101510,100340,99200,90,0,9.13,10.120000000000001,10.42,10.64,10.81,10.950000000000001,11.08,11.19,11.42,187.66,187.88,188.06,188.25,188.42000000000002,188.58,188.75,188.89000000000001,189.22,22.900000000000002,22.63,22.48,22.29,22.11,21.93,21.75,21.57,21.21,N/A,N/A -2012,4,26,15,30,101540,100370,99240,88.29,0,9.21,10.370000000000001,10.700000000000001,10.97,11.200000000000001,11.4,11.61,11.8,12.23,186.99,187.66,187.94,188.25,188.56,188.88,189.23,189.56,190.39000000000001,23.05,22.79,22.64,22.46,22.28,22.11,21.93,21.76,21.41,N/A,N/A -2012,4,26,16,30,101560,100390,99260,89.13,0,8.620000000000001,9.56,9.83,10.03,10.18,10.31,10.43,10.53,10.78,185.45000000000002,185.71,185.95000000000002,186.24,186.55,186.88,187.27,187.66,188.70000000000002,23.02,22.76,22.6,22.42,22.240000000000002,22.07,21.89,21.72,21.36,N/A,N/A -2012,4,26,17,30,101570,100400,99270,88.21000000000001,0,9.16,10.17,10.46,10.66,10.81,10.93,11.03,11.120000000000001,11.28,187.6,187.75,187.91,188.09,188.26,188.43,188.62,188.79,189.17000000000002,23.09,22.830000000000002,22.68,22.490000000000002,22.31,22.13,21.94,21.77,21.39,N/A,N/A -2012,4,26,18,30,101570,100400,99260,87.93,0,8.8,9.76,10.03,10.21,10.35,10.47,10.57,10.65,10.81,189.84,189.92000000000002,190.02,190.14000000000001,190.25,190.35,190.48,190.59,190.85,23.12,22.86,22.7,22.52,22.34,22.16,21.97,21.8,21.43,N/A,N/A -2012,4,26,19,30,101570,100400,99270,86.96000000000001,0,9.09,10.120000000000001,10.39,10.58,10.72,10.82,10.9,10.98,11.09,185.36,185.55,185.67000000000002,185.82,185.96,186.1,186.25,186.39000000000001,186.73,23.13,22.87,22.71,22.53,22.35,22.17,21.98,21.8,21.43,N/A,N/A -2012,4,26,20,30,101520,100350,99220,87.5,0,8.77,9.71,9.96,10.120000000000001,10.25,10.34,10.42,10.49,10.620000000000001,184.91,185,185.09,185.19,185.29,185.39000000000001,185.51,185.62,185.9,23.080000000000002,22.82,22.66,22.48,22.3,22.13,21.94,21.77,21.41,N/A,N/A -2012,4,26,21,30,101490,100320,99190,86.91,0,8.71,9.700000000000001,9.96,10.14,10.28,10.39,10.46,10.53,10.64,184.64000000000001,184.73,184.78,184.85,184.92000000000002,184.99,185.08,185.16,185.34,23.09,22.82,22.66,22.48,22.3,22.12,21.92,21.75,21.37,N/A,N/A -2012,4,26,22,30,101460,100290,99160,85.57000000000001,0,8.58,9.55,9.83,10.03,10.18,10.3,10.41,10.51,10.69,186.58,187.05,187.3,187.55,187.79,188.01,188.26,188.49,189,23.06,22.81,22.67,22.490000000000002,22.31,22.14,21.95,21.78,21.41,N/A,N/A -2012,4,26,23,30,101420,100250,99120,85.8,0,8.92,9.9,10.17,10.35,10.47,10.57,10.65,10.71,10.81,184.05,184.07,184.15,184.24,184.32,184.4,184.49,184.58,184.76,23,22.740000000000002,22.59,22.400000000000002,22.22,22.04,21.86,21.68,21.31,N/A,N/A -2012,4,27,0,30,101390,100220,99080,85.14,0,9.02,9.94,10.18,10.32,10.42,10.49,10.55,10.6,10.71,180.54,180.64000000000001,180.76,180.89000000000001,181.04,181.20000000000002,181.39000000000001,181.58,182.1,22.94,22.68,22.53,22.35,22.17,22,21.81,21.650000000000002,21.29,N/A,N/A -2012,4,27,1,30,101370,100200,99070,83.03,0,9.47,10.49,10.77,10.950000000000001,11.07,11.16,11.23,11.290000000000001,11.39,184.15,184.31,184.41,184.5,184.58,184.64000000000001,184.69,184.74,184.84,22.98,22.73,22.57,22.39,22.22,22.04,21.86,21.69,21.34,N/A,N/A -2012,4,27,2,30,101360,100190,99060,80.42,0,9.21,10.25,10.55,10.76,10.94,11.09,11.22,11.35,11.61,184.53,184.81,184.91,185,185.08,185.15,185.22,185.27,185.36,23.03,22.79,22.650000000000002,22.47,22.3,22.13,21.95,21.78,21.43,N/A,N/A -2012,4,27,3,30,101340,100170,99040,81.43,0,10.19,11.3,11.58,11.74,11.85,11.93,11.98,12.01,12.040000000000001,179.37,179.29,179.31,179.34,179.38,179.42000000000002,179.48,179.54,179.68,22.95,22.68,22.52,22.34,22.150000000000002,21.97,21.78,21.61,21.23,N/A,N/A -2012,4,27,4,30,101300,100130,99000,78.82000000000001,0,8.73,9.65,9.93,10.17,10.42,10.68,11.06,11.44,12.13,181.25,181.66,181.96,182.33,182.8,183.32,184.04,184.76,185.69,23.01,22.8,22.67,22.52,22.38,22.25,22.14,22.03,21.75,N/A,N/A -2012,4,27,5,30,101300,100130,99000,80.24,0,10.23,11.3,11.59,11.77,11.93,12.05,12.19,12.31,12.63,179.57,180.18,180.41,180.63,180.85,181.06,181.29,181.5,181.98,22.96,22.72,22.580000000000002,22.400000000000002,22.240000000000002,22.07,21.900000000000002,21.740000000000002,21.41,N/A,N/A -2012,4,27,6,30,101310,100140,99000,81.74,0,9.85,10.8,11.03,11.16,11.25,11.31,11.38,11.44,11.66,180.4,180.54,180.59,180.63,180.66,180.68,180.71,180.74,180.91,22.95,22.650000000000002,22.490000000000002,22.31,22.14,21.97,21.79,21.64,21.330000000000002,N/A,N/A -2012,4,27,7,30,101330,100160,99030,79.13,0,9.53,10.75,11.09,11.35,11.55,11.72,11.85,11.97,12.14,181.97,181.70000000000002,181.68,181.66,181.65,181.63,181.62,181.6,181.57,23.26,22.98,22.82,22.63,22.45,22.26,22.07,21.89,21.5,N/A,N/A -2012,4,27,8,30,101320,100150,99020,77.84,0,8.99,10.1,10.43,10.72,11,11.27,11.58,11.89,12.58,182.87,183.1,183.24,183.38,183.53,183.67000000000002,183.82,183.96,184.18,23.41,23.18,23.04,22.88,22.73,22.57,22.42,22.27,21.95,N/A,N/A -2012,4,27,9,30,101320,100160,99020,81.82000000000001,0,9.61,10.68,10.950000000000001,11.13,11.26,11.370000000000001,11.47,11.56,11.76,179.61,179.57,179.63,179.71,179.8,179.88,180,180.1,180.47,23.2,22.93,22.77,22.59,22.400000000000002,22.23,22.04,21.87,21.52,N/A,N/A -2012,4,27,10,30,101310,100150,99010,83.74,0,10.71,11.9,12.19,12.36,12.48,12.56,12.61,12.66,12.700000000000001,176.56,176.74,176.87,177.01,177.15,177.3,177.45000000000002,177.59,177.93,23.18,22.900000000000002,22.73,22.54,22.36,22.18,21.990000000000002,21.81,21.43,N/A,N/A -2012,4,27,11,30,101320,100160,99020,83.17,0,10.55,11.68,11.98,12.17,12.31,12.41,12.5,12.57,12.72,183.08,183.26,183.34,183.42000000000002,183.51,183.6,183.70000000000002,183.8,184.04,23.19,22.92,22.76,22.580000000000002,22.400000000000002,22.22,22.04,21.87,21.51,N/A,N/A -2012,4,27,12,30,101350,100180,99050,81.36,0,10.39,11.65,11.99,12.25,12.450000000000001,12.61,12.76,12.88,13.1,175.95000000000002,176.67000000000002,176.95000000000002,177.23,177.5,177.74,177.99,178.23,178.69,23.38,23.12,22.97,22.79,22.61,22.44,22.25,22.07,21.7,N/A,N/A -2012,4,27,13,30,101350,100190,99050,80.99,0,12.120000000000001,13.6,13.98,14.25,14.43,14.57,14.68,14.76,14.870000000000001,179.38,179.66,179.77,179.87,179.96,180.03,180.09,180.14000000000001,180.21,23.28,23,22.830000000000002,22.64,22.45,22.26,22.07,21.88,21.490000000000002,N/A,N/A -2012,4,27,14,30,101390,100230,99090,85.10000000000001,0,11.56,12.91,13.26,13.49,13.64,13.76,13.85,13.92,14,178.63,178.48,178.47,178.47,178.47,178.47,178.48,178.48,178.49,23.080000000000002,22.78,22.61,22.41,22.22,22.04,21.84,21.650000000000002,21.27,N/A,N/A -2012,4,27,15,30,101420,100260,99120,85.96000000000001,0,11.47,12.81,13.19,13.43,13.6,13.74,13.83,13.91,14.02,176.61,176.81,176.93,177.04,177.15,177.24,177.33,177.41,177.57,23.14,22.85,22.69,22.490000000000002,22.3,22.12,21.92,21.740000000000002,21.36,N/A,N/A -2012,4,27,16,30,101450,100290,99150,82.99,0,10.51,11.72,12.05,12.27,12.43,12.55,12.64,12.72,12.83,176.99,176.79,176.78,176.77,176.78,176.78,176.79,176.8,176.85,23.28,23,22.84,22.650000000000002,22.47,22.29,22.09,21.91,21.54,N/A,N/A -2012,4,27,17,30,101460,100290,99160,81.42,0,10.41,11.6,11.93,12.14,12.3,12.42,12.52,12.6,12.73,180.36,180.85,181.07,181.29,181.49,181.67000000000002,181.85,182.01,182.32,23.29,23.02,22.86,22.67,22.48,22.3,22.11,21.93,21.55,N/A,N/A -2012,4,27,18,30,101480,100310,99180,83.69,0,10.03,11.25,11.6,11.83,12,12.13,12.22,12.31,12.42,181.32,181.52,181.59,181.65,181.71,181.76,181.8,181.84,181.9,23.27,22.98,22.82,22.63,22.44,22.26,22.06,21.88,21.490000000000002,N/A,N/A -2012,4,27,19,30,101470,100300,99160,79.54,0,9.34,10.26,10.49,10.61,10.69,10.74,10.76,10.78,10.78,172.87,172.51,172.53,172.58,172.67000000000002,172.77,172.94,173.1,173.72,23.34,23.07,22.91,22.73,22.55,22.37,22.19,22.01,21.66,N/A,N/A -2012,4,27,20,30,101450,100280,99150,80.16,0,9.13,10.14,10.42,10.6,10.72,10.8,10.870000000000001,10.92,10.98,171.9,171.92000000000002,172.03,172.12,172.20000000000002,172.26,172.31,172.36,172.43,23.36,23.09,22.93,22.740000000000002,22.56,22.37,22.18,22,21.62,N/A,N/A -2012,4,27,21,30,101410,100240,99110,79.38,0,9.19,10.25,10.540000000000001,10.73,10.870000000000001,10.98,11.06,11.13,11.22,175.06,175.29,175.4,175.49,175.57,175.64000000000001,175.70000000000002,175.76,175.87,23.37,23.11,22.95,22.76,22.580000000000002,22.400000000000002,22.2,22.02,21.64,N/A,N/A -2012,4,27,22,30,101360,100200,99060,78.2,0,8.99,9.97,10.23,10.41,10.540000000000001,10.64,10.73,10.8,10.91,171.1,171.49,171.68,171.88,172.08,172.28,172.49,172.68,173.09,23.38,23.13,22.97,22.78,22.6,22.42,22.23,22.05,21.68,N/A,N/A -2012,4,27,23,30,101320,100150,99020,76.83,0,9.15,10.17,10.43,10.6,10.72,10.82,10.89,10.950000000000001,11.040000000000001,167.73,167.96,168.09,168.22,168.34,168.46,168.58,168.69,168.93,23.35,23.09,22.94,22.75,22.57,22.39,22.2,22.02,21.650000000000002,N/A,N/A 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-2012,4,28,3,30,101250,100080,98940,78.42,0,10.76,12.02,12.35,12.57,12.74,12.86,12.96,13.05,13.18,169.88,170.41,170.57,170.71,170.82,170.92000000000002,171,171.08,171.20000000000002,23.150000000000002,22.87,22.7,22.51,22.330000000000002,22.150000000000002,21.95,21.77,21.39,N/A,N/A -2012,4,28,4,30,101220,100050,98920,77.28,0,10.1,11.35,11.69,11.94,12.120000000000001,12.26,12.38,12.49,12.66,167.27,167.69,167.88,168.05,168.21,168.35,168.49,168.62,168.87,23.3,23.03,22.87,22.69,22.5,22.32,22.13,21.95,21.57,N/A,N/A -2012,4,28,5,30,101200,100030,98900,83.43,0,11.35,12.68,13.030000000000001,13.25,13.41,13.530000000000001,13.61,13.68,13.77,166.91,167.02,167.09,167.16,167.22,167.29,167.35,167.41,167.53,23.02,22.71,22.54,22.35,22.150000000000002,21.97,21.77,21.59,21.2,N/A,N/A -2012,4,28,6,30,101230,100060,98930,82.91,0,12.200000000000001,13.59,13.96,14.17,14.31,14.41,14.47,14.52,14.56,164.69,165.34,165.61,165.85,166.06,166.25,166.43,166.59,166.88,23.1,22.78,22.61,22.41,22.22,22.04,21.84,21.650000000000002,21.27,N/A,N/A -2012,4,28,7,30,101220,100050,98920,84.42,0,11.19,12.39,12.68,12.85,12.97,13.05,13.1,13.15,13.21,164.45000000000002,164.27,164.27,164.27,164.3,164.33,164.38,164.44,164.6,23.16,22.84,22.67,22.47,22.29,22.1,21.91,21.73,21.36,N/A,N/A -2012,4,28,8,30,101230,100070,98940,86.59,0,11.14,12.44,12.780000000000001,13.01,13.19,13.32,13.42,13.5,13.620000000000001,171.51,171.22,171.16,171.14000000000001,171.14000000000001,171.16,171.19,171.23,171.35,23.25,22.93,22.76,22.56,22.37,22.18,21.98,21.8,21.41,N/A,N/A 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-2012,4,28,15,30,101400,100240,99110,87.7,0,9.040000000000001,9.98,10.200000000000001,10.34,10.43,10.5,10.55,10.58,10.64,160,160.23,160.39000000000001,160.56,160.72,160.88,161.05,161.20000000000002,161.55,23.36,23.05,22.88,22.69,22.5,22.32,22.12,21.94,21.56,N/A,N/A -2012,4,28,16,30,101420,100250,99120,86.48,0,8.63,9.52,9.74,9.870000000000001,9.96,10.03,10.08,10.13,10.21,158,158.42000000000002,158.62,158.82,159,159.17000000000002,159.36,159.54,159.93,23.32,23.01,22.84,22.650000000000002,22.46,22.28,22.080000000000002,21.900000000000002,21.52,N/A,N/A -2012,4,28,17,30,101440,100280,99140,83.8,0,8.35,9.23,9.44,9.57,9.67,9.73,9.78,9.81,9.86,156.16,156.09,156.09,156.09,156.09,156.1,156.11,156.12,156.15,23.490000000000002,23.18,23.02,22.82,22.63,22.44,22.25,22.06,21.68,N/A,N/A 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-2012,5,1,9,30,101560,100390,99260,93.76,0,5.16,5.53,5.6000000000000005,5.64,5.67,5.68,5.71,5.74,6.04,160.91,161.17000000000002,161.3,161.43,161.55,161.65,161.74,161.82,161.70000000000002,23.27,22.96,22.79,22.6,22.41,22.23,22.04,21.87,21.56,N/A,N/A -2012,5,1,10,30,101560,100390,99250,94.42,0,4.6000000000000005,4.94,5.0200000000000005,5.08,5.13,5.18,5.26,5.33,6.2,155.96,155.68,155.5,155.32,155.13,154.94,154.75,154.56,154.6,22.990000000000002,22.650000000000002,22.47,22.28,22.09,21.89,21.7,21.52,21.31,N/A,N/A -2012,5,1,11,30,101570,100400,99270,94.66,0,4.96,5.3100000000000005,5.39,5.43,5.46,5.47,5.5,5.5200000000000005,5.64,160.74,159.72,159.09,158.4,157.69,156.97,156.14000000000001,155.33,153.17000000000002,22.95,22.6,22.42,22.21,22.02,21.82,21.62,21.43,21.13,N/A,N/A -2012,5,1,12,30,101550,100380,99250,94.37,0,4.9,5.17,5.21,5.21,5.22,5.24,5.29,5.34,5.46,132.41,132.13,132.12,132.22,132.57,133.06,134.1,135.2,137.12,22.97,22.650000000000002,22.48,22.31,22.150000000000002,22,21.89,21.79,21.61,N/A,N/A -2012,5,1,13,30,101580,100410,99270,91.61,0,4.89,5.2,5.26,5.3,5.37,5.47,5.71,5.97,6.140000000000001,122.67,123.74000000000001,124.60000000000001,125.75,127.46000000000001,129.57,133.1,136.84,142.1,22.97,22.650000000000002,22.48,22.3,22.13,21.990000000000002,21.87,21.79,21.63,N/A,N/A -2012,5,1,14,30,101580,100410,99270,91.67,0,6.13,6.6000000000000005,6.67,6.69,6.7,6.71,6.73,6.75,6.890000000000001,121.41,122.05,122.49000000000001,123.03,123.66,124.32000000000001,125.44,126.61,130.67000000000002,23.2,22.87,22.7,22.5,22.32,22.14,21.96,21.8,21.52,N/A,N/A -2012,5,1,15,30,101560,100390,99260,91.8,0,6.82,7.41,7.55,7.62,7.66,7.68,7.69,7.7,7.7,127.68,127.8,127.82000000000001,127.87,127.92,127.98,128.06,128.14000000000001,128.44,23.400000000000002,23.080000000000002,22.91,22.72,22.53,22.34,22.16,21.98,21.62,N/A,N/A -2012,5,1,16,30,101560,100390,99260,90.87,0,6.75,7.3100000000000005,7.44,7.5,7.54,7.5600000000000005,7.5600000000000005,7.57,7.55,124.19,124.38000000000001,124.5,124.60000000000001,124.71000000000001,124.82000000000001,124.94,125.07000000000001,125.39,23.44,23.11,22.93,22.740000000000002,22.55,22.36,22.17,21.990000000000002,21.61,N/A,N/A -2012,5,1,17,30,101570,100400,99270,90.28,0,5.7,6.18,6.28,6.34,6.38,6.4,6.41,6.42,6.42,126.21000000000001,126.17,126.22,126.26,126.29,126.33,126.38000000000001,126.42,126.54,23.52,23.2,23.02,22.830000000000002,22.64,22.45,22.26,22.07,21.69,N/A,N/A -2012,5,1,18,30,101550,100380,99250,89.19,0,5.49,5.9,5.99,6.03,6.0600000000000005,6.07,6.08,6.09,6.09,124.63000000000001,124.8,124.9,125.02,125.14,125.25,125.39,125.52,125.87,23.580000000000002,23.25,23.080000000000002,22.89,22.7,22.51,22.32,22.13,21.75,N/A,N/A -2012,5,1,19,30,101520,100350,99220,87.23,0,5.95,6.41,6.51,6.5600000000000005,6.58,6.59,6.59,6.59,6.57,122.62,122.78,122.88,122.98,123.08,123.18,123.29,123.39,123.64,23.67,23.34,23.17,22.97,22.78,22.6,22.400000000000002,22.22,21.84,N/A,N/A -2012,5,1,20,30,101480,100320,99190,86.19,0,6.37,6.890000000000001,7,7.05,7.08,7.1000000000000005,7.1000000000000005,7.1000000000000005,7.09,118.44,118.54,118.63,118.71000000000001,118.78,118.86,118.93,119.01,119.16,23.650000000000002,23.330000000000002,23.16,22.97,22.78,22.59,22.400000000000002,22.21,21.830000000000002,N/A,N/A -2012,5,1,21,30,101420,100250,99120,85.9,0,6.42,6.95,7.0600000000000005,7.12,7.16,7.17,7.19,7.2,7.2,124.26,124.23,124.26,124.31,124.37,124.43,124.51,124.58,124.75,23.56,23.25,23.09,22.89,22.7,22.52,22.32,22.14,21.76,N/A,N/A -2012,5,1,22,30,101390,100220,99090,86.32000000000001,0,6.12,6.66,6.78,6.84,6.88,6.9,6.91,6.92,6.91,118.24000000000001,118.43,118.54,118.64,118.73,118.8,118.87,118.94,119.08,23.53,23.22,23.05,22.85,22.66,22.47,22.27,22.09,21.71,N/A,N/A -2012,5,1,23,30,101350,100190,99060,87.53,0,6.21,6.7,6.8,6.84,6.86,6.87,6.87,6.87,6.84,120.92,120.97,120.99000000000001,121.02,121.07000000000001,121.11,121.17,121.23,121.41,23.41,23.09,22.93,22.73,22.54,22.36,22.16,21.98,21.61,N/A,N/A -2012,5,2,0,30,101360,100190,99060,87.81,0,5.4,5.94,6.09,6.18,6.25,6.3100000000000005,6.3500000000000005,6.38,6.44,120.17,120.39,120.46000000000001,120.55,120.62,120.69,120.75,120.82000000000001,120.95,23.41,23.1,22.93,22.73,22.54,22.35,22.150000000000002,21.97,21.580000000000002,N/A,N/A -2012,5,2,1,30,101310,100140,99010,88.42,0,6.55,7.15,7.3,7.390000000000001,7.46,7.51,7.55,7.59,7.67,124.48,124.92,125.19,125.47,125.72,125.97,126.23,126.47,127.01,23.38,23.07,22.91,22.71,22.53,22.34,22.150000000000002,21.97,21.6,N/A,N/A -2012,5,2,2,30,101290,100120,99000,90.71000000000001,0,7.04,7.67,7.83,7.91,7.96,7.99,8.01,8.02,8.040000000000001,130.45,130.79,130.88,130.94,130.99,131.04,131.07,131.1,131.15,23.31,22.990000000000002,22.81,22.61,22.42,22.23,22.03,21.85,21.46,N/A,N/A -2012,5,2,3,30,101310,100140,99010,92.45,0,6.9,7.53,7.67,7.75,7.8,7.82,7.84,7.8500000000000005,7.83,129.08,129.02,128.99,128.95,128.92000000000002,128.88,128.86,128.83,128.79,23.31,22.98,22.81,22.62,22.42,22.23,22.03,21.84,21.45,N/A,N/A -2012,5,2,4,30,101290,100120,99000,93.3,0,6.16,6.6000000000000005,6.68,6.7,6.71,6.73,6.79,6.87,7.28,135.41,135.34,135.27,135.21,135.16,135.11,135.21,135.36,137.91,23.29,22.98,22.81,22.62,22.44,22.26,22.11,21.96,21.85,N/A,N/A -2012,5,2,5,30,101280,100110,98980,93.88,0,6.3,6.8500000000000005,6.99,7.08,7.140000000000001,7.19,7.24,7.29,7.43,145.51,144.79,144.28,143.73,143.20000000000002,142.68,142.09,141.52,140.12,23.150000000000002,22.82,22.650000000000002,22.44,22.25,22.06,21.86,21.67,21.27,N/A,N/A -2012,5,2,6,30,101270,100100,98970,94.62,0,5.88,6.36,6.48,6.55,6.6000000000000005,6.640000000000001,6.68,6.72,6.96,155.88,155.71,155.51,155.24,154.94,154.63,154.17000000000002,153.71,151.83,23.150000000000002,22.830000000000002,22.66,22.46,22.27,22.09,21.900000000000002,21.72,21.42,N/A,N/A -2012,5,2,7,30,101280,100110,98990,94.83,0,5.01,5.47,5.58,5.65,5.69,5.72,5.78,5.86,6.16,146.52,146.9,147.11,147.34,147.55,147.72,148.13,148.59,150.78,23.48,23.18,23.02,22.82,22.63,22.43,22.23,22.05,21.79,N/A,N/A -2012,5,2,8,30,101240,100080,98950,92.25,0,4.68,5.12,5.3,5.61,5.88,6.140000000000001,6.38,6.6000000000000005,6.99,136.2,136.69,137.48,138.95000000000002,140.39000000000001,141.84,143.1,144.23,145.42000000000002,23.55,23.29,23.16,23.02,22.91,22.84,22.78,22.72,22.56,N/A,N/A -2012,5,2,9,30,101250,100080,98960,96.76,0,5.03,5.37,5.43,5.45,5.48,5.51,5.64,5.8,6.55,130.53,131.07,131.44,131.97,132.72,133.66,136.03,138.72,148.44,23.25,22.93,22.75,22.55,22.38,22.23,22.04,21.86,21.97,N/A,N/A -2012,5,2,10,30,101270,100100,98980,96.89,0,4.65,4.92,4.96,4.97,5.07,5.21,5.4,5.58,5.76,138.82,139.12,139.43,139.86,141.15,143.06,145.84,148.71,151.54,23.23,22.92,22.76,22.56,22.41,22.29,22.14,22.01,21.77,N/A,N/A -2012,5,2,11,30,101270,100100,98970,97.15,0,5.51,5.82,5.87,5.89,5.8,5.63,5.47,5.32,5.0200000000000005,138.82,139.01,139.28,139.83,140.13,140.28,140.72,141.19,143.32,22.57,22.52,22.59,22.75,22.69,22.5,22.32,22.17,21.91,N/A,N/A -2012,5,2,12,30,101290,100130,99000,95.04,0,4.34,4.58,4.61,4.61,4.61,4.63,4.68,4.72,4.82,134.72,135.01,135.27,135.63,136.07,136.58,137.44,138.36,141.73,23.22,22.92,22.77,22.59,22.43,22.28,22.13,22,21.75,N/A,N/A -2012,5,2,13,30,101310,100140,99020,91.95,0,4.51,4.8100000000000005,4.8500000000000005,4.86,4.8500000000000005,4.84,4.82,4.8100000000000005,4.69,125.94,126.19,126.37,126.62,126.96000000000001,127.37,128.41,129.53,136.42000000000002,23.34,23.03,22.87,22.68,22.490000000000002,22.31,22.13,21.97,21.72,N/A,N/A -2012,5,2,14,30,101350,100190,99060,93.56,0,4.0600000000000005,4.3,4.33,4.34,4.34,4.34,4.38,4.42,4.7,132.17000000000002,132.3,132.43,132.61,132.88,133.23,134.26,135.43,143.14000000000001,23.32,23.01,22.84,22.650000000000002,22.47,22.29,22.12,21.96,21.8,N/A,N/A -2012,5,2,15,30,101380,100210,99080,92.95,0,3.5500000000000003,3.74,3.77,3.77,3.7600000000000002,3.74,3.73,3.71,3.65,129.65,129.86,130,130.17000000000002,130.37,130.61,131.04,131.49,135.13,23.45,23.13,22.96,22.77,22.580000000000002,22.39,22.2,22.03,21.69,N/A,N/A -2012,5,2,16,30,101400,100230,99100,93.58,0,3.75,3.96,3.99,4,4,3.99,3.98,3.96,3.93,143.14000000000001,143.39000000000001,143.49,143.63,143.79,143.96,144.23,144.5,145.75,23.53,23.2,23.02,22.830000000000002,22.64,22.45,22.26,22.080000000000002,21.72,N/A,N/A -2012,5,2,17,30,101380,100210,99080,93.62,0,3.56,3.75,3.7800000000000002,3.79,3.7800000000000002,3.7800000000000002,3.7600000000000002,3.75,3.71,146.01,146.4,146.64000000000001,146.9,147.16,147.42000000000002,147.75,148.08,149.12,23.66,23.31,23.14,22.94,22.75,22.57,22.37,22.19,21.85,N/A,N/A -2012,5,2,18,30,101370,100210,99080,92.55,0,4.0600000000000005,4.2700000000000005,4.3100000000000005,4.3100000000000005,4.3,4.29,4.2700000000000005,4.25,4.17,155.57,155.9,156.03,156.20000000000002,156.39000000000001,156.59,156.86,157.14000000000001,158.15,23.81,23.47,23.29,23.1,22.91,22.73,22.53,22.36,21.990000000000002,N/A,N/A -2012,5,2,19,30,101350,100190,99060,92.65,0,3.7,3.85,3.86,3.83,3.8000000000000003,3.7600000000000002,3.71,3.66,3.43,162.31,162.75,162.99,163.28,163.59,163.92000000000002,164.44,164.97,167.63,23.89,23.55,23.38,23.18,23,22.81,22.63,22.46,22.19,N/A,N/A -2012,5,2,20,30,101300,100140,99010,91.10000000000001,0,4.92,5.22,5.26,5.2700000000000005,5.26,5.25,5.22,5.2,5.12,169.83,170.03,170.17000000000002,170.32,170.46,170.62,170.83,171.04,171.77,24.05,23.72,23.54,23.34,23.16,22.97,22.78,22.6,22.240000000000002,N/A,N/A -2012,5,2,21,30,101270,100110,98980,91.44,0,4.97,5.3,5.3500000000000005,5.36,5.36,5.34,5.33,5.3100000000000005,5.29,175.79,175.88,175.96,176.05,176.15,176.28,176.46,176.67000000000002,177.97,24.09,23.78,23.61,23.42,23.23,23.05,22.86,22.69,22.400000000000002,N/A,N/A -2012,5,2,22,30,101240,100080,98950,91.52,0,5.3500000000000005,5.7700000000000005,5.84,5.86,5.86,5.84,5.8100000000000005,5.79,5.71,177.81,177.84,177.79,177.75,177.70000000000002,177.67000000000002,177.62,177.57,177.39000000000001,24.1,23.82,23.66,23.46,23.27,23.09,22.900000000000002,22.71,22.35,N/A,N/A -2012,5,2,23,30,101240,100080,98950,92.45,0,4.74,5.15,5.26,5.34,5.39,5.4,5.41,5.42,5.32,182.29,182.17000000000002,182.08,181.88,181.65,181.36,180.34,179.12,176.67000000000002,23.97,23.71,23.56,23.39,23.21,23.03,22.89,22.77,22.7,N/A,N/A -2012,5,3,0,30,101230,100070,98950,92.93,0,5.4,6,6.18,6.32,6.44,6.54,6.63,6.7,6.83,176.32,176.33,176.24,176.15,176.06,175.97,175.89000000000001,175.82,175.56,23.830000000000002,23.580000000000002,23.43,23.25,23.080000000000002,22.91,22.73,22.56,22.26,N/A,N/A -2012,5,3,1,30,101210,100050,98930,94.74,0,5.24,5.88,6.1000000000000005,6.26,6.38,6.48,6.55,6.61,6.65,186.22,186.25,186.08,185.70000000000002,185.19,184.56,183.78,182.99,180.01,23.68,23.44,23.29,23.11,22.93,22.75,22.56,22.39,22.16,N/A,N/A -2012,5,3,2,30,101260,100100,98970,94.03,0,5.29,6.1000000000000005,6.43,6.68,6.890000000000001,7.07,7.24,7.390000000000001,7.43,181.63,181.55,181.54,181.51,181.49,181.51,181.6,181.73,182.18,23.64,23.45,23.330000000000002,23.17,23.01,22.86,22.71,22.59,22.59,N/A,N/A -2012,5,3,3,30,101320,100160,99030,94.23,0,4.59,5.36,5.7,6,6.26,6.51,6.74,6.95,7.29,176.92000000000002,177.32,177.59,177.76,177.89000000000001,177.99,178.18,178.39000000000001,179.37,23.64,23.47,23.37,23.23,23.1,22.97,22.87,22.78,22.69,N/A,N/A -2012,5,3,4,30,101280,100110,98990,95.88,0,4.83,5.6000000000000005,5.93,6.22,6.47,6.68,6.9,7.1000000000000005,7.46,187.81,187.87,187.82,187.65,187.47,187.31,187.22,187.16,187.23,23.55,23.34,23.22,23.07,22.92,22.78,22.66,22.56,22.59,N/A,N/A -2012,5,3,5,30,101300,100140,99010,94.96000000000001,0,4.8,5.51,5.78,6,6.24,6.5,6.74,6.95,7.36,183.1,183.61,183.94,184.37,184.76,185.14000000000001,185.38,185.56,185.71,23.54,23.3,23.16,23.01,22.87,22.76,22.64,22.53,22.38,N/A,N/A -2012,5,3,6,30,101290,100130,99000,95.24,0,4.93,5.28,5.37,5.46,5.71,6.09,6.46,6.82,7.26,188.55,188.87,189.1,189.46,190.29,191.51,193.12,194.8,196.05,23.61,23.3,23.14,22.96,22.81,22.68,22.64,22.62,22.7,N/A,N/A -2012,5,3,7,30,101330,100170,99040,93.91,0,4.3500000000000005,4.63,4.68,4.69,4.7,4.71,4.73,4.7700000000000005,5.33,193.66,193.73000000000002,193.78,193.86,193.98000000000002,194.13,194.43,194.73000000000002,198.01,23.67,23.35,23.18,22.990000000000002,22.81,22.62,22.44,22.28,22.1,N/A,N/A -2012,5,3,8,30,101310,100140,99010,94.14,0,5.42,5.8100000000000005,5.88,5.9,5.91,5.91,5.89,5.88,5.9,200.53,200.51,200.48000000000002,200.45000000000002,200.4,200.35,200.28,200.20000000000002,199.9,23.59,23.26,23.09,22.900000000000002,22.71,22.52,22.330000000000002,22.150000000000002,21.8,N/A,N/A -2012,5,3,9,30,101330,100160,99030,93.82000000000001,0,4.96,5.3100000000000005,5.37,5.4,5.41,5.41,5.42,5.42,5.44,201.92000000000002,201.99,201.99,201.99,202,202,202.02,202.03,202.1,23.55,23.22,23.05,22.85,22.66,22.48,22.28,22.09,21.73,N/A,N/A -2012,5,3,10,30,101350,100180,99050,95.2,0,4.72,5.07,5.17,5.22,5.26,5.3,5.33,5.36,5.43,194.17000000000002,194.47,194.71,194.95000000000002,195.19,195.44,195.70000000000002,195.96,196.58,23.41,23.06,22.87,22.66,22.46,22.26,22.1,21.96,21.7,N/A,N/A -2012,5,3,11,30,101420,100250,99120,93.21000000000001,0,2.75,2.94,3,3.04,3.09,3.13,3.2,3.27,3.62,193.24,191.48000000000002,190.48,189.51,188.61,187.75,186.93,186.17000000000002,184.53,23.46,23.14,22.98,22.78,22.6,22.42,22.23,22.06,21.740000000000002,N/A,N/A -2012,5,3,12,30,101420,100260,99130,88.87,0,2.35,2.5100000000000002,2.5500000000000003,2.58,2.6,2.62,2.64,2.66,2.7600000000000002,188.62,188.35,188.09,187.81,187.51,187.20000000000002,186.81,186.43,185.14000000000001,23.79,23.490000000000002,23.32,23.13,22.95,22.76,22.57,22.39,22.03,N/A,N/A -2012,5,3,13,30,101450,100280,99150,92.88,0,5.16,5.51,5.57,5.57,5.5600000000000005,5.54,5.51,5.48,5.41,181.21,181.20000000000002,181.15,181.09,181.04,181.01,180.99,180.99,181.15,23.580000000000002,23.25,23.080000000000002,22.88,22.69,22.5,22.3,22.12,21.75,N/A,N/A -2012,5,3,14,30,101520,100350,99220,89.96000000000001,0,3.2800000000000002,3.47,3.52,3.54,3.56,3.58,3.61,3.63,3.83,196.28,196.15,196.27,196.38,196.5,196.61,196.76,196.91,197.72,23.6,23.28,23.11,22.91,22.73,22.54,22.35,22.17,21.81,N/A,N/A -2012,5,3,15,30,101550,100390,99260,90.2,0,2.86,2.99,3.02,3.0300000000000002,3.04,3.04,3.04,3.0500000000000003,3.06,160.48,161.26,161.78,162.31,162.83,163.36,163.95000000000002,164.52,165.99,23.68,23.35,23.18,22.98,22.79,22.6,22.41,22.22,21.84,N/A,N/A -2012,5,3,16,30,101570,100400,99270,91.34,0,3.58,3.7800000000000002,3.8200000000000003,3.84,3.85,3.85,3.86,3.86,3.86,164.8,165.01,165.23,165.44,165.66,165.89000000000001,166.15,166.42000000000002,167.13,23.740000000000002,23.39,23.22,23.02,22.830000000000002,22.64,22.44,22.26,21.88,N/A,N/A -2012,5,3,17,30,101560,100400,99270,90.7,0,3.08,3.24,3.27,3.2800000000000002,3.3000000000000003,3.3000000000000003,3.31,3.31,3.33,156.18,156.70000000000002,157.03,157.35,157.66,157.98,158.35,158.70000000000002,159.63,23.85,23.5,23.330000000000002,23.13,22.94,22.75,22.56,22.37,22,N/A,N/A -2012,5,3,18,30,101580,100420,99290,90.95,0,3.56,3.7800000000000002,3.83,3.87,3.89,3.92,3.93,3.95,3.99,144.06,144.34,144.52,144.69,144.85,145.01,145.20000000000002,145.38,145.91,24.04,23.7,23.52,23.32,23.13,22.95,22.76,22.57,22.2,N/A,N/A -2012,5,3,19,30,101580,100420,99290,87.78,0,4.28,4.49,4.51,4.5,4.48,4.45,4.42,4.39,4.33,157.17000000000002,157.1,157.05,157.02,156.98,156.96,156.96,156.95000000000002,157.02,24.34,24,23.830000000000002,23.63,23.45,23.27,23.07,22.900000000000002,22.53,N/A,N/A -2012,5,3,20,30,101540,100370,99250,88.99,0,4.79,5.11,5.17,5.2,5.21,5.22,5.22,5.21,5.19,146.22,146.35,146.46,146.57,146.67000000000002,146.77,146.88,146.99,147.25,24.21,23.87,23.7,23.5,23.31,23.12,22.92,22.740000000000002,22.36,N/A,N/A -2012,5,3,21,30,101520,100350,99230,86.87,0,4.58,4.89,4.94,4.96,4.97,4.97,4.96,4.95,4.93,146.12,146.13,146.11,146.07,146.03,146,145.97,145.94,145.9,24.43,24.11,23.94,23.740000000000002,23.56,23.37,23.17,22.990000000000002,22.62,N/A,N/A -2012,5,3,22,30,101500,100340,99210,87.76,0,4.97,5.39,5.47,5.51,5.5200000000000005,5.53,5.53,5.5200000000000005,5.5,136.66,137.09,137.34,137.58,137.8,138.01,138.23,138.45000000000002,138.99,24.39,24.09,23.92,23.72,23.53,23.35,23.150000000000002,22.97,22.59,N/A,N/A -2012,5,3,23,30,101450,100290,99160,89.32000000000001,0,5.05,5.48,5.5600000000000005,5.6000000000000005,5.62,5.63,5.63,5.63,5.62,148.61,148.02,147.67000000000002,147.3,146.94,146.59,146.23,145.88,145.14000000000001,24.2,23.91,23.740000000000002,23.55,23.36,23.17,22.98,22.79,22.41,N/A,N/A -2012,5,4,0,30,101430,100270,99140,88.89,0,4.59,5.01,5.11,5.19,5.2700000000000005,5.34,5.45,5.5600000000000005,5.87,132.81,133.19,133.47,133.83,134.24,134.69,135.31,135.97,138.05,24.150000000000002,23.89,23.740000000000002,23.56,23.39,23.22,23.05,22.900000000000002,22.6,N/A,N/A -2012,5,4,1,30,101400,100230,99100,90.84,0,5.01,5.42,5.5,5.54,5.5600000000000005,5.58,5.59,5.6000000000000005,5.66,148.11,147.84,147.67000000000002,147.5,147.33,147.15,146.94,146.74,146.14000000000001,23.830000000000002,23.52,23.35,23.16,22.97,22.79,22.59,22.41,22.04,N/A,N/A -2012,5,4,2,30,101480,100320,99190,92.04,0,5.63,6.05,6.13,6.16,6.17,6.16,6.16,6.140000000000001,6.12,147.52,147.75,147.9,148.12,148.34,148.58,148.88,149.17000000000002,149.93,23.84,23.52,23.35,23.150000000000002,22.96,22.77,22.56,22.37,21.97,N/A,N/A -2012,5,4,3,30,101530,100370,99240,89.76,0,5.68,6.05,6.11,6.1000000000000005,6.09,6.0600000000000005,6.05,6.03,6.13,158.55,158.53,158.49,158.45000000000002,158.41,158.36,158.34,158.33,158.6,23.740000000000002,23.43,23.27,23.07,22.89,22.71,22.53,22.36,22.05,N/A,N/A -2012,5,4,4,30,101510,100350,99220,90.71000000000001,0,4.25,4.55,4.61,4.63,4.65,4.66,4.66,4.67,5.49,160.63,161.05,161.36,161.73,162.12,162.55,163.09,163.63,170.97,23.8,23.5,23.34,23.14,22.96,22.77,22.59,22.400000000000002,22.23,N/A,N/A -2012,5,4,5,30,101500,100330,99200,93.45,0,5.12,5.49,5.57,5.6000000000000005,5.63,5.66,5.7,5.76,6.24,163.32,163.6,163.77,163.98,164.23,164.5,164.95000000000002,165.42000000000002,168.29,23.650000000000002,23.330000000000002,23.16,22.98,22.79,22.61,22.43,22.26,21.97,N/A,N/A -2012,5,4,6,30,101510,100340,99210,94.61,0,5.16,5.5600000000000005,5.65,5.7,5.73,5.75,5.76,5.7700000000000005,5.82,170.17000000000002,170.19,170.22,170.26,170.32,170.38,170.45000000000002,170.52,170.8,23.67,23.330000000000002,23.150000000000002,22.95,22.76,22.57,22.37,22.19,21.93,N/A,N/A -2012,5,4,7,30,101580,100410,99280,94.39,0,3.92,4.16,4.22,4.28,4.33,4.4,4.5200000000000005,4.64,5.33,189.27,186.58,184.88,183.04,181.25,179.45000000000002,177.63,175.9,175.09,23.59,23.26,23.1,22.91,22.740000000000002,22.57,22.400000000000002,22.25,21.990000000000002,N/A,N/A -2012,5,4,8,30,101550,100380,99250,93.79,0,4.68,4.92,4.95,4.94,4.97,5.0200000000000005,5.22,5.46,5.84,171.5,172.89000000000001,173.85,175.19,176.91,178.91,181.52,184.22,187.70000000000002,23.66,23.34,23.17,22.990000000000002,22.84,22.69,22.6,22.54,22.45,N/A,N/A -2012,5,4,9,30,101550,100390,99260,93.2,0,3.98,4.25,4.33,4.39,4.47,4.57,4.8100000000000005,5.09,5.67,180.05,180.63,181.07,181.59,182.20000000000002,182.92000000000002,184.11,185.43,188.39000000000001,23.740000000000002,23.43,23.27,23.09,22.91,22.75,22.61,22.48,22.240000000000002,N/A,N/A -2012,5,4,10,30,101570,100400,99270,92.87,0,4.73,5.0600000000000005,5.14,5.17,5.19,5.2,5.21,5.21,5.22,178.92000000000002,179.12,179.3,179.52,179.73,179.95000000000002,180.18,180.41,180.98,23.85,23.54,23.37,23.17,22.990000000000002,22.8,22.62,22.44,22.07,N/A,N/A -2012,5,4,11,30,101550,100390,99260,91.34,0,3.87,4.1,4.13,4.14,4.14,4.15,4.19,4.24,4.88,169.71,170.33,170.78,171.35,172.11,173,174.75,176.65,186.26,23.8,23.48,23.31,23.12,22.95,22.77,22.6,22.45,22.32,N/A,N/A -2012,5,4,12,30,101580,100410,99280,91.86,0,3.87,4.12,4.18,4.22,4.24,4.25,4.2700000000000005,4.28,4.29,181.45000000000002,181.85,182.13,182.46,182.8,183.15,183.55,183.94,184.88,23.81,23.490000000000002,23.32,23.12,22.93,22.75,22.55,22.37,21.990000000000002,N/A,N/A -2012,5,4,13,30,101610,100450,99320,90.14,0,3.87,4.1,4.15,4.17,4.17,4.17,4.17,4.16,4.14,182.25,182.61,182.75,182.94,183.14000000000001,183.35,183.59,183.83,184.47,23.86,23.54,23.37,23.17,22.98,22.8,22.6,22.42,22.04,N/A,N/A -2012,5,4,14,30,101660,100490,99360,89.08,0,3.62,3.88,3.95,4,4.03,4.07,4.1,4.12,4.18,190.84,190.95000000000002,191,191.05,191.1,191.14000000000001,191.18,191.23000000000002,191.38,23.900000000000002,23.580000000000002,23.41,23.21,23.02,22.84,22.64,22.45,22.07,N/A,N/A -2012,5,4,15,30,101640,100470,99340,88.97,0,4.1,4.32,4.36,4.36,4.36,4.3500000000000005,4.34,4.33,4.3100000000000005,161.6,162.09,162.42000000000002,162.76,163.1,163.44,163.82,164.20000000000002,165.23,23.92,23.59,23.42,23.23,23.04,22.85,22.66,22.48,22.11,N/A,N/A -2012,5,4,16,30,101670,100500,99370,89.65,0,4.32,4.68,4.76,4.82,4.86,4.89,4.91,4.94,4.97,149.37,149.85,150.04,150.22,150.36,150.5,150.63,150.75,151.02,24.03,23.7,23.52,23.32,23.13,22.94,22.740000000000002,22.56,22.18,N/A,N/A -2012,5,4,17,30,101660,100490,99360,88.44,0,4.23,4.51,4.57,4.6000000000000005,4.63,4.64,4.66,4.67,4.71,163.70000000000002,163.78,163.89000000000001,163.98,164.07,164.15,164.26,164.37,164.64000000000001,24.080000000000002,23.740000000000002,23.57,23.37,23.18,22.990000000000002,22.8,22.62,22.240000000000002,N/A,N/A -2012,5,4,18,30,101650,100480,99350,86.97,0,4.23,4.51,4.57,4.59,4.61,4.62,4.62,4.62,4.62,166.84,167.15,167.35,167.57,167.77,167.96,168.17000000000002,168.37,168.81,24.28,23.94,23.76,23.56,23.37,23.18,22.98,22.8,22.41,N/A,N/A -2012,5,4,19,30,101630,100470,99340,86.92,0,4.17,4.44,4.5,4.53,4.5600000000000005,4.58,4.61,4.63,4.68,155.70000000000002,155.33,155.16,154.98,154.79,154.61,154.44,154.28,154,24.330000000000002,23.990000000000002,23.81,23.62,23.43,23.240000000000002,23.05,22.87,22.490000000000002,N/A,N/A -2012,5,4,20,30,101590,100430,99300,86.33,0,4.86,5.22,5.3100000000000005,5.3500000000000005,5.39,5.41,5.44,5.46,5.5,150.65,150.70000000000002,150.65,150.62,150.59,150.58,150.58,150.57,150.57,24.36,24.03,23.85,23.650000000000002,23.46,23.28,23.080000000000002,22.900000000000002,22.52,N/A,N/A -2012,5,4,21,30,101550,100380,99260,86.84,0,5.58,6,6.09,6.13,6.16,6.17,6.18,6.18,6.18,166,166.02,166.14000000000001,166.26,166.38,166.5,166.66,166.82,167.24,24.34,24.02,23.85,23.650000000000002,23.46,23.28,23.080000000000002,22.900000000000002,22.52,N/A,N/A -2012,5,4,22,30,101500,100340,99210,88.02,0,5.89,6.390000000000001,6.51,6.57,6.61,6.640000000000001,6.65,6.67,6.68,174.12,174.41,174.59,174.78,174.95000000000002,175.13,175.34,175.53,176.01,24.37,24.07,23.900000000000002,23.7,23.52,23.330000000000002,23.13,22.95,22.57,N/A,N/A -2012,5,4,23,30,101490,100320,99200,90.44,0,4.6000000000000005,5,5.09,5.15,5.19,5.23,5.26,5.28,5.34,159.47,159.44,159.48,159.48,159.46,159.43,159.37,159.31,159.11,24.25,23.94,23.78,23.580000000000002,23.39,23.21,23.02,22.84,22.46,N/A,N/A -2012,5,5,0,30,101460,100290,99170,90.5,0,6.15,6.66,6.76,6.8,6.8100000000000005,6.8100000000000005,6.79,6.7700000000000005,6.7,148.47,148.78,149.01,149.28,149.54,149.83,150.15,150.47,151.32,24.3,24,23.84,23.650000000000002,23.46,23.28,23.09,22.91,22.55,N/A,N/A -2012,5,5,1,30,101440,100280,99150,90.71000000000001,0,4.71,5.09,5.17,5.22,5.24,5.26,5.2700000000000005,5.2700000000000005,5.28,146.78,147.3,147.61,147.89000000000001,148.14000000000001,148.37,148.62,148.84,149.36,24.26,23.96,23.8,23.6,23.42,23.23,23.04,22.86,22.48,N/A,N/A -2012,5,5,2,30,101390,100220,99100,92.23,0,4.83,5.25,5.34,5.38,5.41,5.41,5.41,5.4,5.36,168.12,167.96,167.87,167.8,167.78,167.78,167.81,167.85,168.06,24.29,23.990000000000002,23.830000000000002,23.63,23.45,23.27,23.080000000000002,22.900000000000002,22.53,N/A,N/A -2012,5,5,3,30,101370,100200,99080,92.43,0,5.79,6.23,6.3100000000000005,6.33,6.34,6.33,6.3100000000000005,6.3,6.25,155.58,155.61,155.68,155.76,155.85,155.94,156.05,156.16,156.45000000000002,24.13,23.82,23.650000000000002,23.45,23.27,23.080000000000002,22.89,22.71,22.330000000000002,N/A,N/A -2012,5,5,4,30,101410,100250,99120,92.26,0,6.68,7.17,7.24,7.24,7.22,7.18,7.13,7.08,6.93,159.38,159.92000000000002,160.27,160.66,161.07,161.49,162.01,162.53,163.93,23.93,23.6,23.42,23.22,23.03,22.84,22.64,22.45,22.05,N/A,N/A -2012,5,5,5,30,101430,100270,99140,89.12,0,4.83,5.24,5.33,5.39,5.43,5.46,5.48,5.5,5.53,178.82,179.19,179.38,179.52,179.63,179.71,179.79,179.86,179.99,24.13,23.82,23.650000000000002,23.46,23.27,23.080000000000002,22.89,22.7,22.32,N/A,N/A -2012,5,5,6,30,101440,100280,99150,89.60000000000001,0,6.3500000000000005,6.8500000000000005,6.96,7.0200000000000005,7.05,7.07,7.07,7.08,7.08,177.41,177.65,177.8,177.96,178.12,178.27,178.43,178.59,178.95000000000002,24.23,23.89,23.71,23.52,23.330000000000002,23.14,22.95,22.76,22.38,N/A,N/A -2012,5,5,7,30,101410,100250,99120,89.23,0,6.09,6.5600000000000005,6.66,6.7,6.73,6.74,6.74,6.74,6.73,182.91,182.83,182.79,182.73,182.68,182.63,182.58,182.53,182.42000000000002,24.11,23.77,23.59,23.39,23.2,23.02,22.82,22.64,22.27,N/A,N/A -2012,5,5,8,30,101450,100290,99160,85.96000000000001,0,4.75,5.07,5.14,5.17,5.19,5.19,5.2,5.2,5.19,197.44,197.5,197.55,197.59,197.62,197.65,197.68,197.71,197.79,24.21,23.88,23.7,23.5,23.31,23.12,22.93,22.740000000000002,22.36,N/A,N/A -2012,5,5,9,30,101490,100320,99200,86.08,0,5.2700000000000005,5.63,5.7,5.73,5.74,5.74,5.74,5.74,5.74,204.87,205.38,205.69,205.97,206.23000000000002,206.47,206.71,206.94,207.4,24.16,23.82,23.64,23.44,23.25,23.06,22.86,22.67,22.29,N/A,N/A -2012,5,5,10,30,101430,100270,99140,86.66,0,6.83,7.4,7.54,7.61,7.65,7.68,7.7,7.72,7.73,202.61,202.65,202.65,202.63,202.61,202.58,202.54,202.51,202.45000000000002,24.21,23.87,23.69,23.490000000000002,23.3,23.11,22.91,22.73,22.34,N/A,N/A -2012,5,5,11,30,101460,100300,99170,85.13,0,6.6000000000000005,7.12,7.23,7.28,7.3100000000000005,7.32,7.32,7.32,7.3,202.86,202.86,202.84,202.82,202.8,202.78,202.76,202.75,202.71,24.29,23.96,23.79,23.59,23.400000000000002,23.21,23.02,22.830000000000002,22.45,N/A,N/A -2012,5,5,12,30,101440,100270,99150,84.60000000000001,0,6.17,6.6000000000000005,6.69,6.72,6.72,6.72,6.7,6.68,6.63,213.64000000000001,214.11,214.29,214.5,214.71,214.91,215.13,215.34,215.82,24.28,23.95,23.78,23.580000000000002,23.39,23.21,23.02,22.84,22.46,N/A,N/A -2012,5,5,13,30,101390,100230,99100,86.83,0,5.0600000000000005,5.44,5.53,5.58,5.62,5.65,5.67,5.69,5.72,198.51,198.44,198.45000000000002,198.46,198.47,198.47,198.48000000000002,198.49,198.49,24.310000000000002,23.97,23.8,23.6,23.41,23.22,23.02,22.84,22.45,N/A,N/A -2012,5,5,14,30,101370,100210,99090,89.34,0,6.36,6.88,7.01,7.08,7.12,7.16,7.18,7.2,7.22,171.27,171.5,171.61,171.72,171.8,171.88,171.96,172.05,172.22,24.39,24.060000000000002,23.89,23.69,23.5,23.31,23.12,22.93,22.55,N/A,N/A -2012,5,5,15,30,101380,100220,99090,89.51,0,6.68,7.25,7.38,7.45,7.5,7.53,7.55,7.5600000000000005,7.58,168.62,168.77,168.8,168.84,168.88,168.92000000000002,168.96,169,169.07,24.46,24.12,23.94,23.740000000000002,23.55,23.36,23.17,22.98,22.6,N/A,N/A -2012,5,5,16,30,101430,100270,99140,88.01,0,6.47,7.0200000000000005,7.15,7.21,7.25,7.28,7.3,7.3100000000000005,7.3100000000000005,182.8,182.37,182.21,182.08,181.98,181.89000000000001,181.81,181.75,181.63,24.69,24.37,24.2,24,23.81,23.62,23.42,23.240000000000002,22.86,N/A,N/A -2012,5,5,17,30,101420,100260,99130,88.33,0,6.33,6.9,7.03,7.11,7.16,7.19,7.21,7.23,7.25,179.36,179.58,179.65,179.70000000000002,179.74,179.77,179.81,179.84,179.9,24.75,24.43,24.25,24.060000000000002,23.86,23.68,23.48,23.3,22.91,N/A,N/A -2012,5,5,18,30,101420,100260,99130,89.13,0,5.29,5.7700000000000005,5.9,5.98,6.04,6.08,6.12,6.140000000000001,6.18,181.73,181.64000000000001,181.6,181.59,181.58,181.57,181.57,181.58,181.59,24.830000000000002,24.51,24.34,24.14,23.95,23.76,23.56,23.38,22.990000000000002,N/A,N/A -2012,5,5,19,30,101410,100250,99130,89.69,0,5.96,6.45,6.5600000000000005,6.61,6.640000000000001,6.66,6.67,6.67,6.67,168.03,168.13,168.21,168.28,168.34,168.4,168.44,168.48,168.56,24.89,24.560000000000002,24.39,24.19,24,23.81,23.61,23.43,23.05,N/A,N/A -2012,5,5,20,30,101370,100210,99090,90.51,0,6.36,6.93,7.07,7.140000000000001,7.19,7.22,7.23,7.24,7.24,157.88,158.06,158.22,158.38,158.54,158.69,158.83,158.96,159.24,24.79,24.46,24.29,24.09,23.91,23.72,23.52,23.34,22.96,N/A,N/A -2012,5,5,21,30,101330,100170,99050,91.45,0,5.62,6.1000000000000005,6.22,6.3,6.3500000000000005,6.4,6.43,6.46,6.53,165.53,165.96,166.22,166.49,166.75,167.01,167.28,167.56,168.21,24.88,24.57,24.400000000000002,24.2,24.02,23.830000000000002,23.64,23.46,23.09,N/A,N/A -2012,5,5,22,30,101310,100150,99030,91.57000000000001,0,6.63,7.25,7.390000000000001,7.47,7.5200000000000005,7.55,7.5600000000000005,7.57,7.5600000000000005,174,174.28,174.32,174.35,174.37,174.38,174.39000000000001,174.39000000000001,174.37,24.88,24.57,24.41,24.21,24.02,23.84,23.64,23.46,23.080000000000002,N/A,N/A -2012,5,5,23,30,101270,100120,99000,90.02,0,6.78,7.37,7.49,7.55,7.58,7.59,7.59,7.59,7.57,168.21,168.22,168.33,168.49,168.66,168.85,169.08,169.3,169.89000000000001,24.87,24.57,24.400000000000002,24.21,24.02,23.84,23.64,23.46,23.09,N/A,N/A -2012,5,6,0,30,101250,100090,98970,92.14,0,6.65,7.25,7.4,7.48,7.54,7.57,7.6000000000000005,7.63,7.67,160.45000000000002,160.65,160.74,160.84,160.94,161.03,161.14000000000001,161.23,161.49,24.72,24.41,24.240000000000002,24.05,23.86,23.67,23.48,23.3,22.91,N/A,N/A -2012,5,6,1,30,101210,100060,98930,91.61,0,6.75,7.34,7.48,7.55,7.6000000000000005,7.640000000000001,7.67,7.7,7.79,163.04,163.32,163.53,163.76,163.99,164.23,164.53,164.82,165.65,24.63,24.32,24.150000000000002,23.95,23.77,23.580000000000002,23.39,23.2,22.830000000000002,N/A,N/A -2012,5,6,2,30,101240,100080,98960,92.06,0,7.03,7.640000000000001,7.78,7.83,7.86,7.87,7.86,7.8500000000000005,7.8,163.72,164.02,164.18,164.37,164.55,164.73,164.93,165.14000000000001,165.65,24.64,24.32,24.150000000000002,23.96,23.77,23.580000000000002,23.39,23.2,22.830000000000002,N/A,N/A -2012,5,6,3,30,101270,100110,98990,91.82000000000001,0,7.19,7.8500000000000005,8.02,8.11,8.17,8.21,8.23,8.25,8.28,170.22,170.11,170.07,170.05,170.04,170.03,170.04,170.04,170.07,24.67,24.35,24.18,23.98,23.79,23.6,23.41,23.22,22.84,N/A,N/A -2012,5,6,4,30,101240,100080,98960,88.94,0,7.87,8.67,8.870000000000001,8.98,9.06,9.11,9.14,9.16,9.17,167.41,167.99,168.21,168.4,168.57,168.72,168.86,168.99,169.27,24.79,24.48,24.32,24.12,23.94,23.75,23.56,23.38,22.990000000000002,N/A,N/A -2012,5,6,5,30,101270,100110,98980,88.7,0,8.14,8.93,9.120000000000001,9.200000000000001,9.25,9.28,9.28,9.27,9.22,182.33,182.19,182.09,182.01,181.93,181.87,181.81,181.75,181.63,24.76,24.45,24.28,24.09,23.900000000000002,23.71,23.52,23.34,22.95,N/A,N/A -2012,5,6,6,30,101270,100110,98980,87.11,0,7.57,8.290000000000001,8.49,8.59,8.67,8.72,8.76,8.790000000000001,8.82,189.32,189.45000000000002,189.53,189.61,189.68,189.76,189.83,189.89000000000001,190.04,24.71,24.400000000000002,24.23,24.03,23.85,23.66,23.46,23.28,22.900000000000002,N/A,N/A -2012,5,6,7,30,101300,100140,99020,88.46000000000001,0,6.87,7.48,7.62,7.7,7.76,7.79,7.82,7.83,7.86,184.8,184.86,184.89000000000001,184.93,184.99,185.05,185.12,185.18,185.36,24.6,24.28,24.1,23.91,23.72,23.53,23.330000000000002,23.150000000000002,22.76,N/A,N/A -2012,5,6,8,30,101290,100130,99010,89.46000000000001,0,6.7,7.3100000000000005,7.46,7.54,7.6000000000000005,7.640000000000001,7.67,7.69,7.72,192.74,193.02,193.20000000000002,193.39000000000001,193.58,193.76,193.95000000000002,194.13,194.56,24.61,24.28,24.11,23.91,23.72,23.54,23.34,23.16,22.78,N/A,N/A -2012,5,6,9,30,101290,100130,99010,88.27,0,6.22,6.79,6.93,7.01,7.07,7.1000000000000005,7.140000000000001,7.17,7.21,201.67000000000002,201.84,201.89000000000001,201.96,202.03,202.11,202.19,202.27,202.45000000000002,24.71,24.400000000000002,24.23,24.04,23.85,23.66,23.47,23.28,22.900000000000002,N/A,N/A -2012,5,6,10,30,101250,100090,98970,88.78,0,6.7,7.28,7.41,7.48,7.5200000000000005,7.55,7.57,7.58,7.6000000000000005,209.13,209.18,209.22,209.27,209.31,209.36,209.41,209.46,209.58,24.66,24.34,24.18,23.98,23.79,23.6,23.41,23.22,22.84,N/A,N/A -2012,5,6,11,30,101250,100090,98970,88.46000000000001,0,5.99,6.5200000000000005,6.65,6.72,6.78,6.8100000000000005,6.84,6.86,6.9,201.44,201.53,201.6,201.67000000000002,201.73000000000002,201.79,201.85,201.91,202.06,24.67,24.35,24.18,23.990000000000002,23.8,23.61,23.41,23.23,22.85,N/A,N/A -2012,5,6,12,30,101310,100150,99020,88.63,0,4.51,4.84,4.92,4.95,4.98,4.99,5,5,5,171.63,172.08,172.4,172.66,172.9,173.11,173.31,173.5,173.9,24.64,24.32,24.150000000000002,23.96,23.77,23.580000000000002,23.38,23.2,22.82,N/A,N/A -2012,5,6,13,30,101350,100190,99060,88.22,0,4.04,4.3500000000000005,4.42,4.46,4.49,4.5,4.5200000000000005,4.53,4.54,181.59,181.85,181.9,181.99,182.08,182.18,182.29,182.39000000000001,182.64000000000001,24.64,24.330000000000002,24.16,23.96,23.77,23.580000000000002,23.39,23.2,22.82,N/A,N/A -2012,5,6,14,30,101340,100180,99060,88.82000000000001,0,4.83,5.18,5.26,5.3,5.32,5.34,5.3500000000000005,5.3500000000000005,5.36,183.93,184.09,184.22,184.37,184.5,184.65,184.8,184.94,185.31,24.6,24.28,24.11,23.91,23.72,23.53,23.34,23.150000000000002,22.77,N/A,N/A -2012,5,6,15,30,101330,100170,99050,88.28,0,5.1000000000000005,5.48,5.5600000000000005,5.61,5.63,5.65,5.66,5.67,5.68,170.87,171.45000000000002,171.8,172.16,172.48,172.79,173.13,173.45000000000002,174.17000000000002,24.68,24.35,24.18,23.990000000000002,23.8,23.61,23.42,23.240000000000002,22.86,N/A,N/A -2012,5,6,16,30,101390,100230,99100,89.26,0,5.28,5.69,5.8,5.8500000000000005,5.9,5.93,5.95,5.97,6,160.52,161.05,161.32,161.59,161.83,162.06,162.3,162.53,162.99,24.71,24.37,24.2,24,23.81,23.62,23.43,23.240000000000002,22.86,N/A,N/A -2012,5,6,17,30,101400,100240,99110,86.47,0,5.51,5.9,5.98,6,6.0200000000000005,6.0200000000000005,6.01,6,5.97,171.67000000000002,171.94,172.04,172.14000000000001,172.25,172.35,172.46,172.56,172.79,24.8,24.46,24.29,24.09,23.900000000000002,23.71,23.52,23.34,22.95,N/A,N/A -2012,5,6,18,30,101380,100220,99090,87.96000000000001,0,5.26,5.64,5.71,5.75,5.7700000000000005,5.79,5.8,5.8,5.8,158.78,158.85,158.94,159.07,159.21,159.35,159.5,159.66,160.04,24.7,24.35,24.18,23.98,23.78,23.6,23.400000000000002,23.22,22.830000000000002,N/A,N/A -2012,5,6,19,30,101350,100190,99070,88.98,0,6.3,6.88,7.0200000000000005,7.11,7.18,7.22,7.25,7.2700000000000005,7.3,158.97,158.98,159.03,159.08,159.13,159.18,159.22,159.27,159.36,24.79,24.45,24.28,24.080000000000002,23.89,23.7,23.5,23.32,22.93,N/A,N/A -2012,5,6,20,30,101320,100160,99040,88.8,0,6.390000000000001,6.95,7.08,7.140000000000001,7.19,7.21,7.23,7.25,7.25,163.94,163.79,163.79,163.82,163.85,163.89000000000001,163.94,163.99,164.12,24.72,24.39,24.22,24.02,23.830000000000002,23.64,23.45,23.26,22.88,N/A,N/A -2012,5,6,21,30,101290,100130,99000,87.52,0,6.63,7.19,7.3100000000000005,7.37,7.41,7.43,7.44,7.45,7.44,164.03,164.36,164.5,164.62,164.73,164.82,164.9,164.98,165.12,24.7,24.38,24.2,24,23.81,23.63,23.43,23.240000000000002,22.86,N/A,N/A -2012,5,6,22,30,101200,100040,98920,85.83,0,7.46,8.16,8.33,8.42,8.48,8.52,8.55,8.58,8.620000000000001,171.31,171.57,171.74,171.93,172.11,172.29,172.5,172.69,173.19,24.75,24.45,24.28,24.09,23.900000000000002,23.72,23.53,23.35,22.98,N/A,N/A -2012,5,6,23,30,101200,100040,98920,85.93,0,7.09,7.76,7.930000000000001,8.02,8.08,8.11,8.13,8.14,8.120000000000001,173.47,173.18,173.09,173.06,173.04,173.04,173.06,173.08,173.17000000000002,24.79,24.48,24.310000000000002,24.11,23.92,23.73,23.54,23.35,22.97,N/A,N/A -2012,5,7,0,30,101160,100000,98880,87.10000000000001,0,6.53,7.1000000000000005,7.22,7.28,7.32,7.32,7.32,7.3100000000000005,7.2700000000000005,177.62,177.56,177.59,177.64000000000001,177.70000000000002,177.76,177.84,177.9,178.07,24.67,24.35,24.18,23.98,23.79,23.6,23.400000000000002,23.22,22.830000000000002,N/A,N/A -2012,5,7,1,30,101260,100100,98980,86.79,0,4.34,4.67,4.76,4.8100000000000005,4.8500000000000005,4.87,4.88,4.89,4.9,189.68,189.28,189.12,189.01,188.95000000000002,188.92000000000002,188.93,188.96,189.09,24.650000000000002,24.34,24.17,23.97,23.78,23.59,23.39,23.2,22.82,N/A,N/A -2012,5,7,2,30,101340,100180,99050,82.06,0,3.13,3.35,3.39,3.41,3.42,3.42,3.42,3.42,3.42,233.32,232.8,232.59,232.44,232.31,232.20000000000002,232.09,232,231.82,24.86,24.57,24.400000000000002,24.21,24.02,23.84,23.64,23.46,23.07,N/A,N/A -2012,5,7,3,30,101300,100140,99020,81.03,0,0.99,1.01,1.01,1,0.99,0.98,0.97,0.97,0.9500000000000001,235.32,235.73000000000002,235.97,236.21,236.45000000000002,236.68,236.95000000000002,237.21,237.89000000000001,24.77,24.47,24.3,24.11,23.92,23.740000000000002,23.54,23.36,22.98,N/A,N/A -2012,5,7,4,30,101260,100100,98980,83.69,0,4.88,5.19,5.21,5.19,5.17,5.15,5.12,5.08,5,139.13,139.5,139.55,139.71,139.92000000000002,140.14000000000001,140.61,141.1,144.12,24.62,24.3,24.13,23.94,23.75,23.57,23.38,23.22,22.93,N/A,N/A -2012,5,7,5,30,101200,100040,98910,84.55,0,5.74,6.17,6.2700000000000005,6.3100000000000005,6.33,6.34,6.34,6.34,6.32,169.02,169.07,169.13,169.21,169.32,169.43,169.58,169.73,170.16,24.560000000000002,24.240000000000002,24.07,23.88,23.69,23.5,23.31,23.13,22.75,N/A,N/A -2012,5,7,6,30,101230,100070,98950,85.61,0,4.34,4.64,4.71,4.74,4.76,4.7700000000000005,4.78,4.78,4.79,178.62,178.71,178.92000000000002,179.12,179.31,179.51,179.73,179.93,180.47,24.52,24.2,24.03,23.830000000000002,23.64,23.45,23.26,23.080000000000002,22.7,N/A,N/A -2012,5,7,7,30,101200,100040,98910,84.64,0,4.36,4.66,4.72,4.75,4.78,4.79,4.8,4.8100000000000005,4.82,174.23,174.5,174.65,174.82,174.98,175.15,175.33,175.51,175.97,24.51,24.19,24.02,23.82,23.63,23.45,23.25,23.07,22.69,N/A,N/A -2012,5,7,8,30,101180,100020,98900,84.47,0,4.73,5.04,5.1000000000000005,5.13,5.14,5.15,5.15,5.15,5.14,180.68,180.93,181.08,181.24,181.4,181.56,181.75,181.94,182.44,24.5,24.17,24,23.8,23.61,23.42,23.23,23.05,22.66,N/A,N/A -2012,5,7,9,30,101180,100020,98890,86.98,0,5.19,5.57,5.65,5.69,5.71,5.73,5.74,5.75,5.76,191.31,191.49,191.63,191.77,191.91,192.04,192.20000000000002,192.34,192.74,24.48,24.150000000000002,23.98,23.78,23.59,23.400000000000002,23.21,23.02,22.64,N/A,N/A -2012,5,7,10,30,101160,100000,98880,86.26,0,4.5200000000000005,4.82,4.87,4.9,4.91,4.92,4.92,4.92,4.91,189.67000000000002,189.79,189.87,189.97,190.08,190.19,190.32,190.45000000000002,190.8,24.5,24.17,24,23.8,23.61,23.42,23.23,23.05,22.66,N/A,N/A -2012,5,7,11,30,101150,99990,98870,88.59,0,4.19,4.44,4.48,4.49,4.48,4.48,4.46,4.45,4.41,178.32,178.48,178.67000000000002,178.84,179.01,179.16,179.34,179.51,179.95000000000002,24.42,24.080000000000002,23.91,23.71,23.53,23.34,23.14,22.96,22.580000000000002,N/A,N/A -2012,5,7,12,30,101160,100000,98880,89.7,0,4.36,4.63,4.69,4.71,4.72,4.73,4.73,4.73,4.72,176.94,177.15,177.29,177.43,177.57,177.70000000000002,177.86,178.01,178.36,24.39,24.05,23.88,23.68,23.490000000000002,23.3,23.1,22.92,22.54,N/A,N/A -2012,5,7,13,30,101190,100030,98910,90.67,0,5.11,5.48,5.55,5.6000000000000005,5.63,5.65,5.66,5.67,5.69,180.77,180.83,180.8,180.76,180.73,180.70000000000002,180.69,180.68,180.70000000000002,24.47,24.14,23.96,23.76,23.57,23.38,23.18,22.990000000000002,22.61,N/A,N/A -2012,5,7,14,30,101250,100090,98970,89.02,0,4.28,4.48,4.5,4.5,4.49,4.47,4.45,4.43,4.38,176.68,177,177.39000000000001,177.94,178.57,179.29,180.38,181.55,185.64000000000001,24.580000000000002,24.26,24.09,23.900000000000002,23.71,23.53,23.35,23.17,22.84,N/A,N/A -2012,5,7,15,30,101280,100120,99000,89.66,0,4.63,4.91,4.96,4.96,4.96,4.95,4.93,4.91,4.87,180.27,180.48,180.54,180.61,180.68,180.76,180.86,180.96,181.25,24.62,24.29,24.12,23.92,23.740000000000002,23.55,23.36,23.18,22.830000000000002,N/A,N/A -2012,5,7,16,30,101280,100120,99000,88.63,0,4.79,5.1000000000000005,5.16,5.18,5.19,5.19,5.19,5.18,5.15,179.20000000000002,179.78,180.14000000000001,180.52,180.87,181.21,181.59,181.95000000000002,182.81,24.75,24.41,24.23,24.03,23.85,23.66,23.46,23.28,22.900000000000002,N/A,N/A -2012,5,7,17,30,101300,100140,99020,87.54,0,4.23,4.49,4.54,4.5600000000000005,4.57,4.58,4.58,4.58,4.58,180.8,181.05,181.19,181.33,181.46,181.59,181.73,181.86,182.19,24.86,24.51,24.34,24.14,23.95,23.76,23.56,23.38,22.990000000000002,N/A,N/A -2012,5,7,18,30,101300,100140,99020,87.62,0,4.48,4.74,4.79,4.8,4.8,4.8,4.79,4.7700000000000005,4.74,172.89000000000001,173.02,173.14000000000001,173.29,173.44,173.61,173.83,174.04,174.62,24.96,24.61,24.43,24.240000000000002,24.05,23.86,23.66,23.48,23.1,N/A,N/A -2012,5,7,19,30,101270,100110,98990,88.16,0,4.57,4.83,4.87,4.87,4.87,4.86,4.84,4.82,4.7700000000000005,187.88,187.43,187.14000000000001,186.82,186.51,186.20000000000002,185.86,185.54,184.79,25.1,24.75,24.580000000000002,24.38,24.19,24,23.8,23.62,23.240000000000002,N/A,N/A -2012,5,7,20,30,101230,100070,98950,89.37,0,5.36,5.76,5.86,5.92,5.95,5.98,5.99,6.01,6.0200000000000005,158.4,159.05,159.53,159.99,160.41,160.79,161.18,161.54,162.3,25.12,24.78,24.61,24.41,24.22,24.03,23.84,23.650000000000002,23.27,N/A,N/A -2012,5,7,21,30,101140,99990,98870,89.37,0,5.8100000000000005,6.23,6.3100000000000005,6.33,6.34,6.33,6.32,6.3100000000000005,6.28,174.8,175.02,175.09,175.22,175.37,175.55,175.78,176.02,176.72,24.93,24.61,24.44,24.240000000000002,24.05,23.87,23.67,23.490000000000002,23.13,N/A,N/A -2012,5,7,22,30,101110,99960,98840,89.42,0,5.15,5.53,5.59,5.62,5.63,5.63,5.63,5.62,5.6000000000000005,151.9,152.33,152.6,152.87,153.12,153.36,153.62,153.86,154.42000000000002,24.93,24.61,24.44,24.240000000000002,24.05,23.86,23.67,23.48,23.1,N/A,N/A -2012,5,7,23,30,101070,99910,98790,88.81,0,6.13,6.61,6.71,6.75,6.7700000000000005,6.78,6.78,6.7700000000000005,6.75,149.06,149.03,149.06,149.09,149.12,149.15,149.20000000000002,149.24,149.36,24.91,24.6,24.43,24.23,24.04,23.85,23.66,23.48,23.09,N/A,N/A -2012,5,8,0,30,101060,99910,98790,88.76,0,5.09,5.5,5.58,5.63,5.65,5.66,5.67,5.67,5.66,160.63,160.77,160.77,160.79,160.8,160.81,160.83,160.85,160.88,24.87,24.560000000000002,24.39,24.2,24.01,23.82,23.63,23.44,23.06,N/A,N/A -2012,5,8,1,30,101060,99910,98790,89.28,0,4.89,5.26,5.33,5.37,5.39,5.4,5.41,5.41,5.4,164.79,164.92000000000002,164.9,164.87,164.83,164.78,164.72,164.66,164.49,24.830000000000002,24.52,24.35,24.150000000000002,23.96,23.78,23.580000000000002,23.400000000000002,23.02,N/A,N/A -2012,5,8,2,30,101100,99950,98830,89.44,0,4.74,5.08,5.15,5.18,5.19,5.19,5.19,5.18,5.15,167.35,167.46,167.49,167.5,167.52,167.54,167.55,167.56,167.58,24.76,24.45,24.28,24.080000000000002,23.900000000000002,23.71,23.52,23.330000000000002,22.95,N/A,N/A -2012,5,8,3,30,101150,99990,98870,89.69,0,4.61,4.93,5,5.03,5.04,5.05,5.05,5.04,5.03,156.85,156.83,156.92000000000002,156.99,157.05,157.1,157.15,157.20000000000002,157.28,24.740000000000002,24.42,24.25,24.05,23.86,23.67,23.48,23.29,22.91,N/A,N/A -2012,5,8,4,30,101170,100010,98890,90.13,0,3.84,4.1,4.16,4.18,4.19,4.19,4.19,4.19,4.18,146.89000000000001,146.77,146.95000000000002,147.14000000000001,147.32,147.51,147.71,147.91,148.4,24.68,24.36,24.19,23.990000000000002,23.81,23.62,23.42,23.240000000000002,22.86,N/A,N/A -2012,5,8,5,30,101170,100010,98890,87.31,0,4.78,5.13,5.18,5.19,5.19,5.17,5.15,5.13,5.0600000000000005,161.93,161.74,161.64000000000001,161.53,161.42000000000002,161.32,161.22,161.12,160.93,24.76,24.45,24.27,24.080000000000002,23.89,23.7,23.5,23.32,22.93,N/A,N/A -2012,5,8,6,30,101270,100110,98990,87.58,0,3.56,3.72,3.74,3.73,3.71,3.69,3.66,3.63,3.54,171.66,171.99,172.23,172.5,172.74,172.99,173.27,173.54,174.23,24.71,24.39,24.23,24.04,23.85,23.67,23.48,23.3,22.94,N/A,N/A -2012,5,8,7,30,101280,100120,99000,87.83,0,1.73,1.81,1.82,1.83,1.83,1.82,1.82,1.81,1.79,173.01,173.68,174.02,174.54,175.09,175.70000000000002,176.44,177.19,179.1,24.69,24.38,24.21,24.01,23.81,23.63,23.43,23.240000000000002,22.86,N/A,N/A -2012,5,8,8,30,101260,100100,98970,84.44,0,1.33,1.22,1.1400000000000001,1.06,0.98,0.91,0.8300000000000001,0.76,0.62,93.7,94.44,94.94,95.23,95.13,94.82000000000001,93.72,92.52,85.73,24.650000000000002,24.330000000000002,24.16,23.96,23.77,23.580000000000002,23.38,23.2,22.81,N/A,N/A -2012,5,8,9,30,101250,100090,98960,82.57000000000001,0,1.4000000000000001,1.44,1.44,1.44,1.45,1.46,1.48,1.5,1.56,39.49,37.72,36.61,35.35,34.09,32.8,31.330000000000002,29.88,26.59,24.64,24.330000000000002,24.16,23.96,23.78,23.59,23.400000000000002,23.21,22.84,N/A,N/A -2012,5,8,10,30,101260,100100,98980,84.89,0,2.6,2.72,2.73,2.74,2.74,2.74,2.74,2.73,2.73,18.080000000000002,18.19,18.2,18.23,18.25,18.28,18.35,18.41,18.64,24.5,24.17,24,23.8,23.61,23.42,23.23,23.04,22.66,N/A,N/A -2012,5,8,11,30,101240,100080,98950,84.8,0,2.65,2.7800000000000002,2.8000000000000003,2.81,2.81,2.81,2.81,2.81,2.8000000000000003,31.36,31.66,31.77,31.89,32,32.09,32.19,32.27,32.46,24.41,24.080000000000002,23.91,23.71,23.52,23.330000000000002,23.14,22.95,22.57,N/A,N/A -2012,5,8,12,30,101250,100090,98960,90.99,0,5.55,5.86,5.9,5.89,5.87,5.83,5.79,5.74,5.63,45.660000000000004,45.980000000000004,46.14,46.300000000000004,46.46,46.63,46.83,47.02,47.5,23.86,23.48,23.3,23.1,22.91,22.72,22.52,22.330000000000002,21.96,N/A,N/A -2012,5,8,13,30,101260,100100,98970,92.07000000000001,0,5.07,5.34,5.38,5.38,5.37,5.3500000000000005,5.3100000000000005,5.2700000000000005,5.18,50.7,51.550000000000004,52.09,52.65,53.19,53.71,54.29,54.83,56.1,23.53,23.13,22.95,22.75,22.56,22.37,22.18,22,21.62,N/A,N/A -2012,5,8,14,30,101300,100130,99010,91.69,0,4.45,4.63,4.65,4.64,4.62,4.6000000000000005,4.57,4.54,4.46,45.69,47.31,48.35,49.35,50.27,51.14,52.02,52.83,54.52,23.38,23,22.82,22.62,22.43,22.25,22.05,21.87,21.5,N/A,N/A -2012,5,8,15,30,101320,100150,99020,97.81,0,5.83,6.05,6.05,5.98,5.9,5.8,5.68,5.5600000000000005,5.18,36.24,36.81,37.25,37.78,38.4,39.07,40.09,41.12,46.21,22.64,22.21,22.02,21.830000000000002,21.68,21.57,21.45,21.34,21.11,N/A,N/A -2012,5,8,16,30,101340,100180,99050,93.99,0,4.25,4.42,4.43,4.42,4.39,4.36,4.32,4.28,4.13,40.09,41.27,42.1,43.02,43.99,45.01,46.38,47.74,53.19,23.11,22.72,22.54,22.35,22.17,21.990000000000002,21.81,21.64,21.31,N/A,N/A -2012,5,8,17,30,101320,100160,99030,89.72,0,4.1,4.3100000000000005,4.34,4.3500000000000005,4.3500000000000005,4.3500000000000005,4.34,4.33,4.29,61.14,61.730000000000004,62.1,62.49,62.85,63.21,63.61,63.99,64.92,23.66,23.28,23.09,22.89,22.7,22.51,22.32,22.13,21.75,N/A,N/A -2012,5,8,18,30,101340,100180,99050,86.09,0,2.57,2.68,2.7,2.7,2.7,2.7,2.7,2.7,2.68,99.96000000000001,100.35000000000001,100.61,100.93,101.3,101.72,102.3,102.91,105.34,24.16,23.81,23.63,23.44,23.25,23.07,22.89,22.71,22.38,N/A,N/A -2012,5,8,19,30,101280,100120,99000,84.33,0,2.95,3.0700000000000003,3.08,3.0700000000000003,3.06,3.0500000000000003,3.04,3.02,3,112.54,113.24000000000001,113.58,114.01,114.47,114.98,115.66,116.37,118.74000000000001,24.46,24.11,23.93,23.740000000000002,23.55,23.37,23.18,23.01,22.66,N/A,N/A -2012,5,8,20,30,101240,100080,98960,86.96000000000001,0,4.58,4.82,4.86,4.86,4.8500000000000005,4.84,4.82,4.8,4.75,143.9,144.54,144.84,145.17000000000002,145.52,145.89000000000001,146.34,146.78,148.02,24.6,24.23,24.05,23.85,23.67,23.48,23.29,23.12,22.76,N/A,N/A -2012,5,8,21,30,101220,100060,98940,86.11,0,5.11,5.42,5.47,5.48,5.48,5.48,5.47,5.45,5.42,172.12,172.45000000000002,172.61,172.84,173.1,173.4,173.8,174.22,175.83,24.84,24.5,24.330000000000002,24.13,23.95,23.76,23.57,23.39,23.04,N/A,N/A -2012,5,8,22,30,101180,100020,98900,84.74,0,4.29,4.57,4.61,4.61,4.61,4.6000000000000005,4.58,4.5600000000000005,4.51,179.36,179.62,179.74,179.88,180.02,180.18,180.38,180.59,181.25,25.03,24.72,24.55,24.35,24.16,23.97,23.78,23.6,23.23,N/A,N/A -2012,5,8,23,30,101200,100050,98930,84.73,0,4.13,4.4,4.46,4.47,4.47,4.46,4.45,4.43,4.38,196.55,196.89000000000001,197.19,197.51,197.83,198.16,198.55,198.92000000000002,199.94,25.1,24.8,24.63,24.43,24.25,24.060000000000002,23.87,23.69,23.31,N/A,N/A -2012,5,9,0,30,101210,100050,98930,86.09,0,3.84,4.09,4.14,4.15,4.15,4.15,4.14,4.13,4.1,221.25,221.57,221.73000000000002,221.94,222.16,222.42000000000002,222.76,223.12,224.3,24.98,24.68,24.52,24.32,24.13,23.94,23.75,23.57,23.2,N/A,N/A -2012,5,9,1,30,101210,100050,98930,87.11,0,3.95,4.2,4.24,4.26,4.2700000000000005,4.2700000000000005,4.2700000000000005,4.26,4.25,258.34000000000003,259.07,259.41,259.77,260.11,260.47,260.87,261.26,262.27,24.86,24.55,24.38,24.18,24,23.81,23.62,23.43,23.06,N/A,N/A -2012,5,9,2,30,101250,100090,98970,84.41,0,4.44,4.74,4.79,4.8100000000000005,4.82,4.82,4.82,4.8100000000000005,4.78,305.47,306.31,306.51,306.64,306.73,306.8,306.86,306.90000000000003,306.93,24.95,24.64,24.47,24.28,24.09,23.900000000000002,23.71,23.52,23.13,N/A,N/A -2012,5,9,3,30,101280,100120,98990,83.11,0,5.78,6.140000000000001,6.22,6.24,6.25,6.24,6.23,6.21,6.15,350.40000000000003,350.38,350.41,350.45,350.48,350.52,350.58,350.64,350.79,24.04,23.69,23.51,23.31,23.13,22.95,22.76,22.59,22.240000000000002,N/A,N/A -2012,5,9,4,30,101260,100100,98970,83.43,0,4.94,5.26,5.32,5.3500000000000005,5.37,5.39,5.43,5.48,5.84,2.69,2.89,2.99,3.1,3.22,3.35,3.5500000000000003,3.7800000000000002,5.0200000000000005,24.150000000000002,23.8,23.63,23.43,23.25,23.07,22.88,22.71,22.400000000000002,N/A,N/A -2012,5,9,5,30,101280,100120,98990,81.78,0,5.65,6.01,6.09,6.13,6.17,6.22,6.33,6.45,7.9,5.22,5.45,5.5600000000000005,5.72,5.91,6.140000000000001,6.53,6.97,9.44,23.92,23.56,23.39,23.2,23.02,22.85,22.69,22.54,22.5,N/A,N/A -2012,5,9,6,30,101310,100140,99020,81.84,0,6.6000000000000005,7.0600000000000005,7.16,7.2,7.24,7.2700000000000005,7.3100000000000005,7.36,7.65,359.81,359.83,359.87,359.93,359.99,0.07,0.18,0.29,0.77,23.990000000000002,23.62,23.45,23.25,23.06,22.88,22.7,22.52,22.2,N/A,N/A -2012,5,9,7,30,101340,100180,99040,82.21000000000001,0,7.49,8.040000000000001,8.17,8.23,8.28,8.33,8.41,8.5,9.06,0.44,0.51,0.63,0.77,0.9400000000000001,1.12,1.41,1.72,3.36,23.67,23.27,23.1,22.91,22.73,22.55,22.38,22.22,22,N/A,N/A -2012,5,9,8,30,101340,100180,99050,84.56,0,7.82,8.38,8.51,8.55,8.58,8.59,8.6,8.61,8.67,357.11,357.33,357.48,357.64,357.82,358.03000000000003,358.3,358.58,359.58,23.57,23.16,22.98,22.77,22.59,22.400000000000002,22.22,22.04,21.7,N/A,N/A -2012,5,9,9,30,101340,100180,99050,85.18,0,6.72,7.19,7.29,7.34,7.38,7.390000000000001,7.41,7.43,7.48,17.86,18.05,18.14,18.23,18.330000000000002,18.42,18.54,18.66,19.01,23.53,23.13,22.95,22.740000000000002,22.55,22.37,22.17,21.990000000000002,21.62,N/A,N/A -2012,5,9,10,30,101390,100230,99090,85.98,0,5.98,6.34,6.41,6.43,6.44,6.43,6.42,6.41,6.38,21.03,21.2,21.330000000000002,21.45,21.57,21.68,21.81,21.93,22.240000000000002,23.36,22.96,22.77,22.56,22.37,22.19,21.990000000000002,21.81,21.44,N/A,N/A -2012,5,9,11,30,101480,100310,99170,86.27,0,5.29,5.59,5.64,5.66,5.66,5.66,5.64,5.63,5.59,359.61,359.72,359.93,0.14,0.32,0.49,0.68,0.86,1.29,23.150000000000002,22.740000000000002,22.55,22.35,22.150000000000002,21.97,21.77,21.59,21.21,N/A,N/A -2012,5,9,12,30,101460,100290,99150,89.39,0,6.03,6.37,6.43,6.45,6.44,6.43,6.41,6.390000000000001,6.34,6.61,6.7700000000000005,6.9,7.05,7.2,7.36,7.5600000000000005,7.76,8.290000000000001,22.5,22.06,21.86,21.66,21.47,21.28,21.09,20.91,20.53,N/A,N/A -2012,5,9,13,30,101420,100250,99110,88.19,0,5.48,5.79,5.8500000000000005,5.87,5.87,5.88,5.88,5.87,5.88,33.88,34.31,34.47,34.660000000000004,34.84,35.03,35.26,35.480000000000004,36.07,22.580000000000002,22.150000000000002,21.96,21.76,21.57,21.38,21.19,21.01,20.64,N/A,N/A -2012,5,9,14,30,101480,100310,99180,84.51,0,6.390000000000001,6.7700000000000005,6.8500000000000005,6.87,6.88,6.88,6.88,6.86,6.84,13.61,13.85,14.02,14.19,14.35,14.52,14.69,14.86,15.26,22.94,22.51,22.32,22.12,21.92,21.73,21.54,21.36,20.990000000000002,N/A,N/A -2012,5,9,15,30,101490,100320,99180,81.27,0,5.09,5.39,5.45,5.49,5.51,5.5200000000000005,5.53,5.54,5.55,15.83,15.91,15.88,15.84,15.82,15.8,15.780000000000001,15.76,15.73,23.13,22.73,22.54,22.330000000000002,22.14,21.95,21.75,21.57,21.19,N/A,N/A -2012,5,9,16,30,101470,100310,99170,77.89,0,2.92,3.08,3.13,3.17,3.2,3.23,3.27,3.31,3.39,22.05,21.84,21.75,21.650000000000002,21.55,21.45,21.32,21.19,20.900000000000002,23.7,23.34,23.16,22.96,22.77,22.580000000000002,22.39,22.21,21.84,N/A,N/A -2012,5,9,17,30,101460,100300,99170,76.19,0,0.51,0.54,0.56,0.5700000000000001,0.59,0.61,0.64,0.66,0.73,50.910000000000004,47.01,43.75,40.58,37.76,35.03,32.33,29.75,24.37,24.080000000000002,23.740000000000002,23.56,23.36,23.17,22.98,22.79,22.6,22.22,N/A,N/A -2012,5,9,18,30,101430,100260,99140,76.21000000000001,0,0.8,0.78,0.75,0.72,0.6900000000000001,0.66,0.62,0.59,0.52,183.65,186.43,188.04,190.1,192.35,194.89000000000001,198.44,202.11,214.86,24.310000000000002,23.96,23.78,23.580000000000002,23.39,23.2,23.02,22.830000000000002,22.47,N/A,N/A -2012,5,9,19,30,101400,100240,99110,76.03,0,1.95,1.97,1.94,1.8900000000000001,1.84,1.79,1.72,1.6500000000000001,1.43,192.99,193.84,194.51,195.43,196.5,197.78,199.79,201.93,212.86,24.580000000000002,24.22,24.05,23.85,23.67,23.48,23.3,23.12,22.78,N/A,N/A -2012,5,9,20,30,101350,100190,99060,75.42,0,3.16,3.22,3.19,3.13,3.06,2.99,2.91,2.82,2.57,170.06,170.25,170.39000000000001,170.57,170.77,171,171.34,171.71,173.31,24.78,24.43,24.25,24.05,23.86,23.68,23.490000000000002,23.31,22.95,N/A,N/A -2012,5,9,21,30,101290,100130,99010,73.89,0,4.3100000000000005,4.4,4.34,4.21,4.07,3.9,3.63,3.36,2.2800000000000002,172.81,173.09,173.38,173.76,174.25,174.84,175.96,177.14000000000001,188.07,25.04,24.71,24.55,24.36,24.19,24.02,23.85,23.7,23.45,N/A,N/A -2012,5,9,22,30,101250,100090,98970,72.2,0,4.46,4.63,4.59,4.48,4.32,4.11,3.5,2.88,1.49,154.01,153.87,153.70000000000002,153.42000000000002,152.91,152.20000000000002,149.38,146.42000000000002,136.46,25.27,24.98,24.830000000000002,24.650000000000002,24.5,24.37,24.34,24.36,24.32,N/A,N/A -2012,5,9,23,30,101250,100090,98970,74.52,0,4.51,4.71,4.69,4.63,4.57,4.51,3.64,2.74,1.9000000000000001,166.88,166.86,166.83,166.78,166.75,166.72,163.5,160.08,155.48,25.26,24.97,24.810000000000002,24.62,24.45,24.28,24.310000000000002,24.43,24.45,N/A,N/A -2012,5,10,0,30,101260,100100,98980,74.39,0,4.44,4.68,4.7,4.67,4.63,4.59,4.55,4.51,2.54,180.18,180.25,180.22,180.20000000000002,180.20000000000002,180.20000000000002,180.25,180.3,178.34,25.22,24.94,24.78,24.580000000000002,24.400000000000002,24.21,24.02,23.84,23.94,N/A,N/A -2012,5,10,1,30,101240,100080,98960,75.68,0,4.65,4.94,4.98,4.97,4.96,4.93,4.89,4.8500000000000005,4.72,184.64000000000001,184.52,184.44,184.37,184.3,184.21,184.11,184.02,183.72,25.11,24.810000000000002,24.650000000000002,24.45,24.26,24.080000000000002,23.89,23.71,23.35,N/A,N/A -2012,5,10,2,30,101280,100120,99000,74.24,0,3.36,3.5100000000000002,3.52,3.49,3.46,3.42,3.36,3.3000000000000003,2.92,192.72,192.17000000000002,191.8,191.36,190.87,190.31,189.36,188.33,177.6,25.16,24.87,24.71,24.52,24.34,24.16,23.98,23.81,23.6,N/A,N/A -2012,5,10,3,30,101270,100110,98990,73.92,0,1.57,1.6,1.59,1.56,1.54,1.5,1.45,1.3900000000000001,1.01,198.37,197.56,197.03,196.44,195.83,195.18,194.27,193.38,172.76,25.080000000000002,24.79,24.62,24.43,24.25,24.07,23.89,23.72,23.51,N/A,N/A -2012,5,10,4,30,101270,100110,98990,73.60000000000001,0,0.64,0.64,0.62,0.6,0.5700000000000001,0.54,0.64,0.8200000000000001,1.98,286.16,289.99,293.11,297.96,306.69,318.52,340.41,10.66,42.03,25.060000000000002,24.77,24.62,24.43,24.27,24.11,24,23.91,23.85,N/A,N/A -2012,5,10,5,30,101270,100110,98990,74.44,0,1.72,1.79,1.8,1.79,1.79,1.79,1.79,1.78,1.77,335.99,337.49,338.36,339.3,340.19,341.07,342.05,343.01,346.04,25.03,24.72,24.560000000000002,24.36,24.18,23.990000000000002,23.79,23.61,23.240000000000002,N/A,N/A -2012,5,10,6,30,101280,100120,98990,73.11,0,2.61,2.7600000000000002,2.8000000000000003,2.82,2.84,2.86,2.89,2.91,2.97,15.02,16.12,16.77,17.47,18.17,18.89,19.73,20.55,22.650000000000002,25.150000000000002,24.84,24.67,24.47,24.28,24.1,23.91,23.73,23.36,N/A,N/A -2012,5,10,7,30,101290,100130,99010,75.38,0,3.75,3.99,4.05,4.08,4.11,4.13,4.14,4.16,4.18,41.47,41.83,41.96,42.1,42.230000000000004,42.35,42.49,42.62,42.92,25.13,24.8,24.63,24.43,24.240000000000002,24.05,23.85,23.67,23.28,N/A,N/A -2012,5,10,8,30,101250,100090,98970,73.99,0,4.54,4.86,4.93,4.97,5,5.0200000000000005,5.04,5.0600000000000005,5.09,62.25,62.59,62.81,63,63.2,63.39,63.6,63.79,64.24,25.18,24.85,24.68,24.48,24.29,24.1,23.91,23.72,23.34,N/A,N/A -2012,5,10,9,30,101270,100110,98990,71.25,0,6.28,6.82,6.97,7.05,7.11,7.16,7.2,7.23,7.28,80.83,81.11,81.24,81.36,81.47,81.58,81.68,81.77,81.97,25.43,25.12,24.94,24.75,24.560000000000002,24.37,24.17,23.990000000000002,23.6,N/A,N/A -2012,5,10,10,30,101270,100110,98980,70.82000000000001,0,7.640000000000001,8.3,8.46,8.53,8.58,8.6,8.620000000000001,8.620000000000001,8.620000000000001,84.9,85.04,85.14,85.24,85.33,85.42,85.5,85.57000000000001,85.72,25.490000000000002,25.18,25.01,24.8,24.61,24.43,24.23,24.04,23.66,N/A,N/A -2012,5,10,11,30,101280,100120,99000,71.99,0,7.96,8.65,8.8,8.88,8.94,8.97,8.98,8.99,9,87,87.27,87.4,87.54,87.66,87.78,87.9,88.01,88.23,25.240000000000002,24.900000000000002,24.73,24.53,24.330000000000002,24.14,23.95,23.76,23.37,N/A,N/A -2012,5,10,12,30,101280,100120,99000,73.60000000000001,0,7.15,7.7700000000000005,7.92,8,8.06,8.1,8.13,8.15,8.18,89.69,90.08,90.3,90.53,90.73,90.93,91.12,91.3,91.68,25.2,24.86,24.69,24.490000000000002,24.29,24.1,23.91,23.72,23.34,N/A,N/A -2012,5,10,13,30,101310,100150,99030,72.13,0,7.68,8.36,8.540000000000001,8.63,8.700000000000001,8.74,8.78,8.8,8.84,96.41,96.7,96.85000000000001,97,97.13,97.25,97.38,97.5,97.73,25.32,24.990000000000002,24.82,24.61,24.42,24.23,24.03,23.85,23.46,N/A,N/A -2012,5,10,14,30,101300,100150,99020,74.02,0,7.94,8.64,8.81,8.91,8.97,9.01,9.040000000000001,9.06,9.09,100.33,100.58,100.78,100.97,101.14,101.3,101.46000000000001,101.61,101.91,25.310000000000002,24.97,24.8,24.6,24.41,24.22,24.02,23.830000000000002,23.45,N/A,N/A -2012,5,10,15,30,101320,100160,99030,72.18,0,7.03,7.61,7.75,7.8100000000000005,7.86,7.890000000000001,7.9,7.91,7.92,115.35000000000001,115.05,114.9,114.76,114.61,114.48,114.34,114.22,113.96000000000001,25.44,25.12,24.94,24.740000000000002,24.55,24.36,24.16,23.98,23.59,N/A,N/A -2012,5,10,16,30,101320,100160,99040,73.89,0,7.01,7.59,7.72,7.79,7.83,7.86,7.88,7.890000000000001,7.9,109.56,109.64,109.69,109.72,109.74000000000001,109.75,109.76,109.77,109.78,25.39,25.060000000000002,24.88,24.68,24.490000000000002,24.3,24.1,23.92,23.53,N/A,N/A -2012,5,10,17,30,101280,100130,99000,74.76,0,6.73,7.29,7.43,7.51,7.57,7.61,7.640000000000001,7.66,7.69,108.67,109.23,109.51,109.72,109.89,110.03,110.15,110.26,110.43,25.42,25.080000000000002,24.91,24.71,24.52,24.330000000000002,24.13,23.94,23.56,N/A,N/A -2012,5,10,18,30,101310,100150,99030,74.98,0,7.32,7.94,8.08,8.15,8.2,8.23,8.25,8.27,8.28,111.12,111.26,111.4,111.56,111.72,111.89,112.06,112.22,112.56,25.39,25.05,24.88,24.68,24.490000000000002,24.3,24.1,23.91,23.53,N/A,N/A -2012,5,10,19,30,101250,100100,98970,78.32000000000001,0,6.92,7.55,7.71,7.8,7.86,7.9,7.930000000000001,7.95,7.97,109.77,110.01,110.03,110.03,110.01,109.99000000000001,109.96000000000001,109.93,109.86,25.36,25.02,24.85,24.650000000000002,24.46,24.26,24.07,23.88,23.490000000000002,N/A,N/A -2012,5,10,20,30,101160,100000,98880,76.73,0,8.92,9.75,9.96,10.07,10.14,10.18,10.21,10.22,10.24,110.81,111,111.16,111.31,111.43,111.55,111.66,111.76,111.97,25.3,24.96,24.79,24.580000000000002,24.39,24.2,24,23.81,23.43,N/A,N/A -2012,5,10,21,30,101130,99980,98860,78.26,0,8.05,8.8,8.99,9.1,9.18,9.24,9.28,9.31,9.36,117.21000000000001,117.33,117.4,117.47,117.54,117.60000000000001,117.65,117.7,117.81,25.44,25.12,24.94,24.740000000000002,24.55,24.36,24.16,23.98,23.59,N/A,N/A -2012,5,10,22,30,101030,99880,98760,81.18,0,8.69,9.52,9.73,9.85,9.93,9.98,10.03,10.06,10.11,110.04,110.28,110.43,110.57000000000001,110.7,110.83,110.95,111.08,111.33,25.400000000000002,25.060000000000002,24.89,24.68,24.490000000000002,24.3,24.11,23.92,23.54,N/A,N/A -2012,5,10,23,30,101030,99880,98760,82.74,0,9.56,10.49,10.75,10.89,10.98,11.040000000000001,11.08,11.11,11.13,114.4,114.37,114.35000000000001,114.3,114.26,114.2,114.14,114.09,113.96000000000001,25.37,25.04,24.86,24.650000000000002,24.46,24.27,24.07,23.89,23.5,N/A,N/A -2012,5,11,0,30,101010,99860,98740,83.82000000000001,0,8.4,9.23,9.47,9.61,9.71,9.8,9.86,9.92,10.01,122.79,122.89,122.89,122.88,122.87,122.86,122.85000000000001,122.84,122.81,25.330000000000002,25,24.830000000000002,24.62,24.43,24.240000000000002,24.05,23.86,23.48,N/A,N/A -2012,5,11,1,30,101000,99850,98730,82.92,0,8.05,8.81,9.040000000000001,9.16,9.25,9.3,9.34,9.38,9.41,119.53,119.23,119.24000000000001,119.31,119.38,119.46000000000001,119.56,119.67,119.91,25.580000000000002,25.26,25.1,24.89,24.71,24.51,24.32,24.13,23.75,N/A,N/A -2012,5,11,2,30,100980,99830,98710,82.78,0,9.040000000000001,9.870000000000001,10.07,10.17,10.24,10.290000000000001,10.32,10.34,10.38,126.28,126.33,126.42,126.49000000000001,126.57000000000001,126.64,126.72,126.8,127.04,25.61,25.29,25.12,24.93,24.740000000000002,24.560000000000002,24.37,24.19,23.830000000000002,N/A,N/A -2012,5,11,3,30,100960,99810,98690,83,0,9.88,10.950000000000001,11.22,11.38,11.49,11.57,11.620000000000001,11.66,11.72,131.92000000000002,132.15,132.27,132.38,132.48,132.56,132.64000000000001,132.71,132.86,25.68,25.36,25.18,24.98,24.79,24.61,24.41,24.22,23.84,N/A,N/A -2012,5,11,4,30,100930,99780,98660,83.94,0,9.56,10.540000000000001,10.790000000000001,10.93,11.03,11.1,11.14,11.18,11.22,134.97,135.03,135.04,135.04,135.04,135.03,135.02,135.01,134.99,25.6,25.28,25.11,24.91,24.72,24.53,24.34,24.150000000000002,23.78,N/A,N/A -2012,5,11,5,30,100980,99830,98710,85.58,0,7.79,8.66,8.91,9.08,9.21,9.31,9.38,9.450000000000001,9.56,159.96,159.70000000000002,159.53,159.4,159.3,159.21,159.14000000000001,159.08,159,25.67,25.36,25.2,25,24.82,24.63,24.44,24.26,23.88,N/A,N/A -2012,5,11,6,30,100960,99810,98700,82.41,0,8.3,9.11,9.31,9.42,9.5,9.55,9.59,9.61,9.63,153.01,153.18,153.24,153.29,153.32,153.35,153.37,153.39000000000001,153.42000000000002,25.67,25.38,25.21,25.02,24.830000000000002,24.650000000000002,24.45,24.27,23.89,N/A,N/A -2012,5,11,7,30,100980,99820,98700,85.64,85,6.19,7.05,7.21,7.34,7.43,7.51,7.5600000000000005,7.6000000000000005,7.65,154.57,155,154.70000000000002,154.45000000000002,154.15,153.89000000000001,153.61,153.35,152.8,25.04,24.73,24.53,24.36,24.150000000000002,23.97,23.78,23.59,23.22,N/A,N/A -2012,5,11,8,30,101070,99900,98760,88.84,2.2,6.41,6.49,6.390000000000001,6.19,5.96,5.69,5.3,4.92,3.93,37.87,38.47,38.95,39.62,40.49,41.59,43.92,46.37,55.34,21.830000000000002,21.38,21.2,21.03,20.88,20.75,20.66,20.59,20.69,N/A,N/A -2012,5,11,9,30,101050,99890,98760,89.76,0,5,5.1000000000000005,5.04,4.93,4.65,4.25,4,3.8200000000000003,3.52,63.870000000000005,64.67,65.44,66.99,76.60000000000001,92.41,101.83,108.28,120.91,22.73,22.35,22.19,22.03,22.12,22.42,22.6,22.72,22.54,N/A,N/A -2012,5,11,10,30,101030,99870,98740,85.92,0,6.6000000000000005,6.96,6.98,6.93,6.87,6.8,6.7,6.6000000000000005,6.32,97.11,97.9,98.23,98.68,99.19,99.76,100.63,101.52,105.83,23.64,23.23,23.05,22.85,22.67,22.490000000000002,22.3,22.14,21.81,N/A,N/A -2012,5,11,11,30,101010,99850,98730,88.10000000000001,0,6.04,6.36,6.36,6.3100000000000005,6.25,6.17,6.07,5.97,5.7,106.64,108.83,110.14,111.56,112.93,114.33,115.89,117.41,122.09,24.2,23.82,23.64,23.44,23.25,23.06,22.86,22.68,22.3,N/A,N/A -2012,5,11,12,30,101070,99910,98800,83.92,0.7000000000000001,6.96,7.59,7.73,7.8,7.8500000000000005,7.87,7.890000000000001,7.9,7.9,174.11,173.91,173.86,173.84,173.82,173.81,173.81,173.82,173.86,25.580000000000002,25.27,25.1,24.900000000000002,24.71,24.52,24.32,24.14,23.76,N/A,N/A -2012,5,11,13,30,101130,99970,98860,82.94,0,7.8,8.55,8.73,8.84,8.9,8.950000000000001,8.98,9,9.03,174.41,174.16,174.17000000000002,174.16,174.13,174.11,174.08,174.05,173.97,25.67,25.37,25.2,25.01,24.82,24.63,24.44,24.25,23.88,N/A,N/A -2012,5,11,14,30,101210,100060,98940,82.76,0,7.26,7.91,8.07,8.15,8.2,8.23,8.25,8.26,8.27,166.74,166.98,167.1,167.18,167.24,167.3,167.35,167.39000000000001,167.45000000000002,25.71,25.42,25.26,25.060000000000002,24.87,24.68,24.490000000000002,24.310000000000002,23.93,N/A,N/A -2012,5,11,15,30,101260,100110,98990,81.88,0,7.7,8.46,8.66,8.78,8.870000000000001,8.93,8.98,9.01,9.07,170.88,170.93,170.93,170.93,170.94,170.94,170.94,170.94,170.95000000000002,25.740000000000002,25.44,25.28,25.080000000000002,24.900000000000002,24.71,24.52,24.330000000000002,23.95,N/A,N/A -2012,5,11,16,30,101270,100110,98990,84.06,0,7.82,8.57,8.76,8.86,8.93,8.97,9,9.02,9.040000000000001,162.9,162.8,162.84,162.9,162.97,163.04,163.12,163.20000000000002,163.38,25.62,25.310000000000002,25.14,24.94,24.75,24.560000000000002,24.37,24.18,23.8,N/A,N/A -2012,5,11,17,30,101280,100120,99000,83.88,0,7.3500000000000005,8.07,8.25,8.36,8.44,8.5,8.540000000000001,8.58,8.63,168.24,168.58,168.72,168.84,168.94,169.02,169.09,169.15,169.26,25.7,25.400000000000002,25.23,25.03,24.85,24.66,24.46,24.28,23.900000000000002,N/A,N/A -2012,5,11,18,30,101300,100140,99020,83.04,0,8.370000000000001,9.21,9.42,9.53,9.620000000000001,9.67,9.71,9.74,9.77,172.56,172.49,172.51,172.53,172.57,172.61,172.65,172.69,172.79,25.76,25.46,25.3,25.1,24.91,24.72,24.53,24.35,23.97,N/A,N/A -2012,5,11,19,30,101330,100180,99060,81.21000000000001,0,8.6,9.47,9.68,9.790000000000001,9.870000000000001,9.92,9.950000000000001,9.97,9.99,173.02,173.1,173.19,173.28,173.36,173.44,173.52,173.61,173.78,25.84,25.55,25.39,25.19,25.01,24.82,24.62,24.44,24.060000000000002,N/A,N/A -2012,5,11,20,30,101260,100100,98980,80.48,0,8.36,9.23,9.46,9.59,9.69,9.76,9.81,9.85,9.9,171.8,171.92000000000002,172,172.05,172.1,172.13,172.16,172.19,172.22,25.900000000000002,25.62,25.46,25.27,25.080000000000002,24.900000000000002,24.7,24.52,24.14,N/A,N/A -2012,5,11,21,30,101220,100070,98950,81.86,0,8.870000000000001,9.77,10.02,10.15,10.24,10.3,10.35,10.38,10.41,168.22,168.36,168.45000000000002,168.52,168.6,168.66,168.72,168.77,168.87,25.82,25.54,25.38,25.18,25,24.810000000000002,24.62,24.43,24.060000000000002,N/A,N/A -2012,5,11,22,30,101160,100010,98890,81.95,0,9.27,10.25,10.5,10.64,10.75,10.82,10.86,10.9,10.94,167.87,168,168.07,168.15,168.21,168.27,168.33,168.39000000000001,168.5,25.8,25.52,25.36,25.17,24.990000000000002,24.8,24.61,24.43,24.05,N/A,N/A -2012,5,11,23,30,101160,100010,98890,81.02,0,10.01,11.1,11.4,11.58,11.700000000000001,11.790000000000001,11.85,11.9,11.950000000000001,171.48,171.66,171.74,171.83,171.9,171.97,172.04,172.11,172.23,25.830000000000002,25.57,25.41,25.22,25.04,24.85,24.66,24.47,24.1,N/A,N/A -2012,5,12,0,30,101180,100030,98910,76.01,0,7.99,8.81,9.040000000000001,9.18,9.28,9.35,9.41,9.450000000000001,9.52,177.21,177.21,177.21,177.18,177.14000000000001,177.09,177.04,177,176.89000000000001,25.97,25.72,25.560000000000002,25.37,25.19,25.01,24.82,24.64,24.27,N/A,N/A -2012,5,12,1,30,101210,100050,98940,80.94,0,7.5600000000000005,8.36,8.59,8.74,8.84,8.92,8.98,9.03,9.09,162.36,162.59,162.77,162.91,163.03,163.12,163.21,163.28,163.42000000000002,25.86,25.6,25.45,25.26,25.080000000000002,24.89,24.7,24.51,24.14,N/A,N/A -2012,5,12,2,30,101350,100200,99080,79.45,0,5.86,6.48,6.66,6.78,6.88,6.95,7.01,7.07,7.140000000000001,170.53,170.51,170.51,170.52,170.55,170.57,170.61,170.63,170.71,25.990000000000002,25.73,25.57,25.38,25.2,25.01,24.82,24.63,24.25,N/A,N/A -2012,5,12,3,30,101360,100210,99090,81.05,0,6.12,6.640000000000001,6.75,6.8100000000000005,6.8500000000000005,6.87,6.890000000000001,6.91,6.93,182.56,183,183.16,183.29,183.4,183.5,183.58,183.65,183.76,25.900000000000002,25.63,25.48,25.28,25.1,24.92,24.73,24.54,24.17,N/A,N/A -2012,5,12,4,30,101420,100270,99150,79.98,0.4,6.7,7.32,7.46,7.54,7.58,7.61,7.63,7.640000000000001,7.640000000000001,212.21,211.84,211.71,211.67000000000002,211.65,211.67000000000002,211.71,211.76,211.89000000000001,26.01,25.76,25.6,25.400000000000002,25.22,25.04,24.85,24.66,24.29,N/A,N/A -2012,5,12,5,30,101350,100170,99030,89.82000000000001,200,9.82,10.32,10.35,10.31,10.25,10.19,10.1,9.99,9.5,15.88,12.4,10.85,9.120000000000001,7.11,5.17,2.62,0.19,354.28000000000003,21.23,20.69,20.5,20.330000000000002,20.17,20.02,19.88,19.76,19.56,N/A,N/A -2012,5,12,6,30,101400,100230,99090,83.35000000000001,0,1.75,1.86,1.9100000000000001,1.96,2.0100000000000002,2.05,2.82,4.08,5.51,192.1,191.68,191.78,191.89000000000001,192.31,192.96,191.67000000000002,189.31,184.58,22.53,22.16,21.990000000000002,21.79,21.6,21.400000000000002,21.56,21.79,22.47,N/A,N/A -2012,5,12,7,30,101510,100340,99210,83.96000000000001,0,2.11,2.14,2.13,2.11,2.08,2.06,2.04,2.0300000000000002,2.56,120.72,121.63,122.47,123.53,124.8,126.24000000000001,129.49,133.07,158.36,22.93,22.56,22.38,22.19,22,21.81,21.63,21.47,21.47,N/A,N/A -2012,5,12,8,30,101520,100350,99220,84.35000000000001,0,0.6900000000000001,0.67,0.64,0.6,0.5700000000000001,0.52,0.81,1.49,2.36,64.38,66.35,68.54,71.67,77.9,86.42,110.13,157.99,166.57,23.29,22.95,22.78,22.59,22.41,22.240000000000002,22.23,22.29,22.45,N/A,N/A -2012,5,12,9,30,101530,100370,99240,84.39,0,0.99,0.97,0.9400000000000001,0.9,0.86,0.81,1,1.3800000000000001,2.13,66.06,68.53,70.62,74,80.98,91.05,114.57000000000001,150.93,169.33,23.6,23.26,23.09,22.91,22.73,22.57,22.51,22.490000000000002,22.44,N/A,N/A -2012,5,12,10,30,101580,100410,99280,85.28,0,1.58,1.6,1.58,1.55,1.51,1.46,1.33,1.19,0.8300000000000001,42.31,42.46,42.58,42.800000000000004,43.18,43.7,46.300000000000004,49.21,146.85,23.740000000000002,23.41,23.240000000000002,23.04,22.85,22.67,22.490000000000002,22.330000000000002,22.25,N/A,N/A -2012,5,12,11,30,101580,100420,99290,85.8,0,0.26,0.27,0.28,0.3,0.35000000000000003,0.43,0.6,0.86,2.13,105.94,117.28,125.41,135.5,145.19,155.91,164.9,175.06,186.22,23.88,23.55,23.38,23.19,23.01,22.84,22.68,22.53,22.56,N/A,N/A -2012,5,12,12,30,101680,100520,99380,86.02,0,1.31,1.33,1.31,1.29,1.27,1.25,1.22,1.19,1.09,6.16,5.68,5.42,5.13,4.83,4.5,4.13,3.7600000000000002,2.43,24.07,23.740000000000002,23.56,23.36,23.17,22.98,22.79,22.61,22.23,N/A,N/A -2012,5,12,13,30,101700,100530,99400,85.68,0,3.23,3.31,3.29,3.25,3.21,3.16,3.11,3.0500000000000003,2.93,317.19,317.15000000000003,317.1,317.03000000000003,316.96,316.89,316.79,316.7,316.42,24.05,23.71,23.53,23.330000000000002,23.14,22.95,22.75,22.57,22.19,N/A,N/A -2012,5,12,14,30,101760,100590,99460,85.36,0,2.38,2.4,2.38,2.34,2.3000000000000003,2.2600000000000002,2.2,2.15,2,300.94,300.5,300.25,299.95,299.63,299.27,298.79,298.3,296.64,23.900000000000002,23.55,23.38,23.18,22.990000000000002,22.8,22.61,22.42,22.05,N/A,N/A -2012,5,12,15,30,101750,100590,99450,85.39,0,1.79,1.82,1.82,1.8,1.79,1.77,1.77,1.77,2.04,275.29,274.38,273.68,272.77,271.71,270.45,268.24,265.77,252.76000000000002,23.990000000000002,23.650000000000002,23.48,23.29,23.1,22.92,22.740000000000002,22.57,22.34,N/A,N/A -2012,5,12,16,30,101740,100580,99450,84.76,0,2.29,2.4,2.42,2.42,2.43,2.44,2.44,2.44,2.46,300.45,300.57,300.63,300.75,300.90000000000003,301.08,301.34000000000003,301.62,302.43,24.25,23.91,23.740000000000002,23.54,23.35,23.17,22.98,22.8,22.44,N/A,N/A -2012,5,12,17,30,101760,100600,99470,77.38,0,2.83,2.87,2.84,2.8000000000000003,2.7600000000000002,2.72,2.67,2.63,2.5300000000000002,344.02,344.12,344.09000000000003,344.03000000000003,343.98,343.94,343.89,343.83,343.69,24.47,24.11,23.93,23.73,23.53,23.34,23.14,22.96,22.57,N/A,N/A -2012,5,12,18,30,101740,100570,99440,74.23,0,0.74,0.74,0.72,0.7000000000000001,0.68,0.66,0.64,0.61,0.56,58.67,58.660000000000004,58.5,58.26,57.99,57.67,57.19,56.68,54.81,24.64,24.29,24.12,23.92,23.72,23.53,23.34,23.16,22.78,N/A,N/A -2012,5,12,19,30,101720,100560,99430,73.86,0,1.28,1.29,1.27,1.24,1.22,1.19,1.1500000000000001,1.12,1.03,124.26,124.19,123.87,123.48,123.03,122.53,121.85000000000001,121.18,118.83,24.85,24.5,24.32,24.12,23.93,23.740000000000002,23.55,23.37,23,N/A,N/A -2012,5,12,20,30,101690,100530,99400,75.60000000000001,0,3.15,3.23,3.2,3.14,3.08,3.0100000000000002,2.9,2.7800000000000002,2.19,160.6,160.87,160.99,161.14000000000001,161.33,161.55,161.9,162.27,164.1,25.05,24.7,24.53,24.330000000000002,24.16,23.97,23.8,23.63,23.36,N/A,N/A -2012,5,12,21,30,101660,100500,99370,76.62,0,3.5300000000000002,3.64,3.62,3.58,3.52,3.46,3.37,3.2800000000000002,2.99,165.57,165.82,165.96,166.13,166.29,166.46,166.67000000000002,166.88,167.47,25.240000000000002,24.900000000000002,24.73,24.54,24.36,24.17,23.990000000000002,23.81,23.47,N/A,N/A -2012,5,12,22,30,101640,100480,99350,74.38,0,3.7,3.84,3.83,3.7800000000000002,3.73,3.67,3.6,3.5300000000000002,3.31,193.78,194.54,195.04,195.66,196.34,197.1,198.13,199.19,203.08,25.46,25.150000000000002,24.98,24.79,24.6,24.42,24.240000000000002,24.060000000000002,23.72,N/A,N/A -2012,5,12,23,30,101650,100490,99370,75.91,0,4.42,4.68,4.68,4.64,4.59,4.53,4.45,4.37,4.21,198.12,198.47,198.74,199.14000000000001,199.54,199.98000000000002,200.49,201,202.08,25.44,25.150000000000002,24.990000000000002,24.79,24.61,24.42,24.22,24.03,23.64,N/A,N/A -2012,5,13,0,30,101620,100460,99330,76.47,0,4.74,5.0200000000000005,5.04,5.01,4.97,4.92,4.8500000000000005,4.76,4.32,213.87,214.29,214.49,214.73000000000002,215,215.31,215.82,216.39000000000001,220.4,25.3,25.02,24.86,24.67,24.490000000000002,24.310000000000002,24.13,23.96,23.68,N/A,N/A -2012,5,13,1,30,101630,100470,99340,78.71000000000001,0,5.39,5.64,5.59,5.44,5.2,4.86,4.45,4.07,3.96,235.88,236.47,237.06,238.20000000000002,240.93,245.17000000000002,254.43,264.6,275.67,25.17,24.900000000000002,24.76,24.61,24.5,24.44,24.400000000000002,24.37,24.09,N/A,N/A -2012,5,13,2,30,101710,100540,99420,80.18,0,4.9,5.29,5.39,5.48,5.55,5.62,5.69,5.76,5.9,280.95,283.85,285.6,287.58,289.41,291.24,293.04,294.73,297.40000000000003,25.12,24.830000000000002,24.67,24.48,24.29,24.11,23.92,23.740000000000002,23.36,N/A,N/A -2012,5,13,3,30,101750,100590,99460,79.28,0,5.03,5.33,5.3500000000000005,5.32,5.28,5.23,5.18,5.13,5.2700000000000005,282.19,282.98,283.61,284.6,285.95,287.64,295.63,305.57,315.31,25.22,24.95,24.8,24.62,24.46,24.32,24.34,24.43,24.310000000000002,N/A,N/A -2012,5,13,4,30,101760,100600,99470,68.79,0,3.94,4.16,4.17,4.16,4.14,4.13,4.11,4.1,4.1,358.99,359.06,359.17,359.29,359.40000000000003,359.51,359.68,359.85,0.44,25.36,25.09,24.94,24.75,24.57,24.39,24.2,24.03,23.67,N/A,N/A -2012,5,13,5,30,101780,100620,99490,71.11,0,4.04,4.32,4.3500000000000005,4.36,4.36,4.36,4.3500000000000005,4.34,4.3100000000000005,345.40000000000003,345.59000000000003,345.72,345.88,346.02,346.18,346.39,346.59000000000003,347.07,25,24.7,24.54,24.34,24.16,23.97,23.78,23.6,23.23,N/A,N/A -2012,5,13,6,30,101820,100650,99510,78.3,0,5.32,5.63,5.69,5.71,5.71,5.71,5.71,5.7,5.69,15.860000000000001,15.84,15.82,15.8,15.790000000000001,15.780000000000001,15.77,15.76,15.69,23.76,23.39,23.22,23.02,22.830000000000002,22.64,22.45,22.28,21.91,N/A,N/A -2012,5,13,7,30,101840,100670,99540,78.98,0,5.39,5.7,5.75,5.76,5.75,5.74,5.72,5.69,5.64,15.84,15.91,15.88,15.84,15.790000000000001,15.73,15.66,15.58,15.33,23.71,23.34,23.16,22.96,22.78,22.59,22.400000000000002,22.22,21.86,N/A,N/A -2012,5,13,8,30,101820,100650,99520,79.31,0,5.47,5.7700000000000005,5.8100000000000005,5.8100000000000005,5.8,5.79,5.76,5.73,5.67,19.92,20.07,20.13,20.18,20.22,20.25,20.25,20.25,20.18,23.6,23.21,23.03,22.84,22.650000000000002,22.46,22.27,22.09,21.72,N/A,N/A -2012,5,13,9,30,101850,100680,99540,82.14,0,5.68,6.01,6.0600000000000005,6.08,6.08,6.07,6.05,6.03,5.98,20,20.04,20.07,20.080000000000002,20.09,20.11,20.09,20.080000000000002,19.98,23.02,22.62,22.43,22.23,22.04,21.85,21.66,21.48,21.11,N/A,N/A -2012,5,13,10,30,101880,100710,99560,84.01,0,5.99,6.3100000000000005,6.34,6.33,6.3100000000000005,6.2700000000000005,6.23,6.18,6.0600000000000005,23.98,24.13,24.21,24.29,24.34,24.400000000000002,24.45,24.490000000000002,24.560000000000002,22.53,22.1,21.91,21.7,21.51,21.32,21.13,20.95,20.57,N/A,N/A -2012,5,13,11,30,101920,100740,99590,86.59,0,6.12,6.45,6.5,6.5,6.49,6.47,6.45,6.41,6.34,22.94,22.93,22.92,22.91,22.900000000000002,22.87,22.85,22.82,22.740000000000002,22.01,21.55,21.35,21.14,20.95,20.76,20.56,20.38,20,N/A,N/A -2012,5,13,12,30,101950,100760,99620,84.79,0,6.87,7.2700000000000005,7.34,7.3500000000000005,7.34,7.32,7.3,7.2700000000000005,7.18,24.060000000000002,24.12,24.17,24.2,24.22,24.240000000000002,24.25,24.26,24.25,21.650000000000002,21.16,20.95,20.740000000000002,20.54,20.35,20.16,19.98,19.6,N/A,N/A -2012,5,13,13,30,101980,100800,99650,82.01,0,6.76,7.15,7.22,7.24,7.24,7.23,7.21,7.19,7.12,19.1,19.17,19.2,19.240000000000002,19.26,19.28,19.29,19.3,19.29,21.62,21.13,20.93,20.72,20.52,20.330000000000002,20.13,19.95,19.580000000000002,N/A,N/A -2012,5,13,14,30,102000,100820,99670,79.94,0,5.8,6.12,6.18,6.21,6.22,6.22,6.22,6.21,6.2,9.9,9.89,9.92,9.93,9.950000000000001,9.950000000000001,9.950000000000001,9.94,9.9,21.75,21.28,21.09,20.88,20.68,20.490000000000002,20.3,20.12,19.740000000000002,N/A,N/A -2012,5,13,15,30,102020,100840,99690,75.42,0,4.72,5,5.07,5.11,5.15,5.17,5.19,5.21,5.24,5.78,5.33,5.0600000000000005,4.8100000000000005,4.57,4.3500000000000005,4.12,3.91,3.49,22.32,21.89,21.69,21.48,21.28,21.09,20.89,20.71,20.31,N/A,N/A -2012,5,13,16,30,102010,100830,99690,72.36,0,4.41,4.66,4.72,4.75,4.78,4.79,4.8,4.82,4.83,350.19,350.74,351.06,351.35,351.62,351.87,352.12,352.35,352.82,22.79,22.38,22.19,21.98,21.78,21.59,21.39,21.21,20.81,N/A,N/A -2012,5,13,17,30,101980,100800,99660,71.36,0,4.13,4.37,4.42,4.46,4.48,4.5,4.51,4.53,4.55,336.01,336.49,336.87,337.22,337.55,337.86,338.17,338.46,339.05,23.28,22.89,22.7,22.5,22.3,22.11,21.91,21.72,21.330000000000002,N/A,N/A -2012,5,13,18,30,101950,100770,99630,67.39,0,4.34,4.6000000000000005,4.65,4.69,4.71,4.73,4.74,4.75,4.7700000000000005,319.92,320.65000000000003,321.1,321.55,321.95,322.33,322.72,323.07,323.83,23.69,23.31,23.13,22.93,22.73,22.54,22.34,22.16,21.77,N/A,N/A -2012,5,13,19,30,101910,100740,99610,64.82000000000001,0,5.13,5.44,5.5,5.5200000000000005,5.54,5.54,5.54,5.54,5.5200000000000005,309.69,310.42,310.91,311.37,311.79,312.18,312.58,312.94,313.7,24.21,23.86,23.68,23.48,23.29,23.09,22.900000000000002,22.71,22.330000000000002,N/A,N/A -2012,5,13,20,30,101850,100670,99540,65.71000000000001,0,5.67,6.04,6.1000000000000005,6.13,6.13,6.140000000000001,6.13,6.12,6.09,306.29,306.91,307.3,307.69,308.06,308.42,308.81,309.18,310.04,24.44,24.1,23.92,23.73,23.54,23.36,23.17,22.990000000000002,22.62,N/A,N/A -2012,5,13,21,30,101810,100640,99510,65.13,0,5.43,5.8100000000000005,5.88,5.91,5.91,5.91,5.91,5.9,5.86,309.94,310.55,310.91,311.26,311.57,311.88,312.19,312.49,313.16,24.810000000000002,24.5,24.330000000000002,24.13,23.94,23.76,23.56,23.38,23.01,N/A,N/A -2012,5,13,22,30,101760,100590,99460,64.58,0,5.3100000000000005,5.76,5.8500000000000005,5.9,5.93,5.95,5.96,5.97,5.98,310.85,311.65000000000003,312.18,312.71,313.2,313.66,314.14,314.59000000000003,315.58,25.23,24.95,24.79,24.6,24.42,24.23,24.04,23.87,23.5,N/A,N/A -2012,5,13,23,30,101720,100550,99420,64.49,0,5.5200000000000005,6,6.09,6.140000000000001,6.18,6.2,6.23,6.25,6.3100000000000005,306.93,307.8,308.34000000000003,308.90000000000003,309.43,309.96,310.55,311.13,312.6,25.48,25.23,25.080000000000002,24.89,24.71,24.53,24.35,24.17,23.82,N/A,N/A -2012,5,14,0,30,101710,100550,99420,64.89,0,5.86,6.4,6.53,6.6000000000000005,6.65,6.69,6.72,6.75,6.8,323.6,324.22,324.61,324.99,325.35,325.69,326.06,326.41,327.16,25.76,25.53,25.39,25.2,25.02,24.84,24.650000000000002,24.48,24.11,N/A,N/A -2012,5,14,1,30,101700,100540,99410,66.73,0,5.47,5.97,6.09,6.16,6.21,6.26,6.3,6.3500000000000005,6.49,330.45,331.11,331.51,331.96,332.42,332.92,333.51,334.1,335.87,25.69,25.47,25.32,25.14,24.96,24.79,24.61,24.44,24.1,N/A,N/A -2012,5,14,2,30,101710,100550,99420,64.55,0,5.2700000000000005,5.66,5.73,5.75,5.76,5.7700000000000005,5.7700000000000005,5.76,5.75,6.03,7.16,7.71,8.22,8.700000000000001,9.14,9.59,10.01,10.9,25.87,25.650000000000002,25.5,25.310000000000002,25.14,24.96,24.77,24.59,24.22,N/A,N/A -2012,5,14,3,30,101740,100570,99450,66.62,0,5.71,6.23,6.36,6.43,6.48,6.5200000000000005,6.54,6.5600000000000005,6.58,27.990000000000002,27.84,27.740000000000002,27.650000000000002,27.580000000000002,27.52,27.46,27.400000000000002,27.3,25.51,25.25,25.09,24.900000000000002,24.71,24.53,24.34,24.16,23.78,N/A,N/A -2012,5,14,4,30,101720,100560,99430,65.33,0,5.09,5.5200000000000005,5.61,5.66,5.7,5.72,5.74,5.75,5.76,27.900000000000002,28.11,28.23,28.310000000000002,28.38,28.43,28.47,28.490000000000002,28.5,25.36,25.09,24.93,24.740000000000002,24.55,24.37,24.18,24,23.62,N/A,N/A -2012,5,14,5,30,101700,100540,99410,65.34,0,4.72,5.08,5.15,5.18,5.2,5.21,5.22,5.22,5.21,36.95,36.46,36.160000000000004,35.85,35.58,35.32,35.06,34.83,34.36,25.25,24.97,24.810000000000002,24.61,24.43,24.240000000000002,24.05,23.87,23.48,N/A,N/A -2012,5,14,6,30,101730,100560,99430,64.94,0,4.09,4.39,4.44,4.47,4.49,4.5,4.51,4.5200000000000005,4.53,53.18,52.85,52.64,52.43,52.25,52.07,51.870000000000005,51.7,51.32,25.16,24.87,24.7,24.51,24.32,24.13,23.94,23.75,23.37,N/A,N/A -2012,5,14,7,30,101720,100550,99420,66.22,0,3.72,3.95,3.99,4.01,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.01,50.38,50.370000000000005,50.35,50.31,50.28,50.24,50.19,50.15,50.04,25.02,24.72,24.55,24.35,24.16,23.97,23.78,23.6,23.21,N/A,N/A -2012,5,14,8,30,101700,100530,99400,66.09,0,3.87,4.12,4.17,4.19,4.2,4.21,4.22,4.22,4.23,44.21,44.050000000000004,43.96,43.86,43.75,43.660000000000004,43.550000000000004,43.45,43.22,24.92,24.61,24.44,24.25,24.060000000000002,23.87,23.67,23.490000000000002,23.1,N/A,N/A -2012,5,14,9,30,101710,100540,99410,67.95,0,3.61,3.8000000000000003,3.83,3.83,3.83,3.8200000000000003,3.81,3.8000000000000003,3.7800000000000002,42.82,42.86,42.89,42.9,42.9,42.89,42.88,42.86,42.800000000000004,24.76,24.44,24.28,24.080000000000002,23.89,23.7,23.5,23.32,22.94,N/A,N/A -2012,5,14,10,30,101730,100560,99430,68.55,0,3.59,3.79,3.83,3.85,3.86,3.87,3.87,3.87,3.87,48.97,48.92,48.89,48.85,48.800000000000004,48.75,48.7,48.660000000000004,48.54,24.59,24.27,24.1,23.900000000000002,23.71,23.52,23.32,23.14,22.75,N/A,N/A -2012,5,14,11,30,101760,100590,99460,67.71000000000001,0,2.87,3.02,3.0500000000000003,3.06,3.0700000000000003,3.0700000000000003,3.0700000000000003,3.08,3.08,45.75,45.56,45.46,45.35,45.25,45.160000000000004,45.04,44.92,44.68,24.580000000000002,24.26,24.09,23.89,23.7,23.51,23.31,23.13,22.740000000000002,N/A,N/A -2012,5,14,12,30,101780,100610,99470,67.58,0,3.04,3.18,3.2,3.21,3.21,3.21,3.21,3.21,3.2,43.9,43.75,43.69,43.62,43.550000000000004,43.5,43.42,43.36,43.22,24.5,24.17,24,23.8,23.61,23.42,23.23,23.04,22.66,N/A,N/A -2012,5,14,13,30,101800,100640,99500,68.21000000000001,0,2.77,2.91,2.94,2.95,2.96,2.96,2.97,2.97,2.97,37.27,37.38,37.44,37.49,37.53,37.58,37.62,37.660000000000004,37.74,24.46,24.13,23.96,23.76,23.56,23.38,23.18,22.990000000000002,22.61,N/A,N/A -2012,5,14,14,30,101830,100660,99530,69.37,0,3.16,3.29,3.3000000000000003,3.29,3.29,3.27,3.2600000000000002,3.25,3.23,18.22,18.52,18.75,18.96,19.16,19.34,19.53,19.7,20.07,24.38,24.05,23.87,23.67,23.490000000000002,23.3,23.1,22.92,22.54,N/A,N/A -2012,5,14,15,30,101840,100670,99530,68.43,0,3.04,3.17,3.18,3.17,3.17,3.16,3.15,3.13,3.11,12.85,13.07,13.18,13.3,13.43,13.55,13.68,13.8,14.11,24.34,23.990000000000002,23.82,23.63,23.44,23.25,23.06,22.87,22.490000000000002,N/A,N/A -2012,5,14,16,30,101830,100660,99530,66.23,0,2.52,2.63,2.65,2.66,2.67,2.67,2.68,2.68,2.69,46.480000000000004,46.51,46.43,46.35,46.27,46.2,46.13,46.06,45.92,24.44,24.1,23.92,23.73,23.54,23.35,23.150000000000002,22.97,22.59,N/A,N/A -2012,5,14,17,30,101790,100620,99490,63.72,0,1.77,1.81,1.81,1.8,1.79,1.78,1.76,1.75,1.72,93.64,93.07000000000001,92.62,92.16,91.71000000000001,91.26,90.76,90.29,89.19,24.560000000000002,24.22,24.04,23.85,23.650000000000002,23.47,23.27,23.09,22.71,N/A,N/A -2012,5,14,18,30,101760,100600,99460,62.97,0,1.73,1.75,1.73,1.71,1.69,1.6600000000000001,1.6400000000000001,1.61,1.56,129.16,129.05,128.92000000000002,128.79,128.65,128.51,128.35,128.19,127.76,24.650000000000002,24.3,24.13,23.92,23.740000000000002,23.55,23.35,23.17,22.78,N/A,N/A -2012,5,14,19,30,101730,100570,99430,61.86,0,2.07,2.1,2.07,2.04,2.0100000000000002,1.98,1.94,1.9100000000000001,1.84,149.18,149.39000000000001,149.48,149.59,149.70000000000002,149.79,149.92000000000002,150.05,150.34,24.77,24.42,24.25,24.04,23.85,23.67,23.47,23.28,22.900000000000002,N/A,N/A -2012,5,14,20,30,101650,100490,99350,63.370000000000005,0,3.89,4.05,4.05,4.03,4.01,3.99,3.96,3.92,3.86,144.8,144.75,144.76,144.76,144.77,144.76,144.75,144.75,144.73,24.77,24.41,24.23,24.03,23.84,23.650000000000002,23.45,23.27,22.88,N/A,N/A -2012,5,14,21,30,101600,100440,99310,64.32000000000001,0,4.72,4.97,4.99,4.98,4.97,4.95,4.93,4.9,4.83,146.87,146.98,147.02,147.06,147.09,147.12,147.14000000000001,147.17000000000002,147.18,24.71,24.37,24.19,23.990000000000002,23.8,23.62,23.42,23.240000000000002,22.85,N/A,N/A -2012,5,14,22,30,101550,100390,99260,63.870000000000005,0,4.6000000000000005,4.8500000000000005,4.87,4.87,4.8500000000000005,4.83,4.8,4.7700000000000005,4.7,156,156.01,156,155.99,155.97,155.94,155.91,155.88,155.8,24.650000000000002,24.32,24.150000000000002,23.96,23.77,23.580000000000002,23.38,23.2,22.82,N/A,N/A -2012,5,14,23,30,101540,100370,99240,64.01,0,4.69,4.94,4.96,4.95,4.93,4.9,4.86,4.82,4.71,157.34,157.27,157.22,157.15,157.07,156.99,156.86,156.73,156.3,24.64,24.32,24.150000000000002,23.95,23.77,23.580000000000002,23.39,23.21,22.84,N/A,N/A 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-2012,5,15,4,30,101520,100350,99220,65.6,0,3.61,3.7800000000000002,3.8000000000000003,3.8000000000000003,3.79,3.7800000000000002,3.75,3.74,3.68,172.52,172.3,172.14000000000001,171.95000000000002,171.74,171.52,171.23,170.94,169.91,24.57,24.25,24.080000000000002,23.89,23.7,23.52,23.330000000000002,23.150000000000002,22.79,N/A,N/A -2012,5,15,5,30,101520,100360,99220,65.17,0,3.97,4.17,4.2,4.2,4.19,4.18,4.16,4.14,4.09,166.12,166.05,165.96,165.87,165.76,165.66,165.52,165.38,164.96,24.57,24.240000000000002,24.07,23.87,23.69,23.5,23.31,23.13,22.75,N/A,N/A -2012,5,15,6,30,101520,100350,99220,64.73,0,3.31,3.45,3.47,3.47,3.46,3.45,3.43,3.42,3.37,177.45000000000002,177.29,177.12,176.92000000000002,176.71,176.51,176.24,175.98,175.22,24.57,24.25,24.07,23.88,23.69,23.5,23.31,23.13,22.75,N/A,N/A -2012,5,15,7,30,101560,100390,99260,63.09,0,2.65,2.7600000000000002,2.77,2.77,2.7600000000000002,2.7600000000000002,2.75,2.73,2.71,178.61,178.43,178.20000000000002,177.96,177.71,177.47,177.18,176.9,176.13,24.650000000000002,24.330000000000002,24.16,23.96,23.78,23.59,23.39,23.21,22.830000000000002,N/A,N/A -2012,5,15,8,30,101560,100390,99260,64.43,0,2.2600000000000002,2.34,2.34,2.34,2.33,2.32,2.3000000000000003,2.29,2.2600000000000002,177.35,177.07,176.87,176.67000000000002,176.45000000000002,176.23,175.96,175.69,174.98,24.6,24.27,24.1,23.91,23.71,23.53,23.330000000000002,23.150000000000002,22.77,N/A,N/A -2012,5,15,9,30,101570,100400,99270,64.86,0,1.68,1.73,1.72,1.72,1.71,1.69,1.68,1.67,1.6400000000000001,198.23000000000002,197.88,197.70000000000002,197.52,197.3,197.07,196.82,196.57,195.87,24.560000000000002,24.23,24.07,23.87,23.68,23.490000000000002,23.29,23.11,22.73,N/A,N/A -2012,5,15,10,30,101600,100430,99300,65.06,0,1.2,1.22,1.21,1.2,1.19,1.18,1.16,1.1500000000000001,1.12,217.01,217.24,217.32,217.37,217.43,217.48000000000002,217.51,217.54,217.56,24.55,24.22,24.05,23.85,23.66,23.48,23.28,23.09,22.71,N/A,N/A -2012,5,15,11,30,101610,100450,99310,65.22,0,1.3,1.32,1.32,1.31,1.3,1.29,1.28,1.26,1.24,220.11,220.22,220.38,220.51,220.62,220.71,220.8,220.89000000000001,221.01,24.54,24.21,24.04,23.85,23.650000000000002,23.46,23.27,23.080000000000002,22.7,N/A,N/A -2012,5,15,12,30,101630,100460,99330,65.44,0,0.74,0.76,0.76,0.76,0.76,0.76,0.76,0.75,0.75,287.04,288.38,289.28000000000003,290.2,291.06,291.89,292.7,293.44,295.23,24.53,24.2,24.03,23.830000000000002,23.64,23.45,23.25,23.07,22.68,N/A,N/A -2012,5,15,13,30,101650,100480,99350,65.92,0,0.74,0.78,0.78,0.78,0.79,0.79,0.79,0.79,0.8,306.36,307.14,307.76,308.34000000000003,308.88,309.43,309.94,310.40000000000003,311.36,24.560000000000002,24.23,24.060000000000002,23.86,23.67,23.48,23.28,23.09,22.71,N/A,N/A -2012,5,15,14,30,101690,100520,99390,65.72,0,1.51,1.57,1.58,1.59,1.6,1.61,1.61,1.61,1.62,318.29,318.74,318.83,318.92,319.01,319.12,319.21,319.28000000000003,319.53000000000003,24.64,24.310000000000002,24.14,23.94,23.75,23.56,23.36,23.18,22.79,N/A,N/A -2012,5,15,15,30,101710,100550,99410,69.64,0,3.04,3.13,3.12,3.09,3.0700000000000003,3.04,3.0100000000000002,2.98,2.92,336.75,336.57,336.43,336.31,336.2,336.1,336.01,335.93,335.8,24.47,24.13,23.95,23.75,23.56,23.37,23.17,22.990000000000002,22.6,N/A,N/A -2012,5,15,16,30,101710,100550,99410,75.48,0,3.97,4.13,4.13,4.11,4.09,4.07,4.03,4.01,3.94,326.44,327.42,327.97,328.5,328.98,329.42,329.88,330.3,331.16,24.41,24.05,23.87,23.67,23.47,23.28,23.080000000000002,22.900000000000002,22.51,N/A,N/A -2012,5,15,17,30,101690,100520,99390,71.56,0,2.62,2.71,2.71,2.7,2.69,2.67,2.65,2.63,2.59,329.68,329.89,330.03000000000003,330.18,330.33,330.48,330.64,330.8,331.17,24.51,24.150000000000002,23.97,23.77,23.580000000000002,23.38,23.19,23,22.62,N/A,N/A -2012,5,15,18,30,101670,100510,99380,68.31,0,2.2,2.31,2.32,2.33,2.33,2.34,2.34,2.34,2.34,328.64,328.92,329.05,329.17,329.28000000000003,329.40000000000003,329.52,329.64,329.91,24.82,24.47,24.29,24.09,23.89,23.71,23.51,23.32,22.94,N/A,N/A -2012,5,15,19,30,101670,100500,99370,69.71000000000001,0,3.71,3.9,3.94,3.95,3.96,3.96,3.96,3.96,3.94,324.16,323.86,323.7,323.54,323.38,323.22,323.06,322.90000000000003,322.54,24.79,24.43,24.25,24.05,23.86,23.67,23.47,23.29,22.900000000000002,N/A,N/A -2012,5,15,20,30,101660,100490,99350,82.69,0.4,7.1000000000000005,7.54,7.62,7.640000000000001,7.65,7.640000000000001,7.63,7.61,7.5600000000000005,329.08,329.94,330.3,330.62,330.91,331.17,331.42,331.64,332.09000000000003,23.2,22.77,22.57,22.36,22.16,21.97,21.76,21.580000000000002,21.19,N/A,N/A -2012,5,15,21,30,101590,100410,99280,80.81,0,4.7,4.92,4.95,4.95,4.94,4.93,4.91,4.89,4.8500000000000005,355.90000000000003,355.40000000000003,355.08,354.69,354.21,353.69,352.92,352.17,349.26,22.66,22.23,22.05,21.85,21.66,21.47,21.28,21.11,20.76,N/A,N/A -2012,5,15,22,30,101590,100420,99280,75.16,0,4.38,4.63,4.68,4.7,4.72,4.73,4.74,4.75,4.76,340.82,340.47,340.25,339.99,339.72,339.45,339.13,338.82,337.96,23.27,22.87,22.69,22.490000000000002,22.3,22.11,21.92,21.740000000000002,21.36,N/A,N/A -2012,5,15,23,30,101580,100410,99280,77.11,0,4.82,5.12,5.18,5.21,5.23,5.25,5.26,5.26,5.2700000000000005,343.64,343.5,343.47,343.42,343.36,343.31,343.24,343.17,342.99,23.45,23.05,22.86,22.66,22.47,22.28,22.080000000000002,21.900000000000002,21.52,N/A,N/A -2012,5,16,0,30,101600,100430,99290,72.78,0,6.46,6.890000000000001,6.98,7.01,7.0200000000000005,7.0200000000000005,7.0200000000000005,7.01,6.98,343.56,343.99,344.22,344.44,344.65000000000003,344.85,345.06,345.26,345.66,23.66,23.26,23.07,22.87,22.67,22.48,22.29,22.1,21.72,N/A,N/A -2012,5,16,1,30,101580,100410,99280,75.3,0,7.08,7.5600000000000005,7.65,7.67,7.68,7.68,7.66,7.640000000000001,7.59,5.59,5.36,5.08,4.78,4.49,4.21,3.92,3.64,3.0300000000000002,23.44,23.02,22.830000000000002,22.62,22.42,22.23,22.03,21.85,21.46,N/A,N/A -2012,5,16,2,30,101660,100480,99340,79.05,0,8.64,9.28,9.42,9.47,9.5,9.51,9.51,9.51,9.49,10.870000000000001,11.17,11.32,11.48,11.63,11.77,11.93,12.07,12.41,22.55,22.06,21.86,21.650000000000002,21.45,21.26,21.06,20.88,20.490000000000002,N/A,N/A 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-2012,5,16,13,30,101720,100530,99390,85.23,0,6.32,6.67,6.73,6.74,6.74,6.74,6.72,6.71,6.68,24.6,24.75,24.85,24.95,25.060000000000002,25.150000000000002,25.27,25.38,25.68,21.45,20.96,20.76,20.55,20.36,20.17,19.98,19.8,19.43,N/A,N/A -2012,5,16,14,30,101730,100550,99410,82.97,0,5.3,5.59,5.64,5.66,5.66,5.67,5.66,5.66,5.66,21.5,21.830000000000002,22.03,22.240000000000002,22.45,22.650000000000002,22.88,23.1,23.68,21.88,21.43,21.23,21.03,20.830000000000002,20.650000000000002,20.45,20.28,19.91,N/A,N/A -2012,5,16,15,30,101750,100570,99430,81.60000000000001,0,3.7,3.88,3.91,3.92,3.92,3.93,3.93,3.94,3.95,22.8,22.95,23.09,23.240000000000002,23.400000000000002,23.56,23.75,23.93,24.51,22.32,21.900000000000002,21.71,21.51,21.32,21.14,20.94,20.76,20.39,N/A,N/A -2012,5,16,16,30,101720,100550,99410,75.51,0,2.73,2.87,2.9,2.93,2.95,2.96,2.98,3,3.0500000000000003,7.0600000000000005,7.41,7.61,7.82,8.02,8.22,8.45,8.68,9.25,23.06,22.67,22.490000000000002,22.29,22.1,21.91,21.72,21.54,21.16,N/A,N/A 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-2012,5,17,12,30,101620,100450,99320,74.47,0,1.84,1.9100000000000001,1.9100000000000001,1.9100000000000001,1.9100000000000001,1.9100000000000001,1.9100000000000001,1.9100000000000001,1.9000000000000001,23.900000000000002,24.25,24.43,24.62,24.810000000000002,24.990000000000002,25.19,25.38,25.79,24.39,24.07,23.89,23.7,23.5,23.32,23.12,22.94,22.55,N/A,N/A -2012,5,17,13,30,101630,100470,99340,75.2,0,2.8000000000000003,2.92,2.93,2.93,2.92,2.91,2.91,2.9,2.88,16.86,17.2,17.38,17.55,17.73,17.89,18.080000000000002,18.26,18.68,24.330000000000002,23.990000000000002,23.82,23.63,23.44,23.25,23.05,22.87,22.490000000000002,N/A,N/A -2012,5,17,14,30,101650,100490,99350,73.5,0,3.21,3.36,3.38,3.37,3.37,3.36,3.35,3.34,3.31,20.79,21.07,21.240000000000002,21.400000000000002,21.57,21.740000000000002,21.93,22.11,22.61,24.36,24.02,23.85,23.650000000000002,23.46,23.27,23.080000000000002,22.900000000000002,22.52,N/A,N/A 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-2012,5,17,18,30,101600,100440,99310,71.63,0,2.59,2.69,2.69,2.69,2.68,2.68,2.67,2.66,2.66,115.84,115.63,115.43,115.2,114.95,114.7,114.33,113.96000000000001,112.59,24.75,24.400000000000002,24.23,24.04,23.85,23.67,23.490000000000002,23.31,22.98,N/A,N/A -2012,5,17,19,30,101590,100420,99290,74.47,0,4.43,4.67,4.69,4.7,4.69,4.68,4.67,4.66,4.63,150.17000000000002,150.08,149.98,149.88,149.77,149.65,149.5,149.35,148.76,24.86,24.51,24.34,24.14,23.96,23.78,23.59,23.42,23.080000000000002,N/A,N/A -2012,5,17,20,30,101530,100360,99240,75.63,0,3.97,4.19,4.22,4.23,4.23,4.22,4.21,4.21,4.18,164.57,164.38,164.22,164.05,163.89000000000001,163.73,163.51,163.29,162.65,24.95,24.61,24.44,24.240000000000002,24.060000000000002,23.88,23.69,23.51,23.16,N/A,N/A 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-2012,5,18,16,30,101530,100370,99240,78.64,0,3.11,3.25,3.27,3.2800000000000002,3.2800000000000002,3.2800000000000002,3.27,3.27,3.25,171.74,171.77,171.76,171.73,171.71,171.69,171.66,171.64000000000001,171.58,24.28,23.93,23.75,23.55,23.36,23.17,22.98,22.79,22.41,N/A,N/A -2012,5,18,17,30,101530,100370,99240,78.49,0,2.46,2.57,2.58,2.58,2.59,2.59,2.59,2.58,2.58,163.33,163.15,163.08,163,162.93,162.87,162.79,162.72,162.54,24.36,23.990000000000002,23.81,23.62,23.42,23.240000000000002,23.04,22.85,22.47,N/A,N/A -2012,5,18,18,30,101540,100370,99240,78.33,0,2.94,3.08,3.1,3.11,3.11,3.11,3.12,3.11,3.11,157.65,157.58,157.55,157.52,157.49,157.46,157.43,157.39000000000001,157.32,24.48,24.11,23.93,23.73,23.54,23.35,23.150000000000002,22.97,22.59,N/A,N/A -2012,5,18,19,30,101520,100360,99230,77.08,0,3.21,3.37,3.4,3.41,3.42,3.42,3.43,3.43,3.43,154.58,154.49,154.47,154.43,154.39000000000001,154.36,154.31,154.27,154.18,24.62,24.26,24.080000000000002,23.88,23.69,23.5,23.3,23.12,22.740000000000002,N/A,N/A -2012,5,18,20,30,101490,100330,99200,76.98,0,3.56,3.75,3.7800000000000002,3.8000000000000003,3.81,3.8200000000000003,3.8200000000000003,3.8200000000000003,3.83,155.25,155.17000000000002,155.13,155.08,155.04,155.01,154.96,154.91,154.8,24.67,24.310000000000002,24.14,23.93,23.740000000000002,23.55,23.36,23.17,22.79,N/A,N/A -2012,5,18,21,30,101440,100280,99150,76.26,0,3.5700000000000003,3.7600000000000002,3.8000000000000003,3.81,3.83,3.83,3.84,3.84,3.85,153.70000000000002,153.66,153.66,153.65,153.63,153.62,153.6,153.58,153.52,24.72,24.37,24.19,23.990000000000002,23.8,23.61,23.42,23.23,22.85,N/A,N/A -2012,5,18,22,30,101420,100260,99130,76.62,0,3.77,3.99,4.03,4.0600000000000005,4.07,4.08,4.08,4.09,4.09,151.44,151.44,151.43,151.42000000000002,151.41,151.41,151.4,151.39000000000001,151.41,24.71,24.37,24.2,24,23.81,23.62,23.42,23.240000000000002,22.85,N/A,N/A -2012,5,18,23,30,101400,100240,99110,78.03,0,4.1,4.38,4.43,4.46,4.48,4.5,4.5,4.51,4.5200000000000005,145.47,145.44,145.43,145.42000000000002,145.41,145.41,145.41,145.41,145.42000000000002,24.63,24.3,24.13,23.93,23.740000000000002,23.56,23.36,23.18,22.79,N/A,N/A -2012,5,19,0,30,101360,100200,99070,79.23,0,4.13,4.4,4.45,4.47,4.49,4.5,4.5,4.5,4.5,147.29,147.33,147.33,147.34,147.35,147.37,147.39000000000001,147.41,147.46,24.5,24.18,24,23.81,23.62,23.43,23.240000000000002,23.05,22.67,N/A,N/A -2012,5,19,1,30,101340,100180,99050,81.14,0,4.7,5.01,5.0600000000000005,5.09,5.1000000000000005,5.11,5.11,5.11,5.11,150.59,150.63,150.64000000000001,150.65,150.67000000000002,150.68,150.70000000000002,150.72,150.76,24.36,24.03,23.85,23.66,23.47,23.28,23.080000000000002,22.900000000000002,22.52,N/A,N/A -2012,5,19,2,30,101350,100190,99060,82.84,0,5.39,5.7700000000000005,5.84,5.88,5.9,5.91,5.91,5.91,5.91,155.48,155.43,155.44,155.44,155.44,155.44,155.44,155.44,155.43,24.28,23.93,23.76,23.56,23.37,23.18,22.98,22.8,22.42,N/A,N/A -2012,5,19,3,30,101350,100190,99060,84.2,0,4.95,5.26,5.32,5.34,5.3500000000000005,5.3500000000000005,5.3500000000000005,5.3500000000000005,5.34,158.24,158.27,158.28,158.28,158.29,158.3,158.31,158.33,158.35,24.18,23.830000000000002,23.66,23.46,23.27,23.09,22.89,22.71,22.34,N/A,N/A -2012,5,19,4,30,101340,100180,99050,85.43,0,5.15,5.5,5.57,5.6000000000000005,5.62,5.62,5.62,5.62,5.62,163.53,163.45000000000002,163.44,163.43,163.43,163.42000000000002,163.4,163.4,163.38,24.11,23.76,23.580000000000002,23.38,23.19,23.01,22.81,22.63,22.25,N/A,N/A -2012,5,19,5,30,101340,100180,99050,86.54,0,5.26,5.62,5.69,5.72,5.73,5.74,5.75,5.75,5.75,167.89000000000001,167.89000000000001,167.85,167.83,167.8,167.77,167.74,167.71,167.63,24.060000000000002,23.7,23.52,23.32,23.13,22.95,22.75,22.57,22.19,N/A,N/A -2012,5,19,6,30,101360,100200,99070,87.06,0,5.2,5.5200000000000005,5.59,5.62,5.63,5.64,5.65,5.65,5.66,169.02,169.01,168.99,168.97,168.95000000000002,168.91,168.89000000000001,168.87,168.77,24.1,23.72,23.54,23.34,23.150000000000002,22.96,22.77,22.59,22.21,N/A,N/A -2012,5,19,7,30,101390,100230,99100,87.57000000000001,0,5.29,5.64,5.71,5.74,5.76,5.7700000000000005,5.78,5.79,5.79,170.6,170.6,170.59,170.58,170.56,170.54,170.52,170.5,170.45000000000002,24.14,23.76,23.580000000000002,23.38,23.19,23,22.8,22.62,22.240000000000002,N/A,N/A -2012,5,19,8,30,101370,100210,99080,87.82000000000001,0,5.39,5.74,5.82,5.8500000000000005,5.87,5.89,5.9,5.91,5.91,169.96,169.97,169.97,169.96,169.96,169.95000000000002,169.95000000000002,169.94,169.91,24.16,23.78,23.6,23.39,23.2,23.01,22.82,22.63,22.25,N/A,N/A -2012,5,19,9,30,101390,100220,99100,88.31,0,5.25,5.59,5.67,5.7,5.73,5.74,5.74,5.75,5.74,168.70000000000002,168.87,168.9,168.93,168.96,169,169.04,169.08,169.16,24.12,23.740000000000002,23.55,23.35,23.16,22.97,22.77,22.59,22.2,N/A,N/A -2012,5,19,10,30,101410,100250,99120,88.4,0,4.64,4.92,4.98,5.01,5.0200000000000005,5.04,5.04,5.05,5.07,158.82,158.83,158.85,158.86,158.87,158.87,158.87,158.86,158.83,24.1,23.72,23.54,23.34,23.150000000000002,22.96,22.77,22.59,22.21,N/A,N/A -2012,5,19,11,30,101430,100270,99140,87.27,0,4.9,5.17,5.22,5.23,5.23,5.23,5.22,5.2,5.15,154.28,154.49,154.63,154.76,154.88,155,155.13,155.24,155.53,24.16,23.79,23.61,23.41,23.21,23.02,22.830000000000002,22.64,22.26,N/A,N/A -2012,5,19,12,30,101460,100300,99170,86.3,0,4.46,4.76,4.83,4.87,4.9,4.92,4.93,4.94,4.96,155.41,155.43,155.43,155.42000000000002,155.41,155.4,155.38,155.37,155.32,24.19,23.81,23.63,23.43,23.240000000000002,23.05,22.85,22.66,22.28,N/A,N/A -2012,5,19,13,30,101500,100330,99200,81.4,0,4.66,4.93,4.99,5.01,5.01,5.01,4.99,4.98,4.93,151.99,152.29,152.42000000000002,152.56,152.67000000000002,152.79,152.9,153.01,153.26,24.42,24.060000000000002,23.88,23.68,23.490000000000002,23.3,23.11,22.92,22.54,N/A,N/A -2012,5,19,14,30,101520,100360,99230,82.4,0,4.13,4.32,4.3500000000000005,4.3500000000000005,4.34,4.33,4.3100000000000005,4.3,4.25,152.37,152.43,152.49,152.53,152.57,152.61,152.65,152.68,152.76,24.400000000000002,24.04,23.86,23.67,23.47,23.29,23.09,22.91,22.54,N/A,N/A -2012,5,19,15,30,101570,100410,99280,79.53,0,4.91,5.19,5.24,5.26,5.26,5.26,5.26,5.25,5.22,147.62,147.67000000000002,147.69,147.70000000000002,147.72,147.72,147.72,147.72,147.71,24.650000000000002,24.28,24.11,23.91,23.71,23.53,23.330000000000002,23.14,22.76,N/A,N/A -2012,5,19,16,30,101600,100440,99310,64.7,0,3.96,4.3,4.42,4.51,4.6000000000000005,4.68,4.7700000000000005,4.8500000000000005,5.03,141.6,141.75,141.76,141.74,141.72,141.68,141.63,141.57,141.43,25.51,25.22,25.060000000000002,24.88,24.7,24.53,24.35,24.18,23.82,N/A,N/A -2012,5,19,17,30,101590,100430,99300,67.09,0,4.24,4.57,4.64,4.68,4.72,4.75,4.76,4.78,4.79,139.93,139.83,139.85,139.87,139.88,139.89000000000001,139.9,139.92000000000002,139.94,25.38,25.05,24.87,24.67,24.48,24.29,24.09,23.91,23.52,N/A,N/A -2012,5,19,18,30,101600,100430,99310,71.68,0,4.71,5.04,5.12,5.16,5.19,5.21,5.22,5.23,5.25,126.52,126.85000000000001,127.11,127.36,127.58,127.78,127.98,128.16,128.53,25.3,24.96,24.78,24.580000000000002,24.39,24.2,24,23.82,23.43,N/A,N/A -2012,5,19,19,30,101600,100440,99310,75.92,0,4.89,5.22,5.3,5.34,5.37,5.39,5.4,5.41,5.42,123.3,123.47,123.53,123.57000000000001,123.59,123.62,123.64,123.64,123.66,25.12,24.77,24.59,24.39,24.2,24.01,23.81,23.62,23.240000000000002,N/A,N/A -2012,5,19,20,30,101570,100400,99280,75.54,0,4.44,4.72,4.79,4.82,4.8500000000000005,4.86,4.88,4.9,4.91,118.91,119.3,119.55,119.79,120.02,120.24000000000001,120.46000000000001,120.67,121.13,25.080000000000002,24.73,24.560000000000002,24.36,24.17,23.98,23.79,23.6,23.22,N/A,N/A -2012,5,19,21,30,101550,100380,99260,77.69,0,5.0600000000000005,5.39,5.44,5.47,5.48,5.48,5.47,5.46,5.43,123.43,123.4,123.37,123.34,123.31,123.28,123.25,123.23,123.16,25.04,24.7,24.52,24.32,24.13,23.94,23.740000000000002,23.56,23.18,N/A,N/A -2012,5,19,22,30,101530,100360,99240,73.28,0,4.69,5.09,5.19,5.25,5.29,5.33,5.3500000000000005,5.38,5.42,125.98,126.08,126.11,126.14,126.16,126.18,126.2,126.21000000000001,126.24000000000001,25.21,24.87,24.7,24.5,24.310000000000002,24.12,23.92,23.740000000000002,23.35,N/A,N/A -2012,5,19,23,30,101520,100360,99230,75.27,0,5.12,5.48,5.57,5.61,5.65,5.67,5.69,5.71,5.75,125.83,125.11,124.74000000000001,124.4,124.10000000000001,123.83,123.57000000000001,123.33,122.88,25.16,24.85,24.68,24.490000000000002,24.3,24.11,23.92,23.740000000000002,23.36,N/A,N/A -2012,5,20,0,30,101490,100330,99210,77.08,0,5.24,5.66,5.76,5.8100000000000005,5.8500000000000005,5.88,5.9,5.92,5.95,120.09,120.66,120.91,121.16,121.38,121.58,121.77,121.95,122.3,25.1,24.77,24.6,24.400000000000002,24.21,24.02,23.82,23.63,23.25,N/A,N/A -2012,5,20,1,30,101490,100320,99200,73.7,0,5.87,6.38,6.51,6.59,6.65,6.7,6.74,6.78,6.8500000000000005,130.27,130.19,130.14000000000001,130.09,130.05,130.02,129.98,129.95,129.9,25.27,24.96,24.79,24.6,24.41,24.23,24.03,23.85,23.47,N/A,N/A -2012,5,20,2,30,101500,100340,99210,77.16,0,6.34,6.88,6.99,7.0600000000000005,7.1000000000000005,7.13,7.16,7.17,7.2,137.35,137.35,137.37,137.4,137.42000000000002,137.44,137.47,137.49,137.53,25.04,24.7,24.52,24.32,24.13,23.94,23.740000000000002,23.56,23.17,N/A,N/A -2012,5,20,3,30,101520,100360,99230,77.37,0,6.21,6.72,6.8500000000000005,6.92,6.98,7.0200000000000005,7.0600000000000005,7.08,7.13,137.53,137.51,137.51,137.5,137.49,137.47,137.45000000000002,137.43,137.38,25.01,24.67,24.5,24.3,24.11,23.92,23.73,23.54,23.16,N/A,N/A -2012,5,20,4,30,101530,100370,99240,72.46000000000001,0,6.8,7.41,7.55,7.63,7.69,7.73,7.76,7.78,7.82,137.71,137.74,137.79,137.84,137.89000000000001,137.94,137.99,138.04,138.15,25.17,24.84,24.67,24.47,24.28,24.1,23.900000000000002,23.71,23.330000000000002,N/A,N/A -2012,5,20,5,30,101540,100380,99250,72.88,0,6.33,6.890000000000001,7.03,7.12,7.18,7.23,7.28,7.3100000000000005,7.38,140.69,140.57,140.51,140.45000000000002,140.39000000000001,140.33,140.27,140.22,140.1,25.080000000000002,24.75,24.57,24.38,24.19,24,23.8,23.62,23.23,N/A,N/A -2012,5,20,6,30,101550,100390,99260,75.10000000000001,0,7.15,7.78,7.930000000000001,8.02,8.08,8.120000000000001,8.16,8.18,8.22,147.94,147.96,147.92000000000002,147.88,147.84,147.79,147.73,147.68,147.58,24.98,24.64,24.46,24.26,24.07,23.88,23.68,23.490000000000002,23.1,N/A,N/A -2012,5,20,7,30,101610,100440,99310,73.95,0,7.63,8.27,8.4,8.46,8.49,8.51,8.51,8.51,8.49,145.1,145.17000000000002,145.21,145.25,145.28,145.32,145.34,145.37,145.41,25,24.650000000000002,24.48,24.28,24.080000000000002,23.89,23.69,23.51,23.12,N/A,N/A -2012,5,20,8,30,101590,100430,99300,70.62,0,7.13,7.75,7.9,7.98,8.040000000000001,8.08,8.11,8.13,8.15,150.11,150.20000000000002,150.28,150.35,150.42000000000002,150.48,150.56,150.62,150.76,25.02,24.69,24.51,24.310000000000002,24.12,23.93,23.73,23.54,23.150000000000002,N/A,N/A -2012,5,20,9,30,101630,100470,99340,66.52,0,6.0600000000000005,6.58,6.71,6.79,6.8500000000000005,6.9,6.93,6.96,7.01,158.61,158.04,157.79,157.57,157.37,157.19,157.03,156.87,156.59,25.12,24.8,24.62,24.43,24.23,24.04,23.84,23.66,23.27,N/A,N/A -2012,5,20,10,30,101680,100510,99380,69.91,0,5.21,5.64,5.75,5.82,5.87,5.92,5.96,5.99,6.05,146.91,147.16,147.27,147.37,147.45000000000002,147.51,147.57,147.62,147.70000000000002,24.93,24.6,24.42,24.22,24.03,23.84,23.64,23.45,23.07,N/A,N/A -2012,5,20,11,30,101650,100490,99360,75.01,0,5.73,6.12,6.19,6.21,6.22,6.21,6.2,6.19,6.15,153.27,153.18,153.09,152.98,152.87,152.75,152.63,152.51,152.25,24.67,24.32,24.14,23.94,23.75,23.56,23.36,23.17,22.78,N/A,N/A -2012,5,20,12,30,101720,100550,99420,72.74,0,4.13,4.39,4.46,4.49,4.51,4.54,4.55,4.5600000000000005,4.59,139.75,140.01,140.14000000000001,140.26,140.36,140.45000000000002,140.55,140.63,140.81,24.69,24.35,24.18,23.98,23.79,23.6,23.400000000000002,23.22,22.830000000000002,N/A,N/A -2012,5,20,13,30,101770,100610,99470,69.97,0,3.92,4.14,4.18,4.2,4.21,4.22,4.23,4.24,4.24,130.98,130.66,130.49,130.32,130.16,130.01,129.86,129.72,129.43,24.76,24.43,24.25,24.060000000000002,23.86,23.67,23.48,23.29,22.900000000000002,N/A,N/A -2012,5,20,14,30,101810,100640,99510,74.29,0,3.59,3.72,3.72,3.7,3.67,3.65,3.62,3.59,3.5300000000000002,131.23,130.24,129.65,129.07,128.51,127.95,127.38000000000001,126.86,125.64,24.57,24.22,24.04,23.84,23.650000000000002,23.46,23.26,23.080000000000002,22.69,N/A,N/A -2012,5,20,15,30,101860,100690,99560,70.54,0,2.88,3.04,3.0700000000000003,3.09,3.1,3.12,3.13,3.13,3.15,86.9,87.85000000000001,88.43,88.98,89.49,89.98,90.48,90.94,91.91,24.79,24.46,24.28,24.080000000000002,23.89,23.7,23.51,23.32,22.94,N/A,N/A -2012,5,20,16,30,101890,100730,99590,67.8,0,3.52,3.74,3.79,3.8200000000000003,3.85,3.86,3.88,3.89,3.91,79.44,80.10000000000001,80.38,80.63,80.83,80.99,81.15,81.29,81.52,25.05,24.71,24.54,24.34,24.14,23.96,23.76,23.57,23.18,N/A,N/A -2012,5,20,17,30,101890,100720,99590,68.42,0,3.5100000000000002,3.72,3.77,3.8000000000000003,3.81,3.83,3.84,3.85,3.86,90.51,90.66,90.71000000000001,90.75,90.78,90.8,90.83,90.85000000000001,90.87,25.080000000000002,24.73,24.55,24.35,24.16,23.97,23.77,23.59,23.2,N/A,N/A -2012,5,20,18,30,101890,100720,99590,66.38,0,3.72,3.96,4.0200000000000005,4.0600000000000005,4.09,4.11,4.13,4.15,4.18,89.77,89.85000000000001,89.88,89.92,89.97,90.02,90.09,90.15,90.29,25.26,24.91,24.73,24.54,24.35,24.16,23.96,23.78,23.39,N/A,N/A -2012,5,20,19,30,101880,100710,99580,67.54,0,3.36,3.5500000000000003,3.59,3.61,3.62,3.63,3.63,3.64,3.65,87.10000000000001,87.38,87.57000000000001,87.77,87.95,88.12,88.29,88.46000000000001,88.8,25.35,25.01,24.830000000000002,24.63,24.44,24.25,24.060000000000002,23.87,23.490000000000002,N/A,N/A -2012,5,20,20,30,101850,100680,99550,66.44,0,3.7800000000000002,4,4.04,4.07,4.08,4.09,4.1,4.1,4.12,103.21000000000001,103.03,102.91,102.79,102.69,102.59,102.48,102.39,102.21000000000001,25.490000000000002,25.150000000000002,24.98,24.79,24.59,24.41,24.21,24.03,23.650000000000002,N/A,N/A -2012,5,20,21,30,101800,100640,99510,67.08,0,4.38,4.65,4.69,4.71,4.72,4.73,4.73,4.74,4.75,137.17000000000002,137.02,136.93,136.84,136.76,136.67000000000002,136.57,136.48,136.22,25.52,25.19,25.02,24.830000000000002,24.64,24.46,24.26,24.080000000000002,23.71,N/A,N/A 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-2012,5,21,1,30,101730,100570,99440,72.71000000000001,0,2.74,2.9,2.93,2.95,2.96,2.97,2.97,2.98,2.99,168.58,168.12,167.83,167.52,167.21,166.9,166.54,166.21,165.29,25.21,24.900000000000002,24.740000000000002,24.54,24.35,24.17,23.97,23.79,23.42,N/A,N/A -2012,5,21,2,30,101760,100590,99460,73.01,0,1.95,2.04,2.06,2.06,2.07,2.07,2.07,2.08,2.09,180.47,179.69,179.26,178.8,178.36,177.91,177.39000000000001,176.9,175.56,25.150000000000002,24.84,24.68,24.48,24.29,24.1,23.91,23.73,23.35,N/A,N/A -2012,5,21,3,30,101770,100600,99470,74.56,0,2.14,2.24,2.25,2.2600000000000002,2.2600000000000002,2.25,2.25,2.25,2.25,196.56,196.23000000000002,196.04,195.82,195.59,195.36,195.06,194.76,193.75,25.080000000000002,24.76,24.59,24.400000000000002,24.21,24.02,23.830000000000002,23.650000000000002,23.27,N/A,N/A -2012,5,21,4,30,101790,100620,99490,75.64,0,1.9100000000000001,1.99,2,2,2.0100000000000002,2.0100000000000002,2.0100000000000002,2.0100000000000002,2.02,197.05,196.33,195.78,195.16,194.51,193.82,192.96,192.11,189.5,25.01,24.69,24.52,24.330000000000002,24.14,23.96,23.77,23.59,23.22,N/A,N/A -2012,5,21,5,30,101790,100620,99500,75.2,0,1.45,1.5,1.51,1.5,1.5,1.5,1.5,1.5,1.51,215.23000000000002,214.14000000000001,213.43,212.62,211.8,210.97,209.82,208.66,204.18,25,24.68,24.52,24.32,24.14,23.95,23.76,23.59,23.240000000000002,N/A,N/A -2012,5,21,6,30,101820,100650,99520,74.59,0,1.78,1.84,1.85,1.85,1.84,1.84,1.83,1.83,1.82,217.55,216.78,216.39000000000001,215.94,215.42000000000002,214.86,214.1,213.35,210.33,25.060000000000002,24.73,24.57,24.37,24.19,24,23.81,23.64,23.29,N/A,N/A -2012,5,21,7,30,101860,100700,99570,73.17,0,1.46,1.52,1.52,1.52,1.52,1.51,1.51,1.5,1.5,213.96,213.72,213.38,213.01,212.62,212.21,211.69,211.17000000000002,209.46,25.14,24.830000000000002,24.650000000000002,24.46,24.28,24.09,23.900000000000002,23.72,23.36,N/A,N/A -2012,5,21,8,30,101850,100690,99560,73.37,0,1.57,1.6300000000000001,1.62,1.62,1.61,1.6,1.59,1.58,1.56,228.23000000000002,227.87,227.66,227.41,227.15,226.89000000000001,226.52,226.17000000000002,224.99,25.11,24.79,24.62,24.43,24.240000000000002,24.060000000000002,23.86,23.68,23.31,N/A,N/A -2012,5,21,9,30,101890,100720,99590,72.78,0,1.57,1.61,1.61,1.6,1.59,1.57,1.56,1.54,1.5,269.51,269.18,269.1,269.01,268.88,268.71,268.49,268.26,267.34000000000003,25.14,24.830000000000002,24.650000000000002,24.46,24.27,24.09,23.900000000000002,23.72,23.36,N/A,N/A -2012,5,21,10,30,101910,100740,99610,72.01,0,1.93,2.0100000000000002,2.0100000000000002,2.0100000000000002,2,1.99,1.98,1.97,1.94,293.85,294.01,294.06,294.11,294.16,294.21,294.23,294.25,294.27,25.2,24.88,24.71,24.52,24.330000000000002,24.14,23.95,23.77,23.400000000000002,N/A,N/A -2012,5,21,11,30,101930,100760,99630,76.73,0,3.2800000000000002,3.37,3.34,3.3000000000000003,3.25,3.2,3.15,3.1,2.98,323.76,323.77,323.71,323.64,323.56,323.49,323.39,323.29,323.06,25.01,24.68,24.51,24.310000000000002,24.13,23.94,23.75,23.57,23.19,N/A,N/A -2012,5,21,12,30,101950,100780,99650,80.69,0,4.17,4.36,4.36,4.3500000000000005,4.32,4.28,4.24,4.2,4.09,332.35,332.6,332.8,333.02,333.23,333.43,333.67,333.90000000000003,334.48,24.52,24.16,23.98,23.78,23.59,23.41,23.21,23.04,22.66,N/A,N/A -2012,5,21,13,30,101990,100820,99690,78.22,0,3.74,3.92,3.93,3.92,3.91,3.89,3.87,3.85,3.7800000000000002,339.16,339.56,339.77,339.98,340.19,340.39,340.62,340.84000000000003,341.37,24.63,24.28,24.1,23.91,23.71,23.53,23.34,23.150000000000002,22.78,N/A,N/A -2012,5,21,14,30,102000,100840,99700,75.32000000000001,0,3.88,4.08,4.11,4.12,4.12,4.11,4.11,4.1,4.08,344.88,344.42,344.14,343.85,343.57,343.29,342.98,342.68,341.94,24.91,24.57,24.39,24.19,24,23.82,23.63,23.45,23.07,N/A,N/A -2012,5,21,15,30,102010,100840,99710,70.05,0,3.45,3.66,3.7,3.72,3.74,3.75,3.77,3.7800000000000002,3.81,343.15000000000003,342.87,342.68,342.49,342.3,342.12,341.92,341.72,341.21,25.27,24.94,24.77,24.57,24.39,24.2,24.01,23.830000000000002,23.46,N/A,N/A -2012,5,21,16,30,102000,100840,99710,64.13,0,3.08,3.27,3.31,3.34,3.36,3.38,3.41,3.43,3.52,334.66,334.93,335.14,335.35,335.55,335.76,336.01,336.24,336.83,25.82,25.51,25.34,25.150000000000002,24.97,24.79,24.6,24.42,24.07,N/A,N/A -2012,5,21,17,30,101970,100810,99680,62.17,0,2.77,2.96,3.0100000000000002,3.04,3.06,3.09,3.11,3.14,3.21,312.85,313.88,314.57,315.26,315.93,316.61,317.35,318.05,319.89,26.39,26.09,25.93,25.740000000000002,25.55,25.37,25.18,25,24.64,N/A,N/A -2012,5,21,18,30,101940,100780,99650,61.31,0,2.59,2.75,2.7800000000000002,2.8000000000000003,2.82,2.85,2.9,2.96,3.3200000000000003,275.19,276.67,277.7,278.88,280.15000000000003,281.53000000000003,283.59000000000003,285.77,294.90000000000003,26.71,26.41,26.25,26.060000000000002,25.88,25.71,25.54,25.39,25.18,N/A,N/A -2012,5,21,19,30,101910,100750,99620,61.08,0,2.5100000000000002,2.59,2.57,2.5300000000000002,2.49,2.44,2.4,2.36,3.0100000000000002,227.78,229.4,230.65,232.26,234.39000000000001,236.98000000000002,243.36,250.58,286.07,26.96,26.67,26.51,26.32,26.16,25.990000000000002,25.86,25.740000000000002,25.84,N/A,N/A -2012,5,21,20,30,101860,100700,99580,65.67,0,3.93,4.05,4,3.9,3.7,3.44,2.68,1.97,1.71,193.75,194.08,194.35,194.79,196.1,198.08,211.47,224.8,238.5,26.810000000000002,26.51,26.36,26.18,26.060000000000002,25.96,26.02,26.14,26,N/A,N/A -2012,5,21,21,30,101770,100610,99490,69.01,0,5.5200000000000005,5.86,5.87,5.8100000000000005,5.74,5.66,5.51,5.34,4.05,190.1,190.15,190.23,190.32,190.43,190.55,190.88,191.25,198.4,26.78,26.5,26.35,26.16,25.990000000000002,25.82,25.66,25.53,25.84,N/A,N/A -2012,5,21,22,30,101710,100560,99440,69.76,0,6.42,6.84,6.8500000000000005,6.8,6.72,6.61,6.16,5.62,4.88,192.03,192.01,191.99,191.96,191.9,191.82,192.19,192.71,195.34,26.650000000000002,26.45,26.330000000000002,26.18,26.09,26.02,26.09,26.22,26.28,N/A,N/A -2012,5,21,23,30,101680,100520,99400,69.26,0,6.5,6.9,6.93,6.93,6.8100000000000005,6.5600000000000005,6.22,5.87,5.23,195.34,195.38,195.36,195.33,195.41,195.6,196.37,197.31,200.3,26.57,26.41,26.32,26.27,26.310000000000002,26.42,26.560000000000002,26.7,26.61,N/A,N/A 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-2012,5,22,3,30,101650,100490,99370,75.64,0,6.26,6.79,6.890000000000001,6.93,6.95,6.96,6.95,6.95,6.95,242.67000000000002,242.76,242.81,242.83,242.84,242.84,242.83,242.83,242.79,26.05,25.77,25.62,25.43,25.25,25.07,24.89,24.72,24.38,N/A,N/A -2012,5,22,4,30,101640,100480,99360,76.06,0,5.92,6.390000000000001,6.47,6.49,6.51,6.51,6.5200000000000005,6.5200000000000005,6.6000000000000005,247.94,247.89000000000001,247.9,247.93,247.97,248.02,248.09,248.15,248.45000000000002,25.94,25.66,25.5,25.310000000000002,25.13,24.95,24.77,24.6,24.310000000000002,N/A,N/A -2012,5,22,5,30,101640,100480,99360,76.27,0,5.45,5.87,5.94,5.97,5.98,5.98,5.97,5.97,5.98,253.15,253.25,253.32,253.4,253.48000000000002,253.57,253.68,253.8,254.26000000000002,25.91,25.63,25.48,25.28,25.1,24.92,24.740000000000002,24.560000000000002,24.22,N/A,N/A -2012,5,22,6,30,101660,100500,99370,76.57000000000001,0,5.5600000000000005,5.97,6.04,6.0600000000000005,6.07,6.07,6.0600000000000005,6.05,6.04,261.88,261.91,261.89,261.88,261.88,261.87,261.87,261.86,261.88,25.98,25.66,25.5,25.3,25.12,24.93,24.75,24.57,24.22,N/A,N/A -2012,5,22,7,30,101640,100480,99350,75.42,0,6.09,6.5200000000000005,6.59,6.6000000000000005,6.6000000000000005,6.59,6.58,6.5600000000000005,6.5600000000000005,267.22,267.17,267.09000000000003,266.99,266.9,266.79,266.67,266.55,266.17,25.94,25.63,25.47,25.27,25.09,24.92,24.740000000000002,24.57,24.26,N/A,N/A -2012,5,22,8,30,101620,100460,99340,76.63,0,6.45,6.890000000000001,6.96,6.97,6.97,6.96,6.94,6.92,6.890000000000001,270.58,270.28000000000003,270.05,269.79,269.54,269.27,268.96,268.65,267.81,25.53,25.19,25.02,24.830000000000002,24.64,24.46,24.28,24.1,23.75,N/A,N/A -2012,5,22,9,30,101650,100490,99360,79.03,0,5.9,6.28,6.3500000000000005,6.37,6.38,6.37,6.3500000000000005,6.34,6.29,265.1,265.1,265.08,265.03000000000003,264.98,264.93,264.85,264.76,264.53000000000003,25.17,24.810000000000002,24.63,24.43,24.25,24.060000000000002,23.87,23.69,23.32,N/A,N/A -2012,5,22,10,30,101630,100460,99340,79.56,0,6.37,6.76,6.83,6.84,6.84,6.82,6.8100000000000005,6.79,6.74,261.6,261.74,261.81,261.88,261.94,261.99,262.03000000000003,262.05,262.06,24.97,24.61,24.43,24.23,24.05,23.86,23.67,23.5,23.14,N/A,N/A -2012,5,22,11,30,101650,100480,99350,80.98,0,6.15,6.5600000000000005,6.640000000000001,6.67,6.69,6.69,6.69,6.69,6.69,266.43,266.23,266.11,265.98,265.84000000000003,265.71,265.54,265.39,264.96,24.78,24.39,24.21,24.01,23.830000000000002,23.64,23.45,23.27,22.91,N/A,N/A -2012,5,22,12,30,101640,100480,99350,81.52,0,6.66,7.11,7.2,7.24,7.25,7.26,7.2700000000000005,7.2700000000000005,7.28,271.26,271.13,271.03000000000003,270.91,270.78000000000003,270.63,270.45,270.27,269.73,24.64,24.240000000000002,24.060000000000002,23.86,23.67,23.490000000000002,23.3,23.12,22.77,N/A,N/A -2012,5,22,13,30,101630,100470,99340,79.03,0,6.6000000000000005,7.05,7.140000000000001,7.18,7.21,7.22,7.24,7.25,7.3100000000000005,273.46,273.14,273,272.85,272.71,272.56,272.38,272.2,271.68,24.57,24.18,24,23.81,23.62,23.44,23.26,23.09,22.77,N/A,N/A -2012,5,22,14,30,101650,100490,99360,76.75,0,5.99,6.4,6.49,6.53,6.5600000000000005,6.59,6.62,6.65,6.79,265.98,265.8,265.7,265.58,265.46,265.34000000000003,265.2,265.06,264.65,24.73,24.35,24.18,23.98,23.8,23.62,23.44,23.27,22.95,N/A,N/A -2012,5,22,15,30,101630,100470,99340,74.54,0,5.72,6.08,6.15,6.18,6.2,6.21,6.22,6.24,6.3500000000000005,261.92,261.94,262.02,262.1,262.21,262.32,262.53000000000003,262.74,263.89,25.12,24.76,24.59,24.400000000000002,24.22,24.05,23.88,23.71,23.43,N/A,N/A -2012,5,22,16,30,101620,100460,99330,73.48,0,5.42,5.75,5.79,5.79,5.78,5.76,5.74,5.72,5.68,244.48000000000002,245.18,245.62,246.11,246.6,247.12,247.77,248.4,250.69,25.55,25.21,25.04,24.85,24.66,24.490000000000002,24.3,24.13,23.82,N/A,N/A -2012,5,22,17,30,101570,100410,99280,74.10000000000001,0,5.53,5.84,5.87,5.86,5.83,5.8,5.7700000000000005,5.74,5.58,231.53,232.05,232.45000000000002,232.99,233.76,234.72,237.33,240.31,255.18,25.91,25.580000000000002,25.43,25.25,25.080000000000002,24.93,24.86,24.810000000000002,25.16,N/A,N/A -2012,5,22,18,30,101520,100370,99250,76.69,0,5.43,5.74,5.76,5.74,5.7,5.65,5.58,5.5,4.98,230.23000000000002,230.57,230.81,231.14000000000001,231.62,232.21,233.94,235.96,253.01000000000002,26.2,25.89,25.73,25.55,25.39,25.240000000000002,25.150000000000002,25.080000000000002,25.560000000000002,N/A,N/A -2012,5,22,19,30,101490,100330,99210,78.54,0,5.32,5.64,5.67,5.65,5.62,5.57,5.5,5.42,4.64,218.4,218.48000000000002,218.57,218.67000000000002,218.79,218.92000000000002,219.16,219.41,223.8,26.310000000000002,25.990000000000002,25.82,25.63,25.45,25.28,25.11,24.95,24.94,N/A,N/A -2012,5,22,20,30,101430,100270,99150,77.23,0,6.51,6.96,7.0200000000000005,7.01,6.98,6.93,6.8500000000000005,6.7700000000000005,6.45,212.1,212.23000000000002,212.32,212.42000000000002,212.51,212.61,212.73000000000002,212.86,213.34,26.34,26.03,25.87,25.68,25.5,25.32,25.14,24.98,24.69,N/A,N/A -2012,5,22,21,30,101370,100220,99100,79,0,6.79,7.28,7.34,7.33,7.3,7.26,7.2,7.140000000000001,6.83,216.09,216,215.94,215.87,215.79,215.70000000000002,215.56,215.42000000000002,214.6,26.27,25.97,25.810000000000002,25.62,25.44,25.26,25.09,24.93,24.68,N/A,N/A -2012,5,22,22,30,101300,100150,99030,78.76,0,7.71,8.34,8.45,8.47,8.47,8.45,8.41,8.370000000000001,8.27,213.19,213.19,213.18,213.16,213.13,213.09,213.03,212.97,212.73000000000002,26.23,25.92,25.76,25.57,25.38,25.2,25.02,24.85,24.5,N/A,N/A -2012,5,22,23,30,101250,100090,98980,77.22,0,8.19,8.870000000000001,8.99,9.02,9.01,8.99,8.950000000000001,8.91,8.77,216.98000000000002,216.99,216.97,216.94,216.9,216.85,216.78,216.70000000000002,216.26,26.27,25.98,25.82,25.63,25.46,25.29,25.12,24.96,24.72,N/A,N/A -2012,5,23,0,30,101210,100060,98940,75.67,0,7.17,7.75,7.8500000000000005,7.87,7.87,7.86,7.84,7.82,7.7700000000000005,216.72,216.74,216.74,216.72,216.68,216.62,216.53,216.41,215.76,26.330000000000002,26.05,25.89,25.7,25.53,25.35,25.18,25.02,24.75,N/A,N/A -2012,5,23,1,30,101170,100010,98900,75.68,0,7.0600000000000005,7.63,7.73,7.75,7.76,7.76,7.75,7.73,7.7,219.06,219.07,219.06,219.04,219,218.97,218.91,218.84,218.51,26.240000000000002,25.94,25.78,25.59,25.41,25.23,25.05,24.88,24.55,N/A,N/A -2012,5,23,2,30,101150,100000,98890,76.78,0,7.24,7.82,7.91,7.930000000000001,7.930000000000001,7.91,7.88,7.8500000000000005,7.8,226.67000000000002,226.59,226.53,226.46,226.37,226.28,226.17000000000002,226.05,225.6,26.26,25.96,25.8,25.62,25.44,25.27,25.09,24.93,24.66,N/A,N/A -2012,5,23,3,30,101150,100000,98880,73.3,0,6.6000000000000005,7.15,7.25,7.29,7.3100000000000005,7.32,7.32,7.32,7.33,222.6,222.53,222.52,222.52,222.52,222.52,222.51,222.49,222.3,26.37,26.09,25.93,25.740000000000002,25.560000000000002,25.38,25.2,25.04,24.71,N/A,N/A -2012,5,23,4,30,101110,99960,98840,75.16,0,7.12,7.69,7.79,7.82,7.84,7.83,7.8100000000000005,7.78,7.69,221.61,221.52,221.52,221.51,221.5,221.48000000000002,221.44,221.4,221.25,26.21,25.91,25.75,25.560000000000002,25.38,25.2,25.02,24.84,24.490000000000002,N/A,N/A -2012,5,23,5,30,101100,99950,98830,76.55,0,6.58,7.15,7.2700000000000005,7.33,7.37,7.38,7.38,7.38,7.34,217.69,217.79,217.83,217.84,217.84,217.83,217.8,217.77,217.64000000000001,26.1,25.8,25.63,25.43,25.240000000000002,25.05,24.86,24.67,24.28,N/A,N/A -2012,5,23,6,30,101100,99950,98830,71.14,0,7.01,7.640000000000001,7.79,7.87,7.930000000000001,7.97,8.01,8.040000000000001,8.11,214.70000000000002,214.66,214.72,214.8,214.88,214.96,215.05,215.15,215.34,26.310000000000002,26.03,25.88,25.69,25.51,25.330000000000002,25.150000000000002,24.98,24.62,N/A,N/A -2012,5,23,7,30,101090,99940,98820,73.02,0,6.82,7.390000000000001,7.54,7.62,7.68,7.73,7.78,7.82,7.930000000000001,215.58,215.56,215.55,215.52,215.49,215.46,215.42000000000002,215.37,215.26,26.09,25.79,25.62,25.43,25.25,25.07,24.88,24.71,24.35,N/A,N/A -2012,5,23,8,30,101080,99920,98800,72.32000000000001,0,7.33,8.03,8.19,8.28,8.34,8.39,8.42,8.46,8.53,217.62,217.47,217.38,217.28,217.18,217.09,216.98000000000002,216.88,216.65,26.150000000000002,25.84,25.67,25.48,25.29,25.11,24.92,24.740000000000002,24.38,N/A,N/A -2012,5,23,9,30,101080,99920,98800,75.48,0,7.68,8.34,8.48,8.540000000000001,8.58,8.6,8.6,8.6,8.58,210.44,210.5,210.54,210.61,210.69,210.76,210.86,210.94,211.14000000000001,25.92,25.59,25.42,25.22,25.04,24.85,24.650000000000002,24.47,24.080000000000002,N/A,N/A -2012,5,23,10,30,101090,99940,98820,72.23,0,7.19,7.82,7.98,8.07,8.14,8.19,8.22,8.26,8.3,210.69,210.4,210.25,210.1,209.97,209.84,209.71,209.59,209.36,25.990000000000002,25.69,25.53,25.330000000000002,25.150000000000002,24.96,24.77,24.580000000000002,24.21,N/A,N/A -2012,5,23,11,30,101060,99900,98790,69.27,0,7.03,7.66,7.82,7.92,7.99,8.05,8.11,8.16,8.25,203.75,203.72,203.76,203.81,203.86,203.91,203.95000000000002,203.99,204.09,26.02,25.7,25.53,25.34,25.150000000000002,24.97,24.77,24.59,24.22,N/A,N/A -2012,5,23,12,30,101070,99920,98800,68.48,0,6.69,7.2700000000000005,7.42,7.51,7.57,7.62,7.67,7.71,7.78,206.22,206.23000000000002,206.25,206.3,206.35,206.4,206.46,206.51,206.64000000000001,25.990000000000002,25.67,25.51,25.310000000000002,25.12,24.94,24.740000000000002,24.560000000000002,24.18,N/A,N/A -2012,5,23,13,30,101090,99930,98820,67.91,0,6.8,7.36,7.49,7.55,7.6000000000000005,7.62,7.640000000000001,7.65,7.67,193.4,193.73000000000002,193.93,194.12,194.29,194.45000000000002,194.6,194.74,195.01,25.98,25.67,25.5,25.310000000000002,25.12,24.93,24.740000000000002,24.560000000000002,24.18,N/A,N/A -2012,5,23,14,30,101070,99920,98800,70.42,0,7,7.63,7.76,7.84,7.890000000000001,7.92,7.94,7.96,7.97,199.23000000000002,199.41,199.39000000000001,199.34,199.27,199.19,199.1,199.01,198.79,25.85,25.52,25.34,25.150000000000002,24.96,24.77,24.57,24.39,24,N/A,N/A -2012,5,23,15,30,101110,99950,98830,67.95,0,6.51,7.09,7.21,7.29,7.34,7.37,7.4,7.42,7.45,191.38,191.6,191.61,191.6,191.59,191.55,191.52,191.49,191.4,25.94,25.61,25.44,25.240000000000002,25.04,24.86,24.66,24.47,24.09,N/A,N/A -2012,5,23,16,30,101070,99920,98800,63.690000000000005,0,7.25,7.87,8.02,8.11,8.19,8.24,8.290000000000001,8.33,8.39,192.87,192.91,192.9,192.88,192.86,192.84,192.81,192.78,192.72,26.09,25.78,25.62,25.42,25.240000000000002,25.05,24.86,24.68,24.29,N/A,N/A -2012,5,23,17,30,101060,99910,98790,66.86,0,7.72,8.34,8.48,8.540000000000001,8.58,8.61,8.63,8.64,8.66,192.77,192.78,192.77,192.75,192.73000000000002,192.70000000000002,192.67000000000002,192.65,192.6,25.96,25.64,25.47,25.27,25.09,24.900000000000002,24.71,24.53,24.150000000000002,N/A,N/A -2012,5,23,18,30,101020,99870,98750,64.45,0,7.48,8.15,8.31,8.4,8.47,8.52,8.56,8.59,8.65,180.74,180.92000000000002,181.14000000000001,181.36,181.57,181.77,181.98,182.17000000000002,182.57,26.14,25.84,25.68,25.490000000000002,25.3,25.12,24.93,24.75,24.37,N/A,N/A -2012,5,23,19,30,101000,99850,98730,68.34,0,7.72,8.47,8.64,8.75,8.82,8.870000000000001,8.91,8.94,8.98,187.81,188.38,188.52,188.62,188.69,188.74,188.78,188.81,188.82,26.09,25.76,25.59,25.39,25.19,25,24.8,24.61,24.22,N/A,N/A -2012,5,23,20,30,100970,99820,98700,68.83,0,8.69,9.41,9.58,9.65,9.69,9.71,9.72,9.72,9.71,189.4,189.52,189.6,189.67000000000002,189.73,189.78,189.83,189.87,189.93,25.97,25.650000000000002,25.48,25.29,25.1,24.91,24.71,24.53,24.14,N/A,N/A -2012,5,23,21,30,100910,99750,98640,70.44,0,8.83,9.64,9.81,9.9,9.950000000000001,9.98,9.99,10,10,185.5,185.1,184.81,184.53,184.27,184.04,183.81,183.6,183.19,25.94,25.61,25.44,25.240000000000002,25.05,24.86,24.66,24.48,24.09,N/A,N/A -2012,5,23,22,30,100850,99700,98590,68.8,0,8.28,9.18,9.41,9.55,9.66,9.74,9.8,9.85,9.93,177.12,177.70000000000002,177.92000000000002,178.11,178.27,178.41,178.53,178.64000000000001,178.84,26.04,25.71,25.54,25.34,25.150000000000002,24.96,24.76,24.57,24.19,N/A,N/A -2012,5,23,23,30,100830,99680,98560,72.54,0,8.39,9.24,9.450000000000001,9.59,9.68,9.76,9.81,9.86,9.93,179.79,180.27,180.44,180.58,180.69,180.79,180.88,180.96,181.08,25.86,25.52,25.35,25.150000000000002,24.96,24.77,24.57,24.38,23.990000000000002,N/A,N/A -2012,5,24,0,30,100780,99630,98510,77.04,0,8.86,9.78,10,10.14,10.24,10.31,10.36,10.4,10.450000000000001,173.35,172.69,172.55,172.42000000000002,172.33,172.24,172.17000000000002,172.1,171.99,25.73,25.37,25.19,24.990000000000002,24.79,24.6,24.400000000000002,24.22,23.830000000000002,N/A,N/A -2012,5,24,1,30,100750,99600,98480,78.29,0,9.17,10.09,10.32,10.46,10.55,10.620000000000001,10.67,10.71,10.77,168.26,168.72,168.88,169,169.11,169.21,169.3,169.38,169.54,25.57,25.21,25.03,24.830000000000002,24.64,24.45,24.25,24.07,23.68,N/A,N/A -2012,5,24,2,30,100750,99600,98490,79.57000000000001,0,9.75,10.72,10.96,11.11,11.200000000000001,11.28,11.33,11.370000000000001,11.44,171.11,171.05,171.07,171.09,171.11,171.12,171.14000000000001,171.16,171.19,25.490000000000002,25.12,24.94,24.740000000000002,24.54,24.35,24.150000000000002,23.96,23.580000000000002,N/A,N/A -2012,5,24,3,30,100740,99590,98470,80.63,0,10.85,11.98,12.27,12.42,12.530000000000001,12.59,12.64,12.67,12.69,166.65,166.74,166.83,166.91,166.98,167.05,167.12,167.18,167.3,25.51,25.13,24.95,24.740000000000002,24.55,24.35,24.150000000000002,23.97,23.580000000000002,N/A,N/A -2012,5,24,4,30,100720,99570,98460,81.4,0,10.17,11.26,11.540000000000001,11.72,11.84,11.94,12.01,12.07,12.15,174.28,174.31,174.28,174.24,174.20000000000002,174.17000000000002,174.12,174.08,174,25.580000000000002,25.21,25.02,24.82,24.62,24.43,24.23,24.04,23.650000000000002,N/A,N/A -2012,5,24,5,30,100700,99550,98440,82.24,0,10.77,11.88,12.16,12.34,12.46,12.540000000000001,12.6,12.65,12.71,169.33,169.85,170.17000000000002,170.5,170.8,171.08,171.36,171.62,172.16,25.8,25.44,25.27,25.060000000000002,24.87,24.68,24.48,24.3,23.91,N/A,N/A -2012,5,24,6,30,100700,99550,98430,82.3,0,10.93,12.07,12.38,12.56,12.68,12.780000000000001,12.85,12.9,12.99,176.57,176.67000000000002,176.64000000000001,176.61,176.57,176.52,176.47,176.43,176.32,25.72,25.330000000000002,25.150000000000002,24.94,24.75,24.55,24.36,24.17,23.78,N/A,N/A -2012,5,24,7,30,100700,99550,98430,83.77,0,10.96,12.120000000000001,12.4,12.58,12.700000000000001,12.780000000000001,12.85,12.89,12.96,173.01,173.19,173.28,173.39000000000001,173.48,173.58,173.68,173.78,173.98,25.71,25.32,25.14,24.93,24.740000000000002,24.55,24.35,24.17,23.78,N/A,N/A -2012,5,24,8,30,100680,99530,98410,85.76,0,11.41,12.65,12.96,13.16,13.3,13.4,13.48,13.55,13.64,176.52,176.25,176.15,176.08,176.02,175.97,175.93,175.89000000000001,175.84,25.59,25.19,25.01,24.8,24.61,24.41,24.21,24.03,23.64,N/A,N/A -2012,5,24,9,30,100680,99530,98420,83.18,0,11.44,12.71,13.040000000000001,13.25,13.39,13.51,13.6,13.67,13.77,175.72,175.76,175.79,175.81,175.84,175.86,175.87,175.89000000000001,175.93,25.82,25.44,25.26,25.060000000000002,24.86,24.67,24.47,24.28,23.900000000000002,N/A,N/A -2012,5,24,10,30,100710,99560,98450,82.94,0,11.5,12.75,13.09,13.3,13.46,13.58,13.67,13.75,13.870000000000001,171.36,171.61,171.69,171.78,171.86,171.94,172.02,172.1,172.25,25.82,25.45,25.27,25.060000000000002,24.87,24.68,24.48,24.29,23.91,N/A,N/A -2012,5,24,11,30,100710,99570,98450,79.89,0,11.77,13.14,13.5,13.75,13.92,14.05,14.15,14.24,14.35,175.25,174.89000000000001,174.82,174.78,174.75,174.74,174.73,174.73,174.74,25.97,25.6,25.41,25.21,25.01,24.82,24.62,24.43,24.04,N/A,N/A -2012,5,24,12,30,100750,99600,98480,81.84,0,11.870000000000001,13.18,13.51,13.72,13.86,13.96,14.030000000000001,14.08,14.15,174.36,174.42000000000002,174.5,174.59,174.68,174.75,174.84,174.92000000000002,175.08,25.95,25.580000000000002,25.400000000000002,25.19,25,24.8,24.61,24.42,24.03,N/A,N/A -2012,5,24,13,30,100780,99630,98520,79.81,0,11.65,12.96,13.32,13.540000000000001,13.700000000000001,13.81,13.9,13.96,14.05,180.1,180.44,180.59,180.71,180.81,180.9,180.96,181.02,181.12,26.150000000000002,25.79,25.61,25.400000000000002,25.21,25.01,24.82,24.63,24.240000000000002,N/A,N/A -2012,5,24,14,30,100840,99690,98580,81.25,0,11,12.19,12.49,12.68,12.81,12.91,12.99,13.040000000000001,13.13,182.74,182.11,181.92000000000002,181.74,181.58,181.44,181.31,181.20000000000002,180.98,26.13,25.78,25.6,25.400000000000002,25.21,25.02,24.82,24.63,24.25,N/A,N/A -2012,5,24,15,30,100870,99720,98610,76.85000000000001,0,11.68,13.030000000000001,13.36,13.56,13.69,13.780000000000001,13.84,13.89,13.93,178.02,178.61,178.81,178.97,179.1,179.20000000000002,179.28,179.35,179.46,26.42,26.09,25.91,25.71,25.52,25.330000000000002,25.13,24.95,24.560000000000002,N/A,N/A -2012,5,24,16,30,100890,99740,98630,77.53,0,11.09,12.31,12.63,12.82,12.96,13.06,13.14,13.200000000000001,13.290000000000001,178.78,178.77,178.81,178.87,178.92000000000002,178.97,179.03,179.08,179.18,26.45,26.14,25.97,25.78,25.59,25.41,25.22,25.04,24.66,N/A,N/A -2012,5,24,17,30,100920,99770,98660,77.63,0,10.1,11.14,11.42,11.6,11.74,11.84,11.94,12.02,12.16,179.3,179.73,179.91,180.1,180.29,180.46,180.62,180.77,181.06,26.47,26.16,25.990000000000002,25.8,25.62,25.44,25.25,25.07,24.69,N/A,N/A -2012,5,24,18,30,100950,99800,98690,77.21000000000001,0,10.5,11.73,12.05,12.23,12.370000000000001,12.46,12.52,12.57,12.63,178.51,178.79,178.9,179.01,179.09,179.16,179.23,179.29,179.4,26.560000000000002,26.240000000000002,26.060000000000002,25.86,25.67,25.48,25.28,25.09,24.71,N/A,N/A -2012,5,24,19,30,100930,99780,98670,75.73,0,10.8,11.92,12.21,12.370000000000001,12.47,12.55,12.6,12.65,12.700000000000001,174.89000000000001,175.37,175.59,175.76,175.9,176.02,176.12,176.20000000000002,176.35,26.67,26.38,26.23,26.03,25.85,25.67,25.48,25.3,24.92,N/A,N/A -2012,5,24,20,30,100890,99740,98630,76.21000000000001,0,9.34,10.34,10.58,10.74,10.85,10.93,10.99,11.040000000000001,11.11,168.71,169.09,169.34,169.6,169.84,170.06,170.28,170.49,170.91,26.64,26.34,26.17,25.98,25.79,25.61,25.41,25.23,24.85,N/A,N/A -2012,5,24,21,30,100880,99740,98620,73.01,0,9.49,10.540000000000001,10.8,10.97,11.09,11.19,11.27,11.33,11.44,168.72,168.96,169.01,169.05,169.08,169.11,169.14000000000001,169.17000000000002,169.23,26.72,26.44,26.28,26.09,25.91,25.73,25.54,25.36,24.990000000000002,N/A,N/A -2012,5,24,22,30,100870,99720,98610,76.82000000000001,0,9.72,10.85,11.13,11.32,11.450000000000001,11.55,11.63,11.69,11.790000000000001,170.98,170.66,170.55,170.44,170.34,170.25,170.18,170.1,169.96,26.55,26.23,26.060000000000002,25.86,25.67,25.48,25.29,25.1,24.71,N/A,N/A -2012,5,24,23,30,100860,99720,98600,74.68,0,10.08,11.31,11.64,11.85,12.01,12.14,12.23,12.31,12.42,169.61,169.41,169.36,169.32,169.28,169.24,169.22,169.19,169.15,26.73,26.43,26.27,26.07,25.88,25.69,25.490000000000002,25.3,24.91,N/A,N/A -2012,5,25,0,30,100840,99690,98580,77.14,0,10.370000000000001,11.540000000000001,11.81,11.97,12.09,12.16,12.22,12.26,12.3,162.34,162.46,162.57,162.69,162.79,162.89000000000001,162.99,163.09,163.28,26.57,26.26,26.09,25.89,25.7,25.52,25.32,25.14,24.75,N/A,N/A -2012,5,25,1,30,100810,99660,98550,74.89,0,11.31,12.61,12.92,13.11,13.24,13.33,13.39,13.44,13.5,162.9,163,163.05,163.11,163.16,163.21,163.25,163.29,163.37,26.7,26.400000000000002,26.240000000000002,26.04,25.86,25.67,25.48,25.3,24.91,N/A,N/A -2012,5,25,2,30,100840,99700,98590,70.12,0,10.5,11.61,11.91,12.1,12.25,12.36,12.46,12.540000000000001,12.700000000000001,161.58,161.97,162.22,162.49,162.76,163.02,163.29,163.55,164.12,26.900000000000002,26.67,26.52,26.34,26.18,26.01,25.830000000000002,25.66,25.32,N/A,N/A -2012,5,25,3,30,100870,99730,98620,65.15,0,11.06,12.39,12.77,13.02,13.21,13.35,13.47,13.57,13.74,164.84,164.87,164.87,164.87,164.87,164.86,164.86,164.86,164.86,27.18,26.95,26.810000000000002,26.63,26.46,26.28,26.1,25.92,25.560000000000002,N/A,N/A -2012,5,25,4,30,100890,99740,98630,71.46000000000001,0,11.91,13.31,13.67,13.89,14.040000000000001,14.14,14.200000000000001,14.25,14.290000000000001,164.31,164.23,164.23,164.23,164.23,164.23,164.23,164.23,164.24,26.94,26.66,26.5,26.3,26.12,25.93,25.73,25.54,25.16,N/A,N/A -2012,5,25,5,30,100890,99740,98630,72.5,0,10.68,12,12.31,12.52,12.67,12.790000000000001,12.88,12.96,13.09,161.53,161.76,161.92000000000002,162.09,162.26,162.42000000000002,162.59,162.75,163.1,26.85,26.580000000000002,26.42,26.23,26.05,25.87,25.68,25.5,25.13,N/A,N/A -2012,5,25,6,30,100940,99790,98680,73.88,0,11.26,12.41,12.74,12.96,13.14,13.31,13.47,13.63,13.89,166.77,167.28,167.52,167.8,168.09,168.4,168.73,169.04,169.59,26.68,26.52,26.400000000000002,26.26,26.12,25.98,25.830000000000002,25.69,25.39,N/A,N/A -2012,5,25,7,30,100980,99830,98720,77.21000000000001,0,11.72,12.99,13.32,13.51,13.64,13.73,13.8,13.86,13.950000000000001,166.04,166.07,166.15,166.24,166.33,166.43,166.54,166.65,166.89000000000001,26.55,26.32,26.18,26.01,25.84,25.66,25.490000000000002,25.32,24.97,N/A,N/A -2012,5,25,8,30,101000,99850,98740,80,0,11.9,13.26,13.59,13.780000000000001,13.89,13.96,14,14.030000000000001,14.01,167.55,167.95000000000002,168.11,168.26,168.4,168.53,168.66,168.77,169.01,26.310000000000002,26.02,25.86,25.66,25.48,25.29,25.09,24.91,24.53,N/A,N/A -2012,5,25,9,30,101050,99900,98780,80.79,0,10.55,11.700000000000001,11.99,12.17,12.3,12.39,12.47,12.540000000000001,12.69,166.15,165.88,165.8,165.73,165.67000000000002,165.63,165.61,165.59,165.59,26.23,25.96,25.810000000000002,25.63,25.46,25.29,25.11,24.93,24.59,N/A,N/A -2012,5,25,10,30,101080,99930,98820,79.43,0,9.75,10.97,11.31,11.56,11.76,11.93,12.09,12.23,12.51,169.46,170.02,170.25,170.46,170.65,170.82,170.98,171.13,171.42000000000002,26.310000000000002,26.05,25.900000000000002,25.73,25.55,25.37,25.19,25.02,24.66,N/A,N/A -2012,5,25,11,30,101150,99990,98880,80.29,0,10.21,11.48,11.81,12.030000000000001,12.200000000000001,12.31,12.41,12.48,12.58,167.78,167.88,167.95000000000002,168.03,168.11,168.18,168.27,168.35,168.5,26.21,25.92,25.76,25.560000000000002,25.37,25.19,24.990000000000002,24.8,24.42,N/A,N/A -2012,5,25,12,30,101210,100050,98940,77.78,0,9.97,11.040000000000001,11.3,11.450000000000001,11.540000000000001,11.6,11.64,11.66,11.68,171.29,170.52,170.22,169.93,169.69,169.47,169.29,169.12,168.85,26.38,26.11,25.95,25.77,25.580000000000002,25.400000000000002,25.2,25.02,24.650000000000002,N/A,N/A -2012,5,25,13,30,101300,100150,99030,79.14,0,8.5,9.39,9.620000000000001,9.76,9.86,9.94,10,10.05,10.14,172.07,172.17000000000002,172.18,172.18,172.17000000000002,172.15,172.13,172.11,172.08,26.330000000000002,26.080000000000002,25.92,25.740000000000002,25.560000000000002,25.38,25.2,25.02,24.66,N/A,N/A -2012,5,25,14,30,101370,100210,99090,79.42,0,8.38,9.34,9.57,9.72,9.82,9.89,9.94,9.98,10,170.44,170.36,170.38,170.41,170.45000000000002,170.48,170.52,170.56,170.64000000000001,26.41,26.13,25.97,25.78,25.59,25.41,25.22,25.04,24.650000000000002,N/A,N/A -2012,5,25,15,30,101410,100250,99130,78.72,0,6.55,7.2700000000000005,7.45,7.57,7.67,7.75,7.82,7.88,8.01,162,162.27,162.47,162.65,162.83,163,163.20000000000002,163.38,163.78,26.39,26.12,25.96,25.78,25.59,25.42,25.23,25.05,24.68,N/A,N/A -2012,5,25,16,30,101460,100300,99190,77.01,0,6.53,7.26,7.44,7.57,7.67,7.75,7.82,7.88,7.99,155.97,156.65,157.04,157.42000000000002,157.78,158.11,158.45000000000002,158.77,159.41,26.62,26.36,26.2,26.02,25.84,25.66,25.47,25.3,24.93,N/A,N/A -2012,5,25,17,30,101490,100340,99220,79.4,0,7.44,8.2,8.39,8.5,8.58,8.63,8.68,8.71,8.76,150.58,150.96,151.18,151.4,151.61,151.82,152.03,152.24,152.69,26.43,26.150000000000002,25.990000000000002,25.8,25.62,25.44,25.25,25.07,24.69,N/A,N/A -2012,5,25,18,30,101510,100360,99240,78.59,0,7.32,8.07,8.25,8.370000000000001,8.45,8.51,8.56,8.6,8.67,149.84,150.39000000000001,150.67000000000002,150.93,151.18,151.41,151.64000000000001,151.85,152.28,26.44,26.16,26,25.810000000000002,25.62,25.44,25.25,25.07,24.69,N/A,N/A -2012,5,25,19,30,101530,100370,99260,79.37,0,7.390000000000001,8.1,8.26,8.35,8.41,8.46,8.49,8.52,8.56,146.38,146.72,146.94,147.16,147.36,147.55,147.75,147.94,148.34,26.39,26.1,25.94,25.75,25.57,25.38,25.19,25.01,24.63,N/A,N/A -2012,5,25,20,30,101530,100370,99250,82.28,0,7.88,8.69,8.870000000000001,8.98,9.040000000000001,9.09,9.11,9.13,9.13,142.27,142.33,142.38,142.45000000000002,142.52,142.58,142.66,142.72,142.87,26.27,25.98,25.810000000000002,25.62,25.43,25.240000000000002,25.04,24.86,24.48,N/A,N/A -2012,5,25,21,30,101520,100360,99240,81.63,0,7.640000000000001,8.47,8.67,8.8,8.89,8.96,9.02,9.06,9.13,143.64000000000001,143.78,143.86,143.94,144.01,144.08,144.14000000000001,144.19,144.3,26.240000000000002,25.95,25.78,25.59,25.400000000000002,25.21,25.01,24.830000000000002,24.45,N/A,N/A -2012,5,25,22,30,101510,100350,99230,81.14,0,8.02,8.83,9.02,9.13,9.200000000000001,9.26,9.3,9.32,9.36,140.39000000000001,140.57,140.70000000000002,140.82,140.92000000000002,141.02,141.11,141.20000000000002,141.37,26.19,25.91,25.75,25.55,25.37,25.19,24.990000000000002,24.810000000000002,24.43,N/A,N/A -2012,5,25,23,30,101490,100330,99210,79.65,0,7.92,8.72,8.91,9.03,9.120000000000001,9.18,9.23,9.27,9.34,139.1,139.33,139.45000000000002,139.57,139.69,139.81,139.93,140.05,140.31,26.18,25.900000000000002,25.740000000000002,25.55,25.37,25.18,24.990000000000002,24.810000000000002,24.44,N/A,N/A -2012,5,26,0,30,101480,100330,99210,82.16,0,8.06,8.86,9.05,9.17,9.25,9.32,9.370000000000001,9.42,9.5,140.29,140.38,140.44,140.51,140.59,140.67000000000002,140.76,140.84,141.05,26.05,25.77,25.61,25.42,25.240000000000002,25.060000000000002,24.87,24.69,24.330000000000002,N/A,N/A -2012,5,26,1,30,101490,100330,99210,79.31,0,8.09,8.94,9.17,9.31,9.42,9.52,9.6,9.67,9.83,144.05,144.15,144.18,144.19,144.19,144.18,144.16,144.15,144.08,26.19,25.92,25.77,25.59,25.41,25.23,25.05,24.87,24.51,N/A,N/A -2012,5,26,2,30,101500,100340,99220,85.56,0,8.22,9.1,9.3,9.42,9.51,9.58,9.63,9.67,9.74,143.93,144.24,144.4,144.55,144.68,144.8,144.92000000000002,145.02,145.24,26.02,25.71,25.55,25.35,25.17,24.98,24.79,24.61,24.240000000000002,N/A,N/A -2012,5,26,3,30,101540,100380,99270,86.5,0,9.23,10.23,10.47,10.620000000000001,10.73,10.8,10.86,10.92,11,145.88,145.73,145.67000000000002,145.63,145.6,145.57,145.54,145.51,145.47,25.98,25.68,25.52,25.330000000000002,25.14,24.96,24.77,24.59,24.22,N/A,N/A -2012,5,26,4,30,101510,100350,99230,87.5,0,9.49,10.57,10.81,10.950000000000001,11.05,11.11,11.15,11.18,11.19,143.73,143.76,143.77,143.78,143.78,143.79,143.79,143.79,143.79,25.84,25.5,25.32,25.12,24.93,24.740000000000002,24.54,24.35,23.96,N/A,N/A -2012,5,26,5,30,101560,100410,99290,84.25,0,8.72,9.63,9.82,9.94,10.01,10.05,10.07,10.08,10.07,153.21,153.07,152.98,152.87,152.76,152.66,152.54,152.43,152.20000000000002,25.98,25.650000000000002,25.48,25.28,25.09,24.900000000000002,24.7,24.52,24.13,N/A,N/A -2012,5,26,6,30,101570,100410,99290,84.69,0,8.3,9.21,9.43,9.57,9.67,9.74,9.81,9.86,9.96,142.49,142.55,142.64000000000001,142.74,142.86,142.98,143.12,143.26,143.61,25.900000000000002,25.59,25.42,25.23,25.05,24.87,24.68,24.5,24.14,N/A,N/A -2012,5,26,7,30,101630,100470,99340,86.29,0,8.91,9.78,9.97,10.07,10.120000000000001,10.15,10.16,10.16,10.13,145.53,145.79,145.92000000000002,146.06,146.18,146.3,146.42000000000002,146.53,146.79,25.75,25.41,25.240000000000002,25.04,24.85,24.67,24.47,24.29,23.91,N/A,N/A -2012,5,26,8,30,101640,100480,99360,87.84,0,8.790000000000001,9.620000000000001,9.82,9.93,10.01,10.07,10.120000000000001,10.16,10.23,151.74,152.28,152.53,152.79,153.02,153.25,153.48,153.70000000000002,154.18,25.62,25.29,25.12,24.92,24.73,24.54,24.35,24.17,23.79,N/A,N/A -2012,5,26,9,30,101630,100470,99350,85.5,0,8.86,9.870000000000001,10.11,10.27,10.39,10.47,10.53,10.58,10.64,156.5,156.4,156.33,156.26,156.19,156.13,156.07,156,155.85,25.73,25.400000000000002,25.22,25.02,24.830000000000002,24.64,24.44,24.26,23.87,N/A,N/A -2012,5,26,10,30,101660,100500,99370,85.64,0,7.87,8.63,8.8,8.9,8.97,9.02,9.05,9.08,9.120000000000001,156.13,156.19,156.24,156.29,156.35,156.4,156.47,156.53,156.71,25.66,25.330000000000002,25.150000000000002,24.96,24.77,24.59,24.39,24.21,23.84,N/A,N/A -2012,5,26,11,30,101680,100520,99400,83.27,0,6.4,7.01,7.18,7.29,7.37,7.44,7.5,7.55,7.66,159.72,160.15,160.29,160.41,160.5,160.59,160.66,160.73,160.84,25.75,25.43,25.26,25.07,24.88,24.69,24.5,24.32,23.94,N/A,N/A -2012,5,26,12,30,101740,100570,99450,86.85000000000001,0,5.86,6.3,6.4,6.45,6.48,6.5,6.5200000000000005,6.53,6.55,152.85,153.24,153.44,153.66,153.88,154.1,154.33,154.55,155.04,25.55,25.21,25.03,24.830000000000002,24.64,24.45,24.25,24.060000000000002,23.67,N/A,N/A -2012,5,26,13,30,101760,100600,99480,83.06,0,5.24,5.66,5.73,5.7700000000000005,5.79,5.8,5.8100000000000005,5.8100000000000005,5.8,150.74,151.17000000000002,151.43,151.68,151.9,152.11,152.31,152.51,152.9,25.7,25.37,25.19,25,24.810000000000002,24.62,24.43,24.240000000000002,23.86,N/A,N/A -2012,5,26,14,30,101790,100630,99510,85.19,0,5.0600000000000005,5.45,5.53,5.57,5.6000000000000005,5.61,5.62,5.62,5.62,145.26,145.51,145.64000000000001,145.76,145.86,145.95000000000002,146.03,146.11,146.23,25.67,25.330000000000002,25.16,24.96,24.77,24.580000000000002,24.39,24.2,23.81,N/A,N/A -2012,5,26,15,30,101830,100660,99540,85.07000000000001,0,4.33,4.65,4.72,4.7700000000000005,4.8,4.83,4.86,4.88,4.92,134.12,134.58,134.86,135.1,135.32,135.53,135.73,135.93,136.36,25.59,25.26,25.080000000000002,24.89,24.7,24.51,24.310000000000002,24.13,23.75,N/A,N/A -2012,5,26,16,30,101820,100650,99530,84.22,0,5.42,5.78,5.84,5.84,5.84,5.82,5.79,5.76,5.67,133.99,134.44,134.69,134.94,135.17000000000002,135.41,135.66,135.91,136.5,25.57,25.22,25.04,24.85,24.66,24.47,24.27,24.09,23.71,N/A,N/A -2012,5,26,17,30,101810,100650,99530,85.42,0,5.82,6.2,6.24,6.24,6.23,6.2,6.16,6.13,6.0200000000000005,125.85000000000001,125.9,126.01,126.12,126.24000000000001,126.35000000000001,126.48,126.60000000000001,126.88000000000001,25.67,25.32,25.14,24.94,24.75,24.57,24.37,24.19,23.81,N/A,N/A -2012,5,26,18,30,101790,100630,99510,84.61,0,5.58,5.96,6.03,6.05,6.07,6.07,6.07,6.0600000000000005,6.04,114.04,114.52,114.81,115.08,115.33,115.57000000000001,115.83,116.06,116.56,25.68,25.330000000000002,25.150000000000002,24.95,24.76,24.57,24.37,24.18,23.8,N/A,N/A -2012,5,26,19,30,101770,100610,99490,82.41,0,5.98,6.47,6.5600000000000005,6.61,6.65,6.67,6.68,6.69,6.7,121.58,121.59,121.59,121.58,121.57000000000001,121.56,121.55,121.53,121.5,25.84,25.490000000000002,25.310000000000002,25.12,24.93,24.740000000000002,24.54,24.36,23.98,N/A,N/A -2012,5,26,20,30,101730,100570,99450,82.64,0,6.3500000000000005,6.9,7.01,7.08,7.12,7.15,7.17,7.18,7.19,117,117.02,117.12,117.23,117.33,117.44,117.56,117.67,117.89,26.01,25.67,25.5,25.3,25.11,24.92,24.72,24.54,24.150000000000002,N/A,N/A -2012,5,26,21,30,101700,100540,99420,81.87,0,6.8100000000000005,7.42,7.53,7.59,7.62,7.640000000000001,7.640000000000001,7.63,7.6000000000000005,125.08,124.84,124.75,124.65,124.57000000000001,124.49000000000001,124.41,124.34,124.19,26,25.67,25.5,25.3,25.11,24.92,24.73,24.54,24.16,N/A,N/A -2012,5,26,22,30,101660,100500,99380,79.13,0,6.61,7.24,7.38,7.46,7.5200000000000005,7.57,7.6000000000000005,7.63,7.68,121.5,121.53,121.55,121.57000000000001,121.59,121.62,121.65,121.68,121.74000000000001,26.14,25.84,25.68,25.48,25.3,25.12,24.92,24.740000000000002,24.36,N/A,N/A -2012,5,26,23,30,101620,100470,99340,80.43,0,6.8,7.44,7.58,7.66,7.71,7.75,7.7700000000000005,7.79,7.8100000000000005,126.42,126.39,126.37,126.36,126.35000000000001,126.32000000000001,126.3,126.28,126.21000000000001,26.04,25.73,25.57,25.37,25.18,25,24.8,24.62,24.23,N/A,N/A -2012,5,27,0,30,101600,100440,99320,82.59,0,7.07,7.76,7.930000000000001,8.03,8.11,8.16,8.21,8.26,8.33,123.44,123.46000000000001,123.5,123.51,123.52,123.52,123.52,123.52,123.5,25.94,25.64,25.48,25.29,25.1,24.92,24.72,24.54,24.17,N/A,N/A -2012,5,27,1,30,101560,100400,99280,83.09,0,7.88,8.67,8.84,8.94,9,9.03,9.05,9.06,9.05,125.39,125.36,125.36,125.36,125.36,125.36,125.36,125.37,125.37,25.97,25.66,25.490000000000002,25.3,25.11,24.92,24.73,24.54,24.16,N/A,N/A -2012,5,27,2,30,101560,100400,99280,79.29,0,7.96,8.790000000000001,8.96,9.06,9.120000000000001,9.16,9.18,9.19,9.200000000000001,130.23,130,129.93,129.87,129.82,129.79,129.76,129.74,129.71,26.04,25.72,25.55,25.35,25.16,24.97,24.78,24.6,24.22,N/A,N/A -2012,5,27,3,30,101540,100380,99260,81.47,0,8.39,9.15,9.34,9.43,9.5,9.55,9.58,9.61,9.67,127.87,128.4,128.62,128.84,129.03,129.21,129.4,129.58,129.94,25.79,25.490000000000002,25.330000000000002,25.14,24.96,24.79,24.6,24.43,24.07,N/A,N/A -2012,5,27,4,30,101520,100360,99240,81.78,0,7.83,8.69,8.9,9.03,9.120000000000001,9.19,9.24,9.290000000000001,9.34,132.19,132.05,132.03,132.03,132.04,132.05,132.08,132.1,132.16,25.740000000000002,25.41,25.23,25.04,24.84,24.650000000000002,24.46,24.27,23.89,N/A,N/A -2012,5,27,5,30,101510,100350,99230,81.28,0,7.140000000000001,7.83,8,8.1,8.17,8.23,8.27,8.3,8.370000000000001,138.17000000000002,138.41,138.6,138.81,139.01,139.21,139.43,139.62,140.06,25.77,25.45,25.28,25.09,24.900000000000002,24.72,24.53,24.35,23.97,N/A,N/A -2012,5,27,6,30,101510,100350,99230,82.5,0,7.15,7.72,7.87,7.95,8,8.040000000000001,8.08,8.1,8.16,141.09,141.4,141.51,141.61,141.73,141.84,141.97,142.1,142.43,25.69,25.36,25.19,24.990000000000002,24.8,24.62,24.43,24.25,23.89,N/A,N/A -2012,5,27,7,30,101530,100370,99250,86.05,0,7.08,7.73,7.890000000000001,7.98,8.05,8.1,8.15,8.18,8.23,141.68,141.87,141.96,142.05,142.14000000000001,142.23,142.32,142.4,142.58,25.560000000000002,25.21,25.03,24.830000000000002,24.64,24.45,24.26,24.07,23.69,N/A,N/A -2012,5,27,8,30,101520,100360,99240,84.17,0,6.92,7.51,7.640000000000001,7.71,7.76,7.79,7.82,7.83,7.86,145.29,145.43,145.53,145.63,145.72,145.8,145.89000000000001,145.97,146.14000000000001,25.64,25.29,25.12,24.92,24.72,24.54,24.34,24.16,23.77,N/A,N/A -2012,5,27,9,30,101510,100350,99230,83.56,0,6.13,6.6000000000000005,6.7,6.75,6.78,6.8100000000000005,6.83,6.8500000000000005,6.88,145.85,145.72,145.70000000000002,145.67000000000002,145.63,145.6,145.58,145.57,145.57,25.57,25.22,25.05,24.86,24.67,24.48,24.29,24.11,23.740000000000002,N/A,N/A -2012,5,27,10,30,101530,100370,99250,85.9,0,6.13,6.65,6.78,6.86,6.91,6.95,6.99,7.01,7.05,147.83,148.1,148.25,148.4,148.54,148.68,148.82,148.96,149.25,25.66,25.32,25.14,24.94,24.75,24.57,24.37,24.19,23.81,N/A,N/A -2012,5,27,11,30,101530,100370,99250,85.4,0,6.58,7.12,7.24,7.29,7.33,7.3500000000000005,7.36,7.36,7.36,139.42000000000002,139.56,139.70000000000002,139.85,140.01,140.16,140.34,140.51,140.94,25.72,25.38,25.2,25.01,24.82,24.63,24.44,24.26,23.88,N/A,N/A -2012,5,27,12,30,101550,100390,99270,85.92,0,5.95,6.43,6.54,6.6000000000000005,6.640000000000001,6.67,6.69,6.7,6.72,132.27,132.44,132.54,132.63,132.71,132.78,132.85,132.92000000000002,133.07,25.7,25.36,25.19,24.990000000000002,24.8,24.61,24.41,24.23,23.85,N/A,N/A -2012,5,27,13,30,101550,100390,99270,84.87,0,5.7700000000000005,6.2700000000000005,6.38,6.44,6.48,6.51,6.54,6.5600000000000005,6.58,133.69,133.8,133.83,133.87,133.91,133.96,134.02,134.06,134.2,25.86,25.52,25.35,25.150000000000002,24.96,24.77,24.580000000000002,24.39,24.01,N/A,N/A -2012,5,27,14,30,101580,100430,99300,85.57000000000001,0,5.89,6.3500000000000005,6.45,6.5,6.53,6.54,6.5600000000000005,6.5600000000000005,6.5600000000000005,130.91,131.29,131.5,131.69,131.86,132.02,132.18,132.32,132.64000000000001,25.810000000000002,25.47,25.3,25.1,24.91,24.72,24.52,24.34,23.96,N/A,N/A -2012,5,27,15,30,101570,100410,99290,87.13,0,5.91,6.38,6.48,6.5200000000000005,6.55,6.5600000000000005,6.57,6.57,6.55,124.8,125.19,125.26,125.3,125.34,125.36,125.37,125.37,125.39,25.76,25.41,25.240000000000002,25.04,24.85,24.66,24.46,24.28,23.89,N/A,N/A -2012,5,27,16,30,101570,100420,99290,86.57000000000001,0,5.89,6.3100000000000005,6.390000000000001,6.43,6.45,6.46,6.46,6.45,6.43,123.62,123.89,123.98,124.09,124.19,124.28,124.37,124.47,124.67,25.82,25.47,25.3,25.1,24.91,24.72,24.52,24.34,23.96,N/A,N/A -2012,5,27,17,30,101540,100390,99260,85.71000000000001,0,5.3,5.66,5.73,5.76,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.75,119.22,119.47,119.61,119.73,119.84,119.95,120.06,120.16,120.38,25.84,25.490000000000002,25.310000000000002,25.12,24.92,24.73,24.54,24.35,23.97,N/A,N/A -2012,5,27,18,30,101520,100370,99240,84.73,0,5.5200000000000005,5.91,5.99,6.0200000000000005,6.04,6.05,6.0600000000000005,6.0600000000000005,6.05,122.18,122.35000000000001,122.46000000000001,122.57000000000001,122.67,122.77,122.87,122.96000000000001,123.16,25.91,25.560000000000002,25.38,25.18,24.990000000000002,24.8,24.6,24.42,24.03,N/A,N/A -2012,5,27,19,30,101490,100330,99210,84.08,0,6.24,6.74,6.84,6.88,6.91,6.93,6.93,6.93,6.92,126.09,126.26,126.36,126.46000000000001,126.55,126.64,126.73,126.82000000000001,127.02,25.98,25.650000000000002,25.47,25.27,25.080000000000002,24.89,24.7,24.51,24.13,N/A,N/A -2012,5,27,20,30,101460,100300,99180,82.33,0,6.61,7.16,7.28,7.34,7.37,7.390000000000001,7.4,7.4,7.390000000000001,129.51,129.63,129.68,129.73,129.79,129.85,129.92000000000002,129.98,130.14000000000001,26.09,25.77,25.6,25.400000000000002,25.21,25.02,24.830000000000002,24.650000000000002,24.26,N/A,N/A -2012,5,27,21,30,101430,100270,99150,79.61,0,6.5,7.08,7.21,7.29,7.33,7.36,7.38,7.4,7.41,131.54,131.79,131.88,131.98,132.07,132.16,132.26,132.36,132.57,26.2,25.89,25.72,25.53,25.34,25.150000000000002,24.95,24.77,24.39,N/A,N/A -2012,5,27,22,30,101400,100250,99130,76.29,0,6.66,7.25,7.37,7.43,7.47,7.5,7.5,7.51,7.51,136.59,136.8,136.9,137,137.1,137.20000000000002,137.29,137.38,137.58,26.35,26.05,25.89,25.69,25.51,25.32,25.12,24.94,24.55,N/A,N/A -2012,5,27,23,30,101360,100210,99090,77.28,0,6.3500000000000005,6.88,6.98,7.0200000000000005,7.04,7.05,7.04,7.03,7,133.39000000000001,133.65,133.77,133.87,133.97,134.06,134.16,134.25,134.43,26.21,25.91,25.740000000000002,25.55,25.36,25.17,24.98,24.79,24.41,N/A,N/A -2012,5,28,0,30,101340,100180,99060,79.21000000000001,0,6,6.49,6.59,6.63,6.66,6.67,6.68,6.68,6.66,130.71,130.79,130.87,130.94,131.02,131.08,131.15,131.21,131.36,26,25.69,25.52,25.32,25.13,24.95,24.75,24.57,24.19,N/A,N/A -2012,5,28,1,30,101310,100150,99030,78.74,0,5.68,6.140000000000001,6.24,6.28,6.3100000000000005,6.32,6.32,6.32,6.3100000000000005,137.93,138,138.03,138.05,138.07,138.1,138.12,138.15,138.21,26.05,25.73,25.57,25.37,25.18,24.990000000000002,24.8,24.61,24.23,N/A,N/A -2012,5,28,2,30,101310,100150,99030,77.15,0,5.92,6.43,6.53,6.59,6.63,6.65,6.67,6.68,6.69,139.35,139.67000000000002,139.88,140.1,140.31,140.5,140.71,140.89000000000001,141.31,26.150000000000002,25.84,25.67,25.48,25.29,25.1,24.91,24.72,24.34,N/A,N/A -2012,5,28,3,30,101310,100160,99040,78.49,0,6.55,7.13,7.25,7.3100000000000005,7.3500000000000005,7.37,7.38,7.38,7.38,145.55,145.6,145.63,145.66,145.69,145.71,145.73,145.75,145.8,26.150000000000002,25.830000000000002,25.66,25.47,25.28,25.09,24.900000000000002,24.71,24.330000000000002,N/A,N/A -2012,5,28,4,30,101270,100120,99000,76.89,0,6.3100000000000005,6.8500000000000005,6.96,7,7.03,7.03,7.03,7.03,7,151.53,151.64000000000001,151.69,151.75,151.8,151.85,151.9,151.95000000000002,152.08,26.1,25.79,25.62,25.43,25.240000000000002,25.05,24.86,24.67,24.29,N/A,N/A -2012,5,28,5,30,101260,100110,98990,79.69,0,6.3500000000000005,6.9,7.01,7.07,7.1000000000000005,7.12,7.12,7.12,7.11,153.69,153.72,153.70000000000002,153.67000000000002,153.64000000000001,153.6,153.56,153.52,153.41,26.07,25.76,25.59,25.39,25.2,25.02,24.82,24.64,24.26,N/A,N/A -2012,5,28,6,30,101250,100100,98980,77.87,0,6.55,7.13,7.25,7.3100000000000005,7.3500000000000005,7.37,7.37,7.37,7.3500000000000005,157.19,157.17000000000002,157.20000000000002,157.25,157.31,157.37,157.46,157.54,157.76,26.21,25.89,25.71,25.52,25.330000000000002,25.14,24.94,24.76,24.37,N/A,N/A -2012,5,28,7,30,101270,100120,99000,78.33,0,6.55,7.1000000000000005,7.22,7.28,7.32,7.3500000000000005,7.36,7.38,7.38,161.66,161.8,161.85,161.9,161.94,161.99,162.03,162.08,162.17000000000002,26.25,25.93,25.76,25.57,25.38,25.19,25,24.810000000000002,24.43,N/A,N/A -2012,5,28,8,30,101250,100100,98980,74.28,0,6.25,6.82,6.96,7.04,7.1000000000000005,7.140000000000001,7.17,7.2,7.24,171.55,171.75,171.83,171.9,171.96,172.01,172.07,172.12,172.22,26.490000000000002,26.2,26.03,25.84,25.66,25.48,25.28,25.1,24.72,N/A,N/A -2012,5,28,9,30,101260,100110,98990,72.99,0,5.84,6.38,6.5,6.58,6.640000000000001,6.68,6.72,6.75,6.8100000000000005,172.14000000000001,172.24,172.24,172.22,172.20000000000002,172.19,172.17000000000002,172.14000000000001,172.11,26.650000000000002,26.36,26.2,26.01,25.82,25.64,25.45,25.27,24.89,N/A,N/A -2012,5,28,10,30,101280,100130,99010,76.74,0,5.61,6.1000000000000005,6.21,6.28,6.32,6.36,6.38,6.4,6.44,168.32,168.46,168.52,168.6,168.67000000000002,168.74,168.82,168.89000000000001,169.06,26.51,26.21,26.05,25.85,25.66,25.48,25.29,25.1,24.72,N/A,N/A -2012,5,28,11,30,101300,100150,99030,75.49,0,4.84,5.28,5.38,5.43,5.47,5.5,5.5200000000000005,5.54,5.58,174.13,174.19,174.19,174.18,174.18,174.17000000000002,174.17000000000002,174.16,174.14000000000001,26.7,26.41,26.25,26.05,25.87,25.68,25.490000000000002,25.310000000000002,24.93,N/A,N/A -2012,5,28,12,30,101330,100170,99060,75.89,0,5.4,5.9,6,6.0600000000000005,6.1000000000000005,6.12,6.13,6.140000000000001,6.140000000000001,170.28,170.13,170.08,170.03,169.96,169.89000000000001,169.82,169.75,169.6,26.77,26.48,26.310000000000002,26.11,25.93,25.740000000000002,25.54,25.36,24.97,N/A,N/A -2012,5,28,13,30,101340,100190,99070,77.51,0,5.89,6.38,6.47,6.51,6.5200000000000005,6.53,6.5200000000000005,6.5200000000000005,6.48,172.58,172.42000000000002,172.4,172.37,172.34,172.31,172.29,172.27,172.21,26.63,26.34,26.17,25.98,25.79,25.61,25.41,25.23,24.85,N/A,N/A -2012,5,28,14,30,101360,100210,99090,78.98,0,5.19,5.5600000000000005,5.62,5.65,5.66,5.66,5.65,5.64,5.61,164.88,165.22,165.49,165.75,166,166.24,166.5,166.76,167.37,26.35,26.04,25.87,25.68,25.5,25.310000000000002,25.12,24.94,24.57,N/A,N/A -2012,5,28,15,30,101380,100230,99110,81.48,0,4.86,5.22,5.29,5.33,5.3500000000000005,5.36,5.37,5.37,5.37,168.70000000000002,168.29,168.04,167.77,167.51,167.27,167.01,166.76,166.21,26.310000000000002,25.990000000000002,25.82,25.62,25.44,25.25,25.060000000000002,24.87,24.5,N/A,N/A -2012,5,28,16,30,101390,100230,99110,86.3,0,5.34,5.64,5.67,5.67,5.66,5.63,5.61,5.59,5.57,159.49,158.63,158.15,157.65,157.17000000000002,156.69,156.18,155.71,154.82,25.62,25.28,25.11,24.92,24.740000000000002,24.57,24.39,24.23,23.91,N/A,N/A -2012,5,28,17,30,101360,100200,99080,86.56,0,5.11,5.43,5.49,5.5200000000000005,5.54,5.54,5.55,5.55,5.55,160.88,161.37,161.72,162.08,162.43,162.79,163.21,163.62,164.72,25.68,25.32,25.150000000000002,24.95,24.76,24.57,24.38,24.2,23.84,N/A,N/A -2012,5,28,18,30,101350,100190,99070,88.23,5.9,6.03,6.5200000000000005,6.63,6.7,6.74,6.7700000000000005,6.8,6.8100000000000005,6.8500000000000005,167.9,167.92000000000002,167.84,167.77,167.69,167.62,167.56,167.5,167.45000000000002,25.77,25.42,25.240000000000002,25.04,24.86,24.68,24.48,24.310000000000002,23.94,N/A,N/A -2012,5,28,19,30,101350,100200,99080,87.35000000000001,0,5.14,5.49,5.57,5.61,5.63,5.65,5.66,5.67,5.68,195.75,195.67000000000002,195.61,195.52,195.41,195.28,195.12,194.96,194.5,25.7,25.35,25.17,24.97,24.79,24.6,24.41,24.22,23.85,N/A,N/A -2012,5,28,20,30,101300,100140,99020,82.98,0,5.1000000000000005,5.44,5.51,5.54,5.5600000000000005,5.57,5.57,5.58,5.59,183.03,182.92000000000002,182.87,182.83,182.8,182.79,182.79,182.81,182.91,25.87,25.53,25.36,25.16,24.98,24.79,24.6,24.42,24.060000000000002,N/A,N/A -2012,5,28,21,30,101260,100110,98990,84.75,0,4.89,5.22,5.29,5.32,5.34,5.3500000000000005,5.36,5.36,5.36,175.91,176.43,176.75,177.08,177.41,177.75,178.13,178.51,179.63,25.830000000000002,25.48,25.310000000000002,25.11,24.92,24.73,24.54,24.36,23.990000000000002,N/A,N/A -2012,5,28,22,30,101240,100090,98970,87.28,0,4.25,4.51,4.57,4.59,4.61,4.61,4.62,4.62,4.63,179.36,179.82,180.09,180.36,180.64000000000001,180.93,181.26,181.57,182.4,25.86,25.52,25.34,25.150000000000002,24.95,24.76,24.57,24.39,24,N/A,N/A -2012,5,28,23,30,101210,100060,98940,87.15,0,4.91,5.23,5.29,5.3,5.3100000000000005,5.3100000000000005,5.3,5.29,5.26,183.76,184.19,184.45000000000002,184.74,185.02,185.3,185.61,185.92000000000002,186.65,26.07,25.73,25.560000000000002,25.37,25.18,24.990000000000002,24.8,24.61,24.240000000000002,N/A,N/A -2012,5,29,0,30,101190,100040,98920,86.54,0,5.1000000000000005,5.49,5.58,5.62,5.66,5.68,5.69,5.71,5.73,181.57,181.62,181.64000000000001,181.68,181.73,181.79,181.86,181.93,182.13,26.09,25.76,25.59,25.39,25.2,25.01,24.82,24.63,24.25,N/A,N/A -2012,5,29,1,30,101170,100010,98900,84.57000000000001,0,5.69,6.140000000000001,6.23,6.2700000000000005,6.3,6.32,6.33,6.34,6.34,189.56,189.65,189.76,189.86,189.96,190.07,190.18,190.29,190.56,26.240000000000002,25.92,25.75,25.560000000000002,25.37,25.18,24.990000000000002,24.810000000000002,24.43,N/A,N/A -2012,5,29,2,30,101180,100030,98910,83.62,0,6.36,6.890000000000001,7.01,7.0600000000000005,7.1000000000000005,7.12,7.13,7.140000000000001,7.140000000000001,184.18,184.32,184.42000000000002,184.5,184.59,184.67000000000002,184.75,184.83,185.02,26.310000000000002,26,25.830000000000002,25.63,25.44,25.26,25.060000000000002,24.88,24.5,N/A,N/A -2012,5,29,3,30,101190,100040,98920,79.41,0,6.83,7.43,7.55,7.6000000000000005,7.640000000000001,7.65,7.66,7.66,7.65,187.02,187.02,187.06,187.12,187.16,187.21,187.26,187.31,187.42000000000002,26.48,26.18,26.01,25.82,25.63,25.44,25.25,25.07,24.69,N/A,N/A -2012,5,29,4,30,101200,100050,98930,76.37,0,6.48,7.05,7.17,7.23,7.2700000000000005,7.29,7.3100000000000005,7.32,7.33,192.91,193.1,193.24,193.37,193.48000000000002,193.6,193.71,193.81,194.03,26.53,26.240000000000002,26.07,25.87,25.69,25.51,25.310000000000002,25.13,24.75,N/A,N/A -2012,5,29,5,30,101190,100030,98920,78.52,0,6.61,7.17,7.3,7.36,7.4,7.43,7.45,7.47,7.5,197.55,197.59,197.69,197.83,197.97,198.12,198.29,198.45000000000002,198.84,26.38,26.07,25.900000000000002,25.71,25.52,25.34,25.150000000000002,24.97,24.6,N/A,N/A -2012,5,29,6,30,101240,100090,98970,78.34,0,6.69,7.24,7.33,7.38,7.390000000000001,7.4,7.390000000000001,7.38,7.34,203.79,203.70000000000002,203.62,203.55,203.47,203.41,203.34,203.27,203.12,26.41,26.07,25.89,25.69,25.5,25.310000000000002,25.12,24.93,24.55,N/A,N/A -2012,5,29,7,30,101280,100120,99010,74.51,0,6.640000000000001,7.19,7.3100000000000005,7.36,7.390000000000001,7.4,7.4,7.4,7.38,206.91,207.01,207.03,207.03,207.02,207.02,207,206.98000000000002,206.94,26.560000000000002,26.240000000000002,26.07,25.87,25.68,25.490000000000002,25.29,25.11,24.72,N/A,N/A -2012,5,29,8,30,101300,100150,99030,73.69,0,6.13,6.65,6.78,6.8500000000000005,6.91,6.95,6.98,7,7.04,209.02,209.13,209.12,209.09,209.07,209.03,208.99,208.95000000000002,208.86,26.52,26.19,26.02,25.82,25.63,25.44,25.25,25.060000000000002,24.68,N/A,N/A -2012,5,29,9,30,101280,100130,99010,74.31,0,6.34,6.9,7.03,7.11,7.17,7.21,7.25,7.2700000000000005,7.32,207.22,207.41,207.54,207.66,207.76,207.86,207.96,208.04,208.21,26.51,26.18,26.01,25.810000000000002,25.62,25.43,25.23,25.04,24.66,N/A,N/A -2012,5,29,10,30,101290,100140,99020,76.07000000000001,0,6.69,7.28,7.42,7.5,7.55,7.59,7.61,7.63,7.65,218.09,217.94,217.85,217.76,217.67000000000002,217.59,217.51,217.44,217.29,26.44,26.11,25.93,25.73,25.54,25.35,25.150000000000002,24.97,24.580000000000002,N/A,N/A -2012,5,29,11,30,101300,100150,99030,77.12,0,7.28,7.84,7.96,8.01,8.040000000000001,8.05,8.040000000000001,8.040000000000001,8.01,215.72,215.59,215.43,215.25,215.07,214.89000000000001,214.71,214.54,214.17000000000002,26.34,26.01,25.84,25.63,25.44,25.25,25.05,24.86,24.48,N/A,N/A -2012,5,29,12,30,101310,100150,99040,75.68,0,6.44,6.96,7.09,7.17,7.22,7.26,7.3,7.33,7.38,218.65,218.6,218.57,218.55,218.52,218.5,218.48000000000002,218.46,218.41,26.37,26.04,25.86,25.66,25.48,25.29,25.09,24.91,24.53,N/A,N/A -2012,5,29,13,30,101340,100190,99070,78.38,0,6.43,6.98,7.11,7.18,7.24,7.28,7.3,7.33,7.36,219.57,219.53,219.52,219.51,219.5,219.49,219.48000000000002,219.48000000000002,219.47,26.34,25.990000000000002,25.82,25.62,25.42,25.23,25.03,24.85,24.46,N/A,N/A -2012,5,29,14,30,101370,100220,99100,78.52,0,6.7,7.26,7.390000000000001,7.46,7.5,7.53,7.55,7.5600000000000005,7.5600000000000005,223.46,223.35,223.29,223.23000000000002,223.17000000000002,223.12,223.07,223.02,222.91,26.45,26.12,25.95,25.740000000000002,25.55,25.36,25.16,24.98,24.59,N/A,N/A -2012,5,29,15,30,101400,100240,99130,78.15,0,6.36,6.88,7,7.0600000000000005,7.1000000000000005,7.140000000000001,7.15,7.17,7.19,222,221.81,221.78,221.74,221.72,221.70000000000002,221.68,221.66,221.64000000000001,26.490000000000002,26.16,25.990000000000002,25.79,25.6,25.41,25.21,25.03,24.64,N/A,N/A -2012,5,29,16,30,101390,100230,99120,77.51,0,5.82,6.28,6.4,6.46,6.51,6.55,6.58,6.61,6.65,225.27,225.31,225.36,225.42000000000002,225.47,225.53,225.59,225.66,225.81,26.55,26.22,26.05,25.85,25.66,25.48,25.29,25.1,24.73,N/A,N/A -2012,5,29,17,30,101400,100250,99130,79.79,0,6.09,6.54,6.63,6.67,6.7,6.71,6.71,6.71,6.7,219.24,219.32,219.41,219.49,219.56,219.62,219.68,219.75,219.87,26.53,26.19,26.02,25.82,25.63,25.44,25.240000000000002,25.060000000000002,24.68,N/A,N/A -2012,5,29,18,30,101370,100220,99110,79.73,0,6.41,6.9,7,7.05,7.07,7.09,7.09,7.09,7.07,208.38,208.71,208.88,209.03,209.16,209.29,209.41,209.52,209.73000000000002,26.68,26.34,26.17,25.97,25.77,25.59,25.39,25.2,24.82,N/A,N/A -2012,5,29,19,30,101340,100190,99070,78.4,0,6.6000000000000005,7.15,7.26,7.32,7.36,7.38,7.390000000000001,7.4,7.4,204.85,205.04,205.15,205.25,205.34,205.43,205.52,205.6,205.78,26.740000000000002,26.41,26.23,26.04,25.85,25.66,25.46,25.28,24.900000000000002,N/A,N/A -2012,5,29,20,30,101300,100150,99040,78.10000000000001,0,6.91,7.49,7.62,7.68,7.71,7.73,7.74,7.74,7.72,202.52,202.76,202.87,202.95000000000002,203.02,203.08,203.12,203.15,203.22,26.8,26.48,26.310000000000002,26.11,25.92,25.73,25.54,25.35,24.97,N/A,N/A -2012,5,29,21,30,101260,100110,99000,78.17,0,6.79,7.37,7.49,7.55,7.58,7.6000000000000005,7.61,7.61,7.6000000000000005,201.18,201.29,201.34,201.37,201.4,201.43,201.46,201.47,201.52,26.810000000000002,26.490000000000002,26.32,26.12,25.94,25.75,25.55,25.37,24.990000000000002,N/A,N/A -2012,5,29,22,30,101210,100060,98950,77.75,0,7.16,7.78,7.91,7.97,8.01,8.03,8.040000000000001,8.040000000000001,8.02,204.21,204.32,204.4,204.47,204.53,204.6,204.67000000000002,204.73000000000002,204.87,26.810000000000002,26.5,26.34,26.14,25.95,25.77,25.57,25.39,25.01,N/A,N/A -2012,5,29,23,30,101170,100030,98910,78.74,0,7.43,8.09,8.23,8.290000000000001,8.33,8.34,8.35,8.35,8.33,205.83,205.93,205.98000000000002,206.04,206.09,206.14000000000001,206.20000000000002,206.25,206.38,26.78,26.47,26.3,26.11,25.92,25.73,25.54,25.36,24.98,N/A,N/A -2012,5,30,0,30,101140,99990,98880,81,0,7.67,8.33,8.48,8.540000000000001,8.58,8.6,8.6,8.6,8.58,202.61,202.68,202.68,202.70000000000002,202.71,202.72,202.73000000000002,202.75,202.79,26.67,26.35,26.18,25.98,25.8,25.61,25.41,25.23,24.86,N/A,N/A -2012,5,30,1,30,101130,99980,98870,82.82000000000001,0,7.5,8.16,8.290000000000001,8.36,8.4,8.41,8.42,8.42,8.4,199.44,199.49,199.53,199.58,199.62,199.66,199.71,199.75,199.87,26.57,26.240000000000002,26.07,25.87,25.68,25.490000000000002,25.3,25.11,24.73,N/A,N/A -2012,5,30,2,30,101140,99990,98880,82.44,0,7.54,8.18,8.32,8.38,8.41,8.43,8.43,8.43,8.4,201.67000000000002,201.64000000000001,201.67000000000002,201.69,201.72,201.74,201.76,201.79,201.84,26.59,26.26,26.09,25.89,25.7,25.51,25.32,25.14,24.77,N/A,N/A -2012,5,30,3,30,101170,100020,98900,83.92,0,7.6000000000000005,8.27,8.41,8.47,8.52,8.540000000000001,8.540000000000001,8.540000000000001,8.52,201.33,201.37,201.4,201.42000000000002,201.45000000000002,201.47,201.51,201.54,201.61,26.51,26.17,26,25.8,25.62,25.43,25.23,25.05,24.67,N/A,N/A -2012,5,30,4,30,101160,100010,98900,82.75,0,7.25,7.87,8.01,8.07,8.11,8.120000000000001,8.13,8.13,8.11,205.20000000000002,205.24,205.27,205.3,205.33,205.35,205.38,205.41,205.46,26.580000000000002,26.26,26.09,25.89,25.7,25.51,25.32,25.14,24.76,N/A,N/A -2012,5,30,5,30,101140,99990,98870,83.86,0,7.15,7.74,7.87,7.930000000000001,7.97,7.99,8,8,7.99,204.87,204.79,204.78,204.77,204.77,204.77,204.78,204.79,204.82,26.490000000000002,26.150000000000002,25.98,25.78,25.6,25.41,25.22,25.04,24.66,N/A,N/A -2012,5,30,6,30,101160,100010,98890,85.98,0,7.33,7.97,8.11,8.19,8.23,8.26,8.27,8.28,8.27,199.26,199.29,199.29,199.28,199.27,199.25,199.23000000000002,199.20000000000002,199.15,26.39,26.04,25.87,25.66,25.48,25.28,25.09,24.900000000000002,24.52,N/A,N/A -2012,5,30,7,30,101190,100040,98930,84.2,0,6.91,7.54,7.68,7.76,7.82,7.8500000000000005,7.87,7.890000000000001,7.9,207.3,207.47,207.54,207.62,207.70000000000002,207.77,207.84,207.91,208.05,26.560000000000002,26.23,26.060000000000002,25.86,25.67,25.48,25.28,25.09,24.71,N/A,N/A -2012,5,30,8,30,101130,99980,98860,85.10000000000001,0,7.3100000000000005,7.92,8.06,8.13,8.18,8.2,8.22,8.23,8.22,204.87,204.77,204.67000000000002,204.58,204.52,204.47,204.42000000000002,204.38,204.3,26.3,25.95,25.77,25.57,25.37,25.19,24.990000000000002,24.8,24.42,N/A,N/A -2012,5,30,9,30,101170,100020,98910,86.35000000000001,0,5.9,6.38,6.5,6.57,6.63,6.66,6.69,6.71,6.75,203.49,203.66,203.74,203.81,203.86,203.9,203.93,203.97,204.02,26.29,25.93,25.76,25.560000000000002,25.37,25.17,24.97,24.79,24.400000000000002,N/A,N/A -2012,5,30,10,30,101160,100010,98890,80.33,0,6.1000000000000005,6.6000000000000005,6.73,6.8100000000000005,6.87,6.92,6.97,7.01,7.1000000000000005,206.23000000000002,205.81,205.62,205.45000000000002,205.31,205.19,205.09,204.99,204.86,26.32,25.97,25.8,25.6,25.41,25.23,25.03,24.85,24.48,N/A,N/A -2012,5,30,11,30,101200,100040,98930,80.02,0,5.32,5.73,5.83,5.88,5.91,5.94,5.95,5.97,5.98,210.05,210.11,210.13,210.13,210.13,210.11,210.09,210.06,209.97,26.490000000000002,26.150000000000002,25.98,25.78,25.59,25.400000000000002,25.2,25.02,24.64,N/A,N/A -2012,5,30,12,30,101220,100070,98950,83.36,0,5.73,6.2,6.3100000000000005,6.38,6.42,6.45,6.48,6.49,6.51,206.96,207.06,207.1,207.13,207.16,207.18,207.20000000000002,207.21,207.24,26.310000000000002,25.97,25.8,25.6,25.400000000000002,25.21,25.02,24.830000000000002,24.44,N/A,N/A -2012,5,30,13,30,101250,100100,98980,81.53,0,4.58,4.91,5,5.05,5.09,5.12,5.15,5.17,5.21,216.33,216.03,215.8,215.56,215.35,215.14000000000001,214.93,214.73000000000002,214.33,26.32,25.98,25.810000000000002,25.61,25.42,25.22,25.03,24.84,24.46,N/A,N/A -2012,5,30,14,30,101290,100140,99030,79.29,0,4.93,5.3,5.38,5.42,5.45,5.47,5.48,5.49,5.5,207.68,207.71,207.81,207.91,207.98000000000002,208.04,208.1,208.16,208.28,26.55,26.22,26.05,25.85,25.66,25.47,25.27,25.080000000000002,24.7,N/A,N/A -2012,5,30,15,30,101330,100180,99060,77.92,0,1.76,1.87,1.9000000000000001,1.9100000000000001,1.92,1.93,1.94,1.95,1.96,222.36,221.35,220.9,220.46,220.06,219.68,219.31,218.96,218.27,26.560000000000002,26.23,26.060000000000002,25.86,25.67,25.48,25.28,25.1,24.72,N/A,N/A -2012,5,30,16,30,101330,100180,99060,76.72,0,1.75,1.84,1.84,1.85,1.85,1.84,1.84,1.84,1.83,222.1,221.67000000000002,221.63,221.6,221.56,221.54,221.51,221.49,221.44,26.62,26.28,26.11,25.91,25.72,25.52,25.330000000000002,25.14,24.76,N/A,N/A -2012,5,30,17,30,101270,100120,99000,80.11,0,3.08,3.25,3.29,3.31,3.33,3.34,3.35,3.36,3.38,206.75,206.38,206.26,206.13,206.02,205.91,205.81,205.71,205.52,26.560000000000002,26.2,26.02,25.82,25.63,25.44,25.25,25.060000000000002,24.68,N/A,N/A -2012,5,30,18,30,101260,100110,99000,80.36,0,3.4,3.5700000000000003,3.6,3.6,3.6,3.6,3.6,3.6,3.59,202.86,202.9,202.97,203.02,203.06,203.1,203.14000000000001,203.18,203.26,26.650000000000002,26.29,26.11,25.91,25.71,25.52,25.330000000000002,25.14,24.75,N/A,N/A -2012,5,30,19,30,101220,100070,98950,79.3,0,3.62,3.8000000000000003,3.83,3.84,3.85,3.85,3.84,3.84,3.83,189,189.4,189.66,189.9,190.11,190.3,190.49,190.67000000000002,191.01,26.7,26.330000000000002,26.16,25.95,25.76,25.57,25.37,25.19,24.8,N/A,N/A -2012,5,30,20,30,101140,99990,98880,79.2,0,4.33,4.59,4.63,4.64,4.65,4.65,4.65,4.64,4.63,190.14000000000001,190.14000000000001,190.13,190.12,190.12,190.11,190.1,190.09,190.04,26.69,26.330000000000002,26.150000000000002,25.95,25.76,25.57,25.37,25.19,24.8,N/A,N/A -2012,5,30,21,30,101080,99930,98810,79.05,0,5.34,5.71,5.79,5.82,5.84,5.8500000000000005,5.86,5.86,5.8500000000000005,190.49,190.38,190.29,190.19,190.1,190,189.9,189.81,189.61,26.68,26.34,26.17,25.97,25.77,25.59,25.39,25.2,24.82,N/A,N/A -2012,5,30,22,30,101010,99860,98740,79.33,0,5.86,6.3100000000000005,6.41,6.46,6.5,6.53,6.55,6.5600000000000005,6.59,195.75,195.72,195.72,195.72,195.73000000000002,195.74,195.75,195.76,195.78,26.66,26.32,26.16,25.95,25.77,25.580000000000002,25.38,25.2,24.82,N/A,N/A -2012,5,30,23,30,100970,99820,98700,79.45,0,7.140000000000001,7.73,7.86,7.92,7.95,7.97,7.98,7.98,7.96,200.11,200.07,200.06,200.03,200.01,199.99,199.97,199.95000000000002,199.91,26.62,26.29,26.12,25.92,25.73,25.54,25.35,25.16,24.78,N/A,N/A -2012,5,31,0,30,100930,99790,98670,82.96000000000001,0,7.01,7.61,7.75,7.8100000000000005,7.86,7.890000000000001,7.9,7.91,7.91,196.99,197.19,197.27,197.32,197.35,197.39000000000001,197.4,197.42000000000002,197.44,26.490000000000002,26.150000000000002,25.98,25.78,25.59,25.400000000000002,25.2,25.01,24.63,N/A,N/A -2012,5,31,1,30,100910,99760,98650,79.15,0,6.5600000000000005,7.1000000000000005,7.23,7.3,7.34,7.37,7.390000000000001,7.4,7.41,186.88,187.1,187.24,187.33,187.39000000000001,187.43,187.46,187.48,187.49,26.53,26.2,26.03,25.830000000000002,25.64,25.45,25.26,25.07,24.69,N/A,N/A -2012,5,31,2,30,100880,99740,98630,79.53,0,7.21,7.83,7.97,8.05,8.1,8.13,8.15,8.17,8.19,189.76,189.61,189.55,189.5,189.47,189.43,189.4,189.37,189.32,26.490000000000002,26.150000000000002,25.98,25.77,25.59,25.400000000000002,25.2,25.02,24.64,N/A,N/A -2012,5,31,3,30,100920,99770,98660,77.64,0,7.390000000000001,8.040000000000001,8.19,8.27,8.32,8.35,8.370000000000001,8.39,8.41,185.15,185.25,185.37,185.47,185.55,185.63,185.71,185.78,185.92000000000002,26.560000000000002,26.240000000000002,26.060000000000002,25.87,25.68,25.490000000000002,25.3,25.11,24.73,N/A,N/A -2012,5,31,4,30,100920,99770,98660,81.02,0,7.38,8.05,8.21,8.3,8.36,8.4,8.43,8.45,8.47,191.58,191.84,191.89000000000001,191.91,191.93,191.94,191.95000000000002,191.96,191.96,26.43,26.09,25.91,25.71,25.51,25.32,25.13,24.94,24.55,N/A,N/A -2012,5,31,5,30,100860,99710,98600,81.41,0,8.33,9.1,9.27,9.36,9.42,9.46,9.49,9.5,9.52,179.13,179.75,179.97,180.15,180.3,180.44,180.58,180.69,180.93,26.37,26.02,25.84,25.64,25.44,25.25,25.060000000000002,24.87,24.490000000000002,N/A,N/A -2012,5,31,6,30,100890,99740,98630,79.51,0,8.61,9.31,9.48,9.55,9.59,9.6,9.61,9.61,9.59,178.75,179.21,179.5,179.75,179.97,180.17000000000002,180.37,180.55,180.94,26.45,26.11,25.94,25.73,25.55,25.36,25.17,24.98,24.61,N/A,N/A -2012,5,31,7,30,100890,99750,98630,80.61,0,7.99,8.74,8.94,9.06,9.15,9.22,9.27,9.32,9.39,177.42000000000002,177.94,178.22,178.49,178.73,178.95000000000002,179.15,179.35,179.71,26.42,26.07,25.900000000000002,25.69,25.5,25.3,25.11,24.92,24.53,N/A,N/A -2012,5,31,8,30,100920,99780,98660,82.27,0,7.3,7.97,8.14,8.25,8.33,8.39,8.44,8.48,8.540000000000001,189.26,188.67000000000002,188.48,188.31,188.15,188.02,187.89000000000001,187.78,187.56,26.43,26.09,25.91,25.7,25.51,25.32,25.12,24.93,24.55,N/A,N/A -2012,5,31,9,30,100880,99740,98630,79.42,0,7.98,8.69,8.88,8.98,9.05,9.1,9.13,9.16,9.21,188.06,188.17000000000002,188.16,188.11,188.06,187.99,187.9,187.82,187.61,26.51,26.17,26,25.8,25.61,25.42,25.23,25.04,24.67,N/A,N/A -2012,5,31,10,30,100910,99760,98650,80.76,0,7.32,7.94,8.09,8.15,8.19,8.22,8.22,8.23,8.21,186.41,186.56,186.70000000000002,186.83,186.94,187.04,187.15,187.25,187.47,26.48,26.14,25.96,25.76,25.57,25.38,25.19,25,24.61,N/A,N/A -2012,5,31,11,30,100920,99770,98660,77.7,0,6.42,6.93,7.07,7.140000000000001,7.2,7.23,7.26,7.29,7.33,195.69,195.36,195.25,195.17000000000002,195.11,195.06,195.02,194.99,194.95000000000002,26.72,26.400000000000002,26.240000000000002,26.04,25.85,25.66,25.47,25.29,24.91,N/A,N/A -2012,5,31,12,30,100940,99790,98680,78.2,0,6.2700000000000005,6.84,6.99,7.09,7.16,7.21,7.26,7.29,7.3500000000000005,196.78,196.76,196.73000000000002,196.70000000000002,196.66,196.62,196.57,196.52,196.43,26.72,26.400000000000002,26.23,26.03,25.84,25.650000000000002,25.45,25.27,24.88,N/A,N/A -2012,5,31,13,30,100960,99820,98700,80.59,0,6.65,7.2,7.33,7.41,7.46,7.5,7.53,7.5600000000000005,7.6000000000000005,204.19,204.42000000000002,204.46,204.48000000000002,204.5,204.52,204.53,204.53,204.54,26.63,26.310000000000002,26.13,25.93,25.740000000000002,25.55,25.36,25.17,24.79,N/A,N/A -2012,5,31,14,30,100970,99830,98710,80.74,0,6.17,6.8100000000000005,6.98,7.08,7.16,7.21,7.25,7.29,7.33,202.5,202.15,202.06,202,201.95000000000002,201.91,201.89000000000001,201.86,201.84,26.82,26.490000000000002,26.32,26.13,25.94,25.75,25.55,25.37,24.98,N/A,N/A -2012,5,31,15,30,101030,99880,98770,80.07000000000001,0,5.04,5.45,5.5600000000000005,5.63,5.68,5.71,5.74,5.76,5.79,210.55,210.64000000000001,210.70000000000002,210.75,210.78,210.82,210.85,210.87,210.92000000000002,26.830000000000002,26.51,26.34,26.14,25.95,25.76,25.560000000000002,25.38,25,N/A,N/A -2012,5,31,16,30,101050,99910,98790,80.60000000000001,0,5.34,5.76,5.86,5.91,5.94,5.96,5.97,5.97,5.97,212.39000000000001,212.37,212.31,212.27,212.25,212.22,212.21,212.20000000000002,212.17000000000002,26.97,26.64,26.48,26.27,26.09,25.89,25.7,25.51,25.13,N/A,N/A -2012,5,31,17,30,101040,99890,98780,80.2,0,5.91,6.36,6.47,6.5200000000000005,6.5600000000000005,6.58,6.6000000000000005,6.61,6.62,199.98000000000002,199.83,199.68,199.53,199.39000000000001,199.25,199.12,198.98000000000002,198.73000000000002,27.03,26.71,26.54,26.34,26.150000000000002,25.96,25.77,25.580000000000002,25.2,N/A,N/A -2012,5,31,18,30,101060,99910,98800,80.45,0,4.7700000000000005,5.12,5.2,5.25,5.28,5.3,5.32,5.33,5.34,205.01,204.96,204.98000000000002,204.99,204.99,204.99,204.98000000000002,204.98000000000002,204.96,27.07,26.740000000000002,26.560000000000002,26.36,26.17,25.98,25.79,25.6,25.22,N/A,N/A -2012,5,31,19,30,100990,99850,98740,77.37,0,5.74,6.16,6.23,6.26,6.2700000000000005,6.2700000000000005,6.26,6.25,6.22,191.92000000000002,191.92000000000002,191.9,191.85,191.79,191.73000000000002,191.66,191.59,191.4,27.17,26.85,26.68,26.48,26.29,26.1,25.91,25.72,25.34,N/A,N/A -2012,5,31,20,30,100890,99750,98640,81.57000000000001,0,7.25,7.87,8,8.06,8.1,8.120000000000001,8.14,8.15,8.15,188.1,188.43,188.58,188.73,188.87,189,189.14000000000001,189.26,189.53,27.09,26.76,26.59,26.39,26.2,26.01,25.82,25.63,25.25,N/A,N/A -2012,5,31,21,30,100890,99750,98640,81.85000000000001,0,5.53,5.96,6.05,6.09,6.11,6.12,6.13,6.13,6.12,209.45000000000002,209.13,209.08,209.14000000000001,209.22,209.32,209.45000000000002,209.58,209.88,27.07,26.76,26.6,26.400000000000002,26.21,26.02,25.830000000000002,25.64,25.26,N/A,N/A -2012,5,31,22,30,100950,99810,98700,82.45,0.7000000000000001,10.08,11.03,11.23,11.33,11.39,11.43,11.46,11.48,11.49,236.65,236.70000000000002,236.53,236.39000000000001,236.28,236.20000000000002,236.11,236.04,235.91,26.96,26.650000000000002,26.48,26.28,26.09,25.91,25.71,25.53,25.150000000000002,N/A,N/A -2012,5,31,23,30,101070,99910,98780,79.10000000000001,0,14.41,15.74,16.1,16.29,16.45,16.580000000000002,16.75,16.93,17.7,285.21,285.22,285.05,284.87,284.68,284.47,284.22,283.98,283.32,24.32,23.81,23.61,23.42,23.25,23.1,22.95,22.830000000000002,22.69,N/A,N/A -2012,6,1,0,30,100990,99840,98710,75.10000000000001,0,11.92,12.92,13.14,13.21,13.24,13.24,13.22,13.200000000000001,13.14,331.6,331.21,330.92,330.65000000000003,330.39,330.15000000000003,329.91,329.69,329.22,24.66,24.17,23.96,23.75,23.56,23.37,23.18,23,22.64,N/A,N/A -2012,6,1,1,30,100810,99660,98550,75.12,0,2.75,2.85,2.82,2.79,2.69,2.57,2.52,2.5,2.66,329.33,329.57,330.21,331.59000000000003,335.57,341.43,339.62,335.7,317.78000000000003,25.25,24.93,24.77,24.59,24.75,25.17,25.830000000000002,26.53,27.13,N/A,N/A -2012,6,1,2,30,100990,99840,98720,71.47,0,3.02,3.14,3.13,3.1,3.0500000000000003,2.99,2.88,2.77,2.49,66.57000000000001,67.03,67.04,67.05,67.03,66.99,67.38,67.91,68.54,26.080000000000002,25.76,25.6,25.42,25.26,25.11,24.990000000000002,24.900000000000002,24.79,N/A,N/A -2012,6,1,3,30,101000,99850,98730,77.78,0,3.09,3.2,3.21,3.2,3.19,3.17,3.14,3.11,3.0300000000000002,102.99000000000001,103.3,102.56,101.85000000000001,101.12,100.39,99.46000000000001,98.56,94.7,25.72,25.38,25.21,25.02,24.830000000000002,24.64,24.46,24.28,23.93,N/A,N/A -2012,6,1,4,30,101070,99920,98800,77.16,0,3.48,3.63,3.65,3.65,3.63,3.62,3.59,3.5700000000000003,3.52,181.71,181.56,181.54,181.52,181.51,181.51,181.51,181.51,181.54,25.82,25.47,25.3,25.09,24.91,24.71,24.52,24.330000000000002,23.95,N/A,N/A -2012,6,1,5,30,101090,99940,98820,70.58,0,2.45,2.61,2.66,2.69,2.72,2.74,2.7600000000000002,2.79,2.84,185.43,186.74,187.35,187.96,188.55,189.13,189.75,190.34,191.67000000000002,26.35,26.03,25.86,25.66,25.47,25.29,25.1,24.93,24.560000000000002,N/A,N/A -2012,6,1,6,30,101140,99990,98870,74.3,0,2.52,2.67,2.71,2.73,2.75,2.77,2.79,2.81,2.85,209.39000000000001,210.57,211.25,211.98000000000002,212.70000000000002,213.45000000000002,214.3,215.13,217.29,26.35,26.02,25.85,25.650000000000002,25.46,25.27,25.080000000000002,24.900000000000002,24.54,N/A,N/A -2012,6,1,7,30,101180,100030,98910,72.45,0,2.56,2.69,2.72,2.72,2.73,2.74,2.74,2.75,2.74,223.81,224.74,225.28,225.83,226.3,226.75,227.21,227.63,228.49,26.54,26.21,26.04,25.85,25.66,25.47,25.28,25.09,24.71,N/A,N/A -2012,6,1,8,30,101200,100050,98930,75.91,0,2.95,3.0700000000000003,3.08,3.0700000000000003,3.0500000000000003,3.04,3.0300000000000002,3.0100000000000002,2.97,233.19,233.5,233.66,233.84,234.01,234.19,234.38,234.56,234.98000000000002,26.42,26.080000000000002,25.91,25.71,25.52,25.330000000000002,25.14,24.96,24.57,N/A,N/A -2012,6,1,9,30,101210,100060,98950,78.91,0,2.93,3.11,3.15,3.17,3.19,3.19,3.21,3.21,3.22,227.77,228.66,229.07,229.48000000000002,229.86,230.23000000000002,230.6,230.94,231.67000000000002,26.38,26.05,25.88,25.68,25.490000000000002,25.310000000000002,25.11,24.93,24.54,N/A,N/A -2012,6,1,10,30,101240,100090,98970,82.09,0.7000000000000001,3.96,4.24,4.29,4.3100000000000005,4.33,4.33,4.33,4.33,4.32,257.99,258.93,259.23,259.5,259.73,259.93,260.11,260.29,260.61,26.26,25.91,25.740000000000002,25.54,25.35,25.16,24.96,24.78,24.39,N/A,N/A -2012,6,1,11,30,101290,100140,99020,77.52,0,4.91,5.19,5.24,5.25,5.25,5.24,5.22,5.21,5.16,289.85,290,290.02,290.06,290.09000000000003,290.13,290.17,290.22,290.34000000000003,26.23,25.87,25.7,25.5,25.310000000000002,25.12,24.92,24.740000000000002,24.36,N/A,N/A -2012,6,1,12,30,101330,100170,99050,81.82000000000001,0,3.83,4.03,4.07,4.08,4.08,4.08,4.08,4.08,4.0600000000000005,314.59000000000003,315.27,315.81,316.34000000000003,316.84000000000003,317.31,317.81,318.28000000000003,319.32,26.05,25.69,25.51,25.32,25.12,24.94,24.740000000000002,24.560000000000002,24.18,N/A,N/A -2012,6,1,13,30,101390,100230,99110,83.56,0,4.05,4.26,4.29,4.3,4.29,4.29,4.28,4.26,4.24,326.08,327.53000000000003,328.35,329.2,329.98,330.76,331.55,332.31,333.91,26.16,25.810000000000002,25.63,25.44,25.25,25.060000000000002,24.87,24.68,24.310000000000002,N/A,N/A -2012,6,1,14,30,101410,100250,99130,84.60000000000001,0,5.25,5.55,5.6000000000000005,5.62,5.62,5.61,5.6000000000000005,5.59,5.5600000000000005,32.62,32.06,31.84,31.62,31.42,31.220000000000002,31,30.79,30.3,25.34,24.94,24.76,24.560000000000002,24.36,24.18,23.990000000000002,23.8,23.43,N/A,N/A -2012,6,1,15,30,101420,100260,99140,79.34,0,6.41,6.82,6.890000000000001,6.9,6.890000000000001,6.87,6.84,6.8,6.71,37.81,37.97,38.02,38.07,38.08,38.09,38.09,38.08,37.97,25.54,25.13,24.95,24.75,24.55,24.37,24.17,23.990000000000002,23.62,N/A,N/A -2012,6,1,16,30,101430,100270,99150,73.82000000000001,0,5.65,5.99,6.0600000000000005,6.08,6.09,6.09,6.08,6.07,6.0600000000000005,62.120000000000005,62.04,61.92,61.800000000000004,61.67,61.54,61.36,61.18,60.620000000000005,25.91,25.54,25.36,25.17,24.98,24.8,24.61,24.44,24.080000000000002,N/A,N/A -2012,6,1,17,30,101440,100280,99160,74.12,0,5.29,5.6000000000000005,5.64,5.64,5.62,5.6000000000000005,5.5600000000000005,5.54,5.44,101.3,101.14,101.03,100.9,100.79,100.66,100.5,100.34,99.83,26.12,25.76,25.59,25.39,25.2,25.02,24.84,24.66,24.3,N/A,N/A -2012,6,1,18,30,101410,100260,99140,73.81,0,4.67,4.92,4.95,4.95,4.93,4.9,4.87,4.83,4.73,125.51,125.25,125.11,124.97,124.82000000000001,124.66,124.45,124.23,123.49000000000001,26.330000000000002,25.98,25.8,25.61,25.43,25.25,25.05,24.88,24.53,N/A,N/A -2012,6,1,19,30,101380,100220,99110,74,0,4.16,4.36,4.38,4.36,4.34,4.32,4.28,4.23,4.12,127.42,127.26,127.19,127.11,127.01,126.89,126.75,126.60000000000001,126.06,26.580000000000002,26.23,26.060000000000002,25.86,25.68,25.5,25.310000000000002,25.14,24.79,N/A,N/A -2012,6,1,20,30,101320,100170,99050,75.21000000000001,0,3.5300000000000002,3.68,3.69,3.68,3.66,3.63,3.6,3.5700000000000003,3.47,137.34,137.27,137.22,137.15,137.07,137,136.88,136.77,136.41,26.73,26.37,26.2,26,25.82,25.63,25.44,25.26,24.900000000000002,N/A,N/A -2012,6,1,21,30,101270,100120,99010,74.71000000000001,0,3.46,3.62,3.63,3.62,3.61,3.59,3.56,3.54,3.48,145.82,145.81,145.74,145.68,145.61,145.54,145.44,145.33,145.03,26.88,26.54,26.37,26.17,25.98,25.8,25.61,25.43,25.060000000000002,N/A,N/A -2012,6,1,22,30,101240,100090,98980,75.85000000000001,0,4.04,4.25,4.2700000000000005,4.2700000000000005,4.25,4.24,4.22,4.2,4.14,145.77,145.61,145.49,145.34,145.17000000000002,144.99,144.74,144.46,143.45000000000002,26.94,26.6,26.43,26.240000000000002,26.060000000000002,25.88,25.69,25.52,25.19,N/A,N/A -2012,6,1,23,30,101230,100080,98960,78.16,0,4.74,5.03,5.07,5.07,5.0600000000000005,5.04,5.0200000000000005,5,4.94,147.25,147.12,147.03,146.93,146.82,146.69,146.53,146.37,145.82,26.86,26.54,26.38,26.18,26,25.810000000000002,25.62,25.45,25.09,N/A,N/A -2012,6,2,0,30,101200,100050,98930,77.68,0,4.65,4.94,4.97,4.97,4.97,4.95,4.93,4.9,4.83,154.17000000000002,153.99,153.87,153.73,153.55,153.36,153.08,152.78,151.41,26.87,26.55,26.39,26.19,26.01,25.830000000000002,25.64,25.47,25.13,N/A,N/A -2012,6,2,1,30,101180,100030,98920,78.67,0,5.0600000000000005,5.38,5.41,5.41,5.4,5.38,5.36,5.33,5.28,145.66,145.47,145.33,145.15,144.94,144.69,144.3,143.88,141.37,26.830000000000002,26.52,26.35,26.16,25.98,25.8,25.62,25.45,25.18,N/A,N/A -2012,6,2,2,30,101220,100070,98960,79.35000000000001,0,5.28,5.62,5.67,5.68,5.67,5.66,5.64,5.61,5.5600000000000005,152.26,151.99,151.82,151.62,151.38,151.11,150.71,150.3,148.62,26.810000000000002,26.5,26.330000000000002,26.14,25.96,25.78,25.6,25.43,25.1,N/A,N/A -2012,6,2,3,30,101250,100100,98980,79.9,0,4.96,5.26,5.3100000000000005,5.3100000000000005,5.3,5.28,5.26,5.23,5.16,162.22,162.09,161.97,161.82,161.65,161.45000000000002,161.14000000000001,160.82,159.20000000000002,26.78,26.46,26.3,26.11,25.92,25.740000000000002,25.560000000000002,25.39,25.07,N/A,N/A -2012,6,2,4,30,101260,100110,98990,79.64,0,5.3100000000000005,5.66,5.71,5.72,5.71,5.7,5.68,5.66,5.62,167.32,167.15,167.02,166.84,166.65,166.42000000000002,166.1,165.76,164.20000000000002,26.82,26.5,26.34,26.14,25.96,25.78,25.6,25.43,25.12,N/A,N/A -2012,6,2,5,30,101300,100150,99040,80,0,4.91,5.24,5.3,5.32,5.33,5.34,5.34,5.33,5.33,169.23,168.95000000000002,168.78,168.58,168.37,168.15,167.87,167.57,166.71,26.8,26.48,26.32,26.13,25.95,25.76,25.580000000000002,25.400000000000002,25.060000000000002,N/A,N/A -2012,6,2,6,30,101360,100210,99100,80.71000000000001,0,5.3500000000000005,5.7,5.76,5.7700000000000005,5.78,5.7700000000000005,5.75,5.73,5.67,174.25,174.23,174.26,174.28,174.3,174.3,174.3,174.3,174.29,26.78,26.44,26.27,26.060000000000002,25.88,25.69,25.490000000000002,25.310000000000002,24.93,N/A,N/A -2012,6,2,7,30,101410,100260,99140,79.88,0,4.75,5.05,5.11,5.15,5.17,5.19,5.21,5.22,5.26,182.78,182.64000000000001,182.48,182.29,182.09,181.88,181.65,181.43,180.86,26.810000000000002,26.47,26.310000000000002,26.11,25.93,25.740000000000002,25.55,25.37,25.01,N/A,N/A -2012,6,2,8,30,101380,100230,99110,81.33,0,3.88,4.15,4.22,4.2700000000000005,4.3,4.33,4.36,4.38,4.43,178.62,178.56,178.57,178.58,178.58,178.57,178.56,178.53,178.45000000000002,26.71,26.37,26.2,26,25.810000000000002,25.62,25.43,25.240000000000002,24.86,N/A,N/A -2012,6,2,9,30,101390,100240,99130,81.3,0,4.97,5.26,5.3,5.3100000000000005,5.3100000000000005,5.3,5.29,5.2700000000000005,5.24,203.87,202.81,202.26,201.67000000000002,201.12,200.58,200.02,199.47,198.33,26.740000000000002,26.400000000000002,26.23,26.03,25.84,25.650000000000002,25.45,25.27,24.89,N/A,N/A -2012,6,2,10,30,101390,100240,99120,81.01,0,4.74,5.08,5.17,5.22,5.25,5.28,5.3,5.32,5.3500000000000005,193.45000000000002,193.26,193.13,193,192.88,192.75,192.63,192.51,192.27,26.72,26.38,26.2,26,25.810000000000002,25.62,25.43,25.25,24.86,N/A,N/A -2012,6,2,11,30,101400,100240,99130,83.3,0,4,4.23,4.28,4.29,4.3100000000000005,4.3100000000000005,4.32,4.32,4.32,190.29,190.69,190.96,191.23000000000002,191.46,191.70000000000002,191.94,192.16,192.62,26.580000000000002,26.240000000000002,26.060000000000002,25.86,25.67,25.48,25.28,25.1,24.72,N/A,N/A -2012,6,2,12,30,101460,100310,99190,82.96000000000001,0,4.2,4.5,4.57,4.62,4.66,4.69,4.72,4.73,4.7700000000000005,220.89000000000001,220.23000000000002,219.8,219.43,219.11,218.8,218.52,218.27,217.75,26.84,26.51,26.330000000000002,26.13,25.94,25.75,25.55,25.37,24.990000000000002,N/A,N/A -2012,6,2,13,30,101430,100270,99160,83.34,0,2.87,3.0500000000000003,3.1,3.14,3.17,3.2,3.23,3.25,3.31,196.41,196.56,196.64000000000001,196.74,196.82,196.89000000000001,196.96,197.04,197.20000000000002,26.76,26.42,26.25,26.05,25.86,25.67,25.48,25.29,24.91,N/A,N/A -2012,6,2,14,30,101480,100330,99220,84.07000000000001,0,3.56,3.73,3.7600000000000002,3.77,3.77,3.7600000000000002,3.7600000000000002,3.75,3.74,203.46,203.63,203.69,203.73000000000002,203.79,203.84,203.89000000000001,203.94,204.09,26.76,26.42,26.240000000000002,26.04,25.85,25.66,25.47,25.29,24.900000000000002,N/A,N/A -2012,6,2,15,30,101520,100370,99250,84.67,0,3.6,3.84,3.91,3.96,4,4.03,4.0600000000000005,4.09,4.15,211.36,212.52,212.94,213.29,213.6,213.88,214.14000000000001,214.38,214.84,26.89,26.560000000000002,26.38,26.19,26,25.810000000000002,25.62,25.43,25.060000000000002,N/A,N/A -2012,6,2,16,30,101500,100350,99230,83.63,0,4.37,4.64,4.7,4.73,4.75,4.76,4.7700000000000005,4.78,4.78,211.28,211.26,211.24,211.21,211.17000000000002,211.13,211.08,211.03,210.91,27.02,26.67,26.5,26.3,26.11,25.92,25.73,25.54,25.16,N/A,N/A -2012,6,2,17,30,101500,100350,99240,85.39,0,3.79,4.03,4.09,4.12,4.15,4.17,4.19,4.21,4.23,214.99,214.97,214.97,214.96,214.95000000000002,214.94,214.93,214.91,214.89000000000001,27,26.650000000000002,26.47,26.27,26.080000000000002,25.89,25.69,25.51,25.12,N/A,N/A -2012,6,2,18,30,101480,100330,99210,84.09,0,4.67,4.98,5.0600000000000005,5.1000000000000005,5.13,5.15,5.17,5.19,5.22,220.44,220.24,220.11,219.96,219.83,219.68,219.52,219.36,218.99,27.04,26.69,26.51,26.310000000000002,26.12,25.93,25.740000000000002,25.55,25.17,N/A,N/A -2012,6,2,19,30,101470,100320,99200,82.9,0,4.66,4.95,5.01,5.04,5.05,5.0600000000000005,5.0600000000000005,5.07,5.07,220.54,220.32,220.17000000000002,220.01,219.85,219.68,219.5,219.32,218.87,27.1,26.740000000000002,26.560000000000002,26.36,26.17,25.98,25.79,25.6,25.22,N/A,N/A -2012,6,2,20,30,101430,100280,99170,84.09,0,3.5300000000000002,3.8000000000000003,3.88,3.94,3.99,4.03,4.07,4.11,4.18,217.93,217.36,217.09,216.83,216.6,216.38,216.16,215.94,215.5,27.150000000000002,26.8,26.62,26.42,26.23,26.04,25.84,25.66,25.28,N/A,N/A -2012,6,2,21,30,101390,100240,99130,83.99,0,3.42,3.64,3.71,3.7600000000000002,3.8000000000000003,3.83,3.86,3.89,3.96,215.37,215.35,215.29,215.22,215.16,215.11,215.05,215,214.9,27.14,26.79,26.62,26.42,26.23,26.03,25.84,25.650000000000002,25.27,N/A,N/A -2012,6,2,22,30,101370,100220,99110,83.72,0,4.7700000000000005,5.11,5.19,5.23,5.26,5.28,5.3,5.3100000000000005,5.33,203.86,203.6,203.43,203.23000000000002,203.04,202.86,202.67000000000002,202.48000000000002,202.09,27.16,26.82,26.650000000000002,26.45,26.26,26.07,25.87,25.69,25.310000000000002,N/A,N/A -2012,6,2,23,30,101330,100190,99070,81.42,0,5.48,5.88,5.96,5.99,6.0200000000000005,6.03,6.03,6.04,6.04,184.62,184.59,184.58,184.54,184.48,184.42000000000002,184.33,184.23,183.97,27.22,26.900000000000002,26.73,26.53,26.35,26.16,25.97,25.78,25.41,N/A,N/A -2012,6,3,0,30,101310,100160,99050,82.12,0,4.88,5.24,5.32,5.36,5.39,5.41,5.42,5.43,5.45,179.16,179.25,179.33,179.4,179.46,179.52,179.57,179.61,179.72,27.12,26.79,26.62,26.42,26.240000000000002,26.05,25.85,25.67,25.29,N/A,N/A -2012,6,3,1,30,101270,100120,99010,84.36,0,4.8500000000000005,5.2,5.2700000000000005,5.3100000000000005,5.33,5.3500000000000005,5.37,5.38,5.4,175.91,175.87,175.87,175.87,175.9,175.92000000000002,175.94,175.96,176.04,26.93,26.59,26.42,26.22,26.03,25.84,25.650000000000002,25.46,25.080000000000002,N/A,N/A -2012,6,3,2,30,101290,100140,99030,84.79,0,5.44,5.8500000000000005,5.95,6,6.04,6.0600000000000005,6.08,6.09,6.11,171.96,172,172.13,172.28,172.43,172.59,172.77,172.94,173.31,26.98,26.64,26.47,26.27,26.080000000000002,25.88,25.69,25.5,25.12,N/A,N/A -2012,6,3,3,30,101300,100160,99040,83.79,0,6.91,7.49,7.62,7.68,7.72,7.75,7.76,7.7700000000000005,7.7700000000000005,175.79,175.82,175.76,175.69,175.62,175.54,175.47,175.39000000000001,175.24,26.94,26.59,26.42,26.22,26.03,25.84,25.64,25.45,25.07,N/A,N/A -2012,6,3,4,30,101310,100160,99050,85.22,0,6.94,7.5200000000000005,7.65,7.72,7.7700000000000005,7.8,7.82,7.84,7.8500000000000005,181.25,181.09,180.98,180.88,180.8,180.73,180.66,180.6,180.48,26.89,26.54,26.36,26.16,25.97,25.77,25.580000000000002,25.39,25.01,N/A,N/A -2012,6,3,5,30,101320,100180,99060,85.75,0,7.2,7.82,7.97,8.05,8.11,8.15,8.17,8.19,8.2,181.59,182.39000000000001,182.72,183.01,183.25,183.46,183.65,183.82,184.13,26.97,26.62,26.45,26.240000000000002,26.05,25.86,25.66,25.48,25.1,N/A,N/A -2012,6,3,6,30,101360,100210,99090,84.27,0,6.86,7.46,7.61,7.7,7.76,7.8100000000000005,7.84,7.87,7.91,189.68,188.98,188.64000000000001,188.33,188.07,187.83,187.6,187.38,186.97,26.92,26.560000000000002,26.38,26.18,25.990000000000002,25.8,25.6,25.41,25.03,N/A,N/A -2012,6,3,7,30,101400,100250,99140,83.13,0,8.47,9.24,9.42,9.51,9.56,9.6,9.61,9.620000000000001,9.6,203.43,202.76,202.43,202.12,201.85,201.61,201.37,201.16,200.76,27,26.64,26.47,26.26,26.07,25.87,25.68,25.490000000000002,25.1,N/A,N/A -2012,6,3,8,30,101390,100240,99130,84.19,0,7.82,8.52,8.700000000000001,8.8,8.86,8.91,8.94,8.97,9,203.45000000000002,203.32,203.31,203.31,203.32,203.34,203.35,203.36,203.39000000000001,26.92,26.560000000000002,26.38,26.17,25.98,25.8,25.6,25.41,25.04,N/A,N/A -2012,6,3,9,30,101390,100240,99130,84.63,0,6.09,6.6000000000000005,6.74,6.82,6.88,6.93,6.98,7.01,7.08,205.04,205.04,204.95000000000002,204.85,204.76,204.68,204.59,204.51,204.34,26.91,26.560000000000002,26.38,26.18,25.990000000000002,25.8,25.61,25.43,25.05,N/A,N/A -2012,6,3,10,30,101410,100260,99140,81.32000000000001,0,7.82,8.46,8.6,8.66,8.68,8.69,8.68,8.66,8.6,203.70000000000002,203.52,203.48000000000002,203.43,203.38,203.34,203.29,203.25,203.16,27.09,26.75,26.580000000000002,26.38,26.19,26,25.810000000000002,25.62,25.25,N/A,N/A -2012,6,3,11,30,101430,100280,99160,83.28,0,7.32,7.95,8.1,8.18,8.23,8.26,8.290000000000001,8.31,8.33,198.23000000000002,198.05,197.99,197.91,197.83,197.74,197.64000000000001,197.55,197.33,27.02,26.67,26.490000000000002,26.29,26.1,25.91,25.72,25.54,25.16,N/A,N/A -2012,6,3,12,30,101430,100280,99160,83.38,0,6.47,6.96,7.07,7.1000000000000005,7.13,7.140000000000001,7.140000000000001,7.13,7.11,182.81,183.35,183.68,183.98,184.25,184.5,184.75,184.98,185.44,27.04,26.7,26.52,26.32,26.13,25.94,25.740000000000002,25.560000000000002,25.18,N/A,N/A -2012,6,3,13,30,101460,100310,99190,82.68,0,6.01,6.49,6.6000000000000005,6.66,6.7,6.74,6.76,6.78,6.8,187.14000000000001,187.01,186.97,186.92000000000002,186.86,186.8,186.73,186.66,186.5,27.09,26.76,26.59,26.38,26.2,26.01,25.810000000000002,25.62,25.25,N/A,N/A -2012,6,3,14,30,101510,100350,99240,83.83,0,5.92,6.390000000000001,6.49,6.55,6.59,6.61,6.63,6.640000000000001,6.66,184.95000000000002,184.82,184.75,184.65,184.55,184.45000000000002,184.34,184.24,184,27.02,26.67,26.5,26.310000000000002,26.12,25.92,25.73,25.55,25.17,N/A,N/A -2012,6,3,15,30,101480,100330,99220,82.91,0,6.74,7.25,7.34,7.38,7.4,7.4,7.390000000000001,7.390000000000001,7.3500000000000005,182.54,182.9,183.09,183.28,183.44,183.59,183.73,183.87,184.12,27.11,26.76,26.580000000000002,26.38,26.2,26,25.810000000000002,25.62,25.240000000000002,N/A,N/A -2012,6,3,16,30,101490,100330,99220,82.91,0,6.36,6.88,7.01,7.09,7.140000000000001,7.17,7.2,7.22,7.26,181.25,181.19,181.22,181.26,181.3,181.32,181.36,181.39000000000001,181.46,27.12,26.77,26.6,26.39,26.2,26.01,25.810000000000002,25.62,25.240000000000002,N/A,N/A -2012,6,3,17,30,101480,100330,99210,84.04,0,6.2700000000000005,6.8,6.94,7.03,7.08,7.13,7.16,7.19,7.22,180.12,180.32,180.43,180.55,180.65,180.75,180.86,180.96,181.16,27.21,26.87,26.7,26.5,26.310000000000002,26.12,25.92,25.73,25.35,N/A,N/A -2012,6,3,18,30,101520,100370,99260,79.23,0,5.23,5.63,5.72,5.76,5.8,5.82,5.83,5.84,5.86,187.48,187.41,187.34,187.25,187.16,187.08,186.98,186.89000000000001,186.70000000000002,27.42,27.09,26.92,26.72,26.53,26.34,26.150000000000002,25.96,25.580000000000002,N/A,N/A -2012,6,3,19,30,101440,100290,99170,81.9,0,6.63,7.21,7.3500000000000005,7.44,7.5,7.55,7.59,7.62,7.67,182.6,182.78,182.77,182.75,182.71,182.66,182.61,182.57,182.44,27.29,26.95,26.77,26.57,26.38,26.19,25.990000000000002,25.8,25.42,N/A,N/A -2012,6,3,20,30,101420,100280,99160,82.96000000000001,0,6.03,6.6000000000000005,6.75,6.8500000000000005,6.93,6.99,7.04,7.09,7.16,179.77,179.99,180.09,180.19,180.27,180.35,180.42000000000002,180.49,180.62,27.240000000000002,26.89,26.72,26.52,26.330000000000002,26.14,25.94,25.75,25.37,N/A,N/A -2012,6,3,21,30,101380,100230,99120,82.11,0,7.1000000000000005,7.7,7.84,7.9,7.930000000000001,7.95,7.96,7.96,7.94,178.33,178.46,178.56,178.63,178.70000000000002,178.76,178.81,178.85,178.92000000000002,27.36,27.03,26.86,26.66,26.47,26.28,26.09,25.900000000000002,25.52,N/A,N/A -2012,6,3,22,30,101340,100200,99080,83.01,0,6.5,7.03,7.16,7.22,7.2700000000000005,7.3,7.32,7.34,7.36,174.39000000000001,174.6,174.64000000000001,174.65,174.65,174.64000000000001,174.63,174.62,174.58,27.16,26.82,26.650000000000002,26.45,26.26,26.07,25.88,25.69,25.32,N/A,N/A -2012,6,3,23,30,101320,100170,99060,81.81,0,6.22,6.69,6.8,6.8500000000000005,6.890000000000001,6.91,6.92,6.93,6.94,170.78,170.85,170.93,170.98,171.03,171.07,171.11,171.16,171.24,27.12,26.79,26.62,26.42,26.23,26.04,25.85,25.66,25.29,N/A,N/A -2012,6,4,0,30,101290,100140,99030,81.5,0,5.59,6,6.09,6.140000000000001,6.17,6.2,6.22,6.24,6.28,170.43,170.52,170.56,170.61,170.66,170.71,170.76,170.81,170.93,27.11,26.78,26.61,26.42,26.23,26.04,25.85,25.67,25.3,N/A,N/A -2012,6,4,1,30,101270,100120,99010,82.32000000000001,0,6.38,6.87,6.98,7.03,7.07,7.09,7.1000000000000005,7.11,7.12,166.64000000000001,167.26,167.55,167.83,168.06,168.27,168.48,168.67000000000002,169.04,27.16,26.82,26.650000000000002,26.45,26.26,26.07,25.87,25.69,25.310000000000002,N/A,N/A -2012,6,4,2,30,101280,100130,99020,81.71000000000001,0,7,7.61,7.74,7.8,7.8500000000000005,7.87,7.88,7.890000000000001,7.890000000000001,165.51,165.55,165.59,165.63,165.68,165.72,165.77,165.81,165.89000000000001,27.28,26.94,26.77,26.57,26.38,26.19,25.990000000000002,25.8,25.42,N/A,N/A -2012,6,4,3,30,101270,100130,99020,81.06,0,8.26,9.05,9.23,9.33,9.39,9.42,9.44,9.46,9.46,167.26,167.39000000000001,167.52,167.68,167.82,167.97,168.12,168.26,168.56,27.37,27.05,26.88,26.68,26.490000000000002,26.3,26.1,25.91,25.53,N/A,N/A -2012,6,4,4,30,101250,100100,98990,79.58,0,8.45,9.32,9.52,9.64,9.72,9.78,9.83,9.86,9.91,181.81,181.43,181.26,181.09,180.94,180.8,180.66,180.54,180.29,27.42,27.09,26.92,26.72,26.53,26.34,26.14,25.95,25.57,N/A,N/A -2012,6,4,5,30,101270,100120,99010,79.27,0,8.93,9.83,10.03,10.13,10.200000000000001,10.24,10.26,10.27,10.27,180.88,181.14000000000001,181.28,181.42000000000002,181.54,181.65,181.76,181.87,182.08,27.55,27.240000000000002,27.07,26.87,26.68,26.490000000000002,26.29,26.11,25.72,N/A,N/A -2012,6,4,6,30,101260,100120,99010,79.74,0,7.45,8.16,8.33,8.42,8.49,8.540000000000001,8.57,8.6,8.65,191.15,190.96,190.83,190.68,190.54,190.39000000000001,190.25,190.11,189.82,27.46,27.14,26.98,26.78,26.59,26.400000000000002,26.2,26.02,25.64,N/A,N/A -2012,6,4,7,30,101290,100140,99030,83.55,0,7.33,7.99,8.16,8.25,8.32,8.370000000000001,8.4,8.42,8.46,191.70000000000002,191.54,191.52,191.55,191.59,191.63,191.69,191.75,191.89000000000001,27.27,26.94,26.77,26.57,26.38,26.19,25.990000000000002,25.8,25.42,N/A,N/A -2012,6,4,8,30,101230,100080,98970,83.84,0,8.31,9.120000000000001,9.32,9.44,9.52,9.59,9.63,9.67,9.72,191.17000000000002,191.21,191.22,191.22,191.22,191.22,191.22,191.22,191.23000000000002,27.35,27.02,26.85,26.650000000000002,26.47,26.28,26.080000000000002,25.900000000000002,25.52,N/A,N/A -2012,6,4,9,30,101220,100080,98970,84.13,0,7.54,8.27,8.44,8.55,8.620000000000001,8.67,8.700000000000001,8.73,8.78,196.54,196.73000000000002,196.84,196.94,197.02,197.11,197.18,197.26,197.42000000000002,27.42,27.1,26.94,26.740000000000002,26.55,26.37,26.17,25.990000000000002,25.62,N/A,N/A -2012,6,4,10,30,101210,100070,98960,85.79,0,6.97,7.61,7.7700000000000005,7.87,7.94,7.99,8.02,8.05,8.1,193.41,193.45000000000002,193.43,193.42000000000002,193.43,193.44,193.45000000000002,193.47,193.53,27.400000000000002,27.080000000000002,26.91,26.71,26.53,26.34,26.150000000000002,25.96,25.580000000000002,N/A,N/A -2012,6,4,11,30,101230,100080,98970,86.82000000000001,0,6.49,7.05,7.19,7.2700000000000005,7.33,7.36,7.390000000000001,7.42,7.44,194.06,194.31,194.44,194.59,194.74,194.89000000000001,195.04,195.19,195.52,27.36,27.04,26.87,26.67,26.48,26.29,26.1,25.91,25.54,N/A,N/A -2012,6,4,12,30,101250,100110,99000,85.89,0,4.79,5.17,5.2700000000000005,5.32,5.36,5.39,5.42,5.44,5.47,196.55,196.76,196.88,196.97,197.06,197.14000000000001,197.22,197.3,197.45000000000002,27.330000000000002,27.02,26.85,26.650000000000002,26.46,26.27,26.080000000000002,25.89,25.51,N/A,N/A -2012,6,4,13,30,101260,100110,99010,85.9,0,6.44,6.99,7.1000000000000005,7.16,7.19,7.21,7.21,7.21,7.2,193.38,193.57,193.68,193.79,193.9,193.99,194.1,194.20000000000002,194.41,27.47,27.150000000000002,26.98,26.78,26.6,26.41,26.22,26.03,25.66,N/A,N/A -2012,6,4,14,30,101260,100110,99000,85,0,6.84,7.44,7.57,7.640000000000001,7.68,7.71,7.72,7.73,7.73,190.92000000000002,191.12,191.25,191.34,191.43,191.5,191.57,191.63,191.76,27.59,27.28,27.11,26.92,26.73,26.54,26.35,26.17,25.79,N/A,N/A -2012,6,4,15,30,101290,100150,99040,84.84,0,5.84,6.3100000000000005,6.41,6.45,6.47,6.48,6.48,6.47,6.45,196.61,196.63,196.65,196.68,196.71,196.75,196.79,196.84,196.94,27.59,27.28,27.11,26.92,26.73,26.55,26.35,26.17,25.8,N/A,N/A -2012,6,4,16,30,101280,100130,99020,84.04,0,5.15,5.55,5.63,5.67,5.7,5.73,5.74,5.75,5.7700000000000005,181.86,182.03,182.22,182.42000000000002,182.6,182.78,182.96,183.14000000000001,183.52,27.6,27.28,27.12,26.92,26.73,26.54,26.35,26.17,25.8,N/A,N/A -2012,6,4,17,30,101280,100130,99020,82.98,0,3.98,4.28,4.3500000000000005,4.39,4.42,4.45,4.46,4.48,4.5,191.32,191.56,191.76,191.93,192.07,192.19,192.3,192.39000000000001,192.55,27.62,27.29,27.12,26.92,26.740000000000002,26.54,26.35,26.16,25.79,N/A,N/A -2012,6,4,18,30,101240,100100,98990,84.64,0,3.8000000000000003,4.04,4.09,4.12,4.14,4.16,4.17,4.18,4.2,188.74,188.48,188.27,188.03,187.81,187.6,187.38,187.16,186.74,27.61,27.27,27.1,26.900000000000002,26.71,26.52,26.32,26.13,25.75,N/A,N/A -2012,6,4,19,30,101240,100100,98990,82.74,0,6.08,6.5600000000000005,6.65,6.69,6.71,6.72,6.71,6.71,6.68,196.74,196.69,196.68,196.66,196.66,196.64000000000001,196.64000000000001,196.63,196.63,27.66,27.330000000000002,27.17,26.96,26.78,26.59,26.39,26.2,25.82,N/A,N/A -2012,6,4,20,30,101200,100050,98940,82.14,0,6.45,6.97,7.09,7.13,7.16,7.17,7.17,7.17,7.140000000000001,189.82,189.82,189.83,189.83,189.84,189.84,189.84,189.84,189.87,27.61,27.29,27.12,26.92,26.73,26.54,26.35,26.16,25.78,N/A,N/A -2012,6,4,21,30,101120,99970,98860,81.36,0,7.46,8.11,8.24,8.290000000000001,8.32,8.33,8.33,8.32,8.290000000000001,190.81,190.94,191,191.07,191.13,191.20000000000002,191.26,191.32,191.44,27.51,27.19,27.02,26.82,26.63,26.44,26.25,26.060000000000002,25.68,N/A,N/A -2012,6,4,22,30,101080,99930,98820,78.26,0,7.34,7.99,8.120000000000001,8.18,8.22,8.24,8.24,8.24,8.22,189.58,189.63,189.63,189.62,189.6,189.58,189.55,189.51,189.42000000000002,27.55,27.240000000000002,27.080000000000002,26.88,26.69,26.5,26.310000000000002,26.13,25.75,N/A,N/A -2012,6,4,23,30,101050,99900,98790,79.56,0,7.3500000000000005,8,8.13,8.2,8.24,8.26,8.27,8.28,8.27,188.4,188.29,188.19,188.08,187.97,187.86,187.75,187.64000000000001,187.41,27.43,27.11,26.95,26.75,26.560000000000002,26.37,26.17,25.990000000000002,25.61,N/A,N/A -2012,6,5,0,30,100980,99840,98730,76.75,0,7.63,8.33,8.48,8.55,8.6,8.63,8.65,8.66,8.67,188.76,188.66,188.59,188.51,188.43,188.36,188.27,188.20000000000002,188.02,27.41,27.1,26.92,26.73,26.54,26.35,26.16,25.97,25.59,N/A,N/A -2012,6,5,1,30,100940,99790,98680,74.5,0,7.98,8.73,8.9,8.99,9.05,9.1,9.13,9.15,9.17,190.87,190.52,190.31,190.1,189.9,189.72,189.53,189.36,188.99,27.43,27.12,26.95,26.75,26.560000000000002,26.37,26.18,25.990000000000002,25.61,N/A,N/A -2012,6,5,2,30,100970,99820,98710,75.56,0,7.18,7.87,8.040000000000001,8.14,8.21,8.25,8.290000000000001,8.31,8.34,193.02,192.94,192.94,192.95000000000002,192.98000000000002,193.01,193.04,193.07,193.16,27.38,27.060000000000002,26.89,26.68,26.490000000000002,26.3,26.11,25.92,25.54,N/A,N/A -2012,6,5,3,30,100990,99850,98740,71.53,0,7.18,7.84,7.97,8.05,8.1,8.14,8.16,8.18,8.2,193.94,193.73000000000002,193.57,193.4,193.23000000000002,193.06,192.89000000000001,192.73000000000002,192.39000000000001,27.45,27.14,26.97,26.77,26.580000000000002,26.39,26.2,26.01,25.63,N/A,N/A -2012,6,5,4,30,101000,99850,98740,72.16,0,6.4,7,7.140000000000001,7.22,7.28,7.32,7.3500000000000005,7.37,7.390000000000001,192.95000000000002,192.84,192.82,192.79,192.76,192.73000000000002,192.70000000000002,192.68,192.62,27.41,27.1,26.92,26.73,26.54,26.35,26.150000000000002,25.96,25.580000000000002,N/A,N/A -2012,6,5,5,30,100970,99830,98720,70.57000000000001,0,6.55,7.12,7.24,7.3100000000000005,7.36,7.390000000000001,7.41,7.43,7.44,192.24,192.68,192.87,193.03,193.17000000000002,193.3,193.43,193.55,193.78,27.38,27.060000000000002,26.89,26.69,26.490000000000002,26.310000000000002,26.11,25.92,25.53,N/A,N/A -2012,6,5,6,30,101020,99870,98760,66.75,0,6.0600000000000005,6.54,6.63,6.67,6.69,6.71,6.71,6.72,6.72,197.79,198.27,198.53,198.78,199.01,199.22,199.42000000000002,199.61,199.99,27.46,27.16,26.990000000000002,26.79,26.6,26.42,26.22,26.03,25.650000000000002,N/A,N/A -2012,6,5,7,30,101010,99870,98760,68.01,0,5.92,6.4,6.49,6.53,6.5600000000000005,6.57,6.57,6.57,6.5600000000000005,211.75,211.42000000000002,211.16,210.91,210.67000000000002,210.44,210.22,210.01,209.57,27.39,27.080000000000002,26.91,26.71,26.52,26.34,26.14,25.95,25.57,N/A,N/A -2012,6,5,8,30,101020,99870,98760,67.01,0,5.4,5.86,5.96,6.0200000000000005,6.07,6.1000000000000005,6.13,6.15,6.19,216.9,216.65,216.56,216.49,216.43,216.38,216.34,216.3,216.25,27.39,27.080000000000002,26.91,26.71,26.52,26.330000000000002,26.14,25.95,25.57,N/A,N/A -2012,6,5,9,30,100990,99850,98730,71.64,0,6.22,6.73,6.84,6.890000000000001,6.93,6.95,6.96,6.97,6.97,220.41,220.28,220.15,220.04,219.93,219.84,219.75,219.66,219.49,27.18,26.85,26.68,26.48,26.29,26.1,25.900000000000002,25.71,25.330000000000002,N/A,N/A -2012,6,5,10,30,101010,99860,98750,69.58,0,5.74,6.16,6.2700000000000005,6.32,6.3500000000000005,6.38,6.4,6.41,6.42,233.92000000000002,233.98000000000002,233.93,233.9,233.86,233.83,233.81,233.79,233.75,27.2,26.88,26.71,26.52,26.330000000000002,26.14,25.94,25.76,25.38,N/A,N/A -2012,6,5,11,30,101030,99890,98770,70.51,0,4.43,4.75,4.8100000000000005,4.83,4.8500000000000005,4.8500000000000005,4.8500000000000005,4.8500000000000005,4.83,240.82,240.6,240.49,240.4,240.32,240.26,240.19,240.13,240.04,27.21,26.89,26.72,26.52,26.330000000000002,26.14,25.94,25.75,25.37,N/A,N/A -2012,6,5,12,30,101030,99880,98770,72.68,0,4.79,5.13,5.21,5.25,5.2700000000000005,5.29,5.3,5.3100000000000005,5.32,250.23000000000002,250.27,250.28,250.3,250.32,250.34,250.36,250.38,250.41,27.09,26.76,26.59,26.38,26.2,26.01,25.810000000000002,25.62,25.240000000000002,N/A,N/A -2012,6,5,13,30,101050,99910,98790,70.52,0,4.07,4.36,4.43,4.47,4.5,4.53,4.54,4.5600000000000005,4.58,256.07,255.4,255.06,254.75,254.48000000000002,254.23000000000002,253.98000000000002,253.75,253.32,27.18,26.85,26.68,26.48,26.29,26.1,25.900000000000002,25.72,25.330000000000002,N/A,N/A -2012,6,5,14,30,101080,99930,98820,75.65,0,3.09,3.22,3.23,3.23,3.23,3.23,3.23,3.23,3.24,277.6,274.83,273.16,271.49,269.95,268.47,266.99,265.61,262.75,26.810000000000002,26.48,26.310000000000002,26.12,25.93,25.75,25.55,25.37,25,N/A,N/A -2012,6,5,15,30,101070,99920,98810,77.92,0,3.0300000000000002,3.14,3.15,3.15,3.14,3.13,3.12,3.1,3.08,256.46,256.01,255.63,255.25,254.88,254.51000000000002,254.09,253.70000000000002,252.78,26.68,26.330000000000002,26.150000000000002,25.95,25.77,25.580000000000002,25.39,25.21,24.830000000000002,N/A,N/A -2012,6,5,16,30,101050,99900,98790,75.07000000000001,0,2.89,3.06,3.09,3.12,3.13,3.15,3.17,3.19,3.23,234.02,233.79,233.75,233.69,233.63,233.56,233.49,233.41,233.21,26.88,26.53,26.36,26.16,25.97,25.79,25.6,25.42,25.05,N/A,N/A -2012,6,5,17,30,101030,99880,98770,72.25,0,2.67,2.82,2.86,2.88,2.91,2.92,2.94,2.96,3,202.91,203.25,203.61,203.97,204.32,204.66,205.01,205.35,206.14000000000001,27.080000000000002,26.740000000000002,26.57,26.38,26.2,26.02,25.830000000000002,25.66,25.3,N/A,N/A -2012,6,5,18,30,100980,99830,98720,71.63,0,4.19,4.41,4.43,4.43,4.43,4.41,4.39,4.37,4.3100000000000005,189.54,189.59,189.66,189.71,189.76,189.79,189.82,189.85,189.89000000000001,27.310000000000002,26.96,26.79,26.6,26.41,26.23,26.04,25.87,25.51,N/A,N/A -2012,6,5,19,30,100930,99780,98670,67.93,0,4.9,5.21,5.25,5.26,5.26,5.26,5.25,5.23,5.18,189.61,189.98,190.20000000000002,190.43,190.65,190.87,191.1,191.33,191.83,27.560000000000002,27.240000000000002,27.080000000000002,26.89,26.71,26.54,26.36,26.19,25.86,N/A,N/A -2012,6,5,20,30,100880,99730,98630,66.49,0,5.98,6.41,6.47,6.49,6.49,6.47,6.45,6.42,6.3500000000000005,186.56,186.75,186.87,187,187.12,187.24,187.36,187.48,187.73,27.71,27.400000000000002,27.240000000000002,27.060000000000002,26.88,26.7,26.52,26.35,26.01,N/A,N/A -2012,6,5,21,30,100850,99710,98600,66.92,0,6.17,6.63,6.7,6.71,6.7,6.68,6.65,6.61,6.5200000000000005,193.94,193.73000000000002,193.62,193.49,193.34,193.19,193,192.81,192.3,27.71,27.41,27.25,27.05,26.87,26.68,26.490000000000002,26.310000000000002,25.93,N/A,N/A -2012,6,5,22,30,100790,99650,98540,73.56,0,5.84,6.26,6.32,6.33,6.32,6.3100000000000005,6.28,6.26,6.19,195.43,195.6,195.69,195.81,195.93,196.04,196.17000000000002,196.29,196.6,27.47,27.16,26.990000000000002,26.810000000000002,26.62,26.44,26.26,26.080000000000002,25.73,N/A,N/A -2012,6,5,23,30,100770,99620,98520,75.86,0,6.18,6.62,6.69,6.7,6.7,6.68,6.65,6.62,6.51,198.21,198.16,198.16,198.17000000000002,198.18,198.19,198.19,198.18,198.08,27.36,27.04,26.87,26.67,26.48,26.29,26.09,25.900000000000002,25.5,N/A,N/A -2012,6,6,0,30,100790,99650,98540,69.24,0,5.84,6.32,6.41,6.46,6.49,6.51,6.5200000000000005,6.54,6.5600000000000005,197.9,197.78,197.70000000000002,197.6,197.5,197.39000000000001,197.27,197.16,196.95000000000002,27.69,27.400000000000002,27.240000000000002,27.05,26.87,26.69,26.51,26.330000000000002,25.98,N/A,N/A -2012,6,6,1,30,100760,99620,98510,74.58,0,6.7700000000000005,7.3100000000000005,7.41,7.45,7.47,7.47,7.47,7.46,7.43,200.8,200.56,200.45000000000002,200.34,200.24,200.15,200.05,199.96,199.74,27.39,27.07,26.900000000000002,26.71,26.52,26.34,26.14,25.96,25.59,N/A,N/A -2012,6,6,2,30,100790,99640,98540,74.7,0,6.43,6.94,7.03,7.07,7.09,7.1000000000000005,7.1000000000000005,7.09,7.07,195.19,195.35,195.53,195.70000000000002,195.85,196,196.16,196.3,196.65,27.37,27.05,26.88,26.69,26.5,26.32,26.13,25.95,25.580000000000002,N/A,N/A -2012,6,6,3,30,100840,99690,98580,71.92,0,6.05,6.54,6.640000000000001,6.68,6.71,6.73,6.74,6.74,6.74,191.39000000000001,191.48000000000002,191.46,191.45000000000002,191.44,191.42000000000002,191.41,191.39000000000001,191.37,27.44,27.13,26.96,26.77,26.580000000000002,26.400000000000002,26.2,26.02,25.64,N/A,N/A -2012,6,6,4,30,100860,99710,98600,74.63,0,5.91,6.37,6.45,6.48,6.49,6.5,6.5,6.49,6.47,197.61,197.58,197.53,197.49,197.44,197.4,197.35,197.31,197.21,27.29,26.96,26.79,26.6,26.41,26.22,26.03,25.85,25.47,N/A,N/A -2012,6,6,5,30,100870,99720,98610,74.43,0,5.25,5.65,5.73,5.76,5.79,5.8,5.8100000000000005,5.82,5.82,204.57,204.59,204.58,204.56,204.56,204.55,204.54,204.54,204.53,27.240000000000002,26.91,26.740000000000002,26.54,26.35,26.16,25.97,25.78,25.400000000000002,N/A,N/A -2012,6,6,6,30,100830,99680,98570,76.60000000000001,0,6.28,6.74,6.84,6.87,6.890000000000001,6.9,6.9,6.890000000000001,6.88,214.18,214.1,214.05,214,213.96,213.93,213.88,213.83,213.73000000000002,27.080000000000002,26.740000000000002,26.57,26.37,26.19,26,25.810000000000002,25.62,25.25,N/A,N/A -2012,6,6,7,30,100850,99710,98600,75.65,0,5.33,5.71,5.7700000000000005,5.79,5.8,5.8,5.8,5.8,5.7700000000000005,217.07,216.89000000000001,216.77,216.66,216.55,216.45000000000002,216.34,216.24,216.03,27.080000000000002,26.740000000000002,26.57,26.38,26.19,26,25.8,25.62,25.240000000000002,N/A,N/A -2012,6,6,8,30,100850,99700,98590,72.5,0,4.86,5.21,5.28,5.3100000000000005,5.33,5.3500000000000005,5.36,5.37,5.38,222.94,223,223,223.02,223.04,223.06,223.08,223.11,223.17000000000002,27.150000000000002,26.830000000000002,26.650000000000002,26.46,26.27,26.080000000000002,25.89,25.71,25.330000000000002,N/A,N/A -2012,6,6,9,30,100870,99720,98610,73.14,0,4.95,5.2700000000000005,5.32,5.33,5.34,5.34,5.33,5.32,5.3,220.75,220.78,220.83,220.88,220.94,220.99,221.04,221.08,221.19,27.1,26.77,26.6,26.41,26.22,26.03,25.830000000000002,25.650000000000002,25.27,N/A,N/A -2012,6,6,10,30,100900,99750,98640,73.48,0,3.64,3.85,3.89,3.9,3.91,3.91,3.91,3.9,3.89,208.88,208.93,208.91,208.87,208.83,208.79,208.75,208.70000000000002,208.61,27.04,26.72,26.54,26.34,26.16,25.97,25.77,25.59,25.2,N/A,N/A -2012,6,6,11,30,100920,99770,98660,71.49,0,3.24,3.43,3.46,3.47,3.48,3.49,3.49,3.49,3.5,215.56,215.33,215.1,214.88,214.68,214.5,214.31,214.12,213.76,27.080000000000002,26.76,26.59,26.39,26.2,26.01,25.810000000000002,25.63,25.240000000000002,N/A,N/A -2012,6,6,12,30,100950,99810,98690,73.74,0,2.85,2.98,2.99,3,2.99,2.99,2.98,2.98,2.96,207.14000000000001,207.11,207.07,207.02,206.97,206.92000000000002,206.85,206.79,206.65,27,26.67,26.490000000000002,26.3,26.1,25.91,25.72,25.53,25.150000000000002,N/A,N/A -2012,6,6,13,30,100990,99840,98730,72.91,0,2.5100000000000002,2.62,2.63,2.64,2.64,2.64,2.64,2.64,2.63,227.56,227.3,227.07,226.85,226.63,226.42000000000002,226.20000000000002,226,225.58,27.02,26.69,26.52,26.32,26.13,25.94,25.740000000000002,25.560000000000002,25.17,N/A,N/A -2012,6,6,14,30,101040,99890,98780,73.27,0,1.8,1.8800000000000001,1.8800000000000001,1.8900000000000001,1.8900000000000001,1.8900000000000001,1.8900000000000001,1.8900000000000001,1.8900000000000001,230.43,229.64000000000001,229.07,228.52,228.02,227.53,227.04,226.59,225.68,27.03,26.7,26.52,26.330000000000002,26.13,25.95,25.75,25.560000000000002,25.18,N/A,N/A -2012,6,6,15,30,101070,99920,98810,73.39,0,1.6500000000000001,1.7,1.7,1.69,1.69,1.68,1.67,1.6600000000000001,1.6500000000000001,252.97,252.4,251.97,251.55,251.17000000000002,250.81,250.45000000000002,250.11,249.42000000000002,27.09,26.75,26.57,26.37,26.18,25.990000000000002,25.8,25.61,25.22,N/A,N/A -2012,6,6,16,30,101070,99920,98810,74.4,0,1.45,1.52,1.53,1.54,1.54,1.55,1.56,1.56,1.57,197.68,196.99,196.62,196.26,195.93,195.61,195.3,195.03,194.4,27.080000000000002,26.73,26.560000000000002,26.36,26.16,25.97,25.78,25.59,25.2,N/A,N/A -2012,6,6,17,30,101070,99930,98810,75.41,0,1.3800000000000001,1.42,1.43,1.43,1.43,1.42,1.42,1.42,1.41,201.47,201.69,201.70000000000002,201.70000000000002,201.71,201.72,201.72,201.72,201.67000000000002,27.14,26.78,26.61,26.41,26.21,26.02,25.830000000000002,25.64,25.26,N/A,N/A -2012,6,6,18,30,101050,99910,98800,77.22,0,3.56,3.72,3.74,3.74,3.73,3.72,3.71,3.7,3.67,186.55,186.08,185.83,185.58,185.33,185.1,184.83,184.58,184.02,27.21,26.830000000000002,26.650000000000002,26.45,26.26,26.07,25.87,25.69,25.3,N/A,N/A -2012,6,6,19,30,101050,99900,98790,76.59,0,4.0200000000000005,4.22,4.25,4.25,4.25,4.25,4.24,4.24,4.21,176.23,176.16,176.08,176,175.9,175.81,175.70000000000002,175.59,175.34,27.32,26.95,26.78,26.57,26.38,26.19,26,25.810000000000002,25.44,N/A,N/A -2012,6,6,20,30,101010,99860,98750,78.06,0,4.65,4.91,4.95,4.96,4.97,4.97,4.96,4.95,4.93,181.55,181.38,181.28,181.18,181.08,180.98,180.86,180.74,180.44,27.36,27,26.830000000000002,26.63,26.44,26.25,26.05,25.87,25.5,N/A,N/A -2012,6,6,21,30,100950,99810,98700,78.17,0,5.01,5.33,5.38,5.4,5.4,5.4,5.4,5.39,5.38,180.55,180.41,180.36,180.3,180.22,180.12,179.99,179.86,179.44,27.42,27.07,26.900000000000002,26.71,26.52,26.330000000000002,26.14,25.96,25.59,N/A,N/A -2012,6,6,22,30,100920,99770,98670,80.75,0,5.18,5.54,5.61,5.64,5.65,5.66,5.66,5.66,5.66,179.48,179.18,178.99,178.77,178.56,178.35,178.11,177.87,177.29,27.35,27.02,26.85,26.650000000000002,26.46,26.27,26.080000000000002,25.900000000000002,25.53,N/A,N/A -2012,6,6,23,30,100890,99740,98640,79.92,0,5.3100000000000005,5.69,5.75,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.76,5.75,5.72,181.27,181.07,180.95000000000002,180.82,180.70000000000002,180.58,180.44,180.31,179.96,27.41,27.09,26.92,26.72,26.54,26.35,26.16,25.98,25.6,N/A,N/A -2012,6,7,0,30,100900,99760,98650,82.17,0,5.34,5.75,5.82,5.8500000000000005,5.87,5.88,5.87,5.87,5.8500000000000005,173.16,172.89000000000001,172.84,172.79,172.73,172.67000000000002,172.6,172.53,172.37,27.34,27.02,26.85,26.650000000000002,26.46,26.28,26.09,25.900000000000002,25.52,N/A,N/A -2012,6,7,1,30,100940,99800,98690,82.86,0,4.88,5.22,5.29,5.32,5.34,5.3500000000000005,5.3500000000000005,5.3500000000000005,5.3500000000000005,171.75,171.5,171.33,171.14000000000001,170.97,170.8,170.6,170.4,169.93,27.25,26.93,26.76,26.560000000000002,26.38,26.19,26,25.810000000000002,25.44,N/A,N/A -2012,6,7,2,30,100990,99850,98740,80.59,0,4.91,5.25,5.3100000000000005,5.34,5.3500000000000005,5.36,5.3500000000000005,5.3500000000000005,5.34,162.75,162.56,162.45000000000002,162.32,162.20000000000002,162.08,161.93,161.78,161.41,27.32,27,26.830000000000002,26.63,26.45,26.26,26.07,25.88,25.51,N/A,N/A -2012,6,7,3,30,101070,99920,98810,80.66,0,4.84,5.18,5.24,5.2700000000000005,5.29,5.3,5.3100000000000005,5.32,5.32,110.95,110.67,110.68,110.66,110.64,110.60000000000001,110.55,110.51,110.4,27.36,27.04,26.87,26.67,26.490000000000002,26.3,26.11,25.92,25.55,N/A,N/A -2012,6,7,4,30,101070,99930,98820,82.29,0,6.21,6.7700000000000005,6.890000000000001,6.95,6.99,7.01,7.03,7.03,7.03,100.68,100.38,100.36,100.35000000000001,100.34,100.33,100.31,100.3,100.29,27.38,27.05,26.88,26.68,26.490000000000002,26.3,26.1,25.92,25.54,N/A,N/A -2012,6,7,5,30,101070,99920,98810,83.26,0,6.91,7.390000000000001,7.46,7.48,7.47,7.45,7.42,7.390000000000001,7.2700000000000005,103.73,103.46000000000001,103.27,103.05,102.78,102.49000000000001,102.07000000000001,101.65,99.99000000000001,26.650000000000002,26.28,26.11,25.93,25.75,25.580000000000002,25.41,25.26,25,N/A,N/A -2012,6,7,6,30,101080,99930,98820,83.39,0,4.36,4.57,4.6000000000000005,4.6000000000000005,4.58,4.57,4.54,4.5200000000000005,4.46,108.65,108.81,108.93,109.05,109.17,109.28,109.41,109.54,109.84,26.62,26.26,26.09,25.900000000000002,25.71,25.53,25.34,25.17,24.82,N/A,N/A -2012,6,7,7,30,101080,99930,98820,84.36,0,2.84,2.98,3,3.0100000000000002,3.02,3.02,3.02,3.02,3.0100000000000002,98.13,99.35000000000001,100.06,100.77,101.43,102.08,102.79,103.48,105.06,26.67,26.32,26.150000000000002,25.95,25.76,25.57,25.38,25.2,24.82,N/A,N/A -2012,6,7,8,30,101070,99920,98810,84.18,0,2.73,2.85,2.87,2.86,2.86,2.85,2.84,2.83,2.8000000000000003,85.01,85.45,85.89,86.28,86.64,86.98,87.33,87.68,88.39,26.78,26.44,26.27,26.07,25.88,25.69,25.490000000000002,25.310000000000002,24.93,N/A,N/A -2012,6,7,9,30,101090,99950,98830,82.8,0,4.8100000000000005,5.19,5.29,5.3500000000000005,5.4,5.44,5.47,5.5,5.5600000000000005,54.49,54.32,54.24,54.160000000000004,54.08,53.99,53.910000000000004,53.83,53.67,26.82,26.47,26.29,26.09,25.900000000000002,25.71,25.52,25.330000000000002,24.95,N/A,N/A -2012,6,7,10,30,101100,99940,98830,86.96000000000001,0,7.37,7.84,7.9,7.91,7.890000000000001,7.8500000000000005,7.79,7.74,7.57,36.550000000000004,36.910000000000004,37.17,37.46,37.77,38.1,38.51,38.92,40.25,25.39,24.95,24.75,24.55,24.36,24.18,23.990000000000002,23.81,23.45,N/A,N/A -2012,6,7,11,30,101130,99970,98850,86.18,0,6.51,6.93,7,7.0200000000000005,7.01,7,6.97,6.94,6.8500000000000005,51.59,51.95,52.19,52.47,52.74,53.03,53.38,53.730000000000004,54.69,25.75,25.330000000000002,25.14,24.93,24.740000000000002,24.55,24.36,24.18,23.81,N/A,N/A -2012,6,7,12,30,101130,99980,98860,86.14,0,6.03,6.4,6.46,6.47,6.47,6.45,6.43,6.41,6.34,55.28,55.63,55.870000000000005,56.120000000000005,56.36,56.6,56.88,57.160000000000004,57.83,25.830000000000002,25.41,25.23,25.02,24.830000000000002,24.64,24.44,24.26,23.88,N/A,N/A -2012,6,7,13,30,101200,100050,98930,85.39,0,5.87,6.25,6.32,6.34,6.3500000000000005,6.34,6.33,6.32,6.2700000000000005,50.660000000000004,50.85,51,51.15,51.300000000000004,51.44,51.6,51.75,52.1,26.07,25.67,25.48,25.28,25.080000000000002,24.900000000000002,24.7,24.51,24.13,N/A,N/A -2012,6,7,14,30,101190,100030,98920,83.63,0,5.68,6.03,6.09,6.1000000000000005,6.1000000000000005,6.09,6.07,6.05,5.99,74.07000000000001,74.25,74.41,74.58,74.75,74.92,75.13,75.32000000000001,75.86,26.2,25.810000000000002,25.63,25.43,25.240000000000002,25.05,24.86,24.67,24.29,N/A,N/A -2012,6,7,15,30,101280,100130,99010,81.92,0,5.11,5.41,5.47,5.49,5.49,5.49,5.48,5.47,5.44,64.99,65.18,65.18,65.21000000000001,65.24,65.29,65.34,65.4,65.57000000000001,26.35,25.97,25.79,25.580000000000002,25.39,25.2,25.01,24.82,24.44,N/A,N/A -2012,6,7,16,30,101240,100080,98970,79.64,0,4.03,4.22,4.23,4.22,4.21,4.18,4.15,4.12,4.0200000000000005,75.49,75.59,75.63,75.68,75.74,75.82000000000001,75.92,76.03,76.43,26.55,26.18,26,25.8,25.61,25.43,25.23,25.05,24.69,N/A,N/A -2012,6,7,17,30,101240,100090,98970,81.9,0,5.11,5.4,5.45,5.46,5.46,5.44,5.43,5.41,5.3500000000000005,88.39,88.42,88.47,88.53,88.59,88.65,88.71000000000001,88.77,88.92,26.67,26.3,26.12,25.92,25.73,25.55,25.35,25.17,24.8,N/A,N/A -2012,6,7,18,30,101210,100060,98950,83.7,0,5.1000000000000005,5.39,5.41,5.4,5.38,5.36,5.32,5.28,5.14,117.14,117.27,117.3,117.37,117.45,117.54,117.67,117.8,118.37,26.91,26.54,26.37,26.17,25.98,25.8,25.62,25.44,25.11,N/A,N/A -2012,6,7,19,30,101150,100010,98900,83.9,0,4.86,5.14,5.19,5.19,5.18,5.16,5.14,5.11,5.03,129.88,129.93,129.96,129.98,130,130.02,130.04,130.08,130.19,27.150000000000002,26.8,26.62,26.42,26.240000000000002,26.05,25.86,25.68,25.32,N/A,N/A -2012,6,7,20,30,101140,100000,98890,83.94,0,2.73,2.85,2.86,2.86,2.86,2.85,2.84,2.83,2.8000000000000003,133.1,133.25,133.23,133.23,133.24,133.25,133.28,133.32,133.43,27.310000000000002,26.96,26.78,26.580000000000002,26.39,26.2,26.01,25.830000000000002,25.45,N/A,N/A -2012,6,7,21,30,101130,99980,98870,84.01,0,2.15,2.23,2.24,2.24,2.24,2.24,2.23,2.22,2.21,136.98,137.04,137.07,137.1,137.12,137.14000000000001,137.15,137.15,137.16,27.41,27.060000000000002,26.89,26.69,26.5,26.310000000000002,26.12,25.93,25.55,N/A,N/A -2012,6,7,22,30,101120,99970,98870,84.98,0,2.59,2.69,2.69,2.68,2.67,2.66,2.65,2.63,2.6,152.88,153.06,153.13,153.21,153.29,153.36,153.45000000000002,153.53,153.75,27.46,27.11,26.93,26.740000000000002,26.55,26.36,26.16,25.98,25.6,N/A,N/A -2012,6,7,23,30,101120,99970,98860,84.48,0,1.26,1.3,1.31,1.31,1.31,1.31,1.31,1.31,1.3,196.9,196.41,196.04,195.67000000000002,195.34,195.04,194.72,194.44,193.86,27.5,27.150000000000002,26.98,26.78,26.59,26.400000000000002,26.21,26.02,25.64,N/A,N/A -2012,6,8,0,30,101140,99990,98890,84.08,0,1.31,1.3900000000000001,1.42,1.43,1.45,1.46,1.48,1.49,1.52,112.83,113.17,113.32000000000001,113.44,113.53,113.60000000000001,113.66,113.7,113.77,27.5,27.17,27,26.8,26.62,26.42,26.23,26.04,25.66,N/A,N/A -2012,6,8,1,30,101110,99970,98860,84.89,0,2.38,2.5100000000000002,2.54,2.56,2.57,2.58,2.6,2.61,2.62,97.3,96.97,96.89,96.8,96.72,96.64,96.56,96.47,96.31,27.43,27.11,26.94,26.740000000000002,26.55,26.36,26.17,25.98,25.6,N/A,N/A -2012,6,8,2,30,101190,100050,98940,86.08,0,4.79,5.15,5.23,5.28,5.3100000000000005,5.33,5.3500000000000005,5.36,5.38,55.6,55.68,55.800000000000004,55.910000000000004,56,56.08,56.15,56.21,56.32,27.52,27.19,27.02,26.82,26.63,26.44,26.25,26.060000000000002,25.68,N/A,N/A -2012,6,8,3,30,101200,100050,98930,84.47,1.1,10.06,11,11.22,11.35,11.44,11.51,11.56,11.6,11.65,71.72,72.36,72.61,72.85000000000001,73.08,73.28,73.5,73.69,74.11,25.88,25.44,25.25,25.05,24.85,24.67,24.47,24.29,23.92,N/A,N/A -2012,6,8,4,30,101190,100040,98920,84.84,0,7.29,7.86,7.99,8.05,8.1,8.120000000000001,8.15,8.16,8.19,83.41,84.15,84.62,85.12,85.60000000000001,86.08,86.59,87.07000000000001,88.16,25.84,25.43,25.240000000000002,25.04,24.85,24.67,24.48,24.3,23.93,N/A,N/A -2012,6,8,5,30,101180,100030,98910,84.06,0,6.97,7.5600000000000005,7.71,7.8,7.88,7.930000000000001,7.98,8.03,8.11,92.28,93.16,93.73,94.29,94.81,95.31,95.81,96.29,97.29,26.2,25.8,25.62,25.42,25.23,25.05,24.86,24.67,24.3,N/A,N/A -2012,6,8,6,30,101180,100030,98920,81.11,0,4.63,4.96,5.03,5.07,5.1000000000000005,5.11,5.12,5.13,5.14,102.12,102.16,102.22,102.25,102.26,102.27,102.27,102.26,102.24000000000001,26.560000000000002,26.19,26.01,25.810000000000002,25.62,25.43,25.23,25.04,24.66,N/A,N/A -2012,6,8,7,30,101180,100030,98920,82.57000000000001,0,3.13,3.2800000000000002,3.3000000000000003,3.31,3.31,3.31,3.31,3.3000000000000003,3.3000000000000003,123.7,123.55,123.53,123.52,123.49000000000001,123.46000000000001,123.45,123.44,123.39,26.52,26.17,25.990000000000002,25.79,25.6,25.41,25.22,25.04,24.66,N/A,N/A -2012,6,8,8,30,101180,100030,98920,78.39,0,2.04,2.15,2.17,2.19,2.21,2.22,2.23,2.24,2.2600000000000002,79.27,80.58,81.32000000000001,82.02,82.64,83.2,83.75,84.25,85.25,26.78,26.44,26.26,26.060000000000002,25.87,25.68,25.48,25.3,24.91,N/A,N/A -2012,6,8,9,30,101190,100030,98920,76.36,0,3.49,3.71,3.7600000000000002,3.8000000000000003,3.83,3.85,3.88,3.9,3.94,78.98,77.27,76.29,75.32000000000001,74.45,73.61,72.79,72.01,70.48,26.71,26.36,26.18,25.98,25.79,25.6,25.400000000000002,25.22,24.84,N/A,N/A -2012,6,8,10,30,101190,100040,98920,78.36,0,2.64,2.7600000000000002,2.79,2.8000000000000003,2.82,2.83,2.83,2.84,2.85,94.47,95.37,95.94,96.43,96.86,97.26,97.68,98.06,98.93,26.52,26.16,25.98,25.79,25.6,25.41,25.21,25.03,24.650000000000002,N/A,N/A -2012,6,8,11,30,101210,100060,98940,79.63,0,4.99,5.0600000000000005,4.95,4.79,4.6000000000000005,4.4,4.16,3.93,3.37,139.21,139.04,138.83,138.61,138.31,137.97,137.34,136.71,133.98,25.810000000000002,25.44,25.27,25.09,24.92,24.76,24.59,24.43,24.1,N/A,N/A -2012,6,8,12,30,101260,100100,98980,82.60000000000001,0,2.98,3.13,3.13,3.11,3.1,3.09,3.0700000000000003,3.0500000000000003,3.02,66.56,65.57000000000001,65.06,64.5,63.980000000000004,63.47,62.940000000000005,62.440000000000005,61.34,25.87,25.5,25.32,25.11,24.92,24.73,24.53,24.35,23.96,N/A,N/A -2012,6,8,13,30,101260,100100,98980,82.35000000000001,0,5.69,5.8100000000000005,5.79,5.75,5.7700000000000005,5.84,5.92,6,6.11,68.77,69.34,69.89,70.62,71.54,72.58,73.4,74.09,75.32000000000001,24.7,24.330000000000002,24.22,24.14,24.18,24.29,24.44,24.59,24.61,N/A,N/A -2012,6,8,14,30,101230,100070,98950,82.75,0,4.13,4.25,4.25,4.21,4.17,4.13,4.07,4.0200000000000005,3.9,63.29,62.15,61.5,60.78,60.03,59.26,58.32,57.44,55.31,25,24.59,24.41,24.23,24.060000000000002,23.89,23.73,23.580000000000002,23.330000000000002,N/A,N/A -2012,6,8,15,30,101230,100070,98960,73.28,0,3.7800000000000002,3.94,3.94,3.93,3.91,3.88,3.85,3.83,3.77,39.33,38.480000000000004,38,37.52,37.09,36.68,36.28,35.9,35.21,26.27,25.900000000000002,25.73,25.54,25.36,25.18,25,24.830000000000002,24.48,N/A,N/A -2012,6,8,16,30,101270,100110,98990,88.91,379.40000000000003,4,4.11,4.16,4.23,4.34,4.46,4.62,4.79,5.15,109.96000000000001,103.73,99.85000000000001,95.63,91.7,87.96000000000001,84.10000000000001,80.44,73.48,24.650000000000002,24.25,24.1,23.95,23.830000000000002,23.71,23.63,23.56,23.48,N/A,N/A -2012,6,8,17,30,101220,100060,98940,92.48,87.2,1.28,1.46,1.62,1.9000000000000001,2.2,2.54,2.88,3.21,3.75,157.20000000000002,129.18,114.89,104.89,97.07000000000001,90.60000000000001,86.01,82.18,77.69,24.42,24.25,24.21,24.18,24.14,24.11,24.1,24.09,24,N/A,N/A -2012,6,8,18,30,101180,100030,98920,76.43,5.9,1.42,1.56,1.62,1.67,1.72,1.76,1.8,1.84,1.9100000000000001,101.19,99.9,99.08,98.36,97.72,97.11,96.53,95.99000000000001,94.86,26.330000000000002,25.98,25.810000000000002,25.61,25.42,25.240000000000002,25.04,24.86,24.48,N/A,N/A -2012,6,8,19,30,101140,99990,98880,70.87,0,4.55,4.86,4.91,4.94,4.96,4.97,4.98,4.98,4.99,74.4,74.32000000000001,74.17,74.01,73.87,73.73,73.57000000000001,73.41,73.06,27.080000000000002,26.73,26.55,26.35,26.16,25.98,25.78,25.6,25.22,N/A,N/A -2012,6,8,20,30,101110,99960,98850,73.14,0,4.16,4.39,4.43,4.45,4.46,4.46,4.46,4.46,4.45,101.29,100.42,100.01,99.56,99.13,98.69,98.22,97.76,96.72,27.23,26.89,26.72,26.52,26.330000000000002,26.14,25.95,25.77,25.400000000000002,N/A,N/A -2012,6,8,21,30,101090,99950,98830,76.17,0,4.22,4.45,4.48,4.49,4.49,4.49,4.48,4.47,4.45,117.10000000000001,116.54,116.24000000000001,115.94,115.64,115.34,115.02,114.72,113.99000000000001,27.17,26.82,26.64,26.45,26.26,26.07,25.87,25.69,25.32,N/A,N/A -2012,6,8,22,30,101060,99910,98800,72.59,0,3.72,3.92,3.95,3.96,3.95,3.95,3.93,3.92,3.88,116.09,116.02,116.04,116.04,116.03,116.02,115.97,115.92,115.74000000000001,27.22,26.88,26.71,26.51,26.32,26.13,25.93,25.75,25.36,N/A,N/A -2012,6,8,23,30,101050,99900,98790,76.44,0,4.25,4.49,4.5200000000000005,4.53,4.53,4.5200000000000005,4.51,4.5,4.48,130.05,129.54,129.3,129.07,128.86,128.65,128.45,128.26,127.86,27.13,26.79,26.62,26.42,26.23,26.04,25.84,25.66,25.27,N/A,N/A -2012,6,9,0,30,101030,99880,98770,75.28,0,3.15,3.3200000000000003,3.35,3.37,3.38,3.38,3.38,3.38,3.38,120.51,119.88,119.51,119.17,118.85000000000001,118.55,118.25,117.97,117.34,27.07,26.73,26.560000000000002,26.36,26.17,25.98,25.78,25.59,25.21,N/A,N/A -2012,6,9,1,30,101030,99880,98770,78.93,0,1.8900000000000001,1.98,2,2.0100000000000002,2.0100000000000002,2.0100000000000002,2.02,2.02,2.02,117.8,117.29,117.05,116.79,116.56,116.32000000000001,116.07000000000001,115.83,115.34,26.93,26.6,26.42,26.22,26.03,25.84,25.650000000000002,25.46,25.080000000000002,N/A,N/A -2012,6,9,2,30,101040,99890,98780,80.99,0,2.02,2.14,2.17,2.19,2.2,2.22,2.23,2.24,2.2600000000000002,75.64,75.77,75.96000000000001,76.13,76.28,76.43,76.58,76.7,76.97,26.91,26.57,26.400000000000002,26.2,26.01,25.82,25.62,25.43,25.05,N/A,N/A -2012,6,9,3,30,101080,99920,98800,93.83,0,13.64,15.18,15.4,15.49,15.49,15.450000000000001,15.36,15.26,14.950000000000001,61.19,61.15,61.34,61.58,61.83,62.09,62.4,62.68,63.43,24.650000000000002,24.02,23.77,23.53,23.31,23.1,22.87,22.67,22.400000000000002,N/A,N/A -2012,6,9,4,30,101050,99880,98760,84.46000000000001,27.1,7.0600000000000005,7.54,7.640000000000001,7.72,7.79,7.86,7.97,8.09,8.49,68.95,69.36,69.75,70.18,70.7,71.22,71.95,72.7,75.34,23.91,23.46,23.3,23.150000000000002,23.02,22.900000000000002,22.8,22.72,22.66,N/A,N/A -2012,6,9,5,30,101040,99880,98760,80.85000000000001,0,3.81,3.89,3.87,3.83,3.79,3.7600000000000002,3.72,3.7,3.7,131.57,129.92000000000002,128.99,128.05,127.17,126.33,125.48,124.7,124.02,25.060000000000002,24.67,24.490000000000002,24.310000000000002,24.14,23.97,23.8,23.64,23.35,N/A,N/A -2012,6,9,6,30,101000,99850,98730,78.58,0,3.16,3.2800000000000002,3.29,3.29,3.29,3.2800000000000002,3.2800000000000002,3.2800000000000002,3.33,118.69,118.60000000000001,118.57000000000001,118.55,118.53,118.52,118.54,118.56,118.89,25.29,24.900000000000002,24.72,24.53,24.34,24.16,23.98,23.82,23.52,N/A,N/A -2012,6,9,7,30,101020,99870,98750,80.02,0,4.74,5.04,5.1000000000000005,5.14,5.17,5.19,5.21,5.22,5.26,93.05,93.44,93.67,93.89,94.10000000000001,94.3,94.52,94.72,95.17,25.86,25.45,25.27,25.07,24.88,24.69,24.490000000000002,24.310000000000002,23.93,N/A,N/A -2012,6,9,8,30,100980,99830,98720,76.73,0,3.3200000000000003,3.5700000000000003,3.63,3.69,3.74,3.7800000000000002,3.8200000000000003,3.86,3.95,97.03,96.8,96.77,96.74000000000001,96.71000000000001,96.68,96.66,96.63,96.58,26.310000000000002,25.94,25.76,25.560000000000002,25.37,25.18,24.98,24.79,24.41,N/A,N/A -2012,6,9,9,30,101030,99870,98750,89.57000000000001,184.9,4.21,4.32,4.3100000000000005,4.25,4.19,4.11,4.04,3.98,3.98,76.93,80.45,82.7,85.48,88.39,91.49,94.64,97.56,102.31,24.22,23.87,23.77,23.71,23.72,23.77,23.81,23.84,23.740000000000002,N/A,N/A -2012,6,9,10,30,100990,99830,98710,84.98,9.200000000000001,2.44,2.35,2.24,2.11,2.09,2.11,2.08,2.0300000000000002,2,19.56,24.73,29.990000000000002,38.67,51.9,67.9,79.19,88.03,106.55,24.25,23.91,23.8,23.72,23.740000000000002,23.82,23.79,23.73,23.43,N/A,N/A -2012,6,9,11,30,100990,99840,98720,85.95,1.8,0.11,0.16,0.2,0.25,0.31,0.36,0.42,0.49,0.67,59.69,84.72,99.45,105.99000000000001,110.21000000000001,112.58,113.74000000000001,114.46000000000001,113.16,25.27,24.900000000000002,24.72,24.53,24.34,24.16,23.98,23.81,23.46,N/A,N/A -2012,6,9,12,30,100990,99840,98720,85.58,0,1.6,1.6300000000000001,1.62,1.61,1.59,1.58,1.56,1.54,1.48,305.24,307.19,308.31,309.54,310.85,312.2,313.91,315.59000000000003,321.02,25.6,25.23,25.05,24.85,24.66,24.47,24.28,24.1,23.740000000000002,N/A,N/A -2012,6,9,13,30,101020,99870,98750,84.3,0,2.11,2.24,2.27,2.3000000000000003,2.32,2.35,2.37,2.39,2.43,6.92,9.49,10.72,11.89,12.97,14,15.02,15.97,17.96,26.11,25.740000000000002,25.560000000000002,25.36,25.17,24.98,24.79,24.6,24.22,N/A,N/A -2012,6,9,14,30,101030,99880,98770,79.84,0,4.62,4.84,4.86,4.8500000000000005,4.83,4.8100000000000005,4.79,4.76,4.7,32.980000000000004,33.51,33.86,34.18,34.480000000000004,34.75,35.02,35.27,35.77,26.36,25.98,25.8,25.6,25.41,25.22,25.02,24.84,24.46,N/A,N/A -2012,6,9,15,30,101060,99900,98780,90.07000000000001,0,4.42,4.51,4.46,4.4,4.33,4.2700000000000005,4.2,4.14,4.03,124.05,121.38,119.61,117.67,115.82000000000001,114.01,112.13,110.38,105.77,25.13,24.72,24.53,24.34,24.150000000000002,23.98,23.79,23.62,23.27,N/A,N/A -2012,6,9,16,30,101020,99860,98740,86.4,0,2.63,2.66,2.62,2.56,2.5100000000000002,2.45,2.38,2.31,2.11,138.8,136.97,135.62,134.15,132.55,130.89000000000001,128.57,126.25,116.47,25.32,24.92,24.740000000000002,24.54,24.35,24.17,23.98,23.81,23.45,N/A,N/A -2012,6,9,17,30,101010,99860,98740,84.58,0,2.07,2.04,2,1.94,1.9000000000000001,1.85,1.8,1.76,1.69,111.65,108.59,106.66,104.53,102.31,100.04,97.29,94.64,87.8,25.490000000000002,25.09,24.91,24.71,24.52,24.34,24.14,23.96,23.59,N/A,N/A -2012,6,9,18,30,100990,99840,98720,84.28,0,2.95,3.08,3.09,3.09,3.08,3.08,3.0700000000000003,3.0700000000000003,3.06,68.26,67.29,66.62,65.96000000000001,65.32000000000001,64.67,63.980000000000004,63.31,61.83,25.79,25.38,25.19,24.990000000000002,24.79,24.61,24.41,24.22,23.84,N/A,N/A -2012,6,9,19,30,100980,99830,98710,78.4,0,3.88,4.12,4.18,4.22,4.25,4.28,4.3,4.32,4.3500000000000005,97.51,97.24000000000001,97.09,96.95,96.81,96.69,96.56,96.45,96.2,26.35,25.96,25.77,25.57,25.37,25.19,24.990000000000002,24.8,24.42,N/A,N/A -2012,6,9,20,30,100910,99760,98650,79.97,0,4.5600000000000005,4.79,4.83,4.84,4.83,4.82,4.8100000000000005,4.79,4.75,129.76,129.38,129.21,129.02,128.82,128.62,128.4,128.18,127.65,26.43,26.05,25.87,25.67,25.48,25.29,25.09,24.91,24.54,N/A,N/A -2012,6,9,21,30,100900,99760,98650,79.77,0,3.92,4.17,4.23,4.2700000000000005,4.3,4.32,4.34,4.36,4.39,106,106.12,106.19,106.24000000000001,106.3,106.35000000000001,106.39,106.43,106.51,26.66,26.28,26.1,25.900000000000002,25.71,25.52,25.32,25.13,24.75,N/A,N/A -2012,6,9,22,30,100890,99740,98630,80.06,0,6.0600000000000005,6.48,6.5600000000000005,6.59,6.61,6.62,6.62,6.62,6.61,119.23,119.34,119.39,119.45,119.51,119.56,119.63,119.69,119.82000000000001,26.73,26.36,26.17,25.97,25.78,25.59,25.39,25.2,24.82,N/A,N/A -2012,6,9,23,30,100850,99710,98600,83.72,0,4.79,5.07,5.11,5.13,5.14,5.14,5.13,5.13,5.11,136.67000000000002,137.17000000000002,137.4,137.64000000000001,137.86,138.08,138.3,138.51,138.96,26.66,26.29,26.12,25.91,25.72,25.53,25.34,25.150000000000002,24.77,N/A,N/A -2012,6,10,0,30,100810,99670,98560,81.65,0,4.26,4.5200000000000005,4.5600000000000005,4.58,4.59,4.6000000000000005,4.6000000000000005,4.6000000000000005,4.59,143.6,143.44,143.34,143.24,143.15,143.07,142.97,142.89000000000001,142.68,26.71,26.35,26.18,25.98,25.79,25.6,25.400000000000002,25.22,24.84,N/A,N/A -2012,6,10,1,30,100800,99650,98540,85.45,0,6.45,6.88,6.94,6.96,6.96,6.95,6.93,6.91,6.8500000000000005,145.1,145.16,145.13,145.11,145.1,145.08,145.06,145.05,145,26.52,26.13,25.95,25.75,25.560000000000002,25.37,25.17,24.990000000000002,24.61,N/A,N/A -2012,6,10,2,30,100820,99670,98570,85.02,0,5.51,5.88,5.95,5.98,6,6.01,6.01,6.01,5.99,155.44,155.36,155.31,155.25,155.18,155.11,155.03,154.95000000000002,154.77,26.650000000000002,26.28,26.1,25.900000000000002,25.71,25.51,25.32,25.14,24.75,N/A,N/A -2012,6,10,3,30,100850,99700,98590,84.31,0,5.59,5.96,6.04,6.07,6.09,6.09,6.09,6.09,6.08,152.65,152.83,152.95000000000002,153.07,153.18,153.27,153.38,153.47,153.66,26.73,26.36,26.18,25.98,25.79,25.6,25.400000000000002,25.22,24.84,N/A,N/A -2012,6,10,4,30,100830,99690,98580,83.22,0,5.12,5.46,5.5200000000000005,5.55,5.5600000000000005,5.57,5.57,5.57,5.55,162.5,162.47,162.47,162.45000000000002,162.44,162.43,162.41,162.39000000000001,162.34,26.740000000000002,26.37,26.19,25.990000000000002,25.8,25.61,25.41,25.23,24.84,N/A,N/A -2012,6,10,5,30,100820,99670,98560,84.21000000000001,0,5.59,5.98,6.05,6.08,6.09,6.1000000000000005,6.1000000000000005,6.09,6.07,163.59,163.72,163.77,163.81,163.84,163.88,163.91,163.94,164.01,26.72,26.34,26.16,25.96,25.77,25.580000000000002,25.38,25.19,24.810000000000002,N/A,N/A -2012,6,10,6,30,100830,99690,98580,84.32000000000001,0,5.59,6,6.09,6.13,6.16,6.19,6.2,6.21,6.22,176.73,176.9,177,177.09,177.18,177.26,177.35,177.42000000000002,177.58,26.73,26.36,26.18,25.98,25.79,25.59,25.400000000000002,25.21,24.830000000000002,N/A,N/A -2012,6,10,7,30,100850,99710,98600,84.06,0,5.48,5.88,5.97,6.01,6.04,6.05,6.0600000000000005,6.07,6.0600000000000005,193.37,193.6,193.65,193.67000000000002,193.66,193.65,193.63,193.61,193.54,26.82,26.46,26.28,26.080000000000002,25.88,25.69,25.5,25.310000000000002,24.93,N/A,N/A -2012,6,10,8,30,100850,99700,98590,82.41,0,5.96,6.43,6.54,6.6000000000000005,6.65,6.68,6.7,6.72,6.74,205.98000000000002,205.86,205.74,205.59,205.46,205.34,205.20000000000002,205.08,204.82,27.02,26.67,26.490000000000002,26.29,26.09,25.91,25.71,25.52,25.14,N/A,N/A -2012,6,10,9,30,100840,99700,98590,81.54,0,6.46,6.94,7.05,7.1000000000000005,7.13,7.140000000000001,7.15,7.15,7.15,204.52,204.77,204.9,205.01,205.11,205.20000000000002,205.3,205.38,205.55,27.11,26.76,26.580000000000002,26.38,26.19,26,25.8,25.62,25.23,N/A,N/A -2012,6,10,10,30,100840,99690,98580,82.55,0,5.84,6.29,6.38,6.43,6.46,6.48,6.49,6.5,6.5,223.58,223.31,223.12,222.94,222.76,222.59,222.42000000000002,222.25,221.91,27.080000000000002,26.73,26.55,26.35,26.16,25.97,25.78,25.59,25.22,N/A,N/A -2012,6,10,11,30,100860,99720,98610,82.43,0,5.96,6.44,6.54,6.6000000000000005,6.63,6.65,6.66,6.67,6.67,223.19,222.64000000000001,222.42000000000002,222.22,222.05,221.9,221.75,221.62,221.35,27.23,26.88,26.71,26.51,26.310000000000002,26.13,25.93,25.740000000000002,25.36,N/A,N/A -2012,6,10,12,30,100900,99750,98650,81.75,0,5.63,6.11,6.22,6.29,6.34,6.38,6.41,6.44,6.49,215.81,215.57,215.44,215.31,215.20000000000002,215.09,214.97,214.86,214.65,27.36,27.02,26.85,26.650000000000002,26.46,26.27,26.080000000000002,25.89,25.51,N/A,N/A -2012,6,10,13,30,100940,99800,98690,83.35000000000001,0,5.61,6.04,6.13,6.19,6.22,6.24,6.26,6.2700000000000005,6.29,211.64000000000001,211.82,211.93,212.04,212.14000000000001,212.24,212.34,212.44,212.67000000000002,27.38,27.04,26.88,26.67,26.490000000000002,26.3,26.1,25.92,25.54,N/A,N/A -2012,6,10,14,30,100990,99850,98740,83.19,0,5.05,5.5,5.63,5.72,5.79,5.84,5.89,5.93,6.01,219.23000000000002,219.48000000000002,219.59,219.68,219.76,219.83,219.89000000000001,219.95000000000002,220.07,27.57,27.25,27.080000000000002,26.88,26.69,26.5,26.310000000000002,26.12,25.740000000000002,N/A,N/A -2012,6,10,15,30,101010,99870,98760,80.4,0,6.96,7.5600000000000005,7.68,7.75,7.79,7.82,7.8500000000000005,7.86,7.890000000000001,223.97,224.27,224.4,224.53,224.66,224.79,224.92000000000002,225.04,225.3,27.830000000000002,27.52,27.36,27.16,26.98,26.79,26.6,26.42,26.05,N/A,N/A -2012,6,10,16,30,101060,99920,98810,83.68,0,6.7700000000000005,7.43,7.59,7.7,7.7700000000000005,7.83,7.87,7.91,7.97,220.06,220.37,220.49,220.61,220.70000000000002,220.79,220.88,220.95000000000002,221.1,27.79,27.47,27.3,27.1,26.91,26.72,26.52,26.34,25.96,N/A,N/A -2012,6,10,17,30,101090,99950,98840,78.19,0,7.34,8.040000000000001,8.19,8.28,8.33,8.370000000000001,8.39,8.41,8.42,210.24,210.28,210.3,210.31,210.32,210.33,210.35,210.35,210.37,28.09,27.8,27.64,27.44,27.26,27.07,26.88,26.7,26.32,N/A,N/A -2012,6,10,18,30,101110,99970,98860,77.09,0,6.890000000000001,7.59,7.75,7.8500000000000005,7.92,7.97,8.01,8.040000000000001,8.08,208.8,209.02,209.12,209.20000000000002,209.25,209.3,209.35,209.38,209.44,28.12,27.830000000000002,27.66,27.46,27.28,27.09,26.900000000000002,26.71,26.330000000000002,N/A,N/A -2012,6,10,19,30,101130,99990,98880,71.45,0,7.16,7.91,8.07,8.17,8.24,8.290000000000001,8.32,8.35,8.38,198.55,198.54,198.56,198.58,198.59,198.61,198.63,198.65,198.69,28.44,28.16,28,27.8,27.62,27.43,27.240000000000002,27.05,26.67,N/A,N/A -2012,6,10,20,30,101110,99960,98860,74.82000000000001,0,7.76,8.55,8.71,8.81,8.870000000000001,8.91,8.94,8.950000000000001,8.96,195.21,195.34,195.38,195.4,195.4,195.4,195.4,195.39000000000001,195.36,28.21,27.93,27.77,27.580000000000002,27.39,27.21,27.01,26.830000000000002,26.45,N/A,N/A -2012,6,10,21,30,101110,99970,98860,79.92,0,7.36,8.05,8.2,8.28,8.33,8.36,8.38,8.39,8.4,189.15,189.16,189.17000000000002,189.20000000000002,189.24,189.27,189.32,189.36,189.47,28.01,27.71,27.55,27.35,27.17,26.98,26.79,26.6,26.23,N/A,N/A -2012,6,10,22,30,101090,99940,98840,84.64,0,7.21,7.86,8,8.07,8.120000000000001,8.16,8.18,8.2,8.23,182.94,183.1,183.20000000000002,183.32,183.45000000000002,183.59,183.74,183.89000000000001,184.25,27.87,27.560000000000002,27.400000000000002,27.2,27.02,26.830000000000002,26.64,26.46,26.080000000000002,N/A,N/A -2012,6,10,23,30,101090,99950,98840,85.51,0,7.94,8.73,8.9,8.99,9.05,9.09,9.120000000000001,9.14,9.16,189.52,189.45000000000002,189.37,189.28,189.18,189.09,188.98,188.88,188.63,27.93,27.63,27.47,27.27,27.09,26.900000000000002,26.71,26.53,26.16,N/A,N/A -2012,6,11,0,30,101090,99950,98850,87.05,0,7.79,8.56,8.75,8.85,8.91,8.950000000000001,8.98,9,9.02,181.74,181.85,181.91,181.96,182,182.03,182.05,182.07,182.09,27.900000000000002,27.61,27.44,27.25,27.060000000000002,26.88,26.68,26.5,26.13,N/A,N/A -2012,6,11,1,30,101080,99940,98830,87.79,0,8.55,9.42,9.63,9.74,9.82,9.870000000000001,9.9,9.92,9.94,183.42000000000002,183.44,183.49,183.55,183.61,183.67000000000002,183.73,183.79,183.93,27.830000000000002,27.51,27.35,27.150000000000002,26.96,26.77,26.580000000000002,26.39,26.02,N/A,N/A -2012,6,11,2,30,101110,99970,98860,84.85000000000001,0,9.38,10.34,10.57,10.68,10.76,10.82,10.85,10.870000000000001,10.89,181.02,181.23,181.38,181.53,181.66,181.79,181.92000000000002,182.04,182.29,27.89,27.580000000000002,27.42,27.22,27.03,26.85,26.650000000000002,26.46,26.080000000000002,N/A,N/A -2012,6,11,3,30,101130,99980,98880,84.63,0,8.83,9.73,9.96,10.1,10.200000000000001,10.27,10.33,10.38,10.44,184.17000000000002,184.39000000000001,184.46,184.49,184.51,184.52,184.5,184.49,184.43,27.78,27.46,27.29,27.1,26.91,26.72,26.52,26.34,25.96,N/A,N/A -2012,6,11,4,30,101120,99980,98870,82.69,0,8.76,9.72,9.97,10.120000000000001,10.24,10.32,10.39,10.46,10.55,183.36,183.72,183.87,183.97,184.04,184.09,184.13,184.16,184.19,27.740000000000002,27.42,27.25,27.05,26.86,26.67,26.48,26.3,25.91,N/A,N/A -2012,6,11,5,30,101130,99980,98870,83.67,0,9.35,10.33,10.57,10.72,10.82,10.89,10.93,10.97,11.02,187.88,187.9,187.86,187.8,187.75,187.70000000000002,187.64000000000001,187.58,187.45000000000002,27.68,27.36,27.19,26.990000000000002,26.8,26.61,26.42,26.23,25.85,N/A,N/A -2012,6,11,6,30,101170,100030,98920,78.88,0,8.870000000000001,9.93,10.200000000000001,10.38,10.51,10.61,10.69,10.76,10.85,186.57,186.71,186.8,186.87,186.94,187,187.05,187.1,187.19,27.96,27.68,27.51,27.32,27.13,26.94,26.75,26.57,26.19,N/A,N/A -2012,6,11,7,30,101190,100040,98940,77.31,0,9.200000000000001,10.22,10.49,10.66,10.78,10.870000000000001,10.94,11,11.09,190.85,190.77,190.74,190.73,190.73,190.73,190.73,190.73,190.74,28.14,27.88,27.72,27.53,27.35,27.17,26.97,26.79,26.42,N/A,N/A -2012,6,11,8,30,101210,100060,98950,79.60000000000001,0,9.290000000000001,10.27,10.5,10.64,10.74,10.81,10.86,10.91,10.99,192.51,192.77,192.77,192.75,192.72,192.67000000000002,192.62,192.56,192.42000000000002,28.01,27.740000000000002,27.59,27.400000000000002,27.22,27.04,26.86,26.68,26.32,N/A,N/A -2012,6,11,9,30,101230,100090,98980,77.59,0,8.790000000000001,9.870000000000001,10.17,10.4,10.57,10.72,10.85,10.96,11.15,197.89000000000001,197.83,197.81,197.78,197.75,197.73000000000002,197.69,197.66,197.6,28.16,27.91,27.76,27.57,27.400000000000002,27.22,27.03,26.85,26.490000000000002,N/A,N/A -2012,6,11,10,30,101270,100120,99010,81.89,0,8.040000000000001,8.9,9.120000000000001,9.25,9.35,9.43,9.49,9.55,9.64,191.76,192.08,192.20000000000002,192.29,192.38,192.46,192.54,192.61,192.75,27.97,27.68,27.53,27.330000000000002,27.150000000000002,26.97,26.78,26.6,26.23,N/A,N/A -2012,6,11,11,30,101300,100150,99050,83.99,0,8.28,9.11,9.290000000000001,9.38,9.450000000000001,9.48,9.51,9.52,9.55,187.95000000000002,188.31,188.44,188.58,188.71,188.84,188.99,189.13,189.48,27.91,27.62,27.46,27.27,27.09,26.91,26.73,26.55,26.2,N/A,N/A -2012,6,11,12,30,101370,100230,99120,82.45,0,7.94,8.77,8.98,9.120000000000001,9.22,9.31,9.38,9.450000000000001,9.61,190.61,190.62,190.55,190.48,190.43,190.37,190.33,190.31,190.26,28.13,27.86,27.71,27.52,27.35,27.17,26.990000000000002,26.810000000000002,26.46,N/A,N/A -2012,6,11,13,30,101400,100250,99140,83.81,0,8.22,8.99,9.17,9.26,9.32,9.370000000000001,9.42,9.46,9.59,188.71,188.62,188.61,188.6,188.59,188.59,188.58,188.58,188.59,28.03,27.76,27.61,27.43,27.26,27.080000000000002,26.91,26.740000000000002,26.42,N/A,N/A -2012,6,11,14,30,101470,100330,99220,82.16,0,8.93,10.05,10.34,10.540000000000001,10.69,10.790000000000001,10.870000000000001,10.93,10.99,192.02,192.14000000000001,192.16,192.17000000000002,192.16,192.15,192.13,192.11,192.05,28.22,27.95,27.79,27.59,27.400000000000002,27.21,27.02,26.830000000000002,26.44,N/A,N/A -2012,6,11,15,30,101530,100380,99270,83.01,0,8.15,8.92,9.1,9.18,9.23,9.26,9.27,9.28,9.28,186.86,186.93,186.99,187.06,187.14000000000001,187.22,187.33,187.44,187.75,27.98,27.69,27.53,27.34,27.16,26.98,26.79,26.61,26.240000000000002,N/A,N/A -2012,6,11,16,30,101540,100400,99290,85.35000000000001,0,7.97,8.74,8.92,9.02,9.09,9.13,9.15,9.17,9.19,184.5,184.91,185.11,185.31,185.48,185.64000000000001,185.8,185.95000000000002,186.25,27.79,27.48,27.310000000000002,27.11,26.92,26.73,26.54,26.35,25.97,N/A,N/A -2012,6,11,17,30,101560,100410,99300,86.86,0,6.78,7.45,7.62,7.73,7.8100000000000005,7.87,7.92,7.96,8.02,184.70000000000002,184.52,184.45000000000002,184.41,184.38,184.36,184.35,184.35,184.36,27.77,27.45,27.28,27.080000000000002,26.89,26.7,26.51,26.32,25.94,N/A,N/A -2012,6,11,18,30,101550,100400,99290,85.11,0,7.03,7.640000000000001,7.79,7.86,7.9,7.930000000000001,7.95,7.96,7.97,182.65,182.71,182.77,182.83,182.89000000000001,182.96,183.03,183.11,183.3,27.7,27.37,27.21,27.01,26.82,26.63,26.44,26.25,25.88,N/A,N/A -2012,6,11,19,30,101560,100410,99300,84.02,0,7.38,8.05,8.21,8.290000000000001,8.35,8.39,8.41,8.44,8.47,184.55,184.53,184.54,184.56,184.56,184.57,184.58,184.59,184.61,27.76,27.44,27.27,27.07,26.88,26.69,26.5,26.310000000000002,25.94,N/A,N/A -2012,6,11,20,30,101540,100400,99280,83.41,0,6.95,7.58,7.72,7.79,7.8500000000000005,7.88,7.91,7.930000000000001,7.95,176.68,176.92000000000002,177.07,177.20000000000002,177.33,177.46,177.59,177.71,177.95000000000002,27.810000000000002,27.48,27.32,27.12,26.93,26.740000000000002,26.55,26.36,25.98,N/A,N/A -2012,6,11,21,30,101520,100370,99260,80.79,0,6.74,7.38,7.5200000000000005,7.59,7.640000000000001,7.68,7.71,7.72,7.74,178.19,178.26,178.34,178.42000000000002,178.49,178.56,178.64000000000001,178.71,178.87,27.96,27.66,27.490000000000002,27.3,27.11,26.92,26.73,26.54,26.16,N/A,N/A -2012,6,11,22,30,101520,100370,99260,78.93,0,6.8500000000000005,7.51,7.66,7.74,7.8,7.84,7.86,7.890000000000001,7.92,172.88,172.94,172.99,173.03,173.07,173.12,173.16,173.19,173.27,28.04,27.75,27.59,27.400000000000002,27.21,27.03,26.830000000000002,26.650000000000002,26.27,N/A,N/A -2012,6,11,23,30,101510,100360,99250,79.51,0,7.48,8.2,8.35,8.43,8.48,8.51,8.52,8.53,8.53,169.34,169.67000000000002,169.78,169.89000000000001,169.97,170.06,170.13,170.21,170.35,27.94,27.650000000000002,27.490000000000002,27.3,27.11,26.92,26.73,26.55,26.17,N/A,N/A -2012,6,12,0,30,101480,100330,99220,83.45,0,7.57,8.28,8.44,8.52,8.58,8.61,8.63,8.65,8.66,172.68,172.84,172.91,172.98,173.03,173.09,173.14000000000001,173.18,173.28,27.69,27.38,27.21,27.01,26.830000000000002,26.64,26.45,26.26,25.88,N/A,N/A -2012,6,12,1,30,101470,100320,99210,86.9,0,7.54,8.27,8.45,8.55,8.620000000000001,8.67,8.71,8.73,8.77,175.01,174.91,174.9,174.88,174.87,174.86,174.85,174.85,174.83,27.490000000000002,27.16,26.98,26.78,26.6,26.400000000000002,26.21,26.02,25.64,N/A,N/A -2012,6,12,2,30,101490,100350,99230,87.02,0,7.3500000000000005,8.03,8.18,8.26,8.32,8.36,8.38,8.4,8.43,171.95000000000002,172.06,172.1,172.14000000000001,172.18,172.21,172.24,172.27,172.34,27.490000000000002,27.16,26.990000000000002,26.79,26.6,26.41,26.22,26.03,25.650000000000002,N/A,N/A -2012,6,12,3,30,101510,100360,99250,86.05,0,7.53,8.23,8.38,8.46,8.51,8.55,8.57,8.58,8.58,173.31,173.3,173.33,173.36,173.41,173.45000000000002,173.5,173.55,173.66,27.57,27.240000000000002,27.07,26.87,26.68,26.490000000000002,26.29,26.11,25.73,N/A,N/A -2012,6,12,4,30,101500,100350,99240,85.05,0,7.43,8.14,8.31,8.4,8.47,8.51,8.540000000000001,8.56,8.59,179.87,179.8,179.79,179.79,179.78,179.78,179.77,179.77,179.77,27.61,27.28,27.11,26.91,26.72,26.53,26.34,26.150000000000002,25.77,N/A,N/A -2012,6,12,5,30,101520,100370,99260,83.58,0,6.82,7.48,7.63,7.72,7.78,7.82,7.86,7.890000000000001,7.930000000000001,178.56,178.46,178.43,178.4,178.37,178.35,178.32,178.3,178.25,27.64,27.32,27.150000000000002,26.95,26.76,26.57,26.38,26.2,25.810000000000002,N/A,N/A -2012,6,12,6,30,101530,100380,99270,79.89,0,6.95,7.61,7.75,7.83,7.88,7.92,7.94,7.96,7.98,181.66,181.72,181.76,181.8,181.84,181.88,181.93,181.97,182.07,27.78,27.48,27.310000000000002,27.12,26.93,26.740000000000002,26.55,26.37,25.990000000000002,N/A,N/A -2012,6,12,7,30,101550,100400,99290,76.69,0,6.83,7.5,7.640000000000001,7.72,7.78,7.82,7.8500000000000005,7.88,7.92,185.99,186.02,185.99,185.96,185.93,185.89000000000001,185.85,185.81,185.73,27.94,27.650000000000002,27.490000000000002,27.29,27.11,26.92,26.73,26.55,26.17,N/A,N/A -2012,6,12,8,30,101590,100440,99320,75.07000000000001,0,5.55,6.07,6.19,6.2700000000000005,6.33,6.38,6.43,6.47,6.58,185.06,185.41,185.58,185.77,185.95000000000002,186.13,186.32,186.52,186.93,28.02,27.75,27.59,27.41,27.23,27.05,26.86,26.69,26.330000000000002,N/A,N/A -2012,6,12,9,30,101620,100470,99360,75.63,0,5.95,6.51,6.63,6.7,6.74,6.78,6.8,6.8100000000000005,6.83,180.19,180.41,180.47,180.52,180.58,180.63,180.68,180.72,180.81,28.060000000000002,27.79,27.63,27.44,27.26,27.07,26.89,26.7,26.330000000000002,N/A,N/A -2012,6,12,10,30,101650,100500,99390,77.86,0,5.7700000000000005,6.29,6.390000000000001,6.45,6.49,6.5200000000000005,6.53,6.55,6.5600000000000005,184.47,184.3,184.28,184.25,184.22,184.19,184.16,184.13,184.07,27.93,27.63,27.47,27.28,27.09,26.91,26.71,26.53,26.16,N/A,N/A -2012,6,12,11,30,101690,100540,99420,84.06,0,5.97,6.44,6.5200000000000005,6.5600000000000005,6.57,6.58,6.57,6.5600000000000005,6.5200000000000005,179.24,179.36,179.42000000000002,179.5,179.58,179.65,179.74,179.81,179.98,27.52,27.19,27.02,26.82,26.63,26.44,26.240000000000002,26.060000000000002,25.68,N/A,N/A -2012,6,12,12,30,101720,100560,99450,84.44,0,5.26,5.71,5.8100000000000005,5.88,5.94,5.98,6.0200000000000005,6.05,6.1000000000000005,173.99,174.24,174.47,174.68,174.88,175.06,175.24,175.41,175.76,27.39,27.07,26.900000000000002,26.71,26.52,26.330000000000002,26.13,25.95,25.57,N/A,N/A -2012,6,12,13,30,101740,100590,99470,82.98,0,4.95,5.3500000000000005,5.44,5.49,5.5200000000000005,5.55,5.5600000000000005,5.58,5.59,173.13,173.53,173.8,174.04,174.25,174.44,174.63,174.79,175.12,27.45,27.12,26.95,26.75,26.560000000000002,26.37,26.17,25.990000000000002,25.6,N/A,N/A -2012,6,12,14,30,101770,100620,99500,84.39,0,4.94,5.28,5.34,5.37,5.38,5.39,5.39,5.38,5.36,185.93,185.67000000000002,185.44,185.15,184.88,184.61,184.33,184.05,183.5,27.53,27.21,27.03,26.84,26.650000000000002,26.46,26.27,26.080000000000002,25.7,N/A,N/A -2012,6,12,15,30,101790,100630,99520,83.41,0,4.5,4.79,4.8500000000000005,4.88,4.89,4.89,4.89,4.89,4.87,167.87,168.08,168.28,168.48,168.66,168.84,169.02,169.19,169.56,27.5,27.17,27,26.8,26.61,26.42,26.22,26.04,25.66,N/A,N/A -2012,6,12,16,30,101770,100620,99500,81.37,0,4.48,4.78,4.84,4.87,4.9,4.91,4.93,4.94,4.95,168.21,168.67000000000002,168.94,169.18,169.39000000000001,169.61,169.81,170,170.4,27.560000000000002,27.22,27.05,26.85,26.67,26.48,26.28,26.1,25.72,N/A,N/A -2012,6,12,17,30,101760,100610,99490,80.68,0,4.01,4.24,4.28,4.29,4.3,4.3,4.3,4.29,4.28,165.37,165.56,165.73,165.89000000000001,166.03,166.16,166.28,166.4,166.64000000000001,27.57,27.22,27.04,26.85,26.66,26.46,26.27,26.09,25.7,N/A,N/A -2012,6,12,18,30,101730,100580,99460,80.87,0,4.36,4.62,4.68,4.7,4.72,4.74,4.75,4.76,4.79,162.98,163.33,163.45000000000002,163.57,163.70000000000002,163.83,163.96,164.1,164.38,27.560000000000002,27.21,27.04,26.85,26.66,26.47,26.28,26.09,25.72,N/A,N/A -2012,6,12,19,30,101730,100570,99460,81.65,0,5.04,5.37,5.44,5.45,5.47,5.47,5.46,5.45,5.43,159.09,159.52,159.75,159.97,160.15,160.33,160.52,160.69,161.04,27.6,27.25,27.07,26.88,26.69,26.5,26.3,26.12,25.740000000000002,N/A,N/A -2012,6,12,20,30,101690,100540,99420,79.73,0,4.86,5.15,5.21,5.23,5.24,5.24,5.23,5.22,5.2,169.68,169.74,169.72,169.68,169.65,169.61,169.57,169.54,169.47,27.580000000000002,27.240000000000002,27.07,26.86,26.68,26.490000000000002,26.29,26.11,25.73,N/A,N/A -2012,6,12,21,30,101640,100490,99370,80.13,0,5.03,5.38,5.45,5.48,5.5,5.51,5.51,5.51,5.51,165.71,165.81,165.85,165.89000000000001,165.93,165.96,166,166.03,166.12,27.560000000000002,27.22,27.04,26.85,26.66,26.46,26.27,26.080000000000002,25.7,N/A,N/A -2012,6,12,22,30,101610,100460,99350,81.17,0,5.91,6.3500000000000005,6.44,6.48,6.51,6.5200000000000005,6.54,6.54,6.55,156.8,156.77,156.83,156.88,156.94,157,157.07,157.13,157.27,27.41,27.07,26.900000000000002,26.7,26.51,26.32,26.13,25.95,25.57,N/A,N/A -2012,6,12,23,30,101590,100440,99320,79.21000000000001,0,5.89,6.38,6.49,6.55,6.6000000000000005,6.640000000000001,6.68,6.71,6.7700000000000005,161.37,161.52,161.55,161.57,161.6,161.62,161.65,161.67000000000002,161.72,27.47,27.150000000000002,26.98,26.79,26.6,26.41,26.22,26.04,25.67,N/A,N/A -2012,6,13,0,30,101610,100460,99340,79.27,0,6.22,6.73,6.84,6.9,6.95,6.97,6.99,7.01,7.03,166.69,166.74,166.76,166.8,166.84,166.89000000000001,166.94,166.99,167.11,27.43,27.1,26.94,26.740000000000002,26.55,26.36,26.17,25.98,25.61,N/A,N/A -2012,6,13,1,30,101560,100410,99300,78.15,0,6.2,6.69,6.79,6.84,6.87,6.890000000000001,6.9,6.9,6.9,170.01,170.06,170.12,170.18,170.24,170.3,170.36,170.41,170.55,27.37,27.05,26.88,26.68,26.490000000000002,26.3,26.11,25.93,25.55,N/A,N/A -2012,6,13,2,30,101600,100440,99330,77.84,0,5.84,6.3100000000000005,6.41,6.47,6.5,6.53,6.54,6.55,6.5600000000000005,171.74,171.83,171.81,171.8,171.79,171.78,171.77,171.76,171.74,27.36,27.03,26.86,26.67,26.48,26.29,26.09,25.91,25.53,N/A,N/A -2012,6,13,3,30,101590,100440,99320,80.13,0,6.2700000000000005,6.76,6.86,6.91,6.94,6.96,6.97,6.97,6.97,178.8,178.92000000000002,178.96,178.99,179.02,179.04,179.07,179.09,179.13,27.19,26.85,26.67,26.48,26.29,26.1,25.900000000000002,25.72,25.34,N/A,N/A -2012,6,13,4,30,101530,100380,99270,78.8,0,7.16,7.75,7.890000000000001,7.95,7.99,8.02,8.03,8.040000000000001,8.03,171.74,171.68,171.64000000000001,171.59,171.54,171.49,171.42000000000002,171.36,171.23,27.18,26.84,26.66,26.46,26.27,26.09,25.89,25.71,25.330000000000002,N/A,N/A -2012,6,13,5,30,101510,100350,99240,80.63,0,6.79,7.34,7.47,7.53,7.57,7.6000000000000005,7.61,7.62,7.62,178,178.09,178.12,178.14000000000001,178.15,178.16,178.17000000000002,178.18,178.19,27.060000000000002,26.71,26.53,26.330000000000002,26.14,25.95,25.76,25.580000000000002,25.2,N/A,N/A -2012,6,13,6,30,101520,100360,99250,81.48,0,6.8,7.3500000000000005,7.46,7.5200000000000005,7.5600000000000005,7.58,7.59,7.59,7.59,173.12,173.35,173.46,173.56,173.65,173.74,173.83,173.9,174.07,27.02,26.650000000000002,26.48,26.27,26.080000000000002,25.89,25.69,25.5,25.12,N/A,N/A -2012,6,13,7,30,101550,100390,99280,82.95,0,6.5600000000000005,7.01,7.1000000000000005,7.140000000000001,7.16,7.17,7.17,7.16,7.15,175.08,175.35,175.55,175.75,175.94,176.12,176.3,176.47,176.82,27.03,26.67,26.490000000000002,26.29,26.1,25.91,25.72,25.54,25.16,N/A,N/A -2012,6,13,8,30,101540,100380,99270,83.01,0,6.37,6.88,6.99,7.04,7.07,7.1000000000000005,7.1000000000000005,7.11,7.1000000000000005,184.92000000000002,184.89000000000001,184.89000000000001,184.89000000000001,184.89000000000001,184.91,184.91,184.92000000000002,184.94,27,26.63,26.45,26.25,26.05,25.86,25.66,25.48,25.09,N/A,N/A -2012,6,13,9,30,101580,100430,99310,82.62,0,4.44,4.78,4.86,4.91,4.95,4.98,5.01,5.03,5.0600000000000005,197.86,197.78,197.76,197.74,197.74,197.73000000000002,197.73000000000002,197.73000000000002,197.73000000000002,27.03,26.67,26.490000000000002,26.29,26.1,25.91,25.71,25.52,25.14,N/A,N/A -2012,6,13,10,30,101580,100430,99310,83.31,0,3.73,3.94,3.98,4,4.01,4.0200000000000005,4.03,4.04,4.07,187.78,188.38,188.64000000000001,188.87,189.1,189.32,189.54,189.75,190.20000000000002,26.92,26.560000000000002,26.39,26.18,25.990000000000002,25.8,25.6,25.41,25.02,N/A,N/A -2012,6,13,11,30,101580,100430,99310,80.33,0,3.62,3.83,3.88,3.91,3.93,3.95,3.97,3.99,4.03,191.62,192.43,192.85,193.23000000000002,193.55,193.85,194.14000000000001,194.41,194.94,27.02,26.68,26.51,26.310000000000002,26.12,25.94,25.75,25.560000000000002,25.19,N/A,N/A -2012,6,13,12,30,101580,100430,99310,81.55,0,2.81,2.99,3.04,3.08,3.11,3.15,3.18,3.2,3.2600000000000002,195.82,196.41,196.8,197.11,197.37,197.6,197.79,197.96,198.19,26.98,26.64,26.46,26.26,26.080000000000002,25.89,25.69,25.51,25.13,N/A,N/A -2012,6,13,13,30,101600,100440,99330,81.81,0,2.95,3.13,3.18,3.21,3.24,3.2600000000000002,3.29,3.31,3.35,189.63,188.87,188.44,187.99,187.58,187.18,186.76,186.34,185.48,27,26.66,26.48,26.29,26.1,25.91,25.72,25.53,25.16,N/A,N/A -2012,6,13,14,30,101630,100470,99360,81.21000000000001,0,2.0100000000000002,2.13,2.16,2.18,2.19,2.2,2.22,2.23,2.25,182.25,181.46,181.26,181.12,180.99,180.9,180.82,180.75,180.65,27.11,26.77,26.59,26.39,26.2,26.01,25.810000000000002,25.63,25.240000000000002,N/A,N/A -2012,6,13,15,30,101660,100500,99390,80.33,0,2.95,3.0700000000000003,3.08,3.0700000000000003,3.0500000000000003,3.04,3.02,3,2.96,158.56,158.78,158.95000000000002,159.1,159.25,159.39000000000001,159.54,159.69,160.02,27.23,26.89,26.71,26.51,26.32,26.13,25.93,25.740000000000002,25.36,N/A,N/A -2012,6,13,16,30,101590,100440,99320,80.65,0,2.74,2.87,2.9,2.91,2.92,2.92,2.92,2.93,2.93,163.38,163.62,163.83,164.04,164.23,164.43,164.63,164.82,165.26,27.22,26.86,26.69,26.490000000000002,26.3,26.1,25.91,25.72,25.34,N/A,N/A -2012,6,13,17,30,101550,100400,99290,80.19,0,4.22,4.46,4.49,4.5,4.5,4.5,4.5,4.49,4.47,151.07,151.15,151.23,151.29,151.34,151.39000000000001,151.43,151.48,151.58,27.330000000000002,26.96,26.78,26.580000000000002,26.39,26.2,26,25.810000000000002,25.43,N/A,N/A -2012,6,13,18,30,101540,100390,99270,82.02,0,4.53,4.79,4.84,4.8500000000000005,4.86,4.86,4.86,4.86,4.84,144.33,144.87,145.17000000000002,145.46,145.72,145.96,146.21,146.44,146.9,27.37,26.990000000000002,26.810000000000002,26.61,26.42,26.22,26.02,25.84,25.45,N/A,N/A -2012,6,13,19,30,101540,100390,99270,81.62,0,5.65,6.0200000000000005,6.09,6.11,6.13,6.13,6.13,6.12,6.09,167.57,167.67000000000002,167.72,167.78,167.84,167.91,167.98,168.05,168.22,27.37,27,26.82,26.62,26.42,26.23,26.04,25.85,25.47,N/A,N/A -2012,6,13,20,30,101460,100310,99200,77.99,0,5.62,6,6.05,6.07,6.08,6.08,6.07,6.0600000000000005,6.03,175.12,175.04,175,174.96,174.92000000000002,174.89000000000001,174.84,174.8,174.72,27.51,27.16,26.98,26.78,26.59,26.400000000000002,26.2,26.02,25.63,N/A,N/A -2012,6,13,21,30,101450,100300,99180,79.03,0,6.3,6.76,6.86,6.9,6.93,6.94,6.94,6.94,6.92,177.53,177.59,177.64000000000001,177.69,177.72,177.75,177.78,177.81,177.86,27.46,27.11,26.94,26.740000000000002,26.55,26.35,26.16,25.97,25.59,N/A,N/A -2012,6,13,22,30,101390,100240,99130,81.17,0,6.76,7.29,7.4,7.45,7.48,7.5,7.5,7.51,7.5,187.51,187.42000000000002,187.47,187.5,187.54,187.58,187.62,187.66,187.75,27.36,27.01,26.830000000000002,26.63,26.44,26.25,26.05,25.87,25.48,N/A,N/A -2012,6,13,23,30,101400,100250,99140,81.64,0,6.43,6.95,7.0600000000000005,7.12,7.17,7.19,7.21,7.22,7.24,182.38,182.41,182.41,182.41,182.41,182.42000000000002,182.43,182.43,182.46,27.39,27.05,26.88,26.67,26.48,26.29,26.1,25.91,25.53,N/A,N/A -2012,6,14,0,30,101400,100260,99140,79.89,0,6.36,6.83,6.93,6.97,7,7.01,7.01,7,6.98,179.06,179.6,179.83,180.02,180.20000000000002,180.35,180.51,180.64000000000001,180.92000000000002,27.46,27.12,26.95,26.740000000000002,26.55,26.36,26.16,25.98,25.59,N/A,N/A -2012,6,14,1,30,101350,100200,99090,84.77,0,6.32,6.8100000000000005,6.92,6.97,7,7.0200000000000005,7.03,7.04,7.04,188.21,188.20000000000002,188.16,188.11,188.08,188.05,188.01,187.99,187.94,27.27,26.92,26.740000000000002,26.54,26.35,26.16,25.96,25.77,25.39,N/A,N/A -2012,6,14,2,30,101330,100180,99070,85.55,0,8.6,9.36,9.52,9.6,9.66,9.68,9.700000000000001,9.71,9.71,195.24,195.3,195.33,195.36,195.4,195.44,195.49,195.53,195.62,27.3,26.94,26.77,26.560000000000002,26.37,26.18,25.98,25.8,25.42,N/A,N/A -2012,6,14,3,30,101370,100220,99110,84.92,0,6.47,7.0200000000000005,7.16,7.23,7.29,7.32,7.3500000000000005,7.36,7.38,180.21,180.37,180.49,180.59,180.67000000000002,180.74,180.81,180.86,180.97,27.36,27.02,26.85,26.64,26.45,26.26,26.060000000000002,25.88,25.5,N/A,N/A -2012,6,14,4,30,101380,100230,99120,82.53,0,6.4,6.93,7.0600000000000005,7.13,7.17,7.2,7.22,7.24,7.25,180.14000000000001,180.19,180.21,180.24,180.27,180.3,180.32,180.36,180.42000000000002,27.44,27.1,26.93,26.72,26.53,26.34,26.150000000000002,25.96,25.580000000000002,N/A,N/A -2012,6,14,5,30,101370,100220,99110,84.28,0,7.11,7.7,7.83,7.890000000000001,7.930000000000001,7.95,7.97,7.97,7.97,185.77,185.87,185.9,185.91,185.92000000000002,185.92000000000002,185.92000000000002,185.92000000000002,185.91,27.330000000000002,26.98,26.810000000000002,26.6,26.41,26.22,26.02,25.84,25.46,N/A,N/A -2012,6,14,6,30,101400,100250,99140,82.19,0,6.3100000000000005,6.82,6.95,7.01,7.0600000000000005,7.1000000000000005,7.12,7.140000000000001,7.17,186.88,186.91,186.93,186.95000000000002,186.98,187,187.02,187.04,187.08,27.400000000000002,27.04,26.86,26.66,26.47,26.28,26.080000000000002,25.900000000000002,25.51,N/A,N/A -2012,6,14,7,30,101410,100260,99150,80.11,0,6.63,7.140000000000001,7.26,7.32,7.36,7.390000000000001,7.4,7.42,7.44,187.48,187.41,187.31,187.20000000000002,187.09,186.97,186.84,186.71,186.41,27.46,27.11,26.94,26.740000000000002,26.55,26.36,26.17,25.98,25.61,N/A,N/A -2012,6,14,8,30,101400,100250,99140,80.98,0,6.11,6.63,6.75,6.83,6.88,6.92,6.95,6.97,7.0200000000000005,195.44,195.07,194.97,194.88,194.81,194.74,194.69,194.65,194.57,27.44,27.080000000000002,26.91,26.7,26.51,26.32,26.13,25.94,25.560000000000002,N/A,N/A -2012,6,14,9,30,101390,100240,99130,77.16,0,6.76,7.32,7.43,7.49,7.5200000000000005,7.54,7.55,7.55,7.54,192.09,192.08,192.07,192.05,192.02,192,191.98000000000002,191.95000000000002,191.9,27.6,27.25,27.080000000000002,26.88,26.69,26.490000000000002,26.3,26.11,25.73,N/A,N/A -2012,6,14,10,30,101400,100250,99140,74.5,0,7.43,8.07,8.2,8.26,8.290000000000001,8.31,8.32,8.32,8.290000000000001,192.27,192.28,192.32,192.36,192.39000000000001,192.42000000000002,192.45000000000002,192.48000000000002,192.52,27.84,27.52,27.35,27.150000000000002,26.96,26.77,26.57,26.38,26,N/A,N/A -2012,6,14,11,30,101410,100260,99140,69.82000000000001,0,6.1000000000000005,6.59,6.71,6.78,6.84,6.88,6.92,6.94,6.99,187.69,188.15,188.39000000000001,188.62,188.81,188.99,189.17000000000002,189.33,189.63,27.94,27.63,27.46,27.27,27.09,26.900000000000002,26.71,26.52,26.150000000000002,N/A,N/A -2012,6,14,12,30,101400,100260,99140,73.06,0,6.53,7.03,7.140000000000001,7.19,7.22,7.24,7.25,7.25,7.25,193.88,193.91,193.98000000000002,194.06,194.13,194.22,194.3,194.38,194.55,27.82,27.5,27.34,27.14,26.96,26.77,26.580000000000002,26.39,26.02,N/A,N/A -2012,6,14,13,30,101450,100300,99190,67.98,0,4.67,5.01,5.08,5.11,5.14,5.16,5.18,5.2,5.22,194.43,194.79,194.95000000000002,195.08,195.20000000000002,195.32,195.41,195.5,195.68,27.97,27.66,27.5,27.3,27.11,26.92,26.73,26.55,26.17,N/A,N/A -2012,6,14,14,30,101490,100340,99220,67.75,0,5.15,5.55,5.65,5.7,5.75,5.78,5.8100000000000005,5.84,5.89,183.76,184.23,184.39000000000001,184.55,184.68,184.81,184.93,185.04,185.24,28.03,27.72,27.55,27.36,27.17,26.98,26.78,26.6,26.22,N/A,N/A -2012,6,14,15,30,101510,100360,99240,67.89,0,4.84,5.18,5.24,5.2700000000000005,5.29,5.29,5.29,5.3,5.29,179.75,179.82,179.91,180,180.09,180.18,180.29,180.38,180.6,28.02,27.71,27.54,27.34,27.150000000000002,26.96,26.77,26.580000000000002,26.2,N/A,N/A -2012,6,14,16,30,101540,100390,99270,67.09,0,5.1000000000000005,5.44,5.51,5.54,5.5600000000000005,5.57,5.58,5.59,5.6000000000000005,184.43,184.27,184.16,184.05,183.97,183.89000000000001,183.82,183.77,183.68,28.04,27.72,27.560000000000002,27.36,27.17,26.98,26.79,26.6,26.22,N/A,N/A -2012,6,14,17,30,101520,100370,99250,71.03,0,5.2700000000000005,5.66,5.73,5.7700000000000005,5.79,5.8,5.8,5.8100000000000005,5.8,167.96,168.19,168.3,168.41,168.52,168.62,168.72,168.82,169.01,27.96,27.62,27.45,27.25,27.05,26.86,26.67,26.48,26.09,N/A,N/A -2012,6,14,18,30,101520,100370,99250,68.82000000000001,0,4.78,5.13,5.22,5.2700000000000005,5.3100000000000005,5.34,5.37,5.4,5.44,173.21,173.28,173.31,173.33,173.35,173.38,173.4,173.42000000000002,173.46,28.04,27.71,27.54,27.34,27.150000000000002,26.96,26.77,26.580000000000002,26.2,N/A,N/A -2012,6,14,19,30,101520,100370,99260,73.3,0,5.73,6.15,6.24,6.28,6.32,6.34,6.3500000000000005,6.36,6.37,171.46,171.85,172.05,172.22,172.36,172.47,172.58,172.67000000000002,172.84,27.92,27.580000000000002,27.41,27.21,27.02,26.830000000000002,26.63,26.44,26.060000000000002,N/A,N/A -2012,6,14,20,30,101470,100320,99210,70.68,0,5.26,5.7,5.8,5.87,5.92,5.96,5.99,6.0200000000000005,6.0600000000000005,171.78,172.41,172.67000000000002,172.88,173.05,173.20000000000002,173.34,173.46,173.69,27.98,27.650000000000002,27.48,27.28,27.09,26.900000000000002,26.7,26.51,26.13,N/A,N/A -2012,6,14,21,30,101440,100300,99180,71.67,0,5.9,6.34,6.44,6.48,6.51,6.53,6.54,6.55,6.5600000000000005,169.17000000000002,169.07,169.01,168.95000000000002,168.89000000000001,168.84,168.79,168.74,168.65,27.93,27.61,27.44,27.240000000000002,27.05,26.86,26.67,26.48,26.1,N/A,N/A -2012,6,14,22,30,101430,100280,99170,70.64,0,6.42,6.93,7.04,7.09,7.13,7.15,7.16,7.17,7.17,166.66,166.63,166.65,166.65,166.65,166.65,166.65,166.65,166.65,27.96,27.64,27.47,27.27,27.080000000000002,26.89,26.7,26.51,26.13,N/A,N/A -2012,6,14,23,30,101390,100240,99130,74.14,0,6.8500000000000005,7.42,7.54,7.61,7.65,7.68,7.7,7.72,7.74,175.12,175.11,175.08,175.01,174.95000000000002,174.87,174.8,174.72,174.56,27.8,27.47,27.3,27.1,26.91,26.72,26.52,26.34,25.96,N/A,N/A -2012,6,15,0,30,101350,100200,99090,71.89,0,6.78,7.37,7.51,7.59,7.65,7.7,7.74,7.7700000000000005,7.82,176.47,176.57,176.61,176.62,176.63,176.64000000000001,176.64000000000001,176.64000000000001,176.64000000000001,27.85,27.52,27.36,27.16,26.97,26.78,26.59,26.400000000000002,26.02,N/A,N/A -2012,6,15,1,30,101360,100210,99100,73.72,0,6.66,7.22,7.34,7.4,7.44,7.47,7.48,7.49,7.49,169.59,169.69,169.82,169.95000000000002,170.06,170.17000000000002,170.28,170.38,170.6,27.79,27.46,27.29,27.09,26.900000000000002,26.71,26.52,26.330000000000002,25.95,N/A,N/A -2012,6,15,2,30,101350,100200,99090,69.95,0,6.98,7.57,7.69,7.75,7.79,7.82,7.83,7.84,7.8500000000000005,175.13,174.84,174.65,174.45000000000002,174.26,174.08,173.88,173.69,173.3,27.91,27.580000000000002,27.42,27.21,27.03,26.830000000000002,26.64,26.45,26.07,N/A,N/A -2012,6,15,3,30,101410,100260,99150,73.69,0,7.21,7.84,7.98,8.06,8.1,8.13,8.15,8.15,8.15,170.1,170.18,170.17000000000002,170.14000000000001,170.1,170.04,169.98,169.92000000000002,169.78,27.82,27.490000000000002,27.32,27.12,26.92,26.73,26.54,26.35,25.97,N/A,N/A -2012,6,15,4,30,101360,100220,99100,68.32000000000001,0,6.38,6.9,7.0200000000000005,7.09,7.140000000000001,7.17,7.21,7.24,7.29,169.4,169.95000000000002,170.21,170.47,170.71,170.93,171.15,171.35,171.77,27.990000000000002,27.68,27.52,27.330000000000002,27.150000000000002,26.96,26.77,26.59,26.22,N/A,N/A -2012,6,15,5,30,101390,100240,99130,77.42,0,6.48,6.97,7.0600000000000005,7.09,7.1000000000000005,7.11,7.1000000000000005,7.09,7.0600000000000005,164.84,164.5,164.41,164.33,164.27,164.22,164.17000000000002,164.13,164.05,27.52,27.17,27,26.8,26.61,26.42,26.22,26.04,25.66,N/A,N/A -2012,6,15,6,30,101390,100240,99130,71.4,0,5.72,6.24,6.37,6.45,6.5200000000000005,6.57,6.61,6.65,6.71,169.67000000000002,169.53,169.5,169.44,169.39000000000001,169.33,169.27,169.21,169.08,27.830000000000002,27.52,27.35,27.150000000000002,26.96,26.77,26.57,26.39,26,N/A,N/A -2012,6,15,7,30,101380,100230,99120,76.47,0,7.62,8.290000000000001,8.43,8.51,8.55,8.58,8.6,8.61,8.620000000000001,166.15,166.38,166.48,166.58,166.67000000000002,166.75,166.83,166.9,167.04,27.580000000000002,27.25,27.080000000000002,26.88,26.69,26.5,26.3,26.12,25.73,N/A,N/A -2012,6,15,8,30,101400,100250,99140,75.68,0,6.66,7.29,7.45,7.54,7.61,7.67,7.71,7.74,7.79,168.6,168.42000000000002,168.34,168.28,168.23,168.18,168.14000000000001,168.1,168.03,27.67,27.34,27.17,26.97,26.78,26.59,26.39,26.21,25.82,N/A,N/A -2012,6,15,9,30,101460,100310,99200,76.3,0,5.94,6.42,6.54,6.61,6.67,6.7,6.73,6.76,6.8,170.68,170.64000000000001,170.6,170.54,170.48,170.42000000000002,170.35,170.29,170.14000000000001,27.6,27.28,27.1,26.91,26.72,26.52,26.330000000000002,26.14,25.76,N/A,N/A -2012,6,15,10,30,101450,100300,99190,77.93,0,5.71,6.18,6.28,6.34,6.38,6.41,6.43,6.44,6.46,159.93,159.97,160.05,160.13,160.19,160.26,160.33,160.4,160.54,27.59,27.27,27.1,26.900000000000002,26.71,26.52,26.32,26.13,25.75,N/A,N/A -2012,6,15,11,30,101490,100340,99220,79.46000000000001,0,5.57,6,6.09,6.140000000000001,6.17,6.19,6.2,6.2,6.2,161.28,161.5,161.64000000000001,161.77,161.87,161.97,162.06,162.14000000000001,162.3,27.47,27.14,26.96,26.77,26.57,26.38,26.19,26,25.62,N/A,N/A -2012,6,15,12,30,101520,100370,99250,81.13,0,5.0200000000000005,5.42,5.5200000000000005,5.58,5.63,5.67,5.7,5.73,5.78,176.47,176.09,175.91,175.73,175.57,175.42000000000002,175.27,175.12,174.85,27.32,26.98,26.810000000000002,26.6,26.41,26.22,26.02,25.84,25.45,N/A,N/A -2012,6,15,13,30,101560,100410,99300,81.07000000000001,0,4.23,4.46,4.5,4.51,4.5200000000000005,4.5200000000000005,4.51,4.51,4.5,167.17000000000002,166.77,166.55,166.33,166.15,165.98,165.81,165.64000000000001,165.33,27.44,27.11,26.94,26.740000000000002,26.55,26.36,26.17,25.98,25.61,N/A,N/A -2012,6,15,14,30,101590,100440,99330,81.49,0,3.88,4.11,4.15,4.17,4.18,4.18,4.18,4.17,4.15,166.31,165.31,164.77,164.25,163.79,163.34,162.9,162.51,161.69,27.5,27.16,26.990000000000002,26.79,26.6,26.41,26.21,26.03,25.650000000000002,N/A,N/A -2012,6,15,15,30,101590,100440,99320,82.72,0,3.75,3.95,3.99,4,4,4,4,4,3.99,159.23,159.41,159.61,159.79,159.95000000000002,160.11,160.27,160.42000000000002,160.76,27.48,27.14,26.97,26.77,26.580000000000002,26.39,26.2,26.01,25.63,N/A,N/A -2012,6,15,16,30,101600,100450,99340,83.26,0,3.44,3.66,3.71,3.74,3.77,3.79,3.81,3.83,3.86,148.13,148.64000000000001,149.11,149.58,150.01,150.44,150.86,151.27,152.15,27.57,27.22,27.05,26.85,26.66,26.47,26.27,26.09,25.71,N/A,N/A -2012,6,15,17,30,101590,100440,99320,86.33,2.2,5.12,5.58,5.75,5.87,5.96,6.04,6.12,6.19,6.33,182.79,185.61,186.95000000000002,188.33,189.59,190.85,192.16,193.43,195.92000000000002,27.310000000000002,26.97,26.810000000000002,26.62,26.45,26.27,26.09,25.92,25.57,N/A,N/A -2012,6,15,18,30,101580,100430,99310,81.09,0,5.25,5.62,5.69,5.72,5.73,5.74,5.74,5.73,5.72,185.47,185.31,185.24,185.15,185.08,185,184.93,184.86,184.71,27.72,27.38,27.21,27.01,26.82,26.63,26.44,26.25,25.87,N/A,N/A -2012,6,15,19,30,101560,100420,99300,80.17,0,4.8500000000000005,5.18,5.24,5.2700000000000005,5.29,5.3,5.3100000000000005,5.3100000000000005,5.3100000000000005,182.55,182.51,182.44,182.38,182.32,182.26,182.20000000000002,182.14000000000001,182.03,27.76,27.42,27.25,27.05,26.86,26.67,26.47,26.29,25.91,N/A,N/A -2012,6,15,20,30,101530,100380,99270,77.86,0,5.55,5.97,6.07,6.13,6.16,6.19,6.21,6.23,6.26,169,168.99,168.94,168.89000000000001,168.84,168.8,168.75,168.70000000000002,168.62,27.87,27.53,27.36,27.16,26.97,26.78,26.580000000000002,26.400000000000002,26.02,N/A,N/A -2012,6,15,21,30,101540,100390,99280,76.81,0,6.140000000000001,6.61,6.71,6.75,6.78,6.79,6.8,6.8,6.79,157.49,157.5,157.58,157.63,157.67000000000002,157.70000000000002,157.72,157.75,157.79,27.830000000000002,27.5,27.330000000000002,27.13,26.94,26.75,26.55,26.37,25.98,N/A,N/A -2012,6,15,22,30,101500,100350,99240,76.57000000000001,0,5.84,6.28,6.36,6.390000000000001,6.41,6.41,6.41,6.4,6.37,159.36,159.31,159.32,159.32,159.31,159.3,159.28,159.26,159.21,27.78,27.46,27.29,27.09,26.900000000000002,26.71,26.52,26.330000000000002,25.95,N/A,N/A -2012,6,15,23,30,101440,100290,99180,77.96000000000001,0,6.13,6.640000000000001,6.74,6.79,6.8100000000000005,6.83,6.83,6.83,6.8100000000000005,170.11,170.02,169.95000000000002,169.89000000000001,169.84,169.79,169.75,169.71,169.63,27.650000000000002,27.32,27.150000000000002,26.95,26.76,26.57,26.38,26.19,25.810000000000002,N/A,N/A -2012,6,16,0,30,101470,100320,99210,74.19,0,4.86,5.26,5.36,5.41,5.45,5.48,5.51,5.53,5.5600000000000005,170.67000000000002,170.5,170.46,170.4,170.35,170.31,170.25,170.19,170.06,27.740000000000002,27.43,27.25,27.060000000000002,26.87,26.68,26.490000000000002,26.3,25.92,N/A,N/A -2012,6,16,1,30,101510,100360,99250,71.79,0,5.48,5.95,6.0600000000000005,6.12,6.17,6.2,6.23,6.26,6.3,146.6,146.9,147.06,147.19,147.29,147.38,147.46,147.53,147.64000000000001,27.8,27.490000000000002,27.32,27.13,26.94,26.75,26.560000000000002,26.38,26,N/A,N/A -2012,6,16,2,30,101490,100340,99230,74.43,0,6.98,7.65,7.8100000000000005,7.9,7.97,8.02,8.06,8.09,8.13,146.67000000000002,146.54,146.44,146.34,146.24,146.14000000000001,146.05,145.96,145.77,27.71,27.38,27.21,27.01,26.82,26.63,26.43,26.25,25.86,N/A,N/A -2012,6,16,3,30,101500,100350,99230,67.86,0,6.62,7.28,7.44,7.53,7.6000000000000005,7.66,7.7,7.74,7.8100000000000005,142.04,142.24,142.32,142.38,142.44,142.49,142.55,142.6,142.70000000000002,27.990000000000002,27.69,27.52,27.32,27.14,26.95,26.75,26.57,26.19,N/A,N/A -2012,6,16,4,30,101460,100300,99190,66.33,0,7.42,8.14,8.290000000000001,8.38,8.44,8.49,8.52,8.55,8.6,151.95000000000002,151.75,151.67000000000002,151.59,151.53,151.46,151.39000000000001,151.33,151.20000000000002,27.990000000000002,27.68,27.51,27.32,27.13,26.95,26.75,26.57,26.19,N/A,N/A -2012,6,16,5,30,101510,100360,99250,68.83,0,7.71,8.42,8.57,8.65,8.69,8.72,8.73,8.74,8.73,146.29,146.39000000000001,146.52,146.64000000000001,146.75,146.86,146.96,147.06,147.24,27.87,27.57,27.41,27.21,27.03,26.84,26.650000000000002,26.46,26.080000000000002,N/A,N/A -2012,6,16,6,30,101510,100360,99250,71.67,0,6.86,7.5200000000000005,7.66,7.74,7.79,7.82,7.84,7.86,7.87,153.12,153.01,153.01,153.01,153.01,153.02,153.04,153.06,153.09,27.78,27.46,27.28,27.080000000000002,26.89,26.7,26.5,26.32,25.93,N/A,N/A -2012,6,16,7,30,101530,100380,99270,60.97,0,6.8,7.42,7.57,7.65,7.72,7.78,7.82,7.86,7.930000000000001,149.11,149.54,149.70000000000002,149.84,149.96,150.07,150.18,150.27,150.44,28.2,27.93,27.77,27.580000000000002,27.39,27.21,27.02,26.830000000000002,26.45,N/A,N/A -2012,6,16,8,30,101570,100420,99300,63.93,0,6.05,6.6000000000000005,6.71,6.7700000000000005,6.8100000000000005,6.84,6.86,6.87,6.88,145.8,146.06,146.12,146.18,146.23,146.27,146.31,146.35,146.44,28.17,27.88,27.72,27.53,27.34,27.150000000000002,26.96,26.78,26.39,N/A,N/A -2012,6,16,9,30,101590,100440,99320,60.83,0,5,5.39,5.48,5.5200000000000005,5.55,5.58,5.6000000000000005,5.61,5.64,149.97,150.11,150.17000000000002,150.20000000000002,150.23,150.25,150.26,150.27,150.28,28.26,27.990000000000002,27.830000000000002,27.63,27.45,27.26,27.07,26.89,26.51,N/A,N/A -2012,6,16,10,30,101610,100460,99340,67.18,0,5.08,5.5200000000000005,5.6000000000000005,5.63,5.66,5.66,5.67,5.66,5.65,153.45000000000002,153.31,153.31,153.3,153.27,153.25,153.21,153.18,153.09,27.98,27.68,27.52,27.32,27.13,26.94,26.75,26.560000000000002,26.18,N/A,N/A -2012,6,16,11,30,101620,100470,99350,65.19,0,4.17,4.5200000000000005,4.6000000000000005,4.65,4.7,4.74,4.7700000000000005,4.8,4.86,144.88,145.05,145.13,145.22,145.29,145.36,145.42000000000002,145.49,145.61,27.94,27.64,27.47,27.28,27.09,26.900000000000002,26.7,26.52,26.13,N/A,N/A -2012,6,16,12,30,101670,100520,99400,71.82000000000001,0,4.2700000000000005,4.55,4.6000000000000005,4.61,4.62,4.63,4.62,4.62,4.61,145.41,145.65,145.74,145.81,145.88,145.93,145.97,146.02,146.1,27.63,27.310000000000002,27.14,26.94,26.75,26.560000000000002,26.37,26.18,25.8,N/A,N/A -2012,6,16,13,30,101700,100550,99430,70.2,0,3.65,3.84,3.85,3.83,3.8200000000000003,3.8000000000000003,3.7800000000000002,3.7600000000000002,3.71,138.74,138.67000000000002,138.62,138.56,138.51,138.45000000000002,138.39000000000001,138.33,138.20000000000002,27.61,27.28,27.11,26.91,26.72,26.53,26.330000000000002,26.150000000000002,25.76,N/A,N/A -2012,6,16,14,30,101760,100600,99480,71.54,0,2.92,3.04,3.0500000000000003,3.04,3.02,3.0100000000000002,2.99,2.98,2.94,135.55,135.12,135.02,134.91,134.81,134.71,134.6,134.49,134.27,27.53,27.2,27.03,26.830000000000002,26.64,26.45,26.25,26.07,25.68,N/A,N/A -2012,6,16,15,30,101780,100620,99510,76.69,0,2.94,3.0700000000000003,3.09,3.09,3.09,3.09,3.08,3.0700000000000003,3.06,124.73,124.57000000000001,124.47,124.36,124.26,124.17,124.08,123.99000000000001,123.8,27.41,27.07,26.89,26.69,26.5,26.310000000000002,26.11,25.92,25.54,N/A,N/A -2012,6,16,16,30,101750,100600,99480,75.06,0,2.07,2.19,2.21,2.22,2.23,2.24,2.25,2.2600000000000002,2.27,127.44,127.28,127.2,127.12,127.05,126.98,126.9,126.81,126.67,27.51,27.16,26.990000000000002,26.78,26.6,26.41,26.21,26.02,25.64,N/A,N/A -2012,6,16,17,30,101760,100610,99490,77.37,0,1.97,2.0300000000000002,2.04,2.0300000000000002,2.0300000000000002,2.02,2.0100000000000002,2.0100000000000002,1.99,121.35000000000001,120.74000000000001,120.5,120.27,120.07000000000001,119.89,119.71000000000001,119.55,119.22,27.51,27.150000000000002,26.97,26.77,26.580000000000002,26.39,26.19,26.01,25.62,N/A,N/A -2012,6,16,18,30,101750,100600,99480,75.71000000000001,0,3.0700000000000003,3.24,3.27,3.29,3.31,3.3200000000000003,3.33,3.34,3.35,99.15,98.91,98.91,98.91,98.9,98.89,98.89,98.87,98.87,27.68,27.32,27.14,26.94,26.75,26.560000000000002,26.36,26.18,25.8,N/A,N/A -2012,6,16,19,30,101770,100620,99500,80.34,0,4.7700000000000005,4.93,4.93,4.9,4.8500000000000005,4.8,4.75,4.7,4.58,93.71000000000001,92.62,91.94,91.28,90.68,90.09,89.41,88.72,86.99,27.2,26.86,26.7,26.52,26.35,26.18,26.01,25.84,25.52,N/A,N/A -2012,6,16,20,30,101710,100560,99440,76.12,0,5.24,5.51,5.53,5.51,5.49,5.45,5.4,5.3500000000000005,5.21,87.36,87.69,88,88.34,88.69,89.05,89.48,89.9,91.07000000000001,26.7,26.32,26.14,25.95,25.77,25.580000000000002,25.400000000000002,25.22,24.88,N/A,N/A -2012,6,16,21,30,101670,100510,99400,79.14,0,3.69,3.9,3.95,3.97,3.99,4.01,4.0200000000000005,4.03,4.05,108.69,108.55,108.55,108.51,108.45,108.38,108.27,108.16,107.77,26.77,26.41,26.23,26.03,25.84,25.66,25.47,25.29,24.92,N/A,N/A -2012,6,16,22,30,101600,100450,99330,78.38,0,4.96,5.2700000000000005,5.32,5.34,5.36,5.37,5.37,5.37,5.38,106,106.07000000000001,106.11,106.15,106.19,106.22,106.26,106.3,106.36,27.01,26.650000000000002,26.47,26.27,26.09,25.900000000000002,25.71,25.53,25.16,N/A,N/A -2012,6,16,23,30,101580,100430,99320,78.71000000000001,0,5.48,5.91,6.0200000000000005,6.08,6.13,6.16,6.19,6.22,6.26,89.29,89.2,89.14,89.09,89.04,88.98,88.93,88.88,88.77,27.25,26.900000000000002,26.72,26.52,26.330000000000002,26.14,25.95,25.76,25.38,N/A,N/A -2012,6,17,0,30,101550,100400,99280,80.65,0,6.2,6.67,6.76,6.8,6.82,6.83,6.83,6.83,6.8100000000000005,98.08,98.06,98.18,98.32000000000001,98.46000000000001,98.59,98.73,98.86,99.13,27.11,26.740000000000002,26.560000000000002,26.36,26.16,25.98,25.78,25.59,25.21,N/A,N/A -2012,6,17,1,30,101560,100410,99290,82.93,0,5.62,6.0200000000000005,6.12,6.17,6.2,6.22,6.24,6.25,6.26,103.69,104.16,104.4,104.61,104.79,104.96000000000001,105.11,105.26,105.56,26.8,26.43,26.25,26.05,25.86,25.67,25.47,25.29,24.91,N/A,N/A -2012,6,17,2,30,101530,100380,99260,81.79,0,6.46,6.97,7.09,7.16,7.2,7.23,7.25,7.2700000000000005,7.29,107.43,107.57000000000001,107.67,107.76,107.86,107.94,108.03,108.11,108.27,27.13,26.77,26.6,26.39,26.2,26.02,25.82,25.64,25.26,N/A,N/A -2012,6,17,3,30,101530,100380,99260,84.85000000000001,0,7.17,7.78,7.930000000000001,8.02,8.08,8.120000000000001,8.16,8.19,8.22,117.71000000000001,117.46000000000001,117.32000000000001,117.16,117.02,116.9,116.77,116.65,116.4,26.98,26.6,26.42,26.21,26.02,25.82,25.62,25.44,25.05,N/A,N/A -2012,6,17,4,30,101500,100350,99230,84.81,0,7.09,7.66,7.79,7.8500000000000005,7.890000000000001,7.92,7.930000000000001,7.930000000000001,7.930000000000001,116.83,117.16,117.29,117.4,117.49000000000001,117.56,117.63,117.69,117.79,27.13,26.76,26.580000000000002,26.38,26.19,25.990000000000002,25.8,25.61,25.23,N/A,N/A -2012,6,17,5,30,101510,100360,99250,82.03,0,7.21,7.82,7.94,8.01,8.040000000000001,8.05,8.06,8.06,8.040000000000001,119.58,119.49000000000001,119.45,119.41,119.39,119.37,119.35000000000001,119.34,119.33,27.150000000000002,26.79,26.61,26.41,26.22,26.03,25.830000000000002,25.650000000000002,25.26,N/A,N/A -2012,6,17,6,30,101550,100400,99280,80.78,0,6.390000000000001,7.01,7.16,7.26,7.33,7.38,7.41,7.44,7.48,116.77,117.38,117.57000000000001,117.7,117.8,117.88,117.94,117.99000000000001,118.04,27.36,27,26.82,26.62,26.43,26.240000000000002,26.04,25.85,25.46,N/A,N/A -2012,6,17,7,30,101560,100410,99300,79.67,0,6.13,6.61,6.72,6.78,6.82,6.8500000000000005,6.87,6.890000000000001,6.91,114.04,114.14,114.24000000000001,114.34,114.42,114.51,114.59,114.66,114.79,27.330000000000002,26.98,26.8,26.6,26.41,26.22,26.02,25.84,25.45,N/A,N/A -2012,6,17,8,30,101560,100400,99290,76.93,0,5.55,5.94,6.01,6.05,6.07,6.08,6.08,6.09,6.08,97.52,97.65,97.78,97.9,98.02,98.14,98.25,98.36,98.59,27.400000000000002,27.060000000000002,26.89,26.69,26.5,26.310000000000002,26.12,25.93,25.55,N/A,N/A 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-2012,6,17,13,30,101640,100480,99370,61.61,0,6.29,6.82,6.92,6.97,7.01,7.03,7.04,7.05,7.05,72.28,72.37,72.44,72.51,72.58,72.64,72.7,72.76,72.89,27.830000000000002,27.53,27.36,27.16,26.97,26.79,26.59,26.41,26.02,N/A,N/A -2012,6,17,14,30,101620,100460,99350,57.04,0,6.7700000000000005,7.4,7.5200000000000005,7.59,7.63,7.66,7.67,7.68,7.68,65.71000000000001,65.6,65.62,65.66,65.69,65.73,65.78,65.82000000000001,65.9,27.88,27.57,27.41,27.21,27.02,26.830000000000002,26.63,26.45,26.060000000000002,N/A,N/A -2012,6,17,15,30,101610,100450,99330,56.53,0,7.32,8,8.14,8.2,8.24,8.26,8.27,8.27,8.24,60.89,60.870000000000005,60.94,61.02,61.1,61.17,61.26,61.33,61.5,27.85,27.54,27.37,27.17,26.98,26.79,26.59,26.41,26.02,N/A,N/A -2012,6,17,16,30,101620,100460,99340,61.58,0,7.57,8.19,8.3,8.35,8.38,8.4,8.4,8.4,8.370000000000001,74.59,74.9,75.07000000000001,75.25,75.4,75.56,75.7,75.84,76.13,27.38,27.03,26.85,26.66,26.46,26.27,26.080000000000002,25.89,25.51,N/A,N/A -2012,6,17,17,30,101580,100420,99300,63.82,0,6.55,6.99,7.0600000000000005,7.07,7.07,7.07,7.0600000000000005,7.04,7,72.58,73.28,73.64,73.97,74.28,74.56,74.85000000000001,75.11,75.67,27.07,26.71,26.54,26.34,26.150000000000002,25.96,25.77,25.580000000000002,25.2,N/A,N/A -2012,6,17,18,30,101530,100370,99250,64.59,0,6.04,6.51,6.62,6.68,6.72,6.76,6.79,6.82,6.86,87.62,87.54,87.5,87.44,87.39,87.33,87.25,87.18,87.01,27,26.63,26.45,26.26,26.07,25.88,25.69,25.51,25.13,N/A,N/A -2012,6,17,19,30,101490,100330,99210,66.39,0,6.01,6.49,6.58,6.640000000000001,6.69,6.72,6.74,6.7700000000000005,6.8,96.79,96.03,95.68,95.34,95.02,94.73,94.42,94.15,93.55,27.060000000000002,26.68,26.5,26.310000000000002,26.11,25.92,25.72,25.54,25.150000000000002,N/A,N/A -2012,6,17,20,30,101410,100250,99140,68.33,0,6.17,6.640000000000001,6.73,6.7700000000000005,6.8,6.82,6.83,6.84,6.8500000000000005,96.73,96.37,96.17,95.95,95.75,95.55,95.35000000000001,95.17,94.8,27.07,26.7,26.52,26.330000000000002,26.14,25.96,25.77,25.59,25.22,N/A,N/A -2012,6,17,21,30,101350,100200,99080,67.77,0,6.05,6.5,6.6000000000000005,6.640000000000001,6.68,6.7,6.71,6.72,6.74,95.56,95.76,95.81,95.85000000000001,95.88,95.9,95.91,95.91,95.91,27.28,26.94,26.76,26.57,26.38,26.19,26,25.82,25.44,N/A,N/A -2012,6,17,22,30,101300,100150,99040,68.64,0,3.2600000000000002,3.48,3.54,3.58,3.61,3.64,3.68,3.7,3.7800000000000002,101.58,101.45,101.36,101.26,101.15,101.04,100.91,100.78,100.43,27.3,26.96,26.79,26.59,26.400000000000002,26.21,26.02,25.84,25.46,N/A,N/A -2012,6,17,23,30,101270,100120,99010,72.21000000000001,0,4.0200000000000005,4.3100000000000005,4.39,4.43,4.48,4.5200000000000005,4.55,4.59,4.66,96.55,96.35000000000001,96.23,96.09,95.97,95.85000000000001,95.72,95.59,95.33,27.28,26.94,26.76,26.560000000000002,26.38,26.19,25.990000000000002,25.810000000000002,25.43,N/A,N/A -2012,6,18,0,30,101230,100080,98960,75.32000000000001,0,4.03,4.32,4.39,4.44,4.48,4.5200000000000005,4.55,4.57,4.63,90.24,90.15,90.13,90.11,90.09,90.06,90.03,90.01,89.95,27.27,26.93,26.76,26.560000000000002,26.37,26.18,25.98,25.8,25.42,N/A,N/A -2012,6,18,1,30,101180,100040,98920,77.34,0,5.38,5.79,5.88,5.94,5.98,6.01,6.03,6.05,6.08,92.28,92.16,92.11,92.06,92.02,91.98,91.94,91.9,91.82000000000001,27.35,26.990000000000002,26.82,26.62,26.43,26.240000000000002,26.04,25.86,25.47,N/A,N/A -2012,6,18,2,30,101140,99990,98880,76.54,0,5.22,5.57,5.63,5.66,5.67,5.68,5.69,5.69,5.69,97.14,96.3,95.82000000000001,95.35000000000001,94.91,94.5,94.09,93.71000000000001,92.91,27.29,26.94,26.76,26.560000000000002,26.37,26.18,25.98,25.8,25.41,N/A,N/A -2012,6,18,3,30,101130,99980,98870,80.46000000000001,0,6.15,6.62,6.72,6.78,6.8100000000000005,6.84,6.8500000000000005,6.86,6.88,95.33,94.98,94.82000000000001,94.68,94.56,94.46000000000001,94.34,94.23,94.01,27.17,26.810000000000002,26.63,26.43,26.240000000000002,26.05,25.86,25.67,25.29,N/A,N/A -2012,6,18,4,30,101100,99950,98840,79.54,0,6.18,6.68,6.79,6.86,6.9,6.93,6.95,6.97,6.99,107.88,107.89,107.89,107.89,107.89,107.91,107.92,107.94,107.97,27.18,26.82,26.64,26.44,26.25,26.060000000000002,25.87,25.68,25.3,N/A,N/A -2012,6,18,5,30,101060,99920,98800,82.73,0,6.19,6.63,6.74,6.79,6.83,6.86,6.88,6.9,6.93,115.27,115.23,115.3,115.39,115.48,115.57000000000001,115.68,115.78,116,27.1,26.740000000000002,26.560000000000002,26.35,26.16,25.97,25.78,25.59,25.21,N/A,N/A -2012,6,18,6,30,101070,99920,98810,83.83,0,6.65,7.15,7.25,7.3100000000000005,7.34,7.36,7.37,7.37,7.37,130.55,130.9,131,131.09,131.16,131.24,131.3,131.37,131.48,26.73,26.330000000000002,26.150000000000002,25.94,25.740000000000002,25.55,25.35,25.17,24.78,N/A,N/A -2012,6,18,7,30,101050,99900,98790,83.35000000000001,0,5.8,6.21,6.3,6.3500000000000005,6.38,6.4,6.41,6.43,6.44,144.96,145.27,145.4,145.53,145.65,145.75,145.86,145.96,146.14000000000001,27.01,26.63,26.45,26.25,26.060000000000002,25.87,25.67,25.48,25.1,N/A,N/A -2012,6,18,8,30,101020,99870,98760,82.58,0,7.37,7.97,8.09,8.15,8.18,8.19,8.19,8.18,8.14,180.96,180.96,181,181.07,181.13,181.20000000000002,181.29,181.37,181.57,27.2,26.830000000000002,26.650000000000002,26.45,26.25,26.060000000000002,25.87,25.68,25.3,N/A,N/A -2012,6,18,9,30,101030,99880,98770,82.18,0,5.83,6.2700000000000005,6.36,6.41,6.45,6.47,6.49,6.5,6.5200000000000005,181.92000000000002,181.75,181.62,181.49,181.36,181.24,181.12,181,180.75,27.150000000000002,26.78,26.6,26.400000000000002,26.21,26.02,25.830000000000002,25.64,25.26,N/A,N/A -2012,6,18,10,30,101040,99900,98780,79.71000000000001,0,6.3100000000000005,6.7700000000000005,6.88,6.92,6.96,6.97,6.98,6.99,6.99,208.36,208.08,207.88,207.68,207.49,207.3,207.1,206.92000000000002,206.54,27.19,26.830000000000002,26.66,26.45,26.26,26.07,25.87,25.69,25.310000000000002,N/A,N/A -2012,6,18,11,30,101010,99860,98750,79.35000000000001,0,4.84,5.15,5.2,5.23,5.24,5.24,5.24,5.24,5.23,214.18,214.16,214.04,213.92000000000002,213.81,213.70000000000002,213.58,213.47,213.22,27.09,26.73,26.55,26.35,26.16,25.97,25.77,25.59,25.21,N/A,N/A -2012,6,18,12,30,101040,99900,98790,80.5,0,4.05,4.2700000000000005,4.3100000000000005,4.32,4.33,4.33,4.33,4.33,4.33,201.5,201.66,201.68,201.70000000000002,201.73000000000002,201.74,201.76,201.77,201.81,27.05,26.69,26.51,26.310000000000002,26.12,25.93,25.73,25.55,25.16,N/A,N/A -2012,6,18,13,30,101110,99960,98840,91.08,5.1000000000000005,10.47,11.09,11.040000000000001,10.83,10.6,10.32,10.01,9.71,9.05,140.81,140.98,141.34,141.88,142.43,143.01,143.68,144.34,145.83,25.240000000000002,24.79,24.63,24.47,24.330000000000002,24.19,24.05,23.92,23.63,N/A,N/A -2012,6,18,14,30,101160,100000,98880,82.79,30,3.23,3.31,3.29,3.27,3.25,3.22,3.16,3.09,2.7600000000000002,127.84,132.26,134.95,137.89000000000001,141.06,144.3,147.81,151.01,156.17000000000002,24.96,24.57,24.41,24.25,24.1,23.98,23.88,23.8,23.650000000000002,N/A,N/A -2012,6,18,15,30,101140,99980,98850,88.79,39.900000000000006,3.92,3.85,3.69,3.5,3.37,3.2800000000000002,3.45,3.65,4.18,90.38,90.81,92.22,94.47,102.48,112.25,119.26,125.41,133.41,23.72,23.35,23.240000000000002,23.16,23.22,23.32,23.36,23.38,23.19,N/A,N/A -2012,6,18,16,30,101200,100040,98930,81.16,2.2,4.5200000000000005,4.91,5.01,5.09,5.15,5.2,5.24,5.28,5.33,142.73,144.52,145.08,145.55,145.94,146.28,146.59,146.86,147.33,26.16,25.77,25.59,25.38,25.19,25,24.8,24.62,24.240000000000002,N/A,N/A -2012,6,18,17,30,101140,99990,98870,86.68,0.4,6.33,6.75,6.84,6.890000000000001,6.92,6.94,6.96,6.98,7.05,155.48,155.29,155.16,155.04,154.92000000000002,154.8,154.64000000000001,154.5,154.12,26,25.580000000000002,25.400000000000002,25.2,25.02,24.84,24.650000000000002,24.48,24.14,N/A,N/A -2012,6,18,18,30,101170,100020,98900,89.11,4.4,8.11,8.61,8.68,8.69,8.67,8.65,8.6,8.56,8.46,147.57,148.22,148.77,149.3,149.81,150.28,150.78,151.23,152.23,25.55,25.09,24.900000000000002,24.7,24.52,24.34,24.150000000000002,23.98,23.63,N/A,N/A -2012,6,18,19,30,101190,100030,98910,83.7,0.4,8.33,8.93,9.03,9.05,9.06,9.05,9.03,9.01,8.94,175.26,174.63,174.3,173.95000000000002,173.6,173.25,172.88,172.52,171.71,25.76,25.3,25.11,24.900000000000002,24.71,24.52,24.32,24.14,23.77,N/A,N/A -2012,6,18,20,30,101160,100000,98890,80.2,0,7.11,7.63,7.74,7.78,7.8100000000000005,7.82,7.83,7.83,7.82,159.67000000000002,159.75,159.79,159.82,159.84,159.86,159.87,159.89000000000001,159.92000000000002,26.29,25.87,25.68,25.48,25.28,25.09,24.89,24.71,24.32,N/A,N/A -2012,6,18,21,30,101130,99980,98870,74.98,0,6.5,7.0200000000000005,7.140000000000001,7.22,7.28,7.33,7.37,7.4,7.46,156.03,156.01,156.04,156.05,156.07,156.07,156.07,156.08,156.07,26.82,26.45,26.27,26.060000000000002,25.87,25.69,25.490000000000002,25.310000000000002,24.93,N/A,N/A -2012,6,18,22,30,101080,99930,98810,77.73,0,7.55,8.19,8.33,8.41,8.47,8.51,8.540000000000001,8.56,8.59,146.85,146.88,146.95000000000002,147.03,147.09,147.16,147.23,147.3,147.44,26.990000000000002,26.6,26.42,26.22,26.02,25.830000000000002,25.63,25.45,25.060000000000002,N/A,N/A -2012,6,18,23,30,101110,99960,98850,83.62,0,8.64,9.43,9.59,9.67,9.72,9.74,9.76,9.76,9.75,141.64000000000001,141.67000000000002,141.70000000000002,141.73,141.77,141.8,141.84,141.87,141.94,26.900000000000002,26.5,26.310000000000002,26.1,25.91,25.72,25.51,25.330000000000002,24.94,N/A,N/A -2012,6,19,0,30,101100,99950,98840,77.86,0,8.620000000000001,9.41,9.6,9.700000000000001,9.78,9.83,9.86,9.88,9.92,154,153.87,153.84,153.82,153.79,153.77,153.75,153.74,153.71,27.13,26.75,26.57,26.37,26.17,25.98,25.78,25.6,25.21,N/A,N/A -2012,6,19,1,30,101070,99920,98810,83.08,0,9.15,10.07,10.28,10.42,10.51,10.58,10.64,10.68,10.75,150.67000000000002,150.64000000000001,150.61,150.58,150.56,150.53,150.51,150.48,150.44,27.09,26.71,26.52,26.32,26.13,25.94,25.740000000000002,25.560000000000002,25.18,N/A,N/A -2012,6,19,2,30,101080,99930,98820,81.92,0,8.94,9.72,9.88,9.950000000000001,9.99,10.01,10.01,10.01,9.98,146.09,146.13,146.14000000000001,146.12,146.1,146.07,146.02,145.98,145.85,27.18,26.8,26.61,26.42,26.22,26.03,25.84,25.66,25.28,N/A,N/A -2012,6,19,3,30,101110,99960,98850,84.93,0,9.55,10.46,10.65,10.74,10.790000000000001,10.82,10.83,10.83,10.81,135.98,136.06,136.12,136.17000000000002,136.21,136.24,136.27,136.3,136.36,27.03,26.63,26.44,26.240000000000002,26.05,25.85,25.66,25.47,25.09,N/A,N/A -2012,6,19,4,30,101110,99960,98850,75.44,0,10.88,11.93,12.16,12.27,12.35,12.4,12.43,12.450000000000001,12.46,149,148.9,148.89000000000001,148.89000000000001,148.91,148.93,148.96,148.98,149.06,27.35,26.98,26.79,26.59,26.39,26.2,26.01,25.82,25.43,N/A,N/A -2012,6,19,5,30,101090,99950,98840,80.2,0,9.05,9.93,10.13,10.25,10.33,10.39,10.43,10.46,10.5,155.42000000000002,155.4,155.4,155.4,155.41,155.43,155.44,155.46,155.51,27.27,26.89,26.71,26.51,26.310000000000002,26.13,25.93,25.740000000000002,25.36,N/A,N/A -2012,6,19,6,30,101140,100000,98890,82.64,0,9.67,10.67,10.92,11.06,11.17,11.25,11.31,11.370000000000001,11.44,155.82,156.04,156.13,156.21,156.29,156.35,156.41,156.47,156.57,27.27,26.89,26.71,26.51,26.310000000000002,26.12,25.92,25.740000000000002,25.35,N/A,N/A -2012,6,19,7,30,101180,100030,98920,83.37,0,9.84,10.88,11.15,11.32,11.44,11.540000000000001,11.620000000000001,11.68,11.790000000000001,163.86,164.06,164.11,164.15,164.18,164.20000000000002,164.22,164.23,164.26,27.39,27.02,26.84,26.64,26.45,26.25,26.060000000000002,25.87,25.490000000000002,N/A,N/A -2012,6,19,8,30,101200,100060,98950,84.05,0,9.23,10.18,10.42,10.57,10.67,10.75,10.81,10.86,10.93,160.1,159.99,159.92000000000002,159.85,159.78,159.71,159.65,159.58,159.44,27.45,27.080000000000002,26.900000000000002,26.7,26.51,26.32,26.12,25.94,25.55,N/A,N/A -2012,6,19,9,30,101200,100060,98950,82.7,0,9.370000000000001,10.290000000000001,10.52,10.64,10.73,10.790000000000001,10.82,10.86,10.89,158.37,158.27,158.35,158.43,158.52,158.59,158.67000000000002,158.76,158.93,27.6,27.25,27.080000000000002,26.88,26.7,26.51,26.310000000000002,26.13,25.76,N/A,N/A -2012,6,19,10,30,101230,100080,98960,85.57000000000001,5.5,9.44,10.09,10.31,10.46,10.58,10.700000000000001,10.82,10.92,11.15,136.31,136.69,137.49,138.35,139.18,140.02,140.95000000000002,141.85,143.95000000000002,26.23,25.87,25.740000000000002,25.59,25.44,25.3,25.150000000000002,25.01,24.72,N/A,N/A -2012,6,19,11,30,101180,100030,98910,86.52,0.4,13.620000000000001,14.84,14.97,14.96,14.94,14.91,14.8,14.69,14.41,161.14000000000001,161.23,161.38,161.59,161.79,161.98,162.07,162.13,162.36,25.43,24.97,24.82,24.71,24.64,24.61,24.63,24.650000000000002,24.67,N/A,N/A -2012,6,19,12,30,101350,100190,99060,86.07000000000001,43.900000000000006,12.89,13.83,13.950000000000001,13.94,13.93,13.9,13.93,13.96,14.120000000000001,142.17000000000002,142.96,143.63,144.46,145.48,146.57,148.1,149.58,152.87,24.25,23.73,23.57,23.46,23.39,23.34,23.35,23.37,23.51,N/A,N/A -2012,6,19,13,30,101310,100150,99030,81.92,0,2.52,2.7800000000000002,2.9,3.02,3.16,3.3000000000000003,3.49,3.68,4.48,157.13,160.38,162.17000000000002,163.93,165.63,167.31,169.02,170.66,174.37,25.93,25.57,25.41,25.23,25.07,24.91,24.75,24.61,24.47,N/A,N/A -2012,6,19,14,30,101380,100230,99120,77.05,0,8.36,9.290000000000001,9.52,9.66,9.77,9.85,9.9,9.94,10,162.03,161.83,161.67000000000002,161.54,161.42000000000002,161.31,161.21,161.1,160.91,27.88,27.54,27.37,27.17,26.98,26.79,26.59,26.41,26.02,N/A,N/A -2012,6,19,15,30,101410,100270,99150,77.27,0,8.370000000000001,9.17,9.35,9.450000000000001,9.51,9.55,9.57,9.59,9.6,165.62,165.46,165.43,165.39000000000001,165.37,165.34,165.32,165.3,165.27,27.830000000000002,27.5,27.330000000000002,27.13,26.93,26.740000000000002,26.55,26.36,25.98,N/A,N/A -2012,6,19,16,30,101440,100290,99180,80.59,0,9.09,9.96,10.16,10.28,10.35,10.39,10.42,10.44,10.450000000000001,160.09,160.26,160.33,160.37,160.39000000000001,160.41,160.42000000000002,160.42000000000002,160.43,27.19,26.810000000000002,26.62,26.42,26.22,26.03,25.830000000000002,25.650000000000002,25.26,N/A,N/A -2012,6,19,17,30,101420,100270,99150,83.25,0,10.55,11.53,11.73,11.83,11.88,11.91,11.91,11.91,11.870000000000001,171.22,171.17000000000002,171.18,171.19,171.21,171.22,171.23,171.24,171.27,26.78,26.35,26.16,25.96,25.77,25.580000000000002,25.38,25.2,24.830000000000002,N/A,N/A -2012,6,19,18,30,101490,100330,99210,88.08,11,8.09,8.790000000000001,8.93,9.01,9.06,9.09,9.11,9.13,9.14,148.03,148.22,148.3,148.39000000000001,148.48,148.56,148.67000000000002,148.76,149.04,25.55,25.080000000000002,24.89,24.68,24.490000000000002,24.3,24.11,23.93,23.56,N/A,N/A -2012,6,19,19,30,101430,100270,99140,87.01,2.9000000000000004,6.92,7.44,7.5600000000000005,7.65,7.7700000000000005,7.9,8.2,8.52,9.63,153.34,153.35,153.51,153.70000000000002,153.95000000000002,154.23,154.68,155.15,156.53,25.3,24.88,24.71,24.54,24.400000000000002,24.28,24.22,24.18,24.57,N/A,N/A -2012,6,19,20,30,101430,100270,99140,93.3,289.7,4.97,5.12,5.18,5.22,5.3500000000000005,5.48,5.7,5.9,6.29,248.23000000000002,246.11,243.35,240.11,235.81,231.48000000000002,227.34,223.61,218,24.560000000000002,24.240000000000002,24.18,24.16,24.22,24.29,24.330000000000002,24.36,24.29,N/A,N/A -2012,6,19,21,30,101470,100310,99180,84.58,0,3.54,3.63,3.64,3.65,3.7,3.7600000000000002,4.0600000000000005,4.43,4.8,231.65,229.67000000000002,228.22,226.20000000000002,221.79,215.66,207.31,198.23000000000002,185.88,25.12,24.73,24.57,24.39,24.26,24.150000000000002,24.13,24.14,24.05,N/A,N/A -2012,6,19,22,30,101410,100250,99130,90.77,0,3.45,3.58,3.5700000000000003,3.54,3.5,3.47,3.45,3.44,4.88,59.14,60.75,61.68,62.81,64.27,65.9,68.16,70.44,115.2,25.18,24.77,24.59,24.400000000000002,24.22,24.05,23.87,23.7,24.16,N/A,N/A -2012,6,19,23,30,101360,100210,99090,90.36,0,5.1000000000000005,5.37,5.42,5.43,5.43,5.42,5.41,5.4,5.37,110.54,111.27,111.86,112.48,113.09,113.68,114.35000000000001,114.99000000000001,116.54,26.240000000000002,25.84,25.66,25.46,25.27,25.080000000000002,24.89,24.71,24.34,N/A,N/A -2012,6,20,0,30,101370,100220,99100,83.74,0,8.21,8.950000000000001,9.13,9.22,9.28,9.32,9.34,9.36,9.370000000000001,134.08,134.3,134.39000000000001,134.48,134.55,134.61,134.69,134.75,134.91,27.37,27,26.82,26.62,26.43,26.240000000000002,26.04,25.85,25.47,N/A,N/A -2012,6,20,1,30,101330,100180,99060,81.9,0,8.81,9.790000000000001,10.03,10.18,10.3,10.38,10.450000000000001,10.5,10.58,135.19,134.84,134.76,134.7,134.64000000000001,134.6,134.57,134.54,134.5,27.490000000000002,27.13,26.95,26.75,26.560000000000002,26.37,26.17,25.98,25.59,N/A,N/A -2012,6,20,2,30,101340,100190,99080,81.5,0,9.46,10.48,10.74,10.89,11,11.09,11.15,11.200000000000001,11.28,135.91,135.93,135.92000000000002,135.89000000000001,135.87,135.84,135.82,135.78,135.72,27.62,27.27,27.09,26.89,26.7,26.5,26.310000000000002,26.12,25.740000000000002,N/A,N/A -2012,6,20,3,30,101330,100180,99070,80.18,0,9.78,10.76,11.01,11.16,11.26,11.34,11.4,11.450000000000001,11.53,144.35,144.04,143.9,143.77,143.65,143.54,143.44,143.34,143.15,27.900000000000002,27.59,27.43,27.240000000000002,27.060000000000002,26.88,26.7,26.52,26.16,N/A,N/A -2012,6,20,4,30,101350,100190,99080,89.69,0,10.97,12.05,12.33,12.49,12.6,12.68,12.74,12.81,12.98,130.42000000000002,131.57,132.02,132.44,132.85,133.25,133.71,134.15,135.36,25.87,25.38,25.18,24.98,24.79,24.61,24.43,24.27,23.96,N/A,N/A -2012,6,20,5,30,101300,100150,99040,84.71000000000001,0,13.15,14.76,15.1,15.31,15.44,15.52,15.56,15.58,15.56,148.57,148.22,148.23,148.28,148.34,148.41,148.51,148.6,148.82,26.900000000000002,26.45,26.25,26.04,25.830000000000002,25.63,25.43,25.240000000000002,24.85,N/A,N/A -2012,6,20,6,30,101330,100180,99070,80.62,0,10.28,11.34,11.59,11.75,11.86,11.94,12,12.05,12.13,152.62,152.34,152.17000000000002,152,151.82,151.67000000000002,151.5,151.34,151.01,27.07,26.68,26.5,26.3,26.11,25.93,25.740000000000002,25.560000000000002,25.19,N/A,N/A -2012,6,20,7,30,101360,100210,99100,78.9,0,9.67,10.83,11.13,11.33,11.47,11.57,11.64,11.69,11.76,139.76,139.65,139.70000000000002,139.79,139.89000000000001,139.99,140.1,140.21,140.45000000000002,28.01,27.68,27.51,27.310000000000002,27.12,26.93,26.740000000000002,26.55,26.16,N/A,N/A -2012,6,20,8,30,101330,100180,99070,76.51,0,9.75,10.81,11.06,11.200000000000001,11.290000000000001,11.36,11.4,11.44,11.48,141.09,140.79,140.70000000000002,140.61,140.54,140.47,140.4,140.34,140.21,27.95,27.63,27.46,27.26,27.07,26.88,26.69,26.5,26.12,N/A,N/A -2012,6,20,9,30,101350,100200,99090,78.85000000000001,0,8.870000000000001,9.82,10.05,10.200000000000001,10.31,10.39,10.44,10.49,10.55,138.41,138.4,138.45000000000002,138.5,138.55,138.6,138.65,138.70000000000002,138.82,27.84,27.5,27.32,27.12,26.93,26.740000000000002,26.54,26.35,25.96,N/A,N/A -2012,6,20,10,30,101360,100210,99100,79.35000000000001,0,7.68,8.370000000000001,8.51,8.59,8.63,8.66,8.68,8.69,8.69,147.94,147.64000000000001,147.47,147.29,147.11,146.94,146.75,146.58,146.20000000000002,27.650000000000002,27.32,27.14,26.95,26.76,26.57,26.38,26.19,25.810000000000002,N/A,N/A -2012,6,20,11,30,101360,100210,99100,79.46000000000001,0,6.890000000000001,7.5600000000000005,7.73,7.84,7.930000000000001,7.99,8.05,8.09,8.17,142.72,142.37,142.26,142.17000000000002,142.09,142.03,141.98,141.94,141.88,27.77,27.45,27.28,27.080000000000002,26.89,26.7,26.51,26.32,25.94,N/A,N/A -2012,6,20,12,30,101380,100230,99120,78.89,0,7.24,7.92,8.07,8.16,8.22,8.27,8.3,8.33,8.36,140.92000000000002,141.32,141.53,141.73,141.91,142.08,142.24,142.4,142.70000000000002,27.77,27.44,27.27,27.07,26.88,26.69,26.5,26.310000000000002,25.93,N/A,N/A -2012,6,20,13,30,101410,100260,99140,81.84,5.5,8.15,8.82,8.96,9.01,9.040000000000001,9.040000000000001,9.02,8.99,8.91,147.13,146.31,145.81,145.33,144.89000000000001,144.47,144.04,143.62,142.65,26.28,25.86,25.67,25.48,25.29,25.11,24.92,24.75,24.400000000000002,N/A,N/A -2012,6,20,14,30,101480,100320,99190,93.03,59.300000000000004,5.91,6.34,6.44,6.51,6.5600000000000005,6.6000000000000005,6.65,6.7,6.86,175.67000000000002,174.72,174.26,173.78,173.28,172.78,172.12,171.47,169.06,24.88,24.43,24.25,24.05,23.87,23.7,23.53,23.37,23.07,N/A,N/A -2012,6,20,15,30,101450,100290,99170,81.78,0,7.59,8.16,8.28,8.33,8.36,8.370000000000001,8.370000000000001,8.36,8.33,165.46,165.43,165.42000000000002,165.42000000000002,165.43,165.45000000000002,165.49,165.52,165.64000000000001,26.28,25.86,25.67,25.46,25.27,25.080000000000002,24.88,24.7,24.32,N/A,N/A -2012,6,20,16,30,101540,100390,99270,81.89,0,6.17,6.67,6.78,6.8500000000000005,6.9,6.94,6.97,6.99,7.04,142.75,142.71,142.65,142.58,142.5,142.41,142.33,142.23,142,26.95,26.57,26.39,26.19,26,25.810000000000002,25.62,25.43,25.05,N/A,N/A -2012,6,20,17,30,101460,100300,99190,81.33,0,6.59,7.1000000000000005,7.21,7.26,7.29,7.3100000000000005,7.32,7.33,7.32,153.56,153.25,153.09,152.95000000000002,152.8,152.65,152.49,152.35,152,26.88,26.490000000000002,26.310000000000002,26.11,25.91,25.73,25.53,25.34,24.97,N/A,N/A -2012,6,20,18,30,101500,100340,99220,80.37,0,6.04,6.51,6.62,6.69,6.74,6.78,6.8100000000000005,6.84,6.890000000000001,149.08,149.19,149.17000000000002,149.14000000000001,149.1,149.06,149.01,148.96,148.84,26.84,26.45,26.27,26.07,25.88,25.69,25.5,25.32,24.94,N/A,N/A -2012,6,20,19,30,101470,100320,99200,79.7,0,4.98,5.33,5.4,5.44,5.47,5.49,5.51,5.53,5.5600000000000005,132.76,132.69,132.65,132.6,132.55,132.49,132.42000000000002,132.34,132.14000000000001,27.080000000000002,26.71,26.53,26.330000000000002,26.14,25.95,25.75,25.57,25.19,N/A,N/A -2012,6,20,20,30,101430,100280,99170,85.01,0,6.01,6.46,6.57,6.63,6.67,6.7,6.73,6.75,6.79,126.34,125.82000000000001,125.51,125.2,124.92,124.64,124.35000000000001,124.07000000000001,123.47,27.080000000000002,26.7,26.52,26.32,26.13,25.95,25.75,25.57,25.2,N/A,N/A -2012,6,20,21,30,101410,100260,99140,83.11,0,6.29,6.73,6.8,6.83,6.8500000000000005,6.86,6.86,6.86,6.86,126.48,126.18,125.98,125.77,125.54,125.31,125.03,124.76,124.06,26.75,26.36,26.18,25.98,25.79,25.61,25.42,25.240000000000002,24.88,N/A,N/A -2012,6,20,22,30,101410,100260,99150,81.31,0,6.83,7.47,7.65,7.7700000000000005,7.87,7.95,8.02,8.08,8.2,98.79,99.48,99.82000000000001,100.14,100.42,100.68,100.92,101.15,101.57000000000001,27.41,27.060000000000002,26.89,26.69,26.51,26.32,26.13,25.94,25.57,N/A,N/A -2012,6,20,23,30,101360,100210,99100,76.46000000000001,0,7.86,8.57,8.73,8.81,8.870000000000001,8.9,8.92,8.93,8.94,104.88,104.91,104.92,104.94,104.97,104.99000000000001,105.02,105.05,105.13,27.69,27.36,27.18,26.98,26.79,26.6,26.41,26.22,25.84,N/A,N/A -2012,6,21,0,30,101350,100200,99080,78.05,0,7.22,7.9,8.05,8.14,8.21,8.26,8.290000000000001,8.33,8.370000000000001,111.23,111.82000000000001,112.04,112.21000000000001,112.36,112.48,112.59,112.68,112.85000000000001,27.740000000000002,27.41,27.23,27.03,26.84,26.650000000000002,26.45,26.27,25.88,N/A,N/A -2012,6,21,1,30,101350,100200,99080,80.9,0,7.18,7.8100000000000005,7.94,8.01,8.06,8.08,8.1,8.11,8.120000000000001,121.60000000000001,121.27,121.08,120.92,120.79,120.66,120.54,120.42,120.19,27.560000000000002,27.21,27.04,26.84,26.650000000000002,26.46,26.26,26.080000000000002,25.69,N/A,N/A -2012,6,21,2,30,101350,100200,99090,87.2,0,8.78,9.48,9.6,9.64,9.65,9.63,9.61,9.58,9.49,117.16,116.99000000000001,116.95,116.9,116.85000000000001,116.8,116.75,116.7,116.58,26.86,26.46,26.28,26.09,25.900000000000002,25.72,25.54,25.37,25.02,N/A,N/A -2012,6,21,3,30,101360,100210,99100,81.12,0,7.28,7.930000000000001,8.1,8.19,8.27,8.33,8.370000000000001,8.41,8.47,119.91,119.93,119.97,120.01,120.06,120.10000000000001,120.14,120.18,120.27,27.07,26.69,26.51,26.310000000000002,26.12,25.93,25.73,25.55,25.17,N/A,N/A -2012,6,21,4,30,101340,100190,99080,81.38,0,6.71,7.25,7.3500000000000005,7.4,7.44,7.46,7.47,7.47,7.48,127.15,126.51,126.12,125.73,125.36,125.02,124.67,124.33,123.62,27.29,26.93,26.76,26.560000000000002,26.37,26.18,25.990000000000002,25.810000000000002,25.44,N/A,N/A -2012,6,21,5,30,101350,100200,99080,81.77,0,5.98,6.49,6.62,6.7,6.76,6.8100000000000005,6.8500000000000005,6.88,6.94,126.74000000000001,126.56,126.55,126.53,126.51,126.49000000000001,126.47,126.46000000000001,126.41,27.25,26.89,26.72,26.52,26.330000000000002,26.14,25.95,25.76,25.38,N/A,N/A -2012,6,21,6,30,101360,100210,99100,81.12,0,6.140000000000001,6.62,6.72,6.7700000000000005,6.8,6.83,6.84,6.8500000000000005,6.87,115.05,115.38,115.60000000000001,115.84,116.06,116.29,116.52,116.75,117.22,27.44,27.09,26.91,26.71,26.52,26.330000000000002,26.13,25.95,25.560000000000002,N/A,N/A -2012,6,21,7,30,101340,100190,99080,81.42,0,7.4,8.03,8.17,8.24,8.290000000000001,8.31,8.33,8.34,8.33,120.41,120.56,120.65,120.73,120.81,120.88,120.94,121,121.13,27.45,27.09,26.92,26.72,26.52,26.34,26.14,25.95,25.57,N/A,N/A -2012,6,21,8,30,101380,100230,99120,79.38,0,5.73,6.22,6.34,6.42,6.49,6.54,6.59,6.63,6.7,122.12,122.46000000000001,122.67,122.85000000000001,123,123.13000000000001,123.24000000000001,123.34,123.52,27.62,27.28,27.1,26.91,26.72,26.53,26.34,26.16,25.77,N/A,N/A -2012,6,21,9,30,101390,100240,99130,80.74,4.4,5.3500000000000005,5.76,5.86,5.93,5.98,6.0200000000000005,6.0600000000000005,6.09,6.13,120.85000000000001,120.03,119.64,119.29,118.99000000000001,118.73,118.48,118.25,117.83,27.48,27.14,26.97,26.77,26.580000000000002,26.400000000000002,26.2,26.02,25.64,N/A,N/A -2012,6,21,10,30,101390,100240,99130,83.12,6.6000000000000005,4.89,5.24,5.32,5.37,5.41,5.44,5.47,5.49,5.53,110.12,109.8,109.52,109.21000000000001,108.94,108.69,108.44,108.21000000000001,107.77,27.21,26.86,26.68,26.490000000000002,26.3,26.11,25.91,25.73,25.35,N/A,N/A -2012,6,21,11,30,101420,100270,99150,76.85000000000001,0,4.48,4.92,5.04,5.13,5.2,5.26,5.3,5.34,5.39,91.94,91.45,91.38,91.35000000000001,91.36,91.39,91.45,91.52,91.71000000000001,27.57,27.240000000000002,27.07,26.88,26.69,26.5,26.310000000000002,26.13,25.740000000000002,N/A,N/A -2012,6,21,12,30,101440,100290,99170,77.24,0,5.58,6.03,6.13,6.19,6.22,6.25,6.26,6.2700000000000005,6.29,84.22,84.60000000000001,84.78,84.93,85.06,85.18,85.28,85.38,85.59,27.61,27.26,27.09,26.89,26.7,26.51,26.310000000000002,26.13,25.740000000000002,N/A,N/A -2012,6,21,13,30,101440,100290,99170,70.31,0,6.13,6.6000000000000005,6.68,6.71,6.73,6.73,6.73,6.73,6.71,80.22,80.13,80.01,79.87,79.74,79.62,79.49,79.37,79.14,27.92,27.6,27.43,27.23,27.04,26.85,26.66,26.48,26.09,N/A,N/A -2012,6,21,14,30,101510,100360,99240,70.26,0,6.47,7.0200000000000005,7.13,7.2,7.24,7.2700000000000005,7.29,7.3,7.32,82.21000000000001,81.86,81.76,81.66,81.59,81.52,81.45,81.39,81.28,27.97,27.650000000000002,27.48,27.28,27.09,26.900000000000002,26.71,26.52,26.14,N/A,N/A -2012,6,21,15,30,101550,100400,99290,65.27,0,6.1000000000000005,6.58,6.66,6.69,6.7,6.7,6.7,6.7,6.68,74.64,74.63,74.7,74.78,74.85000000000001,74.93,75.02,75.11,75.3,28.14,27.830000000000002,27.67,27.47,27.28,27.1,26.900000000000002,26.71,26.330000000000002,N/A,N/A -2012,6,21,16,30,101530,100380,99270,72,0,7.17,7.74,7.84,7.890000000000001,7.9,7.91,7.9,7.890000000000001,7.86,74.67,74.84,74.91,74.97,75.04,75.11,75.19,75.26,75.45,27.68,27.34,27.17,26.97,26.78,26.59,26.39,26.21,25.830000000000002,N/A,N/A -2012,6,21,17,30,101510,100360,99240,71.42,0,6.44,6.91,6.99,7.0200000000000005,7.04,7.04,7.03,7.03,6.99,69.04,69.18,69.3,69.41,69.51,69.61,69.7,69.78,69.96000000000001,27.53,27.18,27,26.810000000000002,26.61,26.42,26.23,26.04,25.66,N/A,N/A -2012,6,21,18,30,101490,100340,99220,68.18,0,5.29,5.62,5.66,5.66,5.64,5.62,5.58,5.55,5.46,73.44,73.22,73.16,73.07000000000001,72.97,72.85000000000001,72.7,72.55,72.04,27.66,27.34,27.17,26.98,26.8,26.62,26.43,26.26,25.92,N/A,N/A -2012,6,21,19,30,101440,100290,99170,60.94,0,6.18,6.67,6.76,6.8,6.83,6.8500000000000005,6.86,6.88,6.91,78.52,78.32000000000001,78.2,78.07000000000001,77.92,77.76,77.57000000000001,77.38,76.8,28.07,27.77,27.61,27.42,27.240000000000002,27.060000000000002,26.88,26.71,26.37,N/A,N/A -2012,6,21,20,30,101390,100240,99130,55.57,0,4.95,5.37,5.45,5.51,5.59,5.67,5.8100000000000005,5.97,6.88,90.25,89.85000000000001,89.57000000000001,89.28,88.94,88.58,88.05,87.49,85.47,28.32,28.05,27.89,27.71,27.54,27.37,27.21,27.07,26.900000000000002,N/A,N/A -2012,6,21,21,30,101340,100190,99080,61.120000000000005,0,5.18,5.57,5.64,5.67,5.7,5.73,5.78,5.82,6.1000000000000005,107.76,107.33,107.04,106.72,106.36,105.97,105.41,104.85000000000001,102.51,28.2,27.91,27.75,27.57,27.39,27.22,27.05,26.89,26.64,N/A,N/A -2012,6,21,22,30,101320,100170,99060,63.22,0,4.44,4.76,4.8100000000000005,4.84,4.86,4.87,4.9,4.92,5.03,122.05,121.71000000000001,121.47,121.2,120.91,120.61,120.19,119.77,118.21000000000001,28.19,27.900000000000002,27.740000000000002,27.560000000000002,27.38,27.21,27.03,26.87,26.580000000000002,N/A,N/A -2012,6,21,23,30,101290,100140,99030,62.96,0,4.49,4.83,4.88,4.91,4.94,4.96,5,5.04,5.22,126.98,126.58,126.3,125.98,125.63000000000001,125.24000000000001,124.7,124.16,121.92,28.3,28.02,27.86,27.67,27.490000000000002,27.32,27.13,26.96,26.66,N/A,N/A -2012,6,22,0,30,101260,100110,99000,67,0,3.31,3.54,3.5700000000000003,3.59,3.62,3.65,3.71,3.79,4.51,137.56,136.81,136.26,135.58,134.78,133.84,132.24,130.52,120.47,28.16,27.87,27.72,27.53,27.36,27.19,27.04,26.900000000000002,26.87,N/A,N/A -2012,6,22,1,30,101230,100080,98970,67.86,0,2.35,2.5,2.5300000000000002,2.5500000000000003,2.58,2.6,2.66,2.72,3.18,138.46,137.39000000000001,136.66,135.81,134.81,133.67000000000002,131.99,130.21,122.13,28.14,27.86,27.69,27.51,27.330000000000002,27.16,26.990000000000002,26.84,26.650000000000002,N/A,N/A -2012,6,22,2,30,101260,100110,99000,67.94,0,0.62,0.67,0.7000000000000001,0.72,0.76,0.8,0.9,1.02,2.93,138.6,136.27,134.47,132.46,130.21,127.73,124.08,119.89,102.12,28.18,27.88,27.72,27.53,27.35,27.17,27,26.84,26.900000000000002,N/A,N/A -2012,6,22,3,30,101240,100100,98980,67.93,0,0.75,0.76,0.74,0.72,0.7000000000000001,0.68,0.67,0.67,0.91,343.21,347,349.58,352.93,357.36,2.57,11.34,20.67,53.29,28.18,27.89,27.73,27.54,27.36,27.18,27,26.830000000000002,26.53,N/A,N/A -2012,6,22,4,30,101240,100090,98980,67.5,0,1.07,1.1,1.09,1.08,1.07,1.05,1.04,1.04,1.08,347.42,350.93,352.85,355.04,357.40000000000003,359.86,3.15,6.47,19.25,28.22,27.93,27.77,27.57,27.39,27.21,27.02,26.85,26.51,N/A,N/A -2012,6,22,5,30,101220,100080,98970,68.65,0,1.85,1.93,1.93,1.93,1.92,1.9100000000000001,1.9100000000000001,1.9000000000000001,1.94,356.29,357.82,358.88,0.14,1.53,3.06,5.19,7.390000000000001,15.69,28.16,27.87,27.71,27.52,27.34,27.16,26.97,26.8,26.48,N/A,N/A -2012,6,22,6,30,101250,100110,99000,68.05,0,2.35,2.49,2.5,2.5,2.5,2.5,2.5,2.5,2.52,1.99,2.68,3.14,3.7,4.3500000000000005,5.08,6.13,7.22,11.65,28.23,27.95,27.79,27.6,27.42,27.240000000000002,27.060000000000002,26.89,26.560000000000002,N/A,N/A -2012,6,22,7,30,101250,100100,98990,69.25,0,3.11,3.3000000000000003,3.31,3.3000000000000003,3.29,3.2800000000000002,3.27,3.2600000000000002,3.33,2.68,3.14,3.44,3.8000000000000003,4.2,4.63,5.3100000000000005,6.03,10.63,28.17,27.88,27.72,27.53,27.35,27.17,26.990000000000002,26.82,26.560000000000002,N/A,N/A -2012,6,22,8,30,101220,100070,98960,69.43,0,4.5,4.8100000000000005,4.8500000000000005,4.86,4.86,4.87,4.89,4.91,5.17,2.64,3.16,3.46,3.8000000000000003,4.22,4.7,5.47,6.2700000000000005,10.36,28.17,27.900000000000002,27.740000000000002,27.55,27.38,27.21,27.05,26.900000000000002,26.73,N/A,N/A -2012,6,22,9,30,101220,100070,98960,68.72,0,5.79,6.24,6.3,6.33,6.34,6.3500000000000005,6.38,6.42,6.7700000000000005,357.04,357.1,357.17,357.26,357.42,357.64,358.07,358.55,2.45,28.150000000000002,27.86,27.71,27.53,27.35,27.18,27.02,26.87,26.72,N/A,N/A -2012,6,22,10,30,101210,100070,98960,74.18,0,5.98,6.4,6.45,6.45,6.45,6.43,6.41,6.38,6.37,357.61,357.87,358.06,358.26,358.5,358.76,359.15000000000003,359.55,1.46,27.830000000000002,27.53,27.36,27.18,27,26.830000000000002,26.66,26.5,26.240000000000002,N/A,N/A -2012,6,22,11,30,101220,100070,98960,70.35000000000001,0,6.32,6.75,6.8,6.8100000000000005,6.8100000000000005,6.8,6.8100000000000005,6.82,7.07,4.9,4.96,5.0200000000000005,5.13,5.3100000000000005,5.55,6.13,6.76,11.39,27.72,27.41,27.25,27.07,26.900000000000002,26.740000000000002,26.580000000000002,26.44,26.34,N/A,N/A -2012,6,22,12,30,101230,100080,98960,71.54,0,7.65,8.2,8.28,8.28,8.27,8.25,8.23,8.22,8.32,6.84,7.0200000000000005,7.11,7.23,7.42,7.62,7.97,8.34,10.33,27.32,26.98,26.82,26.63,26.46,26.3,26.14,25.990000000000002,25.8,N/A,N/A -2012,6,22,13,30,101220,100070,98960,73.68,0,6.91,7.4,7.48,7.51,7.5200000000000005,7.53,7.53,7.54,7.68,17.53,17.79,17.96,18.150000000000002,18.37,18.6,18.92,19.240000000000002,20.73,27.07,26.71,26.54,26.35,26.17,26,25.830000000000002,25.66,25.41,N/A,N/A -2012,6,22,14,30,101240,100090,98970,74.25,0,6.4,6.8,6.8500000000000005,6.8500000000000005,6.8500000000000005,6.84,6.8500000000000005,6.86,7.26,21.16,21.63,21.97,22.37,22.88,23.45,24.5,25.61,32.96,26.94,26.580000000000002,26.41,26.23,26.05,25.89,25.73,25.6,25.6,N/A,N/A -2012,6,22,15,30,101250,100100,98990,72.73,0,5.54,5.9,5.96,5.99,6.01,6.04,6.1000000000000005,6.18,6.93,30.64,31.080000000000002,31.37,31.73,32.19,32.71,33.68,34.730000000000004,41.18,27.34,27,26.84,26.66,26.490000000000002,26.32,26.17,26.03,26.060000000000002,N/A,N/A -2012,6,22,16,30,101260,100110,99000,71.38,0,4.48,4.75,4.8,4.82,4.84,4.86,4.9,4.95,5.39,32.83,33.3,33.59,33.93,34.31,34.75,35.410000000000004,36.1,39.37,27.73,27.41,27.25,27.060000000000002,26.88,26.71,26.53,26.37,26.2,N/A,N/A -2012,6,22,17,30,101240,100090,98980,68.82000000000001,0,3.5,3.75,3.81,3.86,3.93,4.0200000000000005,4.2,4.42,5.43,66.52,66.37,66.15,65.88,65.55,65.16,64.4,63.52,59.370000000000005,28.23,27.93,27.78,27.6,27.44,27.28,27.17,27.07,27.19,N/A,N/A -2012,6,22,18,30,101210,100060,98960,60.69,0,3.91,4.25,4.32,4.37,4.42,4.46,4.5,4.54,4.65,91.49,90.85000000000001,90.44,90.01,89.59,89.16,88.66,88.18,86.86,29.03,28.76,28.61,28.43,28.26,28.09,27.92,27.75,27.44,N/A,N/A -2012,6,22,19,30,101180,100030,98920,59.26,0,3.45,3.69,3.72,3.73,3.74,3.74,3.74,3.75,3.7600000000000002,114.52,114.10000000000001,113.78,113.45,113.12,112.79,112.4,112.02,110.99000000000001,29.05,28.76,28.6,28.41,28.22,28.04,27.85,27.67,27.310000000000002,N/A,N/A -2012,6,22,20,30,101120,99980,98870,55.800000000000004,0,2.43,2.6,2.63,2.65,2.66,2.67,2.67,2.68,2.69,126.52,125.51,124.84,124.18,123.55,122.94,122.28,121.63,120.15,29.35,29.080000000000002,28.92,28.73,28.55,28.37,28.18,28,27.63,N/A,N/A -2012,6,22,21,30,101070,99920,98820,56.26,0,1.2,1.25,1.23,1.22,1.21,1.19,1.18,1.17,1.1500000000000001,160.98,159.43,158.51,157.54,156.54,155.51,154.26,153.04,149.89000000000001,29.26,28.97,28.8,28.61,28.42,28.240000000000002,28.04,27.86,27.490000000000002,N/A,N/A -2012,6,22,22,30,101040,99900,98790,57.68,0,2.16,2.2600000000000002,2.25,2.23,2.22,2.2,2.18,2.17,2.13,166.8,166.06,165.54,164.95000000000002,164.31,163.64000000000001,162.76,161.88,159.24,29.13,28.830000000000002,28.66,28.47,28.29,28.1,27.91,27.73,27.37,N/A,N/A -2012,6,22,23,30,101020,99870,98770,58.26,0,1.6,1.6400000000000001,1.61,1.58,1.55,1.51,1.47,1.43,1.32,210.08,209.51,208.9,208.19,207.33,206.4,204.98000000000002,203.55,197.91,29.01,28.740000000000002,28.580000000000002,28.39,28.21,28.03,27.84,27.66,27.310000000000002,N/A,N/A -2012,6,23,0,30,101000,99860,98750,59.28,0,1.17,1.23,1.23,1.23,1.23,1.22,1.22,1.22,1.22,168.3,167.12,166.39000000000001,165.66,164.9,164.12,163.16,162.21,159.16,28.87,28.59,28.43,28.240000000000002,28.05,27.87,27.68,27.5,27.13,N/A,N/A -2012,6,23,1,30,100970,99830,98720,61.96,0,1.44,1.5,1.5,1.49,1.48,1.47,1.45,1.44,1.42,186.85,186.77,186.64000000000001,186.42000000000002,186.13,185.78,185.09,184.36,179.24,28.61,28.34,28.18,27.990000000000002,27.810000000000002,27.63,27.44,27.26,26.91,N/A,N/A -2012,6,23,2,30,100960,99820,98710,63.27,0,1.04,1.03,0.99,0.91,0.74,0.56,0.8200000000000001,1.45,1.87,241.15,240.44,239.28,237.15,222.93,205.84,175.04,117.68,105.31,28.46,28.21,28.060000000000002,27.900000000000002,27.79,27.7,27.72,27.79,27.55,N/A,N/A -2012,6,23,3,30,100970,99820,98720,62.910000000000004,0,1.95,1.96,1.8900000000000001,1.79,1.61,1.4000000000000001,1.46,1.6,1.94,311.52,313.90000000000003,315.88,318.85,328.08,340.13,7.67,41.32,51.21,28.48,28.23,28.09,27.93,27.82,27.73,27.73,27.76,27.68,N/A,N/A -2012,6,23,4,30,100970,99830,98720,63.4,0,1.34,1.36,1.34,1.32,1.37,1.49,1.75,2.09,2.47,338.62,342.06,345.05,349.53000000000003,2.25,21.2,35.78,49.64,56.86,28.5,28.25,28.11,27.95,27.88,27.86,27.830000000000002,27.8,27.69,N/A,N/A -2012,6,23,5,30,100960,99820,98710,63.92,0,1.31,1.4000000000000001,1.43,1.46,1.5,1.56,1.77,2.05,2.7800000000000002,46.72,48.27,49.13,50.29,52.01,54.17,59.160000000000004,65.45,75.52,28.490000000000002,28.22,28.07,27.900000000000002,27.73,27.580000000000002,27.47,27.38,27.37,N/A,N/A -2012,6,23,6,30,100990,99850,98740,64.45,0,1.93,2.04,2.05,2.06,2.08,2.1,2.18,2.2800000000000002,2.88,39.730000000000004,40.09,40.61,41.28,42.31,43.6,46.94,50.89,64.62,28.55,28.26,28.11,27.92,27.75,27.6,27.490000000000002,27.400000000000002,27.52,N/A,N/A -2012,6,23,7,30,100990,99850,98740,65.36,0,2.27,2.4,2.4,2.4,2.4,2.4,2.57,2.79,3.25,23.990000000000002,24.94,25.53,26.3,27.400000000000002,28.72,34.9,42.77,49.86,28.61,28.330000000000002,28.17,27.990000000000002,27.830000000000002,27.67,27.650000000000002,27.67,27.82,N/A,N/A -2012,6,23,8,30,101000,99860,98750,65.85,0,2.4,2.5300000000000002,2.54,2.5300000000000002,2.5300000000000002,2.52,2.52,2.52,2.72,11.85,12.540000000000001,12.98,13.52,14.18,14.94,16.21,17.56,27.86,28.68,28.400000000000002,28.240000000000002,28.05,27.88,27.71,27.54,27.39,27.3,N/A,N/A -2012,6,23,9,30,101010,99870,98760,67.57000000000001,0,3.25,3.45,3.47,3.47,3.46,3.46,3.45,3.44,3.42,10.33,10.57,10.73,10.9,11.09,11.3,11.59,11.88,12.99,28.63,28.34,28.18,27.990000000000002,27.810000000000002,27.63,27.45,27.27,26.95,N/A,N/A -2012,6,23,10,30,101020,99880,98770,65.72,0,4.76,5.04,5.05,5.03,5,4.97,4.92,4.87,4.75,358.51,358.42,358.37,358.32,358.29,358.27,358.3,358.35,359.42,28.34,28.04,27.88,27.7,27.52,27.35,27.18,27.02,26.79,N/A,N/A -2012,6,23,11,30,101020,99870,98770,69.34,0,5.15,5.4,5.4,5.36,5.33,5.29,5.3,5.32,5.38,4.71,5.0600000000000005,5.3100000000000005,5.61,6.0600000000000005,6.59,8.23,10.07,18.79,27.63,27.3,27.14,26.97,26.82,26.68,26.67,26.69,27.36,N/A,N/A -2012,6,23,12,30,101060,99910,98800,72.10000000000001,0,5.0600000000000005,5.34,5.37,5.37,5.3500000000000005,5.33,5.3100000000000005,5.29,5.29,23.79,24.2,24.46,24.76,25.1,25.46,25.96,26.46,28.86,27.48,27.13,26.96,26.78,26.59,26.42,26.240000000000002,26.07,25.810000000000002,N/A,N/A -2012,6,23,13,30,101080,99940,98830,75.61,0,5.47,5.75,5.76,5.73,5.7,5.66,5.6000000000000005,5.55,5.4,19.42,20.150000000000002,20.53,20.96,21.46,22.01,22.86,23.72,28.900000000000002,27.28,26.92,26.740000000000002,26.560000000000002,26.38,26.2,26.02,25.86,25.66,N/A,N/A -2012,6,23,14,30,101080,99930,98820,78.53,0,5.39,5.7,5.73,5.72,5.71,5.69,5.68,5.67,5.86,32.12,32.84,33.26,33.72,34.26,34.84,35.75,36.68,44.2,27.47,27.12,26.95,26.76,26.580000000000002,26.41,26.240000000000002,26.09,26.14,N/A,N/A -2012,6,23,15,30,101110,99960,98850,83,0,5.33,5.69,5.76,5.79,5.8100000000000005,5.83,5.8500000000000005,5.87,5.96,47.7,48.35,48.7,49.09,49.480000000000004,49.88,50.410000000000004,50.93,52.660000000000004,27.8,27.45,27.27,27.080000000000002,26.89,26.71,26.52,26.34,25.98,N/A,N/A -2012,6,23,16,30,101130,99990,98890,83.21000000000001,0,5.5200000000000005,5.97,6.05,6.11,6.140000000000001,6.17,6.19,6.21,6.24,56.33,56.64,56.83,57,57.160000000000004,57.32,57.47,57.61,57.94,28.28,27.93,27.76,27.560000000000002,27.37,27.19,26.990000000000002,26.810000000000002,26.43,N/A,N/A -2012,6,23,17,30,101130,99990,98880,82.76,0,6.2700000000000005,6.79,6.9,6.96,7,7.03,7.0600000000000005,7.08,7.11,69.73,69.9,69.89,69.88,69.87,69.85000000000001,69.83,69.81,69.76,28.41,28.080000000000002,27.91,27.71,27.53,27.34,27.150000000000002,26.97,26.61,N/A,N/A -2012,6,23,18,30,101140,100000,98900,79.10000000000001,0,5.3100000000000005,5.7700000000000005,5.87,5.94,6,6.05,6.1000000000000005,6.15,6.2700000000000005,98.63,98.23,98.01,97.77,97.52,97.27,96.97,96.68,95.92,28.59,28.27,28.1,27.91,27.73,27.55,27.36,27.19,26.84,N/A,N/A -2012,6,23,19,30,101100,99960,98850,79.49,0,5.69,6.13,6.22,6.26,6.29,6.3100000000000005,6.32,6.33,6.36,105.96000000000001,105.62,105.42,105.19,104.97,104.74000000000001,104.46000000000001,104.18,103.41,28.580000000000002,28.25,28.080000000000002,27.89,27.71,27.53,27.34,27.16,26.810000000000002,N/A,N/A -2012,6,23,20,30,101080,99940,98840,77.95,0,4.88,5.25,5.32,5.3500000000000005,5.37,5.39,5.4,5.41,5.44,114.04,113.7,113.51,113.3,113.09,112.88,112.63,112.38,111.74000000000001,28.71,28.39,28.23,28.04,27.85,27.67,27.48,27.3,26.94,N/A,N/A -2012,6,23,21,30,101050,99910,98800,79,0,4.65,5,5.0600000000000005,5.09,5.11,5.12,5.13,5.14,5.15,125.32000000000001,124.96000000000001,124.76,124.56,124.34,124.12,123.87,123.63000000000001,122.97,28.68,28.36,28.19,27.990000000000002,27.810000000000002,27.62,27.43,27.25,26.88,N/A,N/A -2012,6,23,22,30,101060,99910,98810,80.24,0,6.22,6.76,6.86,6.91,6.94,6.96,6.96,6.97,6.97,121.63,121.39,121.25,121.11,120.98,120.85000000000001,120.71000000000001,120.57000000000001,120.26,28.66,28.35,28.18,27.990000000000002,27.8,27.62,27.43,27.240000000000002,26.87,N/A,N/A -2012,6,23,23,30,101080,99940,98840,79.69,0,4.45,4.8,4.87,4.9,4.92,4.93,4.94,4.95,4.96,122.37,122.25,122.19,122.09,121.98,121.85000000000001,121.69,121.52,121.05,28.6,28.3,28.14,27.95,27.76,27.580000000000002,27.39,27.21,26.84,N/A,N/A -2012,6,24,0,30,101070,99930,98830,80.99,0,4.8100000000000005,5.18,5.25,5.28,5.3,5.3100000000000005,5.32,5.32,5.33,122.42,122.56,122.51,122.44,122.36,122.27,122.16,122.05,121.74000000000001,28.51,28.2,28.04,27.85,27.66,27.47,27.28,27.1,26.73,N/A,N/A -2012,6,24,1,30,101090,99940,98840,79.78,0,2.58,2.79,2.83,2.86,2.88,2.91,2.92,2.94,2.98,108.96000000000001,109.24000000000001,109.3,109.34,109.37,109.39,109.41,109.42,109.44,28.48,28.18,28.01,27.82,27.63,27.44,27.25,27.07,26.69,N/A,N/A -2012,6,24,2,30,101100,99950,98850,80.31,0,3.19,3.4,3.43,3.45,3.46,3.48,3.49,3.5100000000000002,3.5500000000000003,114.25,113.74000000000001,113.55,113.35000000000001,113.15,112.95,112.75,112.55,112.10000000000001,28.44,28.13,27.97,27.77,27.59,27.400000000000002,27.21,27.03,26.67,N/A,N/A -2012,6,24,3,30,101090,99950,98840,80.36,0,2.56,2.71,2.74,2.7600000000000002,2.77,2.79,2.81,2.83,2.89,123.08,122.94,122.8,122.64,122.48,122.34,122.17,122.01,121.64,28.41,28.1,27.93,27.740000000000002,27.55,27.37,27.18,27,26.64,N/A,N/A -2012,6,24,4,30,101080,99940,98840,77.94,0,3,3.14,3.15,3.13,3.11,3.09,3.06,3.04,2.98,136.3,136.03,135.77,135.51,135.23,134.93,134.56,134.21,133.15,28.51,28.21,28.04,27.85,27.67,27.48,27.29,27.11,26.75,N/A,N/A -2012,6,24,5,30,101110,99960,98860,79.4,0,1.72,1.8,1.8,1.8,1.79,1.79,1.78,1.77,1.75,137.93,137.58,137.31,137.02,136.72,136.41,136.02,135.63,134.47,28.330000000000002,28.01,27.84,27.650000000000002,27.46,27.28,27.080000000000002,26.900000000000002,26.53,N/A,N/A -2012,6,24,6,30,101120,99980,98870,79.28,0,2.09,2.19,2.19,2.19,2.18,2.18,2.17,2.16,2.15,156.48,156.22,156,155.76,155.5,155.22,154.83,154.43,153.06,28.29,27.98,27.810000000000002,27.62,27.43,27.25,27.060000000000002,26.88,26.51,N/A,N/A -2012,6,24,7,30,101170,100020,98920,79.35000000000001,0,1.26,1.3,1.3,1.29,1.28,1.28,1.26,1.25,1.23,179.36,179.21,179,178.77,178.53,178.29,177.98,177.69,177.06,28.26,27.95,27.78,27.59,27.400000000000002,27.21,27.02,26.84,26.46,N/A,N/A -2012,6,24,8,30,101160,100020,98910,79.77,0,1.25,1.29,1.28,1.27,1.26,1.25,1.23,1.21,1.1400000000000001,247.84,248.28,248.47,248.67000000000002,248.84,249.01000000000002,249.22,249.42000000000002,249.76000000000002,28.19,27.88,27.71,27.52,27.330000000000002,27.150000000000002,26.96,26.78,26.41,N/A,N/A -2012,6,24,9,30,101180,100030,98930,80.61,0,1.95,2.02,2.02,2.0100000000000002,1.99,1.97,1.95,1.92,1.81,288.39,288.88,289.16,289.48,289.84000000000003,290.23,290.82,291.44,294.81,28.17,27.86,27.69,27.5,27.310000000000002,27.13,26.94,26.76,26.42,N/A,N/A -2012,6,24,10,30,101200,100060,98950,81.79,0,2.19,2.27,2.27,2.2600000000000002,2.25,2.23,2.21,2.19,2.1,293.67,294.23,294.5,294.81,295.15000000000003,295.52,296.04,296.57,298.72,28.150000000000002,27.830000000000002,27.66,27.47,27.28,27.1,26.91,26.73,26.37,N/A,N/A -2012,6,24,11,30,101220,100070,98960,83.07000000000001,0,2.48,2.59,2.6,2.6,2.59,2.58,2.57,2.56,2.54,319.16,319.71,319.95,320.22,320.51,320.81,321.2,321.6,323.06,28.11,27.79,27.62,27.43,27.25,27.060000000000002,26.87,26.69,26.32,N/A,N/A -2012,6,24,12,30,101240,100100,98990,86.52,0,3.14,3.3200000000000003,3.35,3.36,3.37,3.37,3.37,3.37,3.37,331.29,331.84000000000003,332.15000000000003,332.48,332.81,333.15000000000003,333.58,334,335.26,28,27.67,27.5,27.310000000000002,27.12,26.93,26.740000000000002,26.560000000000002,26.19,N/A,N/A -2012,6,24,13,30,101280,100140,99030,87.97,0,3.81,4.0200000000000005,4.05,4.05,4.05,4.04,4.04,4.03,4.04,333.37,333.75,334.04,334.35,334.68,335.02,335.43,335.84000000000003,337.16,28,27.67,27.5,27.3,27.12,26.93,26.740000000000002,26.560000000000002,26.21,N/A,N/A -2012,6,24,14,30,101290,100150,99040,83.76,0,4.4,4.75,4.82,4.87,4.9,4.92,4.94,4.96,5.01,344.55,344.67,344.72,344.77,344.82,344.88,344.95,345.03000000000003,345.23,28.5,28.19,28.02,27.830000000000002,27.650000000000002,27.46,27.27,27.09,26.72,N/A,N/A -2012,6,24,15,30,101280,100140,99030,80.57000000000001,0,4.5,4.87,4.94,4.98,5.0200000000000005,5.04,5.08,5.11,5.22,336.85,337.15000000000003,337.33,337.52,337.71,337.89,338.1,338.32,338.97,28.900000000000002,28.61,28.44,28.25,28.07,27.89,27.7,27.52,27.16,N/A,N/A -2012,6,24,16,30,101270,100130,99030,77.49,0,4.8100000000000005,5.23,5.3100000000000005,5.3500000000000005,5.38,5.41,5.44,5.47,5.58,331.79,332.68,333.26,333.91,334.55,335.21,336,336.79,339.13,29.55,29.310000000000002,29.16,28.98,28.810000000000002,28.64,28.46,28.3,27.97,N/A,N/A -2012,6,24,17,30,101230,100100,99000,77.33,0,3.64,3.9,4.14,4.72,5.09,5.26,5.43,5.59,5.86,321.82,323.27,325.56,330.33,333.66,335.71,337.85,339.98,343.91,29.93,29.73,29.68,29.72,29.69,29.61,29.52,29.42,29.21,N/A,N/A -2012,6,24,18,30,101200,100070,98970,77.15,0,2.48,3.13,3.45,3.72,3.92,4.05,4.11,4.13,4.12,300.85,310.16,315.27,318.83,322.15000000000003,325.38,328.57,331.59000000000003,337.43,30.43,30.59,30.66,30.66,30.62,30.55,30.44,30.32,30.060000000000002,N/A,N/A -2012,6,24,19,30,101160,100030,98930,73.66,0,1.9100000000000001,2.4,2.63,2.84,2.96,3.02,3.0100000000000002,2.98,2.83,292.7,301.64,306.82,311.58,315.32,318.28000000000003,320.81,322.98,326.67,31.01,31.240000000000002,31.32,31.29,31.2,31.060000000000002,30.91,30.75,30.42,N/A,N/A -2012,6,24,20,30,101110,99980,98880,70,0,1.94,1.69,1.48,1.24,1.08,0.97,0.89,0.84,0.79,191.48000000000002,195.24,198.33,202.54,206.34,210.03,215.12,220.45000000000002,234.77,31.46,31.71,31.78,31.71,31.6,31.48,31.330000000000002,31.19,30.88,N/A,N/A -2012,6,24,21,30,101090,99960,98870,69.43,0,2.79,2.7,2.43,2,1.74,1.57,1.41,1.28,1.05,176.20000000000002,174.78,171.99,166.5,164.55,164.75,167.75,171.58,186.65,31.470000000000002,31.34,31.36,31.53,31.55,31.45,31.32,31.19,30.900000000000002,N/A,N/A -2012,6,24,22,30,101030,99910,98810,69.84,0,3.5100000000000002,3.43,3.14,2.63,2.31,2.09,1.86,1.6600000000000001,1.2,174.46,171.94,168.75,163.13,162.3,164.73,167.12,169.22,174,31.48,31.45,31.54,31.830000000000002,31.92,31.84,31.740000000000002,31.64,31.43,N/A,N/A -2012,6,24,23,30,100990,99860,98770,75.55,0,3.74,3.67,3.39,2.9,2.48,2.09,1.76,1.49,0.99,201.5,198.67000000000002,195.94,191.46,187.82,184.70000000000002,183.61,183.45000000000002,192,30.96,31.07,31.2,31.46,31.67,31.87,31.91,31.86,31.66,N/A,N/A -2012,6,25,0,30,100980,99850,98760,77.59,0,3.66,4.2,4.01,3.27,2.7600000000000002,2.37,2.0100000000000002,1.71,1.22,206.94,204.68,201.67000000000002,196.71,194.5,193.99,196.53,199.9,216.28,30.57,30.85,31.060000000000002,31.400000000000002,31.63,31.79,31.86,31.87,31.740000000000002,N/A,N/A -2012,6,25,1,30,100970,99840,98750,87.06,0,5.18,5.93,6.05,5.87,5.55,5.13,4.68,4.26,3.49,242.57,242.27,241.13,238.44,235.91,233.46,232.05,231.26,232.43,29.54,29.5,29.580000000000002,29.830000000000002,30.05,30.26,30.55,30.87,31.05,N/A,N/A -2012,6,25,2,30,100990,99860,98760,91.16,0,5.26,6.11,6.2700000000000005,6.12,5.84,5.46,5.08,4.73,4.14,258.9,258.78000000000003,258.26,257.07,257.08,258.04,260.16,262.62,270.76,28.96,28.89,29.02,29.400000000000002,29.72,30.02,30.21,30.36,30.59,N/A,N/A -2012,6,25,3,30,101010,99870,98780,90.53,0,5.44,6.22,6.45,6.55,6.41,6.07,5.78,5.53,5.18,268.6,268.14,268.39,269.6,271.93,275.13,279.24,283.42,293.31,28.810000000000002,28.67,28.810000000000002,29.3,29.64,29.89,30.060000000000002,30.19,30.32,N/A,N/A -2012,6,25,4,30,101000,99870,98770,80.39,0,5.36,6.11,6.44,6.91,7.08,7.01,6.88,6.72,6.41,275.02,275.14,275.49,276.41,280.14,286.2,289.84000000000003,292.16,297.22,29.45,29.42,29.52,29.810000000000002,30.240000000000002,30.79,30.92,30.85,30.63,N/A,N/A -2012,6,25,5,30,100990,99850,98760,78.02,0,5.68,6.45,6.7700000000000005,7.21,7.6000000000000005,7.97,7.87,7.59,7.07,282.73,282.98,283.34000000000003,284.13,286.07,289.02,291.39,293.28000000000003,297.95,29.53,29.48,29.52,29.68,30.080000000000002,30.67,30.84,30.82,30.72,N/A,N/A -2012,6,25,6,30,101010,99880,98780,78.68,0,5.69,6.68,7.11,7.55,7.79,7.86,7.76,7.58,7.19,285.44,286.05,286.6,287.47,289.15000000000003,291.54,294.15000000000003,296.68,301.1,29.42,29.44,29.57,29.900000000000002,30.16,30.39,30.55,30.68,30.650000000000002,N/A,N/A -2012,6,25,7,30,101000,99870,98770,78.29,0,6.22,6.91,7.32,8.09,8.58,8.81,8.73,8.53,8.120000000000001,290.67,290.78000000000003,290.86,291.02,292,293.66,295.74,297.84000000000003,301.23,29.29,29.18,29.23,29.45,29.78,30.21,30.400000000000002,30.490000000000002,30.34,N/A,N/A -2012,6,25,8,30,101020,99890,98790,79.09,0,6.57,7.12,7.37,7.86,8.44,9.11,9.35,9.38,8.84,289.55,289.88,290.22,290.85,291.53000000000003,292.29,293.98,295.93,298.25,29.14,28.93,28.84,28.79,28.92,29.2,29.61,30.060000000000002,30.13,N/A,N/A -2012,6,25,9,30,101010,99870,98780,78.58,0,6.69,7.26,7.5600000000000005,8.18,8.72,9.21,9.290000000000001,9.200000000000001,8.75,295.78000000000003,296.2,296.69,297.65000000000003,298.63,299.68,301.49,303.46,305.18,29.080000000000002,28.86,28.79,28.78,29.02,29.44,29.82,30.16,30.080000000000002,N/A,N/A -2012,6,25,10,30,101020,99880,98790,79.24,0,6.55,7.0600000000000005,7.3500000000000005,7.99,8.55,9.08,9.24,9.23,8.870000000000001,301.98,302.33,302.76,303.67,304.87,306.34000000000003,308.18,310.05,312.24,29.01,28.79,28.72,28.71,28.98,29.46,29.84,30.150000000000002,30.150000000000002,N/A,N/A -2012,6,25,11,30,101040,99900,98810,80.34,0,6.390000000000001,6.890000000000001,7.03,7.23,7.72,8.46,8.91,9.200000000000001,9.31,313.27,313.78000000000003,314.26,315.07,316.65000000000003,318.95,320.88,322.51,325.39,28.85,28.580000000000002,28.45,28.32,28.34,28.48,28.73,29.03,29.310000000000002,N/A,N/A -2012,6,25,12,30,101060,99920,98820,84.24,0,6.55,7.03,7.1000000000000005,7.13,7.28,7.5200000000000005,8.01,8.6,9.3,319.71,320.21,320.59000000000003,321.1,322.04,323.36,324.26,324.95,325.09000000000003,28.71,28.43,28.28,28.12,28.02,27.96,28.150000000000002,28.44,29.32,N/A,N/A -2012,6,25,13,30,101060,99920,98820,76.25,0,6.5200000000000005,7.07,7.15,7.2,7.28,7.37,7.8500000000000005,8.48,9.08,321.74,321.88,322.01,322.18,322.41,322.69,323.56,324.64,327.45,29.16,28.91,28.77,28.61,28.46,28.330000000000002,28.35,28.44,29.23,N/A,N/A -2012,6,25,14,30,101070,99930,98830,70.9,0,6.5600000000000005,7.13,7.22,7.2700000000000005,7.32,7.37,7.54,7.76,8.370000000000001,331.05,331.07,331.06,331.04,331.02,330.98,330.93,330.89,331.08,29.54,29.34,29.21,29.05,28.91,28.76,28.66,28.59,28.7,N/A,N/A -2012,6,25,15,30,101060,99920,98820,67.65,0,6.37,6.91,7.01,7.08,7.21,7.38,7.6000000000000005,7.82,8.14,331.48,331.55,331.63,331.73,331.96,332.27,333.01,333.86,336.76,29.85,29.69,29.580000000000002,29.45,29.35,29.27,29.22,29.2,29.400000000000002,N/A,N/A -2012,6,25,16,30,101050,99920,98820,67.11,0,5.0600000000000005,5.92,6.26,6.5600000000000005,6.78,6.94,7.0600000000000005,7.16,7.33,325.18,327.07,328.41,330.04,331.76,333.6,335.47,337.24,341.05,30.22,30.3,30.330000000000002,30.330000000000002,30.3,30.25,30.19,30.11,30.04,N/A,N/A -2012,6,25,17,30,101010,99870,98780,59.18,0,4.72,5.49,5.8,6.15,6.43,6.67,6.73,6.71,6.54,318.38,319.95,321.22,322.91,324.74,326.71,329.19,331.68,334.97,31.34,31.46,31.48,31.48,31.45,31.41,31.310000000000002,31.19,30.830000000000002,N/A,N/A -2012,6,25,18,30,100930,99800,98710,58.22,0,4.91,5.66,5.91,6.13,6.34,6.54,6.6000000000000005,6.6000000000000005,6.62,297.51,300.33,302.90000000000003,306.94,311.09000000000003,315.48,317.36,318.04,321.43,31.79,32.01,32.08,32.15,32.15,32.09,31.92,31.73,31.44,N/A,N/A -2012,6,25,19,30,100880,99750,98670,57.76,0,4.84,5.98,6.3500000000000005,6.57,6.73,6.84,6.91,6.96,7.1000000000000005,289.37,294.08,297.29,301.09000000000003,304.48,307.67,309.27,310.13,313.11,32.39,32.87,32.99,32.980000000000004,32.89,32.74,32.56,32.37,32.05,N/A,N/A -2012,6,25,20,30,100810,99690,98610,59.96,0,4.67,6.09,6.59,6.88,7.07,7.17,7.2,7.21,7.21,293.97,299.29,302.61,305.86,308.41,310.42,311.86,312.96,315.55,32.78,33.45,33.63,33.6,33.51,33.37,33.2,33.03,32.74,N/A,N/A -2012,6,25,21,30,100750,99630,98550,67.36,0,2.5,4.37,5.33,5.9,6.26,6.43,6.53,6.58,6.66,271.85,289.77,300.01,304.34000000000003,307.42,309.42,311.2,312.79,315.86,32.42,33.31,33.67,33.9,33.980000000000004,33.94,33.83,33.68,33.37,N/A,N/A -2012,6,25,22,30,100700,99580,98500,64.17,0,3.33,5.22,5.97,6.22,6.38,6.47,6.5600000000000005,6.640000000000001,6.76,299.84000000000003,307.81,312.1,314.49,316.23,317.5,318.75,319.94,322.34000000000003,33.05,34.4,34.83,34.84,34.77,34.62,34.47,34.33,34.04,N/A,N/A -2012,6,25,23,30,100670,99560,98480,62.300000000000004,0,4.13,5.98,6.51,6.55,6.6000000000000005,6.66,6.76,6.88,6.99,303.41,311.77,315.61,316.54,317.39,318.24,319.62,321.3,325.01,33.6,35.32,35.78,35.63,35.45,35.25,35.06,34.89,34.58,N/A,N/A -2012,6,26,0,30,100650,99540,98460,61.84,0,5.09,6.47,6.6000000000000005,6.2,5.9,5.65,5.42,5.22,5.01,313.05,321.01,325.69,329.86,331.98,332.65000000000003,333.57,334.58,338.46,33.46,35.230000000000004,35.76,35.730000000000004,35.65,35.550000000000004,35.43,35.32,35.06,N/A,N/A -2012,6,26,1,30,100680,99550,98470,82.81,0,4.9,5.68,5.58,4.92,4.91,5.39,6,6.7,8.03,261.03000000000003,266.91,279.92,306.23,321.6,331.58,338.5,343.73,350.22,30.21,30.67,31.19,32.11,32.7,33.03,33.3,33.53,33.88,N/A,N/A -2012,6,26,2,30,100670,99550,98470,74.76,0,2.13,4.2700000000000005,5.41,6.66,7.67,8.44,8.950000000000001,9.290000000000001,9.5,312.39,342.03000000000003,357.36,2.35,5.94,8.14,9.57,10.55,10.81,31.86,33.02,33.480000000000004,33.94,34.37,34.800000000000004,35.07,35.26,35.15,N/A,N/A -2012,6,26,3,30,100680,99560,98490,70.63,0,3.1,5.84,7.13,8.02,8.55,8.76,8.8,8.76,8.61,356.85,7.42,13.24,16.080000000000002,17.6,17.92,17.31,16.28,14.47,31.53,33.44,34.28,34.95,35.34,35.5,35.52,35.480000000000004,35.08,N/A,N/A -2012,6,26,4,30,100670,99540,98470,71.25,0,3.65,3.88,4.03,4.63,5.25,5.89,6.45,6.95,7.2700000000000005,292.14,335.26,352.15000000000003,0.29,6.16,10.43,13.49,15.85,16.84,30.92,31.77,32.21,32.71,33.24,33.78,34.26,34.69,34.75,N/A,N/A -2012,6,26,5,30,100670,99540,98460,74.52,0,2.21,2.73,2.97,3.42,3.87,4.3100000000000005,4.7,5.0600000000000005,5.48,302.37,325.21,337.6,348.7,356.92,2.87,6.92,9.92,13.120000000000001,30.400000000000002,31.34,31.900000000000002,32.56,33.14,33.67,34.05,34.34,34.49,N/A,N/A -2012,6,26,6,30,100670,99540,98460,72.88,0,2.37,1.84,1.6600000000000001,1.6400000000000001,1.79,2.11,2.49,2.93,3.74,281.12,297.83,309.93,328.22,342.05,354.66,2.48,8.2,13.700000000000001,30.22,31.060000000000002,31.44,31.67,31.91,32.17,32.45,32.72,33.12,N/A,N/A -2012,6,26,7,30,100690,99560,98470,80.39,0,3.79,3.9,3.83,3.73,3.68,3.66,3.73,3.8200000000000003,4.16,298.91,308.66,314.31,320.36,326.36,332.56,339.05,345.43,357.19,29.66,30.310000000000002,30.6,30.76,30.900000000000002,31,31.16,31.330000000000002,31.720000000000002,N/A,N/A -2012,6,26,8,30,100690,99560,98470,78.7,0,3.54,4.0600000000000005,4.25,4.41,4.42,4.32,4.25,4.19,4.3,305.65000000000003,306.17,307.41,310.09000000000003,312.98,315.99,320.03000000000003,324.21,333.84000000000003,29.7,29.78,29.900000000000002,30.09,30.26,30.400000000000002,30.580000000000002,30.77,31.080000000000002,N/A,N/A -2012,6,26,9,30,100690,99560,98470,78.18,0,3.54,4.12,4.32,4.43,4.46,4.42,4.39,4.37,4.32,308.24,311.05,313.49,317,320.54,324.1,328.16,332.15000000000003,340.09000000000003,29.650000000000002,29.87,30.060000000000002,30.310000000000002,30.6,30.91,31.220000000000002,31.5,31.79,N/A,N/A -2012,6,26,10,30,100690,99560,98470,77.76,0,3.92,4.09,4.21,4.53,4.8,5.0200000000000005,5.03,4.95,4.5600000000000005,327.36,327.57,328.46,330.59000000000003,333.01,335.71,338.05,340.04,341.66,29.61,29.43,29.48,29.73,30.16,30.72,31.19,31.580000000000002,32.02,N/A,N/A -2012,6,26,11,30,100730,99590,98500,78.12,0,3.79,4,4.0600000000000005,4.18,4.32,4.48,4.51,4.49,4.38,335.82,335.79,335.64,335.31,336.36,338.44,342.04,345.97,352.81,29.54,29.32,29.23,29.150000000000002,29.35,29.740000000000002,30.25,30.79,31.51,N/A,N/A -2012,6,26,12,30,100750,99620,98530,77.59,0,2.81,2.95,2.96,2.96,3.0300000000000002,3.15,3.23,3.2800000000000002,3.29,348.82,348.85,348.84000000000003,348.83,349.82,351.55,355.69,0.52,8.52,29.37,29.11,28.98,28.84,28.89,29.07,29.53,30.07,30.82,N/A,N/A -2012,6,26,13,30,100780,99650,98550,71.43,0,3.67,3.8000000000000003,3.7600000000000002,3.7,3.64,3.56,3.47,3.39,3.44,351.79,352.12,352.47,353.06,353.91,354.96,357,359.23,6.16,29.35,29.11,29.02,28.96,29.2,29.68,30.09,30.46,31.02,N/A,N/A -2012,6,26,14,30,100800,99670,98570,72.96000000000001,0,3.2,3.34,3.33,3.34,3.4,3.49,3.42,3.3000000000000003,3.29,2.2600000000000002,2.33,2.5,2.79,3.8200000000000003,5.42,7.86,10.33,13.82,29.330000000000002,29.09,29.02,29.02,29.400000000000002,30.060000000000002,30.42,30.650000000000002,30.87,N/A,N/A -2012,6,26,15,30,100810,99680,98590,69.10000000000001,0,2.5100000000000002,2.68,2.8000000000000003,3.06,3.16,3.14,3.15,3.18,3.2,341.78000000000003,342.40000000000003,344.55,349.63,354.52,359.08,2.69,5.73,13.34,29.91,29.82,30.03,30.6,30.96,31.17,31.35,31.490000000000002,31.76,N/A,N/A -2012,6,26,16,30,100800,99670,98580,65.76,0,1.97,2.05,2.16,2.47,2.68,2.81,2.91,3,3.22,356.17,356.87,358.95,3.93,8.67,13.120000000000001,17.18,20.86,25.97,30.490000000000002,30.310000000000002,30.44,30.87,31.150000000000002,31.34,31.43,31.48,31.57,N/A,N/A -2012,6,26,17,30,100800,99670,98580,63.22,0,0.65,0.73,0.88,1.35,1.75,2.04,2.29,2.52,2.88,48.46,42.08,38.730000000000004,34.52,31.400000000000002,29.92,29.16,28.77,28.63,30.94,30.84,31.01,31.580000000000002,31.88,32.01,32.06,32.07,32.06,N/A,N/A -2012,6,26,18,30,100760,99640,98550,61.9,0,1.93,1.92,1.92,2.0300000000000002,2.1,2.15,2.17,2.19,2.12,133.86,126.56,118.57000000000001,104.46000000000001,94.51,87.49,81.86,77.12,69.53,31.3,31.41,31.69,32.27,32.55,32.64,32.660000000000004,32.64,32.56,N/A,N/A -2012,6,26,19,30,100760,99630,98540,66.35,0,3.31,3.4,3.38,3.4,3.31,3.14,2.92,2.69,2.44,155.62,153.99,150.39000000000001,141.81,135.95,132.13,130.98,131.08,134.27,31.220000000000002,31.04,31.13,31.54,31.91,32.26,32.4,32.44,32.39,N/A,N/A -2012,6,26,20,30,100710,99590,98500,66.33,0,3.81,3.98,3.95,3.93,3.7600000000000002,3.47,3.3200000000000003,3.24,3.17,158.39000000000001,157.52,155.75,151.57,149.68,149.53,150.92000000000002,152.85,154.66,31.45,31.29,31.38,31.8,32.160000000000004,32.5,32.57,32.52,32.39,N/A,N/A -2012,6,26,21,30,100680,99550,98470,66.51,0,4.49,4.68,4.63,4.55,4.37,4.11,3.93,3.79,3.52,167.48,167.16,166.72,165.82,164.53,162.95000000000002,163.75,165.41,168.04,31.57,31.41,31.41,31.55,31.87,32.33,32.47,32.46,32.34,N/A,N/A -2012,6,26,22,30,100670,99540,98460,69.67,0,4,4.3100000000000005,4.34,4.32,4.18,3.96,3.7800000000000002,3.65,3.42,178.95000000000002,178.44,177.69,176.04,175.15,174.85,175.86,177.38,180.24,31.310000000000002,31.29,31.39,31.7,32.04,32.42,32.56,32.57,32.46,N/A,N/A -2012,6,26,23,30,100610,99480,98400,73.13,0,5.19,5.91,6.0200000000000005,5.98,5.7700000000000005,5.48,5.28,5.12,4.86,173.86,173.88,173.16,171.57,170.67000000000002,170.23,171.03,172.23,174.89000000000001,30.970000000000002,31.12,31.400000000000002,31.96,32.37,32.69,32.76,32.730000000000004,32.63,N/A,N/A -2012,6,27,0,30,100670,99540,98450,76.12,0,4.58,5.38,5.62,5.68,5.57,5.2700000000000005,5.0600000000000005,4.9,4.74,194.12,194.16,193.52,191.57,190.1,188.99,189.67000000000002,191.31,195.44,30.57,30.67,30.93,31.68,32.19,32.52,32.64,32.63,32.54,N/A,N/A -2012,6,27,1,30,100740,99610,98520,81.34,0,8.22,9.27,9.540000000000001,9.75,9.89,9.98,10.01,9.99,9.83,260.79,261.33,261.31,261.23,261.04,260.75,260.19,259.5,257.53000000000003,30.04,29.86,29.740000000000002,29.59,29.44,29.29,29.13,28.98,28.76,N/A,N/A -2012,6,27,2,30,100700,99570,98480,73.45,0,4.2,5.22,5.73,6.22,6.59,6.84,6.92,6.92,6.87,259.05,259.72,260.27,260.79,261.34000000000003,261.92,262.77,263.68,265.05,30,30.38,30.63,30.92,31.09,31.17,31.16,31.11,30.93,N/A,N/A -2012,6,27,3,30,100740,99610,98520,75.08,0,3.06,3.89,4.33,4.74,5.05,5.28,5.43,5.5200000000000005,5.33,243.55,244.65,245.17000000000002,245,244.81,244.58,244.98000000000002,245.70000000000002,248.88,30.09,30.990000000000002,31.470000000000002,31.85,32.07,32.15,32.17,32.160000000000004,32.03,N/A,N/A -2012,6,27,4,30,100750,99620,98530,83.22,0,1.51,1.99,2.22,2.41,2.57,2.71,2.88,3.0500000000000003,3.46,276.98,272.88,269.23,263.88,258.14,251.95000000000002,246.62,241.8,236.66,29.560000000000002,30.19,30.52,30.79,31.07,31.35,31.61,31.86,32.08,N/A,N/A -2012,6,27,5,30,100760,99630,98540,80.79,0,1.1300000000000001,1.53,1.73,1.86,1.95,2.0100000000000002,2.14,2.2800000000000002,2.5100000000000002,237.24,241.8,243.09,240.95000000000002,237.5,232.77,228.43,224.3,221.44,29.71,30.490000000000002,30.85,31.04,31.17,31.25,31.42,31.61,31.84,N/A,N/A -2012,6,27,6,30,100800,99670,98580,82.43,0,0.75,1.07,1.28,1.52,1.7,1.83,1.9100000000000001,1.96,2,254.43,248.07,245.52,247.14000000000001,247.99,248.08,247.22,245.9,241.98000000000002,29.69,30.330000000000002,30.68,30.96,31.1,31.150000000000002,31.17,31.19,31.18,N/A,N/A -2012,6,27,7,30,100820,99690,98600,75.7,0,1.3800000000000001,1.68,1.76,1.73,1.69,1.6400000000000001,1.6400000000000001,1.67,1.81,180.69,192.75,200.81,209.25,216.12,222.02,226.82,230.97,237.16,30.21,31.12,31.51,31.67,31.740000000000002,31.76,31.77,31.76,31.720000000000002,N/A,N/A -2012,6,27,8,30,100860,99730,98640,80.07000000000001,0,1.3900000000000001,1.72,1.84,1.85,1.77,1.62,1.46,1.31,1.1400000000000001,166.09,174.64000000000001,180.47,187.39000000000001,193.62,199.17000000000002,206.37,213.41,231.46,29.98,30.580000000000002,30.88,31.04,31.14,31.19,31.21,31.23,31.16,N/A,N/A -2012,6,27,9,30,100910,99770,98680,76.39,0,1.55,1.58,1.61,1.73,1.8,1.82,1.74,1.6300000000000001,1.31,177.03,176.65,178.37,183.37,188.12,192.72,197.64000000000001,202.17000000000002,213.46,30.13,29.91,29.88,30,30.12,30.240000000000002,30.310000000000002,30.36,30.32,N/A,N/A -2012,6,27,10,30,100950,99810,98720,78.58,0,1.32,1.3800000000000001,1.37,1.36,1.3900000000000001,1.46,1.45,1.3900000000000001,1.1500000000000001,168.35,169.19,169.82,170.82,173.99,179.21,184.9,190.26,200.92000000000002,29.900000000000002,29.66,29.53,29.39,29.39,29.5,29.6,29.67,29.7,N/A,N/A -2012,6,27,11,30,100980,99850,98750,78.53,0,0.9500000000000001,0.99,0.98,0.96,0.98,1.02,0.97,0.89,0.62,198.38,198.47,198.8,199.39000000000001,201.97,206.47,212.43,218.21,236.91,29.8,29.54,29.400000000000002,29.23,29.2,29.26,29.330000000000002,29.41,29.45,N/A,N/A -2012,6,27,12,30,101060,99930,98830,76.56,0,1.28,1.35,1.35,1.34,1.33,1.33,1.29,1.23,1.06,152.9,152.68,152.74,152.81,152.87,152.9,152.42000000000002,151.74,138.6,29.86,29.6,29.46,29.29,29.13,28.990000000000002,28.94,28.93,29,N/A,N/A -2012,6,27,13,30,101110,99970,98870,76.16,0,2,2.13,2.14,2.14,2.15,2.15,2.15,2.15,2.18,147.28,147.35,147.35,147.34,147.33,147.31,147.27,147.20000000000002,146.74,29.86,29.59,29.44,29.26,29.09,28.92,28.75,28.59,28.330000000000002,N/A,N/A -2012,6,27,14,30,101180,100040,98940,76.38,0,2.04,2.19,2.21,2.22,2.23,2.25,2.2600000000000002,2.2800000000000002,2.34,151.63,151.4,151.21,151.02,150.81,150.6,150.33,150.03,149.22,29.88,29.6,29.43,29.240000000000002,29.060000000000002,28.88,28.69,28.51,28.16,N/A,N/A -2012,6,27,15,30,101220,100080,98980,69.72,0,2.45,2.62,2.65,2.67,2.69,2.71,2.74,2.7800000000000002,2.94,152.75,152.68,152.62,152.53,152.42000000000002,152.28,152.04,151.77,150.31,30.26,29.990000000000002,29.830000000000002,29.650000000000002,29.47,29.3,29.13,28.96,28.68,N/A,N/A -2012,6,27,16,30,101260,100120,99020,71.41,0,2.7,2.88,2.91,2.92,2.94,2.95,2.96,2.97,2.99,165.53,165.09,164.83,164.55,164.27,163.98,163.64000000000001,163.28,162.36,30.22,29.92,29.76,29.57,29.39,29.2,29.02,28.84,28.48,N/A,N/A -2012,6,27,17,30,101280,100140,99040,70.83,0,2.39,2.5300000000000002,2.56,2.58,2.6,2.61,2.63,2.65,2.69,167.1,166.98,166.89000000000001,166.79,166.71,166.62,166.51,166.42000000000002,166.15,30.25,29.94,29.78,29.580000000000002,29.400000000000002,29.21,29.02,28.84,28.48,N/A,N/A -2012,6,27,18,30,101310,100170,99070,69.45,0,3.06,3.21,3.23,3.23,3.23,3.22,3.22,3.22,3.21,159.75,159.8,159.76,159.70000000000002,159.63,159.55,159.46,159.37,159.09,30.46,30.14,29.98,29.78,29.6,29.41,29.22,29.04,28.67,N/A,N/A -2012,6,27,19,30,101310,100180,99080,66.24,0,4.22,4.48,4.5,4.5,4.49,4.48,4.46,4.44,4.39,158.67000000000002,158.84,158.93,159.02,159.11,159.21,159.3,159.39000000000001,159.6,30.69,30.39,30.22,30.02,29.84,29.650000000000002,29.45,29.27,28.89,N/A,N/A -2012,6,27,20,30,101300,100160,99060,70.34,0,4.6000000000000005,4.94,4.98,5,5,4.99,4.98,4.97,4.94,155.83,155.86,155.92000000000002,155.97,156.01,156.03,156.06,156.08,156.09,30.53,30.23,30.060000000000002,29.87,29.68,29.490000000000002,29.3,29.12,28.75,N/A,N/A -2012,6,27,21,30,101300,100160,99060,71.35000000000001,0,4.88,5.25,5.29,5.3100000000000005,5.3,5.29,5.2700000000000005,5.25,5.19,156.59,156.61,156.68,156.77,156.87,156.97,157.1,157.23,157.54,30.400000000000002,30.13,29.97,29.78,29.59,29.41,29.21,29.03,28.66,N/A,N/A -2012,6,27,22,30,101270,100130,99030,73.95,0,4.69,5.07,5.14,5.17,5.19,5.21,5.23,5.25,5.32,157.72,157.77,157.77,157.76,157.75,157.72,157.68,157.63,157.47,30.23,29.97,29.810000000000002,29.63,29.45,29.27,29.09,28.92,28.59,N/A,N/A -2012,6,27,23,30,101270,100130,99030,77.81,0,4.83,5.21,5.2700000000000005,5.3,5.3100000000000005,5.32,5.32,5.32,5.33,153.66,153.8,153.88,153.93,153.97,154,154.02,154.03,154.05,29.990000000000002,29.73,29.580000000000002,29.39,29.21,29.04,28.85,28.68,28.330000000000002,N/A,N/A -2012,6,28,0,30,101280,100140,99040,81.01,0,4.43,4.83,4.91,4.97,5.0200000000000005,5.0600000000000005,5.12,5.17,5.3500000000000005,152.52,152.37,152.31,152.25,152.18,152.09,152,151.9,151.57,29.75,29.48,29.32,29.13,28.96,28.78,28.6,28.43,28.09,N/A,N/A -2012,6,28,1,30,101250,100110,99010,83.9,0,6.3,6.86,6.95,6.97,6.97,6.95,6.91,6.86,6.7,152.24,152.38,152.45000000000002,152.53,152.62,152.71,152.83,152.95000000000002,153.31,29.55,29.25,29.080000000000002,28.89,28.7,28.51,28.32,28.13,27.73,N/A,N/A -2012,6,28,2,30,101290,100160,99050,82.31,0,6.03,6.5600000000000005,6.66,6.71,6.75,6.78,6.83,6.87,7.07,158.94,158.85,158.74,158.59,158.42000000000002,158.23,157.99,157.73,156.87,29.59,29.310000000000002,29.150000000000002,28.97,28.79,28.62,28.44,28.28,27.990000000000002,N/A,N/A -2012,6,28,3,30,101320,100190,99080,84.88,0,6.53,7.1000000000000005,7.22,7.28,7.34,7.390000000000001,7.45,7.51,7.75,159.43,159.17000000000002,158.99,158.76,158.5,158.21,157.85,157.45000000000002,156.26,29.400000000000002,29.1,28.94,28.75,28.580000000000002,28.400000000000002,28.23,28.07,27.79,N/A,N/A -2012,6,28,4,30,101340,100200,99090,86.4,0,6.99,7.61,7.74,7.79,7.82,7.84,7.84,7.83,7.79,153.66,153.77,153.8,153.84,153.86,153.89000000000001,153.93,153.97,154.11,29.26,28.95,28.78,28.580000000000002,28.400000000000002,28.22,28.02,27.84,27.46,N/A,N/A -2012,6,28,5,30,101360,100220,99120,87.94,0,7.2700000000000005,7.88,8.01,8.05,8.08,8.09,8.08,8.07,8.01,154.34,154.36,154.34,154.31,154.29,154.25,154.23,154.21,154.20000000000002,29.080000000000002,28.75,28.580000000000002,28.38,28.2,28.01,27.82,27.63,27.25,N/A,N/A -2012,6,28,6,30,101410,100270,99160,88.84,0,6.24,6.73,6.82,6.86,6.890000000000001,6.9,6.9,6.9,6.890000000000001,155.78,155.85,155.91,156,156.08,156.18,156.29,156.39000000000001,156.63,29,28.650000000000002,28.47,28.27,28.080000000000002,27.89,27.7,27.51,27.14,N/A,N/A -2012,6,28,7,30,101470,100330,99220,88.53,0,6.21,6.7,6.8,6.84,6.86,6.87,6.87,6.86,6.84,157.99,158.1,158.20000000000002,158.28,158.36,158.43,158.5,158.57,158.71,29,28.650000000000002,28.48,28.27,28.080000000000002,27.89,27.7,27.51,27.13,N/A,N/A -2012,6,28,8,30,101490,100340,99240,85.27,0,5.97,6.49,6.61,6.68,6.73,6.7700000000000005,6.8,6.83,6.88,164.31,163.87,163.66,163.47,163.29,163.12,162.95000000000002,162.78,162.42000000000002,29.14,28.8,28.62,28.42,28.23,28.04,27.85,27.66,27.28,N/A,N/A -2012,6,28,9,30,101520,100380,99270,85.85000000000001,0,6.59,7.11,7.21,7.24,7.25,7.25,7.23,7.21,7.140000000000001,162.21,162.46,162.59,162.73,162.87,163.01,163.17000000000002,163.32,163.71,29,28.66,28.48,28.28,28.080000000000002,27.89,27.69,27.5,27.11,N/A,N/A -2012,6,28,10,30,101530,100390,99280,83.22,0,6.68,7.25,7.37,7.43,7.46,7.48,7.48,7.48,7.46,160.52,160.78,160.96,161.17000000000002,161.37,161.57,161.78,161.99,162.43,29.14,28.8,28.62,28.42,28.22,28.03,27.830000000000002,27.63,27.240000000000002,N/A,N/A -2012,6,28,11,30,101580,100440,99330,85.24,0,5.2700000000000005,5.69,5.8,5.88,5.94,5.98,6.03,6.07,6.140000000000001,161.15,162.35,163.03,163.68,164.26,164.81,165.33,165.84,166.79,29.13,28.8,28.64,28.44,28.26,28.07,27.88,27.69,27.32,N/A,N/A -2012,6,28,12,30,101610,100470,99360,84.06,0,5.12,5.55,5.66,5.73,5.79,5.84,5.88,5.91,5.98,167.36,167.27,167.23,167.18,167.13,167.08,167.02,166.97,166.84,29.060000000000002,28.72,28.55,28.35,28.16,27.97,27.78,27.59,27.21,N/A,N/A -2012,6,28,13,30,101650,100510,99400,83.28,0,4.0200000000000005,4.26,4.3100000000000005,4.33,4.3500000000000005,4.36,4.36,4.37,4.38,155.91,155.82,155.83,155.83,155.84,155.86,155.88,155.93,156.06,29.17,28.85,28.68,28.48,28.3,28.11,27.92,27.740000000000002,27.37,N/A,N/A -2012,6,28,14,30,101720,100570,99460,83.08,0,3.7800000000000002,4.0600000000000005,4.12,4.16,4.2,4.22,4.25,4.2700000000000005,4.32,154.34,154.31,154.36,154.42000000000002,154.47,154.52,154.58,154.64000000000001,154.77,29.27,28.94,28.77,28.57,28.39,28.19,28,27.82,27.44,N/A,N/A -2012,6,28,15,30,101720,100580,99470,82.09,0,3.61,3.8000000000000003,3.83,3.84,3.84,3.84,3.84,3.83,3.81,128.51,129.29,129.73,130.13,130.51,130.88,131.26,131.62,132.4,29.310000000000002,28.98,28.810000000000002,28.61,28.43,28.240000000000002,28.04,27.86,27.48,N/A,N/A -2012,6,28,16,30,101710,100570,99460,82.39,0,3.56,3.7600000000000002,3.8000000000000003,3.8200000000000003,3.83,3.85,3.85,3.86,3.87,129.46,130.76,131.41,132.07,132.67000000000002,133.26,133.85,134.41,135.54,29.36,29.02,28.85,28.650000000000002,28.46,28.27,28.080000000000002,27.900000000000002,27.52,N/A,N/A -2012,6,28,17,30,101750,100610,99490,84.71000000000001,0,4.66,4.92,4.96,4.97,4.97,4.96,4.95,4.94,4.9,115.73,116.12,116.28,116.39,116.48,116.54,116.60000000000001,116.65,116.72,29.34,29,28.830000000000002,28.62,28.44,28.240000000000002,28.05,27.86,27.490000000000002,N/A,N/A -2012,6,28,18,30,101730,100590,99480,82.98,0,4.38,4.66,4.69,4.7,4.69,4.69,4.68,4.66,4.62,113.10000000000001,113.9,114.12,114.33,114.5,114.67,114.84,115.01,115.37,29.48,29.13,28.96,28.76,28.57,28.38,28.19,28,27.62,N/A,N/A -2012,6,28,19,30,101800,100660,99540,84.11,0,6.96,7.44,7.53,7.5600000000000005,7.58,7.58,7.58,7.58,7.5600000000000005,158.93,159.01,159.05,159.13,159.20000000000002,159.31,159.43,159.56,159.87,29.490000000000002,29.16,28.990000000000002,28.79,28.6,28.41,28.22,28.03,27.66,N/A,N/A -2012,6,28,20,30,101690,100540,99430,82.64,0,5.86,6.140000000000001,6.17,6.16,6.15,6.140000000000001,6.15,6.17,6.3,218.53,217.75,217.08,216.20000000000002,215,213.51,210.66,207.39000000000001,197.17000000000002,27.54,27.150000000000002,26.98,26.810000000000002,26.68,26.560000000000002,26.53,26.53,26.76,N/A,N/A -2012,6,28,21,30,101690,100540,99430,80.86,0,6.09,6.48,6.55,6.57,6.58,6.59,6.58,6.58,6.57,191.55,191.19,191.04,190.86,190.66,190.44,190.15,189.84,188.87,27.89,27.5,27.32,27.12,26.93,26.75,26.560000000000002,26.39,26.04,N/A,N/A -2012,6,28,22,30,101660,100510,99400,77.99,0,3.37,3.54,3.5700000000000003,3.59,3.61,3.64,3.71,3.79,4.3500000000000005,163.92000000000002,163.14000000000001,162.65,162.05,161.37,160.61,159.44,158.17000000000002,153.17000000000002,28.080000000000002,27.72,27.55,27.36,27.18,27.01,26.84,26.68,26.52,N/A,N/A -2012,6,28,23,30,101650,100510,99400,76.09,0,2.64,2.8000000000000003,2.84,2.87,2.91,2.96,3.0500000000000003,3.16,3.77,130.71,130.93,131.09,131.32,131.61,131.98,132.7,133.56,138.24,28.53,28.2,28.04,27.85,27.68,27.51,27.36,27.21,27.14,N/A,N/A -2012,6,29,0,30,101610,100460,99350,76.32000000000001,0,5.09,5.44,5.5,5.53,5.5600000000000005,5.58,5.6000000000000005,5.62,5.68,143.79,143.66,143.61,143.55,143.49,143.41,143.33,143.25,143,28.7,28.35,28.18,27.98,27.79,27.61,27.42,27.240000000000002,26.87,N/A,N/A -2012,6,29,1,30,101590,100450,99340,78.7,0,6.3500000000000005,6.8100000000000005,6.91,6.95,6.98,6.99,7,7,7.01,143.51,143.62,143.69,143.77,143.84,143.91,144,144.1,144.32,28.8,28.45,28.28,28.080000000000002,27.900000000000002,27.72,27.53,27.35,26.990000000000002,N/A,N/A -2012,6,29,2,30,101590,100440,99330,80.10000000000001,0,5.89,6.3500000000000005,6.46,6.53,6.57,6.61,6.640000000000001,6.67,6.71,139.44,139.84,140.06,140.29,140.51,140.74,140.98,141.21,141.74,28.8,28.44,28.27,28.07,27.89,27.7,27.51,27.32,26.95,N/A,N/A -2012,6,29,3,30,101590,100440,99330,80.88,0,6.29,6.8,6.92,6.98,7.03,7.0600000000000005,7.09,7.11,7.140000000000001,147.55,147.68,147.77,147.87,147.95000000000002,148.03,148.12,148.19,148.36,28.84,28.48,28.310000000000002,28.11,27.92,27.73,27.54,27.35,26.97,N/A,N/A -2012,6,29,4,30,101590,100440,99330,83.27,0,6.0600000000000005,6.5200000000000005,6.63,6.68,6.72,6.74,6.75,6.7700000000000005,6.78,149.26,149.37,149.4,149.43,149.45000000000002,149.47,149.5,149.52,149.57,28.77,28.41,28.240000000000002,28.04,27.85,27.66,27.46,27.28,26.900000000000002,N/A,N/A -2012,6,29,5,30,101570,100430,99320,80.49,0,6.3100000000000005,6.78,6.88,6.92,6.94,6.95,6.95,6.95,6.93,161.89000000000001,161.42000000000002,161.18,160.93,160.72,160.5,160.29,160.08,159.66,29.01,28.67,28.490000000000002,28.29,28.1,27.91,27.72,27.53,27.150000000000002,N/A,N/A -2012,6,29,6,30,101610,100470,99360,79.81,0,5.91,6.3500000000000005,6.45,6.49,6.5200000000000005,6.54,6.5600000000000005,6.5600000000000005,6.57,168.45000000000002,168.51,168.49,168.46,168.44,168.41,168.39000000000001,168.38,168.34,29.04,28.71,28.54,28.34,28.150000000000002,27.96,27.77,27.580000000000002,27.21,N/A,N/A -2012,6,29,7,30,101600,100450,99340,79.56,0,6.0200000000000005,6.45,6.5200000000000005,6.55,6.5600000000000005,6.5600000000000005,6.55,6.54,6.5200000000000005,167.9,168.08,168.26,168.45000000000002,168.65,168.85,169.06,169.26,169.71,28.94,28.61,28.44,28.240000000000002,28.05,27.86,27.67,27.48,27.1,N/A,N/A -2012,6,29,8,30,101620,100480,99370,77.62,0,4.66,4.97,5.04,5.07,5.08,5.09,5.09,5.08,5.07,171.22,172.11,172.45000000000002,172.75,173.01,173.25,173.47,173.68,174.08,29.080000000000002,28.75,28.580000000000002,28.39,28.2,28.01,27.82,27.63,27.26,N/A,N/A -2012,6,29,9,30,101600,100450,99340,78.58,0,4.57,4.88,4.94,4.98,5.01,5.03,5.04,5.05,5.08,180.93,181.1,181.23,181.37,181.49,181.61,181.74,181.85,182.09,28.91,28.57,28.400000000000002,28.21,28.02,27.830000000000002,27.650000000000002,27.46,27.09,N/A,N/A -2012,6,29,10,30,101610,100470,99360,80.12,0,3.5100000000000002,3.67,3.68,3.68,3.67,3.66,3.64,3.63,3.6,201.64000000000001,201.55,201.28,200.96,200.63,200.27,199.86,199.45000000000002,198.36,28.77,28.44,28.28,28.080000000000002,27.900000000000002,27.72,27.54,27.36,27.01,N/A,N/A -2012,6,29,11,30,101580,100430,99320,79.22,0,3.2,3.38,3.41,3.42,3.43,3.43,3.44,3.44,3.43,202.33,203.16,203.57,203.97,204.34,204.70000000000002,205.06,205.4,206.08,28.72,28.38,28.21,28.01,27.82,27.63,27.44,27.25,26.87,N/A,N/A -2012,6,29,12,30,101580,100440,99330,80.15,3.3000000000000003,2.93,3.1,3.11,3.11,3.11,3.11,3.1,3.09,3.08,216.55,215.65,215.47,215.28,215.1,214.92000000000002,214.75,214.59,214.25,28.59,28.25,28.080000000000002,27.88,27.69,27.5,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,6,29,13,30,101610,100450,99330,93.26,51.6,9.89,10.93,11.07,11.16,11.200000000000001,11.21,11.19,11.17,11.07,112.60000000000001,112,111.96000000000001,111.95,112,112.06,112.17,112.27,112.55,26.18,25.67,25.45,25.240000000000002,25.03,24.84,24.64,24.45,24.080000000000002,N/A,N/A 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-2012,6,29,17,30,101650,100500,99380,82.52,0,6.2,6.54,6.58,6.57,6.55,6.5200000000000005,6.48,6.44,6.34,113.64,113.76,113.83,113.92,114,114.09,114.19,114.29,114.54,27.47,27.060000000000002,26.88,26.68,26.490000000000002,26.310000000000002,26.13,25.95,25.6,N/A,N/A -2012,6,29,18,30,101570,100430,99310,83.31,0,5.8100000000000005,6.19,6.22,6.21,6.19,6.16,6.12,6.08,5.99,113.7,113.87,113.82000000000001,113.75,113.67,113.59,113.5,113.41,113.21000000000001,27.92,27.51,27.330000000000002,27.13,26.93,26.740000000000002,26.55,26.37,25.990000000000002,N/A,N/A -2012,6,29,19,30,101550,100410,99300,76.85000000000001,0,6.7,7.18,7.25,7.2700000000000005,7.2700000000000005,7.26,7.24,7.21,7.15,143.71,143.68,143.72,143.76,143.82,143.88,143.95000000000002,144.02,144.19,28.37,27.990000000000002,27.810000000000002,27.61,27.43,27.240000000000002,27.05,26.87,26.5,N/A,N/A -2012,6,29,20,30,101500,100350,99240,83.41,0,6.47,6.8500000000000005,6.91,6.9,6.87,6.83,6.7700000000000005,6.7,6.51,144.9,144.95000000000002,144.91,144.9,144.91,144.94,145.02,145.12,145.54,27.900000000000002,27.51,27.330000000000002,27.13,26.95,26.77,26.580000000000002,26.400000000000002,26.05,N/A,N/A -2012,6,29,21,30,101440,100290,99170,77.42,0,8.16,8.77,8.88,8.92,8.93,8.93,8.92,8.91,8.91,134.79,134.89000000000001,134.85,134.81,134.76,134.71,134.65,134.6,134.51,27.95,27.560000000000002,27.39,27.2,27.03,26.86,26.69,26.54,26.29,N/A,N/A -2012,6,29,22,30,101380,100230,99120,78.24,0,6.42,6.84,6.890000000000001,6.890000000000001,6.87,6.83,6.78,6.73,6.57,157.79,157.58,157.59,157.61,157.64000000000001,157.67000000000002,157.72,157.78,157.98,28.27,27.900000000000002,27.72,27.53,27.34,27.150000000000002,26.96,26.78,26.42,N/A,N/A -2012,6,29,23,30,101390,100240,99130,85.22,0,5.89,6.26,6.32,6.34,6.34,6.34,6.32,6.3100000000000005,6.2700000000000005,143.04,143.01,142.91,142.81,142.71,142.61,142.5,142.39000000000001,142.17000000000002,27.8,27.400000000000002,27.22,27.02,26.830000000000002,26.64,26.44,26.26,25.88,N/A,N/A -2012,6,30,0,30,101340,100190,99080,77.31,0,5.15,5.46,5.5200000000000005,5.55,5.57,5.57,5.57,5.57,5.57,150.15,150.26,150.3,150.33,150.36,150.4,150.45000000000002,150.49,150.58,28.07,27.69,27.51,27.310000000000002,27.12,26.93,26.740000000000002,26.55,26.17,N/A,N/A -2012,6,30,1,30,101280,100130,99030,81.52,0,4.91,5.28,5.38,5.44,5.49,5.53,5.5600000000000005,5.59,5.64,137.32,137.44,137.52,137.6,137.67000000000002,137.73,137.79,137.86,137.98,28.07,27.69,27.52,27.310000000000002,27.12,26.93,26.73,26.55,26.16,N/A,N/A -2012,6,30,2,30,101280,100140,99030,82.5,0,5.5200000000000005,5.9,5.97,6,6.0200000000000005,6.04,6.05,6.05,6.05,147.85,147.89000000000001,147.91,147.93,147.95000000000002,147.98,148.01,148.03,148.1,28.2,27.830000000000002,27.650000000000002,27.44,27.25,27.060000000000002,26.87,26.68,26.3,N/A,N/A -2012,6,30,3,30,101250,100100,99000,81.05,0,5.46,5.88,5.98,6.03,6.07,6.1000000000000005,6.12,6.140000000000001,6.17,153.20000000000002,153.21,153.14000000000001,153.08,153.02,152.97,152.91,152.87,152.78,28.47,28.11,27.93,27.73,27.54,27.35,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,6,30,4,30,101240,100090,98990,84.32000000000001,0,7.01,7.5200000000000005,7.61,7.640000000000001,7.640000000000001,7.640000000000001,7.62,7.6000000000000005,7.54,149.72,150.36,150.62,150.87,151.09,151.3,151.5,151.70000000000002,152.09,28.29,27.91,27.73,27.53,27.330000000000002,27.14,26.95,26.76,26.39,N/A,N/A -2012,6,30,5,30,101220,100080,98970,84.58,0,7.03,7.58,7.69,7.75,7.79,7.8,7.8100000000000005,7.8100000000000005,7.8,153.31,153.58,153.82,154.04,154.24,154.42000000000002,154.6,154.76,155.09,28.32,27.94,27.76,27.560000000000002,27.36,27.17,26.97,26.79,26.41,N/A,N/A -2012,6,30,6,30,101260,100110,99010,81.89,0,5.8,6.23,6.32,6.37,6.41,6.43,6.45,6.47,6.5,172.51,172.45000000000002,172.44,172.42000000000002,172.41,172.39000000000001,172.38,172.36,172.33,28.37,28.01,27.830000000000002,27.63,27.44,27.25,27.060000000000002,26.87,26.490000000000002,N/A,N/A -2012,6,30,7,30,101250,100110,99010,82.37,0,7.2,7.78,7.890000000000001,7.94,7.97,7.97,7.97,7.96,7.92,167.63,167.8,167.99,168.17000000000002,168.34,168.5,168.67000000000002,168.83,169.15,28.45,28.1,27.92,27.72,27.53,27.330000000000002,27.14,26.95,26.57,N/A,N/A -2012,6,30,8,30,101250,100100,99000,80.31,0,6.640000000000001,7.140000000000001,7.23,7.26,7.28,7.29,7.29,7.29,7.2700000000000005,170.88,170.95000000000002,170.93,170.9,170.88,170.86,170.84,170.83,170.81,28.43,28.080000000000002,27.900000000000002,27.7,27.51,27.32,27.12,26.94,26.560000000000002,N/A,N/A -2012,6,30,9,30,101240,100090,98990,79.04,0,6.75,7.3100000000000005,7.43,7.5,7.54,7.58,7.61,7.62,7.65,182.91,183.02,183.09,183.15,183.21,183.25,183.3,183.35,183.42000000000002,28.46,28.1,27.93,27.73,27.54,27.35,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,6,30,10,30,101240,100100,98990,77.08,0,6.16,6.61,6.69,6.72,6.74,6.75,6.75,6.74,6.73,180.92000000000002,181.27,181.45000000000002,181.62,181.77,181.91,182.04,182.17000000000002,182.43,28.45,28.1,27.93,27.73,27.54,27.35,27.150000000000002,26.97,26.59,N/A,N/A -2012,6,30,11,30,101240,100100,98990,78.54,0,5.26,5.65,5.73,5.78,5.8100000000000005,5.84,5.8500000000000005,5.86,5.86,190.01,189.66,189.38,189.11,188.85,188.61,188.36,188.14000000000001,187.67000000000002,28.400000000000002,28.05,27.87,27.67,27.48,27.29,27.09,26.900000000000002,26.52,N/A,N/A -2012,6,30,12,30,101250,100110,99000,78.54,0,5.84,6.24,6.3100000000000005,6.34,6.36,6.37,6.37,6.37,6.36,188.09,187.65,187.36,187.06,186.79,186.54,186.28,186.04,185.56,28.34,27.990000000000002,27.810000000000002,27.61,27.42,27.23,27.03,26.85,26.46,N/A,N/A -2012,6,30,13,30,101290,100140,99040,78.06,0,3.13,3.33,3.38,3.41,3.44,3.46,3.48,3.5,3.5300000000000002,185.59,185.3,185.17000000000002,185.03,184.91,184.8,184.69,184.58,184.35,28.310000000000002,27.97,27.79,27.6,27.400000000000002,27.21,27.02,26.830000000000002,26.45,N/A,N/A -2012,6,30,14,30,101400,100250,99130,88.8,98.5,2.44,2.34,2.27,2.27,2.32,2.44,2.61,2.82,3.2600000000000002,64.71000000000001,75.19,82.19,91.13,98.61,105.68,111.28,116.02,121.81,26.51,26.2,26.080000000000002,25.96,25.85,25.76,25.67,25.6,25.42,N/A,N/A -2012,6,30,15,30,101380,100230,99100,92.29,1.1,8.370000000000001,8.83,8.86,8.8,8.700000000000001,8.57,8.4,8.24,7.72,49.42,49.480000000000004,49.620000000000005,49.81,50.050000000000004,50.34,50.74,51.14,52.75,25.3,24.79,24.59,24.400000000000002,24.22,24.05,23.89,23.740000000000002,23.47,N/A,N/A -2012,6,30,16,30,101390,100230,99110,89.8,127.10000000000001,6.91,7.28,7.36,7.390000000000001,7.4,7.4,7.38,7.36,7.3,17.490000000000002,17.6,17.75,17.87,17.94,17.990000000000002,18.01,18.02,17.97,26.03,25.560000000000002,25.37,25.17,24.97,24.79,24.61,24.43,24.080000000000002,N/A,N/A -2012,6,30,17,30,101400,100240,99120,92.99,21.200000000000003,6.38,6.62,6.6000000000000005,6.55,6.49,6.42,6.34,6.26,6.09,300.2,300.21,300.63,301.11,301.58,302.07,302.64,303.19,304.45,25.1,24.61,24.42,24.22,24.03,23.85,23.66,23.490000000000002,23.13,N/A,N/A -2012,6,30,18,30,101360,100200,99080,87.89,0,4.15,4.18,4.08,3.93,3.64,3.31,2.66,2.11,1.25,6.34,7.69,8.51,9.57,11.32,13.24,16.01,18.240000000000002,24.93,25.69,25.3,25.16,25.03,24.97,24.93,24.98,25.04,25.02,N/A,N/A -2012,6,30,19,30,101340,100190,99080,83.24,0,0.64,0.52,0.48,0.48,0.51,0.59,0.7000000000000001,0.8300000000000001,1.1500000000000001,64.3,86.15,99.97,118.51,133.76,148.58,159.21,168.58,179.25,26.86,26.47,26.29,26.09,25.900000000000002,25.72,25.52,25.34,24.97,N/A,N/A -2012,6,30,20,30,101320,100170,99050,84.14,0,2.22,2.34,2.38,2.41,2.44,2.47,2.5100000000000002,2.54,2.63,173.45000000000002,171.99,170.92000000000002,169.86,168.89000000000001,167.93,166.98,166.07,164.25,27.080000000000002,26.68,26.5,26.3,26.11,25.92,25.73,25.55,25.18,N/A,N/A -2012,6,30,21,30,101260,100110,99000,80.72,0,3.64,3.94,4.03,4.1,4.17,4.23,4.28,4.34,4.45,152.8,152.32,152.03,151.75,151.5,151.26,151.03,150.81,150.4,27.59,27.21,27.03,26.830000000000002,26.64,26.45,26.26,26.07,25.7,N/A,N/A -2012,6,30,22,30,101230,100080,98970,69.59,0,6.38,6.94,7.0600000000000005,7.12,7.16,7.19,7.21,7.22,7.24,148.32,148.28,148.32,148.37,148.43,148.48,148.55,148.6,148.73,28.55,28.2,28.03,27.830000000000002,27.64,27.45,27.25,27.07,26.68,N/A,N/A -2012,6,30,23,30,101230,100080,98980,76.38,0,5.78,6.26,6.390000000000001,6.47,6.53,6.57,6.61,6.65,6.7,144.08,144.39000000000001,144.62,144.83,145,145.15,145.29,145.42000000000002,145.68,28.400000000000002,28.05,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.53,N/A,N/A -2012,7,1,0,30,101210,100060,98960,75.59,0,6.23,6.68,6.78,6.83,6.87,6.9,6.91,6.93,6.95,150.51,150.66,150.75,150.85,150.93,151.02,151.09,151.17000000000002,151.33,28.48,28.14,27.96,27.76,27.57,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,1,1,30,101200,100060,98950,81.41,0,6.2700000000000005,6.8100000000000005,6.93,6.99,7.04,7.07,7.09,7.11,7.12,143.62,143.99,144.08,144.13,144.17000000000002,144.19,144.20000000000002,144.20000000000002,144.19,28.3,27.93,27.76,27.55,27.37,27.17,26.98,26.79,26.41,N/A,N/A -2012,7,1,2,30,101200,100060,98950,80.21000000000001,0,7.4,8.01,8.14,8.21,8.25,8.28,8.290000000000001,8.3,8.3,154.01,154.21,154.26,154.29,154.34,154.37,154.41,154.45000000000002,154.52,28.1,27.72,27.54,27.34,27.150000000000002,26.96,26.76,26.580000000000002,26.2,N/A,N/A -2012,7,1,3,30,101220,100070,98970,80.33,0,7.16,7.7700000000000005,7.9,7.97,8.03,8.07,8.1,8.13,8.16,158.98,159.22,159.4,159.57,159.73,159.88,160.05,160.20000000000002,160.51,28.19,27.82,27.64,27.44,27.25,27.060000000000002,26.86,26.68,26.29,N/A,N/A -2012,7,1,4,30,101220,100080,98970,82.21000000000001,0,7.73,8.46,8.63,8.74,8.82,8.88,8.94,8.98,9.05,151.20000000000002,151.56,151.73,151.88,152.02,152.16,152.28,152.4,152.63,28.23,27.86,27.68,27.48,27.29,27.1,26.900000000000002,26.71,26.330000000000002,N/A,N/A -2012,7,1,5,30,101250,100110,99000,80.87,0,7.94,8.72,8.89,9.01,9.08,9.13,9.17,9.200000000000001,9.24,162.20000000000002,162.08,162.07,162.07,162.07,162.07,162.08,162.08,162.09,28.41,28.04,27.86,27.66,27.46,27.27,27.07,26.88,26.5,N/A,N/A -2012,7,1,6,30,101280,100140,99030,76.58,0,8.13,8.94,9.13,9.24,9.32,9.38,9.43,9.46,9.51,168.37,168.38,168.4,168.41,168.41,168.42000000000002,168.42000000000002,168.42000000000002,168.43,28.580000000000002,28.25,28.080000000000002,27.88,27.69,27.5,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,7,1,7,30,101350,100210,99100,80.86,19.6,8.84,9.44,9.52,9.48,9.4,9.3,9.18,9.06,8.85,185.41,185.33,185.49,185.77,186.05,186.32,186.35,186.3,185.64000000000001,27.82,27.52,27.39,27.27,27.150000000000002,27.02,26.88,26.73,26.39,N/A,N/A -2012,7,1,8,30,101380,100230,99110,81.66,8.1,7.49,8.18,8.35,8.48,8.58,8.68,8.78,8.88,9.13,190.67000000000002,189.68,189.13,188.55,187.94,187.34,186.62,185.92000000000002,183.71,27.27,26.89,26.72,26.52,26.34,26.150000000000002,25.97,25.8,25.48,N/A,N/A -2012,7,1,9,30,101390,100230,99120,82.44,0,5.86,6.34,6.46,6.53,6.58,6.62,6.66,6.69,6.74,166.03,165.93,165.9,165.89000000000001,165.87,165.85,165.83,165.82,165.77,27.310000000000002,26.93,26.76,26.560000000000002,26.36,26.17,25.98,25.8,25.42,N/A,N/A -2012,7,1,10,30,101400,100240,99140,81.58,0,6.91,7.49,7.61,7.68,7.73,7.75,7.7700000000000005,7.78,7.79,160.48,160.54,160.58,160.63,160.68,160.74,160.81,160.87,161.03,27.71,27.330000000000002,27.14,26.94,26.740000000000002,26.55,26.36,26.17,25.79,N/A,N/A -2012,7,1,11,30,101450,100300,99180,79.8,0,6.03,6.47,6.57,6.62,6.65,6.67,6.69,6.7,6.73,159.42000000000002,159.69,159.83,159.96,160.08,160.20000000000002,160.33,160.47,160.85,27.86,27.5,27.330000000000002,27.13,26.94,26.75,26.560000000000002,26.38,26.01,N/A,N/A -2012,7,1,12,30,101470,100320,99210,79.43,0,6.68,7.19,7.3,7.36,7.390000000000001,7.41,7.41,7.41,7.390000000000001,150.28,150.55,150.66,150.78,150.89000000000001,151,151.11,151.22,151.49,27.95,27.59,27.42,27.22,27.04,26.85,26.66,26.48,26.12,N/A,N/A -2012,7,1,13,30,101510,100370,99260,81.59,0,5.82,6.16,6.21,6.2,6.18,6.15,6.12,6.08,6.0200000000000005,148.79,149.31,149.85,150.48,151.15,151.86,152.75,153.65,156.26,28.05,27.7,27.53,27.330000000000002,27.150000000000002,26.97,26.79,26.62,26.29,N/A,N/A -2012,7,1,14,30,101570,100430,99310,81.43,0,5.67,6.13,6.18,6.19,6.19,6.16,6.12,6.08,5.99,130.54,131.99,132.39000000000001,132.78,133.15,133.52,133.93,134.32,135.31,27.900000000000002,27.53,27.35,27.150000000000002,26.96,26.77,26.580000000000002,26.39,26.03,N/A,N/A -2012,7,1,15,30,101700,100540,99420,86.15,35.300000000000004,9.73,10.61,10.81,10.9,10.97,11.01,11.03,11.06,11.11,179.72,179.36,179.25,179.14000000000001,179.05,178.97,178.91,178.86,178.81,26.59,26.11,25.91,25.7,25.52,25.330000000000002,25.14,24.96,24.6,N/A,N/A -2012,7,1,16,30,101750,100590,99460,82.63,2.4000000000000004,6.93,7.3500000000000005,7.43,7.45,7.47,7.46,7.46,7.46,7.43,181.88,182.09,182.21,182.33,182.46,182.59,182.74,182.89000000000001,183.24,25.85,25.38,25.18,24.98,24.78,24.6,24.41,24.23,23.86,N/A,N/A -2012,7,1,17,30,101760,100590,99460,89.81,43.5,2.85,3.0300000000000002,3.0300000000000002,3.0300000000000002,3.0100000000000002,3,2.99,2.98,2.94,277.92,277.09000000000003,278.02,278.93,279.83,280.66,281.72,282.7,285.29,24.91,24.47,24.29,24.09,23.900000000000002,23.72,23.53,23.37,23.01,N/A,N/A -2012,7,1,18,30,101780,100610,99480,89.7,74.3,5.74,6.03,6.05,6.04,6.0200000000000005,5.98,5.93,5.88,5.75,256.47,255.57,255.70000000000002,255.79,255.89000000000001,255.98000000000002,256.08,256.19,256.49,24.78,24.3,24.1,23.91,23.72,23.54,23.35,23.19,22.84,N/A,N/A -2012,7,1,19,30,101770,100600,99470,84.75,0,2.11,2.23,2.24,2.2600000000000002,2.2800000000000002,2.31,2.34,2.36,2.47,281.5,279.18,277.48,275.68,273.89,272.09000000000003,269.98,267.91,261.91,25.11,24.69,24.51,24.310000000000002,24.12,23.94,23.76,23.580000000000002,23.240000000000002,N/A,N/A -2012,7,1,20,30,101700,100540,99420,82.82000000000001,0,1.27,1.3900000000000001,1.45,1.52,1.6300000000000001,1.8,2.19,2.7800000000000002,3.39,208.20000000000002,206.76,206.9,206.85,206.37,205.49,202.71,198.39000000000001,185.64000000000001,26.04,25.67,25.51,25.34,25.19,25.07,25.14,25.27,25.67,N/A,N/A -2012,7,1,21,30,101680,100530,99410,81.78,0,3.93,4.14,4.18,4.2,4.22,4.23,4.25,4.28,4.39,126.27,126.92,127.38000000000001,127.87,128.41,128.98,129.72,130.46,132.7,26.78,26.39,26.21,26.01,25.82,25.64,25.46,25.29,24.95,N/A,N/A -2012,7,1,22,30,101650,100490,99370,83.36,0,4.87,5.18,5.25,5.28,5.3100000000000005,5.34,5.36,5.38,5.43,112.58,113.10000000000001,113.4,113.74000000000001,114.06,114.38,114.76,115.14,116.11,26.88,26.48,26.29,26.09,25.900000000000002,25.71,25.52,25.330000000000002,24.95,N/A,N/A -2012,7,1,23,30,101590,100440,99330,82.5,0,5.73,6.09,6.16,6.18,6.19,6.19,6.18,6.18,6.15,124.19,124.54,124.66,124.78,124.88000000000001,124.97,125.06,125.16,125.37,27.54,27.150000000000002,26.97,26.77,26.580000000000002,26.39,26.19,26,25.62,N/A,N/A -2012,7,2,0,30,101560,100410,99290,84.51,0,5.99,6.4,6.48,6.5200000000000005,6.53,6.54,6.53,6.53,6.5,136.4,136.64000000000001,136.75,136.86,136.98,137.1,137.23,137.36,137.67000000000002,27.580000000000002,27.2,27.02,26.82,26.63,26.44,26.240000000000002,26.05,25.68,N/A,N/A -2012,7,2,1,30,101560,100410,99300,86,0,6.32,6.8,6.9,6.95,6.99,7.01,7.0200000000000005,7.0200000000000005,7.03,141.28,141.48,141.57,141.66,141.75,141.84,141.93,142.02,142.23,27.61,27.23,27.05,26.84,26.650000000000002,26.46,26.27,26.080000000000002,25.7,N/A,N/A -2012,7,2,2,30,101540,100390,99280,86.5,0,7.29,7.890000000000001,8.01,8.08,8.120000000000001,8.14,8.16,8.17,8.18,144.81,144.88,144.95000000000002,145.02,145.07,145.13,145.18,145.24,145.35,27.740000000000002,27.35,27.17,26.97,26.77,26.580000000000002,26.38,26.2,25.82,N/A,N/A -2012,7,2,3,30,101550,100400,99290,87.92,0,7,7.55,7.67,7.72,7.75,7.76,7.76,7.76,7.73,143.16,143.43,143.63,143.85,144.07,144.28,144.51,144.74,145.24,27.7,27.310000000000002,27.12,26.91,26.72,26.52,26.330000000000002,26.14,25.75,N/A,N/A -2012,7,2,4,30,101550,100410,99300,85.15,0,6.71,7.26,7.38,7.44,7.49,7.5200000000000005,7.54,7.55,7.57,148,148.17000000000002,148.29,148.42000000000002,148.54,148.66,148.79,148.91,149.18,28,27.63,27.45,27.25,27.060000000000002,26.86,26.67,26.48,26.1,N/A,N/A -2012,7,2,5,30,101560,100420,99300,86.52,0,6.5200000000000005,7.04,7.16,7.23,7.2700000000000005,7.3,7.32,7.33,7.3500000000000005,158.67000000000002,158.94,159.05,159.17000000000002,159.28,159.38,159.49,159.6,159.83,28.04,27.68,27.5,27.3,27.11,26.92,26.72,26.54,26.16,N/A,N/A -2012,7,2,6,30,101580,100430,99320,84.91,0,6.32,6.82,6.92,6.96,6.99,7,7.01,7.01,7.01,160.76,160.77,160.95000000000002,161.18,161.43,161.69,162,162.32,163.12,28.12,27.77,27.6,27.41,27.22,27.03,26.85,26.67,26.310000000000002,N/A,N/A -2012,7,2,7,30,101630,100480,99370,86.03,0,6.16,6.68,6.8,6.87,6.92,6.95,6.98,7,7.03,160.43,161.07,161.32,161.54,161.73,161.89000000000001,162.04,162.18,162.44,28.14,27.79,27.62,27.42,27.23,27.04,26.85,26.67,26.29,N/A,N/A -2012,7,2,8,30,101630,100480,99370,85.75,0,5.87,6.3500000000000005,6.45,6.51,6.54,6.5600000000000005,6.57,6.58,6.59,163.33,163.75,163.97,164.23,164.48,164.72,164.98,165.22,165.74,28.14,27.8,27.63,27.43,27.240000000000002,27.05,26.85,26.67,26.28,N/A,N/A -2012,7,2,9,30,101680,100530,99420,84.28,0,5.26,5.66,5.73,5.76,5.79,5.8,5.8,5.8,5.8,158.88,159.33,159.68,160.04,160.39000000000001,160.73,161.08,161.42000000000002,162.14000000000001,28.240000000000002,27.91,27.740000000000002,27.54,27.35,27.17,26.97,26.79,26.42,N/A,N/A -2012,7,2,10,30,101710,100560,99450,84.98,0,4.72,5.12,5.21,5.2700000000000005,5.32,5.36,5.4,5.43,5.5200000000000005,152.92000000000002,153.36,153.65,153.93,154.21,154.48,154.79,155.08,155.82,28.13,27.8,27.64,27.45,27.27,27.09,26.91,26.740000000000002,26.400000000000002,N/A,N/A -2012,7,2,11,30,101770,100620,99510,85.79,0,4.6000000000000005,4.94,5.0200000000000005,5.07,5.11,5.13,5.15,5.17,5.2,153.13,153.86,154.26,154.67000000000002,155.05,155.42000000000002,155.8,156.15,156.9,28.17,27.830000000000002,27.66,27.46,27.27,27.080000000000002,26.89,26.7,26.32,N/A,N/A -2012,7,2,12,30,101800,100650,99540,85.78,0,5.15,5.55,5.63,5.67,5.69,5.7,5.71,5.71,5.7,166.58,166.39000000000001,166.34,166.31,166.28,166.27,166.25,166.23,166.21,28.27,27.94,27.76,27.57,27.38,27.19,26.990000000000002,26.810000000000002,26.43,N/A,N/A -2012,7,2,13,30,101830,100680,99570,86.99,0,5.23,5.62,5.69,5.73,5.75,5.76,5.76,5.76,5.76,156.19,156.58,156.78,156.96,157.11,157.26,157.41,157.55,157.86,28.150000000000002,27.82,27.64,27.44,27.25,27.07,26.87,26.69,26.310000000000002,N/A,N/A -2012,7,2,14,30,101870,100720,99610,85.76,0,4.38,4.73,4.8100000000000005,4.86,4.9,4.93,4.96,4.97,5.01,153.45000000000002,153.28,153.32,153.37,153.41,153.45000000000002,153.49,153.54,153.64000000000001,28.240000000000002,27.900000000000002,27.73,27.54,27.35,27.150000000000002,26.96,26.77,26.39,N/A,N/A -2012,7,2,15,30,101880,100730,99620,85.93,0,4.97,5.29,5.3500000000000005,5.37,5.38,5.38,5.37,5.37,5.3500000000000005,162.12,162.09,162.03,161.97,161.91,161.84,161.78,161.72,161.58,28.26,27.92,27.75,27.55,27.36,27.18,26.98,26.8,26.42,N/A,N/A -2012,7,2,16,30,101890,100740,99620,84.94,0,6.15,6.6000000000000005,6.68,6.71,6.73,6.74,6.74,6.74,6.72,147.69,147.81,147.88,147.94,148,148.05,148.11,148.16,148.3,28.26,27.92,27.75,27.55,27.36,27.18,26.990000000000002,26.810000000000002,26.44,N/A,N/A -2012,7,2,17,30,101840,100690,99580,87.18,0,5.75,6.18,6.2700000000000005,6.32,6.3500000000000005,6.37,6.38,6.38,6.38,148.55,148.74,148.89000000000001,149.05,149.20000000000002,149.34,149.48,149.62,149.91,28.2,27.84,27.67,27.46,27.28,27.080000000000002,26.89,26.7,26.32,N/A,N/A -2012,7,2,18,30,101820,100670,99560,83.74,0,5.5,5.87,5.94,5.96,5.97,5.97,5.96,5.95,5.91,160.12,160.19,160.22,160.27,160.33,160.38,160.44,160.5,160.61,28.19,27.830000000000002,27.650000000000002,27.45,27.26,27.07,26.88,26.69,26.310000000000002,N/A,N/A -2012,7,2,19,30,101800,100650,99540,83.21000000000001,0,4.99,5.32,5.37,5.39,5.4,5.4,5.39,5.39,5.36,155.59,155.63,155.74,155.85,155.96,156.05,156.16,156.25,156.47,28.16,27.8,27.62,27.42,27.23,27.04,26.85,26.66,26.28,N/A,N/A -2012,7,2,20,30,101770,100620,99510,81.91,0,4.76,5.08,5.13,5.15,5.16,5.16,5.16,5.15,5.14,151.32,151.59,151.78,151.96,152.13,152.29,152.46,152.62,152.95000000000002,28.17,27.810000000000002,27.64,27.43,27.240000000000002,27.05,26.85,26.67,26.28,N/A,N/A -2012,7,2,21,30,101780,100630,99520,79.15,0,4.28,4.5600000000000005,4.62,4.65,4.67,4.69,4.7,4.71,4.73,157.73,157.57,157.5,157.44,157.38,157.32,157.27,157.21,157.1,28.26,27.91,27.740000000000002,27.54,27.35,27.16,26.96,26.78,26.400000000000002,N/A,N/A -2012,7,2,22,30,101710,100560,99450,81.11,0,5.11,5.47,5.53,5.5600000000000005,5.58,5.59,5.6000000000000005,5.6000000000000005,5.6000000000000005,161.33,160.99,160.86,160.71,160.59,160.47,160.33,160.21,159.99,28.150000000000002,27.8,27.62,27.43,27.240000000000002,27.05,26.85,26.67,26.28,N/A,N/A -2012,7,2,23,30,101730,100580,99470,84.37,0,5.62,6.08,6.17,6.22,6.25,6.2700000000000005,6.2700000000000005,6.2700000000000005,6.2700000000000005,158.05,158.49,158.75,159.01,159.26,159.5,159.75,159.98,160.48,28.11,27.77,27.59,27.39,27.2,27.01,26.810000000000002,26.63,26.240000000000002,N/A,N/A -2012,7,3,0,30,101710,100560,99440,81.36,0,5.04,5.42,5.5,5.54,5.5600000000000005,5.58,5.6000000000000005,5.61,5.62,165.96,165.92000000000002,165.91,165.89000000000001,165.86,165.84,165.81,165.78,165.73,28.11,27.77,27.6,27.400000000000002,27.21,27.02,26.82,26.64,26.26,N/A,N/A -2012,7,3,1,30,101650,100500,99380,83,0,5.48,5.86,5.94,5.97,5.99,6,6,6,5.99,160.78,160.85,160.88,160.92000000000002,160.97,161.02,161.08,161.13,161.25,27.900000000000002,27.55,27.37,27.17,26.98,26.79,26.6,26.42,26.03,N/A,N/A -2012,7,3,2,30,101660,100510,99400,84.15,0,5.9,6.37,6.46,6.51,6.55,6.57,6.58,6.59,6.6000000000000005,157.51,157.37,157.27,157.16,157.05,156.96,156.85,156.74,156.52,27.82,27.46,27.28,27.07,26.89,26.69,26.490000000000002,26.310000000000002,25.92,N/A,N/A -2012,7,3,3,30,101670,100520,99410,86.51,0,6.43,7.03,7.16,7.24,7.3,7.34,7.37,7.4,7.43,169.18,168.93,168.79,168.66,168.54,168.43,168.32,168.21,168.01,27.75,27.38,27.2,27,26.8,26.61,26.42,26.23,25.84,N/A,N/A -2012,7,3,4,30,101660,100510,99400,82.28,0,6.19,6.67,6.78,6.83,6.87,6.890000000000001,6.91,6.92,6.94,171.67000000000002,171.25,171.06,170.88,170.73,170.6,170.46,170.34,170.08,27.73,27.37,27.19,26.990000000000002,26.8,26.6,26.41,26.22,25.84,N/A,N/A -2012,7,3,5,30,101680,100530,99420,80.8,0,6.42,6.9,7,7.04,7.07,7.08,7.08,7.09,7.09,179.37,178.56,178.03,177.49,177.01,176.54,176.07,175.62,174.70000000000002,27.95,27.6,27.42,27.22,27.03,26.85,26.650000000000002,26.47,26.09,N/A,N/A -2012,7,3,6,30,101670,100520,99410,83.9,0,6.34,6.86,6.99,7.0600000000000005,7.11,7.15,7.17,7.2,7.23,177.3,177.17000000000002,177.14000000000001,177.11,177.07,177.04,177,176.97,176.88,27.68,27.310000000000002,27.14,26.93,26.740000000000002,26.55,26.35,26.16,25.78,N/A,N/A -2012,7,3,7,30,101680,100530,99420,77.68,0,6.44,6.95,7.07,7.140000000000001,7.19,7.23,7.26,7.29,7.3500000000000005,183.09,182.68,182.37,182.04,181.73,181.43,181.13,180.85,180.26,27.990000000000002,27.650000000000002,27.48,27.29,27.1,26.92,26.73,26.55,26.18,N/A,N/A -2012,7,3,8,30,101720,100570,99450,78.63,0,5.26,5.68,5.7700000000000005,5.83,5.87,5.91,5.94,5.97,6.0200000000000005,188.81,188.22,187.9,187.58,187.27,186.97,186.65,186.35,185.70000000000002,27.92,27.57,27.400000000000002,27.21,27.03,26.84,26.650000000000002,26.48,26.11,N/A,N/A -2012,7,3,9,30,101740,100590,99470,77.43,0,5.6000000000000005,6.09,6.2,6.28,6.33,6.38,6.41,6.44,6.49,178.45000000000002,178.17000000000002,178.07,177.98,177.9,177.82,177.75,177.69,177.56,27.93,27.580000000000002,27.400000000000002,27.21,27.01,26.82,26.63,26.44,26.05,N/A,N/A -2012,7,3,10,30,101750,100590,99480,79.95,0,5.8500000000000005,6.32,6.41,6.47,6.5,6.5200000000000005,6.54,6.55,6.5600000000000005,179.71,179.63,179.58,179.52,179.46,179.41,179.35,179.29,179.18,27.75,27.39,27.22,27.02,26.82,26.63,26.43,26.25,25.86,N/A,N/A -2012,7,3,11,30,101750,100600,99480,76.93,0,4.95,5.33,5.42,5.48,5.53,5.5600000000000005,5.59,5.61,5.65,179.79,179.57,179.5,179.45000000000002,179.4,179.37,179.35,179.32,179.32,27.740000000000002,27.39,27.21,27.01,26.82,26.63,26.43,26.25,25.86,N/A,N/A -2012,7,3,12,30,101790,100640,99530,72.04,0,5.04,5.42,5.51,5.5600000000000005,5.6000000000000005,5.63,5.66,5.68,5.71,186.58,186.38,186.27,186.16,186.06,185.97,185.88,185.8,185.63,27.96,27.63,27.46,27.26,27.07,26.88,26.68,26.5,26.12,N/A,N/A -2012,7,3,13,30,101800,100640,99530,77.11,0,4.67,4.91,4.93,4.92,4.9,4.87,4.84,4.8100000000000005,4.75,176.11,176.36,176.57,176.79,177,177.20000000000002,177.42000000000002,177.62,178.06,27.68,27.330000000000002,27.150000000000002,26.96,26.76,26.57,26.38,26.19,25.810000000000002,N/A,N/A -2012,7,3,14,30,101820,100660,99550,69.66,0,3.27,3.52,3.59,3.64,3.68,3.72,3.7600000000000002,3.79,3.86,178.59,178.16,177.97,177.81,177.68,177.57,177.47,177.39000000000001,177.24,27.900000000000002,27.57,27.400000000000002,27.21,27.02,26.830000000000002,26.63,26.45,26.07,N/A,N/A -2012,7,3,15,30,101830,100680,99560,68.22,0,3.48,3.65,3.67,3.68,3.68,3.68,3.68,3.68,3.68,173.31,172.98,172.71,172.41,172.12,171.84,171.53,171.24,170.6,28.080000000000002,27.75,27.580000000000002,27.39,27.2,27.02,26.830000000000002,26.650000000000002,26.27,N/A,N/A -2012,7,3,16,30,101820,100670,99550,68.25,0,3.9,4.03,4.01,3.97,3.93,3.89,3.85,3.81,3.71,167.3,167.48,167.56,167.63,167.71,167.77,167.84,167.9,168.05,28.060000000000002,27.72,27.55,27.35,27.16,26.97,26.78,26.59,26.21,N/A,N/A -2012,7,3,17,30,101810,100650,99540,67.71000000000001,0,4.09,4.29,4.3100000000000005,4.3100000000000005,4.3100000000000005,4.3,4.29,4.28,4.25,168.98,169.11,169.21,169.32,169.42000000000002,169.52,169.62,169.71,169.9,28.17,27.82,27.650000000000002,27.44,27.25,27.060000000000002,26.87,26.68,26.3,N/A,N/A -2012,7,3,18,30,101800,100640,99530,66.89,0,4.2700000000000005,4.5,4.5200000000000005,4.5200000000000005,4.5200000000000005,4.51,4.5,4.49,4.46,160.83,161.64000000000001,162.13,162.61,163.04,163.43,163.84,164.22,164.97,28.34,27.990000000000002,27.82,27.62,27.43,27.240000000000002,27.04,26.85,26.47,N/A,N/A -2012,7,3,19,30,101760,100610,99490,72.04,0,3.9,4.14,4.19,4.22,4.24,4.25,4.26,4.2700000000000005,4.2700000000000005,162.83,162.84,162.82,162.78,162.74,162.70000000000002,162.66,162.61,162.53,28.17,27.810000000000002,27.63,27.43,27.240000000000002,27.05,26.85,26.66,26.27,N/A,N/A -2012,7,3,20,30,101720,100570,99450,63.58,0,4.41,4.7,4.75,4.78,4.79,4.8100000000000005,4.82,4.82,4.82,161.37,161.42000000000002,161.4,161.37,161.36,161.35,161.36,161.36,161.41,28.580000000000002,28.26,28.080000000000002,27.89,27.7,27.5,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,7,3,21,30,101650,100500,99390,62.61,0,4.74,5.12,5.2,5.24,5.2700000000000005,5.29,5.3100000000000005,5.32,5.33,163.35,163.1,163.03,162.96,162.9,162.84,162.79,162.75,162.68,28.66,28.35,28.18,27.98,27.79,27.61,27.41,27.23,26.84,N/A,N/A -2012,7,3,22,30,101620,100470,99360,64.65,0,4.66,5.03,5.1000000000000005,5.14,5.17,5.19,5.2,5.22,5.24,172.55,172.51,172.44,172.38,172.31,172.25,172.19,172.14000000000001,172.02,28.53,28.23,28.060000000000002,27.87,27.68,27.490000000000002,27.29,27.11,26.73,N/A,N/A -2012,7,3,23,30,101560,100420,99300,71.5,0,5.25,5.65,5.73,5.76,5.79,5.8,5.8100000000000005,5.82,5.82,173.13,173.06,173.07,173.1,173.13,173.17000000000002,173.20000000000002,173.24,173.32,28.26,27.93,27.76,27.57,27.38,27.19,26.990000000000002,26.810000000000002,26.43,N/A,N/A -2012,7,4,0,30,101530,100380,99270,72.55,0,5.09,5.45,5.5200000000000005,5.55,5.57,5.58,5.58,5.58,5.58,169.4,169.61,169.79,169.95000000000002,170.08,170.19,170.31,170.43,170.63,28.01,27.68,27.51,27.32,27.13,26.94,26.75,26.560000000000002,26.19,N/A,N/A -2012,7,4,1,30,101530,100380,99270,74.41,0,4.93,5.28,5.34,5.37,5.39,5.39,5.4,5.4,5.39,167.58,167.76,167.81,167.87,167.91,167.96,168.02,168.06,168.16,27.830000000000002,27.490000000000002,27.310000000000002,27.11,26.92,26.73,26.53,26.35,25.96,N/A,N/A -2012,7,4,2,30,101530,100380,99270,74.11,0,5.46,5.8500000000000005,5.92,5.95,5.97,5.98,5.99,5.99,5.99,159.49,159.55,159.6,159.66,159.71,159.76,159.81,159.87,159.99,27.8,27.46,27.28,27.09,26.900000000000002,26.71,26.52,26.34,25.96,N/A,N/A -2012,7,4,3,30,101540,100390,99280,71.96000000000001,0,5.41,5.84,5.93,5.98,6.01,6.03,6.04,6.05,6.04,168.01,167.89000000000001,167.88,167.87,167.85,167.84,167.83,167.81,167.78,27.88,27.54,27.36,27.17,26.97,26.78,26.59,26.400000000000002,26.02,N/A,N/A -2012,7,4,4,30,101540,100390,99270,68.15,0,5.91,6.38,6.49,6.5600000000000005,6.6000000000000005,6.640000000000001,6.67,6.69,6.72,170.94,171.02,171.01,170.99,170.97,170.95000000000002,170.93,170.91,170.88,27.98,27.650000000000002,27.47,27.27,27.080000000000002,26.89,26.7,26.51,26.12,N/A,N/A -2012,7,4,5,30,101560,100410,99290,71.36,0,5.64,6.09,6.2,6.28,6.34,6.390000000000001,6.44,6.48,6.5600000000000005,168.69,168.77,168.78,168.79,168.79,168.79,168.78,168.78,168.76,27.86,27.53,27.36,27.16,26.97,26.79,26.6,26.42,26.04,N/A,N/A -2012,7,4,6,30,101610,100460,99350,78.25,0,6.54,7.03,7.12,7.15,7.17,7.17,7.15,7.140000000000001,7.09,164.25,164.45000000000002,164.5,164.53,164.54,164.55,164.54,164.53,164.49,27.650000000000002,27.28,27.1,26.900000000000002,26.71,26.51,26.310000000000002,26.13,25.740000000000002,N/A,N/A -2012,7,4,7,30,101620,100470,99350,79.45,0,6.41,6.92,7.03,7.09,7.13,7.15,7.17,7.18,7.19,173.39000000000001,173.33,173.27,173.21,173.14000000000001,173.08,173.02,172.96,172.83,27.64,27.26,27.080000000000002,26.88,26.69,26.5,26.3,26.12,25.73,N/A,N/A -2012,7,4,8,30,101610,100450,99340,78.47,0,6.68,7.21,7.3,7.3500000000000005,7.37,7.38,7.38,7.38,7.3500000000000005,165.45000000000002,165.43,165.43,165.42000000000002,165.42000000000002,165.42000000000002,165.42000000000002,165.42000000000002,165.41,27.77,27.39,27.21,27.01,26.82,26.63,26.43,26.240000000000002,25.85,N/A,N/A -2012,7,4,9,30,101630,100480,99370,71.33,0,5.89,6.41,6.54,6.640000000000001,6.71,6.7700000000000005,6.82,6.87,6.96,176.51,176.3,176.20000000000002,176.11,176.02,175.95000000000002,175.87,175.81,175.69,28.150000000000002,27.810000000000002,27.64,27.44,27.25,27.060000000000002,26.87,26.68,26.3,N/A,N/A -2012,7,4,10,30,101660,100510,99390,72.55,0,6.19,6.68,6.8,6.86,6.91,6.95,6.97,7,7.03,171.53,171.61,171.62,171.63,171.62,171.62,171.61,171.6,171.58,28.19,27.85,27.68,27.48,27.29,27.1,26.91,26.72,26.34,N/A,N/A -2012,7,4,11,30,101660,100510,99400,75.29,0,5.09,5.45,5.53,5.58,5.61,5.64,5.66,5.67,5.69,176.4,176.54,176.65,176.76,176.87,176.97,177.07,177.17000000000002,177.37,27.97,27.63,27.46,27.26,27.07,26.88,26.69,26.5,26.13,N/A,N/A -2012,7,4,12,30,101670,100520,99410,81.73,0,4.69,5.07,5.15,5.22,5.26,5.29,5.32,5.34,5.37,170.37,169.91,169.82,169.74,169.69,169.65,169.62,169.6,169.56,27.580000000000002,27.21,27.03,26.82,26.63,26.43,26.23,26.04,25.66,N/A,N/A -2012,7,4,13,30,101690,100540,99420,80.61,0,4.6000000000000005,4.93,5.01,5.0600000000000005,5.09,5.12,5.15,5.17,5.21,168.64000000000001,168.29,168.13,167.98,167.85,167.74,167.63,167.54,167.35,27.67,27.310000000000002,27.13,26.93,26.740000000000002,26.55,26.35,26.17,25.79,N/A,N/A -2012,7,4,14,30,101730,100570,99460,81.29,0,5.21,5.51,5.5600000000000005,5.57,5.57,5.57,5.5600000000000005,5.55,5.51,155.8,155.94,156.06,156.18,156.28,156.38,156.49,156.59,156.8,27.78,27.41,27.23,27.03,26.84,26.650000000000002,26.45,26.26,25.88,N/A,N/A -2012,7,4,15,30,101730,100580,99460,79.78,0,4.8100000000000005,5.16,5.24,5.29,5.33,5.36,5.39,5.41,5.44,155.96,156.32,156.52,156.70000000000002,156.86,157.02,157.16,157.29,157.55,27.93,27.560000000000002,27.38,27.18,26.990000000000002,26.8,26.6,26.42,26.03,N/A,N/A -2012,7,4,16,30,101730,100580,99470,78.9,0,4.4,4.65,4.69,4.7,4.71,4.71,4.7,4.7,4.68,153.03,153.26,153.45000000000002,153.65,153.86,154.08,154.3,154.52,155.02,28.07,27.71,27.54,27.34,27.14,26.96,26.76,26.57,26.19,N/A,N/A -2012,7,4,17,30,101740,100590,99480,78.33,0,4.12,4.36,4.4,4.42,4.43,4.43,4.43,4.43,4.42,138.65,138.73,138.88,139.04,139.20000000000002,139.37,139.54,139.70000000000002,140.08,28.16,27.810000000000002,27.64,27.43,27.240000000000002,27.05,26.85,26.67,26.29,N/A,N/A -2012,7,4,18,30,101720,100570,99460,79.79,0,4.7700000000000005,5.11,5.2,5.25,5.29,5.32,5.3500000000000005,5.37,5.42,151.58,151.8,151.91,152.05,152.18,152.32,152.47,152.62,152.91,28.2,27.84,27.67,27.46,27.28,27.080000000000002,26.89,26.7,26.32,N/A,N/A -2012,7,4,19,30,101670,100520,99410,81.63,0,6.21,6.68,6.78,6.82,6.8500000000000005,6.88,6.890000000000001,6.9,6.9,136.73,137.21,137.42000000000002,137.6,137.76,137.92000000000002,138.07,138.22,138.51,28.23,27.87,27.69,27.490000000000002,27.3,27.11,26.91,26.73,26.34,N/A,N/A -2012,7,4,20,30,101660,100510,99400,81.17,0,5.8,6.26,6.36,6.42,6.46,6.5,6.5200000000000005,6.54,6.57,139.45000000000002,139.37,139.47,139.6,139.73,139.86,140,140.13,140.44,28.29,27.93,27.76,27.560000000000002,27.37,27.18,26.98,26.8,26.42,N/A,N/A -2012,7,4,21,30,101620,100470,99360,74.86,0,5.62,6.04,6.12,6.16,6.19,6.2,6.21,6.21,6.22,166.98,167.11,167.18,167.24,167.29,167.34,167.4,167.44,167.55,28.51,28.18,28.01,27.810000000000002,27.62,27.43,27.240000000000002,27.05,26.67,N/A,N/A -2012,7,4,22,30,101650,100500,99390,81.10000000000001,0,5.23,5.61,5.7,5.74,5.7700000000000005,5.8,5.8100000000000005,5.82,5.84,179.20000000000002,179.34,179.35,179.38,179.41,179.45000000000002,179.5,179.54,179.64000000000001,28.27,27.92,27.75,27.55,27.36,27.17,26.97,26.78,26.400000000000002,N/A,N/A -2012,7,4,23,30,101610,100460,99350,80.02,0,5.21,5.57,5.63,5.66,5.67,5.67,5.67,5.66,5.64,186.46,186.22,186.20000000000002,186.20000000000002,186.19,186.19,186.19,186.18,186.19,28.330000000000002,27.990000000000002,27.82,27.61,27.43,27.23,27.04,26.85,26.47,N/A,N/A -2012,7,5,0,30,101550,100400,99290,81.01,0,5.22,5.59,5.66,5.69,5.71,5.72,5.73,5.73,5.73,171.97,172.44,172.75,173.04,173.28,173.51,173.73,173.94,174.34,28.21,27.86,27.68,27.490000000000002,27.29,27.1,26.91,26.72,26.34,N/A,N/A -2012,7,5,1,30,101520,100370,99260,83.53,0,4.7700000000000005,5.1000000000000005,5.17,5.22,5.25,5.2700000000000005,5.29,5.3,5.32,175.75,176.5,176.61,176.67000000000002,176.70000000000002,176.70000000000002,176.69,176.68,176.61,28.14,27.79,27.62,27.42,27.23,27.04,26.84,26.66,26.27,N/A,N/A -2012,7,5,2,30,101530,100390,99280,79.34,0,6.57,7.07,7.16,7.21,7.23,7.24,7.24,7.23,7.21,182.97,183.29,183.42000000000002,183.55,183.67000000000002,183.78,183.89000000000001,183.99,184.20000000000002,28.080000000000002,27.72,27.54,27.35,27.150000000000002,26.96,26.77,26.580000000000002,26.2,N/A,N/A -2012,7,5,3,30,101560,100410,99300,76.01,0,5.33,5.73,5.82,5.86,5.89,5.91,5.92,5.93,5.94,190.53,190.61,190.65,190.67000000000002,190.68,190.68,190.68,190.68,190.67000000000002,28.14,27.8,27.62,27.43,27.23,27.04,26.85,26.66,26.27,N/A,N/A -2012,7,5,4,30,101560,100410,99300,77.41,0,5.29,5.65,5.71,5.74,5.75,5.76,5.75,5.75,5.73,179.13,179.44,179.59,179.72,179.83,179.93,180.03,180.12,180.31,28.01,27.650000000000002,27.48,27.28,27.080000000000002,26.89,26.7,26.51,26.13,N/A,N/A -2012,7,5,5,30,101560,100420,99300,76.08,0,5.17,5.54,5.61,5.64,5.67,5.68,5.69,5.7,5.7,175.58,175.91,176.13,176.32,176.49,176.65,176.8,176.94,177.21,28,27.650000000000002,27.47,27.27,27.080000000000002,26.89,26.69,26.51,26.12,N/A,N/A -2012,7,5,6,30,101550,100400,99290,73.83,0,5.0200000000000005,5.38,5.46,5.5,5.53,5.55,5.57,5.58,5.61,178.1,177.93,177.88,177.85,177.81,177.79,177.76,177.74,177.71,27.990000000000002,27.64,27.46,27.26,27.07,26.88,26.69,26.5,26.12,N/A,N/A -2012,7,5,7,30,101610,100460,99350,71.89,0,5.64,6.05,6.140000000000001,6.18,6.21,6.23,6.24,6.25,6.25,178.8,178.9,178.9,178.91,178.92000000000002,178.93,178.96,178.98,179.03,28.11,27.76,27.59,27.39,27.2,27.01,26.810000000000002,26.62,26.240000000000002,N/A,N/A -2012,7,5,8,30,101630,100480,99360,68.19,0,5.4,5.79,5.86,5.89,5.91,5.93,5.94,5.95,5.95,195.13,194.77,194.56,194.37,194.18,194.01,193.84,193.68,193.36,28.22,27.88,27.71,27.51,27.32,27.13,26.93,26.75,26.36,N/A,N/A -2012,7,5,9,30,101600,100450,99330,67.14,0,5.84,6.28,6.37,6.41,6.44,6.45,6.47,6.48,6.48,186.17000000000002,186.46,186.59,186.70000000000002,186.79,186.87,186.93,186.99,187.1,28.21,27.87,27.7,27.5,27.310000000000002,27.12,26.92,26.740000000000002,26.36,N/A,N/A -2012,7,5,10,30,101650,100500,99380,68.31,0,5.3,5.69,5.76,5.8,5.82,5.84,5.8500000000000005,5.8500000000000005,5.8500000000000005,185.82,185.74,185.66,185.58,185.51,185.44,185.38,185.32,185.23,28.21,27.87,27.7,27.5,27.310000000000002,27.12,26.93,26.740000000000002,26.36,N/A,N/A -2012,7,5,11,30,101700,100550,99430,68.66,0,4.83,5.15,5.21,5.23,5.24,5.24,5.24,5.23,5.22,189.65,190.01,190.17000000000002,190.32,190.45000000000002,190.56,190.67000000000002,190.77,190.97,28.150000000000002,27.810000000000002,27.63,27.44,27.25,27.060000000000002,26.86,26.67,26.29,N/A,N/A -2012,7,5,12,30,101710,100560,99440,70.09,0,4.37,4.66,4.72,4.76,4.79,4.82,4.84,4.86,4.9,190.47,190.9,191.03,191.11,191.17000000000002,191.23000000000002,191.27,191.29,191.33,27.95,27.6,27.42,27.22,27.03,26.85,26.650000000000002,26.46,26.080000000000002,N/A,N/A -2012,7,5,13,30,101760,100610,99490,75.88,0,4.16,4.42,4.47,4.5,4.51,4.53,4.54,4.54,4.55,197.57,196.91,196.62,196.35,196.12,195.9,195.70000000000002,195.51,195.15,27.740000000000002,27.39,27.21,27,26.810000000000002,26.62,26.42,26.240000000000002,25.85,N/A,N/A -2012,7,5,14,30,101780,100630,99510,76.28,0,3.7800000000000002,3.98,4.01,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.01,3.99,197.19,196.72,196.42000000000002,196.12,195.85,195.6,195.34,195.11,194.61,27.76,27.400000000000002,27.22,27.02,26.830000000000002,26.64,26.44,26.26,25.87,N/A,N/A -2012,7,5,15,30,101800,100640,99530,71.79,0,3.29,3.43,3.45,3.45,3.44,3.44,3.43,3.42,3.4,189.56,189.75,189.89000000000001,190.01,190.12,190.22,190.3,190.37,190.51,27.94,27.59,27.41,27.21,27.02,26.830000000000002,26.63,26.45,26.060000000000002,N/A,N/A -2012,7,5,16,30,101800,100650,99530,70.5,0,2.35,2.45,2.47,2.48,2.49,2.49,2.5,2.5,2.5,192.53,192.31,192.08,191.84,191.62,191.42000000000002,191.20000000000002,191,190.57,28.04,27.68,27.51,27.310000000000002,27.12,26.93,26.740000000000002,26.560000000000002,26.17,N/A,N/A -2012,7,5,17,30,101790,100630,99520,69.8,0,3.0500000000000003,3.2,3.21,3.22,3.23,3.23,3.23,3.23,3.22,176.66,176.96,177.08,177.20000000000002,177.32,177.43,177.57,177.69,177.95000000000002,28.11,27.75,27.57,27.37,27.18,26.990000000000002,26.8,26.61,26.23,N/A,N/A -2012,7,5,18,30,101760,100600,99490,67.8,0,3.5,3.69,3.72,3.74,3.7600000000000002,3.77,3.7800000000000002,3.7800000000000002,3.8000000000000003,181.21,181.25,181.28,181.33,181.39000000000001,181.45000000000002,181.52,181.58,181.70000000000002,28.310000000000002,27.95,27.78,27.580000000000002,27.39,27.2,27,26.810000000000002,26.43,N/A,N/A -2012,7,5,19,30,101750,100590,99480,69.58,0,3.79,4.01,4.04,4.07,4.08,4.08,4.09,4.09,4.09,183.38,182.5,182.08,181.68,181.32,180.99,180.66,180.36,179.76,28.32,27.95,27.77,27.57,27.38,27.18,26.990000000000002,26.8,26.41,N/A,N/A -2012,7,5,20,30,101690,100540,99430,66.82000000000001,0,4.38,4.61,4.63,4.63,4.62,4.61,4.6000000000000005,4.58,4.54,177.89000000000001,178.04,178.20000000000002,178.35,178.48,178.6,178.73,178.85,179.09,28.45,28.09,27.92,27.72,27.53,27.330000000000002,27.14,26.95,26.57,N/A,N/A -2012,7,5,21,30,101660,100510,99400,67.41,0,4.26,4.57,4.63,4.66,4.69,4.72,4.73,4.75,4.78,182.58,182.41,182.29,182.16,182.05,181.95000000000002,181.85,181.75,181.56,28.43,28.09,27.91,27.72,27.52,27.330000000000002,27.14,26.95,26.560000000000002,N/A,N/A -2012,7,5,22,30,101640,100490,99380,68.08,0,4.45,4.75,4.79,4.82,4.83,4.83,4.83,4.83,4.82,176.42000000000002,176.46,176.45000000000002,176.42000000000002,176.41,176.4,176.38,176.37,176.34,28.38,28.04,27.87,27.68,27.490000000000002,27.3,27.1,26.92,26.54,N/A,N/A -2012,7,5,23,30,101610,100460,99350,65.77,0,5.05,5.4,5.46,5.5,5.5200000000000005,5.53,5.54,5.55,5.5600000000000005,182.28,182.35,182.36,182.37,182.38,182.4,182.41,182.42000000000002,182.44,28.42,28.09,27.93,27.73,27.54,27.36,27.16,26.98,26.6,N/A,N/A -2012,7,6,0,30,101600,100450,99330,68.37,0,4.83,5.19,5.26,5.29,5.32,5.33,5.3500000000000005,5.3500000000000005,5.36,176.17000000000002,176.13,176.15,176.18,176.20000000000002,176.22,176.25,176.27,176.31,28.3,27.96,27.79,27.59,27.400000000000002,27.21,27.02,26.830000000000002,26.45,N/A,N/A -2012,7,6,1,30,101550,100400,99290,65.77,0,5.5200000000000005,5.88,5.94,5.95,5.96,5.95,5.95,5.93,5.9,177.61,178.02,178.31,178.6,178.88,179.14000000000001,179.42000000000002,179.68,180.23,28.28,27.95,27.77,27.57,27.39,27.19,27,26.810000000000002,26.43,N/A,N/A -2012,7,6,2,30,101580,100420,99310,66.97,0,5.34,5.71,5.7700000000000005,5.79,5.8,5.8,5.79,5.78,5.75,183.26,183.33,183.34,183.35,183.35,183.35,183.35,183.35,183.34,28.240000000000002,27.900000000000002,27.73,27.54,27.34,27.150000000000002,26.96,26.77,26.38,N/A,N/A -2012,7,6,3,30,101580,100430,99320,62.22,0,4.99,5.37,5.44,5.49,5.5200000000000005,5.55,5.57,5.58,5.61,182.75,182.61,182.51,182.43,182.36,182.29,182.22,182.17000000000002,182.05,28.36,28.03,27.86,27.67,27.48,27.29,27.09,26.91,26.53,N/A,N/A -2012,7,6,4,30,101590,100430,99320,67.27,0,5.41,5.7700000000000005,5.83,5.8500000000000005,5.86,5.86,5.84,5.83,5.8,177.93,177.95000000000002,177.95000000000002,177.95000000000002,177.94,177.93,177.92000000000002,177.91,177.89000000000001,28.18,27.84,27.67,27.47,27.28,27.09,26.89,26.71,26.32,N/A,N/A -2012,7,6,5,30,101590,100440,99320,59.300000000000004,0,4.66,5.04,5.13,5.19,5.24,5.28,5.3100000000000005,5.34,5.4,188.15,187.77,187.53,187.28,187.05,186.83,186.6,186.38,185.9,28.490000000000002,28.17,28,27.810000000000002,27.62,27.43,27.23,27.05,26.67,N/A,N/A -2012,7,6,6,30,101610,100460,99350,60.57,0,6.16,6.5600000000000005,6.63,6.640000000000001,6.640000000000001,6.640000000000001,6.63,6.61,6.58,186.08,186.31,186.41,186.52,186.6,186.69,186.78,186.87,187.08,28.44,28.080000000000002,27.91,27.71,27.51,27.32,27.12,26.94,26.55,N/A,N/A -2012,7,6,7,30,101610,100460,99340,63,0,4.95,5.29,5.34,5.37,5.39,5.4,5.4,5.4,5.4,192.38,192.29,192.31,192.33,192.37,192.4,192.43,192.46,192.52,28.46,28.1,27.93,27.73,27.54,27.35,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,7,6,8,30,101630,100470,99360,60.120000000000005,0,5.04,5.42,5.5,5.54,5.58,5.6000000000000005,5.62,5.64,5.66,195.95000000000002,195.53,195.32,195.13,194.96,194.79,194.64000000000001,194.5,194.21,28.63,28.29,28.11,27.91,27.72,27.54,27.34,27.16,26.77,N/A,N/A -2012,7,6,9,30,101650,100490,99380,58.09,0,4.19,4.46,4.51,4.54,4.5600000000000005,4.57,4.59,4.6000000000000005,4.61,205.62,205,204.70000000000002,204.43,204.19,203.96,203.74,203.53,203.12,28.71,28.37,28.2,28.01,27.810000000000002,27.62,27.43,27.240000000000002,26.85,N/A,N/A -2012,7,6,10,30,101680,100530,99420,55.92,0,3.92,4.17,4.21,4.23,4.25,4.25,4.26,4.2700000000000005,4.2700000000000005,206.13,206.17000000000002,206.08,206.01,205.93,205.85,205.78,205.71,205.57,28.8,28.47,28.3,28.1,27.91,27.72,27.53,27.34,26.96,N/A,N/A -2012,7,6,11,30,101670,100520,99410,55.99,0,3.61,3.86,3.92,3.95,3.98,4,4.0200000000000005,4.03,4.07,214.37,214.1,213.99,213.9,213.81,213.73000000000002,213.65,213.58,213.44,28.82,28.48,28.310000000000002,28.12,27.93,27.740000000000002,27.54,27.36,26.97,N/A,N/A -2012,7,6,12,30,101690,100540,99420,55.31,0,3.5700000000000003,3.8000000000000003,3.85,3.87,3.89,3.91,3.92,3.93,3.94,227.06,226.37,225.99,225.63,225.32,225.03,224.75,224.49,223.99,28.82,28.48,28.310000000000002,28.11,27.92,27.73,27.54,27.35,26.96,N/A,N/A -2012,7,6,13,30,101750,100590,99480,56.43,0,2.75,2.9,2.92,2.94,2.95,2.95,2.96,2.96,2.97,240.58,239.89000000000001,239.48000000000002,239.09,238.72,238.37,238.02,237.69,237.03,28.73,28.400000000000002,28.22,28.03,27.84,27.650000000000002,27.45,27.27,26.88,N/A,N/A -2012,7,6,14,30,101740,100590,99470,62.59,0,2.98,3.11,3.12,3.12,3.11,3.1,3.09,3.08,3.0500000000000003,238.38,238.9,239.22,239.54,239.83,240.11,240.38,240.64000000000001,241.16,28.490000000000002,28.14,27.97,27.77,27.57,27.39,27.19,27,26.61,N/A,N/A -2012,7,6,15,30,101780,100620,99510,60.14,0,2.29,2.38,2.39,2.38,2.38,2.37,2.37,2.36,2.34,232.24,232.49,232.79,233.07,233.33,233.59,233.86,234.1,234.61,28.580000000000002,28.240000000000002,28.060000000000002,27.86,27.67,27.48,27.28,27.1,26.71,N/A,N/A -2012,7,6,16,30,101760,100610,99500,62.72,0,1.9100000000000001,2,2,2.0100000000000002,2.0100000000000002,2.0100000000000002,2.0100000000000002,2.0100000000000002,2,241.32,241.98000000000002,242.29,242.61,242.92000000000002,243.21,243.49,243.74,244.3,28.5,28.150000000000002,27.97,27.77,27.580000000000002,27.39,27.19,27,26.61,N/A,N/A -2012,7,6,17,30,101770,100610,99500,58.68,0,1.53,1.59,1.61,1.62,1.62,1.6300000000000001,1.6400000000000001,1.6400000000000001,1.6600000000000001,229.39000000000001,230.19,230.59,230.95000000000002,231.23000000000002,231.48000000000002,231.71,231.91,232.20000000000002,28.66,28.310000000000002,28.13,27.93,27.740000000000002,27.55,27.36,27.18,26.79,N/A,N/A -2012,7,6,18,30,101730,100570,99460,60.36,0,2.42,2.5100000000000002,2.5,2.48,2.47,2.45,2.44,2.42,2.39,181.37,181.13,180.97,180.8,180.64000000000001,180.48,180.31,180.14000000000001,179.79,28.67,28.32,28.14,27.94,27.76,27.57,27.38,27.2,26.82,N/A,N/A -2012,7,6,19,30,101700,100550,99430,60.050000000000004,0,3.09,3.22,3.23,3.23,3.22,3.21,3.2,3.19,3.16,175.91,176.11,176.26,176.4,176.54,176.69,176.85,177,177.37,28.79,28.44,28.27,28.080000000000002,27.89,27.71,27.52,27.34,26.98,N/A,N/A -2012,7,6,20,30,101630,100480,99370,59.34,0,4.6000000000000005,4.83,4.84,4.82,4.79,4.76,4.72,4.68,4.57,191.63,191.69,191.76,191.85,191.94,192.04,192.14000000000001,192.24,192.52,28.95,28.62,28.45,28.26,28.080000000000002,27.900000000000002,27.71,27.54,27.18,N/A,N/A -2012,7,6,21,30,101630,100480,99360,56.410000000000004,0,4.61,4.8500000000000005,4.86,4.84,4.82,4.78,4.74,4.7,4.6000000000000005,189.23,189.36,189.48,189.61,189.75,189.88,190.03,190.17000000000002,190.49,29.18,28.87,28.7,28.51,28.330000000000002,28.150000000000002,27.96,27.78,27.42,N/A,N/A -2012,7,6,22,30,101590,100440,99330,59.81,0,3.7,3.94,3.97,3.99,4,4,4.01,4.01,4.01,198.55,198.47,198.48000000000002,198.5,198.55,198.61,198.69,198.77,199.06,29.1,28.8,28.64,28.46,28.28,28.11,27.93,27.75,27.41,N/A,N/A -2012,7,6,23,30,101580,100430,99320,55.550000000000004,0,4.15,4.43,4.45,4.46,4.46,4.45,4.44,4.43,4.39,194.71,194.56,194.5,194.41,194.33,194.23000000000002,194.12,194.02,193.77,29.330000000000002,29.04,28.87,28.68,28.5,28.32,28.13,27.95,27.580000000000002,N/A,N/A -2012,7,7,0,30,101510,100360,99250,56.21,0,4.67,5,5.04,5.05,5.0600000000000005,5.05,5.05,5.04,5.01,191.96,191.88,191.85,191.81,191.77,191.72,191.67000000000002,191.62,191.51,29.3,29,28.84,28.650000000000002,28.47,28.29,28.1,27.93,27.560000000000002,N/A,N/A -2012,7,7,1,30,101500,100350,99240,56.410000000000004,0,4.96,5.33,5.38,5.39,5.4,5.4,5.4,5.39,5.37,194.25,193.91,193.78,193.64000000000001,193.5,193.37,193.21,193.07,192.77,29.310000000000002,29.02,28.85,28.67,28.48,28.3,28.11,27.94,27.57,N/A,N/A -2012,7,7,2,30,101530,100390,99270,55.17,0,4.6000000000000005,4.9,4.92,4.91,4.9,4.88,4.8500000000000005,4.82,4.7700000000000005,193.6,192.71,192.16,191.6,191.04,190.5,189.9,189.34,188.08,29.32,29.02,28.85,28.66,28.47,28.28,28.080000000000002,27.900000000000002,27.52,N/A,N/A -2012,7,7,3,30,101580,100430,99310,55.34,0,4.55,4.89,4.93,4.95,4.96,4.96,4.96,4.95,4.94,184.74,184.54,184.43,184.33,184.24,184.15,184.05,183.96,183.76,29.37,29.07,28.91,28.71,28.52,28.330000000000002,28.13,27.95,27.560000000000002,N/A,N/A -2012,7,7,4,30,101520,100370,99260,54.06,0,5.03,5.43,5.5,5.53,5.5600000000000005,5.58,5.59,5.6000000000000005,5.61,196.25,196.05,195.88,195.72,195.56,195.41,195.24,195.09,194.73000000000002,29.35,29.05,28.89,28.69,28.51,28.32,28.12,27.94,27.560000000000002,N/A,N/A -2012,7,7,5,30,101560,100410,99300,56.07,0,4.89,5.26,5.32,5.3500000000000005,5.37,5.38,5.38,5.39,5.39,202.81,202.5,202.31,202.11,201.91,201.73000000000002,201.52,201.32,200.89000000000001,29.240000000000002,28.93,28.77,28.57,28.38,28.2,28,27.82,27.44,N/A,N/A -2012,7,7,6,30,101590,100440,99330,59.74,0,4.96,5.28,5.32,5.33,5.34,5.33,5.33,5.32,5.29,205.14000000000001,205.72,206.07,206.42000000000002,206.74,207.05,207.37,207.66,208.27,28.990000000000002,28.66,28.490000000000002,28.3,28.11,27.92,27.72,27.54,27.16,N/A,N/A -2012,7,7,7,30,101610,100460,99350,60.77,0,4.54,4.84,4.88,4.89,4.9,4.9,4.89,4.88,4.86,209.94,210.16,210.26,210.33,210.39000000000001,210.44,210.49,210.53,210.6,28.87,28.55,28.37,28.18,27.990000000000002,27.8,27.61,27.42,27.04,N/A,N/A -2012,7,7,8,30,101610,100460,99350,62.730000000000004,0,4.92,5.2700000000000005,5.36,5.41,5.45,5.49,5.5200000000000005,5.55,5.6000000000000005,219.82,219.89000000000001,219.94,220,220.05,220.1,220.15,220.19,220.29,28.77,28.43,28.26,28.060000000000002,27.87,27.68,27.48,27.3,26.91,N/A,N/A -2012,7,7,9,30,101600,100450,99340,64.97,0,5.12,5.47,5.5200000000000005,5.54,5.55,5.55,5.55,5.55,5.53,234.14000000000001,233.68,233.42000000000002,233.13,232.87,232.62,232.36,232.12,231.62,28.62,28.26,28.09,27.89,27.7,27.51,27.32,27.13,26.740000000000002,N/A,N/A -2012,7,7,10,30,101630,100480,99370,69.62,0,4.5600000000000005,4.93,5.0200000000000005,5.09,5.15,5.19,5.23,5.2700000000000005,5.34,236.26,236.01,235.83,235.66,235.51,235.37,235.22,235.09,234.82,28.42,28.060000000000002,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.53,N/A,N/A -2012,7,7,11,30,101650,100500,99390,69.4,0,5.57,5.91,5.96,5.97,5.98,5.98,5.97,5.96,5.94,232.02,232.32,232.52,232.71,232.89000000000001,233.05,233.21,233.35,233.63,28.5,28.14,27.97,27.77,27.57,27.39,27.19,27,26.62,N/A,N/A -2012,7,7,12,30,101650,100500,99390,75.57000000000001,0,4.76,5.12,5.2,5.25,5.28,5.3,5.32,5.33,5.34,224.16,224.69,225.07,225.45000000000002,225.8,226.14000000000001,226.47,226.78,227.41,28.26,27.89,27.71,27.51,27.32,27.12,26.92,26.740000000000002,26.35,N/A,N/A -2012,7,7,13,30,101660,100510,99390,70.22,0,4.92,5.26,5.32,5.36,5.39,5.41,5.42,5.44,5.46,260.98,260.52,260.19,259.87,259.59000000000003,259.32,259.07,258.85,258.39,28.53,28.17,28,27.8,27.61,27.42,27.23,27.04,26.66,N/A,N/A -2012,7,7,14,30,101690,100540,99430,76.37,0,4.61,4.83,4.8500000000000005,4.84,4.82,4.8,4.7700000000000005,4.75,4.69,282.63,281.49,280.91,280.31,279.75,279.2,278.63,278.09000000000003,276.95,28.1,27.73,27.55,27.35,27.17,26.98,26.78,26.6,26.22,N/A,N/A -2012,7,7,15,30,101700,100550,99430,75.03,0,4.17,4.38,4.4,4.41,4.4,4.4,4.39,4.38,4.3500000000000005,274.77,274.52,274.39,274.26,274.13,274.01,273.88,273.74,273.44,28.14,27.76,27.580000000000002,27.38,27.19,27,26.8,26.62,26.240000000000002,N/A,N/A -2012,7,7,16,30,101720,100560,99450,74.14,0,3.39,3.56,3.59,3.6,3.61,3.61,3.61,3.62,3.62,245.04,245.61,245.88,246.14000000000001,246.37,246.58,246.79,246.98000000000002,247.35,28.310000000000002,27.94,27.76,27.560000000000002,27.37,27.18,26.98,26.79,26.41,N/A,N/A -2012,7,7,17,30,101690,100540,99430,74.29,0,3.63,3.8200000000000003,3.85,3.86,3.88,3.88,3.89,3.89,3.9,209.23000000000002,209.68,209.99,210.31,210.61,210.93,211.27,211.61,212.47,28.36,27.990000000000002,27.810000000000002,27.62,27.43,27.25,27.05,26.87,26.51,N/A,N/A -2012,7,7,18,30,101690,100540,99430,73.91,0,2.94,3.06,3.08,3.08,3.0700000000000003,3.06,3.0500000000000003,3.04,3.02,184.07,184.54,184.9,185.27,185.63,185.97,186.36,186.74,187.6,28.57,28.21,28.04,27.84,27.650000000000002,27.46,27.27,27.09,26.72,N/A,N/A -2012,7,7,19,30,101640,100490,99380,69.81,0,4.53,4.8100000000000005,4.8500000000000005,4.86,4.87,4.87,4.87,4.87,4.8500000000000005,180.58,180.81,180.94,181.06,181.17000000000002,181.27,181.37,181.48,181.69,28.89,28.52,28.35,28.150000000000002,27.96,27.77,27.57,27.39,27.01,N/A,N/A -2012,7,7,20,30,101590,100440,99330,67.85,0,5.38,5.73,5.79,5.82,5.83,5.84,5.84,5.84,5.82,179.83,180.07,180.20000000000002,180.34,180.49,180.64000000000001,180.8,180.96,181.31,28.97,28.62,28.45,28.26,28.07,27.88,27.68,27.5,27.13,N/A,N/A -2012,7,7,21,30,101530,100390,99280,72.96000000000001,0,6.13,6.5600000000000005,6.640000000000001,6.67,6.68,6.68,6.68,6.67,6.640000000000001,193.45000000000002,193.26,193.1,192.93,192.77,192.6,192.43,192.27,191.9,28.79,28.44,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,7,7,22,30,101530,100380,99270,75.85000000000001,0,6.82,7.38,7.49,7.55,7.58,7.61,7.62,7.62,7.62,197.62,197.64000000000001,197.62,197.59,197.56,197.54,197.51,197.48000000000002,197.42000000000002,28.73,28.37,28.19,27.990000000000002,27.8,27.61,27.41,27.22,26.84,N/A,N/A -2012,7,7,23,30,101520,100370,99260,71.48,0,6.19,6.67,6.7700000000000005,6.8100000000000005,6.8500000000000005,6.86,6.87,6.88,6.88,200.09,200.05,200.01,199.98000000000002,199.97,199.95000000000002,199.95000000000002,199.95000000000002,199.95000000000002,28.89,28.55,28.37,28.18,27.990000000000002,27.8,27.6,27.42,27.04,N/A,N/A -2012,7,8,0,30,101530,100380,99270,71.9,0,5.84,6.3,6.4,6.46,6.5,6.53,6.5600000000000005,6.57,6.6000000000000005,203.37,203.46,203.46,203.46,203.46,203.46,203.46,203.47,203.47,28.86,28.52,28.35,28.150000000000002,27.96,27.77,27.57,27.39,27.01,N/A,N/A -2012,7,8,1,30,101560,100420,99310,74.61,0,6.05,6.51,6.6000000000000005,6.65,6.68,6.7,6.71,6.72,6.71,219.83,219.72,219.56,219.39000000000001,219.24,219.09,218.93,218.78,218.5,28.72,28.37,28.19,27.990000000000002,27.79,27.6,27.400000000000002,27.22,26.830000000000002,N/A,N/A -2012,7,8,2,30,101580,100430,99320,69.92,0,5.97,6.41,6.5,6.54,6.5600000000000005,6.58,6.59,6.59,6.59,214.61,214.70000000000002,214.87,215.05,215.21,215.37,215.54,215.69,216.01,28.84,28.5,28.32,28.12,27.93,27.740000000000002,27.55,27.36,26.98,N/A,N/A -2012,7,8,3,30,101550,100400,99290,70.10000000000001,0,6.49,7,7.1000000000000005,7.16,7.2,7.23,7.25,7.26,7.2700000000000005,210.45000000000002,210.3,210.27,210.24,210.20000000000002,210.17000000000002,210.13,210.1,210.02,28.78,28.43,28.25,28.05,27.86,27.67,27.47,27.29,26.900000000000002,N/A,N/A -2012,7,8,4,30,101570,100420,99310,66.98,0,6.41,6.92,7.03,7.08,7.12,7.140000000000001,7.16,7.17,7.19,205.73000000000002,205.82,205.89000000000001,205.96,206.01,206.05,206.1,206.15,206.23000000000002,28.87,28.53,28.35,28.150000000000002,27.97,27.78,27.580000000000002,27.39,27.01,N/A,N/A -2012,7,8,5,30,101540,100390,99280,64.81,0,6.63,7.18,7.29,7.3500000000000005,7.390000000000001,7.42,7.43,7.45,7.46,203.88,204.53,204.78,205,205.19,205.35,205.49,205.63,205.88,28.92,28.580000000000002,28.400000000000002,28.21,28.01,27.830000000000002,27.63,27.44,27.05,N/A,N/A -2012,7,8,6,30,101580,100430,99320,60.88,0,6.3100000000000005,6.7700000000000005,6.84,6.87,6.890000000000001,6.9,6.9,6.9,6.88,212.96,212.76,212.65,212.54,212.44,212.34,212.25,212.15,211.98000000000002,29.02,28.68,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,7,8,7,30,101610,100460,99350,64.29,0,6.71,7.2700000000000005,7.390000000000001,7.46,7.5,7.53,7.55,7.57,7.59,204.13,204.37,204.46,204.51,204.56,204.59,204.61,204.63,204.65,28.900000000000002,28.560000000000002,28.38,28.19,27.990000000000002,27.8,27.61,27.42,27.03,N/A,N/A -2012,7,8,8,30,101640,100490,99380,59.980000000000004,0,6.82,7.34,7.43,7.46,7.48,7.49,7.48,7.48,7.45,200.89000000000001,201.08,201.17000000000002,201.24,201.29,201.34,201.39000000000001,201.43,201.5,29.03,28.69,28.52,28.330000000000002,28.13,27.94,27.75,27.560000000000002,27.18,N/A,N/A -2012,7,8,9,30,101630,100480,99370,59.99,0,6.2700000000000005,6.75,6.84,6.88,6.91,6.93,6.94,6.95,6.95,196.96,197.03,197.16,197.3,197.43,197.56,197.70000000000002,197.83,198.08,29.03,28.7,28.53,28.330000000000002,28.14,27.95,27.75,27.57,27.18,N/A,N/A -2012,7,8,10,30,101650,100500,99390,59.34,0,5.92,6.34,6.4,6.42,6.42,6.41,6.4,6.38,6.34,210.47,210.6,210.55,210.48000000000002,210.39000000000001,210.31,210.21,210.12,209.92000000000002,29.03,28.7,28.53,28.330000000000002,28.14,27.95,27.75,27.57,27.18,N/A,N/A -2012,7,8,11,30,101670,100520,99410,60,0,5.57,6,6.08,6.12,6.140000000000001,6.16,6.16,6.16,6.16,210.15,210.4,210.45000000000002,210.47,210.49,210.5,210.5,210.49,210.49,29.03,28.71,28.53,28.330000000000002,28.150000000000002,27.96,27.76,27.57,27.18,N/A,N/A -2012,7,8,12,30,101700,100550,99440,59.160000000000004,0,6.1000000000000005,6.55,6.62,6.65,6.67,6.67,6.67,6.67,6.65,214.06,214.09,214.12,214.17000000000002,214.21,214.25,214.29,214.32,214.4,29.09,28.76,28.59,28.39,28.2,28.01,27.82,27.63,27.240000000000002,N/A,N/A -2012,7,8,13,30,101710,100560,99450,54.32,0,4.26,4.65,4.73,4.79,4.84,4.88,4.92,4.95,5,212.08,212.43,212.64000000000001,212.82,212.98000000000002,213.11,213.25,213.37,213.6,29.28,28.96,28.79,28.6,28.400000000000002,28.22,28.02,27.830000000000002,27.45,N/A,N/A -2012,7,8,14,30,101740,100590,99470,53.9,0,4.43,4.73,4.79,4.82,4.8500000000000005,4.86,4.88,4.89,4.91,230.74,230.32,230.03,229.75,229.5,229.26,229.03,228.81,228.36,29.25,28.94,28.77,28.580000000000002,28.39,28.2,28,27.82,27.43,N/A,N/A -2012,7,8,15,30,101770,100620,99500,58.29,0,4.62,4.92,4.98,5.01,5.04,5.05,5.07,5.08,5.1000000000000005,219.97,219.77,219.65,219.54,219.43,219.32,219.23000000000002,219.13,218.96,29.01,28.68,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,7,8,16,30,101770,100620,99500,56.46,0,4.37,4.61,4.65,4.66,4.67,4.67,4.67,4.66,4.65,223.3,223.13,223.13,223.11,223.1,223.08,223.06,223.03,222.99,29.1,28.77,28.6,28.400000000000002,28.21,28.02,27.830000000000002,27.64,27.25,N/A,N/A -2012,7,8,17,30,101750,100600,99480,64.17,0,3.85,4.09,4.12,4.14,4.14,4.14,4.14,4.14,4.12,215.81,215.68,215.62,215.55,215.49,215.43,215.36,215.29,215.16,28.84,28.490000000000002,28.310000000000002,28.11,27.92,27.73,27.53,27.34,26.96,N/A,N/A -2012,7,8,18,30,101700,100550,99440,65.07000000000001,0,4.0200000000000005,4.21,4.22,4.21,4.19,4.17,4.15,4.13,4.07,202.17000000000002,201.73000000000002,201.47,201.17000000000002,200.87,200.59,200.28,199.98000000000002,199.32,28.830000000000002,28.47,28.29,28.09,27.900000000000002,27.71,27.5,27.32,26.93,N/A,N/A -2012,7,8,19,30,101680,100530,99420,67.15,0,4.5,4.76,4.8,4.82,4.82,4.82,4.82,4.82,4.8100000000000005,177.27,177.48,177.58,177.67000000000002,177.74,177.8,177.87,177.92000000000002,178.06,28.82,28.47,28.29,28.09,27.900000000000002,27.71,27.51,27.330000000000002,26.95,N/A,N/A -2012,7,8,20,30,101640,100490,99380,66.17,0,4.55,4.84,4.9,4.93,4.95,4.97,4.97,4.98,5,172.37,172.64000000000001,172.86,173.11,173.35,173.61,173.9,174.17000000000002,174.84,28.87,28.54,28.37,28.18,27.990000000000002,27.810000000000002,27.62,27.44,27.07,N/A,N/A -2012,7,8,21,30,101600,100450,99340,70.12,0,5.32,5.76,5.86,5.92,5.97,6,6.03,6.05,6.08,175.17000000000002,176.3,176.73,177.11,177.43,177.70000000000002,177.96,178.19,178.62,28.84,28.48,28.3,28.1,27.900000000000002,27.72,27.52,27.330000000000002,26.94,N/A,N/A -2012,7,8,22,30,101530,100390,99280,75.31,0,6.26,6.72,6.8100000000000005,6.8500000000000005,6.87,6.88,6.88,6.88,6.87,169.15,169.4,169.61,169.84,170.07,170.3,170.55,170.8,171.33,28.64,28.28,28.11,27.91,27.72,27.54,27.34,27.16,26.79,N/A,N/A -2012,7,8,23,30,101520,100370,99260,75.58,0,6.53,7.04,7.15,7.21,7.26,7.28,7.3,7.32,7.33,173.95000000000002,174.14000000000001,174.24,174.34,174.43,174.52,174.62,174.71,174.9,28.62,28.26,28.080000000000002,27.88,27.68,27.490000000000002,27.29,27.11,26.72,N/A,N/A -2012,7,9,0,30,101500,100350,99240,75.62,0,7.2,7.7700000000000005,7.9,7.96,8,8.03,8.05,8.07,8.08,179.1,179.1,179.11,179.14000000000001,179.17000000000002,179.21,179.25,179.29,179.37,28.6,28.23,28.060000000000002,27.86,27.66,27.47,27.28,27.1,26.72,N/A,N/A -2012,7,9,1,30,101470,100320,99210,73.04,0,7.3,7.88,7.99,8.040000000000001,8.07,8.08,8.08,8.08,8.05,177.31,177.42000000000002,177.56,177.69,177.82,177.95000000000002,178.07,178.19,178.45000000000002,28.62,28.25,28.07,27.87,27.68,27.490000000000002,27.29,27.1,26.72,N/A,N/A -2012,7,9,2,30,101500,100350,99240,70.36,0,6.890000000000001,7.45,7.57,7.62,7.66,7.69,7.71,7.72,7.72,176.86,176.91,176.96,177.01,177.04,177.08,177.12,177.16,177.25,28.77,28.42,28.25,28.04,27.86,27.66,27.47,27.28,26.900000000000002,N/A,N/A -2012,7,9,3,30,101520,100370,99260,70.58,0,7.17,7.7700000000000005,7.91,7.98,8.03,8.06,8.09,8.11,8.13,178.9,178.76,178.67000000000002,178.59,178.51,178.42000000000002,178.35,178.27,178.13,28.810000000000002,28.46,28.29,28.09,27.900000000000002,27.71,27.51,27.32,26.94,N/A,N/A -2012,7,9,4,30,101500,100350,99240,73.5,0,7.71,8.370000000000001,8.5,8.56,8.6,8.620000000000001,8.63,8.63,8.620000000000001,174.01,174.12,174.22,174.33,174.42000000000002,174.53,174.63,174.73,174.94,28.73,28.37,28.19,27.990000000000002,27.8,27.61,27.41,27.22,26.84,N/A,N/A -2012,7,9,5,30,101540,100390,99280,68.88,0,6.99,7.5600000000000005,7.68,7.74,7.7700000000000005,7.8,7.8100000000000005,7.82,7.83,175.81,176.03,176.18,176.34,176.48,176.63,176.79,176.94,177.25,28.95,28.62,28.44,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,7,9,6,30,101520,100380,99270,70.62,0,6.72,7.3,7.43,7.5,7.55,7.58,7.61,7.62,7.640000000000001,186.61,186.73,186.81,186.91,187,187.09,187.19,187.28,187.47,28.91,28.55,28.38,28.18,27.98,27.79,27.59,27.41,27.02,N/A,N/A -2012,7,9,7,30,101540,100390,99280,74.17,0,6.88,7.44,7.5600000000000005,7.63,7.67,7.69,7.71,7.72,7.72,194.26,194.41,194.48000000000002,194.55,194.61,194.67000000000002,194.73000000000002,194.79,194.89000000000001,28.79,28.43,28.26,28.05,27.86,27.67,27.47,27.28,26.900000000000002,N/A,N/A -2012,7,9,8,30,101530,100390,99280,72.99,0,6.5200000000000005,7.0600000000000005,7.18,7.24,7.29,7.32,7.34,7.3500000000000005,7.37,203.24,203.24,203.26,203.29,203.31,203.34,203.37,203.4,203.47,28.82,28.47,28.3,28.1,27.91,27.72,27.52,27.330000000000002,26.95,N/A,N/A -2012,7,9,9,30,101530,100390,99280,73.72,0,6.78,7.2700000000000005,7.38,7.43,7.47,7.5,7.51,7.53,7.5600000000000005,205.49,205.67000000000002,205.76,205.86,205.95000000000002,206.04,206.14000000000001,206.24,206.44,28.8,28.45,28.28,28.09,27.900000000000002,27.72,27.52,27.34,26.97,N/A,N/A -2012,7,9,10,30,101550,100400,99290,76.26,0,5.91,6.28,6.36,6.4,6.43,6.45,6.46,6.47,6.5,210.83,211.20000000000002,211.44,211.68,211.91,212.13,212.35,212.56,213.01,28.75,28.400000000000002,28.240000000000002,28.04,27.86,27.67,27.48,27.3,26.93,N/A,N/A -2012,7,9,11,30,101560,100420,99300,78.93,0,5.79,6.23,6.33,6.38,6.43,6.45,6.48,6.49,6.51,217.16,217.23000000000002,217.34,217.48000000000002,217.6,217.72,217.85,217.98000000000002,218.23000000000002,28.77,28.42,28.25,28.05,27.86,27.67,27.48,27.29,26.91,N/A,N/A -2012,7,9,12,30,101560,100410,99300,71.47,0,5.12,5.63,5.75,5.83,5.88,5.93,5.96,5.99,6.03,226.14000000000001,226.34,226.58,226.83,227.07,227.31,227.54,227.76,228.22,29.29,28.96,28.8,28.6,28.41,28.22,28.03,27.85,27.47,N/A,N/A -2012,7,9,13,30,101530,100380,99270,78.17,0,5.71,6.04,6.08,6.07,6.05,6.0200000000000005,5.98,5.95,5.87,239.71,239.73000000000002,239.78,239.82,239.85,239.88,239.92000000000002,239.94,240.02,28.8,28.45,28.27,28.07,27.89,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,7,9,14,30,101550,100400,99290,75.98,0,5.07,5.51,5.62,5.69,5.75,5.79,5.82,5.8500000000000005,5.9,241.79,242.35,242.75,243.17000000000002,243.56,243.93,244.29,244.63,245.32,28.990000000000002,28.650000000000002,28.48,28.28,28.09,27.900000000000002,27.71,27.52,27.14,N/A,N/A -2012,7,9,15,30,101560,100420,99310,77.29,0,5.73,6.2,6.3100000000000005,6.38,6.42,6.46,6.48,6.51,6.54,266.67,266.12,265.64,265.14,264.7,264.29,263.91,263.55,262.89,29,28.66,28.490000000000002,28.3,28.11,27.92,27.73,27.54,27.17,N/A,N/A -2012,7,9,16,30,101530,100380,99270,78.66,1.1,3.48,3.97,4.21,4.43,4.63,4.83,5.03,5.21,5.58,235.96,234.92000000000002,234.46,234.07,233.86,233.77,233.92000000000002,234.17000000000002,235.19,28.22,27.92,27.79,27.64,27.5,27.37,27.240000000000002,27.12,26.86,N/A,N/A -2012,7,9,17,30,101490,100350,99240,72.48,0,5.55,5.92,5.97,5.98,5.98,5.96,5.94,5.92,5.86,220.63,220.56,220.6,220.61,220.61,220.61,220.6,220.59,220.55,29.240000000000002,28.900000000000002,28.73,28.54,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,7,9,18,30,101440,100300,99190,74.78,0,6.49,6.99,7.08,7.11,7.13,7.140000000000001,7.13,7.13,7.1000000000000005,221.63,221.70000000000002,221.75,221.79,221.83,221.86,221.9,221.94,222.02,29.23,28.89,28.72,28.51,28.330000000000002,28.14,27.94,27.76,27.38,N/A,N/A -2012,7,9,19,30,101420,100280,99170,74.03,0,7.92,8.64,8.8,8.870000000000001,8.93,8.97,8.99,9,9.02,222.78,222.89000000000001,223.02,223.14000000000001,223.24,223.33,223.41,223.49,223.64000000000001,29.32,28.990000000000002,28.82,28.62,28.44,28.25,28.05,27.87,27.490000000000002,N/A,N/A -2012,7,9,20,30,101410,100270,99160,73.85000000000001,0,8.07,8.75,8.88,8.94,8.97,8.99,8.99,8.99,8.97,235.59,235.4,235.17000000000002,234.92000000000002,234.68,234.43,234.17000000000002,233.91,233.34,29.05,28.71,28.54,28.34,28.16,27.97,27.79,27.61,27.25,N/A,N/A -2012,7,9,21,30,101350,100210,99100,73.18,0,6.3,6.84,6.99,7.09,7.17,7.24,7.3,7.36,7.47,220.89000000000001,220.61,220.61,220.62,220.63,220.65,220.68,220.71,220.8,29.04,28.71,28.55,28.36,28.18,28,27.810000000000002,27.64,27.28,N/A,N/A -2012,7,9,22,30,101350,100210,99100,72.71000000000001,0,5.57,6.04,6.15,6.21,6.26,6.29,6.3100000000000005,6.34,6.37,202.95000000000002,203.3,203.54,203.77,203.97,204.17000000000002,204.36,204.54,204.91,29.32,29,28.830000000000002,28.64,28.45,28.26,28.07,27.88,27.5,N/A,N/A -2012,7,9,23,30,101330,100190,99090,74.65,0,5.72,6.19,6.29,6.3500000000000005,6.4,6.43,6.46,6.49,6.53,200.03,200.26,200.44,200.64000000000001,200.83,201.02,201.22,201.41,201.84,29.18,28.85,28.69,28.5,28.310000000000002,28.12,27.93,27.75,27.38,N/A,N/A -2012,7,10,0,30,101290,100150,99040,74.82000000000001,0,6.87,7.43,7.55,7.61,7.65,7.67,7.69,7.7,7.72,202.8,202.81,202.82,202.86,202.91,202.96,203.03,203.09,203.25,29.240000000000002,28.92,28.76,28.560000000000002,28.38,28.19,28,27.82,27.45,N/A,N/A -2012,7,10,1,30,101310,100170,99060,73.2,0,6.65,7.19,7.3,7.3500000000000005,7.38,7.390000000000001,7.4,7.4,7.390000000000001,203.42000000000002,203.74,203.97,204.18,204.36,204.53,204.69,204.84,205.13,29.080000000000002,28.740000000000002,28.57,28.37,28.18,27.990000000000002,27.79,27.61,27.23,N/A,N/A -2012,7,10,2,30,101290,100150,99040,76.91,0,7.6000000000000005,8.31,8.47,8.57,8.63,8.67,8.700000000000001,8.72,8.74,215.54,215.68,215.72,215.73000000000002,215.74,215.75,215.73000000000002,215.71,215.67000000000002,28.94,28.580000000000002,28.41,28.21,28.02,27.830000000000002,27.63,27.45,27.060000000000002,N/A,N/A -2012,7,10,3,30,101320,100180,99070,77.07000000000001,0,7.25,7.84,7.98,8.06,8.13,8.18,8.22,8.25,8.31,210.9,210.87,210.95000000000002,211.06,211.16,211.27,211.38,211.48000000000002,211.70000000000002,28.91,28.560000000000002,28.39,28.19,28,27.810000000000002,27.62,27.43,27.05,N/A,N/A -2012,7,10,4,30,101340,100190,99090,74.96000000000001,0,9.28,10.09,10.25,10.32,10.35,10.370000000000001,10.370000000000001,10.370000000000001,10.35,216.99,216.4,216.22,216.06,215.94,215.84,215.77,215.70000000000002,215.61,29.150000000000002,28.810000000000002,28.64,28.44,28.26,28.07,27.88,27.7,27.32,N/A,N/A -2012,7,10,5,30,101290,100150,99040,74.72,0,9.05,9.870000000000001,10.06,10.16,10.22,10.26,10.290000000000001,10.32,10.34,214.28,214.38,214.39000000000001,214.38,214.37,214.33,214.29,214.25,214.15,29,28.66,28.490000000000002,28.29,28.1,27.91,27.72,27.53,27.150000000000002,N/A,N/A -2012,7,10,6,30,101310,100170,99060,75.8,0,9.46,10.5,10.76,10.92,11.040000000000001,11.120000000000001,11.18,11.22,11.290000000000001,211.63,212.03,212.18,212.3,212.39000000000001,212.47,212.53,212.59,212.67000000000002,28.91,28.580000000000002,28.41,28.2,28.01,27.82,27.63,27.44,27.05,N/A,N/A -2012,7,10,7,30,101290,100140,99040,67.84,0,8.97,9.870000000000001,10.07,10.18,10.27,10.32,10.370000000000001,10.4,10.450000000000001,218.38,218.58,218.67000000000002,218.76,218.84,218.91,218.99,219.06,219.19,29.16,28.85,28.68,28.48,28.3,28.11,27.91,27.73,27.35,N/A,N/A -2012,7,10,8,30,101280,100140,99030,71.28,0,9.02,9.98,10.21,10.35,10.46,10.53,10.59,10.64,10.71,222.78,223.04,223.17000000000002,223.28,223.38,223.46,223.53,223.6,223.72,29.09,28.77,28.59,28.400000000000002,28.2,28.01,27.82,27.63,27.25,N/A,N/A -2012,7,10,9,30,101320,100180,99070,67.76,0,8.98,9.85,10.05,10.17,10.25,10.3,10.34,10.370000000000001,10.41,228.03,228.23000000000002,228.32,228.41,228.49,228.57,228.64000000000001,228.71,228.85,29.19,28.88,28.72,28.52,28.330000000000002,28.14,27.95,27.76,27.38,N/A,N/A -2012,7,10,10,30,101310,100170,99060,66.8,0,7.930000000000001,8.75,8.94,9.07,9.16,9.24,9.3,9.35,9.43,228.55,228.91,229.1,229.28,229.45000000000002,229.6,229.75,229.89000000000001,230.15,29.22,28.91,28.740000000000002,28.55,28.36,28.17,27.97,27.79,27.400000000000002,N/A,N/A -2012,7,10,11,30,101350,100210,99100,72.49,0,9.16,10.16,10.41,10.56,10.66,10.73,10.78,10.81,10.86,234.1,234.35,234.47,234.57,234.65,234.72,234.78,234.85,234.95000000000002,29.02,28.69,28.52,28.32,28.13,27.94,27.740000000000002,27.560000000000002,27.17,N/A,N/A -2012,7,10,12,30,101360,100220,99110,71.85000000000001,0,8.4,9.27,9.47,9.59,9.67,9.73,9.77,9.81,9.85,231.8,231.97,232.11,232.23000000000002,232.32,232.41,232.48000000000002,232.55,232.66,29.03,28.7,28.53,28.330000000000002,28.14,27.95,27.75,27.560000000000002,27.18,N/A,N/A -2012,7,10,13,30,101380,100230,99130,73.73,0,7.86,8.620000000000001,8.82,8.94,9.02,9.08,9.13,9.17,9.23,228.84,229.47,229.78,230.07,230.34,230.58,230.82,231.03,231.46,28.96,28.64,28.47,28.27,28.080000000000002,27.89,27.69,27.51,27.13,N/A,N/A -2012,7,10,14,30,101390,100230,99120,77.2,12.8,11.91,12.81,12.96,13.01,13.030000000000001,13.02,13.02,13.01,13.02,266.42,265.61,265.49,265.23,264.87,264.45,263.87,263.28000000000003,261.83,26.75,26.310000000000002,26.16,26.02,25.88,25.76,25.64,25.53,25.310000000000002,N/A,N/A -2012,7,10,15,30,101400,100250,99130,83.36,0.4,9.040000000000001,9.69,9.82,9.86,9.88,9.88,9.88,9.870000000000001,9.91,227.33,228.64000000000001,229.48000000000002,230.4,231.3,232.24,233.37,234.52,238.05,26.78,26.330000000000002,26.16,25.98,25.810000000000002,25.66,25.51,25.37,25.150000000000002,N/A,N/A -2012,7,10,16,30,101350,100190,99080,81.65,0,9.85,10.68,10.82,10.870000000000001,10.870000000000001,10.85,10.8,10.75,10.620000000000001,226.15,226.29,226.56,226.85,227.18,227.51,227.93,228.35,229.63,26.88,26.41,26.22,26.03,25.84,25.67,25.5,25.34,25.03,N/A,N/A -2012,7,10,17,30,101320,100170,99050,81.4,0,10.81,11.71,11.870000000000001,11.92,11.94,11.92,11.88,11.83,11.700000000000001,207.9,207.82,207.73000000000002,207.58,207.42000000000002,207.25,207.05,206.86,206.43,27.060000000000002,26.580000000000002,26.38,26.17,25.98,25.79,25.59,25.41,25.04,N/A,N/A -2012,7,10,18,30,101400,100240,99130,81.77,0,11.02,12.07,12.290000000000001,12.4,12.47,12.51,12.52,12.530000000000001,12.52,225.84,226.05,226.16,226.3,226.43,226.57,226.72,226.86,227.20000000000002,26.8,26.29,26.09,25.87,25.68,25.48,25.29,25.11,24.740000000000002,N/A,N/A -2012,7,10,19,30,101460,100300,99180,88.43,0,10.13,10.950000000000001,11.14,11.23,11.290000000000001,11.33,11.36,11.38,11.4,231.01,231.26,231.46,231.68,231.9,232.12,232.35,232.58,233.1,26.080000000000002,25.55,25.330000000000002,25.12,24.92,24.73,24.53,24.35,23.97,N/A,N/A -2012,7,10,20,30,101410,100250,99120,89.81,37.7,9.99,10.86,11.09,11.22,11.32,11.4,11.46,11.52,11.620000000000001,235.03,234.95000000000002,234.94,234.94,234.94,234.94,234.96,234.98000000000002,235.04,25.3,24.76,24.560000000000002,24.36,24.18,24,23.830000000000002,23.67,23.35,N/A,N/A -2012,7,10,21,30,101360,100210,99080,76.82000000000001,2.2,8.99,9.74,9.950000000000001,10.07,10.17,10.25,10.32,10.39,10.53,232.38,232.58,232.70000000000002,232.81,232.92000000000002,233.02,233.14000000000001,233.25,233.49,26.150000000000002,25.650000000000002,25.45,25.25,25.05,24.87,24.68,24.5,24.14,N/A,N/A -2012,7,10,22,30,101290,100140,99020,65.93,0,5.34,5.7,5.79,5.84,5.88,5.91,5.93,5.95,5.99,238.92000000000002,239.25,239.49,239.71,239.92000000000002,240.1,240.29,240.47,240.84,27.46,27.060000000000002,26.88,26.67,26.48,26.29,26.09,25.91,25.53,N/A,N/A -2012,7,10,23,30,101240,100090,98980,75.72,0,4.57,4.82,4.86,4.89,4.9,4.91,4.92,4.93,4.94,194.73000000000002,195.31,195.69,196.08,196.47,196.86,197.29,197.68,198.63,26.990000000000002,26.59,26.400000000000002,26.2,26.01,25.82,25.63,25.44,25.07,N/A,N/A -2012,7,11,0,30,101240,100090,98980,78.06,0,5.32,5.68,5.7700000000000005,5.82,5.86,5.89,5.91,5.93,5.96,196.27,196.57,196.76,196.94,197.1,197.25,197.41,197.56,197.89000000000001,27.25,26.84,26.650000000000002,26.45,26.25,26.060000000000002,25.87,25.68,25.3,N/A,N/A -2012,7,11,1,30,101240,100090,98980,80.39,0,5.54,5.91,5.98,6.01,6.03,6.05,6.05,6.0600000000000005,6.07,190.5,190.97,191.25,191.54,191.81,192.08,192.37,192.64000000000001,193.24,27.43,27.03,26.85,26.64,26.45,26.26,26.07,25.88,25.5,N/A,N/A -2012,7,11,2,30,101230,100080,98970,78.58,0,6.01,6.38,6.45,6.49,6.5,6.51,6.51,6.51,6.49,190.64000000000001,190.82,190.98,191.17000000000002,191.35,191.54,191.77,191.99,192.55,27.71,27.32,27.14,26.94,26.75,26.57,26.38,26.2,25.84,N/A,N/A -2012,7,11,3,30,101290,100140,99030,72.72,0,7.0600000000000005,7.75,7.91,8.01,8.09,8.15,8.2,8.24,8.290000000000001,199.78,200.15,200.3,200.42000000000002,200.51,200.59,200.64000000000001,200.69,200.75,28.34,27.97,27.79,27.580000000000002,27.39,27.19,26.990000000000002,26.810000000000002,26.42,N/A,N/A -2012,7,11,4,30,101280,100140,99030,68.06,0,6.18,6.78,6.94,7.04,7.13,7.19,7.25,7.3,7.38,198.63,199.16,199.33,199.48000000000002,199.62,199.74,199.85,199.95000000000002,200.14000000000001,28.82,28.48,28.32,28.12,27.93,27.740000000000002,27.54,27.36,26.98,N/A,N/A -2012,7,11,5,30,101280,100140,99030,66.25,0,7.22,7.9,8.040000000000001,8.120000000000001,8.18,8.21,8.23,8.25,8.26,200.83,200.69,200.65,200.62,200.59,200.57,200.54,200.52,200.48000000000002,29.09,28.77,28.6,28.400000000000002,28.21,28.02,27.82,27.64,27.25,N/A,N/A -2012,7,11,6,30,101320,100170,99060,64.79,0,6.75,7.390000000000001,7.55,7.640000000000001,7.71,7.76,7.8,7.84,7.890000000000001,206.42000000000002,206.27,206.19,206.12,206.05,205.99,205.93,205.88,205.77,29.18,28.89,28.73,28.53,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,7,11,7,30,101340,100200,99090,65.41,0,7.45,8.13,8.27,8.35,8.4,8.44,8.47,8.49,8.52,206.22,206.24,206.25,206.28,206.3,206.33,206.36,206.38,206.44,29.1,28.8,28.64,28.44,28.26,28.07,27.87,27.69,27.310000000000002,N/A,N/A -2012,7,11,8,30,101350,100210,99100,65,0,7.01,7.73,7.9,8.01,8.09,8.15,8.19,8.23,8.290000000000001,208.55,208.63,208.64000000000001,208.62,208.6,208.57,208.54,208.5,208.43,29.2,28.91,28.740000000000002,28.55,28.36,28.18,27.98,27.8,27.42,N/A,N/A -2012,7,11,9,30,101370,100230,99120,67.97,0,6.93,7.6000000000000005,7.75,7.83,7.9,7.94,7.98,8.01,8.040000000000001,199.57,199.62,199.64000000000001,199.66,199.68,199.69,199.70000000000002,199.70000000000002,199.72,28.990000000000002,28.68,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,7,11,10,30,101400,100260,99150,69.66,0,7.3,7.99,8.14,8.23,8.290000000000001,8.33,8.36,8.38,8.41,209.02,208.75,208.54,208.33,208.15,207.98000000000002,207.81,207.66,207.35,28.94,28.62,28.45,28.26,28.07,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,7,11,11,30,101390,100250,99140,69.79,0,7.49,8.26,8.44,8.55,8.63,8.69,8.73,8.76,8.790000000000001,207.53,208.04,208.18,208.26,208.32,208.36,208.37,208.39000000000001,208.38,29.01,28.7,28.54,28.34,28.150000000000002,27.96,27.76,27.580000000000002,27.2,N/A,N/A -2012,7,11,12,30,101390,100250,99140,68.81,0,6.3500000000000005,6.94,7.07,7.15,7.21,7.26,7.3,7.33,7.390000000000001,208.24,208.11,208.09,208.08,208.08,208.07,208.08,208.08,208.09,29,28.69,28.52,28.32,28.13,27.94,27.740000000000002,27.560000000000002,27.18,N/A,N/A -2012,7,11,13,30,101380,100230,99130,71.81,0,5.9,6.42,6.55,6.63,6.68,6.73,6.76,6.79,6.8500000000000005,212.95000000000002,212.95000000000002,212.91,212.88,212.85,212.82,212.8,212.78,212.75,28.88,28.560000000000002,28.39,28.19,28.01,27.82,27.62,27.43,27.05,N/A,N/A -2012,7,11,14,30,101390,100250,99130,79.37,0.4,7.55,8.02,8.07,8.05,8.01,7.97,7.91,7.8500000000000005,7.73,232.46,232.22,231.92000000000002,231.59,231.24,230.87,230.43,230.01,228.94,27.810000000000002,27.42,27.240000000000002,27.05,26.87,26.68,26.5,26.32,25.97,N/A,N/A -2012,7,11,15,30,101410,100270,99160,75.36,0,5.13,5.49,5.5600000000000005,5.58,5.59,5.6000000000000005,5.59,5.59,5.5600000000000005,236.4,236.07,236.07,236.05,236.03,235.99,235.93,235.86,235.66,28.32,27.97,27.79,27.59,27.400000000000002,27.21,27.01,26.830000000000002,26.45,N/A,N/A -2012,7,11,16,30,101400,100260,99150,76.71000000000001,0,3.91,4.12,4.16,4.19,4.2,4.21,4.21,4.22,4.22,214.82,216.37,217.1,217.76,218.32,218.84,219.34,219.82,220.70000000000002,28.29,27.95,27.78,27.57,27.39,27.2,27,26.810000000000002,26.43,N/A,N/A -2012,7,11,17,30,101470,100310,99190,88.29,5.5,16.48,18.05,18.39,18.54,18.62,18.650000000000002,18.64,18.62,18.52,207.69,207.68,207.73000000000002,207.83,207.96,208.1,208.29,208.47,208.97,25.82,25.2,24.98,24.76,24.560000000000002,24.38,24.19,24.02,23.68,N/A,N/A -2012,7,11,18,30,101430,100270,99150,86.77,1.1,12.97,14.22,14.51,14.66,14.75,14.8,14.83,14.84,14.83,226.78,226.84,226.83,226.8,226.78,226.75,226.73000000000002,226.70000000000002,226.66,25.72,25.150000000000002,24.93,24.72,24.53,24.34,24.16,23.990000000000002,23.64,N/A,N/A -2012,7,11,19,30,101420,100260,99140,87.11,0,9.81,10.72,10.94,11.08,11.17,11.24,11.3,11.35,11.43,229.66,229.47,229.37,229.26,229.15,229.03,228.91,228.8,228.54,26.17,25.67,25.46,25.25,25.05,24.86,24.66,24.48,24.1,N/A,N/A -2012,7,11,20,30,101410,100260,99140,84.16,0,11.21,12.27,12.530000000000001,12.67,12.780000000000001,12.84,12.89,12.93,12.99,229.67000000000002,229.79,229.84,229.88,229.93,229.97,230.01,230.04,230.11,26.73,26.240000000000002,26.03,25.810000000000002,25.61,25.42,25.22,25.03,24.650000000000002,N/A,N/A -2012,7,11,21,30,101370,100220,99110,79.61,0,11.450000000000001,12.61,12.91,13.09,13.21,13.31,13.38,13.43,13.51,228.21,228.53,228.74,228.92000000000002,229.07,229.21,229.34,229.45000000000002,229.67000000000002,27.29,26.830000000000002,26.63,26.42,26.21,26.02,25.82,25.63,25.240000000000002,N/A,N/A -2012,7,11,22,30,101350,100200,99080,84.41,0,8.25,8.97,9.16,9.28,9.370000000000001,9.44,9.5,9.56,9.65,211.64000000000001,211.71,211.78,211.84,211.9,211.95000000000002,212.01,212.06,212.18,26.34,25.87,25.67,25.47,25.27,25.080000000000002,24.89,24.71,24.330000000000002,N/A,N/A -2012,7,11,23,30,101280,100130,99020,83.91,0,5.04,5.48,5.62,5.73,5.83,5.91,5.98,6.05,6.18,226.12,225.16,224.72,224.32,223.96,223.62,223.3,223.01,222.44,26.990000000000002,26.59,26.41,26.2,26.02,25.830000000000002,25.63,25.45,25.080000000000002,N/A,N/A -2012,7,12,0,30,101250,100100,98990,79.27,0,4.78,5.08,5.14,5.17,5.19,5.2,5.21,5.21,5.22,213.94,214.04,214.06,214.1,214.13,214.16,214.20000000000002,214.25,214.37,27.55,27.17,26.990000000000002,26.78,26.6,26.400000000000002,26.21,26.03,25.650000000000002,N/A,N/A -2012,7,12,1,30,101230,100080,98970,78.8,0,3.99,4.22,4.2700000000000005,4.3,4.32,4.34,4.36,4.38,4.42,225.28,225.55,225.71,225.86,226.02,226.18,226.34,226.51,226.9,27.87,27.51,27.330000000000002,27.14,26.95,26.76,26.57,26.39,26.03,N/A,N/A -2012,7,12,2,30,101250,100100,98990,74.60000000000001,0,4.53,4.84,4.92,4.97,5,5.03,5.0600000000000005,5.08,5.13,232.3,232.27,232.34,232.4,232.45000000000002,232.5,232.54,232.59,232.68,28.21,27.86,27.69,27.490000000000002,27.3,27.11,26.92,26.740000000000002,26.36,N/A,N/A -2012,7,12,3,30,101320,100170,99060,73.88,0,4.7700000000000005,5.1000000000000005,5.17,5.2,5.23,5.25,5.26,5.2700000000000005,5.29,211.36,211.12,210.99,210.87,210.76,210.66,210.56,210.47,210.28,28.42,28.080000000000002,27.900000000000002,27.7,27.51,27.32,27.12,26.94,26.560000000000002,N/A,N/A -2012,7,12,4,30,101320,100170,99060,72.34,0,4.46,4.73,4.78,4.8,4.8100000000000005,4.8100000000000005,4.8100000000000005,4.8100000000000005,4.8,181.32,181.46,181.59,181.71,181.82,181.92000000000002,182.02,182.11,182.3,28.43,28.09,27.92,27.72,27.53,27.34,27.14,26.96,26.580000000000002,N/A,N/A -2012,7,12,5,30,101310,100160,99050,74.13,0,5.3,5.68,5.76,5.8,5.82,5.84,5.8500000000000005,5.86,5.87,173.07,173.18,173.23,173.28,173.32,173.36,173.41,173.46,173.57,28.490000000000002,28.150000000000002,27.98,27.78,27.6,27.400000000000002,27.21,27.03,26.650000000000002,N/A,N/A -2012,7,12,6,30,101310,100160,99050,78.51,0,7.640000000000001,8.3,8.44,8.52,8.56,8.59,8.61,8.620000000000001,8.620000000000001,172.31,172.3,172.31,172.32,172.33,172.34,172.35,172.35,172.38,28.37,28.02,27.85,27.650000000000002,27.46,27.27,27.07,26.89,26.51,N/A,N/A -2012,7,12,7,30,101350,100210,99100,77.8,0,7.88,8.58,8.76,8.84,8.91,8.94,8.97,8.99,9.01,170.96,171.13,171.19,171.25,171.3,171.36,171.4,171.45000000000002,171.55,28.45,28.11,27.94,27.740000000000002,27.560000000000002,27.37,27.18,26.990000000000002,26.61,N/A,N/A -2012,7,12,8,30,101350,100200,99100,79.04,0,7.7700000000000005,8.48,8.66,8.76,8.83,8.88,8.93,8.96,9.01,175.06,175.18,175.24,175.28,175.32,175.36,175.4,175.43,175.5,28.43,28.09,27.92,27.72,27.54,27.35,27.150000000000002,26.97,26.59,N/A,N/A -2012,7,12,9,30,101310,100170,99060,78.93,0,8.83,9.67,9.870000000000001,9.98,10.06,10.11,10.14,10.17,10.200000000000001,179.13,179.19,179.22,179.25,179.29,179.32,179.35,179.37,179.44,28.47,28.13,27.95,27.75,27.560000000000002,27.37,27.18,26.990000000000002,26.61,N/A,N/A -2012,7,12,10,30,101300,100160,99050,82.55,0,8.88,9.75,9.96,10.08,10.17,10.23,10.28,10.31,10.35,176.55,176.59,176.64000000000001,176.69,176.73,176.76,176.79,176.82,176.89000000000001,28.36,28,27.830000000000002,27.62,27.43,27.240000000000002,27.04,26.85,26.47,N/A,N/A -2012,7,12,11,30,101290,100150,99040,76.94,0,10.34,11.33,11.57,11.69,11.77,11.82,11.86,11.89,11.93,177,177.62,177.85,178.06,178.23,178.39000000000001,178.55,178.70000000000002,179,28.61,28.28,28.11,27.92,27.73,27.54,27.36,27.17,26.8,N/A,N/A -2012,7,12,12,30,101270,100120,99020,80.39,0,8.67,9.51,9.72,9.85,9.94,10,10.05,10.09,10.14,175.85,175.74,175.62,175.54,175.48,175.44,175.41,175.39000000000001,175.36,28.51,28.17,28,27.8,27.61,27.42,27.22,27.04,26.66,N/A,N/A -2012,7,12,13,30,101450,100290,99160,92.35000000000001,52.400000000000006,17.52,19.23,19.59,19.81,19.94,20.04,20.09,20.13,20.17,216.41,217.68,218.15,218.56,218.91,219.21,219.49,219.74,220.19,25.01,24.36,24.12,23.89,23.68,23.490000000000002,23.29,23.11,22.740000000000002,N/A,N/A -2012,7,12,14,30,101520,100360,99230,95.51,124.5,9,10.02,10.32,10.56,10.76,10.94,11.120000000000001,11.28,11.68,219.35,219.77,219.99,220.21,220.41,220.62,220.84,221.05,221.57,24.42,23.87,23.67,23.47,23.29,23.12,22.95,22.79,22.47,N/A,N/A -2012,7,12,15,30,101550,100390,99270,94.07000000000001,41.400000000000006,8.59,9.34,9.5,9.58,9.63,9.66,9.68,9.69,9.69,218.35,218.17000000000002,218.12,218.07,218.01,217.96,217.89000000000001,217.82,217.66,24.990000000000002,24.46,24.25,24.04,23.85,23.67,23.48,23.3,22.95,N/A,N/A -2012,7,12,16,30,101540,100370,99250,89.66,14.600000000000001,8.63,9.26,9.38,9.44,9.48,9.49,9.51,9.51,9.52,206.68,206.9,207.02,207.14000000000001,207.26,207.38,207.51,207.64000000000001,207.94,24.87,24.330000000000002,24.13,23.92,23.73,23.54,23.36,23.18,22.84,N/A,N/A -2012,7,12,17,30,101510,100350,99220,87.49,0,7.44,7.930000000000001,8.040000000000001,8.08,8.11,8.13,8.15,8.16,8.18,187.42000000000002,187.73,187.91,188.11,188.32,188.53,188.79,189.05,189.76,24.830000000000002,24.310000000000002,24.1,23.89,23.7,23.51,23.32,23.150000000000002,22.79,N/A,N/A -2012,7,12,18,30,101460,100300,99180,86.82000000000001,1.5,6.26,6.67,6.75,6.79,6.8100000000000005,6.82,6.82,6.83,6.84,173.59,173.70000000000002,173.8,173.9,174.02,174.14000000000001,174.29,174.45000000000002,174.89000000000001,25.55,25.080000000000002,24.89,24.68,24.490000000000002,24.310000000000002,24.12,23.94,23.59,N/A,N/A -2012,7,12,19,30,101440,100290,99170,82.53,0,4.0600000000000005,4.28,4.32,4.3500000000000005,4.37,4.39,4.4,4.41,4.43,194.39000000000001,194.93,195.17000000000002,195.44,195.73000000000002,196.04,196.4,196.75,197.71,26.25,25.84,25.650000000000002,25.44,25.25,25.060000000000002,24.87,24.69,24.32,N/A,N/A -2012,7,12,20,30,101460,100300,99190,79.9,0,3.31,3.48,3.52,3.5500000000000003,3.5700000000000003,3.6,3.61,3.63,3.66,236.41,235.22,234.55,233.88,233.27,232.69,232.1,231.54,230.42000000000002,26.98,26.6,26.42,26.21,26.02,25.830000000000002,25.63,25.45,25.07,N/A,N/A -2012,7,12,21,30,101430,100280,99170,78.19,0,2.24,2.32,2.33,2.33,2.34,2.33,2.33,2.33,2.33,199.49,200.62,201.32,202.01,202.62,203.20000000000002,203.76,204.28,205.31,27.330000000000002,26.96,26.78,26.580000000000002,26.38,26.19,25.990000000000002,25.810000000000002,25.42,N/A,N/A -2012,7,12,22,30,101430,100280,99170,79.19,0,3.54,3.7,3.71,3.7,3.69,3.68,3.67,3.65,3.62,181.29,181.63,181.88,182.16,182.41,182.64000000000001,182.89000000000001,183.13,183.64000000000001,27.400000000000002,27.03,26.85,26.64,26.45,26.26,26.060000000000002,25.88,25.490000000000002,N/A,N/A -2012,7,12,23,30,101480,100330,99210,80.67,0,11.9,13.06,13.25,13.3,13.3,13.26,13.200000000000001,13.14,12.96,224.74,225.6,225.68,225.65,225.59,225.5,225.39000000000001,225.27,224.99,26.93,26.44,26.240000000000002,26.02,25.82,25.63,25.43,25.25,24.87,N/A,N/A -2012,7,13,0,30,101350,100190,99060,85.11,0,8.72,9.31,9.41,9.44,9.450000000000001,9.450000000000001,9.450000000000001,9.450000000000001,9.58,223.4,223.58,223.75,223.92000000000002,224.11,224.31,224.58,224.86,226.02,25.12,24.61,24.41,24.22,24.04,23.88,23.72,23.57,23.35,N/A,N/A -2012,7,13,1,30,101250,100100,98980,75.97,0,7.71,8.22,8.31,8.34,8.36,8.36,8.370000000000001,8.38,8.58,184.17000000000002,184.25,184.44,184.70000000000002,185.02,185.37,185.91,186.48,189.92000000000002,26.78,26.36,26.18,26,25.830000000000002,25.66,25.51,25.37,25.19,N/A,N/A -2012,7,13,2,30,101250,100100,98990,80.18,0,4.57,4.75,4.76,4.73,4.69,4.65,4.6000000000000005,4.54,4.4,146.38,146.85,147.21,147.62,148.07,148.57,149.25,149.96,153.16,26.71,26.310000000000002,26.13,25.94,25.75,25.57,25.39,25.22,24.900000000000002,N/A,N/A -2012,7,13,3,30,101310,100160,99050,78.08,0,3.77,3.92,3.93,3.92,3.9,3.88,3.85,3.8200000000000003,3.7600000000000002,154,154.67000000000002,155.08,155.55,156.09,156.68,157.48,158.32,161.72,27.29,26.92,26.75,26.560000000000002,26.38,26.19,26.01,25.84,25.53,N/A,N/A -2012,7,13,4,30,101320,100170,99060,81,0,6.1000000000000005,6.5600000000000005,6.65,6.7,6.72,6.73,6.74,6.74,6.72,169.73,169.75,169.81,169.88,169.94,170,170.08,170.15,170.34,27.8,27.42,27.25,27.04,26.85,26.66,26.47,26.28,25.91,N/A,N/A -2012,7,13,5,30,101340,100190,99080,81.47,0,6.59,7.1000000000000005,7.21,7.2700000000000005,7.3,7.32,7.33,7.34,7.34,168.85,169.15,169.3,169.49,169.66,169.84,170.02,170.21,170.63,27.95,27.580000000000002,27.400000000000002,27.2,27.01,26.82,26.63,26.44,26.060000000000002,N/A,N/A -2012,7,13,6,30,101380,100230,99130,84.26,0,6.0600000000000005,6.5200000000000005,6.63,6.69,6.73,6.75,6.7700000000000005,6.78,6.8,163.09,163.21,163.28,163.36,163.43,163.5,163.58,163.66,163.82,27.94,27.580000000000002,27.41,27.21,27.02,26.82,26.63,26.44,26.060000000000002,N/A,N/A -2012,7,13,7,30,101420,100270,99160,84.13,0,5.71,6.16,6.26,6.33,6.38,6.41,6.44,6.46,6.5,170.78,170.88,170.91,170.93,170.95000000000002,170.97,170.99,171.01,171.05,28.09,27.75,27.57,27.37,27.18,26.990000000000002,26.8,26.61,26.23,N/A,N/A -2012,7,13,8,30,101430,100280,99170,84.8,0,6.3500000000000005,6.91,7.03,7.11,7.16,7.2,7.22,7.24,7.25,181.59,181.52,181.52,181.54,181.56,181.59,181.62,181.64000000000001,181.71,28.240000000000002,27.89,27.72,27.51,27.32,27.13,26.93,26.740000000000002,26.36,N/A,N/A -2012,7,13,9,30,101400,100260,99150,73.91,0,6.87,7.73,7.99,8.19,8.370000000000001,8.52,8.67,8.8,9.040000000000001,218.38,217.21,216.56,216.05,215.64000000000001,215.3,215.03,214.8,214.46,28.52,28.22,28.05,27.87,27.68,27.5,27.32,27.14,26.78,N/A,N/A -2012,7,13,10,30,101420,100270,99160,79.32000000000001,0,9.34,10.27,10.49,10.620000000000001,10.71,10.78,10.82,10.86,10.91,216.41,216.85,217.03,217.22,217.39000000000001,217.55,217.71,217.86,218.16,28.37,28.04,27.87,27.67,27.48,27.29,27.1,26.91,26.53,N/A,N/A -2012,7,13,11,30,101420,100270,99170,78.54,0,8.83,9.77,9.99,10.13,10.22,10.290000000000001,10.34,10.38,10.42,232.29,232.13,232.07,232.02,231.97,231.92000000000002,231.88,231.85,231.78,28.580000000000002,28.26,28.09,27.89,27.7,27.51,27.32,27.13,26.75,N/A,N/A -2012,7,13,12,30,101430,100280,99170,72.83,0,9.16,10.09,10.28,10.39,10.46,10.5,10.53,10.540000000000001,10.56,239.99,239.95000000000002,239.89000000000001,239.83,239.78,239.74,239.70000000000002,239.66,239.59,28.73,28.43,28.26,28.07,27.88,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,7,13,13,30,101500,100360,99240,76.63,0,7.8,8.55,8.75,8.86,8.94,9,9.040000000000001,9.08,9.120000000000001,239.53,239.56,239.64000000000001,239.72,239.79,239.86,239.93,239.99,240.1,28.6,28.3,28.14,27.94,27.76,27.57,27.38,27.19,26.810000000000002,N/A,N/A -2012,7,13,14,30,101510,100360,99250,73.68,0,7.57,8.36,8.540000000000001,8.66,8.75,8.82,8.870000000000001,8.92,9,249.24,249.01000000000002,248.88,248.73000000000002,248.58,248.43,248.28,248.13,247.82,28.92,28.63,28.47,28.27,28.09,27.900000000000002,27.71,27.53,27.150000000000002,N/A,N/A -2012,7,13,15,30,101510,100360,99250,74.99,0,8.07,8.870000000000001,9.05,9.16,9.23,9.290000000000001,9.33,9.36,9.4,242.87,243.35,243.62,243.88,244.1,244.32,244.53,244.73000000000002,245.12,28.77,28.46,28.3,28.1,27.91,27.72,27.53,27.34,26.96,N/A,N/A -2012,7,13,16,30,101540,100390,99280,77.04,0,5.63,6.11,6.24,6.33,6.390000000000001,6.45,6.49,6.53,6.61,260.74,260,259.53000000000003,259.04,258.59000000000003,258.17,257.75,257.36,256.56,28.6,28.29,28.12,27.93,27.740000000000002,27.560000000000002,27.36,27.18,26.810000000000002,N/A,N/A -2012,7,13,17,30,101490,100340,99240,74.59,0,6.38,6.91,7.0200000000000005,7.0600000000000005,7.09,7.1000000000000005,7.1000000000000005,7.1000000000000005,7.08,215.95000000000002,216.5,216.78,217.03,217.24,217.43,217.62,217.79,218.13,28.87,28.560000000000002,28.39,28.2,28.01,27.830000000000002,27.63,27.45,27.07,N/A,N/A -2012,7,13,18,30,101490,100350,99240,76.19,0,6.07,6.6000000000000005,6.7,6.75,6.7700000000000005,6.78,6.78,6.78,6.75,211.56,211.77,211.94,212.08,212.20000000000002,212.3,212.39000000000001,212.48000000000002,212.66,28.93,28.62,28.46,28.27,28.080000000000002,27.89,27.7,27.51,27.14,N/A,N/A -2012,7,13,19,30,101530,100380,99270,82.64,0.4,5.04,5.4,5.2700000000000005,5.11,4.94,4.78,4.6000000000000005,4.43,4.08,1.25,0.9400000000000001,0.44,359.78000000000003,359.01,358.2,357.18,356.22,353.7,27.46,27.080000000000002,26.91,26.73,26.560000000000002,26.38,26.21,26.05,25.72,N/A,N/A -2012,7,13,20,30,101650,100480,99340,92.01,142.8,10.120000000000001,10.89,11.040000000000001,11.07,11.07,11.040000000000001,10.99,10.93,10.75,35.01,34.660000000000004,34.230000000000004,33.76,33.28,32.8,32.230000000000004,31.7,30.34,23.69,23.06,22.84,22.62,22.42,22.23,22.04,21.87,21.51,N/A,N/A -2012,7,13,21,30,101600,100430,99300,89.31,0,7.59,8.07,8.18,8.23,8.26,8.27,8.27,8.28,8.290000000000001,31.61,30.86,30.52,30.11,29.67,29.21,28.64,28.080000000000002,26.54,23.92,23.37,23.16,22.96,22.77,22.59,22.41,22.25,21.93,N/A,N/A -2012,7,13,22,30,101570,100410,99280,88.32000000000001,23.400000000000002,4.98,5.36,5.51,5.65,5.84,6.05,6.47,6.92,7.59,298.96,300.48,301.56,302.76,304.31,306.06,308.7,311.5,313.79,24.11,23.66,23.490000000000002,23.330000000000002,23.2,23.1,23.1,23.13,23.55,N/A,N/A -2012,7,13,23,30,101460,100300,99180,82.22,0.7000000000000001,7.04,7.3500000000000005,7.36,7.3100000000000005,7.25,7.19,7.13,7.08,6.94,216.33,217.14000000000001,217.55,218.09,218.78,219.55,220.95000000000002,222.39000000000001,228.32,24.89,24.42,24.240000000000002,24.07,23.91,23.77,23.67,23.6,23.900000000000002,N/A,N/A -2012,7,14,0,30,101330,100170,99050,73.87,0,6.61,7.0200000000000005,7.12,7.16,7.19,7.21,7.24,7.26,7.3,240.12,239.84,239.65,239.41,239.12,238.8,238.3,237.76,236.14000000000001,26.51,26.11,25.95,25.78,25.63,25.490000000000002,25.37,25.26,25.16,N/A,N/A -2012,7,14,1,30,101340,100190,99070,78.60000000000001,0,1.6300000000000001,1.79,1.84,1.9000000000000001,1.95,2,2.06,2.11,2.35,256.56,257.32,257.87,258.44,258.98,259.51,260.08,260.65,262.4,26.76,26.39,26.22,26.02,25.830000000000002,25.64,25.44,25.26,24.87,N/A,N/A -2012,7,14,2,30,101410,100260,99140,77.4,0,3.36,3.5500000000000003,3.59,3.62,3.63,3.65,3.66,3.67,3.69,283.72,283.44,283.27,283.13,283.03000000000003,282.96,282.94,282.95,282.93,27.54,27.18,27,26.8,26.61,26.42,26.22,26.04,25.650000000000002,N/A,N/A -2012,7,14,3,30,101390,100240,99130,75.28,0,0.99,0.97,0.9500000000000001,0.92,0.92,0.92,1.01,1.1500000000000001,1.82,327.23,319.56,314.63,308.03000000000003,300.18,290.93,278.28000000000003,263.47,242.82,27.69,27.37,27.21,27.02,26.85,26.68,26.52,26.38,26.13,N/A,N/A -2012,7,14,4,30,101400,100260,99150,73.78,0,2.92,3.0700000000000003,3.09,3.09,3.08,3.0700000000000003,3.0700000000000003,3.06,3.04,202.17000000000002,201.63,201.45000000000002,201.25,201.08,200.91,200.74,200.58,200.23000000000002,27.990000000000002,27.650000000000002,27.48,27.28,27.09,26.900000000000002,26.71,26.52,26.13,N/A,N/A -2012,7,14,5,30,101420,100270,99150,75.72,0,4.07,4.2,4.17,4.12,4.07,4.0200000000000005,3.96,3.91,3.79,169.35,168.44,168,167.54,167.09,166.64000000000001,166.16,165.71,164.73,27.650000000000002,27.3,27.13,26.94,26.75,26.560000000000002,26.37,26.19,25.82,N/A,N/A -2012,7,14,6,30,101410,100260,99150,79.33,0,4.05,4.3500000000000005,4.43,4.49,4.53,4.5600000000000005,4.59,4.61,4.65,163.43,164.07,164.34,164.57,164.77,164.94,165.1,165.25,165.53,27.53,27.18,27,26.8,26.61,26.42,26.22,26.03,25.650000000000002,N/A,N/A -2012,7,14,7,30,101450,100310,99190,84.63,0,4.74,5.0600000000000005,5.13,5.16,5.19,5.2,5.21,5.22,5.22,170.11,170.46,170.69,170.91,171.1,171.28,171.47,171.64000000000001,171.99,27.5,27.14,26.96,26.76,26.57,26.38,26.18,25.990000000000002,25.61,N/A,N/A -2012,7,14,8,30,101490,100340,99230,83.86,0,3.98,4.28,4.3500000000000005,4.41,4.45,4.49,4.5200000000000005,4.54,4.59,182.58,182.83,182.96,183.07,183.16,183.25,183.33,183.41,183.57,27.63,27.29,27.12,26.92,26.73,26.54,26.34,26.16,25.77,N/A,N/A -2012,7,14,9,30,101500,100350,99240,79.39,0,4.58,4.9,4.97,5,5.0200000000000005,5.03,5.04,5.05,5.0600000000000005,202.79,202.92000000000002,202.9,202.85,202.8,202.75,202.69,202.63,202.48000000000002,27.85,27.52,27.35,27.150000000000002,26.96,26.77,26.580000000000002,26.39,26.01,N/A,N/A -2012,7,14,10,30,101520,100370,99260,73.83,0,4.5600000000000005,4.84,4.89,4.91,4.92,4.92,4.92,4.92,4.91,202.87,203.6,204.02,204.42000000000002,204.8,205.15,205.51,205.84,206.51,28.1,27.78,27.61,27.41,27.23,27.04,26.84,26.66,26.28,N/A,N/A -2012,7,14,11,30,101560,100410,99290,82.3,0,4.1,4.37,4.43,4.47,4.5,4.51,4.53,4.54,4.5600000000000005,214.58,214.08,213.89000000000001,213.73000000000002,213.6,213.48000000000002,213.38,213.29,213.12,27.75,27.42,27.25,27.05,26.86,26.67,26.48,26.29,25.91,N/A,N/A -2012,7,14,12,30,101590,100430,99310,87.03,0,8.870000000000001,9.4,9.41,9.34,9.24,9.120000000000001,8.97,8.82,8.43,228.72,229.25,229.25,229.21,229.15,229.09,229,228.91,228.71,25.69,25.22,25.03,24.830000000000002,24.650000000000002,24.48,24.3,24.14,23.82,N/A,N/A -2012,7,14,13,30,101580,100420,99300,75.28,0,2.88,3.0100000000000002,3.31,4.17,4.73,5.08,5.37,5.65,6.09,270.82,266.33,260.79,249.34,243.83,242.69,241.84,241.14000000000001,240.37,26.35,26.060000000000002,26.080000000000002,26.330000000000002,26.39,26.35,26.240000000000002,26.13,25.87,N/A,N/A -2012,7,14,14,30,101640,100490,99370,82.16,0,1.54,1.6,1.62,1.67,1.83,2.14,2.49,2.87,3.45,312.49,308.24,305.3,300.79,293.99,283.86,277.85,274.03000000000003,273.56,26.42,26.07,25.91,25.73,25.62,25.560000000000002,25.52,25.490000000000002,25.44,N/A,N/A -2012,7,14,15,30,101640,100490,99370,81.48,0,2.05,2.21,2.25,2.2800000000000002,2.32,2.35,2.38,2.41,2.48,260.28000000000003,259.86,259.71,259.55,259.38,259.21,259.01,258.8,258.22,26.990000000000002,26.62,26.45,26.25,26.060000000000002,25.87,25.67,25.490000000000002,25.12,N/A,N/A -2012,7,14,16,30,101630,100480,99360,79.21000000000001,0,0.43,0.45,0.47000000000000003,0.48,0.5,0.53,0.58,0.65,0.98,351.08,350.67,349.79,348.6,346.91,344.68,341.15000000000003,336.99,322.8,27.22,26.87,26.7,26.51,26.34,26.16,26,25.86,25.68,N/A,N/A -2012,7,14,17,30,101610,100460,99350,80.99,0,1.4000000000000001,1.42,1.4000000000000001,1.3800000000000001,1.36,1.33,1.31,1.28,1.21,57.53,58.49,58.69,58.9,59.13,59.370000000000005,59.620000000000005,59.88,60.53,27.41,27.05,26.87,26.67,26.48,26.29,26.1,25.92,25.54,N/A,N/A -2012,7,14,18,30,101580,100420,99310,79.23,0,2.08,2.14,2.14,2.13,2.11,2.1,2.08,2.07,2.04,123.60000000000001,124.95,125.73,126.58,127.42,128.27,129.26,130.21,132.61,27.66,27.29,27.11,26.92,26.73,26.54,26.34,26.16,25.79,N/A,N/A -2012,7,14,19,30,101580,100430,99320,76.66,0,1.72,1.8,1.81,1.81,1.82,1.82,1.82,1.83,1.83,166.55,167.84,168.66,169.5,170.29,171.07,171.9,172.69,174.52,27.97,27.6,27.43,27.22,27.03,26.84,26.650000000000002,26.46,26.080000000000002,N/A,N/A -2012,7,14,20,30,101520,100370,99260,77.24,0,3.66,3.88,3.92,3.95,3.97,3.99,4,4.0200000000000005,4.04,184.24,185.19,185.70000000000002,186.20000000000002,186.64000000000001,187.06,187.48,187.87,188.66,28.16,27.8,27.62,27.42,27.23,27.03,26.84,26.650000000000002,26.27,N/A,N/A -2012,7,14,21,30,101490,100340,99230,78.9,0,3.63,3.85,3.89,3.91,3.92,3.93,3.94,3.94,3.95,198.07,198.41,198.63,198.83,198.99,199.15,199.29,199.41,199.64000000000001,28.19,27.830000000000002,27.66,27.46,27.27,27.080000000000002,26.88,26.7,26.310000000000002,N/A,N/A -2012,7,14,22,30,101470,100320,99210,81.12,0,4.17,4.43,4.47,4.49,4.5,4.5,4.5,4.5,4.5,184.88,185.56,186.14000000000001,186.70000000000002,187.20000000000002,187.67000000000002,188.15,188.61,189.53,28.09,27.75,27.580000000000002,27.38,27.19,27,26.8,26.62,26.240000000000002,N/A,N/A -2012,7,14,23,30,101440,100290,99180,81.26,0,4.1,4.37,4.42,4.44,4.46,4.47,4.48,4.48,4.49,168.20000000000002,168.57,168.78,168.98,169.18,169.38,169.6,169.8,170.29,28.09,27.76,27.59,27.39,27.2,27.01,26.82,26.63,26.25,N/A,N/A -2012,7,15,0,30,101450,100310,99200,80.72,0,3.33,3.5500000000000003,3.6,3.63,3.65,3.66,3.67,3.68,3.7,173.12,173.52,173.68,173.84,173.97,174.1,174.23,174.36,174.65,28.22,27.91,27.740000000000002,27.54,27.36,27.17,26.97,26.79,26.41,N/A,N/A -2012,7,15,1,30,101430,100290,99180,81.07000000000001,0,3.71,3.95,3.99,4,4.01,4.01,4.01,4,3.99,182.12,182.21,182.35,182.52,182.69,182.86,183.05,183.25,183.68,28.19,27.88,27.71,27.52,27.330000000000002,27.14,26.95,26.76,26.38,N/A,N/A -2012,7,15,2,30,101480,100330,99220,80.72,0,3.5,3.72,3.77,3.79,3.8000000000000003,3.81,3.81,3.81,3.81,175.1,175.59,175.88,176.17000000000002,176.42000000000002,176.67000000000002,176.9,177.12,177.56,28.17,27.86,27.69,27.490000000000002,27.3,27.11,26.92,26.73,26.35,N/A,N/A -2012,7,15,3,30,101490,100340,99230,83.93,0,3.04,3.2,3.22,3.22,3.22,3.21,3.2,3.19,3.17,200.4,200,199.74,199.45000000000002,199.16,198.88,198.59,198.31,197.69,27.98,27.650000000000002,27.48,27.28,27.1,26.91,26.71,26.52,26.14,N/A,N/A -2012,7,15,4,30,101470,100320,99210,84.01,0,3.67,3.89,3.93,3.95,3.96,3.97,3.97,3.97,3.97,177.02,177.48,177.68,177.88,178.06,178.24,178.41,178.57,178.91,27.88,27.55,27.38,27.18,26.990000000000002,26.8,26.6,26.42,26.03,N/A,N/A -2012,7,15,5,30,101480,100330,99220,83.98,0,3.98,4.24,4.29,4.3100000000000005,4.33,4.34,4.3500000000000005,4.3500000000000005,4.3500000000000005,165.39000000000001,165.87,166.02,166.18,166.33,166.48,166.64000000000001,166.79,167.1,27.85,27.52,27.35,27.150000000000002,26.96,26.77,26.57,26.38,26,N/A,N/A -2012,7,15,6,30,101480,100330,99220,85.29,0,3.27,3.48,3.5300000000000002,3.5700000000000003,3.6,3.62,3.64,3.67,3.72,169.9,170.82,171.55,172.26,172.9,173.52,174.14000000000001,174.74,175.99,27.830000000000002,27.5,27.34,27.14,26.96,26.77,26.59,26.41,26.04,N/A,N/A -2012,7,15,7,30,101540,100390,99280,84.65,0,3.79,4.04,4.08,4.1,4.11,4.11,4.11,4.11,4.1,192.22,192.61,192.85,193.07,193.27,193.44,193.62,193.78,194.1,27.97,27.63,27.46,27.26,27.07,26.88,26.68,26.5,26.12,N/A,N/A -2012,7,15,8,30,101520,100370,99260,85.14,0,4.61,4.96,5.05,5.11,5.16,5.2,5.24,5.2700000000000005,5.33,192.38,193.63,194.38,195.1,195.71,196.27,196.8,197.28,198.18,27.95,27.62,27.46,27.26,27.080000000000002,26.89,26.7,26.52,26.14,N/A,N/A -2012,7,15,9,30,101540,100390,99280,84.47,0,5.29,5.66,5.73,5.76,5.78,5.8,5.8,5.8,5.8,207.98000000000002,207.83,207.87,207.96,208.06,208.17000000000002,208.29,208.41,208.66,27.89,27.55,27.38,27.18,26.990000000000002,26.8,26.6,26.42,26.04,N/A,N/A -2012,7,15,10,30,101570,100420,99310,82.69,0,5.73,6.15,6.23,6.2700000000000005,6.29,6.3,6.3,6.3,6.28,215.33,215.82,216.09,216.35,216.6,216.83,217.06,217.27,217.73000000000002,27.96,27.61,27.44,27.240000000000002,27.05,26.86,26.67,26.48,26.1,N/A,N/A -2012,7,15,11,30,101610,100460,99350,82.65,0,5.37,5.7700000000000005,5.87,5.91,5.94,5.96,5.97,5.98,5.98,233.39000000000001,233.35,233.34,233.31,233.27,233.24,233.20000000000002,233.16,233.07,27.96,27.62,27.45,27.25,27.060000000000002,26.86,26.67,26.48,26.1,N/A,N/A -2012,7,15,12,30,101630,100480,99370,79.58,0,4.76,5.08,5.15,5.19,5.22,5.24,5.26,5.2700000000000005,5.3,217.06,217.78,218.19,218.61,218.99,219.35,219.72,220.06,220.74,28.03,27.7,27.53,27.34,27.150000000000002,26.96,26.78,26.59,26.22,N/A,N/A -2012,7,15,13,30,101690,100540,99430,78.93,0,3.0500000000000003,3.24,3.2800000000000002,3.31,3.33,3.34,3.36,3.37,3.39,235.39000000000001,235.91,236.16,236.41,236.64000000000001,236.86,237.07,237.26,237.64000000000001,28.03,27.7,27.52,27.330000000000002,27.14,26.95,26.75,26.560000000000002,26.18,N/A,N/A -2012,7,15,14,30,101700,100550,99430,74.75,0,4.25,4.47,4.49,4.48,4.46,4.45,4.43,4.4,4.3500000000000005,248.78,248.41,248.18,247.94,247.72,247.51000000000002,247.29,247.07,246.61,28.16,27.830000000000002,27.66,27.46,27.27,27.07,26.88,26.69,26.310000000000002,N/A,N/A -2012,7,15,15,30,101710,100560,99440,74.68,0,2.67,2.85,2.9,2.93,2.96,2.99,3.0100000000000002,3.0300000000000002,3.0700000000000003,250.5,250,249.72,249.46,249.22,248.99,248.77,248.56,248.16,28.12,27.79,27.62,27.42,27.240000000000002,27.04,26.85,26.67,26.28,N/A,N/A -2012,7,15,16,30,101690,100540,99430,73.56,0,2.47,2.59,2.61,2.63,2.64,2.65,2.65,2.66,2.67,262.15,261.96,261.75,261.55,261.37,261.2,261.01,260.82,260.44,28.22,27.88,27.7,27.5,27.32,27.13,26.93,26.740000000000002,26.36,N/A,N/A -2012,7,15,17,30,101680,100530,99420,72.95,0,1.61,1.7,1.72,1.74,1.75,1.77,1.78,1.79,1.82,248.54,249.49,250.06,250.59,251.04,251.46,251.87,252.25,252.98000000000002,28.26,27.91,27.740000000000002,27.54,27.35,27.16,26.97,26.78,26.400000000000002,N/A,N/A -2012,7,15,18,30,101650,100500,99390,74.07000000000001,0,2.47,2.52,2.5100000000000002,2.48,2.45,2.42,2.39,2.36,2.29,188.8,188.22,188.01,187.78,187.58,187.37,187.16,186.96,186.51,28.26,27.900000000000002,27.73,27.53,27.34,27.150000000000002,26.96,26.77,26.39,N/A,N/A -2012,7,15,19,30,101650,100500,99390,67.37,0,2.29,2.38,2.39,2.38,2.37,2.36,2.35,2.34,2.31,173.70000000000002,173.83,173.91,173.97,174.02,174.07,174.09,174.11,174.11,28.6,28.26,28.09,27.89,27.7,27.52,27.32,27.14,26.77,N/A,N/A -2012,7,15,20,30,101610,100460,99350,71.29,0,3.36,3.52,3.54,3.54,3.54,3.5300000000000002,3.52,3.52,3.5,166.74,166.84,166.84,166.85,166.87,166.89000000000001,166.93,166.96,167.06,28.46,28.11,27.94,27.740000000000002,27.55,27.37,27.18,26.990000000000002,26.62,N/A,N/A -2012,7,15,21,30,101540,100400,99290,71.61,0,4.68,4.98,5.03,5.05,5.07,5.07,5.07,5.07,5.05,171.8,171.89000000000001,172,172.08,172.16,172.24,172.31,172.38,172.5,28.46,28.13,27.96,27.77,27.580000000000002,27.39,27.2,27.02,26.64,N/A,N/A -2012,7,15,22,30,101520,100370,99260,71.08,0,5.3100000000000005,5.71,5.79,5.82,5.84,5.8500000000000005,5.8500000000000005,5.8500000000000005,5.84,165.46,165.61,165.64000000000001,165.66,165.68,165.69,165.70000000000002,165.71,165.73,28.44,28.13,27.97,27.78,27.59,27.400000000000002,27.21,27.03,26.650000000000002,N/A,N/A -2012,7,15,23,30,101510,100360,99250,73.38,0,5.33,5.74,5.8100000000000005,5.8500000000000005,5.87,5.89,5.9,5.9,5.9,164.81,164.8,164.84,164.87,164.89000000000001,164.9,164.91,164.92000000000002,164.95000000000002,28.29,27.98,27.810000000000002,27.61,27.43,27.240000000000002,27.04,26.86,26.48,N/A,N/A -2012,7,16,0,30,101530,100380,99270,77.27,0,5.08,5.48,5.57,5.62,5.65,5.67,5.69,5.7,5.72,163.1,163.36,163.47,163.57,163.67000000000002,163.77,163.86,163.95000000000002,164.14000000000001,28.12,27.8,27.63,27.43,27.240000000000002,27.05,26.85,26.67,26.29,N/A,N/A -2012,7,16,1,30,101530,100380,99270,74.79,0,5.48,5.92,6,6.05,6.08,6.1000000000000005,6.12,6.13,6.140000000000001,166.73,166.67000000000002,166.66,166.66,166.65,166.63,166.63,166.62,166.59,28.23,27.91,27.75,27.55,27.36,27.17,26.98,26.79,26.41,N/A,N/A -2012,7,16,2,30,101520,100370,99260,74.87,0,4.87,5.25,5.33,5.38,5.42,5.44,5.47,5.49,5.5200000000000005,168.74,168.87,168.91,168.95000000000002,168.99,169.02,169.05,169.07,169.13,28.2,27.88,27.72,27.52,27.330000000000002,27.14,26.95,26.77,26.39,N/A,N/A -2012,7,16,3,30,101560,100410,99300,81.44,0,5.67,6.13,6.22,6.2700000000000005,6.3100000000000005,6.33,6.34,6.3500000000000005,6.36,157.76,157.8,157.86,157.95000000000002,158.03,158.11,158.20000000000002,158.29,158.47,28.02,27.68,27.51,27.310000000000002,27.12,26.93,26.73,26.55,26.16,N/A,N/A -2012,7,16,4,30,101550,100400,99290,84.93,0,5.61,6.05,6.16,6.22,6.26,6.3,6.32,6.34,6.37,156.71,157.19,157.43,157.68,157.89000000000001,158.1,158.31,158.49,158.88,27.810000000000002,27.46,27.29,27.09,26.900000000000002,26.71,26.51,26.330000000000002,25.95,N/A,N/A -2012,7,16,5,30,101550,100410,99300,85.39,0,5.18,5.59,5.69,5.74,5.78,5.8100000000000005,5.83,5.8500000000000005,5.88,162.28,162.6,162.73,162.86,162.98,163.08,163.19,163.29,163.49,27.86,27.52,27.34,27.14,26.95,26.76,26.57,26.38,26,N/A,N/A -2012,7,16,6,30,101590,100440,99330,79.16,0,4.03,4.34,4.41,4.45,4.49,4.5200000000000005,4.54,4.5600000000000005,4.6000000000000005,180.56,180.66,180.73,180.81,180.89000000000001,180.98,181.07,181.15,181.35,28.03,27.69,27.52,27.32,27.13,26.94,26.75,26.560000000000002,26.18,N/A,N/A -2012,7,16,7,30,101610,100460,99340,81.22,0,4.69,4.97,5.0200000000000005,5.04,5.05,5.05,5.05,5.04,5.03,192.88,192.48000000000002,192.24,192,191.78,191.57,191.34,191.13,190.70000000000002,27.97,27.63,27.45,27.25,27.060000000000002,26.87,26.68,26.490000000000002,26.11,N/A,N/A -2012,7,16,8,30,101590,100450,99330,81.99,0,4.5200000000000005,4.8500000000000005,4.92,4.96,4.98,5.01,5.0200000000000005,5.04,5.0600000000000005,186.52,186.43,186.43,186.44,186.44,186.44,186.45000000000002,186.47,186.51,27.94,27.6,27.42,27.22,27.03,26.84,26.64,26.46,26.080000000000002,N/A,N/A -2012,7,16,9,30,101610,100460,99350,81.68,0,4.25,4.5200000000000005,4.58,4.62,4.64,4.66,4.68,4.69,4.71,185.11,184.92000000000002,184.87,184.81,184.76,184.72,184.67000000000002,184.63,184.52,27.95,27.61,27.43,27.240000000000002,27.05,26.86,26.66,26.48,26.1,N/A,N/A -2012,7,16,10,30,101610,100460,99340,77.48,0.7000000000000001,4.5,4.83,4.9,4.93,4.96,4.98,5,5.01,5.0200000000000005,182.07,182.11,182.14000000000001,182.14000000000001,182.13,182.11,182.07,182.03,181.93,28.16,27.830000000000002,27.66,27.46,27.27,27.09,26.89,26.71,26.32,N/A,N/A -2012,7,16,11,30,101620,100470,99360,78.66,0,4.91,5.23,5.29,5.3100000000000005,5.32,5.33,5.32,5.32,5.29,180.93,181.04,181.01,180.96,180.9,180.84,180.79,180.73,180.63,28.07,27.72,27.55,27.35,27.16,26.97,26.78,26.59,26.21,N/A,N/A -2012,7,16,12,30,101650,100500,99390,76.86,0,3.63,3.84,3.87,3.87,3.88,3.87,3.87,3.86,3.84,185.27,184.62,184.34,184.04,183.77,183.52,183.26,183.02,182.54,28.13,27.8,27.63,27.43,27.240000000000002,27.05,26.86,26.67,26.29,N/A,N/A -2012,7,16,13,30,101660,100510,99400,78.02,0,2.89,3.0500000000000003,3.09,3.12,3.13,3.15,3.16,3.16,3.18,176.87,176.76,176.67000000000002,176.62,176.58,176.56,176.55,176.56,176.57,28.01,27.68,27.51,27.310000000000002,27.12,26.93,26.740000000000002,26.560000000000002,26.17,N/A,N/A -2012,7,16,14,30,101690,100540,99420,76.98,0,2.61,2.71,2.72,2.72,2.71,2.7,2.69,2.69,2.67,199.02,199.05,198.92000000000002,198.8,198.69,198.58,198.46,198.34,198.06,28.09,27.75,27.580000000000002,27.39,27.2,27.01,26.810000000000002,26.63,26.25,N/A,N/A -2012,7,16,15,30,101680,100530,99420,77.36,0,3.02,3.16,3.17,3.17,3.17,3.16,3.15,3.15,3.13,177.79,176.96,176.58,176.18,175.81,175.47,175.11,174.78,174.09,28.11,27.76,27.59,27.39,27.19,27,26.810000000000002,26.62,26.240000000000002,N/A,N/A -2012,7,16,16,30,101680,100530,99410,81.18,0,2.73,2.79,2.7800000000000002,2.7600000000000002,2.7600000000000002,2.7600000000000002,2.7600000000000002,2.7800000000000002,2.7800000000000002,166.05,163.03,160.96,158.62,156.21,153.65,150.81,148.03,141.85,27.41,27.07,26.900000000000002,26.72,26.55,26.38,26.22,26.060000000000002,25.75,N/A,N/A -2012,7,16,17,30,101640,100490,99380,80.69,0,2.49,2.65,2.69,2.73,2.7600000000000002,2.79,2.82,2.84,2.9,150.03,148.14000000000001,147.07,146.04,145.11,144.22,143.33,142.48,140.79,27.84,27.48,27.3,27.1,26.92,26.73,26.53,26.35,25.98,N/A,N/A -2012,7,16,18,30,101590,100440,99330,76.58,0,3.63,3.8200000000000003,3.85,3.86,3.87,3.88,3.88,3.88,3.88,133.28,133.38,133.28,133.19,133.1,133.02,132.92000000000002,132.84,132.66,28.16,27.8,27.62,27.42,27.23,27.04,26.84,26.66,26.27,N/A,N/A -2012,7,16,19,30,101570,100420,99310,77.4,0,3.33,3.5,3.5300000000000002,3.5500000000000003,3.56,3.56,3.56,3.5700000000000003,3.5700000000000003,139.49,139.63,139.63,139.65,139.66,139.67000000000002,139.68,139.71,139.76,28.23,27.87,27.69,27.490000000000002,27.3,27.11,26.91,26.73,26.35,N/A,N/A -2012,7,16,20,30,101530,100380,99270,77.57000000000001,0,3.33,3.52,3.5500000000000003,3.58,3.59,3.61,3.62,3.63,3.65,141.99,141.88,141.78,141.67000000000002,141.57,141.46,141.35,141.26,141.02,28.35,27.990000000000002,27.82,27.62,27.43,27.240000000000002,27.04,26.86,26.47,N/A,N/A -2012,7,16,21,30,101530,100380,99270,79.08,0,3.62,3.8200000000000003,3.85,3.86,3.87,3.87,3.87,3.86,3.85,144.51,144.32,144.11,143.93,143.77,143.62,143.47,143.34,143.06,28.44,28.09,27.91,27.71,27.52,27.330000000000002,27.14,26.95,26.560000000000002,N/A,N/A -2012,7,16,22,30,101530,100380,99270,79.25,0,3.09,3.2800000000000002,3.33,3.35,3.38,3.39,3.4,3.42,3.43,139.41,139.87,140.15,140.4,140.62,140.82,141,141.17000000000002,141.49,28.43,28.1,27.93,27.73,27.54,27.36,27.16,26.97,26.59,N/A,N/A -2012,7,16,23,30,101510,100370,99260,79.87,0,5.13,5.5,5.5600000000000005,5.59,5.6000000000000005,5.61,5.61,5.6000000000000005,5.58,139.01,138.89000000000001,138.99,139.06,139.11,139.15,139.17000000000002,139.20000000000002,139.23,28.44,28.11,27.94,27.75,27.55,27.36,27.17,26.98,26.6,N/A,N/A -2012,7,17,0,30,101500,100360,99250,76.08,0,4.32,4.61,4.66,4.68,4.68,4.69,4.68,4.68,4.67,153.05,152.99,152.88,152.78,152.68,152.59,152.5,152.42000000000002,152.26,28.46,28.150000000000002,27.98,27.79,27.6,27.41,27.21,27.03,26.64,N/A,N/A -2012,7,17,1,30,101430,100280,99170,85.56,0,6.05,6.36,6.3500000000000005,6.29,6.22,6.140000000000001,6.05,5.95,5.71,143.22,143.55,143.73,143.93,144.12,144.31,144.52,144.73,145.22,27.47,27.09,26.92,26.72,26.54,26.35,26.17,25.990000000000002,25.64,N/A,N/A -2012,7,17,2,30,101430,100280,99170,78.22,0,4.96,5.26,5.28,5.2700000000000005,5.26,5.23,5.19,5.15,5.0600000000000005,140.48,140.67000000000002,140.8,140.95000000000002,141.1,141.26,141.46,141.65,142.18,27.77,27.42,27.240000000000002,27.05,26.86,26.67,26.48,26.3,25.92,N/A,N/A -2012,7,17,3,30,101460,100310,99200,80.94,0,5.5200000000000005,5.87,5.93,5.94,5.94,5.93,5.91,5.89,5.84,154.32,154.31,154.25,154.17000000000002,154.09,153.99,153.88,153.77,153.45000000000002,27.71,27.35,27.18,26.98,26.79,26.6,26.42,26.240000000000002,25.87,N/A,N/A -2012,7,17,4,30,101410,100270,99150,82.13,0,5.2,5.5200000000000005,5.57,5.58,5.58,5.58,5.5600000000000005,5.55,5.51,153.17000000000002,153.35,153.44,153.54,153.66,153.78,153.92000000000002,154.07,154.49,27.71,27.36,27.18,26.990000000000002,26.8,26.62,26.43,26.26,25.900000000000002,N/A,N/A -2012,7,17,5,30,101430,100280,99170,78.53,0,3.69,3.92,3.96,3.99,4,4.01,4.0200000000000005,4.0200000000000005,4.0200000000000005,137.78,137.76,137.81,137.86,137.9,137.94,137.98,138.02,138.11,27.96,27.62,27.45,27.25,27.07,26.88,26.68,26.5,26.13,N/A,N/A -2012,7,17,6,30,101440,100290,99180,80.16,0,4.18,4.43,4.47,4.49,4.5,4.5,4.5,4.5,4.5,147.84,148.28,148.57,148.86,149.13,149.38,149.65,149.92000000000002,150.49,27.93,27.59,27.41,27.21,27.02,26.84,26.64,26.45,26.07,N/A,N/A -2012,7,17,7,30,101460,100310,99200,81.78,0,4.13,4.4,4.45,4.47,4.49,4.5,4.51,4.51,4.5200000000000005,151.57,151.58,151.54,151.51,151.48,151.46,151.44,151.42000000000002,151.36,27.990000000000002,27.64,27.47,27.27,27.080000000000002,26.89,26.7,26.51,26.13,N/A,N/A -2012,7,17,8,30,101470,100330,99220,82.65,0,5.24,5.59,5.65,5.68,5.69,5.7,5.71,5.71,5.71,153.43,153.3,153.11,152.94,152.79,152.64000000000001,152.51,152.39000000000001,152.15,28.04,27.7,27.52,27.32,27.14,26.95,26.75,26.560000000000002,26.19,N/A,N/A -2012,7,17,9,30,101470,100330,99210,82.72,0,5.01,5.33,5.37,5.4,5.41,5.42,5.43,5.43,5.43,159.94,159.72,159.56,159.4,159.26,159.13,158.99,158.86,158.58,28.02,27.67,27.5,27.3,27.11,26.92,26.72,26.54,26.16,N/A,N/A -2012,7,17,10,30,101460,100310,99200,82.95,0,3.97,4.22,4.2700000000000005,4.29,4.3,4.3100000000000005,4.3100000000000005,4.3100000000000005,4.3,165.21,164.94,164.93,164.9,164.88,164.86,164.84,164.82,164.78,28,27.650000000000002,27.47,27.28,27.080000000000002,26.89,26.7,26.51,26.13,N/A,N/A -2012,7,17,11,30,101510,100360,99250,82.5,0,4.51,4.8100000000000005,4.87,4.9,4.92,4.93,4.93,4.93,4.93,171.74,171.77,171.77,171.75,171.74,171.73,171.71,171.69,171.65,28.080000000000002,27.740000000000002,27.560000000000002,27.36,27.17,26.98,26.79,26.6,26.22,N/A,N/A -2012,7,17,12,30,101540,100390,99280,79.42,0,3.08,3.27,3.31,3.34,3.35,3.37,3.38,3.39,3.42,176.04,176.33,176.42000000000002,176.54,176.67000000000002,176.79,176.93,177.07,177.36,28.21,27.88,27.71,27.51,27.32,27.13,26.94,26.75,26.37,N/A,N/A -2012,7,17,13,30,101520,100370,99260,80.02,0,3.2600000000000002,3.54,3.61,3.66,3.71,3.75,3.7800000000000002,3.8200000000000003,3.89,170.08,169.48,169.34,169.23,169.16,169.1,169.08,169.08,169.21,28.17,27.830000000000002,27.66,27.47,27.28,27.1,26.91,26.73,26.36,N/A,N/A -2012,7,17,14,30,101550,100400,99290,78.54,0,3.33,3.5100000000000002,3.5300000000000002,3.54,3.54,3.54,3.54,3.54,3.52,187.58,187.51,187.43,187.36,187.29,187.23,187.17000000000002,187.12,187.01,28.3,27.97,27.79,27.6,27.400000000000002,27.21,27.02,26.830000000000002,26.45,N/A,N/A -2012,7,17,15,30,101590,100440,99320,82.94,0,3.39,3.47,3.43,3.37,3.31,3.24,3.17,3.11,2.96,204.88,203.49,202.63,201.61,200.56,199.47,198.18,196.91,193.67000000000002,27.830000000000002,27.47,27.310000000000002,27.11,26.93,26.75,26.560000000000002,26.39,26.03,N/A,N/A -2012,7,17,16,30,101580,100430,99320,83.86,0,2.39,2.46,2.47,2.46,2.45,2.44,2.43,2.42,2.4,185.88,184.61,183.89000000000001,183.11,182.31,181.47,180.47,179.49,176.9,27.86,27.5,27.32,27.13,26.94,26.75,26.560000000000002,26.38,26,N/A,N/A -2012,7,17,17,30,101550,100400,99290,84.77,0,1.04,1.11,1.1400000000000001,1.17,1.2,1.23,1.27,1.3,1.3800000000000001,174.17000000000002,169.83,167.57,165.31,163.31,161.38,159.49,157.66,154.15,28.01,27.650000000000002,27.48,27.28,27.09,26.900000000000002,26.71,26.53,26.150000000000002,N/A,N/A -2012,7,17,18,30,101530,100380,99270,80.57000000000001,0,2.31,2.37,2.36,2.34,2.32,2.29,2.27,2.24,2.19,148.17000000000002,148.47,148.86,149.25,149.62,149.97,150.34,150.68,151.43,28.42,28.060000000000002,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.53,N/A,N/A -2012,7,17,19,30,101480,100330,99220,80.77,0,2.45,2.59,2.62,2.63,2.65,2.66,2.67,2.68,2.69,142.25,142.11,142.1,142.09,142.09,142.09,142.09,142.1,142.16,28.51,28.150000000000002,27.97,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,17,20,30,101500,100350,99240,82.71000000000001,0,3.2800000000000002,3.46,3.49,3.52,3.5300000000000002,3.54,3.56,3.5700000000000003,3.59,167.52,167.37,167.22,167.1,167,166.9,166.82,166.74,166.61,28.61,28.240000000000002,28.07,27.86,27.67,27.48,27.28,27.1,26.72,N/A,N/A -2012,7,17,21,30,101450,100310,99200,80.66,0,3.44,3.6,3.62,3.62,3.62,3.62,3.61,3.61,3.6,168.38,168.19,168.07,167.95000000000002,167.86,167.77,167.67000000000002,167.59,167.4,28.72,28.36,28.19,27.98,27.79,27.61,27.41,27.23,26.85,N/A,N/A -2012,7,17,22,30,101430,100290,99180,81.54,0,4.19,4.41,4.42,4.42,4.4,4.38,4.36,4.34,4.29,179.78,179.56,179.43,179.29,179.15,179.02,178.87,178.73,178.4,28.72,28.38,28.21,28.01,27.82,27.63,27.43,27.25,26.86,N/A,N/A -2012,7,17,23,30,101400,100260,99150,82.81,0,3.7800000000000002,4.0200000000000005,4.07,4.09,4.1,4.11,4.12,4.12,4.12,170.05,170.23,170.43,170.62,170.8,170.97,171.16,171.34,171.73,28.61,28.28,28.11,27.92,27.73,27.54,27.35,27.17,26.79,N/A,N/A -2012,7,18,0,30,101410,100260,99160,82.13,0,2.05,2.18,2.21,2.22,2.23,2.24,2.25,2.25,2.2600000000000002,159.14000000000001,159.20000000000002,159.18,159.15,159.12,159.08,159.04,159,158.96,28.59,28.28,28.11,27.91,27.72,27.54,27.34,27.16,26.78,N/A,N/A -2012,7,18,1,30,101400,100250,99150,82.62,0,2.57,2.74,2.7800000000000002,2.8000000000000003,2.82,2.83,2.85,2.86,2.88,139.93,139.6,139.57,139.53,139.47,139.4,139.32,139.24,139.06,28.53,28.21,28.04,27.85,27.66,27.47,27.28,27.09,26.71,N/A,N/A -2012,7,18,2,30,101410,100270,99160,82.36,0,2.43,2.58,2.6,2.61,2.62,2.62,2.63,2.63,2.64,144.78,145.32,145.75,146.17000000000002,146.55,146.91,147.29,147.63,148.36,28.51,28.2,28.03,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.71,N/A,N/A -2012,7,18,3,30,101450,100300,99190,83.41,0,4.64,5.03,5.11,5.17,5.21,5.24,5.26,5.28,5.3100000000000005,154.03,154.29,154.35,154.42000000000002,154.48,154.54,154.61,154.68,154.81,28.6,28.29,28.12,27.93,27.740000000000002,27.55,27.36,27.17,26.79,N/A,N/A -2012,7,18,4,30,101430,100280,99170,84.37,0,6.2700000000000005,6.5,6.44,6.3,6.15,6,5.86,5.75,5.61,168.45000000000002,167.12,166.03,164.43,162.49,160.28,157.85,155.49,150.98,27.86,27.54,27.400000000000002,27.25,27.11,26.97,26.830000000000002,26.7,26.39,N/A,N/A -2012,7,18,5,30,101450,100300,99200,86.61,0,5.28,5.73,5.84,5.92,5.98,6.03,6.08,6.11,6.19,166.35,165.95000000000002,165.66,165.37,165.1,164.85,164.61,164.37,163.87,28.34,28.01,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.900000000000002,26.52,N/A,N/A -2012,7,18,6,30,101470,100320,99210,87.56,0,5.95,6.5,6.62,6.69,6.75,6.78,6.8100000000000005,6.84,6.87,164.15,163.93,163.88,163.83,163.78,163.75,163.72,163.70000000000002,163.64000000000001,28.330000000000002,28,27.830000000000002,27.63,27.44,27.25,27.060000000000002,26.87,26.490000000000002,N/A,N/A -2012,7,18,7,30,101540,100390,99280,85.84,0,5.5,5.93,6.01,6.05,6.08,6.09,6.09,6.1000000000000005,6.1000000000000005,175.32,175.04,174.86,174.67000000000002,174.48,174.3,174.11,173.92000000000002,173.53,28.38,28.05,27.88,27.68,27.5,27.310000000000002,27.11,26.93,26.55,N/A,N/A -2012,7,18,8,30,101540,100400,99290,86.43,0,4.86,5.24,5.32,5.37,5.4,5.43,5.45,5.47,5.51,175.37,175.46,175.53,175.61,175.68,175.75,175.83,175.9,176.08,28.330000000000002,28,27.830000000000002,27.63,27.44,27.25,27.060000000000002,26.88,26.5,N/A,N/A -2012,7,18,9,30,101540,100390,99280,85.42,0,5.17,5.63,5.74,5.8100000000000005,5.87,5.91,5.95,5.98,6.05,178.08,178.20000000000002,178.29,178.37,178.44,178.51,178.59,178.67000000000002,178.85,28.42,28.11,27.94,27.75,27.560000000000002,27.38,27.18,27,26.63,N/A,N/A -2012,7,18,10,30,101540,100390,99280,85.48,0,4.96,5.33,5.41,5.45,5.48,5.5,5.51,5.5200000000000005,5.53,188.76,188.75,188.71,188.66,188.62,188.59,188.55,188.51,188.44,28.37,28.04,27.87,27.67,27.48,27.29,27.1,26.91,26.53,N/A,N/A -2012,7,18,11,30,101580,100440,99330,85.66,0,4.39,4.69,4.74,4.76,4.78,4.78,4.79,4.79,4.79,202.81,202.45000000000002,202.25,202.05,201.85,201.64000000000001,201.41,201.17000000000002,200.59,28.310000000000002,27.990000000000002,27.830000000000002,27.64,27.45,27.27,27.080000000000002,26.900000000000002,26.54,N/A,N/A -2012,7,18,12,30,101630,100490,99370,83.76,0,4.29,4.61,4.68,4.73,4.76,4.78,4.8,4.82,4.84,194.67000000000002,195.32,195.8,196.27,196.68,197.08,197.45000000000002,197.79,198.45000000000002,28.43,28.11,27.95,27.75,27.57,27.39,27.2,27.01,26.64,N/A,N/A -2012,7,18,13,30,101640,100490,99380,82.09,0,4.98,5.3100000000000005,5.36,5.36,5.36,5.3500000000000005,5.33,5.3100000000000005,5.2700000000000005,192.33,192.73000000000002,192.95000000000002,193.16,193.35,193.54,193.74,193.93,194.36,28.43,28.1,27.93,27.740000000000002,27.55,27.36,27.17,26.990000000000002,26.61,N/A,N/A -2012,7,18,14,30,101730,100580,99470,82.74,0,3.52,3.75,3.8000000000000003,3.8200000000000003,3.84,3.85,3.85,3.85,3.86,205.58,205.53,205.46,205.37,205.29,205.20000000000002,205.1,205.02,204.82,28.39,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.12,26.93,26.55,N/A,N/A -2012,7,18,15,30,101740,100590,99480,79.52,0,3.3200000000000003,3.52,3.56,3.5700000000000003,3.59,3.59,3.6,3.6,3.6,188.69,188.84,188.95000000000002,189.05,189.12,189.19,189.26,189.31,189.43,28.53,28.2,28.03,27.830000000000002,27.64,27.45,27.25,27.07,26.69,N/A,N/A -2012,7,18,16,30,101750,100600,99490,80.42,0,3.96,4.21,4.25,4.2700000000000005,4.28,4.29,4.29,4.3,4.3,202.59,202.31,202.21,202.11,202.02,201.93,201.85,201.77,201.61,28.59,28.25,28.080000000000002,27.88,27.69,27.5,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,7,18,17,30,101750,100600,99490,78.36,0,4.57,4.8500000000000005,4.89,4.91,4.91,4.91,4.91,4.9,4.88,205.66,205.73000000000002,205.77,205.81,205.84,205.87,205.9,205.93,205.97,28.61,28.26,28.09,27.89,27.7,27.51,27.32,27.13,26.740000000000002,N/A,N/A -2012,7,18,18,30,101720,100570,99450,75.62,0,4.38,4.66,4.7,4.71,4.71,4.71,4.7,4.69,4.67,210.39000000000001,210.35,210.36,210.35,210.32,210.29,210.25,210.20000000000002,210.11,28.64,28.3,28.12,27.93,27.740000000000002,27.55,27.35,27.17,26.78,N/A,N/A -2012,7,18,19,30,101710,100560,99450,70.54,0,3.91,4.15,4.19,4.21,4.22,4.23,4.23,4.24,4.24,202.42000000000002,202.73000000000002,202.91,203.08,203.24,203.4,203.55,203.69,203.96,28.78,28.44,28.28,28.080000000000002,27.89,27.7,27.51,27.32,26.95,N/A,N/A -2012,7,18,20,30,101660,100520,99410,72.46000000000001,0,4.46,4.75,4.8100000000000005,4.83,4.8500000000000005,4.86,4.87,4.88,4.88,199.63,200,200.19,200.37,200.53,200.70000000000002,200.86,201.01,201.33,28.73,28.400000000000002,28.22,28.03,27.84,27.650000000000002,27.46,27.27,26.89,N/A,N/A -2012,7,18,21,30,101640,100490,99380,71.83,0,4.38,4.68,4.74,4.7700000000000005,4.79,4.8,4.8100000000000005,4.82,4.83,211.02,210.95000000000002,210.98000000000002,211,211.01,211.02,211.02,211.02,211.01,28.77,28.45,28.28,28.080000000000002,27.900000000000002,27.71,27.51,27.330000000000002,26.95,N/A,N/A -2012,7,18,22,30,101640,100490,99380,75.10000000000001,0,4.2700000000000005,4.59,4.64,4.68,4.7,4.71,4.72,4.73,4.75,201.69,201.83,201.91,202,202.07,202.14000000000001,202.22,202.28,202.41,28.62,28.3,28.13,27.93,27.740000000000002,27.55,27.36,27.17,26.79,N/A,N/A -2012,7,18,23,30,101650,100500,99390,75.99,0,4.3,4.62,4.67,4.69,4.71,4.71,4.71,4.71,4.7,187.06,187.5,187.68,187.84,187.99,188.11,188.25,188.37,188.61,28.57,28.26,28.09,27.900000000000002,27.71,27.52,27.32,27.14,26.76,N/A,N/A -2012,7,19,0,30,101610,100470,99350,73.83,0,4.89,5.26,5.3100000000000005,5.33,5.34,5.3500000000000005,5.3500000000000005,5.3500000000000005,5.3500000000000005,179.94,179.88,179.82,179.75,179.67000000000002,179.58,179.49,179.41,179.21,28.57,28.27,28.11,27.91,27.72,27.54,27.35,27.16,26.79,N/A,N/A -2012,7,19,1,30,101630,100480,99370,78.66,0,5.2,5.58,5.66,5.69,5.72,5.73,5.73,5.74,5.73,178.03,177.94,177.97,177.99,178,178.01,178.02,178.03,178.06,28.38,28.060000000000002,27.89,27.69,27.5,27.32,27.12,26.93,26.560000000000002,N/A,N/A -2012,7,19,2,30,101650,100500,99390,80.55,0,5.17,5.5600000000000005,5.64,5.69,5.71,5.73,5.74,5.75,5.76,175.24,175.27,175.31,175.33,175.35,175.36,175.37,175.38,175.4,28.27,27.94,27.77,27.57,27.39,27.2,27,26.82,26.44,N/A,N/A -2012,7,19,3,30,101670,100520,99410,81.98,0,5.8,6.26,6.3500000000000005,6.4,6.43,6.45,6.46,6.47,6.47,178.09,178.39000000000001,178.52,178.65,178.78,178.89000000000001,179.01,179.12,179.35,28.22,27.89,27.72,27.52,27.330000000000002,27.14,26.95,26.77,26.38,N/A,N/A -2012,7,19,4,30,101660,100510,99400,83.63,0,6.13,6.62,6.71,6.76,6.8,6.82,6.83,6.84,6.8500000000000005,186.81,186.92000000000002,186.95000000000002,186.99,187.02,187.05,187.08,187.11,187.18,28.150000000000002,27.810000000000002,27.64,27.44,27.25,27.060000000000002,26.86,26.68,26.3,N/A,N/A -2012,7,19,5,30,101700,100550,99440,85.69,0,4.88,5.24,5.32,5.36,5.39,5.41,5.43,5.44,5.46,188.62,188.70000000000002,188.71,188.75,188.77,188.8,188.84,188.88,188.97,28.1,27.76,27.580000000000002,27.39,27.2,27.01,26.810000000000002,26.63,26.25,N/A,N/A -2012,7,19,6,30,101750,100610,99490,84.96000000000001,0,5.25,5.61,5.68,5.7,5.72,5.72,5.72,5.71,5.69,189.04,189.49,189.70000000000002,189.91,190.1,190.29,190.48,190.67000000000002,191.07,28.28,27.93,27.76,27.560000000000002,27.37,27.18,26.98,26.79,26.41,N/A,N/A -2012,7,19,7,30,101790,100640,99520,87.04,0,4.92,5.26,5.33,5.37,5.39,5.4,5.41,5.42,5.42,195.83,195.84,195.77,195.71,195.66,195.61,195.55,195.5,195.43,28.150000000000002,27.79,27.62,27.42,27.23,27.04,26.84,26.66,26.28,N/A,N/A -2012,7,19,8,30,101800,100650,99540,85.26,0,4.89,5.22,5.29,5.32,5.34,5.3500000000000005,5.36,5.36,5.36,207.58,207.54,207.49,207.45000000000002,207.41,207.37,207.33,207.29,207.20000000000002,28.19,27.84,27.66,27.46,27.27,27.080000000000002,26.89,26.7,26.32,N/A,N/A -2012,7,19,9,30,101820,100670,99560,84.85000000000001,0,5.0200000000000005,5.37,5.44,5.47,5.49,5.5,5.51,5.51,5.51,214.47,214.38,214.33,214.27,214.23000000000002,214.19,214.15,214.11,214.03,28.150000000000002,27.8,27.63,27.43,27.240000000000002,27.05,26.85,26.67,26.28,N/A,N/A -2012,7,19,10,30,101850,100700,99590,84.26,0,4.1,4.41,4.48,4.53,4.57,4.6000000000000005,4.62,4.65,4.69,224,224.08,224.07,224.05,224.03,224.01,223.99,223.95000000000002,223.89000000000001,28.13,27.78,27.61,27.41,27.22,27.03,26.830000000000002,26.650000000000002,26.27,N/A,N/A -2012,7,19,11,30,101900,100750,99630,82.47,0,5.47,5.8500000000000005,5.92,5.94,5.94,5.94,5.92,5.9,5.8500000000000005,224.03,224.03,223.96,223.87,223.77,223.66,223.55,223.44,223.19,28.22,27.87,27.7,27.5,27.310000000000002,27.11,26.92,26.73,26.35,N/A,N/A -2012,7,19,12,30,101910,100760,99640,80.15,0,4.32,4.65,4.73,4.7700000000000005,4.8,4.83,4.8500000000000005,4.87,4.9,231.41,231.48000000000002,231.52,231.58,231.63,231.68,231.74,231.8,231.9,28.28,27.95,27.77,27.57,27.39,27.2,27,26.810000000000002,26.43,N/A,N/A -2012,7,19,13,30,101940,100780,99670,75.36,0,4.19,4.5,4.57,4.62,4.65,4.68,4.69,4.71,4.74,241.66,241.43,241.31,241.20000000000002,241.11,241.03,240.95000000000002,240.87,240.73000000000002,28.490000000000002,28.17,28,27.8,27.61,27.43,27.23,27.04,26.66,N/A,N/A -2012,7,19,14,30,101960,100800,99690,71.57000000000001,0,4.74,5.07,5.13,5.15,5.17,5.18,5.18,5.19,5.19,243.32,243.15,243.06,242.95000000000002,242.84,242.73000000000002,242.62,242.51,242.27,28.64,28.330000000000002,28.16,27.96,27.77,27.580000000000002,27.39,27.2,26.82,N/A,N/A -2012,7,19,15,30,101980,100830,99710,71.67,0,4,4.2700000000000005,4.32,4.3500000000000005,4.37,4.38,4.39,4.4,4.41,244.73000000000002,244.71,244.78,244.84,244.89000000000001,244.95000000000002,245,245.05,245.14000000000001,28.63,28.3,28.14,27.94,27.75,27.560000000000002,27.36,27.18,26.8,N/A,N/A -2012,7,19,16,30,101980,100830,99710,69.23,0,4.3100000000000005,4.63,4.69,4.73,4.76,4.79,4.8,4.82,4.8500000000000005,248.3,248.11,248.01000000000002,247.89000000000001,247.78,247.67000000000002,247.56,247.46,247.22,28.69,28.37,28.19,28,27.810000000000002,27.62,27.43,27.240000000000002,26.86,N/A,N/A -2012,7,19,17,30,101990,100840,99720,72.33,0,3.89,4.13,4.17,4.19,4.2,4.21,4.21,4.21,4.21,235.46,235.36,235.33,235.3,235.28,235.26,235.25,235.24,235.23000000000002,28.6,28.26,28.09,27.900000000000002,27.71,27.51,27.32,27.14,26.75,N/A,N/A -2012,7,19,18,30,101960,100810,99700,69.65,0,3.5700000000000003,3.7600000000000002,3.8000000000000003,3.8200000000000003,3.83,3.84,3.85,3.85,3.88,218.20000000000002,218.29,218.39000000000001,218.51,218.63,218.77,218.94,219.11,219.58,28.77,28.44,28.28,28.09,27.900000000000002,27.72,27.53,27.36,26.990000000000002,N/A,N/A -2012,7,19,19,30,101920,100770,99650,68.31,0,4.37,4.67,4.73,4.7700000000000005,4.79,4.82,4.84,4.87,4.93,207.22,207.82,208.20000000000002,208.61,209.03,209.46,209.94,210.41,211.59,28.990000000000002,28.67,28.51,28.32,28.14,27.96,27.77,27.6,27.25,N/A,N/A -2012,7,19,20,30,101900,100750,99640,70.55,0,4.4,4.72,4.7700000000000005,4.8,4.83,4.84,4.86,4.88,4.92,191.72,192.41,192.87,193.33,193.79,194.27,194.83,195.39000000000001,196.86,28.96,28.64,28.48,28.28,28.1,27.92,27.73,27.55,27.2,N/A,N/A -2012,7,19,21,30,101850,100700,99590,73.92,0,5.18,5.53,5.58,5.58,5.57,5.55,5.53,5.5,5.42,200.42000000000002,200.39000000000001,200.26,200.09,199.91,199.71,199.47,199.22,198.64000000000001,28.810000000000002,28.490000000000002,28.32,28.12,27.93,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,7,19,22,30,101810,100670,99550,72.85000000000001,0,4.65,5,5.0600000000000005,5.09,5.11,5.12,5.13,5.13,5.14,201.37,201.48000000000002,201.58,201.68,201.79,201.9,202.02,202.15,202.48000000000002,28.89,28.580000000000002,28.42,28.23,28.05,27.86,27.68,27.5,27.14,N/A,N/A -2012,7,19,23,30,101790,100640,99530,74.44,0,5.49,5.92,5.99,6.0200000000000005,6.04,6.04,6.03,6.03,6,201.78,201.9,201.95000000000002,201.98000000000002,202.02,202.04,202.07,202.09,202.14000000000001,28.810000000000002,28.51,28.34,28.150000000000002,27.97,27.78,27.59,27.400000000000002,27.03,N/A,N/A -2012,7,20,0,30,101750,100600,99490,75.76,0,5.82,6.3100000000000005,6.390000000000001,6.43,6.46,6.48,6.49,6.49,6.49,201.54,201.76,201.84,201.92000000000002,202,202.08,202.18,202.28,202.53,28.740000000000002,28.43,28.26,28.07,27.88,27.7,27.51,27.330000000000002,26.96,N/A,N/A -2012,7,20,1,30,101720,100570,99460,77.41,0,5.87,6.34,6.43,6.47,6.5,6.51,6.5200000000000005,6.53,6.54,201.89000000000001,202,202.13,202.29,202.45000000000002,202.6,202.79,202.97,203.42000000000002,28.6,28.28,28.11,27.92,27.740000000000002,27.55,27.36,27.18,26.810000000000002,N/A,N/A -2012,7,20,2,30,101750,100600,99490,80.57000000000001,0,6.45,6.98,7.08,7.13,7.15,7.17,7.17,7.18,7.17,199.53,199.74,199.84,199.95000000000002,200.04,200.13,200.24,200.34,200.57,28.490000000000002,28.16,28,27.8,27.61,27.42,27.23,27.05,26.67,N/A,N/A -2012,7,20,3,30,101760,100610,99500,82.13,0,6.55,7.07,7.18,7.23,7.26,7.28,7.29,7.29,7.28,203.98000000000002,204.13,204.20000000000002,204.29,204.37,204.46,204.57,204.67000000000002,204.91,28.48,28.150000000000002,27.97,27.78,27.59,27.400000000000002,27.21,27.03,26.66,N/A,N/A -2012,7,20,4,30,101760,100610,99500,84.42,0,6.69,7.25,7.37,7.43,7.47,7.5,7.5200000000000005,7.53,7.54,204.48000000000002,204.65,204.75,204.86,204.96,205.06,205.16,205.27,205.52,28.400000000000002,28.060000000000002,27.89,27.69,27.51,27.32,27.13,26.94,26.57,N/A,N/A -2012,7,20,5,30,101770,100620,99500,85.77,0,6.5600000000000005,7.140000000000001,7.26,7.32,7.36,7.390000000000001,7.4,7.41,7.41,209.23000000000002,209.46,209.51,209.55,209.59,209.62,209.65,209.68,209.73000000000002,28.35,28,27.830000000000002,27.63,27.44,27.25,27.05,26.87,26.490000000000002,N/A,N/A -2012,7,20,6,30,101800,100650,99540,85.98,0,6.86,7.38,7.49,7.54,7.5600000000000005,7.57,7.57,7.57,7.55,221.94,221.98000000000002,221.96,221.95000000000002,221.94,221.93,221.91,221.9,221.86,28.37,28.01,27.830000000000002,27.63,27.44,27.25,27.060000000000002,26.87,26.490000000000002,N/A,N/A -2012,7,20,7,30,101790,100640,99530,85.41,0,8.1,8.84,8.99,9.06,9.11,9.13,9.13,9.13,9.1,225.1,225.19,225.23000000000002,225.24,225.25,225.25,225.24,225.23000000000002,225.18,28.43,28.07,27.89,27.69,27.5,27.3,27.1,26.92,26.53,N/A,N/A -2012,7,20,8,30,101810,100660,99550,82.81,0,6.9,7.51,7.68,7.79,7.87,7.930000000000001,7.99,8.040000000000001,8.14,237.81,237.71,237.63,237.56,237.52,237.47,237.43,237.39000000000001,237.32,28.51,28.17,27.990000000000002,27.79,27.61,27.42,27.22,27.04,26.66,N/A,N/A -2012,7,20,9,30,101820,100680,99560,80.46000000000001,0,7.61,8.27,8.42,8.49,8.540000000000001,8.56,8.58,8.59,8.59,231.82,231.98000000000002,232.13,232.27,232.4,232.51,232.62,232.72,232.92000000000002,28.580000000000002,28.240000000000002,28.07,27.87,27.68,27.490000000000002,27.29,27.1,26.72,N/A,N/A -2012,7,20,10,30,101810,100660,99550,64.82000000000001,0,7.8,8.52,8.67,8.75,8.8,8.82,8.84,8.85,8.85,238.47,238.41,238.33,238.24,238.15,238.06,237.98000000000002,237.89000000000001,237.73000000000002,29.26,28.98,28.82,28.63,28.44,28.26,28.060000000000002,27.88,27.5,N/A,N/A -2012,7,20,11,30,101810,100660,99550,66.38,0,7.23,7.97,8.14,8.24,8.32,8.38,8.42,8.46,8.53,249.22,249.18,249.18,249.18,249.18,249.18,249.18,249.19,249.19,29.150000000000002,28.85,28.68,28.490000000000002,28.3,28.11,27.92,27.73,27.35,N/A,N/A -2012,7,20,12,30,101860,100710,99600,66.04,0,7.3,7.98,8.13,8.21,8.26,8.290000000000001,8.31,8.32,8.32,253.4,253.70000000000002,253.81,253.92000000000002,254.03,254.13,254.23000000000002,254.33,254.53,29.14,28.85,28.69,28.490000000000002,28.310000000000002,28.12,27.92,27.740000000000002,27.36,N/A,N/A -2012,7,20,13,30,101870,100710,99600,67.21000000000001,0,6.8,7.32,7.42,7.46,7.48,7.49,7.49,7.48,7.47,265.12,264.58,264.14,263.67,263.23,262.81,262.36,261.92,261.02,28.8,28.490000000000002,28.330000000000002,28.14,27.95,27.77,27.580000000000002,27.400000000000002,27.03,N/A,N/A -2012,7,20,14,30,101900,100750,99640,64.98,0,6.23,6.73,6.8100000000000005,6.84,6.8500000000000005,6.8500000000000005,6.8500000000000005,6.83,6.8,271.3,270.95,270.73,270.51,270.29,270.09000000000003,269.88,269.67,269.22,28.82,28.5,28.330000000000002,28.13,27.94,27.75,27.560000000000002,27.38,27,N/A,N/A -2012,7,20,15,30,101900,100750,99630,62.93,0,6.46,6.92,7.01,7.04,7.07,7.08,7.09,7.1000000000000005,7.13,270.63,270.09000000000003,269.7,269.25,268.82,268.38,267.92,267.48,266.55,28.77,28.48,28.32,28.13,27.96,27.78,27.6,27.43,27.080000000000002,N/A,N/A -2012,7,20,16,30,101870,100720,99600,61.27,0,5.38,5.82,5.91,5.96,6,6.03,6.05,6.08,6.12,264.1,264.47,264.71,264.93,265.15,265.36,265.58,265.78000000000003,266.25,29.01,28.71,28.55,28.36,28.18,27.990000000000002,27.8,27.63,27.26,N/A,N/A -2012,7,20,17,30,101860,100710,99590,61.410000000000004,0,5.26,5.64,5.7,5.72,5.73,5.73,5.73,5.73,5.72,234.58,235.1,235.46,235.85,236.24,236.64000000000001,237.12,237.6,238.83,29.21,28.91,28.75,28.55,28.37,28.19,28.01,27.830000000000002,27.47,N/A,N/A -2012,7,20,18,30,101810,100660,99550,62.550000000000004,0,5.38,5.75,5.79,5.79,5.78,5.76,5.73,5.69,5.61,217.32,217.82,218.16,218.54,218.95000000000002,219.39000000000001,219.96,220.56,222.51,29.29,28.990000000000002,28.830000000000002,28.64,28.46,28.29,28.1,27.93,27.61,N/A,N/A -2012,7,20,19,30,101780,100640,99520,63.43,0,4.8500000000000005,5.21,5.26,5.2700000000000005,5.2700000000000005,5.26,5.25,5.23,5.18,214.14000000000001,214.47,214.70000000000002,214.93,215.18,215.43,215.72,216.01,216.79,29.400000000000002,29.1,28.94,28.75,28.560000000000002,28.38,28.19,28.01,27.650000000000002,N/A,N/A -2012,7,20,20,30,101730,100580,99470,65.8,0,5.87,6.32,6.38,6.390000000000001,6.390000000000001,6.37,6.3500000000000005,6.32,6.24,211.06,211.16,211.28,211.4,211.51,211.63,211.75,211.88,212.21,29.310000000000002,29.01,28.85,28.66,28.48,28.29,28.1,27.92,27.560000000000002,N/A,N/A -2012,7,20,21,30,101710,100560,99450,67.55,0,5.96,6.45,6.53,6.5600000000000005,6.58,6.58,6.57,6.5600000000000005,6.5200000000000005,206,206.16,206.31,206.45000000000002,206.58,206.71,206.85,206.99,207.33,29.29,28.990000000000002,28.830000000000002,28.64,28.46,28.28,28.09,27.91,27.55,N/A,N/A -2012,7,20,22,30,101650,100510,99400,71.64,0,6.73,7.29,7.390000000000001,7.43,7.45,7.45,7.43,7.42,7.37,208.49,208.6,208.71,208.82,208.93,209.04,209.17000000000002,209.3,209.61,29.080000000000002,28.78,28.62,28.43,28.240000000000002,28.060000000000002,27.88,27.7,27.34,N/A,N/A -2012,7,20,23,30,101630,100490,99380,73.33,0,6.99,7.57,7.68,7.72,7.74,7.74,7.73,7.72,7.68,209.24,209.4,209.48000000000002,209.57,209.65,209.74,209.83,209.92000000000002,210.13,29.02,28.72,28.55,28.36,28.18,27.990000000000002,27.8,27.62,27.26,N/A,N/A -2012,7,21,0,30,101590,100440,99330,75.85000000000001,0,7.390000000000001,8.03,8.15,8.2,8.23,8.25,8.25,8.25,8.24,210.76,210.94,211.05,211.16,211.28,211.41,211.55,211.70000000000002,212.07,28.93,28.62,28.45,28.26,28.080000000000002,27.89,27.71,27.53,27.17,N/A,N/A -2012,7,21,1,30,101550,100410,99300,77.84,0,7.41,8.06,8.19,8.24,8.27,8.28,8.28,8.27,8.24,214.14000000000001,214.3,214.41,214.52,214.62,214.72,214.83,214.93,215.18,28.900000000000002,28.57,28.41,28.21,28.03,27.84,27.66,27.48,27.11,N/A,N/A -2012,7,21,2,30,101560,100410,99300,81.21000000000001,0,7.61,8.28,8.4,8.46,8.49,8.5,8.5,8.5,8.47,215.03,215.20000000000002,215.28,215.36,215.44,215.51,215.6,215.68,215.88,28.75,28.41,28.240000000000002,28.05,27.86,27.68,27.490000000000002,27.3,26.94,N/A,N/A -2012,7,21,3,30,101550,100410,99300,81.68,0,7.83,8.52,8.65,8.72,8.75,8.77,8.78,8.790000000000001,8.790000000000001,223.39000000000001,223.55,223.63,223.73000000000002,223.84,223.96,224.09,224.22,224.57,28.77,28.43,28.27,28.07,27.89,27.71,27.52,27.34,26.98,N/A,N/A -2012,7,21,4,30,101550,100410,99300,83.26,0,7.54,8.2,8.33,8.4,8.43,8.45,8.45,8.45,8.44,230.16,230.29,230.36,230.46,230.54,230.64000000000001,230.75,230.86,231.13,28.73,28.39,28.22,28.02,27.84,27.650000000000002,27.46,27.28,26.91,N/A,N/A -2012,7,21,5,30,101550,100400,99290,85.23,0,7.78,8.47,8.61,8.68,8.72,8.74,8.75,8.74,8.72,229.59,229.73000000000002,229.8,229.86,229.92000000000002,229.97,230.03,230.09,230.22,28.63,28.28,28.11,27.91,27.72,27.53,27.34,27.150000000000002,26.78,N/A,N/A -2012,7,21,6,30,101550,100400,99300,84.85000000000001,0,7.79,8.46,8.61,8.67,8.72,8.74,8.75,8.76,8.75,236.05,236.11,236.15,236.19,236.23000000000002,236.28,236.33,236.38,236.5,28.67,28.310000000000002,28.14,27.94,27.75,27.57,27.37,27.19,26.82,N/A,N/A -2012,7,21,7,30,101590,100440,99330,85.95,0,7.76,8.43,8.57,8.63,8.67,8.69,8.700000000000001,8.700000000000001,8.69,231.93,232.12,232.20000000000002,232.28,232.35,232.42000000000002,232.49,232.56,232.71,28.63,28.27,28.09,27.89,27.7,27.52,27.32,27.14,26.77,N/A,N/A -2012,7,21,8,30,101570,100420,99310,87.46000000000001,0,7.87,8.56,8.71,8.78,8.82,8.84,8.85,8.85,8.84,240.56,240.62,240.67000000000002,240.72,240.76,240.81,240.87,240.92000000000002,241.03,28.53,28.16,27.98,27.78,27.59,27.400000000000002,27.21,27.02,26.64,N/A,N/A -2012,7,21,9,30,101570,100430,99320,88.03,0,7.97,8.69,8.85,8.93,8.98,9.01,9.02,9.02,9.01,243.58,243.65,243.66,243.69,243.71,243.74,243.78,243.81,243.9,28.5,28.13,27.95,27.75,27.55,27.36,27.17,26.98,26.6,N/A,N/A -2012,7,21,10,30,101610,100470,99360,86.18,0,7.99,8.73,8.88,8.950000000000001,8.99,9.01,9,8.99,8.93,249.97,249.94,249.98000000000002,250.04,250.11,250.18,250.27,250.35,250.56,28.650000000000002,28.29,28.11,27.91,27.72,27.52,27.32,27.14,26.75,N/A,N/A -2012,7,21,11,30,101600,100460,99350,82.34,0,7.96,8.51,8.620000000000001,8.65,8.66,8.66,8.66,8.65,8.61,252.74,253.11,253.31,253.51000000000002,253.69,253.87,254.04,254.21,254.54,28.63,28.27,28.1,27.91,27.72,27.54,27.35,27.17,26.810000000000002,N/A,N/A -2012,7,21,12,30,101640,100490,99380,84.32000000000001,0,7.5200000000000005,8.14,8.27,8.33,8.36,8.38,8.38,8.38,8.370000000000001,267.01,266.78000000000003,266.59000000000003,266.37,266.17,265.97,265.76,265.56,265.14,28.38,28,27.82,27.62,27.43,27.23,27.04,26.85,26.47,N/A,N/A -2012,7,21,13,30,101640,100500,99380,81.65,0,7.25,7.88,8.01,8.09,8.14,8.17,8.19,8.2,8.22,267.33,267.17,267.07,266.96,266.86,266.76,266.66,266.56,266.36,28.29,27.91,27.73,27.53,27.34,27.150000000000002,26.96,26.77,26.39,N/A,N/A -2012,7,21,14,30,101660,100510,99390,83.11,0,7.54,8.14,8.26,8.32,8.35,8.370000000000001,8.38,8.39,8.39,271.46,271.11,271,270.88,270.77,270.66,270.55,270.44,270.2,27.98,27.580000000000002,27.400000000000002,27.2,27,26.810000000000002,26.62,26.43,26.060000000000002,N/A,N/A -2012,7,21,15,30,101650,100500,99390,77.33,0,6.19,6.63,6.71,6.74,6.76,6.76,6.76,6.75,6.74,262.58,263.08,263.42,263.73,264.02,264.29,264.58,264.85,265.45,28.34,27.98,27.8,27.61,27.42,27.23,27.04,26.86,26.490000000000002,N/A,N/A -2012,7,21,16,30,101650,100510,99400,71.87,0,4.92,5.28,5.36,5.41,5.44,5.47,5.49,5.51,5.55,255.6,256.28000000000003,256.73,257.19,257.62,258.05,258.51,258.96,260.04,28.93,28.61,28.44,28.25,28.07,27.88,27.69,27.52,27.150000000000002,N/A,N/A -2012,7,21,17,30,101610,100470,99360,68.63,0,4.11,4.36,4.39,4.4,4.4,4.4,4.39,4.39,4.38,243.68,244.86,245.58,246.34,247.1,247.86,248.74,249.61,251.81,29.29,28.98,28.82,28.63,28.45,28.27,28.080000000000002,27.91,27.560000000000002,N/A,N/A -2012,7,21,18,30,101610,100470,99360,68.62,0,3.8000000000000003,3.99,3.99,3.97,3.94,3.91,3.86,3.8200000000000003,3.73,215.79,216.73000000000002,217.32,217.96,218.6,219.29,220.1,220.91,223.06,29.5,29.19,29.03,28.84,28.66,28.48,28.29,28.12,27.77,N/A,N/A -2012,7,21,19,30,101610,100470,99360,71.45,0,3.83,4.03,4.05,4.05,4.04,4.0200000000000005,4,3.98,3.92,209.74,210.06,210.31,210.55,210.78,211,211.24,211.47,211.99,29.37,29.04,28.87,28.67,28.490000000000002,28.3,28.11,27.93,27.560000000000002,N/A,N/A -2012,7,21,20,30,101560,100420,99310,74.88,0,4.48,4.73,4.75,4.75,4.74,4.72,4.69,4.66,4.58,205.85,205.96,205.99,206.02,206.04,206.07,206.09,206.12,206.19,29.23,28.89,28.72,28.52,28.34,28.150000000000002,27.96,27.78,27.42,N/A,N/A -2012,7,21,21,30,101520,100370,99270,74.47,0,4.07,4.28,4.29,4.28,4.26,4.24,4.21,4.17,4.09,196.57,196.8,196.88,196.97,197.07,197.16,197.27,197.38,197.63,29.22,28.89,28.72,28.53,28.35,28.16,27.98,27.8,27.45,N/A,N/A -2012,7,21,22,30,101490,100350,99240,76.45,0,5.2700000000000005,5.63,5.68,5.69,5.68,5.67,5.65,5.63,5.58,186.59,186.58,186.6,186.61,186.61,186.61,186.6,186.59,186.53,29.150000000000002,28.830000000000002,28.66,28.47,28.29,28.1,27.91,27.73,27.37,N/A,N/A -2012,7,21,23,30,101450,100300,99200,75.73,0,7.04,7.640000000000001,7.75,7.8,7.82,7.83,7.83,7.83,7.8100000000000005,179.42000000000002,179.62,179.71,179.81,179.9,179.99,180.09,180.18,180.37,29.16,28.85,28.68,28.490000000000002,28.3,28.11,27.92,27.740000000000002,27.36,N/A,N/A -2012,7,22,0,30,101430,100290,99180,74.38,0,7.32,7.94,8.05,8.1,8.120000000000001,8.13,8.13,8.13,8.1,182.42000000000002,182.59,182.66,182.72,182.79,182.85,182.92000000000002,182.98,183.13,29.150000000000002,28.84,28.67,28.47,28.29,28.1,27.900000000000002,27.72,27.34,N/A,N/A -2012,7,22,1,30,101390,100250,99140,86.87,0,7.66,8.26,8.370000000000001,8.4,8.41,8.41,8.39,8.370000000000001,8.31,185.09,185.52,185.8,186.09,186.38,186.69,187.04,187.39000000000001,188.21,28.29,27.91,27.73,27.54,27.35,27.17,26.98,26.8,26.44,N/A,N/A -2012,7,22,2,30,101430,100280,99170,87.52,0,7.21,7.7700000000000005,7.890000000000001,7.930000000000001,7.96,7.97,7.97,7.97,7.94,188.69,188.95000000000002,189.09,189.22,189.33,189.42000000000002,189.53,189.62,189.84,28.21,27.830000000000002,27.650000000000002,27.45,27.26,27.07,26.88,26.69,26.32,N/A,N/A -2012,7,22,3,30,101430,100290,99180,86.08,0,6.890000000000001,7.41,7.51,7.55,7.57,7.57,7.57,7.5600000000000005,7.5200000000000005,198.89000000000001,198.92000000000002,198.94,198.96,198.98000000000002,199,199.03,199.06,199.13,28.35,27.98,27.8,27.6,27.41,27.22,27.03,26.85,26.47,N/A,N/A -2012,7,22,4,30,101420,100280,99170,85.4,0,6.2700000000000005,6.73,6.8100000000000005,6.8500000000000005,6.87,6.88,6.88,6.88,6.86,197.81,197.94,198.03,198.14000000000001,198.24,198.34,198.45000000000002,198.55,198.79,28.34,27.98,27.8,27.6,27.41,27.23,27.03,26.85,26.48,N/A,N/A -2012,7,22,5,30,101420,100270,99170,83.53,0,6.32,6.7700000000000005,6.8500000000000005,6.87,6.88,6.88,6.88,6.86,6.82,193.54,193.63,193.66,193.70000000000002,193.73000000000002,193.76,193.78,193.81,193.87,28.34,27.97,27.79,27.59,27.400000000000002,27.21,27.01,26.830000000000002,26.45,N/A,N/A -2012,7,22,6,30,101440,100300,99190,80.58,0,6.61,7.1000000000000005,7.21,7.25,7.2700000000000005,7.28,7.29,7.28,7.2700000000000005,190.72,190.67000000000002,190.6,190.54,190.48,190.43,190.38,190.34,190.27,28.39,28.03,27.85,27.650000000000002,27.46,27.27,27.07,26.89,26.5,N/A,N/A -2012,7,22,7,30,101460,100310,99210,78.86,0,5.87,6.3100000000000005,6.390000000000001,6.42,6.44,6.45,6.45,6.45,6.44,187.73,187.84,187.94,188.03,188.11,188.20000000000002,188.28,188.37,188.56,28.490000000000002,28.14,27.97,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,22,8,30,101500,100350,99240,80.79,0,6.38,6.88,6.98,7.03,7.0600000000000005,7.07,7.08,7.08,7.07,192.38,192.55,192.56,192.56,192.57,192.57,192.58,192.59,192.63,28.47,28.11,27.94,27.740000000000002,27.55,27.36,27.16,26.97,26.59,N/A,N/A -2012,7,22,9,30,101520,100380,99270,84.94,0,5.68,6.1000000000000005,6.19,6.23,6.2700000000000005,6.28,6.3,6.3100000000000005,6.3100000000000005,197.39000000000001,197.46,197.48000000000002,197.51,197.54,197.57,197.61,197.64000000000001,197.74,28.32,27.96,27.78,27.580000000000002,27.39,27.2,27,26.82,26.44,N/A,N/A -2012,7,22,10,30,101570,100430,99320,82.95,0,4.7700000000000005,5.11,5.19,5.22,5.25,5.26,5.2700000000000005,5.28,5.28,197.97,198.66,198.82,198.94,199.01,199.07,199.11,199.14000000000001,199.18,28.62,28.28,28.11,27.91,27.72,27.53,27.34,27.150000000000002,26.77,N/A,N/A -2012,7,22,11,30,101600,100460,99350,81.47,0,4.83,5.1000000000000005,5.15,5.16,5.16,5.15,5.13,5.12,5.07,201.07,200.78,200.52,200.27,200.05,199.83,199.61,199.41,199,28.44,28.09,27.92,27.72,27.53,27.34,27.150000000000002,26.97,26.59,N/A,N/A -2012,7,22,12,30,101630,100480,99370,80.99,0,4.97,5.28,5.33,5.34,5.34,5.34,5.33,5.32,5.29,215.5,215.5,215.48000000000002,215.45000000000002,215.42000000000002,215.39000000000001,215.37,215.33,215.27,28.42,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.11,26.92,26.54,N/A,N/A -2012,7,22,13,30,101640,100490,99380,81.10000000000001,0,2.84,3.02,3.0500000000000003,3.08,3.11,3.13,3.14,3.16,3.19,221.03,220.95000000000002,220.85,220.76,220.68,220.62,220.55,220.5,220.38,28.39,28.05,27.88,27.68,27.490000000000002,27.3,27.11,26.92,26.54,N/A,N/A -2012,7,22,14,30,101680,100530,99420,82.86,0,1.36,1.41,1.42,1.42,1.43,1.43,1.43,1.43,1.43,245.07,244.48000000000002,244.07,243.67000000000002,243.28,242.89000000000001,242.48000000000002,242.08,241.25,28.36,28.02,27.84,27.650000000000002,27.46,27.27,27.07,26.89,26.51,N/A,N/A -2012,7,22,15,30,101710,100570,99460,82.07000000000001,0,0.35000000000000003,0.39,0.41000000000000003,0.42,0.44,0.45,0.47000000000000003,0.49,0.52,236.58,234.55,233.38,232.37,231.46,230.58,229.82,229.13,227.8,28.490000000000002,28.14,27.97,27.77,27.580000000000002,27.39,27.2,27.01,26.63,N/A,N/A -2012,7,22,16,30,101720,100580,99470,82.01,0,0.81,0.85,0.86,0.87,0.88,0.89,0.9,0.91,0.93,161.47,163.68,164.82,165.99,167.05,168.05,169.12,170.15,172.27,28.61,28.26,28.080000000000002,27.88,27.69,27.5,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,7,22,17,30,101720,100570,99460,83.10000000000001,0,2.31,2.44,2.47,2.49,2.5100000000000002,2.52,2.5300000000000002,2.5500000000000003,2.57,117.72,118.79,119.36,119.91,120.42,120.92,121.42,121.9,122.89,28.75,28.38,28.21,28.01,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,7,22,18,30,101720,100570,99460,81.85000000000001,0,5.46,5.8,5.8500000000000005,5.87,5.87,5.87,5.86,5.86,5.83,118.63,118.75,118.96000000000001,119.17,119.34,119.51,119.67,119.81,120.11,28.95,28.580000000000002,28.400000000000002,28.19,28,27.810000000000002,27.61,27.42,27.04,N/A,N/A -2012,7,22,19,30,101740,100580,99470,87.74,0,7.7700000000000005,8.290000000000001,8.39,8.41,8.42,8.41,8.4,8.39,8.33,154.26,155.4,155.93,156.46,156.95000000000002,157.42000000000002,157.89000000000001,158.34,159.43,27.63,27.22,27.04,26.85,26.67,26.5,26.32,26.150000000000002,25.830000000000002,N/A,N/A -2012,7,22,20,30,101700,100540,99430,80.87,0,7.0200000000000005,7.44,7.47,7.44,7.4,7.33,7.25,7.17,6.94,158.26,158.55,158.73,158.94,159.17000000000002,159.42000000000002,159.75,160.09,160.89000000000001,27.57,27.16,26.98,26.78,26.59,26.41,26.22,26.04,25.67,N/A,N/A -2012,7,22,21,30,101720,100570,99450,80.64,0,8.44,9.08,9.17,9.200000000000001,9.19,9.16,9.120000000000001,9.08,8.950000000000001,183.36,183.53,183.46,183.37,183.27,183.19,183.09,182.99,182.75,27.52,27.1,26.92,26.71,26.52,26.330000000000002,26.14,25.96,25.59,N/A,N/A -2012,7,22,22,30,101720,100570,99450,82.43,0,9.82,10.57,10.700000000000001,10.72,10.72,10.68,10.63,10.58,10.44,194.39000000000001,194.17000000000002,193.9,193.61,193.32,193.03,192.71,192.4,191.72,27.29,26.84,26.64,26.44,26.240000000000002,26.05,25.86,25.68,25.310000000000002,N/A,N/A -2012,7,22,23,30,101720,100570,99450,86.69,0,9.14,9.870000000000001,10.02,10.08,10.11,10.13,10.120000000000001,10.11,10.06,181.34,181.38,181.4,181.42000000000002,181.44,181.46,181.48,181.49,181.53,27.16,26.71,26.52,26.310000000000002,26.11,25.92,25.72,25.54,25.16,N/A,N/A -2012,7,23,0,30,101700,100550,99430,83.96000000000001,0,7.23,7.73,7.82,7.8500000000000005,7.86,7.86,7.8500000000000005,7.84,7.8,187.12,186.95000000000002,186.83,186.71,186.59,186.45000000000002,186.31,186.17000000000002,185.83,26.92,26.48,26.29,26.09,25.89,25.7,25.51,25.32,24.94,N/A,N/A -2012,7,23,1,30,101660,100510,99390,80.81,0,5.44,5.78,5.84,5.86,5.87,5.88,5.89,5.89,5.91,175.39000000000001,175.22,175.09,174.95000000000002,174.8,174.65,174.46,174.26,173.69,27.22,26.810000000000002,26.63,26.43,26.240000000000002,26.060000000000002,25.87,25.69,25.330000000000002,N/A,N/A -2012,7,23,2,30,101730,100570,99460,78.97,0,5.37,5.73,5.8,5.83,5.8500000000000005,5.86,5.87,5.87,5.88,156.15,156.09,156.17000000000002,156.22,156.26,156.29,156.3,156.3,156.28,27.63,27.25,27.07,26.87,26.68,26.490000000000002,26.3,26.12,25.740000000000002,N/A,N/A -2012,7,23,3,30,101710,100560,99440,79.19,0,6,6.45,6.55,6.6000000000000005,6.63,6.66,6.68,6.7,6.72,158.27,158.12,158.08,158.02,157.97,157.91,157.84,157.78,157.64000000000001,27.97,27.59,27.41,27.21,27.02,26.830000000000002,26.63,26.45,26.07,N/A,N/A -2012,7,23,4,30,101720,100570,99450,82.21000000000001,0,7.24,7.83,7.95,8.02,8.06,8.08,8.09,8.1,8.1,160.37,160.32,160.32,160.32,160.32,160.32,160.32,160.32,160.32,28.07,27.69,27.5,27.3,27.11,26.92,26.72,26.54,26.16,N/A,N/A -2012,7,23,5,30,101710,100560,99450,80.09,0,7,7.53,7.640000000000001,7.7,7.72,7.74,7.75,7.75,7.73,159.27,159.29,159.32,159.37,159.41,159.45000000000002,159.49,159.54,159.63,28.12,27.75,27.57,27.37,27.18,26.990000000000002,26.79,26.6,26.23,N/A,N/A -2012,7,23,6,30,101750,100600,99480,79.39,0,6.5200000000000005,7.03,7.15,7.21,7.25,7.2700000000000005,7.29,7.3,7.32,163.86,163.98,164.01,164.04,164.07,164.1,164.12,164.14000000000001,164.17000000000002,28.18,27.810000000000002,27.63,27.43,27.240000000000002,27.04,26.85,26.66,26.28,N/A,N/A -2012,7,23,7,30,101780,100630,99510,77.47,0,5.32,5.7,5.78,5.82,5.8500000000000005,5.87,5.88,5.89,5.9,167.13,167.09,167.08,167.08,167.08,167.09,167.09,167.1,167.11,28.28,27.92,27.740000000000002,27.54,27.35,27.16,26.96,26.78,26.39,N/A,N/A -2012,7,23,8,30,101780,100630,99520,79.42,0,4.97,5.3100000000000005,5.39,5.42,5.45,5.46,5.47,5.48,5.48,177.02,176.94,176.92000000000002,176.88,176.85,176.82,176.79,176.75,176.67000000000002,28.19,27.830000000000002,27.650000000000002,27.45,27.25,27.060000000000002,26.86,26.68,26.29,N/A,N/A -2012,7,23,9,30,101810,100660,99540,78.27,0,5.36,5.7,5.75,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.76,5.75,5.72,171.36,171.59,171.70000000000002,171.81,171.92000000000002,172.02,172.13,172.23,172.45000000000002,28.2,27.84,27.66,27.46,27.27,27.07,26.88,26.69,26.310000000000002,N/A,N/A -2012,7,23,10,30,101820,100670,99550,77.23,0,4.4,4.69,4.75,4.7700000000000005,4.79,4.79,4.79,4.79,4.78,190.17000000000002,189.99,189.87,189.76,189.65,189.55,189.44,189.35,189.15,28.36,28.01,27.830000000000002,27.63,27.44,27.25,27.05,26.86,26.48,N/A,N/A -2012,7,23,11,30,101850,100700,99590,75.10000000000001,0,4.69,5.03,5.1000000000000005,5.14,5.17,5.19,5.21,5.23,5.25,189.59,189.43,189.42000000000002,189.42000000000002,189.42000000000002,189.42000000000002,189.42000000000002,189.43,189.44,28.41,28.07,27.900000000000002,27.69,27.5,27.32,27.12,26.93,26.55,N/A,N/A -2012,7,23,12,30,101860,100710,99600,75.31,0,3.7600000000000002,3.96,3.99,3.99,3.99,3.99,3.98,3.97,3.94,183.66,183.76,183.77,183.8,183.82,183.84,183.87,183.91,184,28.37,28.02,27.85,27.650000000000002,27.46,27.27,27.07,26.89,26.5,N/A,N/A -2012,7,23,13,30,101890,100740,99630,75.16,0,2.99,3.15,3.17,3.19,3.19,3.2,3.2,3.2,3.2,183.05,183.18,183.23,183.26,183.28,183.3,183.3,183.31,183.3,28.400000000000002,28.05,27.88,27.68,27.490000000000002,27.3,27.11,26.92,26.54,N/A,N/A -2012,7,23,14,30,101910,100760,99650,76.18,0,2.31,2.41,2.42,2.42,2.42,2.42,2.42,2.41,2.4,190.99,190.79,190.76,190.70000000000002,190.62,190.55,190.45000000000002,190.35,190.12,28.400000000000002,28.05,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.54,N/A,N/A -2012,7,23,15,30,101950,100800,99690,77.05,0,1.74,1.85,1.8900000000000001,1.92,1.94,1.96,1.99,2.0100000000000002,2.04,174.33,174.16,174.03,173.92000000000002,173.84,173.78,173.73,173.69,173.61,28.45,28.1,27.93,27.73,27.54,27.35,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,7,23,16,30,101910,100750,99640,79.8,0,3.47,3.54,3.5,3.46,3.42,3.37,3.3200000000000003,3.27,3.18,153.4,154.55,155.3,156.04,156.75,157.39000000000001,158.07,158.67000000000002,159.95000000000002,28.26,27.900000000000002,27.72,27.53,27.34,27.16,26.96,26.78,26.41,N/A,N/A -2012,7,23,17,30,101960,100800,99690,85.31,0,3.0500000000000003,2.54,2.13,1.6400000000000001,1.25,0.93,0.85,0.8300000000000001,1.33,17.22,20.55,24.47,30.5,43.300000000000004,57.26,82.82000000000001,110.33,142.54,27.3,26.990000000000002,26.87,26.75,26.62,26.490000000000002,26.37,26.25,26.05,N/A,N/A -2012,7,23,18,30,101910,100750,99640,82.64,0,2.19,2.42,2.5100000000000002,2.59,2.66,2.71,2.7600000000000002,2.8000000000000003,2.88,123.62,128.27,130.44,132.32,133.85,135.17000000000002,136.3,137.28,139.09,27.95,27.580000000000002,27.41,27.21,27.03,26.84,26.650000000000002,26.47,26.1,N/A,N/A -2012,7,23,19,30,101930,100780,99670,74.19,0,3.7,3.89,3.92,3.94,3.95,3.95,3.95,3.95,3.94,155.73,155.52,155.4,155.28,155.16,155.05,154.94,154.84,154.63,28.73,28.36,28.19,27.990000000000002,27.8,27.61,27.41,27.22,26.85,N/A,N/A -2012,7,23,20,30,101910,100760,99650,74.03,0,3.45,3.67,3.72,3.74,3.77,3.7800000000000002,3.79,3.8000000000000003,3.81,134.71,134.81,134.94,135.04,135.12,135.2,135.26,135.32,135.4,28.900000000000002,28.54,28.37,28.16,27.97,27.78,27.580000000000002,27.39,27.01,N/A,N/A -2012,7,23,21,30,101890,100740,99630,71.73,0,4.19,4.45,4.49,4.5,4.5200000000000005,4.5200000000000005,4.5200000000000005,4.5200000000000005,4.5200000000000005,143.07,142.93,142.85,142.75,142.66,142.57,142.47,142.38,142.19,28.94,28.6,28.42,28.22,28.03,27.84,27.650000000000002,27.46,27.07,N/A,N/A -2012,7,23,22,30,101890,100740,99620,78.01,0,3.35,3.56,3.61,3.64,3.66,3.67,3.69,3.7,3.71,146.23,146.19,146.29,146.38,146.47,146.56,146.65,146.74,146.92000000000002,28.66,28.32,28.150000000000002,27.94,27.75,27.560000000000002,27.37,27.18,26.8,N/A,N/A -2012,7,23,23,30,101870,100720,99610,79.63,0,3.64,3.88,3.93,3.97,3.99,4.0200000000000005,4.03,4.05,4.09,145.9,145.78,145.78,145.78,145.78,145.77,145.75,145.74,145.71,28.61,28.27,28.1,27.900000000000002,27.71,27.52,27.330000000000002,27.14,26.76,N/A,N/A -2012,7,24,0,30,101830,100680,99560,79.92,0,3.91,4.17,4.23,4.2700000000000005,4.3,4.33,4.3500000000000005,4.38,4.42,133.99,134.26,134.5,134.7,134.86,135.02,135.15,135.27,135.48,28.66,28.32,28.150000000000002,27.96,27.76,27.57,27.38,27.2,26.810000000000002,N/A,N/A -2012,7,24,1,30,101810,100660,99550,78.05,0,4.09,4.36,4.43,4.47,4.5,4.5200000000000005,4.54,4.5600000000000005,4.59,137.01,137.55,137.72,137.82,137.86,137.87,137.85,137.82,137.68,28.87,28.55,28.39,28.19,28.01,27.830000000000002,27.63,27.45,27.080000000000002,N/A,N/A -2012,7,24,2,30,101800,100650,99540,78.53,0,5.12,5.49,5.57,5.62,5.65,5.67,5.69,5.71,5.73,141.82,141.67000000000002,141.67000000000002,141.69,141.72,141.76,141.81,141.87,141.99,28.71,28.38,28.21,28.02,27.830000000000002,27.64,27.45,27.27,26.89,N/A,N/A -2012,7,24,3,30,101810,100670,99560,79.01,0,5.86,6.33,6.42,6.47,6.5,6.51,6.5200000000000005,6.5200000000000005,6.5200000000000005,161.81,161.51,161.32,161.14000000000001,160.97,160.8,160.64000000000001,160.48,160.17000000000002,28.740000000000002,28.400000000000002,28.23,28.03,27.84,27.650000000000002,27.46,27.27,26.89,N/A,N/A -2012,7,24,4,30,101810,100660,99550,79.54,0,5.51,5.9,5.96,5.99,6.01,6.0200000000000005,6.0200000000000005,6.01,6,148.43,148.68,148.78,148.88,148.97,149.07,149.16,149.25,149.44,28.5,28.150000000000002,27.97,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,24,5,30,101800,100650,99540,79.07000000000001,0,5.63,6.04,6.11,6.15,6.17,6.18,6.18,6.18,6.18,152.68,152.59,152.63,152.67000000000002,152.70000000000002,152.74,152.77,152.8,152.87,28.330000000000002,27.97,27.8,27.6,27.41,27.21,27.02,26.830000000000002,26.45,N/A,N/A -2012,7,24,6,30,101830,100680,99570,72.74,0,5.33,5.73,5.8,5.83,5.84,5.8500000000000005,5.84,5.84,5.8100000000000005,146.95000000000002,147.11,147.18,147.25,147.3,147.35,147.4,147.45000000000002,147.55,28.54,28.2,28.03,27.84,27.650000000000002,27.46,27.26,27.07,26.69,N/A,N/A -2012,7,24,7,30,101840,100690,99580,67.15,0,5.74,6.15,6.2,6.22,6.21,6.2,6.18,6.16,6.1000000000000005,155.26,155.57,155.67000000000002,155.76,155.83,155.91,155.97,156.04,156.16,28.85,28.55,28.39,28.19,28,27.810000000000002,27.62,27.43,27.05,N/A,N/A -2012,7,24,8,30,101830,100680,99570,73.42,0,5.92,6.390000000000001,6.48,6.53,6.5600000000000005,6.59,6.61,6.62,6.640000000000001,173.14000000000001,173.16,173.18,173.20000000000002,173.23,173.26,173.29,173.32,173.39000000000001,28.55,28.21,28.04,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.7,N/A,N/A -2012,7,24,9,30,101860,100710,99600,79.78,0,5.14,5.5,5.58,5.62,5.66,5.69,5.71,5.73,5.7700000000000005,171.29,171.72,171.85,171.93,171.99,172.03,172.06,172.08,172.1,28.32,27.98,27.810000000000002,27.61,27.42,27.23,27.04,26.85,26.48,N/A,N/A -2012,7,24,10,30,101890,100730,99620,80.28,0,3.81,4.07,4.12,4.16,4.2,4.22,4.25,4.2700000000000005,4.32,176.5,176.81,176.98,177.15,177.3,177.45000000000002,177.58,177.71,177.95000000000002,28.32,27.98,27.810000000000002,27.61,27.42,27.240000000000002,27.04,26.86,26.48,N/A,N/A -2012,7,24,11,30,101870,100720,99610,78.72,0,4.48,4.83,4.92,4.97,5.01,5.05,5.08,5.1000000000000005,5.15,173.9,174.15,174.24,174.3,174.34,174.37,174.39000000000001,174.4,174.41,28.43,28.1,27.93,27.73,27.54,27.35,27.150000000000002,26.97,26.59,N/A,N/A -2012,7,24,12,30,101890,100740,99630,79.09,0,3.7800000000000002,4.0600000000000005,4.12,4.15,4.17,4.19,4.2,4.21,4.22,174.59,174.07,173.91,173.74,173.59,173.45000000000002,173.31,173.18,172.91,28.45,28.11,27.94,27.740000000000002,27.55,27.36,27.17,26.98,26.6,N/A,N/A -2012,7,24,13,30,101920,100770,99660,76.88,0,4.41,4.74,4.8100000000000005,4.8500000000000005,4.87,4.89,4.91,4.92,4.93,167.94,168.28,168.51,168.72,168.9,169.08,169.27,169.43,169.77,28.560000000000002,28.23,28.060000000000002,27.86,27.67,27.48,27.29,27.1,26.72,N/A,N/A -2012,7,24,14,30,101940,100790,99670,77.89,0,3.92,4.16,4.2,4.22,4.22,4.23,4.22,4.22,4.21,179.01,178.84,178.75,178.67000000000002,178.59,178.52,178.44,178.36,178.21,28.47,28.13,27.96,27.76,27.57,27.38,27.18,27,26.62,N/A,N/A -2012,7,24,15,30,101910,100760,99650,78.45,0,3.36,3.5500000000000003,3.58,3.6,3.61,3.62,3.62,3.63,3.63,185.04,185.56,185.91,186.26,186.58,186.88,187.19,187.49,188.08,28.41,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.11,26.92,26.54,N/A,N/A -2012,7,24,16,30,101880,100730,99620,75.34,0,2.97,3.09,3.1,3.1,3.09,3.09,3.08,3.0700000000000003,3.04,197.02,197.19,197.23000000000002,197.26,197.27,197.28,197.28,197.28,197.24,28.44,28.080000000000002,27.91,27.71,27.52,27.330000000000002,27.14,26.95,26.57,N/A,N/A -2012,7,24,17,30,101870,100720,99610,76.15,0,2.4,2.5100000000000002,2.52,2.5300000000000002,2.5300000000000002,2.5300000000000002,2.5300000000000002,2.52,2.52,192.68,191.52,190.89000000000001,190.25,189.65,189.07,188.5,187.97,186.8,28.37,28.02,27.84,27.64,27.45,27.25,27.060000000000002,26.87,26.490000000000002,N/A,N/A -2012,7,24,18,30,101810,100660,99540,75.22,0,1.9000000000000001,1.95,1.95,1.94,1.93,1.92,1.9100000000000001,1.9000000000000001,1.8800000000000001,156.94,157.41,157.63,157.82,157.99,158.14000000000001,158.26,158.37,158.52,28.43,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.11,26.92,26.54,N/A,N/A -2012,7,24,19,30,101780,100630,99520,74.69,0,2.4,2.52,2.54,2.5500000000000003,2.56,2.57,2.58,2.58,2.59,160.78,160.32,159.88,159.45000000000002,159.09,158.75,158.39000000000001,158.05,157.39000000000001,28.51,28.14,27.96,27.76,27.57,27.38,27.18,27,26.62,N/A,N/A -2012,7,24,20,30,101730,100580,99470,76.18,0,3.62,3.8200000000000003,3.85,3.87,3.89,3.89,3.9,3.9,3.91,170.11,169.94,169.81,169.69,169.59,169.51,169.43,169.35,169.22,28.57,28.21,28.03,27.830000000000002,27.64,27.45,27.26,27.07,26.7,N/A,N/A -2012,7,24,21,30,101710,100570,99450,75.18,0,3.64,3.85,3.88,3.89,3.9,3.91,3.91,3.92,3.92,162.20000000000002,162.54,162.73,162.93,163.12,163.31,163.51,163.71,164.14000000000001,28.69,28.34,28.16,27.97,27.78,27.59,27.39,27.21,26.830000000000002,N/A,N/A -2012,7,24,22,30,101690,100540,99430,75.92,0,4.5,4.82,4.87,4.9,4.92,4.93,4.93,4.94,4.95,158.76,158.63,158.57,158.52,158.49,158.46,158.44,158.42000000000002,158.38,28.77,28.44,28.27,28.080000000000002,27.89,27.7,27.51,27.330000000000002,26.95,N/A,N/A -2012,7,24,23,30,101640,100500,99390,77.49,0,5.14,5.5,5.55,5.57,5.58,5.58,5.57,5.55,5.5200000000000005,150.23,150.43,150.58,150.72,150.84,150.97,151.11,151.24,151.54,28.68,28.35,28.18,27.990000000000002,27.8,27.61,27.42,27.240000000000002,26.86,N/A,N/A -2012,7,25,0,30,101650,100500,99390,78.29,0,5.8,6.26,6.36,6.41,6.45,6.48,6.49,6.51,6.5200000000000005,161.59,161.68,161.73,161.78,161.82,161.87,161.92000000000002,161.97,162.09,28.69,28.37,28.2,28.01,27.82,27.63,27.44,27.25,26.88,N/A,N/A -2012,7,25,1,30,101610,100470,99360,79.92,0,5.86,6.33,6.42,6.47,6.5,6.51,6.5200000000000005,6.5200000000000005,6.5200000000000005,155.18,155.07,155.09,155.13,155.15,155.19,155.22,155.26,155.33,28.650000000000002,28.310000000000002,28.150000000000002,27.95,27.76,27.57,27.38,27.2,26.82,N/A,N/A -2012,7,25,2,30,101610,100460,99350,74.63,0,6.07,6.6000000000000005,6.72,6.78,6.83,6.86,6.890000000000001,6.91,6.95,149.98,149.95000000000002,149.94,149.91,149.87,149.83,149.78,149.72,149.57,29.03,28.73,28.57,28.38,28.2,28.01,27.82,27.64,27.27,N/A,N/A -2012,7,25,3,30,101610,100470,99360,81.83,0,7.5,8.17,8.33,8.42,8.49,8.540000000000001,8.58,8.620000000000001,8.67,160.66,160.8,160.8,160.77,160.73,160.68,160.63,160.56,160.41,28.830000000000002,28.51,28.36,28.16,27.98,27.79,27.61,27.43,27.060000000000002,N/A,N/A -2012,7,25,4,30,101560,100410,99300,86.60000000000001,0,6.86,7.44,7.5600000000000005,7.62,7.65,7.68,7.68,7.69,7.68,171.20000000000002,171.24,171.27,171.29,171.3,171.32,171.34,171.36,171.39000000000001,28.490000000000002,28.14,27.97,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,25,5,30,101560,100420,99310,84.24,0,7.07,7.67,7.8,7.86,7.91,7.930000000000001,7.95,7.96,7.97,181.61,181.69,181.74,181.78,181.81,181.83,181.85,181.86,181.87,28.55,28.2,28.03,27.830000000000002,27.650000000000002,27.46,27.26,27.080000000000002,26.7,N/A,N/A -2012,7,25,6,30,101580,100440,99330,85.37,0,7.43,8.07,8.22,8.3,8.36,8.39,8.41,8.43,8.44,197.53,197.41,197.32,197.22,197.13,197.03,196.95000000000002,196.86,196.68,28.51,28.16,27.98,27.78,27.59,27.400000000000002,27.21,27.02,26.64,N/A,N/A -2012,7,25,7,30,101600,100460,99350,83.92,0,7.29,7.99,8.16,8.26,8.33,8.370000000000001,8.41,8.44,8.46,196.78,196.85,196.91,196.95000000000002,196.97,196.99,197,197,197.01,28.76,28.43,28.26,28.060000000000002,27.87,27.68,27.490000000000002,27.3,26.92,N/A,N/A -2012,7,25,8,30,101610,100460,99350,79.94,0,7.390000000000001,8.05,8.2,8.28,8.33,8.36,8.370000000000001,8.39,8.4,201.84,201.93,201.87,201.79,201.70000000000002,201.61,201.5,201.4,201.16,28.72,28.38,28.21,28.01,27.830000000000002,27.64,27.44,27.26,26.88,N/A,N/A -2012,7,25,9,30,101600,100450,99340,80.31,0,7.18,7.83,7.99,8.08,8.14,8.18,8.22,8.24,8.28,203.98000000000002,204.03,204.04,204.06,204.07,204.08,204.1,204.12,204.15,28.62,28.28,28.11,27.91,27.72,27.53,27.330000000000002,27.150000000000002,26.77,N/A,N/A -2012,7,25,10,30,101610,100460,99350,79.18,0,7.08,7.72,7.87,7.95,8.01,8.040000000000001,8.07,8.09,8.11,204.73000000000002,204.58,204.63,204.69,204.76,204.83,204.91,204.98000000000002,205.13,28.69,28.35,28.17,27.97,27.78,27.59,27.39,27.21,26.82,N/A,N/A -2012,7,25,11,30,101650,100500,99390,74.13,0,6.59,7.2,7.36,7.46,7.53,7.59,7.640000000000001,7.68,7.75,209.56,209.33,209.17000000000002,208.99,208.83,208.67000000000002,208.51,208.36,208.06,28.85,28.53,28.36,28.16,27.97,27.78,27.59,27.400000000000002,27.02,N/A,N/A -2012,7,25,12,30,101630,100490,99380,77.79,0,7.08,7.71,7.8500000000000005,7.930000000000001,7.97,8.01,8.02,8.03,8.040000000000001,201.87,202.20000000000002,202.41,202.61,202.79,202.96,203.13,203.29,203.59,28.63,28.3,28.13,27.93,27.740000000000002,27.54,27.35,27.16,26.78,N/A,N/A -2012,7,25,13,30,101700,100550,99440,77.01,0,6.46,6.97,7.07,7.11,7.140000000000001,7.15,7.15,7.140000000000001,7.12,200.54,200.86,201.01,201.16,201.28,201.39000000000001,201.48000000000002,201.57,201.74,28.650000000000002,28.310000000000002,28.14,27.94,27.75,27.560000000000002,27.36,27.18,26.79,N/A,N/A -2012,7,25,14,30,101700,100550,99440,70.62,0,5.99,6.43,6.5200000000000005,6.5600000000000005,6.58,6.6000000000000005,6.61,6.61,6.61,211.5,211.46,211.42000000000002,211.37,211.33,211.28,211.23000000000002,211.17000000000002,211.06,28.85,28.54,28.37,28.18,27.990000000000002,27.8,27.61,27.42,27.04,N/A,N/A -2012,7,25,15,30,101720,100580,99460,71.87,0,5.29,5.73,5.82,5.87,5.91,5.93,5.95,5.96,5.97,206.76,206.42000000000002,206.24,206.08,205.93,205.79,205.64000000000001,205.51,205.24,28.87,28.54,28.37,28.18,27.990000000000002,27.8,27.61,27.42,27.04,N/A,N/A -2012,7,25,16,30,101670,100520,99410,71.74,0,5.62,6.08,6.19,6.25,6.29,6.33,6.3500000000000005,6.38,6.41,207.99,208.07,208.12,208.17000000000002,208.21,208.25,208.29,208.32,208.38,28.84,28.51,28.35,28.150000000000002,27.96,27.77,27.57,27.39,27.01,N/A,N/A -2012,7,25,17,30,101660,100510,99400,76.24,0,5.32,5.72,5.8,5.84,5.87,5.9,5.91,5.93,5.95,200.98000000000002,201.29,201.43,201.59,201.73000000000002,201.86,201.99,202.11,202.37,28.69,28.34,28.17,27.97,27.78,27.59,27.39,27.21,26.830000000000002,N/A,N/A -2012,7,25,18,30,101680,100530,99420,78.86,0,5.3100000000000005,5.74,5.84,5.91,5.96,6.01,6.04,6.07,6.13,190.73,191.12,191.31,191.49,191.65,191.81,191.96,192.11,192.39000000000001,28.71,28.36,28.19,27.990000000000002,27.8,27.61,27.41,27.22,26.84,N/A,N/A -2012,7,25,19,30,101620,100470,99360,78.57000000000001,0,6.5200000000000005,6.99,7.09,7.13,7.16,7.17,7.18,7.18,7.17,194.51,194.75,194.9,195.06,195.21,195.34,195.49,195.64000000000001,195.95000000000002,28.77,28.42,28.25,28.05,27.86,27.67,27.48,27.29,26.92,N/A,N/A -2012,7,25,20,30,101580,100440,99330,80.43,0,5.73,6.16,6.26,6.3100000000000005,6.34,6.36,6.37,6.38,6.390000000000001,193.46,193.52,193.57,193.62,193.67000000000002,193.72,193.77,193.81,193.92000000000002,28.71,28.36,28.19,27.990000000000002,27.8,27.61,27.41,27.23,26.85,N/A,N/A -2012,7,25,21,30,101530,100390,99280,80.04,0,5.91,6.37,6.47,6.5200000000000005,6.5600000000000005,6.59,6.61,6.62,6.65,191.92000000000002,192.09,192.22,192.35,192.48000000000002,192.6,192.74,192.87,193.13,28.64,28.29,28.12,27.92,27.73,27.54,27.34,27.16,26.78,N/A,N/A -2012,7,25,22,30,101520,100370,99260,81.78,0,5.5200000000000005,5.95,6.04,6.09,6.13,6.16,6.18,6.2,6.22,184.56,184.94,185.20000000000002,185.44,185.65,185.86,186.05,186.22,186.58,28.59,28.25,28.080000000000002,27.87,27.68,27.490000000000002,27.3,27.11,26.73,N/A,N/A -2012,7,25,23,30,101470,100330,99220,80.61,0,5.79,6.22,6.3100000000000005,6.36,6.390000000000001,6.41,6.42,6.43,6.44,187.3,187.51,187.64000000000001,187.75,187.83,187.92000000000002,188,188.08,188.24,28.6,28.26,28.09,27.89,27.71,27.51,27.32,27.13,26.75,N/A,N/A -2012,7,26,0,30,101460,100310,99200,82.91,0,6.49,6.99,7.1000000000000005,7.140000000000001,7.17,7.19,7.2,7.2,7.19,185.4,185.32,185.35,185.39000000000001,185.43,185.47,185.52,185.56,185.66,28.740000000000002,28.41,28.25,28.04,27.86,27.67,27.48,27.29,26.91,N/A,N/A -2012,7,26,1,30,101380,100230,99130,82.21000000000001,0,6.5,7,7.09,7.12,7.13,7.13,7.11,7.1000000000000005,7.0600000000000005,182.97,182.99,183.11,183.26,183.41,183.56,183.72,183.87,184.21,28.560000000000002,28.22,28.05,27.85,27.66,27.47,27.28,27.09,26.71,N/A,N/A -2012,7,26,2,30,101380,100240,99130,81.77,0,6.71,7.29,7.43,7.5,7.5600000000000005,7.59,7.61,7.63,7.65,184.37,184.82,185,185.15,185.28,185.39000000000001,185.5,185.6,185.81,28.51,28.16,27.98,27.78,27.59,27.400000000000002,27.21,27.02,26.63,N/A,N/A -2012,7,26,3,30,101360,100220,99110,81.73,0,6.96,7.57,7.7,7.78,7.84,7.88,7.91,7.930000000000001,7.97,191.59,191.33,191.31,191.3,191.29,191.28,191.28,191.27,191.25,28.44,28.080000000000002,27.91,27.71,27.52,27.330000000000002,27.14,26.95,26.57,N/A,N/A -2012,7,26,4,30,101360,100220,99110,80.3,0,7.45,8.03,8.16,8.22,8.27,8.3,8.32,8.33,8.36,196.64000000000001,196.23000000000002,196.11,195.96,195.81,195.66,195.49,195.32,194.94,28.490000000000002,28.150000000000002,27.98,27.78,27.59,27.41,27.21,27.03,26.66,N/A,N/A -2012,7,26,5,30,101350,100210,99100,84.24,0,7.640000000000001,8.39,8.56,8.66,8.73,8.78,8.81,8.84,8.86,193.6,193.39000000000001,193.31,193.24,193.19,193.14000000000001,193.1,193.06,193,28.34,27.98,27.8,27.6,27.400000000000002,27.21,27.01,26.82,26.44,N/A,N/A -2012,7,26,6,30,101380,100240,99130,82.75,0,8.18,8.99,9.18,9.28,9.35,9.4,9.43,9.450000000000001,9.46,199.23000000000002,199.18,199.07,198.96,198.85,198.74,198.63,198.52,198.29,28.45,28.1,27.93,27.72,27.53,27.34,27.14,26.96,26.57,N/A,N/A -2012,7,26,7,30,101370,100230,99120,79.13,0,8.97,9.82,10.03,10.14,10.22,10.27,10.32,10.35,10.39,192.15,192.22,192.24,192.25,192.26,192.26,192.26,192.26,192.24,28.66,28.330000000000002,28.17,27.97,27.78,27.6,27.400000000000002,27.22,26.85,N/A,N/A -2012,7,26,8,30,101400,100250,99140,79.14,0,9.01,9.84,10.05,10.16,10.23,10.290000000000001,10.33,10.36,10.41,197.91,197.44,197.28,197.16,197.06,196.99,196.92000000000002,196.87,196.79,28.59,28.25,28.080000000000002,27.88,27.7,27.51,27.32,27.13,26.76,N/A,N/A -2012,7,26,9,30,101430,100280,99180,76.18,0,8.61,9.52,9.74,9.870000000000001,9.96,10.02,10.06,10.09,10.120000000000001,202.23000000000002,202.42000000000002,202.43,202.4,202.37,202.32,202.27,202.22,202.08,28.72,28.39,28.22,28.01,27.82,27.63,27.43,27.25,26.86,N/A,N/A -2012,7,26,10,30,101420,100280,99170,75.77,0,7.640000000000001,8.4,8.59,8.700000000000001,8.78,8.84,8.89,8.93,8.99,198.05,198.51,198.72,198.92000000000002,199.09,199.26,199.43,199.59,199.91,28.76,28.43,28.26,28.07,27.88,27.7,27.5,27.32,26.94,N/A,N/A -2012,7,26,11,30,101470,100330,99220,78.43,0,7.91,8.58,8.71,8.76,8.78,8.790000000000001,8.790000000000001,8.78,8.74,197.41,197.44,197.49,197.53,197.57,197.62,197.66,197.70000000000002,197.79,28.62,28.3,28.13,27.93,27.740000000000002,27.55,27.36,27.18,26.8,N/A,N/A -2012,7,26,12,30,101500,100350,99240,71.92,0,7.42,8.11,8.290000000000001,8.4,8.48,8.55,8.6,8.65,8.73,206.89000000000001,206.51,206.31,206.14000000000001,205.99,205.86,205.73000000000002,205.6,205.37,29,28.71,28.55,28.36,28.18,27.990000000000002,27.8,27.62,27.25,N/A,N/A -2012,7,26,13,30,101540,100400,99290,72.81,0,6.34,6.86,6.98,7.05,7.1000000000000005,7.140000000000001,7.18,7.21,7.26,199.57,199.49,199.51,199.57,199.64000000000001,199.71,199.79,199.87,200.07,28.93,28.63,28.48,28.28,28.1,27.92,27.73,27.55,27.18,N/A,N/A -2012,7,26,14,30,101560,100420,99310,71.27,0,5.18,5.71,5.84,5.92,6,6.0600000000000005,6.11,6.16,6.26,197.69,198.17000000000002,198.45000000000002,198.72,198.97,199.22,199.46,199.68,200.14000000000001,29.05,28.75,28.580000000000002,28.39,28.21,28.02,27.830000000000002,27.650000000000002,27.27,N/A,N/A -2012,7,26,15,30,101590,100440,99330,73.7,0,6.2700000000000005,6.82,6.93,6.99,7.0200000000000005,7.04,7.05,7.0600000000000005,7.0600000000000005,191.46,191.46,191.46,191.49,191.51,191.53,191.55,191.57,191.61,28.97,28.66,28.490000000000002,28.29,28.1,27.91,27.72,27.53,27.150000000000002,N/A,N/A -2012,7,26,16,30,101600,100450,99340,70.81,0,6.0200000000000005,6.47,6.5600000000000005,6.6000000000000005,6.62,6.63,6.640000000000001,6.640000000000001,6.65,190.13,190.07,190.04,190.01,190,189.98,189.98,189.97,189.98,29.09,28.79,28.62,28.43,28.25,28.060000000000002,27.87,27.68,27.310000000000002,N/A,N/A -2012,7,26,17,30,101550,100410,99300,71.08,0,5.91,6.44,6.55,6.62,6.67,6.7,6.74,6.76,6.8,185.52,185.63,185.70000000000002,185.75,185.8,185.85,185.9,185.94,186.03,29.14,28.830000000000002,28.66,28.47,28.28,28.09,27.900000000000002,27.71,27.330000000000002,N/A,N/A -2012,7,26,18,30,101560,100420,99310,68.74,0,5.46,5.93,6.03,6.09,6.13,6.16,6.19,6.21,6.24,188.03,188.16,188.21,188.26,188.31,188.36,188.4,188.44,188.52,29.34,29.04,28.87,28.68,28.490000000000002,28.3,28.11,27.92,27.54,N/A,N/A -2012,7,26,19,30,101540,100400,99290,69.96000000000001,0,6.11,6.6000000000000005,6.69,6.73,6.75,6.76,6.76,6.75,6.74,180.98,181.14000000000001,181.24,181.3,181.35,181.38,181.42000000000002,181.46,181.53,29.3,29,28.830000000000002,28.63,28.45,28.26,28.060000000000002,27.88,27.5,N/A,N/A -2012,7,26,20,30,101510,100370,99260,71.12,0,6.18,6.67,6.75,6.78,6.78,6.78,6.78,6.76,6.73,178.02,177.83,177.75,177.70000000000002,177.67000000000002,177.64000000000001,177.63,177.63,177.66,29.23,28.93,28.77,28.57,28.39,28.2,28.01,27.82,27.44,N/A,N/A -2012,7,26,21,30,101470,100330,99220,73.88,0,6.68,7.25,7.36,7.41,7.44,7.45,7.46,7.46,7.45,169.95000000000002,169.89000000000001,169.85,169.8,169.77,169.73,169.70000000000002,169.67000000000002,169.6,29.080000000000002,28.77,28.61,28.41,28.22,28.04,27.85,27.66,27.28,N/A,N/A -2012,7,26,22,30,101450,100310,99200,74.75,0,6.67,7.22,7.32,7.37,7.390000000000001,7.4,7.41,7.41,7.390000000000001,169.49,169.58,169.67000000000002,169.73,169.78,169.82,169.86,169.9,169.99,28.96,28.650000000000002,28.490000000000002,28.29,28.11,27.92,27.73,27.54,27.17,N/A,N/A -2012,7,26,23,30,101440,100290,99180,80.31,0,7.21,7.84,7.97,8.040000000000001,8.08,8.11,8.120000000000001,8.13,8.13,171.35,171.48,171.54,171.6,171.64000000000001,171.68,171.72,171.76,171.84,28.740000000000002,28.41,28.25,28.05,27.86,27.67,27.48,27.29,26.92,N/A,N/A -2012,7,27,0,30,101400,100260,99150,82.09,0,6.19,6.75,6.890000000000001,6.98,7.05,7.1000000000000005,7.15,7.19,7.26,172.70000000000002,173.29,173.39000000000001,173.45000000000002,173.49,173.51,173.52,173.52,173.5,28.650000000000002,28.32,28.150000000000002,27.95,27.76,27.57,27.37,27.19,26.810000000000002,N/A,N/A -2012,7,27,1,30,101410,100270,99160,84.99,0,7.79,8.43,8.55,8.61,8.65,8.67,8.68,8.68,8.67,169.69,170.15,170.32,170.49,170.64000000000001,170.79,170.93,171.07,171.35,28.490000000000002,28.14,27.96,27.76,27.57,27.37,27.18,26.990000000000002,26.61,N/A,N/A -2012,7,27,2,30,101400,100260,99150,87.37,0,8,8.77,8.950000000000001,9.06,9.13,9.18,9.21,9.24,9.27,168.06,167.98,167.97,167.98,167.99,168.01,168.04,168.06,168.12,28.43,28.07,27.89,27.68,27.490000000000002,27.3,27.1,26.92,26.53,N/A,N/A -2012,7,27,3,30,101420,100270,99170,84.04,0,7.61,8.32,8.48,8.57,8.63,8.67,8.69,8.71,8.73,170.94,170.99,170.97,170.96,170.95000000000002,170.95000000000002,170.95000000000002,170.95000000000002,170.95000000000002,28.45,28.1,27.92,27.72,27.53,27.34,27.14,26.96,26.580000000000002,N/A,N/A -2012,7,27,4,30,101430,100290,99180,82.07000000000001,0,7.49,8.21,8.38,8.48,8.55,8.6,8.64,8.67,8.72,174.96,175.02,175,174.97,174.95000000000002,174.92000000000002,174.89000000000001,174.85,174.79,28.53,28.18,28.01,27.810000000000002,27.61,27.42,27.23,27.04,26.66,N/A,N/A -2012,7,27,5,30,101450,100310,99200,83.46000000000001,0,7.37,8.06,8.22,8.32,8.38,8.41,8.44,8.45,8.45,174.39000000000001,174.29,174.31,174.35,174.41,174.47,174.54,174.61,174.76,28.48,28.12,27.95,27.75,27.55,27.36,27.16,26.97,26.59,N/A,N/A -2012,7,27,6,30,101490,100350,99240,82.53,0,8.120000000000001,8.89,9.07,9.17,9.24,9.290000000000001,9.32,9.34,9.370000000000001,176.19,176.01,175.96,175.91,175.87,175.83,175.79,175.76,175.67000000000002,28.51,28.16,27.990000000000002,27.79,27.6,27.41,27.21,27.03,26.650000000000002,N/A,N/A -2012,7,27,7,30,101520,100370,99260,82.4,0,7.25,7.930000000000001,8.08,8.16,8.22,8.26,8.28,8.290000000000001,8.290000000000001,174.89000000000001,174.91,174.92000000000002,174.95000000000002,174.98,175.01,175.05,175.08,175.15,28.53,28.19,28.01,27.810000000000002,27.62,27.43,27.23,27.05,26.66,N/A,N/A -2012,7,27,8,30,101520,100380,99270,80.83,0,6.75,7.34,7.48,7.55,7.59,7.62,7.640000000000001,7.65,7.65,175.6,175.76,175.84,175.93,176.02,176.1,176.19,176.29,176.47,28.67,28.35,28.18,27.98,27.79,27.6,27.400000000000002,27.21,26.830000000000002,N/A,N/A -2012,7,27,9,30,101560,100420,99310,81.86,0,5.94,6.44,6.55,6.6000000000000005,6.640000000000001,6.67,6.69,6.7,6.72,168.71,168.82,168.88,168.94,168.99,169.04,169.08,169.13,169.21,28.71,28.38,28.21,28.01,27.830000000000002,27.64,27.44,27.25,26.87,N/A,N/A -2012,7,27,10,30,101560,100410,99300,84.01,0,6.98,7.57,7.69,7.74,7.78,7.8,7.8100000000000005,7.82,7.82,164.14000000000001,164.31,164.42000000000002,164.53,164.63,164.72,164.8,164.88,165.06,28.64,28.310000000000002,28.14,27.94,27.75,27.560000000000002,27.36,27.18,26.8,N/A,N/A -2012,7,27,11,30,101610,100460,99350,82.83,0,5.6000000000000005,6.09,6.2,6.2700000000000005,6.3100000000000005,6.3500000000000005,6.38,6.4,6.43,169.23,169.51,169.68,169.84,169.99,170.13,170.28,170.41,170.71,28.8,28.47,28.3,28.11,27.92,27.73,27.53,27.35,26.97,N/A,N/A -2012,7,27,12,30,101620,100480,99370,84.06,0,5.72,6.18,6.28,6.33,6.37,6.38,6.4,6.4,6.4,163.32,163.20000000000002,163.15,163.11,163.07,163.03,162.99,162.95000000000002,162.87,28.8,28.48,28.310000000000002,28.11,27.92,27.73,27.54,27.35,26.97,N/A,N/A -2012,7,27,13,30,101660,100510,99400,84.56,0,4.07,4.36,4.43,4.49,4.53,4.5600000000000005,4.59,4.61,4.65,174.56,172.96,171.99,171.06,170.29,169.59,168.96,168.39000000000001,167.33,28.69,28.37,28.21,28.01,27.830000000000002,27.64,27.45,27.26,26.89,N/A,N/A -2012,7,27,14,30,101870,100700,99570,93.51,244.3,9.77,10.35,10.41,10.32,10.21,10.07,9.9,9.74,9.44,196.45000000000002,197.6,198.56,199.73000000000002,200.86,202.03,203.51,205.02,210.20000000000002,24.45,23.88,23.68,23.490000000000002,23.32,23.16,23.01,22.87,22.62,N/A,N/A -2012,7,27,15,30,101860,100690,99550,93.28,146.1,7.08,7.11,6.94,6.69,6.3500000000000005,6,5.47,4.98,4.3,163.87,164.24,164.77,165.45000000000002,166.27,167.1,168.36,169.52,172.88,23.81,23.32,23.150000000000002,23.02,22.91,22.82,22.76,22.71,22.68,N/A,N/A -2012,7,27,16,30,101720,100550,99430,81.25,4.800000000000001,3.36,3.33,3.23,3.1,3.0100000000000002,2.95,2.85,2.7600000000000002,2.79,190.94,188.37,185.95000000000002,182.27,176.31,169.15,166.21,164.55,152.05,24.77,24.43,24.37,24.39,24.68,25.13,25.43,25.66,26.03,N/A,N/A -2012,7,27,17,30,101730,100570,99450,79.48,0,4.71,4.76,4.67,4.53,4.29,4.01,3.46,2.95,2.29,185.70000000000002,185.36,185.32,185.34,185.84,186.63,189.88,193.14000000000001,203.81,25.75,25.37,25.22,25.07,25,24.98,25.240000000000002,25.560000000000002,26.060000000000002,N/A,N/A -2012,7,27,18,30,101760,100600,99480,72.35000000000001,0,3.0100000000000002,2.99,2.89,2.75,2.37,1.93,1.55,1.27,0.9400000000000001,108.34,108.65,109.16,109.95,111.88,114.11,116,117.43,124.11,27.18,26.85,26.7,26.55,26.61,26.810000000000002,26.990000000000002,27.150000000000002,27.07,N/A,N/A -2012,7,27,19,30,101750,100600,99480,74.37,0,5.37,5.59,5.59,5.54,5.49,5.43,5.36,5.28,5.08,179.79,180.36,180.73,181.15,181.59,182.04,182.58,183.12,184.6,27.27,26.89,26.71,26.53,26.35,26.18,26.01,25.86,25.580000000000002,N/A,N/A -2012,7,27,20,30,101750,100590,99470,72.10000000000001,0,2.98,3.06,3.0500000000000003,3.0100000000000002,2.97,2.93,2.87,2.8000000000000003,2.58,181.73,181.45000000000002,181.13,180.74,180.24,179.66,178.92000000000002,178.20000000000002,176.49,27.03,26.66,26.490000000000002,26.310000000000002,26.14,25.97,25.82,25.68,25.48,N/A,N/A -2012,7,27,21,30,101750,100600,99480,73.02,0,3.3200000000000003,3.44,3.45,3.43,3.42,3.4,3.38,3.36,3.33,147.07,147.95000000000002,148.59,149.28,149.98,150.69,151.53,152.35,154.62,27.53,27.17,26.990000000000002,26.810000000000002,26.63,26.45,26.27,26.11,25.84,N/A,N/A -2012,7,27,22,30,101720,100570,99450,72.23,0,2.05,2.12,2.12,2.11,2.1,2.09,2.07,2.05,1.97,128.23,128.49,128.64000000000001,128.78,128.96,129.17000000000002,129.53,129.91,132.67000000000002,27.8,27.46,27.29,27.1,26.92,26.740000000000002,26.57,26.41,26.2,N/A,N/A -2012,7,27,23,30,101680,100530,99420,80.16,0,3.15,3.29,3.31,3.31,3.31,3.31,3.3000000000000003,3.3000000000000003,3.27,170.09,170.41,170.58,170.78,171,171.24,171.52,171.8,172.73,27.94,27.59,27.42,27.23,27.04,26.86,26.67,26.490000000000002,26.150000000000002,N/A,N/A -2012,7,28,0,30,101620,100470,99360,78.78,0,3.18,3.34,3.36,3.37,3.38,3.37,3.37,3.37,3.37,205.54,205.51,205.52,205.53,205.55,205.59,205.64000000000001,205.71,205.99,28.18,27.84,27.68,27.48,27.3,27.11,26.93,26.75,26.41,N/A,N/A -2012,7,28,1,30,101600,100450,99340,77.56,0,4.2,4.45,4.48,4.49,4.49,4.49,4.48,4.47,4.43,188.04,188.19,188.29,188.4,188.53,188.65,188.78,188.92000000000002,189.25,28.28,27.94,27.77,27.57,27.38,27.19,27,26.810000000000002,26.44,N/A,N/A -2012,7,28,2,30,101630,100480,99370,78.49,0,4.96,5.2700000000000005,5.32,5.32,5.32,5.3,5.29,5.26,5.21,179.85,179.97,180.01,180.06,180.11,180.16,180.22,180.27,180.42000000000002,28.36,28.01,27.84,27.650000000000002,27.46,27.27,27.07,26.89,26.51,N/A,N/A -2012,7,28,3,30,101680,100540,99420,74.99,0,4.71,5.0200000000000005,5.07,5.09,5.1000000000000005,5.1000000000000005,5.09,5.08,5.05,179.5,179.56,179.57,179.6,179.63,179.66,179.70000000000002,179.74,179.86,28.560000000000002,28.23,28.060000000000002,27.87,27.68,27.5,27.3,27.12,26.740000000000002,N/A,N/A -2012,7,28,4,30,101710,100560,99450,74.98,0,4.65,4.94,4.99,5,5,4.99,4.97,4.96,4.91,175.43,175.61,175.72,175.82,175.92000000000002,176.03,176.14000000000001,176.26,176.54,28.55,28.22,28.060000000000002,27.86,27.68,27.490000000000002,27.3,27.12,26.740000000000002,N/A,N/A -2012,7,28,5,30,101720,100570,99460,79.17,0,5.58,6.01,6.09,6.13,6.16,6.17,6.18,6.18,6.18,182.91,183.03,183.08,183.13,183.18,183.23,183.28,183.32,183.42000000000002,28.43,28.09,27.92,27.72,27.53,27.34,27.150000000000002,26.96,26.59,N/A,N/A -2012,7,28,6,30,101750,100600,99490,79.93,0,6.37,6.88,6.99,7.04,7.08,7.1000000000000005,7.11,7.11,7.11,186.76,186.72,186.70000000000002,186.68,186.66,186.63,186.61,186.59,186.54,28.43,28.07,27.900000000000002,27.7,27.51,27.32,27.12,26.94,26.560000000000002,N/A,N/A -2012,7,28,7,30,101750,100600,99480,81.22,0,7.25,7.87,8.01,8.08,8.120000000000001,8.15,8.17,8.18,8.19,194.82,194.79,194.74,194.68,194.63,194.58,194.53,194.47,194.37,28.45,28.09,27.92,27.72,27.53,27.34,27.150000000000002,26.96,26.59,N/A,N/A -2012,7,28,8,30,101790,100640,99530,81.23,0,6.25,6.78,6.9,6.97,7.0200000000000005,7.05,7.07,7.09,7.1000000000000005,209.52,209.48000000000002,209.39000000000001,209.3,209.21,209.11,209.02,208.94,208.76,28.47,28.11,27.94,27.740000000000002,27.55,27.36,27.16,26.97,26.59,N/A,N/A -2012,7,28,9,30,101810,100660,99550,77.63,0,5.69,6.12,6.2,6.24,6.2700000000000005,6.28,6.29,6.3,6.3,219.04,219.06,219,218.94,218.89000000000001,218.83,218.78,218.73000000000002,218.65,28.52,28.18,28,27.8,27.61,27.43,27.23,27.04,26.66,N/A,N/A -2012,7,28,10,30,101810,100660,99550,82.04,0,5.08,5.44,5.51,5.55,5.58,5.6000000000000005,5.61,5.62,5.63,235.64000000000001,235.39000000000001,235.24,235.08,234.93,234.77,234.61,234.47,234.12,28.36,28.01,27.84,27.64,27.45,27.26,27.07,26.88,26.5,N/A,N/A -2012,7,28,11,30,101800,100650,99540,82.57000000000001,0,3.86,4.09,4.14,4.16,4.17,4.18,4.19,4.2,4.21,254.54,254.28,254.04,253.8,253.59,253.39000000000001,253.18,252.97,252.56,28.29,27.94,27.76,27.57,27.37,27.18,26.990000000000002,26.8,26.42,N/A,N/A -2012,7,28,12,30,101820,100670,99560,83.10000000000001,0,3.96,4.17,4.2,4.21,4.21,4.21,4.2,4.18,4.16,285.19,284.76,284.40000000000003,284.05,283.73,283.41,283.09000000000003,282.8,282.18,28.21,27.85,27.68,27.47,27.28,27.09,26.89,26.71,26.32,N/A,N/A -2012,7,28,13,30,101860,100700,99590,84.71000000000001,0,3.75,3.87,3.86,3.83,3.79,3.74,3.69,3.64,3.5100000000000002,329.22,328.85,328.72,328.55,328.34000000000003,328.11,327.78000000000003,327.44,326.29,27.72,27.35,27.17,26.97,26.79,26.6,26.41,26.23,25.86,N/A,N/A -2012,7,28,14,30,101940,100790,99670,84.41,0,4.1,4.3500000000000005,4.4,4.43,4.46,4.47,4.49,4.51,4.55,279.86,279.37,279.04,278.73,278.42,278.09000000000003,277.74,277.39,276.58,27.78,27.41,27.23,27.03,26.84,26.650000000000002,26.46,26.27,25.900000000000002,N/A,N/A -2012,7,28,15,30,102010,100850,99720,90.16,0,11.03,11.950000000000001,12.16,12.24,12.280000000000001,12.3,12.290000000000001,12.27,12.22,220.76,220.91,221,221.11,221.21,221.32,221.44,221.56,221.89000000000001,26.1,25.57,25.37,25.150000000000002,24.96,24.77,24.580000000000002,24.400000000000002,24.05,N/A,N/A -2012,7,28,16,30,101960,100800,99680,86.82000000000001,0,8.1,8.700000000000001,8.8,8.84,8.85,8.85,8.83,8.81,8.75,220.66,220.8,220.85,220.91,220.96,221.01,221.07,221.13,221.31,26.6,26.13,25.93,25.73,25.53,25.34,25.150000000000002,24.97,24.59,N/A,N/A -2012,7,28,17,30,101950,100790,99670,80.21000000000001,0,5.76,6.1000000000000005,6.16,6.17,6.18,6.18,6.17,6.16,6.140000000000001,219.61,220.20000000000002,220.61,221.04,221.47,221.9,222.38,222.85,224.02,27.16,26.75,26.57,26.37,26.18,25.990000000000002,25.8,25.62,25.25,N/A,N/A -2012,7,28,18,30,101900,100740,99620,80.11,0,4.29,4.5,4.5200000000000005,4.5200000000000005,4.51,4.5,4.49,4.47,4.43,222.68,223.49,223.92000000000002,224.38,224.84,225.31,225.86,226.4,227.86,27.19,26.8,26.61,26.42,26.23,26.04,25.85,25.67,25.3,N/A,N/A -2012,7,28,19,30,101860,100700,99580,79.28,0,4.21,4.42,4.44,4.45,4.45,4.44,4.43,4.43,4.46,229.71,230.09,230.49,230.92000000000002,231.4,231.91,232.62,233.32,236.45000000000002,27.52,27.13,26.96,26.76,26.580000000000002,26.400000000000002,26.22,26.05,25.75,N/A,N/A -2012,7,28,20,30,101810,100660,99540,77.86,0,4.58,4.8,4.8,4.78,4.75,4.71,4.66,4.61,4.34,218.71,219.27,219.6,220,220.5,221.07,222.14000000000001,223.31,231.38,27.990000000000002,27.63,27.45,27.26,27.080000000000002,26.91,26.740000000000002,26.59,26.47,N/A,N/A -2012,7,28,21,30,101810,100660,99550,80.97,0,8.03,8.66,8.77,8.8,8.8,8.8,8.77,8.74,8.66,201,201.11,201.20000000000002,201.29,201.37,201.46,201.56,201.65,201.9,28.25,27.88,27.71,27.51,27.32,27.13,26.94,26.76,26.39,N/A,N/A -2012,7,28,22,30,101750,100600,99490,81.91,0,8.33,9.02,9.13,9.17,9.18,9.17,9.15,9.13,9.040000000000001,206.35,206.54,206.61,206.68,206.75,206.82,206.91,206.98000000000002,207.19,28.27,27.900000000000002,27.72,27.52,27.330000000000002,27.150000000000002,26.96,26.78,26.41,N/A,N/A -2012,7,28,23,30,101730,100580,99470,78.78,0,8.05,8.73,8.85,8.9,8.92,8.93,8.92,8.9,8.85,209.24,209.26,209.28,209.3,209.31,209.31,209.32,209.32,209.32,28.38,28.02,27.84,27.650000000000002,27.46,27.27,27.07,26.89,26.51,N/A,N/A -2012,7,29,0,30,101690,100540,99430,78.96000000000001,0,7.37,7.91,8,8.01,8.01,8,7.97,7.930000000000001,7.84,210.16,210.37,210.44,210.52,210.62,210.72,210.86,210.99,211.39000000000001,28.29,27.93,27.75,27.560000000000002,27.38,27.19,27,26.830000000000002,26.48,N/A,N/A -2012,7,29,1,30,101670,100530,99410,75.9,0,6.26,6.7,6.76,6.78,6.78,6.7700000000000005,6.75,6.73,6.66,212.84,213.17000000000002,213.31,213.47,213.64000000000001,213.82,214.04,214.25,214.88,28.41,28.060000000000002,27.89,27.7,27.51,27.330000000000002,27.14,26.96,26.6,N/A,N/A -2012,7,29,2,30,101680,100530,99420,75.58,0,5.82,6.21,6.2700000000000005,6.2700000000000005,6.2700000000000005,6.25,6.23,6.2,6.140000000000001,205.08,205.23000000000002,205.41,205.59,205.78,205.97,206.21,206.44,207.16,28.53,28.2,28.03,27.830000000000002,27.650000000000002,27.47,27.28,27.11,26.76,N/A,N/A -2012,7,29,3,30,101660,100510,99400,78.55,0,5.74,6.13,6.18,6.2,6.19,6.18,6.16,6.140000000000001,6.08,212.70000000000002,212.89000000000001,213,213.14000000000001,213.27,213.41,213.6,213.8,214.4,28.44,28.1,27.93,27.740000000000002,27.55,27.37,27.18,27,26.650000000000002,N/A,N/A -2012,7,29,4,30,101630,100480,99370,78.87,0,6.3,6.78,6.8500000000000005,6.88,6.890000000000001,6.890000000000001,6.88,6.88,6.8500000000000005,223.31,223.51,223.61,223.72,223.84,223.95000000000002,224.09,224.23000000000002,224.6,28.5,28.150000000000002,27.98,27.79,27.61,27.42,27.23,27.05,26.69,N/A,N/A -2012,7,29,5,30,101650,100500,99390,80.03,0,6.13,6.59,6.66,6.69,6.71,6.71,6.7,6.7,6.67,226.34,226.45000000000002,226.55,226.67000000000002,226.78,226.9,227.03,227.16,227.48000000000002,28.44,28.1,27.93,27.73,27.54,27.36,27.17,26.990000000000002,26.62,N/A,N/A -2012,7,29,6,30,101680,100540,99420,80.22,0,6.15,6.63,6.72,6.7700000000000005,6.8,6.82,6.83,6.84,6.84,225.37,225.63,225.73000000000002,225.83,225.92000000000002,226.02,226.12,226.21,226.43,28.48,28.13,27.96,27.76,27.57,27.38,27.19,27,26.63,N/A,N/A -2012,7,29,7,30,101690,100540,99430,78.83,0,5.82,6.26,6.3500000000000005,6.390000000000001,6.41,6.42,6.43,6.43,6.41,232.09,232.21,232.28,232.35,232.42000000000002,232.49,232.57,232.64000000000001,232.8,28.6,28.25,28.080000000000002,27.88,27.69,27.5,27.310000000000002,27.13,26.740000000000002,N/A,N/A -2012,7,29,8,30,101710,100560,99450,80.34,0,5.65,6.0600000000000005,6.140000000000001,6.17,6.19,6.2,6.2,6.2,6.19,234.1,234.24,234.31,234.38,234.44,234.49,234.55,234.6,234.72,28.51,28.16,27.98,27.79,27.6,27.41,27.21,27.03,26.64,N/A,N/A -2012,7,29,9,30,101720,100580,99460,80.35000000000001,0,5.91,6.37,6.45,6.5,6.5200000000000005,6.54,6.55,6.55,6.55,244.99,245.08,245.12,245.16,245.21,245.24,245.29,245.33,245.43,28.5,28.14,27.97,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,7,29,10,30,101740,100590,99480,78.02,0,5.25,5.62,5.69,5.73,5.75,5.76,5.76,5.76,5.75,250.03,250.28,250.36,250.45000000000002,250.52,250.59,250.67000000000002,250.73000000000002,250.87,28.580000000000002,28.240000000000002,28.060000000000002,27.87,27.68,27.490000000000002,27.29,27.11,26.73,N/A,N/A -2012,7,29,11,30,101760,100610,99500,80.22,0,5.32,5.63,5.67,5.67,5.67,5.65,5.63,5.61,5.5600000000000005,270.55,269.74,269.21,268.65,268.12,267.61,267.06,266.55,265.47,28.41,28.05,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.54,N/A,N/A -2012,7,29,12,30,101790,100640,99530,81.52,0,5.23,5.53,5.57,5.57,5.57,5.55,5.53,5.51,5.45,281.96,280.98,280.43,279.86,279.32,278.8,278.25,277.73,276.58,27.92,27.54,27.36,27.17,26.97,26.79,26.6,26.41,26.04,N/A,N/A -2012,7,29,13,30,101800,100650,99530,80.92,0,4.98,5.28,5.33,5.34,5.34,5.34,5.34,5.33,5.32,285.09000000000003,284.63,284.36,284.07,283.77,283.48,283.13,282.79,281.91,27.72,27.34,27.16,26.96,26.78,26.59,26.400000000000002,26.22,25.85,N/A,N/A -2012,7,29,14,30,101840,100690,99570,76.67,0,4.08,4.32,4.36,4.38,4.39,4.4,4.4,4.41,4.42,285.56,285.95,286.13,286.31,286.49,286.65000000000003,286.82,286.98,287.3,28.04,27.68,27.5,27.3,27.11,26.93,26.740000000000002,26.560000000000002,26.19,N/A,N/A -2012,7,29,15,30,101810,100660,99550,73.8,0,3.3200000000000003,3.52,3.56,3.58,3.6,3.62,3.63,3.65,3.68,287.69,287.38,287.23,287.08,286.94,286.81,286.67,286.54,286.3,28.36,28.01,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.900000000000002,26.52,N/A,N/A -2012,7,29,16,30,101810,100660,99540,74.58,0,2.18,2.2800000000000002,2.29,2.29,2.29,2.29,2.3000000000000003,2.3000000000000003,2.3000000000000003,248.56,250.07,251,251.94,252.85,253.75,254.74,255.68,257.87,28.55,28.2,28.03,27.830000000000002,27.650000000000002,27.46,27.27,27.09,26.71,N/A,N/A -2012,7,29,17,30,101780,100630,99520,73.02,0,1.1,1.11,1.11,1.1,1.09,1.08,1.07,1.06,1.03,231.87,233.24,234.25,235.33,236.45000000000002,237.59,239.05,240.51,244.44,28.78,28.44,28.26,28.07,27.88,27.69,27.5,27.32,26.95,N/A,N/A -2012,7,29,18,30,101770,100620,99510,73.02,0,0.72,0.74,0.73,0.72,0.71,0.7000000000000001,0.68,0.67,0.63,160.41,161.89000000000001,162.65,163.48,164.36,165.29,166.37,167.41,170.55,28.98,28.63,28.45,28.26,28.07,27.88,27.69,27.51,27.14,N/A,N/A -2012,7,29,19,30,101740,100590,99480,71.03,0,4.43,4.66,4.67,4.65,4.63,4.61,4.57,4.54,4.44,184.33,184.48,184.54,184.61,184.69,184.75,184.83,184.92000000000002,185.19,29.35,28.990000000000002,28.82,28.62,28.44,28.25,28.05,27.87,27.5,N/A,N/A -2012,7,29,20,30,101650,100500,99400,71.54,0,4.1,4.3,4.3,4.2700000000000005,4.24,4.2,4.14,4.07,3.79,190.28,190.31,190.34,190.38,190.41,190.45000000000002,190.5,190.57,191.04,29.38,29.04,28.87,28.69,28.5,28.32,28.14,27.97,27.68,N/A,N/A -2012,7,29,21,30,101640,100500,99390,72.33,0,4.87,5.18,5.21,5.19,5.17,5.15,5.1000000000000005,5.0600000000000005,4.91,195.62,195.68,195.73000000000002,195.8,195.88,195.96,196.1,196.23000000000002,196.75,29.6,29.29,29.13,28.94,28.76,28.580000000000002,28.400000000000002,28.22,27.91,N/A,N/A -2012,7,29,22,30,101610,100460,99350,76.36,0,6.25,6.7700000000000005,6.84,6.86,6.86,6.86,6.84,6.82,6.76,207.59,207.6,207.62,207.63,207.64000000000001,207.65,207.65,207.65,207.65,29.42,29.12,28.96,28.77,28.580000000000002,28.400000000000002,28.22,28.04,27.68,N/A,N/A -2012,7,29,23,30,101580,100430,99320,80.61,0,6.75,7.3100000000000005,7.41,7.45,7.46,7.46,7.46,7.44,7.390000000000001,210.26,210.24,210.22,210.19,210.16,210.12,210.08,210.04,209.93,29.03,28.7,28.54,28.34,28.150000000000002,27.96,27.77,27.580000000000002,27.21,N/A,N/A -2012,7,30,0,30,101510,100370,99260,80.3,0,5.89,6.36,6.43,6.46,6.48,6.49,6.49,6.49,6.49,209.05,209.05,209.04,209.02,209,208.99,208.97,208.94,208.88,29.02,28.7,28.54,28.35,28.17,27.990000000000002,27.8,27.63,27.29,N/A,N/A -2012,7,30,1,30,101490,100340,99230,81.79,0,6.13,6.59,6.66,6.67,6.67,6.66,6.640000000000001,6.62,6.55,219.85,219.87,219.85,219.83,219.79,219.76,219.72,219.68,219.55,28.830000000000002,28.5,28.330000000000002,28.13,27.95,27.76,27.57,27.39,27.01,N/A,N/A -2012,7,30,2,30,101490,100350,99240,81.32000000000001,0,6.8100000000000005,7.3500000000000005,7.44,7.48,7.49,7.49,7.48,7.47,7.43,218.34,218.29,218.3,218.29,218.28,218.26,218.23000000000002,218.21,218.13,28.830000000000002,28.5,28.330000000000002,28.13,27.95,27.76,27.57,27.39,27.02,N/A,N/A -2012,7,30,3,30,101490,100350,99240,81.05,0,6.69,7.2,7.28,7.3,7.3,7.29,7.2700000000000005,7.24,7.17,216.01,216,216.02,216.03,216.04,216.04,216.04,216.04,216.01,28.79,28.45,28.28,28.09,27.900000000000002,27.72,27.53,27.35,26.98,N/A,N/A -2012,7,30,4,30,101490,100340,99230,81.93,0,6.73,7.25,7.32,7.3500000000000005,7.3500000000000005,7.3500000000000005,7.32,7.3,7.24,211.04,211.13,211.14000000000001,211.15,211.15,211.14000000000001,211.13,211.1,211.02,28.78,28.44,28.27,28.080000000000002,27.89,27.71,27.52,27.34,26.990000000000002,N/A,N/A -2012,7,30,5,30,101480,100340,99230,84.49,0,6.7,7.22,7.3100000000000005,7.3500000000000005,7.36,7.36,7.3500000000000005,7.33,7.29,215.72,215.6,215.55,215.49,215.43,215.37,215.29,215.21,215.04,28.64,28.3,28.12,27.93,27.73,27.55,27.36,27.17,26.8,N/A,N/A -2012,7,30,6,30,101500,100360,99250,86.71000000000001,0,6.55,7.07,7.18,7.23,7.25,7.2700000000000005,7.2700000000000005,7.2700000000000005,7.26,216.62,216.61,216.59,216.56,216.54,216.51,216.49,216.46,216.39000000000001,28.48,28.13,27.96,27.76,27.57,27.38,27.19,27,26.63,N/A,N/A -2012,7,30,7,30,101530,100380,99280,85.84,0,6.04,6.51,6.6000000000000005,6.65,6.68,6.7,6.7,6.7,6.7,222.53,222.65,222.67000000000002,222.69,222.71,222.74,222.77,222.8,222.85,28.48,28.13,27.95,27.75,27.560000000000002,27.37,27.18,26.990000000000002,26.61,N/A,N/A -2012,7,30,8,30,101540,100390,99290,82.97,0,6.08,6.5600000000000005,6.66,6.72,6.75,6.78,6.79,6.8,6.8100000000000005,232.5,232.5,232.49,232.48000000000002,232.46,232.44,232.42000000000002,232.4,232.34,28.54,28.19,28.01,27.82,27.63,27.44,27.240000000000002,27.060000000000002,26.67,N/A,N/A -2012,7,30,9,30,101570,100430,99320,79.68,0,7.07,7.640000000000001,7.75,7.8,7.83,7.86,7.86,7.87,7.86,233.05,233.06,233.02,232.97,232.92000000000002,232.86,232.8,232.74,232.59,28.6,28.26,28.080000000000002,27.89,27.69,27.51,27.310000000000002,27.12,26.740000000000002,N/A,N/A -2012,7,30,10,30,101590,100450,99340,80.44,0,6.15,6.67,6.7700000000000005,6.83,6.87,6.890000000000001,6.91,6.93,6.94,242.11,242.21,242.26,242.29,242.33,242.35,242.38,242.4,242.45000000000002,28.61,28.27,28.09,27.900000000000002,27.71,27.52,27.32,27.14,26.75,N/A,N/A -2012,7,30,11,30,101640,100490,99380,78.26,0,5.88,6.41,6.53,6.6000000000000005,6.640000000000001,6.68,6.7,6.72,6.74,245.6,245.51,245.47,245.43,245.4,245.39000000000001,245.37,245.34,245.3,28.77,28.43,28.26,28.060000000000002,27.87,27.68,27.48,27.3,26.91,N/A,N/A -2012,7,30,12,30,101660,100510,99400,78.27,0,5.8100000000000005,6.28,6.38,6.45,6.5,6.53,6.5600000000000005,6.57,6.6000000000000005,263.53000000000003,262.8,262.41,262.01,261.65,261.3,260.96,260.64,260,28.73,28.39,28.22,28.03,27.84,27.650000000000002,27.45,27.27,26.89,N/A,N/A -2012,7,30,13,30,101680,100530,99420,78.26,0,5.5200000000000005,5.95,6.04,6.08,6.11,6.13,6.15,6.16,6.16,272.69,272.15,271.83,271.52,271.22,270.94,270.65,270.39,269.84000000000003,28.5,28.16,27.98,27.79,27.59,27.400000000000002,27.21,27.02,26.64,N/A,N/A -2012,7,30,14,30,101730,100580,99460,78.65,0,5.32,5.71,5.79,5.83,5.86,5.87,5.89,5.9,5.9,269.17,268.62,268.31,267.99,267.7,267.42,267.14,266.87,266.32,28.38,28.03,27.85,27.66,27.46,27.28,27.080000000000002,26.900000000000002,26.52,N/A,N/A -2012,7,30,15,30,101740,100590,99470,76.10000000000001,0,5.01,5.36,5.43,5.46,5.49,5.5,5.51,5.5200000000000005,5.53,254.98000000000002,254.97,254.97,254.95000000000002,254.92000000000002,254.87,254.82,254.78,254.62,28.5,28.16,27.98,27.79,27.6,27.41,27.21,27.03,26.66,N/A,N/A -2012,7,30,16,30,101730,100580,99460,76.03,0,4.57,4.88,4.94,4.97,4.99,5.01,5.01,5.0200000000000005,5.04,240.05,239.82,239.76,239.69,239.61,239.54,239.45000000000002,239.38,239.24,28.560000000000002,28.22,28.04,27.85,27.66,27.47,27.28,27.1,26.72,N/A,N/A -2012,7,30,17,30,101650,100500,99390,71.87,0,4.8,5.13,5.19,5.21,5.23,5.23,5.24,5.24,5.23,226.4,226.58,226.74,226.9,227.04,227.18,227.33,227.48000000000002,227.85,28.88,28.55,28.37,28.18,27.990000000000002,27.810000000000002,27.61,27.43,27.060000000000002,N/A,N/A -2012,7,30,18,30,101640,100490,99380,71.15,0,5.54,5.93,5.98,5.99,5.99,5.98,5.96,5.93,5.86,215.98000000000002,216.03,216.06,216.07,216.08,216.09,216.09,216.09,216.09,29.04,28.71,28.54,28.34,28.150000000000002,27.97,27.77,27.59,27.21,N/A,N/A -2012,7,30,19,30,101610,100460,99350,70.68,0,5.22,5.58,5.63,5.64,5.63,5.62,5.6000000000000005,5.58,5.5200000000000005,212.67000000000002,212.76,212.78,212.8,212.82,212.84,212.86,212.88,212.93,29.1,28.78,28.61,28.42,28.23,28.04,27.85,27.67,27.29,N/A,N/A -2012,7,30,20,30,101580,100430,99320,71.45,0,5.8500000000000005,6.28,6.34,6.36,6.37,6.36,6.34,6.32,6.26,207.88,207.92000000000002,207.91,207.88,207.85,207.81,207.77,207.72,207.62,29.14,28.82,28.650000000000002,28.45,28.27,28.080000000000002,27.89,27.7,27.32,N/A,N/A -2012,7,30,21,30,101540,100390,99280,67.73,0,6.140000000000001,6.67,6.75,6.78,6.8,6.8100000000000005,6.8100000000000005,6.8,6.7700000000000005,209.88,209.94,210.01,210.07,210.13,210.17000000000002,210.21,210.25,210.32,29.28,28.98,28.82,28.62,28.44,28.25,28.060000000000002,27.88,27.5,N/A,N/A -2012,7,30,22,30,101500,100360,99250,67.43,0,6.47,7.03,7.12,7.16,7.18,7.18,7.18,7.17,7.12,210.67000000000002,210.81,210.87,210.92000000000002,210.95000000000002,210.98000000000002,210.99,211,210.96,29.29,29,28.84,28.650000000000002,28.46,28.28,28.080000000000002,27.900000000000002,27.53,N/A,N/A -2012,7,30,23,30,101480,100330,99220,69.09,0,7.36,8,8.09,8.13,8.14,8.14,8.120000000000001,8.1,8.040000000000001,206.9,206.79,206.73000000000002,206.65,206.57,206.48000000000002,206.4,206.31,206.13,29.17,28.87,28.71,28.52,28.330000000000002,28.150000000000002,27.96,27.78,27.41,N/A,N/A -2012,7,31,0,30,101480,100330,99220,66.73,0,7.73,8.43,8.55,8.61,8.63,8.64,8.63,8.620000000000001,8.58,209.39000000000001,209.32,209.3,209.26,209.22,209.17000000000002,209.1,209.03,208.83,29.240000000000002,28.95,28.8,28.6,28.42,28.23,28.04,27.86,27.490000000000002,N/A,N/A -2012,7,31,1,30,101450,100300,99190,64.59,0,7.16,7.8100000000000005,7.930000000000001,7.99,8.040000000000001,8.06,8.08,8.1,8.120000000000001,211.96,212.06,212.14000000000001,212.23000000000002,212.31,212.4,212.48000000000002,212.56,212.71,29.310000000000002,29.04,28.88,28.69,28.51,28.330000000000002,28.14,27.97,27.61,N/A,N/A -2012,7,31,2,30,101500,100350,99240,63.35,0,6.92,7.55,7.68,7.76,7.8100000000000005,7.8500000000000005,7.890000000000001,7.91,7.95,211.01,211.3,211.52,211.72,211.89000000000001,212.06,212.21,212.36,212.63,29.42,29.150000000000002,28.990000000000002,28.8,28.62,28.44,28.25,28.07,27.69,N/A,N/A -2012,7,31,3,30,101510,100370,99260,64.63,0,6.96,7.6000000000000005,7.72,7.78,7.82,7.8500000000000005,7.86,7.87,7.87,212.35,212.36,212.37,212.38,212.39000000000001,212.4,212.41,212.41,212.4,29.38,29.11,28.95,28.76,28.580000000000002,28.39,28.2,28.02,27.650000000000002,N/A,N/A -2012,7,31,4,30,101500,100360,99250,69.06,0,6.82,7.42,7.5200000000000005,7.5600000000000005,7.57,7.58,7.57,7.55,7.5,215.39000000000001,215.27,215.20000000000002,215.12,215.03,214.93,214.82,214.71,214.44,29.05,28.740000000000002,28.580000000000002,28.38,28.2,28.01,27.810000000000002,27.63,27.240000000000002,N/A,N/A -2012,7,31,5,30,101520,100370,99260,61.07,0,6.78,7.38,7.49,7.55,7.59,7.61,7.62,7.63,7.640000000000001,212.99,213.04,213.1,213.17000000000002,213.26,213.34,213.42000000000002,213.5,213.64000000000001,29.44,29.17,29.01,28.82,28.63,28.44,28.25,28.07,27.68,N/A,N/A -2012,7,31,6,30,101540,100390,99290,65.54,0,7.47,8.14,8.26,8.32,8.35,8.36,8.35,8.34,8.290000000000001,214.97,215.12,215.22,215.31,215.38,215.43,215.46,215.49,215.49,29.25,28.96,28.79,28.6,28.41,28.22,28.03,27.84,27.45,N/A,N/A -2012,7,31,7,30,101550,100400,99300,67.11,0,6.95,7.61,7.74,7.8100000000000005,7.8500000000000005,7.88,7.9,7.91,7.92,219.24,219.21,219.15,219.09,219.02,218.96,218.9,218.84,218.71,29.310000000000002,29,28.84,28.64,28.45,28.27,28.07,27.89,27.51,N/A,N/A -2012,7,31,8,30,101570,100420,99310,69.93,0,7.21,7.83,7.96,8.03,8.08,8.11,8.13,8.15,8.16,221.23000000000002,221.41,221.55,221.71,221.85,221.98000000000002,222.12,222.24,222.51,29.07,28.75,28.580000000000002,28.39,28.2,28.02,27.82,27.64,27.26,N/A,N/A -2012,7,31,9,30,101560,100410,99300,70.42,0,6.8500000000000005,7.46,7.58,7.65,7.7,7.74,7.7700000000000005,7.79,7.82,227.1,227.24,227.32,227.4,227.47,227.54,227.61,227.68,227.84,28.97,28.650000000000002,28.48,28.29,28.1,27.91,27.72,27.54,27.16,N/A,N/A -2012,7,31,10,30,101600,100450,99340,73.03,0,6.49,7.04,7.16,7.23,7.28,7.3100000000000005,7.34,7.36,7.4,233.07,232.9,232.8,232.70000000000002,232.6,232.51,232.41,232.31,232.13,28.86,28.53,28.36,28.17,27.98,27.79,27.6,27.42,27.04,N/A,N/A -2012,7,31,11,30,101620,100470,99360,76.74,0,6.22,6.71,6.82,6.87,6.91,6.93,6.95,6.96,6.98,234.14000000000001,234.18,234.13,234.07,234.02,233.97,233.92000000000002,233.87,233.76,28.7,28.36,28.18,27.98,27.79,27.61,27.41,27.22,26.84,N/A,N/A -2012,7,31,12,30,101610,100470,99360,79.74,0,5.7700000000000005,6.22,6.3100000000000005,6.37,6.4,6.42,6.44,6.45,6.46,238.48000000000002,238.45000000000002,238.43,238.41,238.39000000000001,238.38,238.37,238.36,238.33,28.580000000000002,28.22,28.05,27.85,27.66,27.47,27.27,27.080000000000002,26.7,N/A,N/A -2012,7,31,13,30,101650,100500,99390,79.41,0,5.62,6.07,6.16,6.21,6.24,6.2700000000000005,6.28,6.29,6.29,243.95000000000002,243.97,243.97,243.98000000000002,243.99,243.99,244.01,244.02,244.06,28.59,28.240000000000002,28.060000000000002,27.86,27.67,27.48,27.28,27.1,26.71,N/A,N/A -2012,7,31,14,30,101680,100530,99420,76.37,0,4.42,4.74,4.82,4.88,4.92,4.96,5,5.03,5.1000000000000005,249.89000000000001,249.86,249.89000000000001,249.91,249.93,249.95000000000002,249.96,249.96,249.99,28.68,28.34,28.17,27.97,27.78,27.59,27.400000000000002,27.21,26.84,N/A,N/A -2012,7,31,15,30,101700,100550,99440,78.23,0,4.96,5.26,5.3100000000000005,5.33,5.34,5.34,5.33,5.33,5.3,249.07,248.78,248.63,248.5,248.37,248.24,248.12,248,247.77,28.72,28.37,28.2,28,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,7,31,16,30,101690,100540,99430,78.73,0,3.97,4.2,4.24,4.26,4.28,4.28,4.29,4.3,4.3100000000000005,246.22,245.83,245.59,245.35,245.15,244.96,244.76,244.57,244.22,28.69,28.34,28.17,27.97,27.79,27.6,27.400000000000002,27.22,26.84,N/A,N/A -2012,7,31,17,30,101630,100480,99370,77.23,0,3.96,4.21,4.25,4.2700000000000005,4.29,4.3,4.3,4.3100000000000005,4.32,213.27,213.78,214.1,214.4,214.68,214.97,215.26,215.55,216.22,28.87,28.52,28.35,28.150000000000002,27.97,27.78,27.580000000000002,27.400000000000002,27.02,N/A,N/A -2012,7,31,18,30,101610,100460,99350,79.36,0,4.36,4.61,4.65,4.67,4.67,4.67,4.66,4.65,4.63,198.94,199.13,199.36,199.58,199.78,199.98000000000002,200.19,200.4,200.87,28.97,28.61,28.44,28.240000000000002,28.05,27.86,27.67,27.490000000000002,27.11,N/A,N/A -2012,7,31,19,30,101610,100460,99350,80.59,0,4.55,4.82,4.86,4.88,4.89,4.88,4.88,4.87,4.84,183.93,184.37,184.61,184.85,185.09,185.32,185.57,185.82,186.38,28.97,28.62,28.44,28.240000000000002,28.060000000000002,27.87,27.68,27.490000000000002,27.12,N/A,N/A -2012,7,31,20,30,101550,100410,99300,80.86,0,4.54,4.8500000000000005,4.9,4.93,4.94,4.95,4.95,4.96,4.95,183.20000000000002,183.61,183.86,184.08,184.28,184.47,184.65,184.82,185.17000000000002,29.02,28.67,28.5,28.3,28.11,27.92,27.72,27.54,27.16,N/A,N/A -2012,7,31,21,30,101540,100400,99290,79.94,0,5.2700000000000005,5.66,5.73,5.76,5.78,5.79,5.79,5.79,5.78,188.12,188.37,188.5,188.64000000000001,188.78,188.92000000000002,189.05,189.21,189.54,29.13,28.79,28.62,28.43,28.240000000000002,28.05,27.86,27.67,27.3,N/A,N/A -2012,7,31,22,30,101510,100370,99260,77.39,0,5.93,6.41,6.49,6.53,6.55,6.5600000000000005,6.5600000000000005,6.5600000000000005,6.54,188.51,188.53,188.5,188.45000000000002,188.41,188.36,188.29,188.23,188.11,29.28,28.96,28.8,28.6,28.42,28.23,28.04,27.85,27.48,N/A,N/A -2012,7,31,23,30,101500,100360,99250,79.81,0,7.390000000000001,8.040000000000001,8.16,8.22,8.25,8.26,8.27,8.27,8.26,187.4,187.38,187.41,187.44,187.46,187.49,187.52,187.55,187.62,29.16,28.84,28.68,28.48,28.3,28.11,27.92,27.740000000000002,27.37,N/A,N/A -2012,8,1,0,30,101460,100320,99210,79.83,0,7.0600000000000005,7.67,7.8,7.8500000000000005,7.890000000000001,7.9,7.91,7.91,7.890000000000001,193.76,193.85,193.84,193.82,193.79,193.76,193.73000000000002,193.70000000000002,193.63,29.1,28.78,28.61,28.41,28.23,28.04,27.85,27.67,27.29,N/A,N/A -2012,8,1,1,30,101450,100300,99200,79.72,0,6.91,7.49,7.6000000000000005,7.66,7.7,7.71,7.72,7.72,7.71,191.33,191.41,191.45000000000002,191.48000000000002,191.52,191.54,191.57,191.6,191.63,29.02,28.69,28.52,28.330000000000002,28.150000000000002,27.96,27.77,27.580000000000002,27.2,N/A,N/A -2012,8,1,2,30,101450,100310,99200,78.87,0,6.65,7.2,7.3,7.3500000000000005,7.38,7.390000000000001,7.390000000000001,7.4,7.38,194.08,194.09,194.1,194.1,194.1,194.09,194.1,194.09,194.1,29,28.67,28.5,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,8,1,3,30,101460,100320,99210,81.59,0,6.53,7.0600000000000005,7.16,7.21,7.24,7.26,7.26,7.26,7.26,193.64000000000001,193.64000000000001,193.66,193.70000000000002,193.74,193.78,193.83,193.87,193.98000000000002,28.88,28.54,28.36,28.17,27.98,27.79,27.59,27.41,27.03,N/A,N/A -2012,8,1,4,30,101440,100300,99190,80.62,0,6.57,7.13,7.25,7.3100000000000005,7.3500000000000005,7.38,7.390000000000001,7.41,7.42,201.31,201.27,201.24,201.23000000000002,201.23000000000002,201.23000000000002,201.23000000000002,201.23000000000002,201.23000000000002,28.89,28.55,28.37,28.18,27.990000000000002,27.8,27.6,27.42,27.04,N/A,N/A -2012,8,1,5,30,101450,100310,99200,79.93,0,7.32,7.94,8.06,8.11,8.14,8.16,8.16,8.15,8.14,203.44,203.59,203.70000000000002,203.83,203.95000000000002,204.07,204.20000000000002,204.34,204.62,28.95,28.61,28.44,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,8,1,6,30,101470,100320,99210,81.39,0,6.890000000000001,7.42,7.5200000000000005,7.5600000000000005,7.57,7.58,7.57,7.5600000000000005,7.5200000000000005,211.81,212.01,212.04,212.07,212.08,212.09,212.1,212.11,212.11,28.76,28.400000000000002,28.23,28.03,27.84,27.650000000000002,27.46,27.27,26.900000000000002,N/A,N/A -2012,8,1,7,30,101490,100340,99230,81.93,0,6.4,6.91,7.0200000000000005,7.08,7.12,7.15,7.16,7.18,7.19,213.83,213.87,213.9,213.92000000000002,213.95000000000002,213.97,214,214.02,214.07,28.69,28.330000000000002,28.150000000000002,27.95,27.76,27.560000000000002,27.37,27.18,26.8,N/A,N/A -2012,8,1,8,30,101500,100350,99240,81.76,0,6.7700000000000005,7.32,7.45,7.51,7.55,7.58,7.6000000000000005,7.61,7.63,218.28,218.21,218.19,218.18,218.17000000000002,218.16,218.15,218.14000000000001,218.13,28.73,28.36,28.19,27.990000000000002,27.8,27.61,27.42,27.23,26.85,N/A,N/A -2012,8,1,9,30,101510,100360,99250,83.07000000000001,0,7.13,7.7700000000000005,7.9,7.98,8.02,8.06,8.07,8.09,8.1,220.03,220.13,220.15,220.16,220.17000000000002,220.18,220.20000000000002,220.20000000000002,220.22,28.71,28.34,28.16,27.96,27.77,27.57,27.38,27.19,26.8,N/A,N/A -2012,8,1,10,30,101500,100360,99250,83.09,0,7.18,7.79,7.92,7.98,8.02,8.040000000000001,8.05,8.05,8.05,224.95000000000002,225.08,225.14000000000001,225.21,225.28,225.35,225.41,225.47,225.6,28.61,28.240000000000002,28.060000000000002,27.86,27.67,27.47,27.28,27.09,26.71,N/A,N/A -2012,8,1,11,30,101530,100380,99270,78.71000000000001,0,6.9,7.42,7.53,7.58,7.62,7.640000000000001,7.66,7.67,7.68,231.3,231.26,231.22,231.17000000000002,231.12,231.08,231.03,230.98000000000002,230.87,28.75,28.400000000000002,28.22,28.02,27.830000000000002,27.64,27.45,27.26,26.89,N/A,N/A -2012,8,1,12,30,101530,100390,99280,79.26,0,6.71,7.26,7.38,7.44,7.48,7.51,7.53,7.54,7.55,230.42000000000002,230.61,230.74,230.86,230.96,231.06,231.16,231.25,231.43,28.87,28.52,28.34,28.14,27.95,27.76,27.560000000000002,27.37,26.990000000000002,N/A,N/A -2012,8,1,13,30,101580,100430,99330,78.88,0,5.91,6.4,6.51,6.57,6.62,6.66,6.68,6.71,6.74,237.95000000000002,237.91,237.93,237.96,237.98000000000002,238,238.02,238.05,238.11,28.86,28.51,28.34,28.14,27.95,27.77,27.57,27.38,27,N/A,N/A -2012,8,1,14,30,101590,100440,99330,78.32000000000001,0,5.43,5.87,5.97,6.04,6.08,6.11,6.140000000000001,6.16,6.19,236.68,236.77,236.77,236.76,236.75,236.74,236.73000000000002,236.72,236.70000000000002,28.990000000000002,28.650000000000002,28.48,28.28,28.09,27.900000000000002,27.71,27.53,27.14,N/A,N/A -2012,8,1,15,30,101580,100440,99330,78.29,0,5.97,6.38,6.45,6.48,6.48,6.48,6.47,6.45,6.41,239.91,240.13,240.25,240.37,240.48000000000002,240.59,240.70000000000002,240.81,241.04,29.01,28.66,28.490000000000002,28.29,28.1,27.91,27.72,27.54,27.16,N/A,N/A -2012,8,1,16,30,101590,100440,99340,79.91,0,4.28,4.59,4.66,4.7,4.74,4.7700000000000005,4.79,4.82,4.8500000000000005,237.01,236.65,236.5,236.33,236.18,236.03,235.89000000000001,235.75,235.48000000000002,29.060000000000002,28.71,28.53,28.330000000000002,28.150000000000002,27.96,27.76,27.57,27.2,N/A,N/A -2012,8,1,17,30,101550,100410,99310,78.67,0,4.36,4.66,4.74,4.7700000000000005,4.8100000000000005,4.82,4.8500000000000005,4.86,4.88,225.12,224.99,224.93,224.85,224.77,224.69,224.6,224.52,224.34,29.19,28.84,28.66,28.46,28.27,28.080000000000002,27.89,27.7,27.32,N/A,N/A -2012,8,1,18,30,101540,100400,99290,80.62,0,4.62,4.9,4.94,4.96,4.96,4.96,4.95,4.93,4.9,211.6,211.64000000000001,211.71,211.75,211.8,211.83,211.87,211.91,211.97,29.2,28.85,28.67,28.47,28.28,28.09,27.900000000000002,27.71,27.34,N/A,N/A -2012,8,1,19,30,101510,100370,99270,80.42,0,5.01,5.33,5.39,5.42,5.43,5.44,5.44,5.44,5.42,198.65,198.69,198.78,198.87,198.95000000000002,199.03,199.11,199.19,199.36,29.26,28.900000000000002,28.73,28.53,28.34,28.150000000000002,27.96,27.78,27.400000000000002,N/A,N/A -2012,8,1,20,30,101460,100320,99220,79.27,0,5.62,6.0200000000000005,6.09,6.11,6.13,6.13,6.12,6.11,6.08,191,191.1,191.14000000000001,191.18,191.22,191.26,191.29,191.33,191.42000000000002,29.3,28.96,28.79,28.59,28.400000000000002,28.21,28.02,27.830000000000002,27.46,N/A,N/A -2012,8,1,21,30,101430,100290,99180,81.09,0,5.53,5.94,6.0200000000000005,6.0600000000000005,6.09,6.11,6.12,6.12,6.12,187.9,188.08,188.21,188.35,188.46,188.57,188.69,188.8,189.04,29.240000000000002,28.900000000000002,28.73,28.54,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,8,1,22,30,101390,100250,99150,79.24,0,5.21,5.61,5.68,5.72,5.74,5.76,5.76,5.76,5.76,192.20000000000002,192.33,192.39000000000001,192.44,192.49,192.52,192.55,192.58,192.65,29.330000000000002,29.01,28.84,28.650000000000002,28.46,28.27,28.080000000000002,27.89,27.52,N/A,N/A -2012,8,1,23,30,101350,100210,99110,84.87,0,6.24,6.75,6.8500000000000005,6.9,6.93,6.95,6.96,6.97,6.97,193.20000000000002,193.38,193.44,193.49,193.52,193.54,193.57,193.58,193.61,29.05,28.7,28.53,28.330000000000002,28.150000000000002,27.95,27.76,27.57,27.19,N/A,N/A -2012,8,2,0,30,101330,100190,99080,80.85000000000001,0,6.76,7.3100000000000005,7.42,7.46,7.49,7.5,7.5,7.5,7.47,188.82,188.83,188.82,188.81,188.79,188.78,188.76,188.73,188.66,29.12,28.78,28.61,28.41,28.22,28.03,27.84,27.650000000000002,27.28,N/A,N/A -2012,8,2,1,30,101310,100170,99070,78.53,0,6.88,7.47,7.59,7.65,7.68,7.71,7.72,7.73,7.75,191.22,191.43,191.55,191.67000000000002,191.78,191.9,192.02,192.14000000000001,192.4,29.22,28.900000000000002,28.73,28.53,28.35,28.16,27.97,27.79,27.42,N/A,N/A -2012,8,2,2,30,101330,100190,99080,81.21000000000001,0,6.62,7.17,7.28,7.33,7.37,7.390000000000001,7.4,7.4,7.41,196.32,196.36,196.36,196.36,196.37,196.38,196.38,196.39000000000001,196.4,29.060000000000002,28.72,28.55,28.35,28.17,27.98,27.79,27.6,27.23,N/A,N/A -2012,8,2,3,30,101290,100150,99040,82.93,0,7.5,8.14,8.27,8.34,8.38,8.4,8.42,8.43,8.43,198.24,198.38,198.39000000000001,198.42000000000002,198.45000000000002,198.48000000000002,198.51,198.55,198.63,28.94,28.59,28.42,28.22,28.03,27.84,27.650000000000002,27.46,27.09,N/A,N/A -2012,8,2,4,30,101280,100140,99030,83.99,0,7.5,8.15,8.290000000000001,8.370000000000001,8.41,8.44,8.46,8.47,8.47,201.06,201.15,201.19,201.23000000000002,201.27,201.31,201.35,201.39000000000001,201.47,28.89,28.54,28.37,28.16,27.97,27.78,27.59,27.400000000000002,27.02,N/A,N/A -2012,8,2,5,30,101250,100110,99010,84.68,0,7.45,8.11,8.26,8.34,8.4,8.44,8.47,8.48,8.51,203.76,203.70000000000002,203.68,203.67000000000002,203.65,203.63,203.62,203.6,203.58,28.86,28.5,28.330000000000002,28.12,27.93,27.740000000000002,27.55,27.36,26.98,N/A,N/A -2012,8,2,6,30,101270,100130,99030,85.22,0,7.71,8.370000000000001,8.51,8.59,8.63,8.66,8.68,8.69,8.700000000000001,211.98000000000002,211.84,211.75,211.67000000000002,211.59,211.52,211.45000000000002,211.38,211.25,28.8,28.44,28.27,28.07,27.87,27.68,27.490000000000002,27.3,26.92,N/A,N/A -2012,8,2,7,30,101280,100140,99030,83.76,0,7.86,8.58,8.74,8.82,8.88,8.92,8.94,8.96,8.98,215.17000000000002,214.88,214.74,214.6,214.48000000000002,214.36,214.25,214.14000000000001,213.92000000000002,28.82,28.46,28.29,28.080000000000002,27.89,27.7,27.5,27.32,26.94,N/A,N/A -2012,8,2,8,30,101280,100140,99030,82.11,0,7.74,8.43,8.58,8.65,8.700000000000001,8.73,8.75,8.76,8.75,219.09,218.9,218.74,218.58,218.42000000000002,218.27,218.11,217.95000000000002,217.62,28.89,28.53,28.35,28.150000000000002,27.96,27.77,27.57,27.38,27,N/A,N/A -2012,8,2,9,30,101300,100160,99060,83.67,0,7.75,8.4,8.53,8.58,8.61,8.620000000000001,8.61,8.6,8.56,222.13,222.27,222.33,222.39000000000001,222.44,222.49,222.52,222.57,222.64000000000001,28.75,28.38,28.21,28.01,27.82,27.62,27.43,27.240000000000002,26.86,N/A,N/A -2012,8,2,10,30,101320,100180,99070,81.55,0,7.21,7.7700000000000005,7.9,7.96,8.01,8.040000000000001,8.06,8.08,8.11,226.65,226.59,226.56,226.5,226.44,226.37,226.29,226.21,226.01,28.8,28.44,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.94,N/A,N/A -2012,8,2,11,30,101330,100190,99080,83.69,0,6.0600000000000005,6.6000000000000005,6.71,6.8,6.8500000000000005,6.9,6.93,6.96,7,229,229.14000000000001,229.11,229.07,229.02,228.97,228.91,228.85,228.72,28.72,28.36,28.18,27.97,27.78,27.59,27.39,27.21,26.82,N/A,N/A -2012,8,2,12,30,101370,100220,99120,81.12,0,6.3100000000000005,6.8500000000000005,6.98,7.05,7.1000000000000005,7.13,7.16,7.17,7.2,228.49,228.59,228.62,228.64000000000001,228.65,228.65,228.65,228.65,228.62,28.75,28.400000000000002,28.22,28.02,27.830000000000002,27.64,27.44,27.25,26.87,N/A,N/A -2012,8,2,13,30,101410,100260,99160,79.03,0,5.33,5.73,5.83,5.89,5.93,5.96,5.98,6,6.03,227.02,227.14000000000001,227.24,227.32,227.39000000000001,227.45000000000002,227.52,227.57,227.68,28.8,28.45,28.28,28.080000000000002,27.88,27.69,27.5,27.310000000000002,26.92,N/A,N/A -2012,8,2,14,30,101430,100290,99180,77.56,0,5.6000000000000005,6.03,6.13,6.17,6.21,6.23,6.25,6.26,6.2700000000000005,226.23000000000002,226.07,226.01,225.94,225.87,225.81,225.74,225.68,225.55,28.89,28.54,28.37,28.17,27.98,27.79,27.59,27.400000000000002,27.02,N/A,N/A -2012,8,2,15,30,101450,100310,99200,76.54,0,5.11,5.5,5.6000000000000005,5.66,5.69,5.73,5.75,5.7700000000000005,5.8,225.61,225.72,225.71,225.68,225.66,225.62,225.58,225.55,225.46,28.91,28.560000000000002,28.39,28.19,28,27.810000000000002,27.61,27.43,27.04,N/A,N/A -2012,8,2,16,30,101470,100320,99210,73.79,0,4.68,5.01,5.08,5.12,5.15,5.18,5.19,5.21,5.24,220.66,220.64000000000001,220.65,220.67000000000002,220.68,220.68,220.69,220.70000000000002,220.71,29,28.66,28.48,28.28,28.09,27.900000000000002,27.71,27.52,27.14,N/A,N/A -2012,8,2,17,30,101430,100290,99180,71.66,0,4.86,5.19,5.25,5.28,5.29,5.3,5.3,5.3,5.29,223.45000000000002,223.44,223.38,223.3,223.22,223.14000000000001,223.06,223,222.83,29.16,28.810000000000002,28.64,28.44,28.25,28.060000000000002,27.86,27.68,27.29,N/A,N/A -2012,8,2,18,30,101400,100250,99150,69.17,0,5.3500000000000005,5.72,5.7700000000000005,5.79,5.8,5.8,5.8,5.79,5.7700000000000005,206.63,206.44,206.33,206.21,206.09,205.98000000000002,205.87,205.76,205.55,29.27,28.93,28.76,28.560000000000002,28.37,28.19,27.990000000000002,27.810000000000002,27.43,N/A,N/A -2012,8,2,19,30,101380,100240,99130,72.03,0,5.54,5.95,6.0200000000000005,6.0600000000000005,6.08,6.09,6.09,6.1000000000000005,6.09,196.97,196.89000000000001,196.86,196.83,196.8,196.77,196.74,196.72,196.66,29.23,28.89,28.72,28.52,28.330000000000002,28.14,27.94,27.76,27.38,N/A,N/A -2012,8,2,20,30,101340,100200,99100,68.71000000000001,0,6.3500000000000005,6.84,6.92,6.95,6.96,6.97,6.96,6.95,6.92,197.8,197.65,197.61,197.54,197.48000000000002,197.42000000000002,197.35,197.29,197.14000000000001,29.36,29.04,28.88,28.68,28.490000000000002,28.310000000000002,28.11,27.93,27.55,N/A,N/A -2012,8,2,21,30,101300,100160,99050,71.13,0,5.99,6.44,6.51,6.54,6.55,6.55,6.55,6.54,6.51,194.21,193.99,193.88,193.78,193.69,193.6,193.51,193.43,193.26,29.240000000000002,28.92,28.75,28.55,28.37,28.18,27.990000000000002,27.810000000000002,27.43,N/A,N/A -2012,8,2,22,30,101260,100120,99010,71.74,0,6.59,7.12,7.21,7.25,7.28,7.28,7.28,7.28,7.26,197.95000000000002,197.84,197.79,197.72,197.65,197.58,197.5,197.42000000000002,197.24,29.21,28.89,28.73,28.53,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,8,2,23,30,101220,100080,98970,69.66,0,5.8,6.23,6.3100000000000005,6.34,6.3500000000000005,6.3500000000000005,6.3500000000000005,6.34,6.32,192.59,192.8,192.93,193.05,193.16,193.27,193.39000000000001,193.5,193.74,29.25,28.94,28.77,28.580000000000002,28.39,28.21,28.01,27.830000000000002,27.46,N/A,N/A -2012,8,3,0,30,101200,100060,98950,73.85000000000001,0,5.92,6.37,6.46,6.51,6.53,6.55,6.5600000000000005,6.5600000000000005,6.5600000000000005,191.73000000000002,191.74,191.76,191.8,191.84,191.88,191.93,191.97,192.09,29.060000000000002,28.740000000000002,28.57,28.38,28.19,28.01,27.82,27.63,27.26,N/A,N/A -2012,8,3,1,30,101170,100030,98920,70.71000000000001,0,5.83,6.26,6.34,6.37,6.390000000000001,6.4,6.41,6.41,6.4,190.93,191.08,191.21,191.35,191.49,191.62,191.77,191.9,192.22,29.150000000000002,28.830000000000002,28.66,28.47,28.28,28.1,27.900000000000002,27.72,27.35,N/A,N/A -2012,8,3,2,30,101180,100040,98940,71.12,0,6.47,7.01,7.12,7.17,7.2,7.23,7.24,7.25,7.26,193.79,193.58,193.43,193.28,193.16,193.04,192.92000000000002,192.81,192.59,29.16,28.84,28.66,28.47,28.28,28.09,27.900000000000002,27.71,27.330000000000002,N/A,N/A -2012,8,3,3,30,101180,100040,98930,79.33,0,6.12,6.61,6.72,6.78,6.82,6.8500000000000005,6.88,6.9,6.93,198.74,198.44,198.27,198.09,197.92000000000002,197.77,197.61,197.45000000000002,197.13,28.79,28.44,28.26,28.060000000000002,27.87,27.68,27.48,27.3,26.92,N/A,N/A -2012,8,3,4,30,101170,100040,98930,80.41,0,6.140000000000001,6.57,6.68,6.74,6.78,6.8100000000000005,6.83,6.8500000000000005,6.890000000000001,200.94,200.06,199.67000000000002,199.35,199.08,198.84,198.63,198.44,198.12,28.830000000000002,28.48,28.310000000000002,28.11,27.93,27.740000000000002,27.55,27.37,27,N/A,N/A -2012,8,3,5,30,101140,100000,98900,78.60000000000001,0,7.29,7.890000000000001,8.01,8.06,8.09,8.11,8.11,8.11,8.09,194.43,194.47,194.52,194.57,194.61,194.66,194.69,194.73000000000002,194.8,28.91,28.560000000000002,28.38,28.18,27.990000000000002,27.79,27.6,27.41,27.03,N/A,N/A -2012,8,3,6,30,101140,100000,98900,80.36,0,7.07,7.69,7.83,7.91,7.97,8.01,8.040000000000001,8.06,8.1,194.75,194.69,194.67000000000002,194.65,194.63,194.62,194.62,194.62,194.61,28.86,28.51,28.330000000000002,28.13,27.94,27.75,27.55,27.36,26.98,N/A,N/A -2012,8,3,7,30,101150,100010,98910,82.65,0,6.84,7.43,7.57,7.640000000000001,7.7,7.74,7.7700000000000005,7.79,7.83,204.92000000000002,204.9,204.86,204.81,204.76,204.70000000000002,204.65,204.59,204.46,28.82,28.46,28.29,28.09,27.900000000000002,27.71,27.51,27.32,26.94,N/A,N/A -2012,8,3,8,30,101190,100050,98950,81.35000000000001,0,7.01,7.61,7.73,7.79,7.84,7.86,7.88,7.9,7.91,195.1,195.35,195.45000000000002,195.56,195.67000000000002,195.78,195.89000000000001,196,196.23000000000002,28.87,28.52,28.34,28.14,27.95,27.76,27.57,27.38,27,N/A,N/A -2012,8,3,9,30,101180,100040,98940,85.12,0,7.3,7.99,8.16,8.26,8.33,8.39,8.44,8.47,8.540000000000001,199.36,199.42000000000002,199.42000000000002,199.44,199.44,199.45000000000002,199.46,199.46,199.48000000000002,28.84,28.48,28.310000000000002,28.11,27.92,27.73,27.53,27.34,26.96,N/A,N/A -2012,8,3,10,30,101180,100040,98940,83.62,0,7.3500000000000005,8.040000000000001,8.17,8.24,8.28,8.3,8.32,8.32,8.31,205.91,205.98000000000002,205.99,205.98000000000002,205.94,205.9,205.84,205.79,205.64000000000001,29.18,28.84,28.66,28.47,28.27,28.09,27.89,27.71,27.32,N/A,N/A -2012,8,3,11,30,101260,100120,99020,83.46000000000001,0,7.75,8.49,8.66,8.75,8.81,8.85,8.88,8.9,8.93,209.74,209.87,209.94,210,210.05,210.09,210.13,210.16,210.22,29.14,28.8,28.63,28.43,28.240000000000002,28.05,27.86,27.68,27.3,N/A,N/A -2012,8,3,12,30,101290,100150,99040,81.42,0,7.43,8.1,8.26,8.36,8.42,8.46,8.49,8.51,8.540000000000001,205.19,205.31,205.37,205.41,205.45000000000002,205.48000000000002,205.51,205.53,205.58,29.150000000000002,28.810000000000002,28.650000000000002,28.44,28.26,28.07,27.87,27.68,27.310000000000002,N/A,N/A -2012,8,3,13,30,101320,100180,99080,80.84,0,6.79,7.42,7.5600000000000005,7.640000000000001,7.7,7.74,7.7700000000000005,7.79,7.82,199.34,199.3,199.35,199.4,199.45000000000002,199.5,199.56,199.61,199.72,29.14,28.8,28.63,28.43,28.240000000000002,28.05,27.86,27.67,27.28,N/A,N/A -2012,8,3,14,30,101350,100210,99110,80.72,0,6.17,6.72,6.84,6.91,6.96,6.99,7.0200000000000005,7.04,7.07,207.57,207.48000000000002,207.49,207.5,207.51,207.53,207.54,207.54,207.57,29.19,28.85,28.68,28.490000000000002,28.3,28.11,27.91,27.73,27.35,N/A,N/A -2012,8,3,15,30,101380,100240,99130,82.16,0,5.44,5.92,6.05,6.13,6.21,6.2700000000000005,6.32,6.37,6.45,213.32,214.88,215.57,216.16,216.65,217.09,217.48000000000002,217.82,218.43,29.09,28.75,28.580000000000002,28.39,28.2,28.01,27.82,27.64,27.26,N/A,N/A -2012,8,3,16,30,101400,100260,99160,77.01,0,7.01,7.57,7.65,7.68,7.68,7.66,7.640000000000001,7.61,7.53,221.83,222,222.1,222.21,222.3,222.38,222.46,222.53,222.67000000000002,29.310000000000002,28.990000000000002,28.82,28.62,28.43,28.240000000000002,28.05,27.86,27.48,N/A,N/A -2012,8,3,17,30,101420,100280,99170,76.8,0,5.96,6.41,6.5,6.54,6.57,6.59,6.6000000000000005,6.6000000000000005,6.6000000000000005,223.84,223.9,223.92000000000002,223.95000000000002,223.96,223.97,223.99,224.01,224.03,29.23,28.89,28.72,28.52,28.330000000000002,28.150000000000002,27.95,27.76,27.39,N/A,N/A -2012,8,3,18,30,101380,100240,99140,76.94,0,4.91,5.2700000000000005,5.3500000000000005,5.39,5.42,5.45,5.47,5.49,5.53,221.88,221.79,221.8,221.8,221.78,221.76,221.73000000000002,221.70000000000002,221.63,29.240000000000002,28.900000000000002,28.73,28.54,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,8,3,19,30,101390,100250,99140,74.69,0,4.84,5.22,5.29,5.34,5.37,5.4,5.43,5.44,5.48,214.33,214.42000000000002,214.43,214.44,214.44,214.44,214.44,214.44,214.42000000000002,29.310000000000002,28.97,28.8,28.61,28.42,28.23,28.04,27.85,27.47,N/A,N/A -2012,8,3,20,30,101330,100190,99080,73.61,0,5.26,5.65,5.73,5.76,5.79,5.8100000000000005,5.82,5.84,5.8500000000000005,205.18,205.20000000000002,205.24,205.25,205.27,205.28,205.29,205.3,205.31,29.35,29.02,28.85,28.650000000000002,28.46,28.27,28.080000000000002,27.900000000000002,27.51,N/A,N/A -2012,8,3,21,30,101330,100190,99080,75.65,0,4.98,5.34,5.41,5.44,5.46,5.47,5.48,5.48,5.49,200.44,200.54,200.56,200.58,200.61,200.63,200.65,200.68,200.74,29.27,28.94,28.77,28.57,28.38,28.19,28,27.82,27.44,N/A,N/A -2012,8,3,22,30,101320,100180,99070,74.94,0,4.41,4.71,4.76,4.78,4.79,4.8,4.8,4.8,4.79,195.48000000000002,195.27,195.12,194.96,194.8,194.63,194.46,194.3,193.95000000000002,29.32,29,28.830000000000002,28.64,28.45,28.26,28.060000000000002,27.88,27.5,N/A,N/A -2012,8,3,23,30,101270,100130,99020,74.64,0,4.8100000000000005,5.15,5.21,5.23,5.24,5.25,5.25,5.25,5.24,183.36,182.76,182.44,182.13,181.83,181.53,181.21,180.93,180.29,29.29,28.97,28.8,28.6,28.41,28.22,28.03,27.84,27.46,N/A,N/A -2012,8,4,0,30,101200,100060,98960,76.22,0,5.14,5.54,5.61,5.65,5.67,5.69,5.7,5.71,5.72,188.86,188.70000000000002,188.63,188.58,188.51,188.45000000000002,188.39000000000001,188.34,188.21,29.16,28.830000000000002,28.66,28.47,28.28,28.09,27.900000000000002,27.71,27.330000000000002,N/A,N/A -2012,8,4,1,30,101190,100050,98940,79.44,0,5.1000000000000005,5.48,5.55,5.58,5.6000000000000005,5.62,5.63,5.64,5.65,181.37,181.16,181.02,180.86,180.70000000000002,180.55,180.39000000000001,180.24,179.93,29.02,28.68,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,8,4,2,30,101260,100110,99010,79.10000000000001,0,5.58,6.01,6.09,6.13,6.16,6.17,6.18,6.19,6.19,168.09,168.26,168.33,168.41,168.49,168.56,168.63,168.70000000000002,168.84,29.12,28.79,28.62,28.42,28.23,28.04,27.85,27.66,27.28,N/A,N/A -2012,8,4,3,30,101260,100120,99010,80.41,0,5.21,5.6000000000000005,5.67,5.71,5.74,5.76,5.7700000000000005,5.78,5.8,168.48,168.32,168.28,168.22,168.17000000000002,168.12,168.06,168,167.88,29.05,28.71,28.54,28.34,28.150000000000002,27.97,27.77,27.580000000000002,27.2,N/A,N/A -2012,8,4,4,30,101230,100090,98990,82.06,0,5.67,6.13,6.23,6.29,6.33,6.36,6.390000000000001,6.41,6.45,170.67000000000002,170.61,170.48,170.36,170.27,170.17000000000002,170.07,169.99,169.8,28.990000000000002,28.650000000000002,28.48,28.28,28.09,27.900000000000002,27.71,27.52,27.14,N/A,N/A -2012,8,4,5,30,101270,100130,99020,82.82000000000001,0,6.5,7.1000000000000005,7.23,7.32,7.38,7.43,7.46,7.5,7.54,176.08,175.94,175.91,175.88,175.85,175.81,175.78,175.75,175.69,29.05,28.72,28.54,28.34,28.150000000000002,27.97,27.77,27.580000000000002,27.2,N/A,N/A -2012,8,4,6,30,101290,100150,99050,79.96000000000001,0,7.3,7.96,8.08,8.15,8.19,8.22,8.23,8.24,8.24,189.57,189.62,189.61,189.61,189.6,189.59,189.57,189.56,189.54,29.09,28.75,28.580000000000002,28.39,28.19,28.01,27.810000000000002,27.63,27.25,N/A,N/A -2012,8,4,7,30,101350,100200,99100,83.73,0,6.49,7.05,7.18,7.25,7.3100000000000005,7.3500000000000005,7.38,7.41,7.45,184.88,184.84,184.9,184.96,185.01,185.05,185.1,185.15,185.24,28.89,28.54,28.37,28.17,27.98,27.79,27.6,27.41,27.03,N/A,N/A -2012,8,4,8,30,101350,100210,99110,79.35000000000001,0,7.48,8.13,8.26,8.3,8.33,8.34,8.34,8.33,8.3,191.72,191.54,191.4,191.26,191.12,190.99,190.85,190.71,190.42000000000002,29.12,28.8,28.63,28.43,28.240000000000002,28.05,27.86,27.67,27.29,N/A,N/A -2012,8,4,9,30,101360,100220,99110,78.58,0,6.640000000000001,7.25,7.390000000000001,7.47,7.54,7.58,7.61,7.640000000000001,7.69,193.17000000000002,193.54,193.66,193.75,193.83,193.9,193.95000000000002,194.01,194.1,29.04,28.71,28.54,28.34,28.150000000000002,27.96,27.77,27.580000000000002,27.2,N/A,N/A -2012,8,4,10,30,101410,100270,99160,77.88,0,6.44,6.99,7.09,7.15,7.18,7.21,7.22,7.23,7.24,197.8,197.77,197.72,197.64000000000001,197.57,197.49,197.41,197.33,197.16,29.03,28.69,28.52,28.330000000000002,28.14,27.95,27.75,27.560000000000002,27.18,N/A,N/A -2012,8,4,11,30,101440,100300,99190,78.60000000000001,0,5.98,6.46,6.5600000000000005,6.61,6.640000000000001,6.67,6.68,6.69,6.7,200.22,199.96,199.82,199.69,199.57,199.46,199.35,199.24,199.03,28.97,28.64,28.47,28.27,28.080000000000002,27.89,27.7,27.51,27.13,N/A,N/A -2012,8,4,12,30,101490,100350,99240,78.42,0,4.95,5.32,5.39,5.43,5.46,5.48,5.49,5.51,5.5200000000000005,203.82,203.63,203.47,203.3,203.13,202.97,202.8,202.64000000000001,202.3,28.95,28.62,28.45,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,8,4,13,30,101510,100370,99260,77.12,0,4.73,5.09,5.16,5.19,5.22,5.23,5.25,5.26,5.2700000000000005,208.85,208.84,208.77,208.70000000000002,208.64000000000001,208.59,208.53,208.48000000000002,208.36,28.990000000000002,28.66,28.490000000000002,28.3,28.11,27.92,27.72,27.54,27.150000000000002,N/A,N/A -2012,8,4,14,30,101590,100440,99330,76.46000000000001,0,3.3200000000000003,3.5500000000000003,3.59,3.61,3.63,3.64,3.65,3.66,3.67,210.81,210.19,209.81,209.42000000000002,209.08,208.74,208.4,208.08,207.42000000000002,29.060000000000002,28.73,28.560000000000002,28.37,28.18,27.98,27.79,27.6,27.22,N/A,N/A -2012,8,4,15,30,101580,100430,99320,76.84,0,3.11,3.2800000000000002,3.31,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.31,3.31,212.56,212.31,212.1,211.89000000000001,211.69,211.49,211.3,211.12,210.75,29.02,28.69,28.51,28.32,28.13,27.94,27.740000000000002,27.560000000000002,27.17,N/A,N/A -2012,8,4,16,30,101610,100460,99350,75.59,0,2.25,2.36,2.37,2.38,2.39,2.4,2.4,2.4,2.41,202.63,202.61,202.6,202.58,202.55,202.52,202.48000000000002,202.45000000000002,202.34,29.080000000000002,28.73,28.560000000000002,28.36,28.17,27.98,27.79,27.6,27.22,N/A,N/A -2012,8,4,17,30,101610,100470,99360,75.53,0,1.82,1.9000000000000001,1.9100000000000001,1.9100000000000001,1.92,1.92,1.92,1.93,1.93,188.16,187.76,187.54,187.3,187.09,186.88,186.68,186.48,186.08,29.14,28.79,28.62,28.42,28.23,28.04,27.84,27.66,27.27,N/A,N/A -2012,8,4,18,30,101590,100440,99330,75.66,0,2.68,2.82,2.84,2.85,2.86,2.87,2.87,2.88,2.89,170.25,169.93,169.82,169.71,169.62,169.53,169.44,169.36,169.17000000000002,29.22,28.85,28.68,28.48,28.29,28.1,27.900000000000002,27.71,27.330000000000002,N/A,N/A -2012,8,4,19,30,101600,100460,99350,75.78,0,2.66,2.7800000000000002,2.8000000000000003,2.82,2.83,2.84,2.84,2.84,2.85,164.34,163.78,163.44,163.12,162.82,162.53,162.23,161.95000000000002,161.38,29.310000000000002,28.95,28.77,28.57,28.38,28.19,28,27.810000000000002,27.43,N/A,N/A -2012,8,4,20,30,101570,100420,99320,75.02,0,3.73,3.94,3.97,3.98,3.99,3.99,3.99,3.99,3.99,154.63,154.88,154.98,155.09,155.20000000000002,155.31,155.43,155.53,155.76,29.41,29.05,28.88,28.68,28.490000000000002,28.3,28.1,27.91,27.53,N/A,N/A -2012,8,4,21,30,101570,100420,99320,76.5,0,4.47,4.72,4.75,4.75,4.75,4.75,4.74,4.73,4.71,150.01,150.78,151.13,151.49,151.81,152.13,152.45000000000002,152.74,153.34,29.28,28.93,28.76,28.560000000000002,28.37,28.18,27.990000000000002,27.8,27.42,N/A,N/A -2012,8,4,22,30,101550,100410,99300,77.78,0,5.53,5.92,5.99,6.03,6.05,6.07,6.07,6.08,6.08,155.23,155.44,155.51,155.57,155.63,155.70000000000002,155.77,155.83,155.97,29.18,28.85,28.68,28.48,28.3,28.1,27.91,27.72,27.35,N/A,N/A -2012,8,4,23,30,101530,100390,99280,78.43,0,5.11,5.62,5.73,5.8,5.86,5.9,5.92,5.95,5.98,156.08,155.93,155.91,155.87,155.85,155.83,155.82,155.81,155.79,29.330000000000002,29.02,28.85,28.650000000000002,28.46,28.27,28.080000000000002,27.900000000000002,27.51,N/A,N/A -2012,8,5,0,30,101510,100370,99260,78.37,0,6.26,6.8100000000000005,6.92,6.99,7.03,7.07,7.09,7.1000000000000005,7.13,149.47,149.35,149.31,149.27,149.24,149.21,149.19,149.16,149.11,29.19,28.87,28.7,28.51,28.32,28.13,27.94,27.75,27.37,N/A,N/A -2012,8,5,1,30,101520,100370,99260,79.9,0,6.3100000000000005,6.8500000000000005,6.96,7.03,7.07,7.09,7.11,7.12,7.140000000000001,152.79,152.87,152.97,153.06,153.15,153.23,153.31,153.38,153.54,29.07,28.740000000000002,28.57,28.37,28.18,27.990000000000002,27.79,27.61,27.22,N/A,N/A -2012,8,5,2,30,101600,100450,99340,78.23,0,5.53,6.01,6.12,6.18,6.23,6.2700000000000005,6.3,6.32,6.36,148.35,148.25,148.25,148.25,148.25,148.25,148.26,148.26,148.27,29.12,28.79,28.62,28.42,28.23,28.04,27.85,27.66,27.28,N/A,N/A -2012,8,5,3,30,101620,100480,99370,77.96000000000001,0,5.42,5.82,5.88,5.9,5.91,5.91,5.9,5.89,5.86,137.77,137.85,137.86,137.86,137.85,137.84,137.83,137.83,137.82,29.02,28.69,28.52,28.330000000000002,28.14,27.94,27.75,27.560000000000002,27.18,N/A,N/A -2012,8,5,4,30,101630,100490,99380,74.83,0,3.92,4.14,4.16,4.17,4.16,4.15,4.14,4.13,4.1,140.29,140.27,140.21,140.15,140.09,140.04,139.98,139.92000000000002,139.81,29,28.67,28.5,28.310000000000002,28.11,27.93,27.73,27.54,27.16,N/A,N/A -2012,8,5,5,30,101660,100510,99400,76.14,0,3.2800000000000002,3.48,3.52,3.54,3.5500000000000003,3.56,3.56,3.56,3.56,138.09,138.46,138.70000000000002,138.92000000000002,139.12,139.32,139.5,139.67000000000002,140.03,28.93,28.6,28.43,28.23,28.04,27.86,27.66,27.47,27.09,N/A,N/A -2012,8,5,6,30,101660,100510,99400,76.4,0,4.58,4.86,4.91,4.92,4.92,4.91,4.9,4.89,4.86,146.8,146.69,146.65,146.6,146.54,146.49,146.42000000000002,146.36,146.24,28.87,28.54,28.37,28.17,27.98,27.79,27.59,27.400000000000002,27.02,N/A,N/A -2012,8,5,7,30,101660,100510,99400,78.01,0,5.7700000000000005,6.23,6.3100000000000005,6.36,6.390000000000001,6.4,6.41,6.41,6.41,152.45000000000002,152.59,152.68,152.76,152.84,152.91,152.97,153.04,153.17000000000002,28.8,28.45,28.28,28.080000000000002,27.89,27.69,27.5,27.310000000000002,26.92,N/A,N/A -2012,8,5,8,30,101680,100530,99420,75.63,0,4.21,4.46,4.5200000000000005,4.55,4.57,4.59,4.6000000000000005,4.61,4.62,156.52,156.52,156.46,156.38,156.31,156.22,156.13,156.03,155.84,28.76,28.42,28.240000000000002,28.04,27.85,27.66,27.47,27.28,26.900000000000002,N/A,N/A -2012,8,5,9,30,101720,100570,99460,77.39,0,3.74,3.96,3.98,3.99,4,3.99,3.99,3.98,3.96,160.67000000000002,160.8,160.89000000000001,160.98,161.07,161.15,161.24,161.32,161.51,28.69,28.34,28.17,27.97,27.78,27.59,27.39,27.21,26.82,N/A,N/A -2012,8,5,10,30,101750,100600,99490,71.73,0,2.6,2.7800000000000002,2.81,2.83,2.85,2.86,2.87,2.89,2.91,169.46,169.29,169.23,169.15,169.06,168.98,168.89000000000001,168.82,168.62,28.86,28.54,28.37,28.17,27.98,27.79,27.59,27.41,27.02,N/A,N/A -2012,8,5,11,30,101770,100620,99510,76.67,0,2.27,2.37,2.37,2.36,2.36,2.35,2.34,2.33,2.3000000000000003,153.58,154.04,154.33,154.6,154.85,155.07,155.29,155.48,155.85,28.63,28.3,28.12,27.92,27.73,27.54,27.35,27.16,26.78,N/A,N/A -2012,8,5,12,30,101810,100660,99550,75.58,0,1.19,1.24,1.24,1.25,1.25,1.25,1.24,1.24,1.24,99.37,100.99000000000001,101.99000000000001,102.95,103.8,104.59,105.38,106.12,107.58,28.64,28.310000000000002,28.13,27.93,27.740000000000002,27.55,27.36,27.17,26.79,N/A,N/A -2012,8,5,13,30,101850,100700,99580,75.69,0,1.37,1.3900000000000001,1.3900000000000001,1.37,1.36,1.35,1.34,1.32,1.3,56.29,57.550000000000004,58.27,59,59.7,60.370000000000005,61.050000000000004,61.67,63.09,28.61,28.28,28.1,27.900000000000002,27.72,27.53,27.330000000000002,27.14,26.76,N/A,N/A -2012,8,5,14,30,101870,100720,99610,75.74,0,2.21,2.2800000000000002,2.27,2.2600000000000002,2.25,2.23,2.22,2.2,2.17,60.27,60.17,60.14,60.1,60.07,60.03,59.980000000000004,59.92,59.77,28.62,28.28,28.1,27.900000000000002,27.71,27.52,27.32,27.14,26.75,N/A,N/A -2012,8,5,15,30,101910,100760,99640,75,0,2.83,2.95,2.96,2.96,2.95,2.95,2.94,2.93,2.9,54.54,54.96,55.08,55.2,55.300000000000004,55.410000000000004,55.51,55.61,55.79,28.68,28.330000000000002,28.150000000000002,27.95,27.76,27.57,27.37,27.18,26.8,N/A,N/A -2012,8,5,16,30,101940,100790,99680,75.73,0,3.44,3.59,3.6,3.6,3.59,3.58,3.56,3.5500000000000003,3.52,67.85,68.16,68.23,68.31,68.39,68.47,68.55,68.63,68.81,28.69,28.330000000000002,28.150000000000002,27.96,27.76,27.57,27.38,27.19,26.810000000000002,N/A,N/A -2012,8,5,17,30,101920,100760,99650,73.27,0,2.95,3.11,3.13,3.14,3.15,3.15,3.15,3.15,3.14,95.19,95.84,96.08,96.33,96.58,96.82000000000001,97.08,97.32000000000001,97.85000000000001,28.79,28.43,28.26,28.060000000000002,27.86,27.68,27.48,27.29,26.91,N/A,N/A -2012,8,5,18,30,101890,100740,99620,74.22,0,4.0600000000000005,4.29,4.33,4.3500000000000005,4.36,4.37,4.38,4.38,4.38,111.49000000000001,111.75,111.91,112.08,112.24000000000001,112.39,112.56,112.72,113.05,28.85,28.48,28.310000000000002,28.11,27.92,27.73,27.53,27.35,26.97,N/A,N/A -2012,8,5,19,30,101870,100720,99610,77.29,0,3.7600000000000002,3.95,3.96,3.96,3.95,3.93,3.92,3.9,3.86,133.37,133.52,133.59,133.65,133.7,133.75,133.8,133.85,133.95,28.8,28.44,28.26,28.060000000000002,27.87,27.68,27.490000000000002,27.3,26.92,N/A,N/A -2012,8,5,20,30,101850,100700,99590,76.4,0,2.81,2.93,2.94,2.94,2.93,2.91,2.9,2.88,2.85,132.29,131.97,131.76,131.55,131.35,131.14000000000001,130.92000000000002,130.72,130.26,28.86,28.5,28.32,28.12,27.93,27.740000000000002,27.54,27.36,26.98,N/A,N/A -2012,8,5,21,30,101830,100680,99560,73.73,0,3.63,3.83,3.86,3.87,3.88,3.89,3.89,3.89,3.88,147.06,147.14000000000001,147.12,147.13,147.13,147.14000000000001,147.16,147.18,147.23,28.96,28.6,28.43,28.23,28.04,27.85,27.650000000000002,27.47,27.080000000000002,N/A,N/A -2012,8,5,22,30,101780,100630,99520,71.92,0,3.5700000000000003,3.7800000000000002,3.8200000000000003,3.84,3.85,3.86,3.86,3.87,3.87,171.99,171.56,171.18,170.83,170.49,170.17000000000002,169.84,169.54,168.89000000000001,28.98,28.64,28.48,28.28,28.09,27.900000000000002,27.71,27.53,27.150000000000002,N/A,N/A -2012,8,5,23,30,101750,100600,99490,72.99,0,3.46,3.66,3.68,3.69,3.69,3.69,3.69,3.68,3.67,183.64000000000001,183.92000000000002,184.1,184.28,184.45000000000002,184.6,184.75,184.89000000000001,185.15,28.900000000000002,28.57,28.400000000000002,28.21,28.02,27.84,27.650000000000002,27.47,27.1,N/A,N/A -2012,8,6,0,30,101720,100570,99460,72.81,0,3.5100000000000002,3.7,3.72,3.72,3.72,3.71,3.7,3.69,3.66,172.67000000000002,172.4,172.18,171.96,171.74,171.53,171.28,171.05,170.45000000000002,28.86,28.53,28.36,28.17,27.98,27.8,27.61,27.43,27.060000000000002,N/A,N/A -2012,8,6,1,30,101700,100550,99440,67.92,0,2.49,2.63,2.65,2.66,2.67,2.67,2.68,2.68,2.69,183.83,183.65,183.35,183.01,182.64000000000001,182.26,181.74,181.22,179.75,29.080000000000002,28.77,28.61,28.42,28.240000000000002,28.060000000000002,27.87,27.7,27.35,N/A,N/A -2012,8,6,2,30,101710,100560,99450,70.99,0,3.2,3.37,3.38,3.39,3.38,3.38,3.38,3.37,3.35,191.92000000000002,191.06,190.64000000000001,190.21,189.77,189.33,188.83,188.36,187.22,28.95,28.63,28.46,28.27,28.080000000000002,27.900000000000002,27.71,27.54,27.17,N/A,N/A -2012,8,6,3,30,101730,100580,99460,70.67,0,3.3000000000000003,3.48,3.5,3.5100000000000002,3.52,3.52,3.52,3.52,3.5100000000000002,183.18,182.84,182.58,182.3,182.01,181.70000000000002,181.35,181,180.09,28.91,28.59,28.42,28.23,28.04,27.86,27.67,27.48,27.11,N/A,N/A -2012,8,6,4,30,101720,100570,99460,71.2,0,3.08,3.24,3.27,3.27,3.2800000000000002,3.27,3.27,3.27,3.2600000000000002,186.02,185.5,185.23,184.94,184.64000000000001,184.33,183.98,183.65,182.82,28.87,28.55,28.38,28.19,28,27.810000000000002,27.62,27.44,27.07,N/A,N/A -2012,8,6,5,30,101720,100570,99460,66.73,0,2.92,3.11,3.13,3.15,3.16,3.17,3.17,3.18,3.2,189.54,189.29,189.08,188.87,188.65,188.42000000000002,188.15,187.88,187.18,29.1,28.79,28.62,28.43,28.25,28.060000000000002,27.87,27.69,27.32,N/A,N/A -2012,8,6,6,30,101720,100570,99460,69.28,0,2.43,2.52,2.52,2.52,2.5100000000000002,2.5,2.49,2.48,2.44,199.67000000000002,199.44,199.22,198.99,198.76,198.53,198.25,197.99,197.3,28.97,28.650000000000002,28.48,28.29,28.1,27.91,27.72,27.54,27.17,N/A,N/A -2012,8,6,7,30,101720,100570,99460,67.98,0,2.38,2.49,2.5,2.5,2.5,2.49,2.49,2.48,2.47,206.05,205.77,205.62,205.46,205.27,205.08,204.85,204.64000000000001,204.08,29.02,28.69,28.52,28.330000000000002,28.13,27.95,27.75,27.57,27.19,N/A,N/A -2012,8,6,8,30,101750,100600,99490,70.35000000000001,0,2.23,2.3000000000000003,2.3000000000000003,2.29,2.29,2.27,2.2600000000000002,2.25,2.22,241.22,241.06,240.89000000000001,240.70000000000002,240.54,240.38,240.20000000000002,240.03,239.66,28.89,28.560000000000002,28.39,28.2,28.01,27.82,27.63,27.44,27.060000000000002,N/A,N/A -2012,8,6,9,30,101750,100600,99480,69.21000000000001,0,2.65,2.7600000000000002,2.77,2.77,2.77,2.77,2.7600000000000002,2.75,2.73,236.76,236.45000000000002,236.35,236.25,236.14000000000001,236.03,235.92000000000002,235.82,235.57,28.92,28.580000000000002,28.41,28.22,28.03,27.84,27.650000000000002,27.46,27.080000000000002,N/A,N/A -2012,8,6,10,30,101750,100600,99490,72.48,0,2.5500000000000003,2.65,2.66,2.65,2.64,2.63,2.62,2.61,2.58,243.42000000000002,243.4,243.32,243.24,243.16,243.09,243,242.92000000000002,242.75,28.71,28.37,28.2,28,27.810000000000002,27.62,27.43,27.240000000000002,26.86,N/A,N/A -2012,8,6,11,30,101770,100620,99510,80.41,0,3.63,3.63,3.54,3.43,3.33,3.23,3.12,3.0300000000000002,2.83,301,299.82,298.96,298.04,297.1,296.18,295.15000000000003,294.2,291.87,28.16,27.8,27.63,27.44,27.26,27.080000000000002,26.89,26.71,26.35,N/A,N/A -2012,8,6,12,30,101780,100620,99510,81.25,0,3.7800000000000002,3.88,3.85,3.79,3.74,3.67,3.6,3.5300000000000002,3.35,319.28000000000003,319.57,319.69,319.8,319.90000000000003,320,320.07,320.13,320.17,27.79,27.400000000000002,27.22,27.03,26.84,26.650000000000002,26.46,26.28,25.91,N/A,N/A -2012,8,6,13,30,101810,100660,99540,82.07000000000001,0,3.77,3.91,3.92,3.9,3.88,3.86,3.83,3.8000000000000003,3.73,322.84000000000003,322.95,323.05,323.15000000000003,323.24,323.33,323.41,323.49,323.63,27.71,27.32,27.13,26.93,26.740000000000002,26.55,26.35,26.17,25.79,N/A,N/A -2012,8,6,14,30,101830,100680,99560,78.75,0,3.24,3.37,3.38,3.37,3.36,3.34,3.33,3.31,3.27,329.44,329.79,329.99,330.18,330.37,330.55,330.74,330.90000000000003,331.27,27.92,27.54,27.36,27.16,26.97,26.78,26.580000000000002,26.400000000000002,26.02,N/A,N/A -2012,8,6,15,30,101810,100660,99550,76.29,0,2.2800000000000002,2.35,2.35,2.35,2.34,2.33,2.32,2.31,2.29,322.96,324,324.56,325.11,325.64,326.16,326.7,327.23,328.35,28.1,27.73,27.55,27.36,27.16,26.97,26.78,26.6,26.21,N/A,N/A -2012,8,6,16,30,101810,100660,99540,75.06,0,1.42,1.47,1.47,1.47,1.46,1.46,1.46,1.46,1.45,312.07,314.03000000000003,315.15000000000003,316.27,317.32,318.32,319.38,320.38,322.43,28.32,27.95,27.77,27.57,27.38,27.19,27,26.810000000000002,26.43,N/A,N/A -2012,8,6,17,30,101750,100600,99480,73.95,0,0.6,0.59,0.5700000000000001,0.56,0.54,0.52,0.51,0.49,0.44,229.72,230.76,231.02,231.36,231.68,231.98000000000002,232.43,232.88,234.63,28.51,28.150000000000002,27.98,27.79,27.6,27.42,27.23,27.05,26.7,N/A,N/A -2012,8,6,18,30,101730,100580,99470,71.96000000000001,0,2.15,2.19,2.17,2.15,2.12,2.09,2.05,2.0100000000000002,1.92,206.04,206.16,206.29,206.43,206.6,206.8,207.09,207.4,208.45000000000002,28.84,28.48,28.310000000000002,28.11,27.93,27.75,27.560000000000002,27.39,27.04,N/A,N/A -2012,8,6,19,30,101670,100520,99410,71.81,0,3.0300000000000002,3.12,3.1,3.0700000000000003,3.0300000000000002,2.98,2.94,2.88,2.75,200.83,201.13,201.33,201.56,201.79,202.03,202.33,202.62,203.47,29.02,28.650000000000002,28.48,28.29,28.11,27.93,27.740000000000002,27.57,27.23,N/A,N/A -2012,8,6,20,30,101590,100450,99340,70.24,0,4.16,4.33,4.33,4.3,4.2700000000000005,4.23,4.17,4.13,3.98,191.70000000000002,191.96,191.96,191.95000000000002,191.95000000000002,191.94,191.93,191.92000000000002,191.86,29.23,28.87,28.7,28.51,28.330000000000002,28.150000000000002,27.97,27.79,27.46,N/A,N/A -2012,8,6,21,30,101540,100390,99290,70.61,0,4.42,4.63,4.64,4.61,4.58,4.54,4.49,4.43,4.2700000000000005,192.13,192.03,191.95000000000002,191.84,191.70000000000002,191.52,191.29,191.06,190.21,29.27,28.94,28.77,28.580000000000002,28.39,28.21,28.03,27.86,27.51,N/A,N/A -2012,8,6,22,30,101550,100400,99300,70.82000000000001,0,4.71,4.95,4.95,4.92,4.87,4.82,4.74,4.66,4.38,193.78,193.58,193.45000000000002,193.27,193.06,192.83,192.48000000000002,192.11,190.67000000000002,29.35,29.03,28.87,28.68,28.5,28.32,28.14,27.97,27.650000000000002,N/A,N/A -2012,8,6,23,30,101490,100340,99230,72.93,0,5.28,5.57,5.58,5.55,5.49,5.43,5.33,5.24,4.8500000000000005,196.26,195.96,195.79,195.6,195.37,195.13,194.74,194.35,192.5,29.25,28.93,28.76,28.580000000000002,28.400000000000002,28.22,28.04,27.88,27.59,N/A,N/A -2012,8,7,0,30,101500,100360,99250,72.45,0,4.66,4.93,4.94,4.92,4.89,4.86,4.8,4.75,4.59,196.82,196.52,196.37,196.19,195.98000000000002,195.75,195.43,195.1,193.88,29.310000000000002,28.990000000000002,28.82,28.63,28.44,28.26,28.080000000000002,27.900000000000002,27.55,N/A,N/A -2012,8,7,1,30,101440,100300,99190,72.49,0,4.04,4.25,4.2700000000000005,4.25,4.22,4.19,4.15,4.11,3.99,203.36,203.18,202.98000000000002,202.75,202.49,202.22,201.83,201.43,200.08,29.27,28.95,28.78,28.59,28.400000000000002,28.22,28.03,27.85,27.5,N/A,N/A -2012,8,7,2,30,101480,100330,99230,73.28,0,3.67,3.86,3.88,3.87,3.86,3.84,3.81,3.79,3.71,212.21,212.15,212.1,212.01,211.9,211.77,211.58,211.38,210.72,29.23,28.91,28.75,28.55,28.37,28.18,27.990000000000002,27.810000000000002,27.44,N/A,N/A -2012,8,7,3,30,101460,100320,99210,74.18,0,3.9,4.13,4.16,4.17,4.17,4.16,4.15,4.14,4.1,211.06,211.08,210.97,210.87,210.76,210.64000000000001,210.5,210.37,210.01,29.18,28.85,28.68,28.48,28.3,28.11,27.91,27.73,27.35,N/A,N/A -2012,8,7,4,30,101430,100290,99180,74.89,0,2.36,2.45,2.46,2.45,2.45,2.44,2.43,2.42,2.39,217.43,217.27,216.96,216.62,216.27,215.93,215.53,215.15,214.21,29.07,28.740000000000002,28.57,28.38,28.19,28.01,27.810000000000002,27.63,27.25,N/A,N/A -2012,8,7,5,30,101420,100270,99170,76.3,0,2.93,3.06,3.0700000000000003,3.0700000000000003,3.06,3.0500000000000003,3.04,3.02,2.99,242.3,242.11,242.08,242.05,242.02,241.99,241.96,241.93,241.84,28.96,28.63,28.46,28.26,28.07,27.88,27.68,27.5,27.12,N/A,N/A -2012,8,7,6,30,101440,100300,99190,75.38,0,2.19,2.2600000000000002,2.2600000000000002,2.24,2.23,2.22,2.2,2.19,2.15,222.01,221.73000000000002,221.67000000000002,221.58,221.48000000000002,221.38,221.24,221.11,220.82,28.95,28.62,28.45,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,8,7,7,30,101420,100280,99170,73.92,0,2.05,2.14,2.15,2.14,2.14,2.14,2.13,2.13,2.11,255.02,254.88,254.89000000000001,254.89000000000001,254.87,254.85,254.81,254.78,254.67000000000002,28.95,28.62,28.45,28.26,28.07,27.88,27.68,27.5,27.12,N/A,N/A -2012,8,7,8,30,101430,100280,99180,73.45,0,1.54,1.61,1.61,1.61,1.61,1.61,1.61,1.61,1.61,246.77,246.95000000000002,247.1,247.22,247.35,247.47,247.58,247.68,247.93,28.97,28.64,28.47,28.27,28.080000000000002,27.89,27.7,27.51,27.13,N/A,N/A -2012,8,7,9,30,101450,100300,99190,74.64,0,1.47,1.52,1.52,1.51,1.51,1.5,1.49,1.49,1.47,249.27,249.34,249.56,249.76000000000002,249.93,250.08,250.24,250.39000000000001,250.66,28.900000000000002,28.580000000000002,28.400000000000002,28.21,28.02,27.830000000000002,27.63,27.45,27.060000000000002,N/A,N/A -2012,8,7,10,30,101460,100310,99210,75.29,0,1.71,1.78,1.78,1.78,1.78,1.78,1.78,1.77,1.76,238.27,237.8,237.63,237.46,237.3,237.14000000000001,236.99,236.86,236.58,28.85,28.51,28.34,28.150000000000002,27.96,27.77,27.57,27.39,27,N/A,N/A -2012,8,7,11,30,101450,100300,99190,76.64,0,1.96,2.0300000000000002,2.0300000000000002,2.0300000000000002,2.02,2.0100000000000002,2.0100000000000002,2,1.98,257.26,257.3,257.3,257.29,257.3,257.32,257.32,257.32,257.32,28.72,28.38,28.21,28.01,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,8,7,12,30,101470,100320,99210,78.57000000000001,0,1.6400000000000001,1.68,1.68,1.67,1.6600000000000001,1.6500000000000001,1.6400000000000001,1.6300000000000001,1.61,309.82,309.82,309.66,309.51,309.35,309.19,309.03000000000003,308.88,308.56,28.650000000000002,28.310000000000002,28.13,27.94,27.75,27.560000000000002,27.36,27.18,26.79,N/A,N/A -2012,8,7,13,30,101480,100340,99230,81.87,0,2.5500000000000003,2.5300000000000002,2.47,2.4,2.33,2.2600000000000002,2.2,2.13,2,319.27,319.7,319.87,320.06,320.25,320.44,320.67,320.89,321.40000000000003,28.34,27.990000000000002,27.82,27.62,27.43,27.240000000000002,27.05,26.86,26.490000000000002,N/A,N/A -2012,8,7,14,30,101510,100360,99250,81.79,0,1.68,1.68,1.6600000000000001,1.6300000000000001,1.6,1.57,1.54,1.5,1.44,303.3,303.02,302.96,302.89,302.83,302.77,302.69,302.62,302.45,28.29,27.93,27.75,27.560000000000002,27.36,27.18,26.98,26.8,26.42,N/A,N/A -2012,8,7,15,30,101510,100370,99260,81.92,0,1.3800000000000001,1.37,1.34,1.3,1.27,1.24,1.2,1.17,1.09,304.74,305.27,305.58,305.91,306.22,306.51,306.85,307.18,307.96,28.3,27.93,27.75,27.560000000000002,27.36,27.18,26.98,26.8,26.42,N/A,N/A -2012,8,7,16,30,101510,100360,99260,81.13,0,1.1400000000000001,1.1500000000000001,1.1400000000000001,1.12,1.1,1.09,1.07,1.05,1.01,293.96,294.03000000000003,294.11,294.21,294.3,294.38,294.44,294.49,294.52,28.45,28.09,27.91,27.72,27.52,27.330000000000002,27.14,26.96,26.580000000000002,N/A,N/A -2012,8,7,17,30,101480,100340,99230,80.64,0,1.25,1.27,1.25,1.24,1.23,1.21,1.2,1.18,1.1500000000000001,235.61,235.39000000000001,235.13,234.86,234.55,234.22,233.83,233.44,232.36,28.64,28.27,28.09,27.900000000000002,27.71,27.52,27.330000000000002,27.14,26.77,N/A,N/A -2012,8,7,18,30,101470,100320,99220,79.29,0,2.42,2.5,2.49,2.48,2.46,2.44,2.41,2.39,2.33,212.72,212.29,212.1,211.89000000000001,211.66,211.41,211.11,210.82,210,28.88,28.52,28.34,28.150000000000002,27.96,27.78,27.59,27.41,27.05,N/A,N/A -2012,8,7,19,30,101430,100290,99180,78,0,2.82,2.92,2.92,2.91,2.89,2.87,2.85,2.83,2.77,209.67000000000002,209.33,209.05,208.74,208.44,208.15,207.8,207.44,206.63,29.09,28.72,28.55,28.35,28.16,27.97,27.78,27.6,27.23,N/A,N/A -2012,8,7,20,30,101400,100260,99160,77.74,0,3.46,3.61,3.62,3.62,3.61,3.6,3.59,3.5700000000000003,3.5300000000000002,197.8,197.41,197.22,197,196.78,196.56,196.31,196.06,195.46,29.22,28.85,28.68,28.48,28.29,28.1,27.900000000000002,27.72,27.35,N/A,N/A -2012,8,7,21,30,101350,100210,99100,77.15,0,3.0100000000000002,3.15,3.16,3.16,3.16,3.15,3.14,3.13,3.11,201.54,201.01,200.63,200.22,199.83,199.46,199.03,198.62,197.65,29.27,28.92,28.75,28.55,28.36,28.17,27.98,27.8,27.42,N/A,N/A -2012,8,7,22,30,101330,100190,99080,78.72,0,4.0600000000000005,4.28,4.3100000000000005,4.3100000000000005,4.3100000000000005,4.3,4.29,4.28,4.25,196.77,196.51,196.34,196.16,195.97,195.78,195.56,195.35,194.85,29.240000000000002,28.900000000000002,28.73,28.53,28.34,28.150000000000002,27.96,27.78,27.400000000000002,N/A,N/A -2012,8,7,23,30,101290,100150,99040,77.60000000000001,0,3.94,4.15,4.17,4.18,4.17,4.16,4.14,4.13,4.08,184.65,184.77,184.8,184.82,184.82,184.81,184.79,184.76,184.63,29.23,28.91,28.73,28.54,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,8,8,0,30,101290,100150,99040,79.03,0,4.55,4.83,4.86,4.87,4.87,4.86,4.8500000000000005,4.84,4.8100000000000005,175.74,175.70000000000002,175.70000000000002,175.67000000000002,175.61,175.53,175.41,175.29,174.84,29.14,28.810000000000002,28.650000000000002,28.45,28.26,28.080000000000002,27.89,27.71,27.34,N/A,N/A -2012,8,8,1,30,101260,100120,99020,79.03,0,3.88,4.1,4.14,4.15,4.15,4.14,4.14,4.13,4.11,180.56,180.08,179.8,179.51,179.21,178.92000000000002,178.58,178.26,177.52,29.05,28.73,28.55,28.36,28.17,27.98,27.79,27.61,27.23,N/A,N/A -2012,8,8,2,30,101300,100160,99050,79.85000000000001,0,3.95,4.18,4.22,4.24,4.24,4.24,4.24,4.24,4.23,176.96,177.15,177.23,177.29,177.32,177.35,177.36,177.37,177.31,29.02,28.69,28.52,28.330000000000002,28.14,27.95,27.75,27.57,27.19,N/A,N/A -2012,8,8,3,30,101320,100170,99070,78.61,0,3.5500000000000003,3.7600000000000002,3.79,3.81,3.81,3.81,3.8200000000000003,3.8200000000000003,3.81,162.04,162.31,162.47,162.62,162.75,162.86,162.97,163.08,163.27,29.03,28.7,28.53,28.330000000000002,28.150000000000002,27.96,27.76,27.580000000000002,27.2,N/A,N/A -2012,8,8,4,30,101310,100170,99060,80.47,0,4.12,4.39,4.43,4.46,4.47,4.48,4.48,4.48,4.48,179.16,178.84,178.67000000000002,178.51,178.35,178.21,178.07,177.93,177.66,28.94,28.6,28.43,28.23,28.04,27.85,27.650000000000002,27.47,27.09,N/A,N/A -2012,8,8,5,30,101320,100180,99070,79.74,0,3.85,4.09,4.14,4.16,4.17,4.18,4.18,4.19,4.19,169.46,169.53,169.5,169.49,169.47,169.46,169.45000000000002,169.43,169.41,28.92,28.580000000000002,28.41,28.21,28.02,27.830000000000002,27.64,27.45,27.07,N/A,N/A -2012,8,8,6,30,101340,100200,99090,80.93,0,3.38,3.56,3.6,3.61,3.62,3.63,3.63,3.63,3.64,182.07,182.11,182.13,182.13,182.13,182.13,182.13,182.12,182.09,28.84,28.5,28.32,28.12,27.93,27.75,27.55,27.36,26.990000000000002,N/A,N/A -2012,8,8,7,30,101400,100250,99150,81.52,0,2.88,3.0700000000000003,3.11,3.14,3.16,3.18,3.2,3.22,3.25,187.11,186.02,185.42000000000002,184.83,184.31,183.8,183.31,182.86,181.93,28.84,28.5,28.330000000000002,28.13,27.94,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,8,8,8,30,101390,100250,99140,80.65,0,3.0100000000000002,3.18,3.21,3.22,3.23,3.24,3.25,3.25,3.2600000000000002,177.42000000000002,177.14000000000001,177,176.87,176.75,176.63,176.53,176.43,176.22,28.86,28.52,28.35,28.150000000000002,27.96,27.77,27.57,27.39,27.01,N/A,N/A -2012,8,8,9,30,101420,100270,99170,79.69,0,2.29,2.4,2.41,2.42,2.42,2.42,2.43,2.43,2.42,177.33,177.33,177.29,177.24,177.19,177.14000000000001,177.07,177.01,176.91,28.86,28.52,28.35,28.150000000000002,27.97,27.77,27.580000000000002,27.39,27.01,N/A,N/A -2012,8,8,10,30,101450,100300,99200,80.15,0,0.9,0.92,0.93,0.93,0.9400000000000001,0.9400000000000001,0.9400000000000001,0.9500000000000001,0.96,202.48000000000002,201.92000000000002,201.41,200.91,200.46,200.03,199.61,199.21,198.29,28.8,28.46,28.29,28.09,27.900000000000002,27.72,27.52,27.330000000000002,26.96,N/A,N/A -2012,8,8,11,30,101480,100330,99230,80.53,0,0.89,0.91,0.9,0.89,0.87,0.86,0.85,0.8300000000000001,0.81,287.72,287.89,288.15000000000003,288.32,288.39,288.39,288.37,288.33,288.12,28.78,28.45,28.28,28.080000000000002,27.89,27.7,27.5,27.32,26.94,N/A,N/A -2012,8,8,12,30,101450,100300,99190,86.24,19.400000000000002,4.66,4.6000000000000005,4.38,4.14,3.93,3.7600000000000002,3.66,3.59,3.5,196.35,197.46,198.13,198.86,199.45000000000002,199.92000000000002,199.9,199.83,198.92000000000002,27.09,26.8,26.72,26.66,26.63,26.6,26.52,26.45,26.23,N/A,N/A -2012,8,8,13,30,101530,100380,99270,79.23,0,1.83,1.85,1.83,1.79,1.8,1.84,1.8800000000000001,1.93,1.96,205.09,207.72,209.95000000000002,213.34,217.74,223.29,225.73000000000002,226.77,224.06,28.18,27.88,27.75,27.62,27.580000000000002,27.6,27.54,27.45,27.23,N/A,N/A -2012,8,8,14,30,101550,100400,99290,86.58,0,4.57,4.54,4.37,4.14,3.85,3.52,3.12,2.75,2.15,208.46,208.74,208.88,209.12,209.67000000000002,210.43,212.81,215.4,223.33,27.52,27.150000000000002,26.990000000000002,26.830000000000002,26.69,26.560000000000002,26.45,26.35,26.17,N/A,N/A -2012,8,8,15,30,101540,100390,99280,77.13,0,2.69,2.6,2.48,2.31,2.1,1.87,1.47,1.1300000000000001,0.12,209.1,208.48000000000002,208.09,207.57,206.79,205.92000000000002,203.99,202.27,55.76,28.3,27.93,27.75,27.55,27.36,27.17,26.98,26.8,26.53,N/A,N/A -2012,8,8,16,30,101550,100410,99300,76.91,0,1.58,1.61,1.58,1.55,1.53,1.5,1.48,1.45,1.41,175.97,174.81,174.07,173.22,172.3,171.32,170.16,169.02,166.04,28.7,28.35,28.17,27.97,27.79,27.6,27.400000000000002,27.22,26.84,N/A,N/A -2012,8,8,17,30,101550,100400,99290,78.65,0,2.05,2.16,2.19,2.2,2.22,2.23,2.25,2.2600000000000002,2.29,149.20000000000002,149.91,150.34,150.77,151.18,151.6,152.06,152.52,153.53,28.8,28.44,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.94,N/A,N/A -2012,8,8,18,30,101530,100390,99280,78.9,0,2.13,2.22,2.23,2.24,2.24,2.24,2.24,2.23,2.23,146.74,146.61,146.55,146.5,146.46,146.41,146.38,146.34,146.29,28.96,28.59,28.41,28.21,28.02,27.830000000000002,27.63,27.45,27.07,N/A,N/A -2012,8,8,19,30,101520,100380,99270,79.73,0,2.99,3.12,3.14,3.15,3.15,3.16,3.16,3.16,3.15,142.83,142.65,142.54,142.41,142.3,142.19,142.08,141.98,141.74,29.05,28.68,28.5,28.3,28.11,27.92,27.72,27.54,27.16,N/A,N/A -2012,8,8,20,30,101450,100300,99200,79.74,0,2.45,2.5500000000000003,2.57,2.57,2.58,2.58,2.58,2.57,2.57,164.14000000000001,163.49,163.16,162.81,162.5,162.19,161.87,161.57,160.93,29.080000000000002,28.71,28.53,28.330000000000002,28.14,27.95,27.75,27.57,27.19,N/A,N/A -2012,8,8,21,30,101400,100260,99160,73.01,0,3.14,3.29,3.31,3.31,3.31,3.31,3.3000000000000003,3.29,3.2800000000000002,156.98,157.31,157.46,157.61,157.76,157.89000000000001,158.03,158.16,158.44,29.45,29.1,28.93,28.73,28.54,28.35,28.150000000000002,27.97,27.59,N/A,N/A -2012,8,8,22,30,101400,100260,99160,79.16,0,4.11,4.42,4.49,4.54,4.58,4.61,4.64,4.66,4.7,163.74,163.85,163.89000000000001,163.94,163.98,164.04,164.1,164.15,164.27,29.29,28.95,28.78,28.580000000000002,28.39,28.2,28,27.810000000000002,27.43,N/A,N/A -2012,8,8,23,30,101380,100230,99130,78.24,0,4.93,5.2700000000000005,5.33,5.37,5.39,5.4,5.42,5.43,5.44,169.89000000000001,169.67000000000002,169.52,169.35,169.20000000000002,169.04,168.88,168.72,168.38,29.310000000000002,28.97,28.8,28.61,28.42,28.23,28.04,27.85,27.47,N/A,N/A -2012,8,9,0,30,101360,100210,99110,79.78,0,4.62,4.94,5.01,5.04,5.0600000000000005,5.08,5.08,5.09,5.09,170.66,170.61,170.68,170.73,170.77,170.8,170.83,170.86,170.9,29.16,28.82,28.650000000000002,28.45,28.26,28.080000000000002,27.88,27.69,27.310000000000002,N/A,N/A -2012,8,9,1,30,101330,100190,99090,77.92,0,4.47,4.7700000000000005,4.82,4.84,4.8500000000000005,4.86,4.86,4.86,4.8500000000000005,169.31,169.16,169.08,169.02,168.97,168.91,168.86,168.8,168.68,29.19,28.87,28.69,28.5,28.310000000000002,28.12,27.93,27.740000000000002,27.36,N/A,N/A -2012,8,9,2,30,101350,100210,99110,81.29,0,4.5600000000000005,4.86,4.93,4.96,4.98,5,5.01,5.0200000000000005,5.03,169.97,170.05,170.06,170.07,170.08,170.08,170.07,170.07,170.06,28.96,28.62,28.45,28.26,28.07,27.88,27.69,27.5,27.13,N/A,N/A -2012,8,9,3,30,101350,100200,99100,82.54,0,5.46,5.8100000000000005,5.87,5.88,5.88,5.87,5.8500000000000005,5.84,5.79,176.46,176.06,175.78,175.49,175.24,174.99,174.75,174.52,174.08,28.93,28.580000000000002,28.400000000000002,28.2,28.01,27.82,27.62,27.43,27.05,N/A,N/A -2012,8,9,4,30,101340,100190,99090,83.95,0,5.17,5.45,5.48,5.48,5.47,5.44,5.42,5.39,5.33,169.06,169.89000000000001,170.33,170.75,171.14000000000001,171.54,171.95000000000002,172.34,173.21,28.8,28.46,28.28,28.09,27.900000000000002,27.72,27.53,27.36,26.990000000000002,N/A,N/A -2012,8,9,5,30,101370,100230,99120,85.13,0,4.65,4.96,5.03,5.0600000000000005,5.09,5.11,5.12,5.13,5.14,179.07,178.87,178.74,178.61,178.48,178.35,178.23,178.11,177.87,28.7,28.35,28.17,27.97,27.78,27.59,27.39,27.2,26.82,N/A,N/A -2012,8,9,6,30,101390,100250,99140,84.51,0,4.89,5.19,5.24,5.25,5.26,5.25,5.24,5.22,5.19,183.19,183.31,183.33,183.34,183.35,183.35,183.33,183.32,183.3,28.86,28.5,28.330000000000002,28.13,27.94,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,8,9,7,30,101410,100260,99160,82.32000000000001,0,3.89,4.13,4.17,4.2,4.21,4.22,4.22,4.23,4.23,193.52,193.45000000000002,193.43,193.43,193.43,193.43,193.45000000000002,193.49,193.56,28.92,28.580000000000002,28.400000000000002,28.2,28.01,27.82,27.62,27.44,27.060000000000002,N/A,N/A -2012,8,9,8,30,101430,100290,99180,76.7,0,3.46,3.68,3.73,3.7600000000000002,3.79,3.81,3.83,3.85,3.88,199.67000000000002,198.96,198.59,198.25,197.96,197.68,197.42000000000002,197.19,196.74,29.14,28.810000000000002,28.64,28.44,28.25,28.060000000000002,27.87,27.68,27.3,N/A,N/A -2012,8,9,9,30,101450,100310,99200,78.55,0,3.8200000000000003,4.08,4.14,4.18,4.21,4.23,4.25,4.2700000000000005,4.29,206.44,206.31,206.1,205.91,205.73000000000002,205.57,205.4,205.24,204.93,29.02,28.68,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.55,27.17,N/A,N/A -2012,8,9,10,30,101450,100310,99200,80.81,0,4.51,4.79,4.8500000000000005,4.87,4.89,4.9,4.91,4.92,4.92,210.43,210.31,210.19,210.07,209.96,209.85,209.74,209.64000000000001,209.42000000000002,28.91,28.560000000000002,28.39,28.19,28,27.8,27.61,27.42,27.04,N/A,N/A -2012,8,9,11,30,101490,100350,99240,83.35000000000001,0,3.93,4.17,4.23,4.26,4.29,4.3100000000000005,4.32,4.33,4.3500000000000005,228.98000000000002,228.44,228.05,227.68,227.35,227.04,226.73000000000002,226.44,225.85,28.86,28.51,28.34,28.14,27.95,27.76,27.560000000000002,27.38,26.990000000000002,N/A,N/A -2012,8,9,12,30,101490,100350,99240,81.38,0,3.81,3.99,4.03,4.04,4.05,4.05,4.0600000000000005,4.0600000000000005,4.0600000000000005,253.22,252.07,251.29,250.52,249.82,249.13,248.44,247.75,246.36,28.98,28.66,28.490000000000002,28.29,28.11,27.92,27.73,27.55,27.18,N/A,N/A -2012,8,9,13,30,101530,100380,99270,88.97,7,9.38,9.88,9.85,9.72,9.58,9.42,9.24,9.07,8.72,259.72,259.27,258.87,258.26,257.53000000000003,256.69,255.63,254.57,252.02,27.72,27.3,27.14,26.97,26.810000000000002,26.67,26.52,26.39,26.12,N/A,N/A -2012,8,9,14,30,101560,100410,99300,84.53,0,2.47,2.66,2.75,2.87,3.0300000000000002,3.24,3.49,3.7600000000000002,4.1,270.38,265.53000000000003,262.8,259.43,255.46,250.91,245.74,240.39000000000001,232.73000000000002,27.85,27.51,27.36,27.21,27.1,27,26.94,26.900000000000002,26.740000000000002,N/A,N/A -2012,8,9,15,30,101550,100400,99300,82.8,2.2,2.04,2.29,2.42,2.57,2.75,2.95,3.17,3.4,3.8200000000000003,262.25,257.49,254.74,251.94,249.24,246.44,243.55,240.66,235.48000000000002,28.22,27.89,27.740000000000002,27.57,27.43,27.29,27.150000000000002,27.02,26.740000000000002,N/A,N/A -2012,8,9,16,30,101530,100380,99270,88.42,0,5.32,5.43,5.38,5.2700000000000005,5.17,5.07,4.98,4.91,4.74,244.69,244,243.38,242.55,241.59,240.47,238.94,237.31,233.34,27.42,27.04,26.89,26.740000000000002,26.61,26.490000000000002,26.400000000000002,26.32,26.17,N/A,N/A -2012,8,9,17,30,101540,100390,99290,79.06,0,2.16,2.32,2.38,2.45,2.54,2.64,2.8000000000000003,2.99,3.7600000000000002,223.54,222.88,222.76,222.57,222.32,221.99,221.39000000000001,220.65,217.53,28.48,28.12,27.95,27.76,27.59,27.41,27.25,27.1,26.89,N/A,N/A -2012,8,9,18,30,101500,100360,99250,80.99,0,3.34,3.52,3.56,3.59,3.61,3.64,3.67,3.7,3.81,218.18,218.31,218.3,218.32,218.35,218.4,218.49,218.59,218.93,28.830000000000002,28.46,28.29,28.09,27.900000000000002,27.72,27.53,27.35,26.990000000000002,N/A,N/A -2012,8,9,19,30,101480,100340,99230,81.52,0,4.33,4.63,4.7,4.75,4.79,4.82,4.8500000000000005,4.87,4.92,204.45000000000002,204.65,204.79,204.93,205.05,205.16,205.29,205.41,205.66,29.19,28.830000000000002,28.66,28.45,28.26,28.07,27.88,27.69,27.310000000000002,N/A,N/A -2012,8,9,20,30,101410,100270,99170,79.10000000000001,0,6.34,6.84,6.93,6.98,7.01,7.03,7.04,7.04,7.05,203.09,203.21,203.29,203.36,203.43,203.49,203.55,203.62,203.75,29.44,29.09,28.92,28.72,28.54,28.34,28.150000000000002,27.97,27.59,N/A,N/A -2012,8,9,21,30,101360,100230,99120,81.45,0,6.83,7.38,7.5,7.5600000000000005,7.59,7.61,7.63,7.640000000000001,7.640000000000001,201.87,201.85,201.89000000000001,201.95000000000002,202,202.07,202.15,202.23000000000002,202.45000000000002,29.41,29.080000000000002,28.92,28.72,28.54,28.35,28.16,27.98,27.61,N/A,N/A -2012,8,9,22,30,101330,100190,99080,81,0,6.5,7.01,7.1000000000000005,7.140000000000001,7.16,7.17,7.16,7.15,7.11,202.01,202.02,202.11,202.19,202.26,202.32,202.39000000000001,202.45000000000002,202.59,29.36,29.03,28.86,28.66,28.48,28.29,28.1,27.92,27.55,N/A,N/A -2012,8,9,23,30,101330,100190,99090,81.94,0,5.45,5.8500000000000005,5.93,5.97,5.99,6,6.01,6,5.99,183.21,183.42000000000002,183.57,183.68,183.75,183.81,183.86,183.89000000000001,183.96,29.29,28.95,28.78,28.580000000000002,28.400000000000002,28.21,28.01,27.830000000000002,27.45,N/A,N/A -2012,8,10,0,30,101250,100110,99010,83.81,0,5.14,5.5,5.55,5.57,5.58,5.58,5.58,5.57,5.5600000000000005,205.53,205.68,205.71,205.77,205.83,205.9,205.97,206.04,206.24,29.14,28.8,28.63,28.44,28.25,28.060000000000002,27.88,27.7,27.34,N/A,N/A -2012,8,10,1,30,101230,100090,98990,83.21000000000001,0,7.13,7.71,7.82,7.87,7.890000000000001,7.9,7.9,7.9,7.87,205.41,205.56,205.63,205.71,205.78,205.86,205.96,206.05,206.29,29.26,28.92,28.75,28.55,28.37,28.19,27.990000000000002,27.810000000000002,27.45,N/A,N/A -2012,8,10,2,30,101230,100100,98990,82.96000000000001,0,6.72,7.2700000000000005,7.38,7.43,7.46,7.47,7.48,7.48,7.46,207.37,207.43,207.49,207.55,207.61,207.68,207.76,207.83,208.02,29.310000000000002,28.98,28.810000000000002,28.62,28.43,28.25,28.060000000000002,27.88,27.51,N/A,N/A -2012,8,10,3,30,101250,100110,99010,82.95,0,6.3100000000000005,6.84,6.94,6.99,7.03,7.04,7.04,7.04,7.03,204.70000000000002,204.92000000000002,205.04,205.14000000000001,205.22,205.29,205.35,205.4,205.52,29.330000000000002,28.990000000000002,28.830000000000002,28.63,28.44,28.25,28.060000000000002,27.87,27.5,N/A,N/A -2012,8,10,4,30,101230,100090,98990,80.83,0,5.25,5.68,5.76,5.8100000000000005,5.84,5.8500000000000005,5.86,5.87,5.89,225.81,225.93,225.94,225.94,225.94,225.93,225.93,225.94,226,29.400000000000002,29.07,28.900000000000002,28.71,28.52,28.330000000000002,28.14,27.96,27.580000000000002,N/A,N/A -2012,8,10,5,30,101240,100100,98990,83.74,0,6.6000000000000005,7.11,7.18,7.2,7.19,7.16,7.12,7.07,6.94,217.67000000000002,217.66,217.61,217.54,217.47,217.39000000000001,217.28,217.18,216.93,29.240000000000002,28.900000000000002,28.73,28.53,28.34,28.150000000000002,27.95,27.76,27.38,N/A,N/A -2012,8,10,6,30,101220,100090,98980,75.09,0,6.5200000000000005,7.08,7.18,7.22,7.24,7.25,7.25,7.24,7.23,219.24,219.35,219.4,219.43,219.46,219.5,219.53,219.57,219.67000000000002,29.76,29.44,29.28,29.080000000000002,28.900000000000002,28.71,28.52,28.34,27.97,N/A,N/A -2012,8,10,7,30,101230,100090,98990,74.52,0,7.78,8.49,8.63,8.700000000000001,8.75,8.77,8.790000000000001,8.8,8.82,220.74,220.66,220.62,220.6,220.6,220.61,220.63,220.66,220.72,29.78,29.47,29.3,29.11,28.92,28.73,28.54,28.35,27.97,N/A,N/A -2012,8,10,8,30,101250,100110,99010,74.17,0,7.15,7.8,7.930000000000001,8,8.05,8.08,8.11,8.13,8.17,223.11,222.83,222.73000000000002,222.64000000000001,222.59,222.55,222.52,222.51,222.5,29.85,29.55,29.39,29.2,29.02,28.830000000000002,28.650000000000002,28.47,28.1,N/A,N/A -2012,8,10,9,30,101230,100090,98990,74.76,0,7.67,8.36,8.5,8.56,8.6,8.620000000000001,8.63,8.63,8.620000000000001,230.95000000000002,230.98000000000002,230.97,230.93,230.88,230.82,230.75,230.68,230.51,29.67,29.35,29.19,28.990000000000002,28.8,28.61,28.41,28.23,27.84,N/A,N/A -2012,8,10,10,30,101240,100110,99000,75.83,0,6.92,7.57,7.7,7.7700000000000005,7.82,7.84,7.86,7.86,7.8500000000000005,231.35,231.51,231.55,231.58,231.59,231.61,231.61,231.6,231.58,29.63,29.310000000000002,29.150000000000002,28.95,28.76,28.57,28.38,28.19,27.810000000000002,N/A,N/A -2012,8,10,11,30,101280,100140,99030,76.49,0,6.7,7.28,7.41,7.47,7.51,7.54,7.55,7.5600000000000005,7.5600000000000005,235.85,235.82,235.77,235.71,235.65,235.6,235.54,235.48000000000002,235.37,29.53,29.21,29.04,28.84,28.66,28.47,28.27,28.09,27.71,N/A,N/A -2012,8,10,12,30,101270,100130,99030,74.82000000000001,0,6.82,7.45,7.58,7.66,7.71,7.74,7.76,7.78,7.79,245.62,245.32,245.18,245.04,244.9,244.77,244.64000000000001,244.51,244.27,29.63,29.330000000000002,29.16,28.97,28.78,28.59,28.400000000000002,28.21,27.830000000000002,N/A,N/A -2012,8,10,13,30,101310,100170,99070,73.48,0,6.41,6.99,7.1000000000000005,7.17,7.21,7.24,7.26,7.2700000000000005,7.28,248.28,248.23000000000002,248.17000000000002,248.1,248.04,247.98000000000002,247.93,247.87,247.76000000000002,29.77,29.46,29.3,29.1,28.91,28.72,28.52,28.34,27.96,N/A,N/A -2012,8,10,14,30,101350,100210,99110,72.77,0,6.1000000000000005,6.61,6.72,6.78,6.83,6.86,6.890000000000001,6.91,6.94,248.83,248.78,248.75,248.73000000000002,248.73000000000002,248.72,248.73000000000002,248.74,248.77,29.68,29.37,29.2,29.01,28.82,28.63,28.44,28.26,27.88,N/A,N/A -2012,8,10,15,30,101350,100210,99110,77.06,0,6.98,7.53,7.63,7.67,7.69,7.7,7.7,7.7,7.68,244.05,244.15,244.28,244.4,244.52,244.64000000000001,244.76,244.87,245.08,29.45,29.12,28.95,28.75,28.560000000000002,28.37,28.18,27.990000000000002,27.61,N/A,N/A -2012,8,10,16,30,101360,100220,99120,73.46000000000001,0,6.16,6.69,6.8100000000000005,6.88,6.92,6.96,6.99,7.0200000000000005,7.07,233.82,233.89000000000001,233.93,233.97,234,234.02,234.05,234.09,234.16,29.740000000000002,29.42,29.26,29.060000000000002,28.88,28.69,28.5,28.32,27.94,N/A,N/A -2012,8,10,17,30,101330,100190,99080,75.02,0,6.78,7.34,7.44,7.48,7.51,7.5200000000000005,7.51,7.51,7.48,219.68,219.91,220.07,220.21,220.33,220.46,220.58,220.69,220.94,29.75,29.43,29.27,29.07,28.88,28.69,28.5,28.32,27.94,N/A,N/A -2012,8,10,18,30,101290,100150,99050,76.52,0,7.390000000000001,8.01,8.13,8.18,8.21,8.22,8.22,8.21,8.19,212.41,212.69,212.87,213.05,213.23000000000002,213.4,213.59,213.77,214.16,29.650000000000002,29.32,29.16,28.96,28.77,28.59,28.400000000000002,28.22,27.84,N/A,N/A -2012,8,10,19,30,101270,100140,99030,75.45,0,8.19,8.94,9.1,9.17,9.22,9.24,9.25,9.25,9.23,206.08,206.25,206.37,206.49,206.62,206.73000000000002,206.86,206.99,207.3,29.78,29.46,29.29,29.1,28.91,28.73,28.54,28.36,27.990000000000002,N/A,N/A -2012,8,10,20,30,101220,100080,98980,77.01,0,8.31,9.07,9.22,9.290000000000001,9.33,9.34,9.34,9.34,9.3,213.17000000000002,213.24,213.31,213.39000000000001,213.45000000000002,213.53,213.6,213.67000000000002,213.85,29.64,29.32,29.150000000000002,28.96,28.77,28.580000000000002,28.400000000000002,28.21,27.84,N/A,N/A -2012,8,10,21,30,101180,100040,98940,77.05,0,8.71,9.53,9.700000000000001,9.78,9.82,9.85,9.85,9.85,9.83,213.19,213.33,213.43,213.51,213.6,213.69,213.77,213.84,214.04,29.650000000000002,29.330000000000002,29.16,28.97,28.78,28.59,28.400000000000002,28.22,27.85,N/A,N/A -2012,8,10,22,30,101150,100010,98910,76.42,0,8.5,9.3,9.47,9.55,9.6,9.620000000000001,9.63,9.64,9.620000000000001,210.58,210.61,210.67000000000002,210.71,210.74,210.76,210.77,210.77,210.76,29.66,29.34,29.18,28.98,28.8,28.61,28.42,28.23,27.86,N/A,N/A -2012,8,10,23,30,101100,99960,98860,74.36,0,8.94,9.8,9.97,10.05,10.09,10.11,10.11,10.1,10.06,212.23000000000002,212.33,212.37,212.39000000000001,212.42000000000002,212.43,212.45000000000002,212.47,212.49,29.76,29.45,29.29,29.1,28.91,28.73,28.54,28.35,27.98,N/A,N/A -2012,8,11,0,30,101100,99960,98860,74.95,0,8.36,9.120000000000001,9.27,9.34,9.38,9.39,9.39,9.38,9.35,212.32,212.33,212.38,212.43,212.48000000000002,212.53,212.59,212.65,212.8,29.7,29.400000000000002,29.240000000000002,29.04,28.86,28.67,28.490000000000002,28.310000000000002,27.94,N/A,N/A -2012,8,11,1,30,101070,99930,98830,69.76,0,8.76,9.57,9.74,9.8,9.84,9.84,9.83,9.81,9.74,208.9,208.9,208.88,208.84,208.8,208.75,208.67000000000002,208.58,208.32,29.94,29.67,29.51,29.32,29.13,28.95,28.76,28.580000000000002,28.2,N/A,N/A -2012,8,11,2,30,101090,99960,98850,72.52,0,8.06,8.77,8.9,8.94,8.97,8.97,8.96,8.950000000000001,8.9,212.95000000000002,212.92000000000002,212.85,212.79,212.73000000000002,212.68,212.62,212.56,212.42000000000002,29.87,29.59,29.43,29.240000000000002,29.060000000000002,28.88,28.69,28.51,28.16,N/A,N/A -2012,8,11,3,30,101110,99970,98870,74.96000000000001,0,8.69,9.47,9.63,9.68,9.71,9.72,9.700000000000001,9.69,9.63,208.57,208.63,208.59,208.55,208.5,208.46,208.4,208.34,208.19,29.73,29.43,29.27,29.080000000000002,28.89,28.71,28.52,28.34,27.97,N/A,N/A -2012,8,11,4,30,101130,100000,98890,72.44,0,7.84,8.51,8.64,8.69,8.72,8.73,8.72,8.700000000000001,8.66,210.42000000000002,210.17000000000002,210.06,209.93,209.81,209.67000000000002,209.53,209.38,209.03,29.79,29.51,29.35,29.150000000000002,28.97,28.79,28.6,28.41,28.04,N/A,N/A -2012,8,11,5,30,101110,99980,98880,70.11,0,8.23,9.02,9.17,9.25,9.290000000000001,9.31,9.32,9.32,9.3,198.49,198.74,198.84,198.92000000000002,198.98000000000002,199.04,199.09,199.14000000000001,199.24,29.89,29.6,29.44,29.25,29.060000000000002,28.88,28.69,28.51,28.14,N/A,N/A -2012,8,11,6,30,101160,100030,98920,65.78,0,8.2,8.96,9.120000000000001,9.19,9.23,9.26,9.27,9.28,9.27,213.70000000000002,213.71,213.78,213.88,213.97,214.06,214.16,214.26,214.45000000000002,30.02,29.75,29.6,29.41,29.23,29.04,28.85,28.66,28.29,N/A,N/A -2012,8,11,7,30,101220,100080,98980,73.56,0,7.05,7.72,7.86,7.94,7.99,8.03,8.05,8.07,8.08,214.84,214.83,214.82,214.79,214.76,214.72,214.67000000000002,214.64000000000001,214.55,29.59,29.28,29.11,28.91,28.73,28.54,28.34,28.16,27.78,N/A,N/A -2012,8,11,8,30,101230,100090,98980,72.27,0,6.98,7.59,7.72,7.78,7.82,7.8500000000000005,7.86,7.88,7.88,221.27,221.22,221.21,221.21,221.21,221.21,221.20000000000002,221.20000000000002,221.21,29.560000000000002,29.25,29.09,28.89,28.7,28.52,28.330000000000002,28.14,27.76,N/A,N/A -2012,8,11,9,30,101220,100080,98980,76.60000000000001,0,6.99,7.61,7.73,7.8,7.8500000000000005,7.87,7.890000000000001,7.9,7.91,222.95000000000002,223.14000000000001,223.27,223.39000000000001,223.49,223.59,223.68,223.77,223.94,29.38,29.05,28.88,28.68,28.490000000000002,28.3,28.11,27.92,27.54,N/A,N/A -2012,8,11,10,30,101240,100100,99000,79.9,0,7.4,8.05,8.19,8.27,8.32,8.35,8.370000000000001,8.38,8.39,233.05,232.86,232.73000000000002,232.59,232.46,232.32,232.19,232.07,231.79,29.19,28.84,28.67,28.47,28.28,28.09,27.89,27.71,27.32,N/A,N/A -2012,8,11,11,30,101290,100150,99050,80.60000000000001,0,6.57,7.12,7.24,7.3100000000000005,7.3500000000000005,7.390000000000001,7.41,7.43,7.45,236.83,237.16,237.23000000000002,237.27,237.3,237.31,237.32,237.31,237.28,29.150000000000002,28.8,28.63,28.43,28.240000000000002,28.05,27.86,27.67,27.28,N/A,N/A -2012,8,11,12,30,101320,100180,99080,79.96000000000001,0,5.74,6.24,6.3500000000000005,6.43,6.48,6.5200000000000005,6.55,6.57,6.6000000000000005,243.88,243.85,243.89000000000001,243.93,243.96,244,244.04,244.07,244.15,29.150000000000002,28.8,28.62,28.42,28.22,28.03,27.830000000000002,27.64,27.26,N/A,N/A -2012,8,11,13,30,101340,100200,99090,78.10000000000001,0,6.38,6.82,6.890000000000001,6.91,6.91,6.9,6.88,6.86,6.8,256.87,257.03000000000003,257.12,257.18,257.25,257.31,257.38,257.45,257.62,29.19,28.85,28.68,28.48,28.29,28.1,27.900000000000002,27.72,27.330000000000002,N/A,N/A -2012,8,11,14,30,101380,100240,99140,83.09,0,5.53,5.89,5.95,5.97,5.98,5.98,5.98,5.98,5.97,271.59000000000003,270.69,270.11,269.52,269,268.5,268.01,267.57,266.69,29,28.650000000000002,28.48,28.28,28.09,27.900000000000002,27.7,27.52,27.14,N/A,N/A -2012,8,11,15,30,101400,100260,99150,81.05,0,5.2,5.53,5.59,5.62,5.63,5.64,5.64,5.63,5.62,266.12,265.73,265.52,265.31,265.12,264.94,264.77,264.6,264.26,28.96,28.61,28.44,28.240000000000002,28.060000000000002,27.87,27.68,27.5,27.13,N/A,N/A -2012,8,11,16,30,101410,100270,99160,78.88,0,4.5200000000000005,4.84,4.91,4.95,4.98,5.01,5.04,5.0600000000000005,5.11,245.66,245.45000000000002,245.48000000000002,245.48000000000002,245.46,245.45000000000002,245.43,245.41,245.36,29.09,28.75,28.580000000000002,28.38,28.2,28.01,27.82,27.64,27.28,N/A,N/A -2012,8,11,17,30,101370,100230,99120,79.57000000000001,0,4.43,4.7,4.75,4.7700000000000005,4.79,4.79,4.78,4.7700000000000005,4.75,234.1,234.51,234.68,234.88,235.1,235.33,235.63,235.96,236.92000000000002,29.23,28.89,28.72,28.53,28.35,28.17,27.990000000000002,27.810000000000002,27.48,N/A,N/A -2012,8,11,18,30,101350,100210,99110,75.78,0,3.48,3.65,3.67,3.66,3.64,3.62,3.59,3.5500000000000003,3.45,215.43,215.89000000000001,216.16,216.45000000000002,216.74,217.04,217.38,217.72,218.64000000000001,29.64,29.310000000000002,29.150000000000002,28.95,28.77,28.59,28.41,28.23,27.89,N/A,N/A -2012,8,11,19,30,101340,100200,99100,76.61,0,3.63,3.75,3.74,3.69,3.64,3.59,3.52,3.46,3.29,213.48000000000002,213.42000000000002,213.44,213.45000000000002,213.44,213.42000000000002,213.39000000000001,213.36,213.21,29.73,29.39,29.23,29.03,28.85,28.66,28.48,28.3,27.95,N/A,N/A -2012,8,11,20,30,101330,100200,99090,77.47,0,4.61,4.87,4.89,4.88,4.86,4.84,4.8,4.7700000000000005,4.69,182.12,181.98,181.77,181.53,181.3,181.05,180.76,180.48,179.76,29.8,29.47,29.3,29.11,28.92,28.740000000000002,28.55,28.37,28,N/A,N/A -2012,8,11,21,30,101260,100120,99020,79.15,0,6.34,6.8,6.87,6.88,6.88,6.87,6.8500000000000005,6.82,6.75,195.11,195.07,195.02,194.95000000000002,194.9,194.84,194.77,194.71,194.54,29.63,29.310000000000002,29.14,28.94,28.76,28.57,28.38,28.19,27.830000000000002,N/A,N/A -2012,8,11,22,30,101240,100100,98990,79.83,0,6.48,6.97,7.0600000000000005,7.08,7.09,7.08,7.0600000000000005,7.04,6.97,206.03,206.02,205.94,205.84,205.75,205.65,205.54,205.43,205.16,29.54,29.22,29.060000000000002,28.86,28.67,28.48,28.3,28.11,27.740000000000002,N/A,N/A -2012,8,11,23,30,101200,100060,98960,81.32000000000001,0,6.890000000000001,7.44,7.54,7.57,7.58,7.58,7.57,7.55,7.49,209.75,209.68,209.65,209.61,209.57,209.52,209.46,209.4,209.26,29.42,29.09,28.92,28.72,28.54,28.35,28.150000000000002,27.97,27.59,N/A,N/A -2012,8,12,0,30,101250,100110,99010,80.88,0,6.16,6.640000000000001,6.72,6.75,6.76,6.76,6.75,6.74,6.7,200.85,200.82,200.76,200.68,200.59,200.51,200.39000000000001,200.28,199.98000000000002,29.400000000000002,29.07,28.91,28.71,28.52,28.34,28.150000000000002,27.97,27.6,N/A,N/A -2012,8,12,1,30,101210,100070,98960,79.59,0,6.5600000000000005,7.07,7.16,7.18,7.19,7.19,7.17,7.140000000000001,7.08,209.51,209.49,209.41,209.32,209.22,209.13,209.02,208.9,208.6,29.39,29.07,28.900000000000002,28.71,28.52,28.34,28.150000000000002,27.97,27.61,N/A,N/A -2012,8,12,2,30,101280,100140,99030,80.71000000000001,0,6.23,6.72,6.8100000000000005,6.8500000000000005,6.86,6.87,6.87,6.86,6.84,204.77,204.65,204.6,204.54,204.47,204.39000000000001,204.3,204.20000000000002,203.97,29.34,29.01,28.84,28.64,28.46,28.27,28.080000000000002,27.900000000000002,27.53,N/A,N/A -2012,8,12,3,30,101270,100130,99030,81.7,0,6.95,7.51,7.61,7.66,7.68,7.69,7.69,7.68,7.65,199.75,199.66,199.58,199.51,199.45000000000002,199.38,199.31,199.23000000000002,199.08,29.240000000000002,28.900000000000002,28.73,28.53,28.35,28.16,27.97,27.79,27.42,N/A,N/A -2012,8,12,4,30,101240,100100,98990,79.89,0,6.58,7.12,7.23,7.28,7.3100000000000005,7.33,7.34,7.34,7.34,202.26,202.16,202.13,202.1,202.07,202.03,201.99,201.95000000000002,201.84,29.240000000000002,28.900000000000002,28.73,28.53,28.34,28.150000000000002,27.97,27.78,27.41,N/A,N/A -2012,8,12,5,30,101270,100130,99030,83.14,0,6.92,7.48,7.59,7.63,7.66,7.67,7.67,7.66,7.640000000000001,200.89000000000001,200.9,200.89000000000001,200.88,200.87,200.85,200.83,200.81,200.75,29.060000000000002,28.72,28.54,28.34,28.150000000000002,27.96,27.77,27.580000000000002,27.21,N/A,N/A -2012,8,12,6,30,101290,100150,99050,81.03,0,6.24,6.72,6.8100000000000005,6.86,6.890000000000001,6.9,6.92,6.92,6.92,192.34,192.38,192.48000000000002,192.57,192.65,192.73000000000002,192.82,192.89000000000001,193.04,29.13,28.76,28.580000000000002,28.38,28.19,28.01,27.810000000000002,27.63,27.25,N/A,N/A -2012,8,12,7,30,101360,100220,99110,82.51,0,6.29,6.78,6.88,6.94,6.98,7,7.0200000000000005,7.03,7.04,187.1,186.94,186.89000000000001,186.83,186.78,186.74,186.70000000000002,186.65,186.57,29.1,28.73,28.55,28.34,28.150000000000002,27.96,27.76,27.57,27.19,N/A,N/A -2012,8,12,8,30,101360,100220,99120,76.38,0,6.92,7.32,7.37,7.37,7.3500000000000005,7.33,7.3,7.2700000000000005,7.21,190.68,191.20000000000002,191.46,191.72,191.94,192.15,192.32,192.47,192.71,29.28,28.93,28.76,28.560000000000002,28.38,28.2,28.01,27.830000000000002,27.46,N/A,N/A -2012,8,12,9,30,101410,100270,99160,80.37,0,5.5600000000000005,5.95,6.03,6.0600000000000005,6.08,6.09,6.09,6.09,6.09,197.14000000000001,197.11,197.16,197.23000000000002,197.3,197.38,197.45000000000002,197.53,197.68,29.09,28.72,28.55,28.34,28.150000000000002,27.96,27.76,27.57,27.19,N/A,N/A -2012,8,12,10,30,101420,100280,99170,78.53,0,5.19,5.57,5.65,5.69,5.72,5.74,5.76,5.76,5.78,197.91,198.46,198.72,198.97,199.20000000000002,199.41,199.62,199.8,200.18,29.17,28.810000000000002,28.64,28.44,28.240000000000002,28.05,27.86,27.67,27.28,N/A,N/A -2012,8,12,11,30,101430,100290,99190,77.74,0,4.89,5.2,5.26,5.29,5.3,5.3100000000000005,5.3100000000000005,5.3100000000000005,5.3100000000000005,210.86,211.21,211.47,211.74,211.99,212.23000000000002,212.48000000000002,212.71,213.21,29.22,28.86,28.69,28.490000000000002,28.3,28.11,27.92,27.73,27.35,N/A,N/A -2012,8,12,12,30,101460,100320,99220,79.25,0,4.59,4.9,4.95,4.97,4.98,4.98,4.98,4.97,4.95,225.11,225.11,225.06,225.01,224.96,224.9,224.85,224.79,224.69,29.21,28.85,28.68,28.48,28.28,28.09,27.89,27.71,27.32,N/A,N/A -2012,8,12,13,30,101470,100330,99220,77.69,0,3.73,3.99,4.05,4.08,4.11,4.13,4.15,4.16,4.19,227.06,227.6,227.93,228.26,228.55,228.81,229.07,229.31,229.79,29.330000000000002,28.98,28.810000000000002,28.61,28.42,28.23,28.03,27.85,27.46,N/A,N/A -2012,8,12,14,30,101470,100330,99220,80.62,0,2.59,2.73,2.74,2.75,2.75,2.75,2.75,2.75,2.75,258.63,257.5,256.85,256.13,255.46,254.79,254.12,253.47,252.13,29.240000000000002,28.89,28.72,28.52,28.330000000000002,28.14,27.95,27.76,27.38,N/A,N/A -2012,8,12,15,30,101590,100440,99330,82.22,2.6,3.13,3.22,3.2,3.18,3.16,3.14,3.13,3.13,3.16,260.78000000000003,261.06,261.1,261.04,260.91,260.7,260.41,260.08,259.07,28.740000000000002,28.39,28.23,28.04,27.87,27.7,27.53,27.37,27.04,N/A,N/A -2012,8,12,16,30,101520,100370,99270,77.05,0,3.59,3.7800000000000002,3.81,3.8200000000000003,3.83,3.83,3.83,3.83,3.8200000000000003,250.42000000000002,251.02,251.14000000000001,251.28,251.41,251.54,251.68,251.8,252.08,29.39,29.04,28.86,28.66,28.48,28.28,28.09,27.900000000000002,27.52,N/A,N/A -2012,8,12,17,30,101540,100400,99290,75.54,0,3.5300000000000002,3.7,3.73,3.74,3.75,3.74,3.74,3.73,3.71,214.89000000000001,214.58,214.58,214.55,214.52,214.48000000000002,214.44,214.4,214.32,29.490000000000002,29.13,28.96,28.76,28.57,28.37,28.18,27.990000000000002,27.61,N/A,N/A -2012,8,12,18,30,101580,100440,99330,80.44,0,4.79,5.04,5.07,5.07,5.07,5.0600000000000005,5.05,5.05,5.04,162.55,164.56,165.74,167,168.19,169.38,170.63,171.85,174.56,28.72,28.35,28.17,27.98,27.8,27.62,27.43,27.26,26.900000000000002,N/A,N/A -2012,8,12,19,30,101520,100380,99270,81.14,0,4.16,4.36,4.39,4.39,4.39,4.38,4.36,4.3500000000000005,4.3100000000000005,173.8,174.44,174.89000000000001,175.37,175.83,176.31,176.85,177.39000000000001,178.70000000000002,28.990000000000002,28.62,28.44,28.240000000000002,28.05,27.87,27.68,27.490000000000002,27.12,N/A,N/A -2012,8,12,20,30,101460,100310,99210,80.86,0,4.86,5.17,5.23,5.26,5.2700000000000005,5.2700000000000005,5.2700000000000005,5.2700000000000005,5.25,188.48,188.67000000000002,188.87,189.05,189.22,189.39000000000001,189.57,189.75,190.12,29.11,28.740000000000002,28.560000000000002,28.36,28.17,27.98,27.79,27.6,27.22,N/A,N/A -2012,8,12,21,30,101450,100310,99200,85.41,0,5.97,6.3100000000000005,6.3500000000000005,6.3500000000000005,6.33,6.3,6.25,6.21,6.09,191.29,191.44,191.46,191.47,191.49,191.5,191.51,191.51,191.52,28.41,28,27.830000000000002,27.62,27.44,27.25,27.07,26.89,26.53,N/A,N/A -2012,8,12,22,30,101420,100280,99180,80.79,0,5.2,5.53,5.59,5.61,5.62,5.62,5.61,5.6000000000000005,5.57,193.69,193.79,193.85,193.9,193.95000000000002,193.99,194.02,194.06,194.12,28.86,28.490000000000002,28.310000000000002,28.11,27.92,27.73,27.54,27.36,26.98,N/A,N/A -2012,8,12,23,30,101400,100260,99150,79.41,0,4.87,5.19,5.25,5.28,5.29,5.3100000000000005,5.3100000000000005,5.32,5.33,196.97,197.03,197.11,197.18,197.25,197.31,197.37,197.42000000000002,197.54,28.92,28.55,28.38,28.18,27.990000000000002,27.8,27.61,27.42,27.05,N/A,N/A -2012,8,13,0,30,101380,100240,99130,78.62,0,5.69,6.0600000000000005,6.13,6.15,6.16,6.16,6.16,6.15,6.13,178.17000000000002,178.21,178.3,178.37,178.45000000000002,178.51,178.58,178.65,178.78,29.02,28.650000000000002,28.48,28.28,28.080000000000002,27.900000000000002,27.71,27.52,27.150000000000002,N/A,N/A -2012,8,13,1,30,101350,100210,99110,75.83,0,7,7.58,7.7,7.76,7.8100000000000005,7.83,7.8500000000000005,7.86,7.87,172.81,172.94,172.97,173.01,173.03,173.06,173.09,173.11,173.17000000000002,29.310000000000002,28.95,28.78,28.580000000000002,28.39,28.2,28.01,27.82,27.44,N/A,N/A -2012,8,13,2,30,101350,100210,99100,75.35000000000001,0,6.79,7.33,7.43,7.49,7.5200000000000005,7.54,7.5600000000000005,7.57,7.57,175.75,175.94,176.02,176.11,176.18,176.26,176.34,176.42000000000002,176.6,29.36,29,28.830000000000002,28.63,28.44,28.26,28.060000000000002,27.88,27.5,N/A,N/A -2012,8,13,3,30,101370,100230,99130,76.74,0,7.23,7.83,7.96,8.03,8.07,8.1,8.120000000000001,8.14,8.16,182.5,182.43,182.42000000000002,182.42000000000002,182.42000000000002,182.43,182.43,182.44,182.46,29.26,28.900000000000002,28.72,28.52,28.330000000000002,28.14,27.95,27.76,27.38,N/A,N/A -2012,8,13,4,30,101410,100270,99160,78.5,0,7.46,8.1,8.25,8.33,8.39,8.43,8.46,8.48,8.51,182.39000000000001,182.58,182.65,182.70000000000002,182.74,182.76,182.8,182.82,182.86,29.27,28.91,28.73,28.52,28.330000000000002,28.14,27.94,27.76,27.37,N/A,N/A -2012,8,13,5,30,101430,100290,99180,77.45,0,7.42,8.09,8.24,8.33,8.4,8.45,8.48,8.51,8.56,187.11,187.14000000000001,187.16,187.18,187.20000000000002,187.22,187.24,187.26,187.3,29.35,28.990000000000002,28.810000000000002,28.61,28.42,28.23,28.03,27.85,27.46,N/A,N/A -2012,8,13,6,30,101520,100380,99270,80.69,0,7.72,8.41,8.57,8.66,8.73,8.77,8.8,8.82,8.84,192.02,192.11,192.11,192.09,192.06,192.02,191.98000000000002,191.94,191.85,29.310000000000002,28.93,28.75,28.55,28.36,28.16,27.97,27.78,27.39,N/A,N/A -2012,8,13,7,30,101550,100410,99300,78.92,0,6.1000000000000005,6.59,6.7,6.7700000000000005,6.82,6.86,6.890000000000001,6.92,6.96,203.34,202.83,202.73000000000002,202.65,202.59,202.56,202.53,202.52,202.52,29.490000000000002,29.14,28.96,28.77,28.580000000000002,28.38,28.19,28.01,27.62,N/A,N/A -2012,8,13,8,30,101550,100410,99310,79.28,0,6.3500000000000005,6.92,7.08,7.17,7.25,7.3100000000000005,7.3500000000000005,7.4,7.47,213.14000000000001,212.25,211.73000000000002,211.27,210.88,210.54,210.21,209.92000000000002,209.37,29.52,29.17,29,28.8,28.61,28.42,28.23,28.05,27.67,N/A,N/A -2012,8,13,9,30,101550,100410,99300,78.27,0,6.93,7.53,7.67,7.75,7.8,7.84,7.87,7.890000000000001,7.930000000000001,202.01,201.92000000000002,201.83,201.76,201.69,201.63,201.58,201.53,201.44,29.560000000000002,29.2,29.02,28.82,28.63,28.44,28.240000000000002,28.05,27.67,N/A,N/A -2012,8,13,10,30,101580,100440,99340,78.11,0,6.1000000000000005,6.5600000000000005,6.65,6.7,6.74,6.76,6.78,6.79,6.8,216.88,217.01,217.09,217.19,217.29,217.39000000000001,217.49,217.6,217.81,29.51,29.16,28.98,28.78,28.59,28.400000000000002,28.21,28.02,27.64,N/A,N/A -2012,8,13,11,30,101570,100430,99330,78.66,0,5.94,6.48,6.61,6.69,6.75,6.8,6.83,6.86,6.9,210.43,210.95000000000002,211.17000000000002,211.38,211.55,211.72,211.89000000000001,212.04,212.33,29.580000000000002,29.23,29.05,28.85,28.66,28.47,28.27,28.080000000000002,27.7,N/A,N/A -2012,8,13,12,30,101600,100460,99350,76.64,0,6.63,7.2,7.32,7.390000000000001,7.43,7.46,7.48,7.49,7.5,231.22,230.69,230.37,230.06,229.8,229.54,229.31,229.08,228.63,29.71,29.36,29.18,28.98,28.79,28.59,28.400000000000002,28.21,27.830000000000002,N/A,N/A -2012,8,13,13,30,101620,100470,99370,73.99,0,6.66,7.19,7.29,7.34,7.37,7.390000000000001,7.390000000000001,7.4,7.390000000000001,221.18,221.18,221.13,221.07,221.02,220.97,220.91,220.86,220.76,29.73,29.38,29.21,29.02,28.830000000000002,28.63,28.44,28.25,27.87,N/A,N/A -2012,8,13,14,30,101640,100490,99390,72.47,0,6.640000000000001,7.19,7.3,7.36,7.4,7.43,7.45,7.46,7.49,216.38,216.74,216.98000000000002,217.22,217.44,217.65,217.85,218.05,218.45000000000002,29.810000000000002,29.48,29.310000000000002,29.11,28.92,28.73,28.53,28.34,27.96,N/A,N/A -2012,8,13,15,30,101660,100520,99410,68.37,0,7.42,8.040000000000001,8.16,8.22,8.26,8.290000000000001,8.31,8.33,8.34,225.48000000000002,225.64000000000001,225.75,225.87,225.98000000000002,226.09,226.20000000000002,226.3,226.49,29.96,29.63,29.46,29.27,29.07,28.88,28.69,28.5,28.11,N/A,N/A -2012,8,13,16,30,101700,100550,99440,74.15,0,6.38,6.9,7.03,7.12,7.19,7.24,7.28,7.32,7.390000000000001,241.51,240.22,239.37,238.54,237.84,237.23000000000002,236.66,236.13,235.19,29.67,29.34,29.18,28.98,28.8,28.62,28.43,28.25,27.88,N/A,N/A -2012,8,13,17,30,101670,100520,99420,70.19,0,6.24,6.79,6.92,7,7.07,7.11,7.15,7.18,7.22,230.46,230.18,230.02,229.88,229.76,229.64000000000001,229.53,229.43,229.24,29.87,29.53,29.36,29.16,28.98,28.78,28.59,28.400000000000002,28.02,N/A,N/A -2012,8,13,18,30,101660,100520,99410,70.36,0,5.99,6.5,6.61,6.68,6.73,6.7700000000000005,6.79,6.82,6.8500000000000005,217.99,218.12,218.20000000000002,218.24,218.28,218.32,218.34,218.35,218.39000000000001,29.92,29.59,29.42,29.21,29.02,28.830000000000002,28.64,28.45,28.07,N/A,N/A -2012,8,13,19,30,101610,100470,99360,69.56,0,6.71,7.26,7.36,7.41,7.43,7.45,7.46,7.46,7.45,208.58,208.49,208.49,208.47,208.43,208.4,208.35,208.3,208.18,29.95,29.62,29.45,29.26,29.07,28.88,28.69,28.51,28.14,N/A,N/A -2012,8,13,20,30,101560,100420,99310,69.93,0,7,7.59,7.7,7.75,7.7700000000000005,7.79,7.79,7.78,7.76,205.88,205.65,205.56,205.46,205.35,205.25,205.14000000000001,205.04,204.8,29.95,29.62,29.45,29.26,29.07,28.88,28.69,28.51,28.14,N/A,N/A -2012,8,13,21,30,101530,100390,99280,68.93,0,7.22,7.84,7.96,8.01,8.040000000000001,8.05,8.05,8.05,8.02,197.26,197.08,197.03,196.97,196.9,196.84,196.78,196.71,196.57,30.01,29.7,29.53,29.330000000000002,29.150000000000002,28.96,28.77,28.580000000000002,28.21,N/A,N/A -2012,8,13,22,30,101530,100390,99290,73.04,0,6.78,7.36,7.5,7.57,7.62,7.640000000000001,7.66,7.67,7.68,192.12,192.17000000000002,192.18,192.17000000000002,192.15,192.14000000000001,192.12,192.1,192.06,29.85,29.52,29.36,29.16,28.97,28.78,28.59,28.400000000000002,28.02,N/A,N/A -2012,8,13,23,30,101470,100330,99220,74.54,0,7.83,8.51,8.65,8.73,8.78,8.81,8.82,8.84,8.84,194,193.96,193.94,193.91,193.89000000000001,193.86,193.83,193.8,193.74,29.79,29.45,29.27,29.080000000000002,28.89,28.69,28.5,28.310000000000002,27.93,N/A,N/A -2012,8,14,0,30,101400,100260,99150,70.54,0,8.53,9.31,9.47,9.55,9.6,9.63,9.65,9.66,9.66,196.48000000000002,196.46,196.44,196.41,196.4,196.38,196.35,196.33,196.3,29.89,29.560000000000002,29.39,29.2,29.01,28.82,28.63,28.45,28.080000000000002,N/A,N/A -2012,8,14,1,30,101400,100260,99150,72.82000000000001,0,8.55,9.31,9.47,9.540000000000001,9.58,9.6,9.6,9.6,9.57,197.09,196.98000000000002,196.89000000000001,196.82,196.74,196.67000000000002,196.6,196.53,196.36,29.78,29.44,29.27,29.080000000000002,28.89,28.7,28.51,28.330000000000002,27.95,N/A,N/A -2012,8,14,2,30,101450,100310,99210,69.77,0,7.98,8.71,8.870000000000001,8.96,9.03,9.07,9.1,9.120000000000001,9.15,193.15,193.58,193.78,193.96,194.12,194.26,194.39000000000001,194.52,194.76,29.85,29.52,29.35,29.150000000000002,28.96,28.77,28.580000000000002,28.39,28.01,N/A,N/A -2012,8,14,3,30,101460,100320,99220,70.71000000000001,0,8,8.69,8.83,8.9,8.94,8.950000000000001,8.96,8.96,8.94,199.92000000000002,199.91,199.86,199.78,199.71,199.63,199.56,199.48000000000002,199.33,29.88,29.55,29.38,29.19,29,28.810000000000002,28.62,28.43,28.05,N/A,N/A -2012,8,14,4,30,101430,100290,99190,67.73,0,8.23,8.99,9.15,9.22,9.27,9.290000000000001,9.3,9.31,9.290000000000001,202.41,202.53,202.58,202.62,202.66,202.69,202.72,202.75,202.79,30,29.69,29.52,29.32,29.14,28.95,28.75,28.57,28.19,N/A,N/A -2012,8,14,5,30,101430,100290,99190,69.66,0,8.25,9.03,9.21,9.3,9.370000000000001,9.41,9.450000000000001,9.47,9.51,206.82,206.92000000000002,206.98000000000002,207.06,207.14000000000001,207.21,207.29,207.37,207.53,29.89,29.560000000000002,29.400000000000002,29.2,29.01,28.82,28.63,28.44,28.07,N/A,N/A -2012,8,14,6,30,101460,100320,99220,67.23,0,8.28,9.08,9.26,9.35,9.41,9.44,9.46,9.47,9.47,218.13,218.1,218.04,217.96,217.88,217.81,217.72,217.65,217.48000000000002,30.09,29.810000000000002,29.650000000000002,29.46,29.27,29.09,28.900000000000002,28.71,28.330000000000002,N/A,N/A -2012,8,14,7,30,101480,100340,99230,72.93,0,6.98,7.62,7.75,7.8100000000000005,7.86,7.890000000000001,7.92,7.930000000000001,7.97,220.19,219.97,219.89000000000001,219.81,219.74,219.67000000000002,219.6,219.52,219.4,29.830000000000002,29.51,29.34,29.150000000000002,28.96,28.77,28.580000000000002,28.400000000000002,28.04,N/A,N/A -2012,8,14,8,30,101470,100330,99220,75.45,0,6.82,7.45,7.6000000000000005,7.7,7.7700000000000005,7.83,7.890000000000001,7.930000000000001,8.02,219.25,219.33,219.35,219.4,219.43,219.47,219.51,219.55,219.63,29.63,29.310000000000002,29.14,28.95,28.76,28.57,28.38,28.2,27.830000000000002,N/A,N/A -2012,8,14,9,30,101470,100330,99220,79.72,0,6.95,7.47,7.6000000000000005,7.66,7.71,7.75,7.7700000000000005,7.8,7.83,225.43,225.67000000000002,225.73000000000002,225.77,225.81,225.85,225.88,225.91,225.98000000000002,29.35,29.01,28.84,28.64,28.45,28.26,28.07,27.89,27.51,N/A,N/A -2012,8,14,10,30,101510,100360,99260,80.16,0,7.79,8.52,8.68,8.77,8.83,8.86,8.89,8.9,8.91,227.89000000000001,227.9,227.87,227.83,227.78,227.73000000000002,227.67000000000002,227.61,227.48000000000002,29.46,29.11,28.93,28.73,28.54,28.34,28.150000000000002,27.96,27.580000000000002,N/A,N/A -2012,8,14,11,30,101520,100370,99270,80.31,0,6.12,6.65,6.78,6.87,6.94,7,7.05,7.09,7.16,233.82,233.57,233.41,233.26,233.14000000000001,233.03,232.93,232.84,232.66,29.39,29.05,28.88,28.68,28.5,28.310000000000002,28.12,27.93,27.560000000000002,N/A,N/A -2012,8,14,12,30,101530,100390,99290,78.93,0,6.82,7.3500000000000005,7.47,7.54,7.58,7.62,7.640000000000001,7.67,7.71,241.04,240.84,240.73000000000002,240.62,240.51,240.4,240.29,240.19,239.98000000000002,29.37,29.03,28.86,28.66,28.48,28.29,28.1,27.92,27.54,N/A,N/A -2012,8,14,13,30,101570,100430,99320,79.89,0,6.36,6.9,7.0200000000000005,7.08,7.12,7.15,7.17,7.18,7.19,232.93,232.79,232.8,232.81,232.83,232.85,232.87,232.9,232.94,29.35,29,28.830000000000002,28.62,28.43,28.240000000000002,28.04,27.85,27.47,N/A,N/A -2012,8,14,14,30,101580,100440,99330,74.21000000000001,0,6.63,7.21,7.34,7.41,7.46,7.49,7.51,7.53,7.5600000000000005,239.70000000000002,239.77,239.78,239.78,239.77,239.76,239.73000000000002,239.71,239.65,29.62,29.29,29.12,28.92,28.73,28.54,28.35,28.16,27.78,N/A,N/A -2012,8,14,15,30,101560,100420,99320,77.01,0,6.74,7.29,7.4,7.45,7.48,7.5,7.5,7.5,7.49,241.53,241.4,241.39000000000001,241.4,241.41,241.42000000000002,241.44,241.46,241.5,29.52,29.17,29,28.8,28.61,28.41,28.22,28.03,27.650000000000002,N/A,N/A -2012,8,14,16,30,101580,100430,99330,78.59,0,5.22,5.6000000000000005,5.69,5.73,5.76,5.78,5.79,5.8,5.82,234.94,234.92000000000002,234.94,234.96,234.97,234.98000000000002,234.99,235.01,235.03,29.47,29.12,28.95,28.75,28.560000000000002,28.37,28.18,27.990000000000002,27.61,N/A,N/A -2012,8,14,17,30,101550,100400,99300,79.13,0,5.8,6.25,6.3500000000000005,6.41,6.45,6.47,6.49,6.51,6.54,217.07,217.23000000000002,217.34,217.44,217.53,217.61,217.70000000000002,217.77,217.94,29.46,29.11,28.94,28.73,28.55,28.36,28.16,27.98,27.6,N/A,N/A -2012,8,14,18,30,101510,100370,99260,78.17,0,6,6.49,6.6000000000000005,6.67,6.73,6.7700000000000005,6.8100000000000005,6.8500000000000005,6.92,205.32,205.82,206.07,206.32,206.57,206.81,207.08,207.33,207.93,29.63,29.29,29.12,28.93,28.740000000000002,28.560000000000002,28.37,28.19,27.830000000000002,N/A,N/A -2012,8,14,19,30,101500,100360,99260,78.86,0,7.61,8.28,8.44,8.52,8.58,8.63,8.66,8.69,8.73,203.88,204.08,204.24,204.38,204.51,204.64000000000001,204.76,204.88,205.13,29.62,29.27,29.1,28.900000000000002,28.72,28.53,28.330000000000002,28.150000000000002,27.77,N/A,N/A -2012,8,14,20,30,101450,100310,99210,79.35000000000001,0,8.35,9.1,9.26,9.34,9.4,9.43,9.450000000000001,9.46,9.46,211.97,212.12,212.17000000000002,212.22,212.27,212.32,212.37,212.42000000000002,212.53,29.5,29.150000000000002,28.98,28.78,28.59,28.400000000000002,28.21,28.02,27.64,N/A,N/A -2012,8,14,21,30,101390,100250,99150,81.29,0,8.23,8.98,9.14,9.23,9.28,9.32,9.34,9.35,9.35,210.70000000000002,210.59,210.58,210.57,210.55,210.54,210.53,210.51,210.48000000000002,29.39,29.03,28.86,28.66,28.47,28.27,28.080000000000002,27.900000000000002,27.51,N/A,N/A -2012,8,14,22,30,101390,100250,99150,79.72,0,8.290000000000001,9.03,9.200000000000001,9.290000000000001,9.35,9.39,9.41,9.43,9.44,206.25,206.32,206.35,206.35,206.36,206.36,206.36,206.35,206.34,29.37,29.01,28.84,28.63,28.44,28.25,28.060000000000002,27.87,27.490000000000002,N/A,N/A -2012,8,14,23,30,101360,100220,99110,75.46000000000001,0,8.52,9.27,9.43,9.51,9.55,9.58,9.59,9.59,9.58,206.14000000000001,206.21,206.24,206.25,206.26,206.27,206.27,206.27,206.26,29.47,29.13,28.95,28.75,28.560000000000002,28.37,28.18,28,27.62,N/A,N/A -2012,8,15,0,30,101330,100190,99080,66.24,0,8.56,9.32,9.49,9.58,9.63,9.67,9.69,9.700000000000001,9.72,206.19,206.24,206.35,206.48000000000002,206.6,206.71,206.83,206.95000000000002,207.18,29.82,29.52,29.35,29.16,28.98,28.79,28.59,28.41,28.04,N/A,N/A -2012,8,15,1,30,101290,100140,99040,66.75,0,8.1,8.84,8.99,9.08,9.14,9.18,9.21,9.23,9.27,203.97,204.02,204.12,204.24,204.34,204.45000000000002,204.57,204.67000000000002,204.92000000000002,29.71,29.400000000000002,29.240000000000002,29.04,28.86,28.67,28.48,28.3,27.93,N/A,N/A -2012,8,15,2,30,101300,100160,99050,73.60000000000001,0,8.05,8.77,8.94,9.02,9.08,9.120000000000001,9.14,9.16,9.18,205.41,205.49,205.53,205.56,205.59,205.63,205.66,205.70000000000002,205.78,29.34,28.990000000000002,28.810000000000002,28.61,28.42,28.23,28.04,27.85,27.47,N/A,N/A -2012,8,15,3,30,101310,100170,99070,76.76,0,7.6000000000000005,8.26,8.4,8.48,8.53,8.56,8.58,8.59,8.6,203.92000000000002,204.06,204.15,204.26,204.36,204.45000000000002,204.55,204.64000000000001,204.84,29.240000000000002,28.88,28.71,28.5,28.310000000000002,28.12,27.93,27.740000000000002,27.36,N/A,N/A -2012,8,15,4,30,101320,100180,99070,74.68,0,8.040000000000001,8.74,8.91,8.98,9.040000000000001,9.07,9.09,9.11,9.120000000000001,198.92000000000002,199,199.01,199.03,199.05,199.06,199.07,199.09,199.12,29.34,28.98,28.810000000000002,28.61,28.42,28.23,28.03,27.85,27.46,N/A,N/A -2012,8,15,5,30,101300,100160,99050,80.48,0,7.91,8.63,8.8,8.9,8.97,9.01,9.05,9.08,9.11,195.99,195.95000000000002,195.96,195.98000000000002,196,196.02,196.06,196.08,196.16,29.18,28.810000000000002,28.63,28.43,28.23,28.04,27.85,27.66,27.27,N/A,N/A -2012,8,15,6,30,101260,100130,99020,81.82000000000001,0,8.18,8.94,9.120000000000001,9.22,9.290000000000001,9.34,9.370000000000001,9.39,9.43,199.27,199.39000000000001,199.45000000000002,199.5,199.55,199.61,199.66,199.71,199.83,29.12,28.77,28.59,28.39,28.2,28.01,27.82,27.63,27.25,N/A,N/A -2012,8,15,7,30,101290,100160,99050,82.81,0,8.51,9.32,9.52,9.63,9.71,9.76,9.81,9.84,9.88,200,199.98000000000002,199.97,199.97,199.97,199.98000000000002,199.99,200,200.04,29.18,28.830000000000002,28.66,28.45,28.26,28.07,27.88,27.69,27.310000000000002,N/A,N/A -2012,8,15,8,30,101300,100170,99060,78.72,0,8.39,9.24,9.44,9.55,9.63,9.69,9.73,9.76,9.790000000000001,206.22,206.24,206.24,206.23000000000002,206.22,206.20000000000002,206.19,206.17000000000002,206.13,29.44,29.11,28.94,28.740000000000002,28.55,28.36,28.17,27.98,27.6,N/A,N/A -2012,8,15,9,30,101330,100190,99090,80.49,0,8.46,9.26,9.450000000000001,9.55,9.620000000000001,9.66,9.700000000000001,9.72,9.74,207.12,207.32,207.42000000000002,207.51,207.59,207.66,207.72,207.8,207.93,29.25,28.91,28.73,28.53,28.34,28.150000000000002,27.96,27.77,27.39,N/A,N/A -2012,8,15,10,30,101350,100210,99100,82.29,0,7.6000000000000005,8.3,8.47,8.58,8.66,8.72,8.76,8.790000000000001,8.84,210.88,210.69,210.65,210.62,210.6,210.6,210.6,210.6,210.63,29.17,28.82,28.64,28.44,28.25,28.05,27.86,27.67,27.28,N/A,N/A -2012,8,15,11,30,101380,100240,99130,81.47,0,7.21,7.86,8.02,8.11,8.19,8.24,8.28,8.32,8.370000000000001,214.95000000000002,214.76,214.58,214.41,214.26,214.11,213.96,213.82,213.54,29.17,28.82,28.650000000000002,28.45,28.26,28.07,27.87,27.69,27.310000000000002,N/A,N/A -2012,8,15,12,30,101380,100240,99130,79.51,0,7.95,8.69,8.870000000000001,8.96,9.03,9.07,9.1,9.13,9.15,221.78,221.59,221.46,221.32,221.19,221.06,220.93,220.8,220.54,29.35,29.01,28.84,28.64,28.45,28.26,28.07,27.88,27.5,N/A,N/A -2012,8,15,13,30,101430,100290,99190,75.76,0,7.8100000000000005,8.45,8.59,8.65,8.69,8.72,8.73,8.74,8.75,218.61,218.55,218.52,218.46,218.41,218.35,218.29,218.23000000000002,218.11,29.38,29.060000000000002,28.900000000000002,28.7,28.51,28.32,28.13,27.95,27.57,N/A,N/A -2012,8,15,14,30,101450,100310,99200,76.5,0,6.21,6.79,6.93,7.0200000000000005,7.08,7.13,7.17,7.2,7.25,217.06,217.33,217.42000000000002,217.51,217.6,217.67000000000002,217.75,217.82,217.98000000000002,29.400000000000002,29.07,28.900000000000002,28.7,28.51,28.32,28.12,27.93,27.55,N/A,N/A -2012,8,15,15,30,101460,100320,99220,77.26,0,6.47,6.99,7.09,7.13,7.15,7.16,7.16,7.15,7.13,209.31,209.6,209.75,209.93,210.09,210.26,210.43,210.59,210.92000000000002,29.38,29.04,28.87,28.67,28.48,28.3,28.1,27.91,27.54,N/A,N/A -2012,8,15,16,30,101470,100330,99220,76.91,0,6.94,7.51,7.640000000000001,7.7,7.74,7.76,7.78,7.79,7.79,205.99,205.9,205.93,205.96,205.99,206.02,206.04,206.07,206.13,29.3,28.96,28.79,28.580000000000002,28.400000000000002,28.2,28.01,27.82,27.44,N/A,N/A -2012,8,15,17,30,101470,100320,99220,77.85000000000001,0,5.82,6.3,6.41,6.48,6.53,6.57,6.6000000000000005,6.63,6.68,211.33,211.23000000000002,211.19,211.13,211.06,210.99,210.93,210.86,210.72,29.27,28.94,28.77,28.560000000000002,28.38,28.19,27.990000000000002,27.8,27.42,N/A,N/A -2012,8,15,18,30,101470,100330,99220,73.93,0,5.66,6.13,6.25,6.34,6.4,6.45,6.49,6.53,6.6000000000000005,205.43,205.65,205.73000000000002,205.79,205.85,205.9,205.94,205.98000000000002,206.05,29.490000000000002,29.16,28.990000000000002,28.79,28.6,28.41,28.22,28.04,27.66,N/A,N/A -2012,8,15,19,30,101440,100300,99190,74.76,0,5.11,5.48,5.57,5.61,5.64,5.66,5.68,5.69,5.72,207.01,206.95000000000002,206.94,206.94,206.94,206.93,206.93,206.93,206.94,29.42,29.09,28.92,28.72,28.53,28.34,28.150000000000002,27.96,27.580000000000002,N/A,N/A -2012,8,15,20,30,101400,100260,99160,79.65,0,5.58,5.99,6.09,6.13,6.17,6.2,6.21,6.23,6.25,190.88,191.13,191.23000000000002,191.32,191.39000000000001,191.47,191.54,191.61,191.73000000000002,29.32,28.98,28.8,28.6,28.41,28.22,28.02,27.84,27.46,N/A,N/A -2012,8,15,21,30,101340,100200,99100,81.74,0,6.28,6.71,6.79,6.82,6.8500000000000005,6.8500000000000005,6.86,6.86,6.8500000000000005,204.36,203.63,203.04,202.37,201.78,201.20000000000002,200.62,200.07,198.96,29.35,29.02,28.85,28.650000000000002,28.46,28.27,28.080000000000002,27.900000000000002,27.53,N/A,N/A -2012,8,15,22,30,101340,100200,99090,81.02,0,5.93,6.44,6.5600000000000005,6.63,6.68,6.71,6.74,6.76,6.8,185.89000000000001,186.08,186.22,186.34,186.46,186.58,186.68,186.78,186.98,29.44,29.11,28.94,28.740000000000002,28.55,28.36,28.17,27.98,27.6,N/A,N/A -2012,8,15,23,30,101300,100160,99050,78.21000000000001,0,5.84,6.33,6.43,6.48,6.51,6.53,6.55,6.5600000000000005,6.57,190.27,190.44,190.49,190.56,190.62,190.68,190.74,190.79,190.91,29.45,29.13,28.96,28.76,28.57,28.38,28.19,28,27.62,N/A,N/A -2012,8,16,0,30,101260,100120,99020,80.56,0,6.13,6.6000000000000005,6.7,6.75,6.78,6.8,6.8100000000000005,6.8100000000000005,6.8100000000000005,179.79,179.79,179.8,179.77,179.75,179.72,179.68,179.65,179.57,29.25,28.91,28.740000000000002,28.54,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,8,16,1,30,101270,100130,99030,83.19,0,6.37,6.91,7.03,7.11,7.16,7.2,7.23,7.25,7.29,175.89000000000001,175.86,175.88,175.89000000000001,175.91,175.91,175.92000000000002,175.93,175.94,29.19,28.84,28.67,28.47,28.28,28.09,27.900000000000002,27.71,27.330000000000002,N/A,N/A -2012,8,16,2,30,101290,100150,99040,83.04,0,7.46,8.09,8.23,8.290000000000001,8.34,8.36,8.370000000000001,8.38,8.38,170.77,170.78,170.72,170.64000000000001,170.56,170.46,170.37,170.28,170.07,29.25,28.900000000000002,28.73,28.53,28.34,28.150000000000002,27.96,27.77,27.39,N/A,N/A -2012,8,16,3,30,101340,100200,99100,82.36,0,7.79,8.51,8.68,8.77,8.83,8.870000000000001,8.9,8.92,8.950000000000001,172.11,172.09,172.05,172,171.96,171.91,171.87,171.83,171.75,29.25,28.91,28.73,28.54,28.35,28.150000000000002,27.96,27.78,27.39,N/A,N/A -2012,8,16,4,30,101350,100210,99110,82.88,0,8.44,9.25,9.450000000000001,9.56,9.63,9.68,9.72,9.75,9.790000000000001,175.07,175.06,175.06,175.07,175.07,175.08,175.1,175.11,175.14000000000001,29.27,28.92,28.75,28.54,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,8,16,5,30,101390,100250,99140,82.85000000000001,0,8.17,8.96,9.16,9.27,9.35,9.41,9.450000000000001,9.49,9.540000000000001,178.94,178.76,178.68,178.6,178.52,178.45000000000002,178.37,178.3,178.16,29.22,28.87,28.7,28.5,28.310000000000002,28.12,27.92,27.740000000000002,27.36,N/A,N/A -2012,8,16,6,30,101410,100270,99170,82.89,0,8.38,9.31,9.53,9.68,9.78,9.86,9.92,9.97,10.040000000000001,178.08,178.3,178.32,178.3,178.29,178.26,178.23,178.20000000000002,178.14000000000001,29.400000000000002,29.07,28.900000000000002,28.71,28.52,28.330000000000002,28.14,27.95,27.580000000000002,N/A,N/A -2012,8,16,7,30,101470,100330,99220,81.9,0,8.53,9.370000000000001,9.6,9.73,9.82,9.89,9.950000000000001,9.99,10.06,175.96,176.41,176.71,177.02,177.29,177.56,177.81,178.06,178.55,29.27,28.95,28.79,28.580000000000002,28.400000000000002,28.21,28.02,27.830000000000002,27.46,N/A,N/A -2012,8,16,8,30,101470,100320,99220,80.82000000000001,0,8.19,8.93,9.08,9.15,9.200000000000001,9.22,9.23,9.23,9.23,172.92000000000002,173.03,173.18,173.36,173.55,173.73,173.95000000000002,174.16,174.67000000000002,29.14,28.8,28.64,28.44,28.26,28.080000000000002,27.89,27.71,27.34,N/A,N/A -2012,8,16,9,30,101480,100340,99230,73.12,0,7.68,8.42,8.58,8.67,8.74,8.78,8.82,8.84,8.88,182.07,182.33,182.41,182.47,182.53,182.57,182.6,182.64000000000001,182.69,29.44,29.13,28.96,28.77,28.580000000000002,28.39,28.2,28.01,27.64,N/A,N/A -2012,8,16,10,30,101510,100370,99260,69.05,0,7.21,7.92,8.08,8.17,8.23,8.28,8.31,8.33,8.370000000000001,188.1,188.23,188.23,188.25,188.26,188.27,188.29,188.31,188.36,29.64,29.35,29.19,28.990000000000002,28.8,28.62,28.42,28.240000000000002,27.86,N/A,N/A -2012,8,16,11,30,101500,100360,99250,70.58,0,6.76,7.33,7.43,7.48,7.5,7.51,7.51,7.51,7.49,183.97,184.42000000000002,184.6,184.77,184.92000000000002,185.05,185.19,185.32,185.56,29.43,29.12,28.95,28.76,28.57,28.38,28.19,28,27.62,N/A,N/A -2012,8,16,12,30,101530,100390,99280,71.76,0,6.68,7.24,7.3500000000000005,7.4,7.43,7.45,7.46,7.46,7.46,187.38,187.67000000000002,187.8,187.91,188,188.08,188.15,188.22,188.33,29.39,29.080000000000002,28.91,28.71,28.52,28.330000000000002,28.14,27.95,27.57,N/A,N/A -2012,8,16,13,30,101590,100440,99340,67.76,0,5.32,5.76,5.8500000000000005,5.9,5.93,5.96,5.98,6,6.03,183.25,183.77,184.03,184.25,184.43,184.59,184.73,184.85,185.06,29.46,29.16,28.990000000000002,28.8,28.61,28.42,28.23,28.04,27.67,N/A,N/A -2012,8,16,14,30,101600,100450,99350,70.41,0,4.6000000000000005,4.94,5.01,5.04,5.0600000000000005,5.08,5.09,5.1000000000000005,5.11,185.13,185.3,185.43,185.55,185.68,185.8,185.92000000000002,186.04,186.3,29.39,29.07,28.91,28.71,28.52,28.330000000000002,28.13,27.95,27.57,N/A,N/A -2012,8,16,15,30,101610,100460,99350,72.44,0,3.68,3.93,3.98,4,4.0200000000000005,4.03,4.04,4.04,4.05,181.45000000000002,181.74,181.92000000000002,182.09,182.25,182.41,182.56,182.70000000000002,182.99,29.28,28.95,28.79,28.59,28.400000000000002,28.21,28.01,27.830000000000002,27.44,N/A,N/A -2012,8,16,16,30,101620,100480,99370,72.8,0,3.0700000000000003,3.25,3.2800000000000002,3.31,3.3200000000000003,3.33,3.34,3.34,3.35,187.89000000000001,187.74,187.67000000000002,187.61,187.55,187.48,187.42000000000002,187.36,187.23,29.28,28.95,28.78,28.580000000000002,28.39,28.2,28.01,27.82,27.43,N/A,N/A -2012,8,16,17,30,101640,100500,99390,71.44,0,3.25,3.42,3.46,3.48,3.49,3.5,3.5100000000000002,3.5100000000000002,3.52,183.04,183.20000000000002,183.26,183.31,183.35,183.39000000000001,183.42000000000002,183.45000000000002,183.44,29.35,29.01,28.84,28.64,28.45,28.26,28.07,27.88,27.5,N/A,N/A -2012,8,16,18,30,101620,100480,99370,73.99,0,2.41,2.52,2.52,2.52,2.5100000000000002,2.5100000000000002,2.49,2.48,2.46,169.05,169.58,169.93,170.3,170.62,170.93,171.25,171.56,172.19,29.34,28.990000000000002,28.82,28.61,28.42,28.23,28.04,27.85,27.46,N/A,N/A -2012,8,16,19,30,101580,100440,99330,72.65,0,3.6,3.7800000000000002,3.81,3.81,3.81,3.81,3.81,3.8000000000000003,3.79,168.37,168.41,168.48,168.55,168.63,168.73,168.84,168.96,169.28,29.47,29.12,28.95,28.75,28.560000000000002,28.37,28.18,27.990000000000002,27.61,N/A,N/A -2012,8,16,20,30,101520,100380,99270,72.4,0,3.35,3.5500000000000003,3.6,3.62,3.64,3.66,3.67,3.69,3.71,166.15,166.02,165.88,165.74,165.63,165.53,165.43,165.34,165.17000000000002,29.57,29.23,29.060000000000002,28.86,28.68,28.490000000000002,28.3,28.11,27.740000000000002,N/A,N/A -2012,8,16,21,30,101490,100350,99250,74.2,0,3.97,4.21,4.24,4.26,4.26,4.2700000000000005,4.26,4.26,4.25,164.92000000000002,165.18,165.31,165.44,165.55,165.67000000000002,165.79,165.92000000000002,166.17000000000002,29.580000000000002,29.25,29.080000000000002,28.88,28.69,28.5,28.310000000000002,28.12,27.75,N/A,N/A -2012,8,16,22,30,101480,100340,99230,72.01,0,5.15,5.55,5.62,5.65,5.67,5.68,5.69,5.69,5.7,162.61,162.73,162.78,162.82,162.87,162.92000000000002,162.97,163.01,163.14000000000001,29.73,29.43,29.27,29.07,28.89,28.7,28.51,28.330000000000002,27.95,N/A,N/A -2012,8,16,23,30,101490,100350,99240,75.5,0,4.8,5.18,5.25,5.28,5.3,5.32,5.33,5.33,5.34,162.37,162.5,162.6,162.70000000000002,162.78,162.88,162.97,163.06,163.24,29.6,29.3,29.13,28.94,28.75,28.560000000000002,28.37,28.19,27.810000000000002,N/A,N/A -2012,8,17,0,30,101450,100310,99200,77.94,0,4.83,5.2,5.26,5.29,5.32,5.33,5.34,5.34,5.3500000000000005,150.32,150.43,150.46,150.5,150.53,150.58,150.64000000000001,150.69,150.81,29.48,29.17,29,28.8,28.62,28.43,28.240000000000002,28.05,27.67,N/A,N/A -2012,8,17,1,30,101450,100310,99200,80.85000000000001,0,5.44,5.88,5.96,6,6.03,6.05,6.07,6.08,6.09,146.83,146.8,146.79,146.8,146.8,146.8,146.8,146.81,146.83,29.41,29.09,28.93,28.73,28.54,28.35,28.16,27.97,27.6,N/A,N/A -2012,8,17,2,30,101420,100290,99180,83.53,0,5.08,5.46,5.55,5.58,5.61,5.63,5.63,5.64,5.64,163.53,163.16,162.86,162.54,162.25,161.97,161.67000000000002,161.39000000000001,160.82,29.35,29.03,28.86,28.66,28.48,28.28,28.09,27.900000000000002,27.52,N/A,N/A -2012,8,17,3,30,101460,100320,99210,82.77,0,5.69,6.140000000000001,6.23,6.2700000000000005,6.3,6.32,6.32,6.33,6.32,165.84,165.92000000000002,165.94,165.94,165.95000000000002,165.94,165.94,165.93,165.91,29.28,28.95,28.78,28.580000000000002,28.400000000000002,28.21,28.02,27.830000000000002,27.46,N/A,N/A -2012,8,17,4,30,101470,100330,99220,81.83,0,5.86,6.33,6.43,6.48,6.51,6.53,6.55,6.5600000000000005,6.5600000000000005,174.76,174.75,174.70000000000002,174.67000000000002,174.64000000000001,174.61,174.59,174.58,174.55,29.32,28.990000000000002,28.830000000000002,28.62,28.44,28.25,28.060000000000002,27.87,27.5,N/A,N/A -2012,8,17,5,30,101470,100320,99220,81.93,0,5.7,6.13,6.21,6.24,6.26,6.26,6.25,6.24,6.2,170.9,171.13,171.3,171.48,171.64000000000001,171.8,171.97,172.13,172.46,29.26,28.93,28.76,28.560000000000002,28.37,28.18,27.98,27.79,27.41,N/A,N/A -2012,8,17,6,30,101500,100360,99250,85.27,0,6.59,7.140000000000001,7.2700000000000005,7.33,7.38,7.4,7.42,7.43,7.43,180.25,180.25,180.27,180.27,180.29,180.29,180.29,180.29,180.29,29.12,28.77,28.6,28.400000000000002,28.21,28.01,27.82,27.63,27.25,N/A,N/A -2012,8,17,7,30,101530,100390,99280,82.75,0,6.2,6.7,6.8100000000000005,6.87,6.92,6.94,6.96,6.98,6.99,186.15,186.19,186.22,186.25,186.28,186.3,186.32,186.34,186.39000000000001,29.23,28.89,28.72,28.52,28.330000000000002,28.14,27.95,27.76,27.38,N/A,N/A -2012,8,17,8,30,101510,100370,99260,84.11,0,5.89,6.32,6.4,6.43,6.43,6.43,6.41,6.4,6.3500000000000005,187.66,187.98,188.19,188.41,188.61,188.81,189.01,189.21,189.67000000000002,29.2,28.87,28.7,28.5,28.310000000000002,28.12,27.93,27.75,27.37,N/A,N/A -2012,8,17,9,30,101540,100400,99300,84.27,0,5.51,5.89,5.97,6,6.0200000000000005,6.03,6.03,6.03,6.0200000000000005,202.73000000000002,202.70000000000002,202.70000000000002,202.72,202.75,202.78,202.82,202.86,202.96,29.21,28.87,28.7,28.51,28.32,28.13,27.93,27.75,27.37,N/A,N/A -2012,8,17,10,30,101550,100410,99300,79.8,0,5.76,6.23,6.33,6.37,6.4,6.42,6.43,6.43,6.43,202.61,202.25,202.06,201.89000000000001,201.74,201.58,201.43,201.3,201.02,29.44,29.12,28.95,28.76,28.57,28.38,28.19,28.01,27.63,N/A,N/A -2012,8,17,11,30,101560,100410,99310,81.15,0,6.51,7.0600000000000005,7.17,7.22,7.25,7.26,7.2700000000000005,7.26,7.25,200.02,200.23000000000002,200.35,200.48000000000002,200.61,200.73000000000002,200.85,200.97,201.21,29.38,29.05,28.89,28.69,28.5,28.310000000000002,28.11,27.93,27.55,N/A,N/A -2012,8,17,12,30,101570,100430,99320,76.52,0,6,6.45,6.53,6.5600000000000005,6.57,6.58,6.57,6.5600000000000005,6.53,199.62,200.12,200.48000000000002,200.86,201.19,201.52,201.86,202.18,202.84,29.5,29.18,29.02,28.82,28.63,28.44,28.25,28.060000000000002,27.68,N/A,N/A -2012,8,17,13,30,101570,100430,99320,78.48,0,5.8500000000000005,6.29,6.37,6.4,6.42,6.43,6.43,6.42,6.4,210.95000000000002,211.04,211.06,211.08,211.1,211.13,211.15,211.17000000000002,211.21,29.32,28.990000000000002,28.830000000000002,28.62,28.44,28.25,28.05,27.86,27.48,N/A,N/A -2012,8,17,14,30,101550,100400,99300,77.9,0,5.9,6.38,6.48,6.54,6.58,6.6000000000000005,6.62,6.63,6.640000000000001,212.97,212.95000000000002,212.92000000000002,212.89000000000001,212.86,212.82,212.78,212.74,212.67000000000002,29.3,28.97,28.8,28.6,28.41,28.22,28.03,27.84,27.46,N/A,N/A -2012,8,17,15,30,101600,100460,99350,78.78,0,5.89,6.33,6.43,6.48,6.5200000000000005,6.54,6.5600000000000005,6.57,6.58,224.03,224.32,224.44,224.56,224.66,224.75,224.84,224.92000000000002,225.08,29.310000000000002,28.97,28.8,28.6,28.41,28.22,28.03,27.84,27.46,N/A,N/A -2012,8,17,16,30,101560,100420,99310,77.54,0,5.33,5.71,5.78,5.8,5.82,5.82,5.82,5.82,5.8,215.66,216.16,216.33,216.51,216.68,216.85,217.02,217.18,217.56,29.330000000000002,28.990000000000002,28.830000000000002,28.62,28.44,28.240000000000002,28.05,27.86,27.490000000000002,N/A,N/A -2012,8,17,17,30,101540,100400,99290,78.08,0,4.82,5.17,5.24,5.28,5.3100000000000005,5.33,5.34,5.36,5.37,227.72,227.93,228.13,228.3,228.45000000000002,228.58,228.71,228.84,229.07,29.400000000000002,29.060000000000002,28.89,28.69,28.5,28.310000000000002,28.12,27.93,27.55,N/A,N/A -2012,8,17,18,30,101470,100330,99220,81.87,0,6.26,6.69,6.76,6.78,6.79,6.79,6.79,6.78,6.75,223.79,224.07,224.14000000000001,224.24,224.32,224.41,224.51,224.6,224.81,29.28,28.94,28.77,28.57,28.38,28.19,28.01,27.82,27.46,N/A,N/A -2012,8,17,19,30,101470,100330,99220,81.72,0,5.98,6.44,6.54,6.6000000000000005,6.63,6.65,6.67,6.67,6.68,225.11,225.39000000000001,225.44,225.46,225.5,225.52,225.55,225.56,225.58,29.34,29,28.82,28.62,28.44,28.25,28.05,27.86,27.490000000000002,N/A,N/A -2012,8,17,20,30,101480,100340,99230,83.16,0,6.59,7.15,7.2700000000000005,7.33,7.36,7.37,7.36,7.3500000000000005,7.3100000000000005,219.94,220.01,220.02,220.03,220.04,220.05,220.06,220.06,220.06,29.37,29.04,28.87,28.66,28.48,28.28,28.09,27.900000000000002,27.52,N/A,N/A -2012,8,17,21,30,101470,100330,99220,80.08,0,7.65,8.36,8.53,8.620000000000001,8.69,8.73,8.75,8.77,8.790000000000001,242.84,242.97,242.88,242.82,242.78,242.76,242.74,242.73000000000002,242.72,29.52,29.2,29.03,28.830000000000002,28.650000000000002,28.45,28.26,28.07,27.69,N/A,N/A -2012,8,17,22,30,101400,100260,99160,79.17,0,7.13,7.75,7.87,7.930000000000001,7.96,7.98,7.98,7.98,7.97,237.85,237.83,237.84,237.85,237.84,237.83,237.82,237.81,237.76,29.51,29.19,29.02,28.82,28.64,28.45,28.26,28.07,27.69,N/A,N/A -2012,8,17,23,30,101360,100220,99110,83.55,0,5.18,5.5200000000000005,5.59,5.63,5.65,5.67,5.7,5.73,5.8500000000000005,245.27,243.84,243.02,242.05,241.09,240.03,238.86,237.66,234.70000000000002,28.75,28.41,28.26,28.07,27.900000000000002,27.740000000000002,27.57,27.42,27.12,N/A,N/A -2012,8,18,0,30,101320,100180,99080,76.46000000000001,0,5.21,5.66,5.75,5.8,5.84,5.87,5.9,5.92,5.95,221.3,221.55,221.56,221.56,221.57,221.59,221.61,221.63,221.69,29.490000000000002,29.17,29,28.8,28.61,28.42,28.23,28.04,27.67,N/A,N/A -2012,8,18,1,30,101320,100180,99080,75.46000000000001,0,5.59,6.04,6.11,6.140000000000001,6.16,6.16,6.15,6.140000000000001,6.1000000000000005,216.03,216.03,216.05,216.03,216,215.97,215.93,215.88,215.77,29.48,29.16,29,28.8,28.61,28.42,28.23,28.04,27.67,N/A,N/A -2012,8,18,2,30,101320,100180,99080,74.63,0,5.51,5.91,5.99,6.03,6.05,6.07,6.08,6.09,6.12,207.29,207.24,207.24,207.27,207.3,207.33,207.38,207.44,207.59,29.42,29.12,28.95,28.76,28.580000000000002,28.39,28.21,28.03,27.67,N/A,N/A -2012,8,18,3,30,101320,100180,99070,72.06,0,5.9,6.41,6.5200000000000005,6.57,6.61,6.640000000000001,6.67,6.69,6.73,199.34,199.53,199.65,199.77,199.87,199.98000000000002,200.09,200.20000000000002,200.46,29.6,29.3,29.14,28.94,28.76,28.57,28.38,28.2,27.830000000000002,N/A,N/A -2012,8,18,4,30,101330,100190,99080,74.82000000000001,0,5.62,6.05,6.140000000000001,6.17,6.19,6.2,6.19,6.19,6.16,203.25,203.09,202.91,202.71,202.53,202.35,202.17000000000002,201.98000000000002,201.64000000000001,29.42,29.11,28.95,28.75,28.560000000000002,28.37,28.18,27.990000000000002,27.62,N/A,N/A -2012,8,18,5,30,101320,100180,99080,77.24,0,6.390000000000001,6.87,6.93,6.94,6.94,6.92,6.890000000000001,6.86,6.79,206.86,206.48000000000002,206.29,206.07,205.87,205.66,205.45000000000002,205.25,204.81,29.240000000000002,28.91,28.740000000000002,28.54,28.35,28.16,27.97,27.79,27.41,N/A,N/A -2012,8,18,6,30,101350,100210,99100,75.64,0,5.98,6.45,6.53,6.57,6.6000000000000005,6.61,6.61,6.6000000000000005,6.58,203.82,203.92000000000002,203.98000000000002,204.04,204.09,204.12,204.15,204.18,204.20000000000002,29.29,28.97,28.8,28.61,28.42,28.23,28.04,27.85,27.47,N/A,N/A -2012,8,18,7,30,101370,100230,99120,78.36,0,6.890000000000001,7.42,7.53,7.58,7.61,7.63,7.640000000000001,7.65,7.66,200.69,200.63,200.64000000000001,200.68,200.72,200.76,200.81,200.85,200.97,29.14,28.810000000000002,28.64,28.44,28.26,28.080000000000002,27.89,27.7,27.330000000000002,N/A,N/A -2012,8,18,8,30,101330,100190,99080,80.37,0,6.61,7.17,7.29,7.3500000000000005,7.4,7.43,7.44,7.46,7.46,212,211.97,211.9,211.82,211.75,211.67000000000002,211.6,211.53,211.36,29,28.66,28.48,28.28,28.09,27.900000000000002,27.7,27.51,27.13,N/A,N/A -2012,8,18,9,30,101340,100200,99100,80.74,0,7.37,8,8.14,8.22,8.26,8.290000000000001,8.32,8.33,8.34,212.55,212.6,212.62,212.64000000000001,212.65,212.66,212.67000000000002,212.67000000000002,212.68,29,28.650000000000002,28.48,28.27,28.080000000000002,27.89,27.7,27.51,27.14,N/A,N/A -2012,8,18,10,30,101350,100210,99100,81.31,0,6.78,7.33,7.46,7.53,7.57,7.6000000000000005,7.61,7.63,7.640000000000001,210.89000000000001,210.86,210.87,210.87,210.87,210.87,210.86,210.85,210.83,28.96,28.62,28.44,28.240000000000002,28.05,27.86,27.67,27.48,27.1,N/A,N/A -2012,8,18,11,30,101360,100220,99110,83.08,0,6.44,6.95,7.07,7.13,7.17,7.21,7.23,7.25,7.2700000000000005,217.87,217.86,217.87,217.88,217.9,217.91,217.93,217.94,217.99,28.89,28.53,28.36,28.150000000000002,27.97,27.78,27.580000000000002,27.39,27.02,N/A,N/A -2012,8,18,12,30,101370,100230,99130,85.04,0,6.36,6.8500000000000005,6.97,7.03,7.08,7.11,7.13,7.140000000000001,7.17,218.19,218.18,218.18,218.17000000000002,218.15,218.14000000000001,218.12,218.11,218.09,28.830000000000002,28.47,28.3,28.09,27.900000000000002,27.71,27.52,27.330000000000002,26.95,N/A,N/A -2012,8,18,13,30,101360,100220,99120,86.89,0,6.390000000000001,7,7.140000000000001,7.22,7.28,7.32,7.3500000000000005,7.36,7.38,220.4,220.17000000000002,220.1,220.05,220.02,220,219.99,219.99,219.99,28.830000000000002,28.46,28.29,28.080000000000002,27.89,27.7,27.5,27.310000000000002,26.92,N/A,N/A -2012,8,18,14,30,101380,100240,99140,85.18,0,6.91,7.42,7.53,7.57,7.59,7.6000000000000005,7.6000000000000005,7.6000000000000005,7.58,226.46,226.79,226.85,226.88,226.9,226.91,226.91,226.92000000000002,226.94,28.87,28.51,28.34,28.14,27.95,27.76,27.57,27.39,27.02,N/A,N/A -2012,8,18,15,30,101370,100230,99130,79.11,0,7.5600000000000005,8.25,8.41,8.5,8.56,8.6,8.63,8.65,8.68,235.14000000000001,235.16,235.15,235.14000000000001,235.13,235.12,235.11,235.1,235.08,29.23,28.89,28.72,28.52,28.330000000000002,28.14,27.95,27.76,27.38,N/A,N/A -2012,8,18,16,30,101380,100240,99140,76.85000000000001,0,7.09,7.73,7.890000000000001,7.98,8.040000000000001,8.09,8.13,8.17,8.22,229.39000000000001,229.69,229.83,229.97,230.1,230.23000000000002,230.34,230.45000000000002,230.66,29.36,29.02,28.86,28.66,28.47,28.28,28.080000000000002,27.900000000000002,27.52,N/A,N/A -2012,8,18,17,30,101350,100210,99100,77.47,0,7.75,8.38,8.540000000000001,8.61,8.67,8.700000000000001,8.73,8.76,8.790000000000001,227.81,228.08,228.21,228.34,228.44,228.53,228.62,228.70000000000002,228.85,29.27,28.94,28.78,28.580000000000002,28.400000000000002,28.21,28.02,27.84,27.47,N/A,N/A -2012,8,18,18,30,101300,100160,99050,76.46000000000001,0,8.26,9.09,9.290000000000001,9.41,9.48,9.53,9.56,9.58,9.59,224.57,224.92000000000002,225.09,225.23000000000002,225.34,225.44,225.52,225.59,225.72,29.43,29.11,28.95,28.75,28.560000000000002,28.37,28.18,28,27.61,N/A,N/A -2012,8,18,19,30,101240,100100,98990,80.52,0,8.99,9.85,10.02,10.1,10.14,10.15,10.15,10.15,10.11,217.09,217.28,217.35,217.4,217.45000000000002,217.48000000000002,217.51,217.54,217.62,29.2,28.85,28.68,28.48,28.29,28.1,27.91,27.72,27.35,N/A,N/A -2012,8,18,20,30,101210,100070,98960,69.68,0,9.71,10.700000000000001,10.94,11.08,11.17,11.22,11.26,11.290000000000001,11.3,218.20000000000002,218.31,218.47,218.62,218.76,218.88,219,219.1,219.3,29.98,29.72,29.57,29.39,29.21,29.03,28.85,28.67,28.310000000000002,N/A,N/A -2012,8,18,21,30,101170,100030,98930,72.19,0,9.06,9.96,10.17,10.290000000000001,10.38,10.450000000000001,10.52,10.58,10.75,214.61,214.55,214.6,214.68,214.77,214.87,215,215.14000000000001,215.55,29.88,29.6,29.44,29.26,29.080000000000002,28.91,28.73,28.57,28.25,N/A,N/A -2012,8,18,22,30,101130,99990,98890,75.16,0,8.43,9.24,9.39,9.46,9.51,9.53,9.540000000000001,9.55,9.57,210.52,210.8,210.91,211,211.1,211.21,211.33,211.47,211.87,29.64,29.34,29.17,28.98,28.8,28.62,28.44,28.26,27.91,N/A,N/A -2012,8,18,23,30,101090,99960,98850,82.32000000000001,0,9.200000000000001,10.05,10.21,10.27,10.3,10.290000000000001,10.27,10.23,10.14,211.46,211.4,211.37,211.33,211.3,211.27,211.25,211.22,211.22,29.14,28.79,28.62,28.42,28.23,28.04,27.86,27.67,27.310000000000002,N/A,N/A -2012,8,19,0,30,101080,99940,98840,76.48,0,9.13,9.96,10.16,10.25,10.31,10.34,10.35,10.35,10.33,207.36,207.47,207.59,207.71,207.81,207.91,208,208.09,208.22,29.36,29.05,28.88,28.69,28.51,28.32,28.13,27.95,27.580000000000002,N/A,N/A -2012,8,19,1,30,101060,99920,98820,79.69,0,7.67,8.290000000000001,8.41,8.46,8.48,8.48,8.47,8.46,8.41,204.19,204.26,204.32,204.4,204.46,204.54,204.62,204.70000000000002,204.89000000000001,29.09,28.75,28.59,28.39,28.2,28.01,27.830000000000002,27.64,27.28,N/A,N/A -2012,8,19,2,30,101090,99960,98850,81.3,0,7.46,8.09,8.22,8.290000000000001,8.33,8.35,8.36,8.36,8.35,194.01,194.11,194.14000000000001,194.16,194.18,194.21,194.23000000000002,194.26,194.33,28.98,28.63,28.46,28.26,28.07,27.88,27.69,27.51,27.14,N/A,N/A -2012,8,19,3,30,101100,99960,98860,84.69,0,6.73,7.28,7.4,7.45,7.49,7.5,7.51,7.51,7.5,196.63,196.85,196.94,197,197.04,197.08,197.11,197.13,197.18,28.78,28.41,28.240000000000002,28.03,27.84,27.650000000000002,27.45,27.26,26.88,N/A,N/A -2012,8,19,4,30,101100,99960,98860,81.42,0,7.7700000000000005,8.41,8.56,8.63,8.68,8.71,8.72,8.73,8.73,196.51,196.22,196.12,196.04,195.96,195.9,195.84,195.78,195.66,28.78,28.42,28.25,28.04,27.85,27.66,27.47,27.28,26.91,N/A,N/A -2012,8,19,5,30,101120,99990,98880,81.13,0,6.9,7.48,7.61,7.68,7.73,7.76,7.78,7.79,7.8,193.98000000000002,194.11,194.24,194.41,194.56,194.73000000000002,194.9,195.07,195.44,28.85,28.490000000000002,28.310000000000002,28.11,27.92,27.72,27.53,27.34,26.96,N/A,N/A -2012,8,19,6,30,101160,100020,98910,75.75,0,7.79,8.45,8.6,8.67,8.71,8.74,8.75,8.76,8.76,189.94,190.28,190.37,190.42000000000002,190.45000000000002,190.46,190.47,190.48,190.47,28.990000000000002,28.650000000000002,28.48,28.27,28.080000000000002,27.89,27.7,27.51,27.12,N/A,N/A -2012,8,19,7,30,101180,100040,98930,72.33,0,7.36,7.99,8.14,8.22,8.28,8.32,8.34,8.370000000000001,8.4,196.86,196.88,196.83,196.76,196.70000000000002,196.64000000000001,196.58,196.52,196.39000000000001,29.13,28.8,28.63,28.43,28.240000000000002,28.05,27.86,27.68,27.3,N/A,N/A -2012,8,19,8,30,101180,100040,98940,68.56,0,7.26,7.9,8.05,8.13,8.19,8.23,8.26,8.28,8.32,200.66,200.48000000000002,200.31,200.14000000000001,199.98000000000002,199.84,199.69,199.55,199.28,29.28,28.96,28.8,28.59,28.41,28.22,28.02,27.84,27.46,N/A,N/A -2012,8,19,9,30,101190,100050,98940,69.14,0,7.33,7.95,8.09,8.16,8.2,8.23,8.25,8.26,8.27,197.19,197.45000000000002,197.59,197.73000000000002,197.86,197.99,198.11,198.23000000000002,198.47,29.3,28.98,28.82,28.62,28.43,28.240000000000002,28.04,27.86,27.48,N/A,N/A -2012,8,19,10,30,101230,100090,98980,73.56,0,6.7,7.29,7.43,7.5,7.5600000000000005,7.6000000000000005,7.63,7.65,7.68,208.55,208.5,208.49,208.48000000000002,208.47,208.47,208.46,208.45000000000002,208.43,29.17,28.84,28.67,28.46,28.28,28.080000000000002,27.89,27.7,27.32,N/A,N/A -2012,8,19,11,30,101230,100090,98980,72.22,0,6.42,6.96,7.07,7.13,7.17,7.19,7.2,7.21,7.21,203.12,203.32,203.46,203.6,203.73000000000002,203.87,204.01,204.14000000000001,204.4,29.150000000000002,28.82,28.650000000000002,28.45,28.26,28.060000000000002,27.87,27.68,27.29,N/A,N/A -2012,8,19,12,30,101250,100100,99000,72.38,0,5.7,6.140000000000001,6.23,6.28,6.3100000000000005,6.34,6.3500000000000005,6.3500000000000005,6.36,221.33,221.24,221.22,221.23000000000002,221.23000000000002,221.25,221.27,221.29,221.34,29.13,28.8,28.63,28.42,28.23,28.04,27.85,27.66,27.28,N/A,N/A -2012,8,19,13,30,101290,100150,99040,71.67,0,4.99,5.33,5.4,5.44,5.46,5.48,5.49,5.5,5.51,236.74,236.62,236.45000000000002,236.27,236.1,235.93,235.76,235.6,235.27,29.19,28.86,28.69,28.5,28.310000000000002,28.12,27.92,27.740000000000002,27.36,N/A,N/A -2012,8,19,14,30,101330,100190,99080,70.5,0,4.76,5.01,5.04,5.04,5.03,5.01,5,4.98,4.94,246.07,245.93,245.72,245.48000000000002,245.25,245.02,244.79,244.57,244.11,29.17,28.85,28.68,28.48,28.29,28.1,27.900000000000002,27.72,27.330000000000002,N/A,N/A -2012,8,19,15,30,101350,100210,99100,75.25,0,3.96,4.05,4.01,3.94,3.88,3.81,3.75,3.69,3.5700000000000003,313.5,312.22,311.25,310.13,309.08,307.99,306.87,305.78000000000003,303.41,28.78,28.44,28.27,28.07,27.89,27.7,27.51,27.32,26.95,N/A,N/A -2012,8,19,16,30,101340,100190,99090,71.9,0,2.66,2.7800000000000002,2.79,2.79,2.79,2.79,2.79,2.7800000000000002,2.77,313.27,312.27,311.65000000000003,311.04,310.5,309.98,309.47,309,308.04,28.92,28.580000000000002,28.41,28.21,28.02,27.830000000000002,27.63,27.45,27.07,N/A,N/A -2012,8,19,17,30,101300,100160,99050,72.34,0,2.58,2.71,2.74,2.7600000000000002,2.7800000000000002,2.79,2.8000000000000003,2.81,2.82,349.82,348.86,348.35,347.87,347.42,346.97,346.51,346.07,345.13,28.84,28.490000000000002,28.32,28.12,27.93,27.740000000000002,27.54,27.36,26.98,N/A,N/A -2012,8,19,18,30,101320,100180,99080,70.53,0,1.9100000000000001,2.0100000000000002,2.05,2.08,2.11,2.13,2.15,2.17,2.21,8.36,7.23,6.47,5.78,5.17,4.5600000000000005,3.99,3.46,2.38,29.27,28.93,28.76,28.55,28.37,28.18,27.98,27.79,27.41,N/A,N/A -2012,8,19,19,30,101230,100090,98990,70.18,0,1.69,1.6600000000000001,1.62,1.57,1.52,1.47,1.43,1.3900000000000001,1.3,132.64000000000001,130.55,129.15,127.59,126.02,124.42,122.56,120.77,116.37,29.34,28.98,28.810000000000002,28.62,28.43,28.240000000000002,28.05,27.87,27.5,N/A,N/A -2012,8,19,20,30,101350,100190,99070,94.15,444.6,6.12,6.43,6.51,6.57,6.6000000000000005,6.63,6.66,6.67,6.71,260.96,259.36,258.52,257.73,256.89,256.14,255.38,254.71,253.42000000000002,25.73,25.27,25.080000000000002,24.900000000000002,24.72,24.55,24.38,24.21,23.89,N/A,N/A -2012,8,19,21,30,101340,100180,99060,84.18,0,4.0200000000000005,4.0600000000000005,4.0200000000000005,3.93,3.84,3.74,3.58,3.43,2.97,50.42,49.57,48.95,48.17,47.21,46.12,44.32,42.46,34.28,25.400000000000002,24.97,24.8,24.62,24.47,24.330000000000002,24.2,24.09,23.95,N/A,N/A -2012,8,19,22,30,101290,100130,99020,78.19,0,2.94,3,2.98,2.94,2.9,2.85,2.8000000000000003,2.74,2.58,147.12,147.34,147.39000000000001,147.44,147.48,147.52,147.51,147.5,147.13,26.43,26.02,25.84,25.64,25.45,25.27,25.09,24.92,24.59,N/A,N/A -2012,8,19,23,30,101270,100120,99000,80.67,0,6.32,6.63,6.65,6.62,6.57,6.51,6.43,6.3500000000000005,6.09,171.23,171.56,171.79,172.09,172.46,172.89000000000001,173.51,174.14000000000001,176.61,26.48,26.02,25.82,25.62,25.43,25.25,25.060000000000002,24.89,24.54,N/A,N/A -2012,8,20,0,30,101220,100070,98950,84.98,0,5.63,5.93,5.98,5.98,5.98,5.96,5.94,5.91,5.8500000000000005,170.58,170.72,170.73,170.75,170.77,170.79,170.83,170.85,170.97,26.72,26.28,26.09,25.89,25.7,25.51,25.32,25.14,24.78,N/A,N/A -2012,8,20,1,30,101200,100050,98940,84.02,0,3.99,4.16,4.17,4.16,4.14,4.11,4.08,4.04,3.96,195.54,195.54,195.46,195.37,195.28,195.18,195.07,194.96,194.68,27.11,26.7,26.52,26.310000000000002,26.13,25.94,25.740000000000002,25.560000000000002,25.19,N/A,N/A -2012,8,20,2,30,101190,100040,98930,82.94,0,3.92,4.08,4.09,4.08,4.0600000000000005,4.03,4.01,3.98,3.9,210.05,209.91,209.8,209.67000000000002,209.57,209.45000000000002,209.33,209.22,208.97,27.3,26.900000000000002,26.71,26.51,26.32,26.13,25.94,25.75,25.38,N/A,N/A -2012,8,20,3,30,101180,100040,98930,81.2,0,2.86,2.96,2.97,2.96,2.95,2.93,2.91,2.89,2.84,228.04,228.21,228.3,228.37,228.43,228.51,228.56,228.61,228.73000000000002,27.52,27.14,26.96,26.76,26.57,26.38,26.2,26.01,25.64,N/A,N/A -2012,8,20,4,30,101170,100020,98910,80.15,0,2.59,2.69,2.7,2.7,2.7,2.69,2.69,2.68,2.66,224.99,225.26,225.39000000000001,225.52,225.63,225.75,225.86,225.97,226.20000000000002,27.72,27.35,27.17,26.97,26.78,26.580000000000002,26.39,26.2,25.82,N/A,N/A -2012,8,20,5,30,101190,100050,98940,77.35000000000001,0,2.67,2.77,2.7800000000000002,2.77,2.7600000000000002,2.75,2.74,2.72,2.69,249.29,249.36,249.41,249.46,249.51000000000002,249.56,249.61,249.64000000000001,249.76000000000002,27.900000000000002,27.54,27.36,27.16,26.97,26.78,26.59,26.400000000000002,26.02,N/A,N/A -2012,8,20,6,30,101210,100060,98960,75.46000000000001,0,2.74,2.85,2.86,2.86,2.86,2.85,2.85,2.84,2.82,248.12,248.35,248.39000000000001,248.44,248.49,248.53,248.6,248.66,248.77,28.04,27.69,27.51,27.310000000000002,27.12,26.93,26.73,26.55,26.17,N/A,N/A -2012,8,20,7,30,101260,100110,99010,75.26,0,2.58,2.68,2.69,2.69,2.68,2.67,2.66,2.66,2.63,237.22,237.14000000000001,237.07,237,236.92000000000002,236.83,236.74,236.65,236.46,28.080000000000002,27.73,27.560000000000002,27.36,27.17,26.97,26.78,26.59,26.21,N/A,N/A -2012,8,20,8,30,101260,100110,99010,75.86,0,2.66,2.7600000000000002,2.77,2.77,2.77,2.7600000000000002,2.7600000000000002,2.75,2.73,250.79,250.86,250.85,250.85,250.85,250.85,250.85,250.85,250.86,28.04,27.68,27.51,27.3,27.11,26.92,26.73,26.54,26.16,N/A,N/A -2012,8,20,9,30,101280,100130,99020,79.5,0,3.17,3.33,3.36,3.37,3.38,3.38,3.38,3.38,3.37,258.42,258.54,258.59000000000003,258.64,258.69,258.75,258.8,258.85,258.97,27.96,27.59,27.42,27.21,27.03,26.830000000000002,26.64,26.45,26.07,N/A,N/A -2012,8,20,10,30,101280,100140,99030,80.95,0,3.48,3.66,3.69,3.7,3.7,3.7,3.7,3.69,3.68,263.88,264.18,264.26,264.36,264.45,264.54,264.63,264.72,264.91,27.88,27.5,27.330000000000002,27.12,26.93,26.740000000000002,26.54,26.35,25.97,N/A,N/A -2012,8,20,11,30,101280,100130,99020,84.35000000000001,0,4.82,5.04,5.05,5.04,5.01,4.98,4.95,4.91,4.83,293.74,293.37,293.14,292.92,292.71,292.51,292.32,292.13,291.75,27.580000000000002,27.19,27.01,26.810000000000002,26.63,26.44,26.25,26.07,25.7,N/A,N/A -2012,8,20,12,30,101300,100150,99040,79.5,0,4.65,4.86,4.87,4.8500000000000005,4.83,4.8,4.7700000000000005,4.73,4.66,310.76,310.94,311.08,311.21,311.36,311.52,311.69,311.85,312.28000000000003,27.46,27.07,26.89,26.69,26.5,26.310000000000002,26.12,25.94,25.57,N/A,N/A -2012,8,20,13,30,101320,100170,99060,79.5,0,4.73,4.96,4.98,4.98,4.97,4.96,4.94,4.92,4.87,312.72,313.64,314.19,314.75,315.26,315.76,316.27,316.76,317.79,27.310000000000002,26.91,26.73,26.52,26.330000000000002,26.14,25.95,25.76,25.39,N/A,N/A -2012,8,20,14,30,101380,100230,99120,83.21000000000001,0,3.93,4.12,4.15,4.16,4.16,4.16,4.16,4.15,4.14,314.94,315.83,316.38,316.92,317.40000000000003,317.86,318.33,318.79,319.72,27.19,26.79,26.6,26.400000000000002,26.2,26.01,25.82,25.63,25.25,N/A,N/A -2012,8,20,15,30,101370,100220,99110,82.95,0,4.07,4.28,4.32,4.33,4.34,4.3500000000000005,4.3500000000000005,4.3500000000000005,4.3500000000000005,310.36,311.61,312.36,313.11,313.8,314.48,315.17,315.83,317.23,27.39,26.990000000000002,26.810000000000002,26.61,26.42,26.23,26.03,25.84,25.47,N/A,N/A -2012,8,20,16,30,101390,100240,99130,75.98,0,3.45,3.61,3.64,3.66,3.66,3.67,3.67,3.67,3.67,343.56,342.73,342.26,341.8,341.39,340.99,340.62,340.27,339.6,28,27.62,27.44,27.240000000000002,27.05,26.85,26.66,26.47,26.09,N/A,N/A -2012,8,20,17,30,101360,100210,99100,72.93,0,2.95,3.12,3.16,3.19,3.21,3.23,3.25,3.27,3.3000000000000003,315.59000000000003,316.18,316.56,316.93,317.25,317.56,317.89,318.2,318.83,28.35,27.990000000000002,27.82,27.61,27.42,27.23,27.04,26.85,26.47,N/A,N/A -2012,8,20,18,30,101320,100170,99060,70.4,0,2.64,2.84,2.9,2.96,3.02,3.08,3.15,3.21,3.39,292.26,294.16,295.40000000000003,296.61,297.71,298.83,299.98,301.11,303.63,28.84,28.5,28.330000000000002,28.14,27.96,27.77,27.580000000000002,27.41,27.05,N/A,N/A -2012,8,20,19,30,101300,100160,99050,70.03,0,2.7600000000000002,2.7800000000000002,2.73,2.67,2.62,2.58,2.54,2.5,2.45,219.96,223.5,226.02,228.88,231.49,234.20000000000002,236.95000000000002,239.63,245.27,29.29,28.97,28.810000000000002,28.62,28.44,28.26,28.07,27.900000000000002,27.54,N/A,N/A -2012,8,20,20,30,101240,100100,98990,72.49,0,3.41,3.49,3.45,3.39,3.3200000000000003,3.25,3.16,3.0700000000000003,2.82,181.8,181.84,181.88,181.91,181.91,181.91,181.92000000000002,181.93,182.23,29.13,28.79,28.62,28.44,28.26,28.09,27.92,27.75,27.46,N/A,N/A -2012,8,20,21,30,101200,100060,98950,78.37,0,4.54,4.75,4.76,4.72,4.67,4.61,4.5600000000000005,4.5,4.26,191.28,191.72,192.02,192.4,192.79,193.24,193.74,194.26,195.6,28.810000000000002,28.46,28.3,28.1,27.91,27.73,27.54,27.36,26.990000000000002,N/A,N/A -2012,8,20,22,30,101170,100030,98930,77.02,0,5.26,5.57,5.59,5.57,5.54,5.5,5.44,5.38,5.22,185.61,185.79,185.92000000000002,186.09,186.26,186.44,186.67000000000002,186.9,187.51,29.060000000000002,28.73,28.57,28.37,28.19,28.01,27.82,27.64,27.27,N/A,N/A -2012,8,20,23,30,101160,100020,98910,77.10000000000001,0,5.73,6.12,6.18,6.19,6.18,6.17,6.140000000000001,6.11,6.04,201.8,201.79,201.83,201.86,201.88,201.9,201.92000000000002,201.95000000000002,202.02,28.990000000000002,28.66,28.5,28.3,28.11,27.93,27.740000000000002,27.55,27.18,N/A,N/A -2012,8,21,0,30,101160,100020,98920,76.04,0,5.48,5.86,5.93,5.95,5.96,5.96,5.95,5.94,5.91,200.26,200.47,200.58,200.67000000000002,200.74,200.81,200.87,200.92000000000002,201.02,28.93,28.6,28.43,28.23,28.04,27.85,27.66,27.47,27.09,N/A,N/A -2012,8,21,1,30,101170,100030,98930,74.54,0,4.6000000000000005,4.89,4.93,4.95,4.96,4.95,4.95,4.94,4.91,204.42000000000002,204.3,204.25,204.20000000000002,204.16,204.12,204.07,204.03,203.95000000000002,28.98,28.650000000000002,28.48,28.28,28.1,27.900000000000002,27.71,27.53,27.150000000000002,N/A,N/A -2012,8,21,2,30,101210,100070,98960,72.66,0,2.81,2.95,2.98,2.98,2.99,2.98,2.98,2.98,2.96,204.4,204.32,204.24,204.14000000000001,204.06,203.96,203.85,203.74,203.49,29,28.69,28.52,28.32,28.14,27.95,27.76,27.580000000000002,27.21,N/A,N/A -2012,8,21,3,30,101220,100080,98970,72.3,0,2.43,2.52,2.52,2.5100000000000002,2.5,2.49,2.48,2.46,2.43,242.72,242.28,241.98000000000002,241.67000000000002,241.39000000000001,241.1,240.79,240.5,239.86,28.990000000000002,28.68,28.51,28.310000000000002,28.13,27.94,27.75,27.57,27.19,N/A,N/A -2012,8,21,4,30,101220,100070,98970,73.46000000000001,0,1.67,1.7,1.7,1.68,1.67,1.6500000000000001,1.6400000000000001,1.62,1.58,292.24,292.87,293.03000000000003,293.24,293.46,293.71,293.98,294.25,294.95,28.85,28.53,28.37,28.17,27.98,27.8,27.61,27.42,27.05,N/A,N/A -2012,8,21,5,30,101240,100100,99000,74.04,0,1.27,1.31,1.31,1.31,1.31,1.3,1.29,1.29,1.27,349.47,350.97,351.66,352.38,353.05,353.72,354.45,355.17,356.84000000000003,28.8,28.48,28.310000000000002,28.11,27.93,27.740000000000002,27.55,27.36,26.990000000000002,N/A,N/A -2012,8,21,6,30,101280,100140,99030,69.16,0,2.5100000000000002,2.61,2.61,2.59,2.58,2.56,2.5500000000000003,2.5300000000000002,2.5,49.36,50.07,50.47,50.9,51.27,51.63,51.980000000000004,52.31,53.03,29.01,28.69,28.52,28.32,28.13,27.94,27.75,27.560000000000002,27.18,N/A,N/A -2012,8,21,7,30,101300,100160,99050,70.8,0,2.23,2.35,2.37,2.4,2.41,2.43,2.44,2.46,2.49,40.43,40.42,40.5,40.59,40.68,40.78,40.86,40.95,41.18,28.78,28.45,28.28,28.080000000000002,27.900000000000002,27.71,27.51,27.330000000000002,26.95,N/A,N/A -2012,8,21,8,30,101310,100160,99050,66.84,0,3.5700000000000003,3.73,3.74,3.73,3.71,3.7,3.68,3.66,3.61,54.97,55.39,55.63,55.85,56.04,56.21,56.38,56.550000000000004,56.86,28.85,28.51,28.35,28.150000000000002,27.96,27.77,27.57,27.39,27,N/A,N/A -2012,8,21,9,30,101340,100190,99080,67.98,0,3.24,3.42,3.45,3.46,3.47,3.47,3.47,3.47,3.46,60.39,60.76,60.9,61.04,61.160000000000004,61.27,61.370000000000005,61.47,61.660000000000004,28.8,28.47,28.3,28.1,27.91,27.72,27.52,27.330000000000002,26.95,N/A,N/A -2012,8,21,10,30,101370,100220,99120,66.52,0,2.71,2.84,2.85,2.85,2.85,2.85,2.85,2.85,2.84,71.33,70.51,70.03,69.55,69.13,68.74,68.35000000000001,67.97,67.22,28.810000000000002,28.490000000000002,28.32,28.12,27.93,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,8,21,11,30,101380,100230,99130,68.92,0,3.65,3.7800000000000002,3.7600000000000002,3.73,3.7,3.66,3.63,3.59,3.52,74.82000000000001,75.15,75.45,75.74,76.02,76.3,76.57000000000001,76.84,77.41,28.7,28.37,28.2,28.01,27.82,27.64,27.45,27.26,26.89,N/A,N/A -2012,8,21,12,30,101410,100260,99150,68.88,0,3.12,3.2800000000000002,3.31,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,75.01,74.98,74.96000000000001,74.92,74.89,74.84,74.79,74.74,74.64,28.54,28.19,28.02,27.82,27.63,27.44,27.25,27.060000000000002,26.68,N/A,N/A -2012,8,21,13,30,101440,100300,99190,72.76,0,4.24,4.45,4.48,4.49,4.49,4.48,4.47,4.46,4.42,86.64,86.75,86.81,86.87,86.92,86.96000000000001,87,87.04,87.14,28.44,28.09,27.91,27.71,27.52,27.330000000000002,27.14,26.95,26.57,N/A,N/A -2012,8,21,14,30,101490,100350,99230,69.12,0,2.95,3.14,3.19,3.23,3.25,3.27,3.29,3.31,3.34,91.33,92.66,93.4,94.12,94.75,95.33,95.89,96.4,97.37,28.57,28.240000000000002,28.07,27.87,27.69,27.5,27.310000000000002,27.13,26.76,N/A,N/A -2012,8,21,15,30,101500,100350,99240,73.54,0,4.51,4.79,4.8500000000000005,4.88,4.9,4.92,4.93,4.94,4.94,83.69,83.96000000000001,84.05,84.14,84.22,84.29,84.37,84.44,84.58,28.44,28.080000000000002,27.91,27.71,27.52,27.32,27.13,26.94,26.560000000000002,N/A,N/A -2012,8,21,16,30,101520,100370,99260,74.66,0,3.95,4.16,4.19,4.2,4.21,4.21,4.2,4.2,4.18,64.36,64.76,65.11,65.44,65.73,66,66.25,66.49,66.93,28.41,28.05,27.87,27.67,27.48,27.28,27.09,26.900000000000002,26.52,N/A,N/A -2012,8,21,17,30,101520,100380,99270,74.49,0,4.63,4.87,4.9,4.9,4.9,4.89,4.88,4.86,4.83,61.42,61.63,61.71,61.79,61.86,61.93,62,62.06,62.17,28.34,27.97,27.79,27.580000000000002,27.39,27.19,27,26.810000000000002,26.42,N/A,N/A -2012,8,21,18,30,101530,100390,99270,77.08,0,5.79,6.140000000000001,6.2,6.21,6.21,6.2,6.18,6.16,6.1000000000000005,78.14,78.3,78.32000000000001,78.35000000000001,78.38,78.41,78.43,78.46000000000001,78.52,28.18,27.79,27.61,27.400000000000002,27.21,27.02,26.82,26.63,26.25,N/A,N/A -2012,8,21,19,30,101510,100370,99250,74.67,0,6.25,6.61,6.66,6.66,6.63,6.6000000000000005,6.55,6.5,6.37,100.60000000000001,100.54,100.51,100.46000000000001,100.43,100.39,100.35000000000001,100.31,100.21000000000001,28.17,27.79,27.61,27.41,27.23,27.04,26.85,26.67,26.3,N/A,N/A -2012,8,21,20,30,101500,100350,99240,73.4,0,5.7700000000000005,6.07,6.09,6.0600000000000005,6.0200000000000005,5.98,5.92,5.86,5.72,107.72,107.3,107.02,106.72,106.43,106.14,105.84,105.54,104.88,28.22,27.85,27.68,27.48,27.3,27.11,26.92,26.740000000000002,26.38,N/A,N/A -2012,8,21,21,30,101470,100330,99220,67.48,0,4.7,4.97,5.01,5.01,5,4.99,4.97,4.95,4.9,114.03,113.81,113.60000000000001,113.39,113.19,113,112.8,112.61,112.2,28.52,28.18,28.01,27.82,27.63,27.45,27.26,27.080000000000002,26.71,N/A,N/A -2012,8,21,22,30,101470,100330,99210,66.34,0,4.9,5.21,5.25,5.2700000000000005,5.28,5.28,5.2700000000000005,5.26,5.24,119.71000000000001,119.62,119.48,119.32000000000001,119.17,119.01,118.85000000000001,118.69,118.35000000000001,28.7,28.36,28.19,27.990000000000002,27.8,27.62,27.43,27.240000000000002,26.87,N/A,N/A -2012,8,21,23,30,101470,100330,99210,68.96000000000001,0,4.05,4.3100000000000005,4.38,4.41,4.44,4.47,4.49,4.5,4.54,116.54,116.23,116.03,115.84,115.67,115.49000000000001,115.32000000000001,115.16,114.81,28.61,28.27,28.1,27.900000000000002,27.72,27.53,27.34,27.16,26.79,N/A,N/A -2012,8,22,0,30,101450,100310,99200,71.24,0,3.92,4.15,4.19,4.21,4.22,4.23,4.23,4.23,4.23,122,121.53,121.29,121.03,120.79,120.54,120.27,120,119.41,28.6,28.26,28.09,27.900000000000002,27.71,27.52,27.330000000000002,27.150000000000002,26.78,N/A,N/A -2012,8,22,1,30,101440,100300,99190,73.98,0,4.54,4.83,4.89,4.91,4.93,4.93,4.94,4.94,4.93,123.49000000000001,123.35000000000001,123.24000000000001,123.11,122.99000000000001,122.87,122.74000000000001,122.61,122.32000000000001,28.560000000000002,28.21,28.04,27.830000000000002,27.650000000000002,27.45,27.26,27.07,26.7,N/A,N/A -2012,8,22,2,30,101460,100320,99210,73.81,0,4.84,5.18,5.25,5.29,5.32,5.33,5.3500000000000005,5.36,5.37,123.23,123.31,123.41,123.5,123.58,123.65,123.73,123.8,123.92,28.59,28.240000000000002,28.060000000000002,27.86,27.67,27.48,27.28,27.1,26.72,N/A,N/A -2012,8,22,3,30,101490,100350,99240,70.26,0,4.3500000000000005,4.64,4.71,4.75,4.7700000000000005,4.79,4.8100000000000005,4.82,4.8500000000000005,118.47,118.46000000000001,118.45,118.41,118.38,118.35000000000001,118.3,118.27,118.16,28.82,28.48,28.310000000000002,28.11,27.93,27.740000000000002,27.54,27.36,26.98,N/A,N/A -2012,8,22,4,30,101480,100340,99230,69.02,0,3.72,3.96,4.01,4.04,4.0600000000000005,4.08,4.09,4.1,4.13,103.53,103.39,103.35000000000001,103.3,103.25,103.19,103.13,103.07000000000001,102.95,28.900000000000002,28.57,28.400000000000002,28.2,28.02,27.830000000000002,27.63,27.45,27.07,N/A,N/A -2012,8,22,5,30,101500,100350,99240,69.41,0,4.5,4.8100000000000005,4.87,4.9,4.93,4.94,4.96,4.97,4.98,102.35000000000001,101.79,101.47,101.17,100.9,100.64,100.39,100.15,99.68,28.91,28.580000000000002,28.400000000000002,28.21,28.02,27.830000000000002,27.63,27.45,27.060000000000002,N/A,N/A -2012,8,22,6,30,101520,100380,99270,68.38,0,5.04,5.4,5.48,5.5200000000000005,5.55,5.57,5.59,5.6000000000000005,5.62,100.76,100.62,100.56,100.5,100.43,100.36,100.3,100.24000000000001,100.12,28.990000000000002,28.66,28.48,28.28,28.1,27.900000000000002,27.71,27.52,27.14,N/A,N/A -2012,8,22,7,30,101550,100400,99290,64.6,0,4.64,4.97,5.04,5.09,5.12,5.14,5.16,5.17,5.19,98.93,99.37,99.56,99.74000000000001,99.89,100.03,100.17,100.3,100.53,29.2,28.88,28.71,28.51,28.32,28.13,27.93,27.75,27.36,N/A,N/A -2012,8,22,8,30,101560,100410,99300,65.41,0,5.13,5.51,5.58,5.62,5.65,5.67,5.68,5.69,5.71,109.48,109.5,109.49000000000001,109.49000000000001,109.5,109.51,109.52,109.54,109.56,29.150000000000002,28.82,28.66,28.46,28.26,28.080000000000002,27.88,27.69,27.310000000000002,N/A,N/A -2012,8,22,9,30,101560,100410,99300,67.34,0,4.64,4.95,5.01,5.04,5.0600000000000005,5.08,5.09,5.09,5.1000000000000005,98.96000000000001,99.13,99.24000000000001,99.32000000000001,99.4,99.46000000000001,99.52,99.57000000000001,99.64,29.04,28.71,28.54,28.330000000000002,28.150000000000002,27.95,27.76,27.57,27.19,N/A,N/A -2012,8,22,10,30,101560,100410,99300,82.32000000000001,0,6.74,7.08,7.07,7.01,6.94,6.86,6.7700000000000005,6.68,6.5,71.29,72.5,73.39,74.4,75.35000000000001,76.33,77.35000000000001,78.34,80.56,27.89,27.5,27.34,27.150000000000002,26.98,26.810000000000002,26.63,26.47,26.13,N/A,N/A -2012,8,22,11,30,101570,100420,99310,86.89,0,8.35,8.97,9.11,9.16,9.19,9.200000000000001,9.200000000000001,9.18,9.14,56.84,57.1,57.32,57.54,57.75,57.94,58.160000000000004,58.370000000000005,58.84,27.35,26.900000000000002,26.7,26.490000000000002,26.3,26.1,25.91,25.72,25.34,N/A,N/A -2012,8,22,12,30,101620,100470,99350,87.43,53.1,6.63,7.07,7.17,7.21,7.24,7.25,7.26,7.26,7.25,65.75,66.51,66.91,67.28,67.61,67.91,68.21000000000001,68.48,69.02,27.02,26.580000000000002,26.39,26.19,26,25.810000000000002,25.62,25.45,25.080000000000002,N/A,N/A -2012,8,22,13,30,101680,100510,99380,92.46000000000001,14.3,8.3,8.75,8.84,8.86,8.870000000000001,8.870000000000001,8.85,8.83,8.74,192.61,191.65,191.23000000000002,190.77,190.31,189.87,189.38,188.93,187.83,24.54,23.98,23.78,23.59,23.41,23.240000000000002,23.07,22.91,22.59,N/A,N/A -2012,8,22,14,30,101670,100500,99370,89.62,1.5,9.96,10.58,10.66,10.65,10.620000000000001,10.57,10.49,10.42,10.22,189.84,189.6,189.64000000000001,189.70000000000002,189.78,189.87,189.98,190.08,190.31,24.25,23.64,23.43,23.23,23.05,22.89,22.72,22.57,22.3,N/A,N/A -2012,8,22,15,30,101730,100560,99430,84.54,0.4,3.2800000000000002,3.35,3.34,3.31,3.2800000000000002,3.25,3.21,3.18,3.1,155.74,153.75,153.33,152.82,152.21,151.56,150.72,149.92000000000002,147.45000000000002,25.060000000000002,24.61,24.42,24.23,24.05,23.88,23.71,23.55,23.26,N/A,N/A -2012,8,22,16,30,101720,100550,99420,87.28,13.600000000000001,4.17,4.38,4.42,4.47,4.5600000000000005,4.68,5.04,5.47,6.49,36.11,38.79,40.93,43.52,46.62,50.04,55.59,61.74,68.68,24.77,24.330000000000002,24.16,24,23.87,23.75,23.71,23.69,24.05,N/A,N/A -2012,8,22,17,30,101650,100500,99380,73.62,0,2.3000000000000003,2.37,2.38,2.42,2.5500000000000003,2.79,3.15,3.5700000000000003,4.19,51.57,53.03,54.230000000000004,56.11,58.88,62.79,65.65,68.05,69.47,26.69,26.35,26.23,26.12,26.11,26.18,26.3,26.42,26.29,N/A,N/A -2012,8,22,18,30,101680,100530,99410,74.99,0,5.09,5.33,5.33,5.3100000000000005,5.28,5.24,5.2,5.16,5.07,117.68,117.11,116.77,116.4,116.04,115.68,115.29,114.92,114.11,27.25,26.84,26.650000000000002,26.45,26.26,26.060000000000002,25.87,25.69,25.310000000000002,N/A,N/A -2012,8,22,19,30,101700,100550,99430,84.34,0,5.62,5.96,6.01,6.03,6.03,6.03,6.0200000000000005,6,5.96,150.8,151.18,151.41,151.63,151.83,152.03,152.21,152.37,152.72,26.830000000000002,26.38,26.18,25.97,25.77,25.57,25.37,25.18,24.79,N/A,N/A -2012,8,22,20,30,101640,100480,99370,77.18,0,4.79,5.1000000000000005,5.15,5.18,5.2,5.21,5.21,5.22,5.22,132.48,132.59,132.71,132.82,132.91,133,133.09,133.16,133.32,27.330000000000002,26.92,26.73,26.52,26.32,26.13,25.93,25.740000000000002,25.35,N/A,N/A -2012,8,22,21,30,101590,100430,99320,77.16,0,4.68,4.97,5.03,5.0600000000000005,5.08,5.09,5.1000000000000005,5.1000000000000005,5.11,119.48,119.83,120.07000000000001,120.29,120.47,120.65,120.82000000000001,120.97,121.29,27.5,27.1,26.91,26.7,26.51,26.310000000000002,26.12,25.93,25.55,N/A,N/A -2012,8,22,22,30,101560,100410,99290,77.92,0,3.97,4.19,4.24,4.2700000000000005,4.29,4.3,4.3100000000000005,4.32,4.34,112.23,112.11,112.05,111.97,111.89,111.83,111.76,111.68,111.54,27.5,27.1,26.92,26.71,26.52,26.330000000000002,26.14,25.95,25.57,N/A,N/A -2012,8,22,23,30,101540,100390,99280,80.31,0,4.45,4.68,4.7,4.7,4.69,4.68,4.67,4.66,4.63,115.51,114.76,114.25,113.74000000000001,113.27,112.81,112.34,111.9,111.01,27.39,26.990000000000002,26.8,26.6,26.400000000000002,26.21,26.01,25.830000000000002,25.44,N/A,N/A -2012,8,23,0,30,101530,100380,99260,79.3,0,4.29,4.54,4.59,4.61,4.63,4.64,4.64,4.65,4.66,124.43,124.34,124.25,124.14,124.03,123.92,123.8,123.69,123.44,27.32,26.92,26.73,26.53,26.330000000000002,26.14,25.95,25.76,25.37,N/A,N/A -2012,8,23,1,30,101510,100360,99250,80.04,0,4.88,5.2,5.2700000000000005,5.3100000000000005,5.34,5.36,5.37,5.37,5.37,120.83,121.15,121.32000000000001,121.47,121.59,121.69,121.79,121.88,122.03,27.34,26.93,26.740000000000002,26.53,26.34,26.14,25.95,25.76,25.37,N/A,N/A -2012,8,23,2,30,101510,100360,99250,77.27,0,5.84,6.21,6.28,6.32,6.34,6.3500000000000005,6.36,6.36,6.36,119.72,119.56,119.45,119.35000000000001,119.27,119.18,119.11,119.04,118.9,27.62,27.21,27.02,26.82,26.62,26.43,26.240000000000002,26.05,25.66,N/A,N/A -2012,8,23,3,30,101520,100370,99260,75.86,0,5.6000000000000005,6.01,6.1000000000000005,6.16,6.2,6.23,6.25,6.2700000000000005,6.3100000000000005,124.08,124.26,124.33,124.39,124.44,124.49000000000001,124.54,124.59,124.68,27.75,27.35,27.16,26.96,26.76,26.57,26.37,26.18,25.8,N/A,N/A -2012,8,23,4,30,101520,100370,99260,74.55,0,6.12,6.59,6.7,6.7700000000000005,6.82,6.8500000000000005,6.88,6.91,6.94,133.38,132.78,132.57,132.39000000000001,132.25,132.13,132.03,131.93,131.77,28.11,27.72,27.54,27.34,27.14,26.95,26.75,26.560000000000002,26.18,N/A,N/A -2012,8,23,5,30,101510,100360,99240,77.48,0,5.89,6.32,6.41,6.47,6.51,6.53,6.55,6.5600000000000005,6.58,131.38,131.46,131.47,131.46,131.45,131.43,131.41,131.4,131.34,27.94,27.54,27.35,27.14,26.95,26.75,26.55,26.36,25.98,N/A,N/A -2012,8,23,6,30,101540,100390,99280,75.23,0,6.05,6.48,6.57,6.61,6.640000000000001,6.66,6.67,6.67,6.68,146.17000000000002,146.28,146.33,146.38,146.42000000000002,146.45000000000002,146.49,146.52,146.58,28.02,27.64,27.45,27.25,27.060000000000002,26.86,26.67,26.48,26.09,N/A,N/A -2012,8,23,7,30,101540,100400,99280,74.61,0,5.19,5.57,5.66,5.73,5.7700000000000005,5.8100000000000005,5.84,5.87,5.92,147.01,146.76,146.70000000000002,146.64000000000001,146.58,146.53,146.48,146.44,146.35,28.19,27.810000000000002,27.63,27.43,27.240000000000002,27.05,26.85,26.66,26.28,N/A,N/A -2012,8,23,8,30,101550,100400,99290,74.88,0,4.87,5.23,5.32,5.37,5.41,5.45,5.48,5.5,5.55,147.91,148.18,148.33,148.45000000000002,148.56,148.67000000000002,148.75,148.84,149.01,28.3,27.93,27.75,27.55,27.36,27.17,26.97,26.78,26.400000000000002,N/A,N/A -2012,8,23,9,30,101540,100390,99280,77.13,0,4.0200000000000005,4.23,4.28,4.3,4.3100000000000005,4.32,4.33,4.34,4.3500000000000005,121.42,122.04,122.52,123.04,123.51,123.97,124.43,124.88000000000001,125.79,28.22,27.86,27.68,27.48,27.28,27.09,26.89,26.71,26.32,N/A,N/A -2012,8,23,10,30,101550,100400,99290,76.68,0,5.14,5.51,5.58,5.62,5.65,5.67,5.69,5.7,5.72,136.75,136.9,136.97,137.05,137.12,137.20000000000002,137.29,137.37,137.55,28.400000000000002,28.04,27.86,27.66,27.47,27.28,27.080000000000002,26.900000000000002,26.51,N/A,N/A -2012,8,23,11,30,101560,100410,99290,89.5,0,11.59,12.620000000000001,12.83,12.91,12.950000000000001,12.950000000000001,12.94,12.91,12.83,203.73000000000002,203.43,203.20000000000002,202.96,202.75,202.53,202.31,202.1,201.63,26.38,25.830000000000002,25.61,25.39,25.2,25.01,24.82,24.64,24.28,N/A,N/A -2012,8,23,12,30,101570,100420,99300,85.57000000000001,0.4,6.93,7.390000000000001,7.48,7.5200000000000005,7.54,7.54,7.54,7.5200000000000005,7.48,166.65,167.36,167.76,168.15,168.58,169.01,169.58,170.13,171.75,26.41,25.94,25.75,25.55,25.35,25.17,24.98,24.810000000000002,24.46,N/A,N/A -2012,8,23,13,30,101610,100450,99340,79.06,0,5.18,5.5,5.5600000000000005,5.6000000000000005,5.62,5.64,5.66,5.67,5.69,182.26,182.69,182.77,182.88,182.98,183.08,183.20000000000002,183.33,183.62,27.5,27.1,26.92,26.71,26.52,26.330000000000002,26.13,25.95,25.57,N/A,N/A -2012,8,23,14,30,101610,100460,99350,77.13,0,4.94,5.28,5.37,5.42,5.47,5.5,5.53,5.55,5.6000000000000005,169.44,169.89000000000001,170.21,170.49,170.73,170.95000000000002,171.16,171.36,171.73,28.13,27.75,27.580000000000002,27.37,27.18,26.990000000000002,26.79,26.6,26.22,N/A,N/A -2012,8,23,15,30,101630,100480,99370,74.71000000000001,0,5.57,5.99,6.09,6.15,6.2,6.23,6.2700000000000005,6.29,6.34,188.36,188.59,188.67000000000002,188.77,188.86,188.95000000000002,189.05,189.14000000000001,189.32,28.35,27.98,27.8,27.6,27.41,27.22,27.02,26.84,26.45,N/A,N/A -2012,8,23,16,30,101620,100470,99360,73.10000000000001,0,4.95,5.3100000000000005,5.4,5.45,5.49,5.53,5.55,5.58,5.62,184.87,185.1,185.22,185.35,185.45000000000002,185.55,185.65,185.73,185.89000000000001,28.64,28.29,28.11,27.91,27.72,27.53,27.330000000000002,27.14,26.76,N/A,N/A -2012,8,23,17,30,101630,100480,99370,77.51,0.7000000000000001,6.4,6.76,6.8100000000000005,6.83,6.83,6.83,6.83,6.82,6.82,200.92000000000002,201.69,202.01,202.28,202.51,202.70000000000002,202.87,203.01,203.17000000000002,28.03,27.650000000000002,27.47,27.28,27.1,26.91,26.73,26.55,26.2,N/A,N/A -2012,8,23,18,30,101620,100470,99360,75.51,0,6.2700000000000005,6.72,6.78,6.8100000000000005,6.82,6.82,6.8100000000000005,6.8,6.78,218.61,217.76,217.28,216.8,216.38,215.98000000000002,215.59,215.21,214.48000000000002,28.51,28.14,27.97,27.77,27.57,27.39,27.19,27,26.62,N/A,N/A -2012,8,23,19,30,101650,100500,99380,80.9,0.4,3.42,3.5,3.49,3.46,3.42,3.37,3.29,3.22,2.96,248.15,247.66,247.39000000000001,247.12,246.85,246.57,246.21,245.84,244.34,27.1,26.7,26.51,26.310000000000002,26.13,25.95,25.76,25.580000000000002,25.240000000000002,N/A,N/A -2012,8,23,20,30,101590,100430,99320,82.65,0,1.28,1.17,1.11,1.07,1.05,1.04,1.06,1.08,1.18,328.82,318.48,311.97,304.37,297.13,289.91,282.67,275.76,262.89,27.2,26.830000000000002,26.66,26.47,26.29,26.11,25.92,25.75,25.400000000000002,N/A,N/A -2012,8,23,21,30,101530,100380,99270,80,0,1.8900000000000001,2.17,2.29,2.41,2.52,2.62,2.71,2.8000000000000003,2.96,159.26,163.17000000000002,165.14000000000001,166.68,167.93,168.97,169.86,170.65,171.96,27.92,27.57,27.39,27.2,27.01,26.82,26.63,26.45,26.080000000000002,N/A,N/A -2012,8,23,22,30,101520,100370,99260,74.43,0,3.67,3.96,4.04,4.11,4.17,4.22,4.2700000000000005,4.32,4.41,169.13,168.97,168.91,168.88,168.84,168.8,168.77,168.73,168.67000000000002,28.39,28.04,27.87,27.67,27.48,27.3,27.1,26.92,26.55,N/A,N/A -2012,8,23,23,30,101470,100330,99220,71.49,0,3.5500000000000003,3.86,3.97,4.0600000000000005,4.14,4.21,4.28,4.34,4.46,175.86,175.23,174.96,174.74,174.56,174.4,174.25,174.11,173.86,28.67,28.34,28.18,27.98,27.8,27.61,27.42,27.240000000000002,26.86,N/A,N/A -2012,8,24,0,30,101440,100290,99180,61.75,0,5.22,5.61,5.66,5.69,5.71,5.72,5.72,5.72,5.72,160.03,160.11,160.20000000000002,160.25,160.27,160.3,160.31,160.31,160.3,29.13,28.82,28.650000000000002,28.45,28.27,28.080000000000002,27.88,27.7,27.32,N/A,N/A -2012,8,24,1,30,101440,100300,99190,61.95,0,6,6.55,6.66,6.73,6.78,6.8100000000000005,6.8500000000000005,6.87,6.91,159.69,159.61,159.61,159.6,159.6,159.59,159.58,159.56,159.54,29.1,28.78,28.61,28.41,28.22,28.03,27.84,27.650000000000002,27.26,N/A,N/A -2012,8,24,2,30,101430,100280,99170,66.46000000000001,0,6.8100000000000005,7.3500000000000005,7.46,7.5200000000000005,7.55,7.57,7.58,7.59,7.59,156.34,156.21,156.16,156.14000000000001,156.12,156.11,156.1,156.09,156.08,28.89,28.560000000000002,28.39,28.19,28,27.810000000000002,27.61,27.43,27.04,N/A,N/A -2012,8,24,3,30,101410,100270,99160,65.3,0,6.2,6.72,6.86,6.95,7.03,7.09,7.140000000000001,7.19,7.29,161.19,160.49,160.11,159.72,159.39000000000001,159.07,158.77,158.48,157.94,28.93,28.61,28.44,28.25,28.060000000000002,27.87,27.68,27.5,27.12,N/A,N/A -2012,8,24,4,30,101380,100240,99130,66.05,0,5.49,5.98,6.11,6.21,6.28,6.3500000000000005,6.41,6.46,6.5600000000000005,158.19,158.29,158.26,158.21,158.15,158.09,158.02,157.96,157.81,28.94,28.61,28.44,28.240000000000002,28.05,27.86,27.67,27.48,27.1,N/A,N/A -2012,8,24,5,30,101380,100240,99130,72.33,0,5.4,5.84,5.94,6.01,6.0600000000000005,6.09,6.13,6.15,6.2,163.57,163.09,162.76,162.45000000000002,162.19,161.94,161.71,161.5,161.09,28.8,28.46,28.29,28.09,27.900000000000002,27.71,27.52,27.330000000000002,26.96,N/A,N/A -2012,8,24,6,30,101380,100240,99130,80.44,0,6.78,7.34,7.46,7.53,7.58,7.61,7.63,7.65,7.67,168.66,168.58,168.54,168.5,168.46,168.43,168.39000000000001,168.35,168.28,28.330000000000002,27.96,27.78,27.57,27.38,27.19,26.990000000000002,26.810000000000002,26.42,N/A,N/A -2012,8,24,7,30,101400,100260,99150,75.81,0,5.6000000000000005,6.12,6.25,6.36,6.45,6.5200000000000005,6.58,6.640000000000001,6.75,176.03,176.38,176.64000000000001,176.9,177.12,177.32,177.51,177.68,177.99,28.66,28.32,28.150000000000002,27.96,27.77,27.59,27.400000000000002,27.22,26.85,N/A,N/A -2012,8,24,8,30,101410,100260,99160,75.91,0,6.07,6.5200000000000005,6.63,6.69,6.74,6.78,6.8100000000000005,6.83,6.88,192.02,192.57,192.85,193.12,193.37,193.59,193.81,194.02,194.43,28.64,28.29,28.12,27.92,27.73,27.54,27.35,27.16,26.78,N/A,N/A -2012,8,24,9,30,101420,100270,99160,76.99,0,6.5,6.99,7.1000000000000005,7.15,7.18,7.2,7.21,7.21,7.2,211.31,210.52,209.97,209.43,208.97,208.53,208.11,207.72,206.98000000000002,28.69,28.35,28.17,27.97,27.78,27.580000000000002,27.39,27.2,26.810000000000002,N/A,N/A -2012,8,24,10,30,101410,100270,99160,74.97,0,6.93,7.57,7.71,7.79,7.8500000000000005,7.88,7.91,7.930000000000001,7.94,199.58,199.26,199.14000000000001,199.05,198.98000000000002,198.92000000000002,198.88,198.83,198.76,28.95,28.62,28.45,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.1,N/A,N/A -2012,8,24,11,30,101430,100290,99180,73.41,0,6.26,6.8,6.94,7.0200000000000005,7.08,7.13,7.17,7.2,7.25,198.59,198.51,198.55,198.6,198.65,198.70000000000002,198.75,198.81,198.92000000000002,28.97,28.650000000000002,28.48,28.28,28.1,27.900000000000002,27.71,27.53,27.150000000000002,N/A,N/A -2012,8,24,12,30,101420,100270,99170,74.65,0,5.61,6.05,6.16,6.22,6.2700000000000005,6.3,6.33,6.3500000000000005,6.38,206.37,206.13,206.03,205.92000000000002,205.83,205.74,205.65,205.57,205.41,28.84,28.5,28.330000000000002,28.13,27.94,27.75,27.55,27.36,26.98,N/A,N/A -2012,8,24,13,30,101420,100280,99170,76.3,0,5.2700000000000005,5.69,5.79,5.8500000000000005,5.9,5.93,5.96,5.98,6.01,211.24,211.37,211.42000000000002,211.47,211.52,211.57,211.63,211.69,211.81,28.77,28.43,28.26,28.060000000000002,27.87,27.68,27.490000000000002,27.3,26.92,N/A,N/A -2012,8,24,14,30,101470,100320,99220,75.15,0,5.07,5.42,5.47,5.5,5.51,5.51,5.5,5.49,5.47,214.16,214.16,214.27,214.38,214.47,214.55,214.64000000000001,214.71,214.86,28.79,28.45,28.29,28.080000000000002,27.900000000000002,27.7,27.51,27.32,26.94,N/A,N/A -2012,8,24,15,30,101450,100310,99200,70.08,0,5.1000000000000005,5.43,5.5,5.53,5.55,5.5600000000000005,5.58,5.58,5.6000000000000005,234.08,233.74,233.52,233.31,233.13,232.96,232.79,232.63,232.33,28.990000000000002,28.67,28.51,28.310000000000002,28.12,27.93,27.740000000000002,27.560000000000002,27.18,N/A,N/A -2012,8,24,16,30,101460,100320,99210,74.06,0,3.17,3.36,3.4,3.42,3.44,3.46,3.47,3.49,3.5100000000000002,221.4,220.94,220.6,220.27,219.96,219.65,219.35,219.08,218.51,28.77,28.43,28.25,28.05,27.86,27.68,27.48,27.29,26.91,N/A,N/A -2012,8,24,17,30,101450,100310,99200,73.47,0,3.12,3.31,3.36,3.39,3.42,3.44,3.46,3.47,3.5,198.54,198.72,198.78,198.84,198.9,198.96,199.02,199.08,199.22,28.84,28.5,28.330000000000002,28.13,27.94,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,8,24,18,30,101490,100340,99220,83.93,0,11.09,12.13,12.32,12.4,12.43,12.43,12.4,12.370000000000001,12.25,164.44,164.68,164.70000000000002,164.71,164.72,164.74,164.76,164.77,164.82,27.36,26.89,26.68,26.47,26.27,26.080000000000002,25.88,25.7,25.330000000000002,N/A,N/A -2012,8,24,19,30,101450,100290,99170,87.06,0,9.91,10.67,10.8,10.83,10.83,10.81,10.76,10.71,10.55,173.06,173.56,173.83,174.12,174.41,174.70000000000002,175.06,175.4,176.34,26.57,26.080000000000002,25.88,25.68,25.490000000000002,25.310000000000002,25.13,24.96,24.64,N/A,N/A -2012,8,24,20,30,101420,100270,99160,77.05,0,8.75,9.46,9.620000000000001,9.700000000000001,9.76,9.790000000000001,9.82,9.84,9.870000000000001,187.31,187.48,187.59,187.72,187.85,187.99,188.16,188.33,188.78,27.42,26.990000000000002,26.810000000000002,26.61,26.43,26.25,26.060000000000002,25.89,25.55,N/A,N/A -2012,8,24,21,30,101390,100240,99120,83.03,0,7.78,8.39,8.52,8.59,8.64,8.67,8.69,8.71,8.73,179.75,180.05,180.27,180.49,180.71,180.93,181.15,181.36,181.86,27.29,26.85,26.66,26.45,26.26,26.060000000000002,25.87,25.68,25.3,N/A,N/A -2012,8,24,22,30,101390,100240,99130,77.34,0,8.6,9.32,9.48,9.56,9.620000000000001,9.66,9.68,9.700000000000001,9.71,194.70000000000002,194.65,194.59,194.53,194.47,194.43,194.37,194.32,194.19,27.96,27.560000000000002,27.38,27.18,26.98,26.79,26.6,26.41,26.03,N/A,N/A -2012,8,24,23,30,101350,100210,99100,72.91,0,6.49,6.99,7.1000000000000005,7.16,7.2,7.23,7.26,7.28,7.3100000000000005,184.79,184.67000000000002,184.64000000000001,184.59,184.55,184.51,184.47,184.42000000000002,184.31,28.35,27.990000000000002,27.82,27.62,27.43,27.240000000000002,27.05,26.87,26.490000000000002,N/A,N/A -2012,8,25,0,30,101310,100170,99060,71.49,0,6.5600000000000005,7.1000000000000005,7.21,7.28,7.32,7.3500000000000005,7.38,7.4,7.43,172.97,173,173.06,173.11,173.16,173.19,173.24,173.28,173.35,28.52,28.17,27.990000000000002,27.79,27.6,27.41,27.21,27.03,26.64,N/A,N/A -2012,8,25,1,30,101270,100130,99020,76.45,0,6.24,6.75,6.87,6.94,6.99,7.03,7.07,7.1000000000000005,7.15,157.76,157.71,157.71,157.71,157.70000000000002,157.69,157.67000000000002,157.66,157.64000000000001,28.43,28.060000000000002,27.89,27.68,27.490000000000002,27.3,27.1,26.92,26.53,N/A,N/A -2012,8,25,2,30,101280,100140,99030,81.33,0,6.99,7.5600000000000005,7.68,7.74,7.78,7.8100000000000005,7.83,7.8500000000000005,7.86,150.28,150.93,151.31,151.67000000000002,152,152.31,152.62,152.91,153.49,28.25,27.88,27.7,27.5,27.310000000000002,27.11,26.92,26.73,26.35,N/A,N/A -2012,8,25,3,30,101270,100130,99020,80.71000000000001,0,7.390000000000001,8.03,8.17,8.26,8.31,8.36,8.38,8.41,8.44,155.5,155.57,155.62,155.67000000000002,155.72,155.77,155.82,155.87,155.97,28.310000000000002,27.93,27.75,27.55,27.36,27.17,26.97,26.78,26.400000000000002,N/A,N/A -2012,8,25,4,30,101290,100150,99040,78.93,0,7.11,7.74,7.92,8.040000000000001,8.13,8.21,8.28,8.34,8.46,151.84,152.51,152.78,153.03,153.25,153.46,153.65,153.84,154.19,28.55,28.21,28.04,27.84,27.66,27.47,27.28,27.1,26.73,N/A,N/A -2012,8,25,5,30,101280,100140,99040,75.63,0,8.21,9.02,9.22,9.34,9.43,9.5,9.55,9.59,9.66,157.46,157.97,158.15,158.29,158.4,158.49,158.57,158.63,158.72,29.05,28.73,28.57,28.37,28.19,28,27.8,27.62,27.240000000000002,N/A,N/A -2012,8,25,6,30,101260,100120,99010,75.67,0,7.04,7.8,7.99,8.11,8.21,8.290000000000001,8.35,8.4,8.49,162.13,162.29,162.4,162.52,162.62,162.72,162.82,162.9,163.08,29.1,28.8,28.63,28.44,28.26,28.07,27.88,27.69,27.310000000000002,N/A,N/A -2012,8,25,7,30,101300,100160,99050,79.4,0,8.42,9.17,9.35,9.450000000000001,9.52,9.57,9.61,9.65,9.72,161.32,161.47,161.53,161.6,161.69,161.76,161.86,161.95000000000002,162.17000000000002,28.44,28.1,27.93,27.740000000000002,27.560000000000002,27.38,27.19,27.02,26.67,N/A,N/A -2012,8,25,8,30,101320,100170,99060,83.19,0,8.46,9.27,9.46,9.57,9.64,9.700000000000001,9.73,9.76,9.8,170.34,170.51,170.58,170.66,170.71,170.76,170.81,170.86,170.95000000000002,28.28,27.92,27.740000000000002,27.54,27.35,27.150000000000002,26.96,26.78,26.39,N/A,N/A -2012,8,25,9,30,101340,100200,99090,83.29,0,8.13,8.870000000000001,9.040000000000001,9.14,9.200000000000001,9.24,9.27,9.290000000000001,9.31,167.79,168.18,168.39000000000001,168.59,168.77,168.94,169.1,169.25,169.55,28.51,28.16,27.990000000000002,27.79,27.6,27.400000000000002,27.21,27.02,26.64,N/A,N/A -2012,8,25,10,30,101320,100180,99070,83.25,0,6.46,7,7.12,7.19,7.24,7.28,7.3,7.33,7.37,170.18,170.39000000000001,170.5,170.6,170.68,170.75,170.83,170.9,171.06,28.44,28.09,27.92,27.72,27.54,27.35,27.16,26.97,26.6,N/A,N/A -2012,8,25,11,30,101330,100190,99080,83.28,0,8.07,8.81,8.96,9.03,9.09,9.120000000000001,9.14,9.16,9.17,160.28,160.36,160.48,160.6,160.72,160.85,160.98,161.1,161.38,28.51,28.16,27.98,27.79,27.6,27.41,27.21,27.03,26.650000000000002,N/A,N/A -2012,8,25,12,30,101360,100220,99110,78.97,0,7.5200000000000005,8.21,8.38,8.48,8.55,8.61,8.65,8.69,8.75,158.6,159.13,159.41,159.69,159.93,160.16,160.39000000000001,160.6,161.02,28.79,28.47,28.3,28.11,27.92,27.73,27.54,27.35,26.97,N/A,N/A -2012,8,25,13,30,101370,100230,99120,80.31,0,6.83,7.6000000000000005,7.8100000000000005,7.96,8.08,8.17,8.25,8.31,8.42,164.25,164.26,164.26,164.28,164.29,164.32,164.36,164.39000000000001,164.48,28.8,28.490000000000002,28.32,28.13,27.94,27.75,27.560000000000002,27.38,27,N/A,N/A -2012,8,25,14,30,101390,100250,99140,80.04,0,6.92,7.59,7.76,7.87,7.96,8.02,8.08,8.13,8.21,165.44,165.5,165.47,165.43,165.38,165.33,165.27,165.22,165.1,28.79,28.47,28.3,28.1,27.91,27.72,27.53,27.35,26.97,N/A,N/A -2012,8,25,15,30,101390,100240,99140,79.82000000000001,0,7.5200000000000005,8.24,8.4,8.5,8.57,8.620000000000001,8.66,8.69,8.73,163.03,162.96,162.93,162.91,162.89000000000001,162.88,162.88,162.88,162.87,28.900000000000002,28.580000000000002,28.41,28.21,28.03,27.84,27.64,27.46,27.080000000000002,N/A,N/A -2012,8,25,16,30,101430,100280,99180,78.47,0,7.21,7.86,8.01,8.09,8.15,8.19,8.23,8.26,8.3,159.69,159.92000000000002,160,160.08,160.14000000000001,160.19,160.23,160.28,160.36,28.98,28.66,28.490000000000002,28.3,28.11,27.92,27.73,27.54,27.17,N/A,N/A -2012,8,25,17,30,101410,100260,99160,79.2,0,7.5600000000000005,8.31,8.5,8.61,8.69,8.75,8.8,8.84,8.9,161.65,161.47,161.43,161.39000000000001,161.35,161.32,161.28,161.25,161.20000000000002,28.96,28.63,28.47,28.27,28.080000000000002,27.89,27.7,27.51,27.13,N/A,N/A -2012,8,25,18,30,101380,100240,99140,80.86,0,8,8.74,8.9,8.98,9.040000000000001,9.07,9.09,9.1,9.11,157.96,158.08,158.09,158.11,158.14000000000001,158.17000000000002,158.21,158.25,158.35,28.95,28.62,28.45,28.25,28.060000000000002,27.87,27.68,27.5,27.12,N/A,N/A -2012,8,25,19,30,101390,100250,99140,80.27,0,9.27,10.16,10.38,10.48,10.55,10.58,10.61,10.61,10.61,149.46,149.59,149.65,149.67000000000002,149.68,149.68,149.67000000000002,149.67000000000002,149.65,28.93,28.62,28.45,28.25,28.07,27.88,27.69,27.5,27.13,N/A,N/A -2012,8,25,20,30,101360,100220,99110,82.2,0,8.98,9.89,10.1,10.23,10.31,10.36,10.4,10.43,10.450000000000001,162.47,162.56,162.56,162.57,162.58,162.6,162.62,162.64000000000001,162.69,28.87,28.55,28.38,28.18,27.990000000000002,27.8,27.61,27.43,27.04,N/A,N/A -2012,8,25,21,30,101380,100240,99130,81.23,0,9.07,9.88,10.05,10.13,10.18,10.21,10.22,10.22,10.23,165.85,165.79,165.78,165.75,165.73,165.71,165.71,165.71,165.68,28.87,28.55,28.38,28.18,27.990000000000002,27.8,27.61,27.42,27.04,N/A,N/A -2012,8,25,22,30,101440,100290,99170,87.60000000000001,0,9.63,10.28,10.47,10.52,10.55,10.56,10.57,10.6,10.84,208.42000000000002,207.88,207.65,207.25,206.82,206.27,205.59,204.84,202.44,26.13,25.67,25.490000000000002,25.310000000000002,25.17,25.03,24.92,24.82,24.78,N/A,N/A -2012,8,25,23,30,101410,100260,99140,86.60000000000001,0,5.86,6.3100000000000005,6.41,6.49,6.5600000000000005,6.65,6.78,6.92,7.79,178.8,178.53,178.72,178.87,179.01,179.14000000000001,179.3,179.47,179.84,26.6,26.2,26.02,25.84,25.67,25.51,25.37,25.23,25.18,N/A,N/A -2012,8,26,0,30,101350,100200,99090,87.36,0,7.2700000000000005,7.75,7.82,7.84,7.83,7.8100000000000005,7.78,7.74,7.66,157.52,158.02,158.48,158.98,159.48,159.98,160.57,161.14000000000001,162.58,27.03,26.61,26.42,26.22,26.03,25.84,25.650000000000002,25.48,25.11,N/A,N/A -2012,8,26,1,30,101390,100240,99130,77.10000000000001,0,5.13,5.49,5.58,5.63,5.67,5.7,5.73,5.7700000000000005,5.8500000000000005,138.96,139.29,139.45000000000002,139.62,139.79,139.96,140.17000000000002,140.39000000000001,141,27.84,27.48,27.3,27.1,26.92,26.73,26.54,26.36,25.990000000000002,N/A,N/A -2012,8,26,2,30,101400,100250,99130,90.89,0,9.01,9.69,9.76,9.75,9.700000000000001,9.64,9.55,9.46,9.23,109.60000000000001,110.33,110.68,111.03,111.38,111.72,112.08,112.42,113.19,27.01,26.560000000000002,26.37,26.17,25.98,25.8,25.61,25.44,25.080000000000002,N/A,N/A -2012,8,26,3,30,101390,100240,99130,89.02,0,7.890000000000001,8.45,8.540000000000001,8.56,8.56,8.55,8.51,8.48,8.39,139.34,139.79,140.04,140.31,140.59,140.88,141.23,141.56,142.5,27.07,26.63,26.45,26.25,26.07,25.89,25.7,25.53,25.19,N/A,N/A -2012,8,26,4,30,101410,100270,99160,85.77,0,7.94,8.61,8.76,8.84,8.89,8.93,8.950000000000001,8.97,8.99,134.22,134.42000000000002,134.59,134.77,134.94,135.11,135.3,135.46,135.83,27.72,27.32,27.13,26.92,26.73,26.54,26.34,26.16,25.77,N/A,N/A -2012,8,26,5,30,101420,100270,99160,85.43,0,8.38,9.14,9.33,9.44,9.52,9.57,9.620000000000001,9.65,9.700000000000001,137.6,137.88,137.95000000000002,138.03,138.1,138.17000000000002,138.23,138.29,138.43,27.98,27.6,27.41,27.21,27.01,26.82,26.63,26.44,26.05,N/A,N/A -2012,8,26,6,30,101420,100270,99160,82.02,0,9.6,10.34,10.41,10.4,10.35,10.290000000000001,10.200000000000001,10.1,9.89,164.75,164.59,164.18,163.70000000000002,163.22,162.72,162.17000000000002,161.64000000000001,160.43,27.64,27.22,27.04,26.85,26.67,26.490000000000002,26.310000000000002,26.14,25.8,N/A,N/A -2012,8,26,7,30,101490,100340,99230,86.48,0,7.46,8.07,8.21,8.290000000000001,8.35,8.4,8.43,8.46,8.52,141.23,141.22,141.17000000000002,141.11,141.04,140.98,140.9,140.82,140.65,27.76,27.37,27.19,26.990000000000002,26.79,26.61,26.42,26.23,25.86,N/A,N/A -2012,8,26,8,30,101440,100300,99190,79.58,0,6.7700000000000005,7.32,7.44,7.51,7.55,7.58,7.6000000000000005,7.61,7.63,137.54,137.44,137.4,137.37,137.33,137.31,137.28,137.25,137.23,28.29,27.93,27.76,27.560000000000002,27.36,27.18,26.98,26.79,26.41,N/A,N/A -2012,8,26,9,30,101470,100330,99220,80.57000000000001,0,6.9,7.49,7.63,7.7,7.76,7.8,7.82,7.8500000000000005,7.87,137.23,137.37,137.46,137.54,137.61,137.68,137.76,137.82,137.96,28.39,28.04,27.86,27.66,27.47,27.28,27.080000000000002,26.89,26.51,N/A,N/A -2012,8,26,10,30,101510,100360,99260,82.52,0,6.51,7.1000000000000005,7.24,7.33,7.390000000000001,7.44,7.48,7.5,7.55,133.06,133.03,133,132.98,132.96,132.94,132.92000000000002,132.91,132.87,28.45,28.1,27.92,27.72,27.53,27.34,27.14,26.96,26.580000000000002,N/A,N/A -2012,8,26,11,30,101540,100390,99290,78.71000000000001,0,7.38,8.06,8.22,8.32,8.38,8.43,8.46,8.49,8.52,129.76,129.96,130.08,130.2,130.31,130.4,130.49,130.58,130.75,28.71,28.38,28.21,28.01,27.810000000000002,27.62,27.43,27.240000000000002,26.85,N/A,N/A -2012,8,26,12,30,101540,100390,99290,77.65,0,7.3100000000000005,7.94,8.07,8.120000000000001,8.16,8.18,8.19,8.19,8.17,133.74,134.04,134.17000000000002,134.31,134.43,134.55,134.67000000000002,134.78,135,28.7,28.37,28.2,28,27.810000000000002,27.62,27.42,27.240000000000002,26.85,N/A,N/A -2012,8,26,13,30,101620,100470,99360,71.67,0,6.0600000000000005,6.5600000000000005,6.67,6.73,6.7700000000000005,6.8,6.8100000000000005,6.83,6.8500000000000005,138.04,137.84,137.77,137.70000000000002,137.65,137.59,137.54,137.5,137.41,28.95,28.64,28.47,28.27,28.080000000000002,27.900000000000002,27.7,27.51,27.13,N/A,N/A -2012,8,26,14,30,101640,100490,99380,71.32000000000001,0,5.5600000000000005,6.0200000000000005,6.12,6.17,6.2,6.23,6.25,6.2700000000000005,6.29,141.57,141.16,140.98,140.81,140.66,140.51,140.38,140.24,139.99,28.93,28.61,28.44,28.25,28.05,27.86,27.67,27.48,27.1,N/A,N/A -2012,8,26,15,30,101690,100540,99430,73.01,0,4.7700000000000005,5.1000000000000005,5.15,5.17,5.17,5.17,5.17,5.16,5.13,130.14000000000001,130.24,130.32,130.4,130.48,130.56,130.64000000000001,130.71,130.86,28.830000000000002,28.5,28.330000000000002,28.13,27.94,27.75,27.560000000000002,27.37,26.990000000000002,N/A,N/A -2012,8,26,16,30,101690,100540,99430,67.27,0,4.54,4.78,4.8100000000000005,4.8100000000000005,4.8100000000000005,4.8,4.78,4.7700000000000005,4.74,120.37,120.52,120.7,120.88,121.02,121.16,121.3,121.42,121.64,29,28.68,28.51,28.310000000000002,28.11,27.93,27.73,27.54,27.16,N/A,N/A -2012,8,26,17,30,101680,100530,99420,69.72,0,3.5700000000000003,3.83,3.89,3.93,3.96,3.98,3.99,4.01,4.03,112.96000000000001,113.32000000000001,113.49000000000001,113.64,113.76,113.85000000000001,113.95,114.04,114.21000000000001,28.96,28.63,28.46,28.26,28.07,27.88,27.68,27.5,27.11,N/A,N/A -2012,8,26,18,30,101680,100540,99420,68.11,0,3.58,3.8000000000000003,3.84,3.86,3.88,3.89,3.9,3.9,3.91,116.06,116.21000000000001,116.35000000000001,116.49000000000001,116.60000000000001,116.72,116.82000000000001,116.91,117.12,29.04,28.71,28.54,28.34,28.150000000000002,27.96,27.76,27.57,27.19,N/A,N/A -2012,8,26,19,30,101680,100530,99420,64.57000000000001,0,2.82,3.02,3.08,3.13,3.16,3.19,3.22,3.24,3.29,117.01,117.10000000000001,117.22,117.33,117.42,117.5,117.58,117.66,117.83,29.19,28.87,28.69,28.5,28.3,28.11,27.92,27.73,27.35,N/A,N/A -2012,8,26,20,30,101620,100480,99370,71.79,0,3.91,4.21,4.28,4.33,4.37,4.41,4.44,4.46,4.51,121.22,121.37,121.5,121.63,121.77,121.89,122.02,122.14,122.39,28.94,28.59,28.42,28.22,28.03,27.84,27.64,27.45,27.07,N/A,N/A -2012,8,26,21,30,101580,100430,99320,70.38,0,3.73,4,4.0600000000000005,4.1,4.13,4.15,4.17,4.18,4.21,115.34,115.8,115.94,116.06,116.18,116.28,116.37,116.44,116.60000000000001,28.98,28.66,28.490000000000002,28.29,28.1,27.91,27.71,27.53,27.14,N/A,N/A -2012,8,26,22,30,101540,100390,99280,72.95,0,4.93,5.26,5.3,5.3100000000000005,5.32,5.32,5.3100000000000005,5.3,5.2700000000000005,123.55,122.96000000000001,122.69,122.4,122.14,121.89,121.63,121.4,120.91,28.92,28.59,28.43,28.23,28.04,27.85,27.650000000000002,27.47,27.09,N/A,N/A -2012,8,26,23,30,101540,100390,99280,72.41,0,3.87,4.15,4.2,4.23,4.25,4.26,4.2700000000000005,4.28,4.29,109.62,109.71000000000001,109.77,109.83,109.89,109.94,110,110.06,110.19,28.91,28.6,28.43,28.240000000000002,28.05,27.86,27.67,27.48,27.1,N/A,N/A -2012,8,27,0,30,101540,100390,99280,77.98,0,5.36,5.7700000000000005,5.8500000000000005,5.89,5.92,5.93,5.94,5.94,5.94,105.86,106.57000000000001,106.9,107.22,107.5,107.76,108,108.24000000000001,108.68,28.7,28.37,28.2,28.01,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,8,27,1,30,101480,100330,99220,78.68,0,4.5,4.8100000000000005,4.87,4.9,4.91,4.92,4.93,4.93,4.92,113.2,113.31,113.39,113.46000000000001,113.53,113.59,113.65,113.71000000000001,113.82000000000001,28.52,28.19,28.01,27.82,27.63,27.44,27.25,27.060000000000002,26.68,N/A,N/A -2012,8,27,2,30,101510,100360,99250,79.67,0,5.29,5.65,5.71,5.74,5.75,5.75,5.75,5.74,5.72,124.59,124.52,124.47,124.42,124.38000000000001,124.34,124.29,124.25,124.18,28.46,28.12,27.94,27.75,27.560000000000002,27.36,27.17,26.98,26.6,N/A,N/A -2012,8,27,3,30,101500,100350,99240,81.74,0,4.74,5.07,5.13,5.16,5.18,5.19,5.19,5.19,5.19,120.54,120.69,120.77,120.84,120.89,120.92,120.96000000000001,121.01,121.08,28.36,28.01,27.84,27.64,27.45,27.26,27.07,26.88,26.5,N/A,N/A -2012,8,27,4,30,101490,100350,99240,78.78,0,4.3,4.58,4.64,4.66,4.68,4.69,4.7,4.7,4.7,119.59,119.89,120.05,120.2,120.34,120.48,120.61,120.74000000000001,120.99000000000001,28.400000000000002,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.12,26.93,26.55,N/A,N/A -2012,8,27,5,30,101490,100340,99230,79.81,0,3.64,3.85,3.89,3.9,3.9,3.9,3.89,3.89,3.86,122.83,122.86,122.81,122.74000000000001,122.68,122.61,122.54,122.47,122.31,28.330000000000002,27.98,27.810000000000002,27.61,27.42,27.23,27.03,26.85,26.46,N/A,N/A -2012,8,27,6,30,101510,100360,99250,78.32000000000001,0,2.41,2.54,2.56,2.57,2.57,2.58,2.58,2.58,2.58,109.71000000000001,110.22,110.36,110.5,110.62,110.73,110.84,110.94,111.15,28.3,27.95,27.78,27.580000000000002,27.39,27.2,27,26.810000000000002,26.43,N/A,N/A -2012,8,27,7,30,101530,100380,99270,74.06,0,2.24,2.38,2.41,2.44,2.46,2.48,2.49,2.5100000000000002,2.54,97.24000000000001,98.03,98.55,99.04,99.49000000000001,99.9,100.32000000000001,100.71000000000001,101.48,28.37,28.03,27.86,27.66,27.47,27.28,27.080000000000002,26.900000000000002,26.52,N/A,N/A -2012,8,27,8,30,101550,100400,99290,71.2,0,2.4,2.5,2.5,2.49,2.49,2.48,2.47,2.46,2.44,117.21000000000001,116.60000000000001,116.25,115.88,115.54,115.2,114.85000000000001,114.53,113.83,28.43,28.09,27.92,27.72,27.54,27.35,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,8,27,9,30,101550,100400,99290,71.3,0,1.3900000000000001,1.49,1.51,1.54,1.56,1.58,1.6,1.61,1.6500000000000001,103.74000000000001,103.82000000000001,103.92,104.05,104.15,104.23,104.31,104.39,104.57000000000001,28.39,28.060000000000002,27.89,27.69,27.5,27.310000000000002,27.12,26.93,26.55,N/A,N/A -2012,8,27,10,30,101560,100410,99300,68.41,0,0.99,1.04,1.05,1.06,1.07,1.08,1.08,1.09,1.1,45.75,44.57,44.27,43.980000000000004,43.71,43.46,43.21,42.99,42.51,28.51,28.18,28.01,27.810000000000002,27.62,27.43,27.23,27.05,26.66,N/A,N/A -2012,8,27,11,30,101570,100420,99310,66.78,0,1.8900000000000001,1.94,1.94,1.93,1.92,1.9100000000000001,1.9000000000000001,1.8900000000000001,1.86,40.08,40.89,41.49,42.07,42.61,43.14,43.68,44.19,45.29,28.53,28.2,28.03,27.84,27.650000000000002,27.46,27.26,27.080000000000002,26.69,N/A,N/A -2012,8,27,12,30,101590,100440,99330,66.7,0,2.95,3.09,3.11,3.11,3.11,3.11,3.1,3.1,3.09,25.310000000000002,24.900000000000002,24.71,24.53,24.37,24.23,24.080000000000002,23.94,23.68,28.61,28.28,28.11,27.92,27.73,27.54,27.34,27.16,26.77,N/A,N/A -2012,8,27,13,30,101610,100460,99350,79.92,0,4.75,4.99,5.0200000000000005,5.01,5,4.98,4.96,4.93,4.87,25.150000000000002,25.34,25.51,25.68,25.84,26,26.17,26.34,26.71,27.830000000000002,27.45,27.27,27.07,26.88,26.69,26.490000000000002,26.310000000000002,25.93,N/A,N/A -2012,8,27,14,30,101640,100480,99370,79.53,0,4.46,4.68,4.69,4.68,4.67,4.64,4.62,4.59,4.53,19.79,19.77,19.8,19.830000000000002,19.85,19.87,19.89,19.900000000000002,19.93,27.69,27.32,27.14,26.94,26.740000000000002,26.560000000000002,26.36,26.18,25.8,N/A,N/A -2012,8,27,15,30,101620,100470,99360,77.95,0,4.14,4.36,4.39,4.4,4.4,4.39,4.38,4.37,4.3500000000000005,13.540000000000001,13.35,13.24,13.120000000000001,13,12.88,12.74,12.61,12.3,27.77,27.39,27.21,27.02,26.82,26.63,26.44,26.26,25.88,N/A,N/A -2012,8,27,16,30,101620,100470,99360,72.28,0,3.74,3.97,4.0200000000000005,4.0600000000000005,4.08,4.1,4.12,4.13,4.16,16.81,16.45,16.17,15.89,15.620000000000001,15.35,15.07,14.8,14.18,28.2,27.85,27.67,27.48,27.29,27.1,26.900000000000002,26.72,26.34,N/A,N/A -2012,8,27,17,30,101570,100420,99310,68.86,0,2.4,2.5300000000000002,2.56,2.58,2.6,2.62,2.64,2.66,2.7,26.09,24.8,24.09,23.38,22.72,22.080000000000002,21.43,20.830000000000002,19.56,28.57,28.23,28.060000000000002,27.86,27.67,27.490000000000002,27.29,27.11,26.740000000000002,N/A,N/A -2012,8,27,18,30,101510,100360,99250,68.04,0,1.17,1.24,1.27,1.28,1.31,1.32,1.35,1.37,1.42,11.82,9.96,8.9,7.9,7,6.16,5.3100000000000005,4.49,2.89,28.78,28.44,28.27,28.07,27.88,27.7,27.5,27.32,26.95,N/A,N/A -2012,8,27,19,30,101470,100330,99220,67.17,0,1.02,1.06,1.07,1.07,1.08,1.09,1.1,1.11,1.1400000000000001,245.58,249.66,252.03,254.53,256.92,259.29,261.87,264.4,270.24,29.05,28.71,28.54,28.35,28.16,27.97,27.79,27.61,27.240000000000002,N/A,N/A -2012,8,27,20,30,101390,100250,99140,67.34,0,1.92,1.94,1.92,1.8900000000000001,1.85,1.82,1.78,1.73,1.6300000000000001,220.66,222,222.89000000000001,223.91,225.01,226.16,227.71,229.29,234.49,29.19,28.85,28.68,28.48,28.3,28.11,27.92,27.75,27.39,N/A,N/A -2012,8,27,21,30,101310,100170,99070,66.58,0,1.34,1.3,1.25,1.19,1.12,1.06,0.97,0.88,0.89,196.77,199.56,201.51,204.02,207.32,211.08,218.47,226.23000000000002,272.33,29.42,29.09,28.93,28.740000000000002,28.57,28.400000000000002,28.23,28.080000000000002,27.86,N/A,N/A -2012,8,27,22,30,101280,100140,99040,66.86,0,1.93,2.15,2.24,2.33,2.41,2.49,2.58,2.66,2.81,276.2,280.06,282.1,283.99,285.67,287.25,288.72,290.1,292.66,29.67,29.35,29.19,28.990000000000002,28.8,28.62,28.42,28.23,27.85,N/A,N/A -2012,8,27,23,30,101220,100080,98980,72.2,0,2.34,2.57,2.63,2.69,2.73,2.7800000000000002,2.83,2.87,2.96,300.98,303.15000000000003,304.39,305.48,306.44,307.31,308.15000000000003,308.95,310.42,29.75,29.46,29.3,29.11,28.93,28.740000000000002,28.55,28.37,28,N/A,N/A -2012,8,28,0,30,101200,100060,98960,75.64,0,6.83,7.3500000000000005,7.37,7.32,7.25,7.17,7.0600000000000005,6.95,6.69,335.29,335.31,335.25,335.16,335.05,334.93,334.78000000000003,334.63,334.21,29.37,29.07,28.92,28.73,28.560000000000002,28.38,28.2,28.03,27.69,N/A,N/A -2012,8,28,1,30,101190,100050,98950,73.8,0,6.67,7.2,7.28,7.3100000000000005,7.3500000000000005,7.41,7.66,7.98,8.11,331.96,332.36,332.65000000000003,333.02,333.51,334.12,335.42,336.98,338.43,29.55,29.3,29.16,29,28.85,28.72,28.67,28.66,28.51,N/A,N/A -2012,8,28,2,30,101180,100040,98940,72.92,0,6.13,6.63,6.71,6.74,6.7700000000000005,6.79,6.84,6.9,7.6000000000000005,336.85,337.13,337.27,337.46,337.71,338.02,338.64,339.33,347.63,29.38,29.1,28.95,28.77,28.61,28.44,28.3,28.16,28.29,N/A,N/A -2012,8,28,3,30,101150,100010,98910,75.08,0,6.0200000000000005,6.5,6.58,6.61,6.65,6.68,6.78,6.88,7.84,348.14,348.56,348.85,349.22,349.67,350.2,351.13,352.17,359.22,29.29,29,28.85,28.67,28.5,28.330000000000002,28.19,28.05,28.150000000000002,N/A,N/A -2012,8,28,4,30,101130,99990,98890,75.87,0,6.01,6.5200000000000005,6.62,6.67,6.71,6.74,6.78,6.82,6.97,348.59000000000003,349.13,349.49,349.88,350.29,350.72,351.29,351.86,353.84000000000003,29.18,28.88,28.73,28.54,28.37,28.19,28.01,27.85,27.54,N/A,N/A -2012,8,28,5,30,101130,99990,98880,75.65,0,6.5,7.05,7.140000000000001,7.19,7.22,7.25,7.28,7.33,7.55,357.78000000000003,358.27,358.55,358.91,359.31,359.77,0.44,1.1500000000000001,3.8000000000000003,29.14,28.84,28.68,28.490000000000002,28.310000000000002,28.14,27.96,27.79,27.5,N/A,N/A -2012,8,28,6,30,101120,99980,98870,76.56,0,6.58,7.140000000000001,7.24,7.28,7.32,7.3500000000000005,7.37,7.4,7.5,357.39,358.14,358.54,358.99,359.45,359.93,0.54,1.16,3.08,29.01,28.7,28.54,28.35,28.17,27.990000000000002,27.810000000000002,27.64,27.3,N/A,N/A -2012,8,28,7,30,101110,99970,98870,77.03,0,6.8100000000000005,7.33,7.42,7.45,7.47,7.48,7.5200000000000005,7.5600000000000005,7.96,4.17,4.69,5.04,5.45,5.92,6.45,7.24,8.07,11.92,28.8,28.490000000000002,28.330000000000002,28.150000000000002,27.990000000000002,27.830000000000002,27.68,27.54,27.39,N/A,N/A -2012,8,28,8,30,101080,99940,98840,76.04,0,6.29,6.75,6.82,6.8500000000000005,6.88,6.9,6.95,7.01,7.5200000000000005,3.74,4.2700000000000005,4.66,5.11,5.67,6.32,7.33,8.42,13.43,28.71,28.400000000000002,28.25,28.080000000000002,27.91,27.76,27.62,27.5,27.5,N/A,N/A -2012,8,28,9,30,101090,99950,98840,77.22,0,6.94,7.47,7.57,7.61,7.66,7.7,7.8,7.930000000000001,9.02,6.54,7,7.3100000000000005,7.65,8.05,8.52,9.290000000000001,10.14,14.96,28.47,28.14,27.98,27.8,27.63,27.47,27.330000000000002,27.21,27.330000000000002,N/A,N/A -2012,8,28,10,30,101060,99920,98820,74.24,0,7.09,7.66,7.7700000000000005,7.84,7.9,7.95,8.06,8.18,9.11,11.94,12.31,12.58,12.9,13.280000000000001,13.71,14.38,15.11,18.89,28.6,28.28,28.12,27.95,27.79,27.63,27.5,27.38,27.45,N/A,N/A -2012,8,28,11,30,101080,99940,98830,74.41,0,7.03,7.55,7.640000000000001,7.68,7.7,7.72,7.74,7.76,7.91,358.56,359.27,359.73,0.25,0.8200000000000001,1.42,2.22,3.04,5.83,28.29,27.94,27.78,27.59,27.41,27.240000000000002,27.07,26.91,26.62,N/A,N/A -2012,8,28,12,30,101070,99920,98820,74.51,0,7.99,8.66,8.78,8.84,8.88,8.91,8.93,8.950000000000001,9.02,0.16,0.85,1.27,1.72,2.2,2.7,3.31,3.9,5.57,28.17,27.8,27.63,27.44,27.25,27.080000000000002,26.89,26.72,26.38,N/A,N/A -2012,8,28,13,30,101060,99910,98800,76.98,0,7.47,8.02,8.11,8.15,8.18,8.2,8.23,8.27,8.61,9.040000000000001,9.47,9.75,10.05,10.4,10.77,11.33,11.91,14.72,27.76,27.38,27.2,27.01,26.84,26.66,26.490000000000002,26.330000000000002,26.12,N/A,N/A -2012,8,28,14,30,101080,99930,98820,75.81,0,7.05,7.57,7.65,7.7,7.73,7.75,7.8100000000000005,7.87,8.370000000000001,2.25,2.68,2.97,3.31,3.72,4.19,4.91,5.68,9.71,28.02,27.66,27.490000000000002,27.3,27.12,26.95,26.78,26.63,26.45,N/A,N/A -2012,8,28,15,30,101050,99910,98810,72.37,0,6.67,7.19,7.28,7.32,7.36,7.4,7.49,7.58,8.56,351.75,352.3,352.72,353.23,353.86,354.57,355.85,357.28000000000003,7.45,28.78,28.47,28.310000000000002,28.13,27.96,27.8,27.66,27.53,27.59,N/A,N/A -2012,8,28,16,30,101030,99890,98790,68.5,0,6.62,7.19,7.29,7.33,7.3500000000000005,7.36,7.37,7.38,7.43,344.95,345.5,345.86,346.29,346.77,347.29,347.99,348.71,351.19,29.54,29.28,29.13,28.95,28.78,28.61,28.44,28.29,28,N/A,N/A -2012,8,28,17,30,100970,99840,98750,65.19,0,4.53,4.96,5.07,5.18,5.29,5.41,5.57,5.73,6.17,355.8,356.71,357.40000000000003,358.23,359.18,0.26,1.52,2.81,5.41,30.66,30.52,30.42,30.28,30.14,30,29.87,29.75,29.51,N/A,N/A -2012,8,28,18,30,100900,99770,98680,57.15,0,8.21,9.27,9.56,9.74,9.86,9.92,9.94,9.94,9.88,346.68,347.24,347.63,348.09000000000003,348.54,349,349.47,349.94,350.92,31.64,31.67,31.61,31.5,31.37,31.220000000000002,31.07,30.91,30.580000000000002,N/A,N/A -2012,8,28,19,30,100840,99720,98630,61.54,0,5.79,6.74,7.07,7.36,7.61,7.84,8.06,8.25,8.6,349.01,350.24,351.13,352.32,353.52,354.8,356.04,357.21,359.15000000000003,31.62,31.77,31.78,31.75,31.69,31.61,31.51,31.400000000000002,31.12,N/A,N/A -2012,8,28,20,30,100760,99640,98550,63.190000000000005,0,5.96,7.11,7.53,7.92,8.25,8.53,8.78,8.99,9.3,349.98,350.83,351.45,352.19,352.93,353.7,354.5,355.26,356.69,31.84,32,32.02,31.990000000000002,31.94,31.87,31.77,31.67,31.41,N/A,N/A -2012,8,28,21,30,100710,99580,98500,59.82,0,7.9,9.44,9.98,10.5,10.92,11.290000000000001,11.58,11.84,12.22,1.32,2.36,2.98,3.5500000000000003,3.99,4.3500000000000005,4.6000000000000005,4.8,4.98,32.230000000000004,32.5,32.55,32.56,32.54,32.49,32.42,32.33,32.1,N/A,N/A -2012,8,28,22,30,100630,99510,98420,61.71,0,6.95,8.46,9.02,9.55,9.98,10.36,10.68,10.97,11.43,0.84,2.02,2.67,3.31,3.8200000000000003,4.26,4.6000000000000005,4.87,5.14,32.05,32.36,32.44,32.47,32.46,32.42,32.36,32.28,32.07,N/A,N/A -2012,8,28,23,30,100610,99480,98400,63.53,0,6.3100000000000005,7.78,8.34,8.870000000000001,9.33,9.74,10.11,10.450000000000001,11.03,352.55,353.91,354.74,355.59000000000003,356.32,357.01,357.56,358.02,358.61,31.91,32.32,32.44,32.52,32.54,32.52,32.45,32.37,32.12,N/A,N/A -2012,8,29,0,30,100600,99480,98400,61.17,0,7.86,9.32,9.790000000000001,10.17,10.47,10.72,10.950000000000001,11.16,11.56,4.88,5.14,5.36,5.7700000000000005,6.24,6.7700000000000005,7.2700000000000005,7.73,8.33,32.13,32.480000000000004,32.56,32.59,32.57,32.51,32.410000000000004,32.3,32,N/A,N/A -2012,8,29,1,30,100620,99490,98410,60.22,0,7.91,9.450000000000001,10.03,10.58,11.08,11.55,12.02,12.47,13.39,2.21,3.21,3.97,4.97,5.97,7.01,8.06,9.07,10.88,31.900000000000002,32.14,32.18,32.15,32.09,31.990000000000002,31.87,31.740000000000002,31.43,N/A,N/A -2012,8,29,2,30,100620,99500,98410,63.52,0,8.66,10.14,10.700000000000001,11.25,11.75,12.23,12.700000000000001,13.16,14,5.34,6.390000000000001,7.13,8.06,8.98,9.92,10.92,11.91,13.83,31.45,31.55,31.55,31.5,31.44,31.36,31.28,31.19,30.98,N/A,N/A -2012,8,29,3,30,100620,99490,98400,64.43,0,9.57,10.98,11.46,11.89,12.27,12.63,12.99,13.33,14.01,7.15,7.82,8.3,8.88,9.44,10.040000000000001,10.67,11.290000000000001,12.59,31.17,31.19,31.13,31.04,30.93,30.82,30.71,30.59,30.35,N/A,N/A -2012,8,29,4,30,100590,99460,98370,65.81,0,10.28,11.84,12.38,12.89,13.33,13.75,14.16,14.540000000000001,15.27,358.85,359.3,359.69,0.16,0.64,1.1500000000000001,1.7,2.2600000000000002,3.52,30.91,30.900000000000002,30.85,30.75,30.66,30.560000000000002,30.46,30.36,30.14,N/A,N/A -2012,8,29,5,30,100540,99410,98320,71.01,0,9.69,11.55,12.34,13.13,13.73,14.18,14.61,15.02,15.8,354.86,356.43,357.2,357.68,358.44,359.48,0.5700000000000001,1.6300000000000001,3.72,30.35,30.32,30.25,30.07,29.95,29.86,29.76,29.66,29.42,N/A,N/A -2012,8,29,6,30,100550,99420,98330,71.54,0,9.61,10.65,10.9,11.05,11.17,11.25,11.32,11.38,11.49,8.92,8.82,8.84,8.86,8.88,8.9,8.93,8.97,9.07,29.95,29.71,29.57,29.39,29.21,29.03,28.85,28.67,28.310000000000002,N/A,N/A -2012,8,29,7,30,100540,99400,98310,73.66,0,9.32,10.25,10.450000000000001,10.56,10.63,10.69,10.75,10.8,10.98,357.87,358.33,358.56,358.81,359.09000000000003,359.37,359.74,0.12,1.24,29.54,29.27,29.11,28.92,28.740000000000002,28.57,28.38,28.21,27.87,N/A,N/A -2012,8,29,8,30,100540,99400,98310,74,0,9.05,9.94,10.14,10.25,10.33,10.39,10.44,10.49,10.6,357.98,358.68,359.06,359.46,359.83,0.2,0.62,1.04,2.06,28.990000000000002,28.66,28.490000000000002,28.3,28.11,27.93,27.73,27.55,27.18,N/A,N/A -2012,8,29,9,30,100530,99400,98300,75.95,0,10.09,11.14,11.38,11.52,11.64,11.73,11.8,11.88,12.05,356.67,356.93,357.09000000000003,357.25,357.42,357.59000000000003,357.79,357.99,358.52,28.63,28.27,28.1,27.900000000000002,27.72,27.53,27.34,27.16,26.8,N/A,N/A -2012,8,29,10,30,100540,99400,98300,76.75,0,10.040000000000001,11,11.22,11.33,11.41,11.46,11.5,11.52,11.56,353.93,354.23,354.45,354.67,354.87,355.07,355.29,355.5,355.99,28.23,27.84,27.650000000000002,27.45,27.26,27.07,26.88,26.69,26.32,N/A,N/A -2012,8,29,11,30,100540,99400,98300,77.91,0,10.69,11.81,12.08,12.25,12.370000000000001,12.450000000000001,12.52,12.59,12.68,354.69,355.13,355.41,355.68,355.95,356.2,356.47,356.73,357.31,28.11,27.71,27.52,27.32,27.13,26.94,26.740000000000002,26.560000000000002,26.17,N/A,N/A -2012,8,29,12,30,100510,99370,98270,78.92,0,10.65,11.69,11.93,12.06,12.15,12.21,12.26,12.290000000000001,12.32,347.45,347.82,348.07,348.31,348.53000000000003,348.74,348.96,349.17,349.63,27.85,27.43,27.240000000000002,27.03,26.84,26.64,26.45,26.26,25.88,N/A,N/A -2012,8,29,13,30,100510,99370,98270,78.9,0,11.16,12.290000000000001,12.56,12.71,12.81,12.89,12.94,12.98,13.030000000000001,346.71,346.93,347.07,347.21,347.34000000000003,347.48,347.62,347.76,348.07,27.830000000000002,27.400000000000002,27.21,26.990000000000002,26.8,26.6,26.41,26.22,25.84,N/A,N/A -2012,8,29,14,30,100520,99380,98280,78.65,0,10.43,11.450000000000001,11.69,11.84,11.93,12,12.05,12.09,12.15,341.81,342,342.12,342.25,342.36,342.47,342.6,342.72,342.99,27.92,27.5,27.310000000000002,27.1,26.91,26.71,26.52,26.330000000000002,25.95,N/A,N/A -2012,8,29,15,30,100500,99370,98270,77.54,0,9.92,10.9,11.120000000000001,11.25,11.34,11.4,11.44,11.48,11.52,338.3,338.6,338.8,338.99,339.17,339.36,339.54,339.72,340.1,28.330000000000002,27.95,27.77,27.57,27.37,27.18,26.990000000000002,26.8,26.42,N/A,N/A -2012,8,29,16,30,100450,99320,98220,74.69,0,10.55,11.68,11.94,12.09,12.200000000000001,12.27,12.33,12.370000000000001,12.41,331.87,332.34000000000003,332.6,332.87,333.12,333.35,333.59000000000003,333.81,334.29,28.990000000000002,28.66,28.490000000000002,28.3,28.11,27.92,27.73,27.54,27.17,N/A,N/A -2012,8,29,17,30,100430,99300,98200,69.82000000000001,0,11.01,12.31,12.64,12.85,13,13.11,13.200000000000001,13.27,13.370000000000001,334.37,334.78000000000003,335.01,335.25,335.47,335.68,335.89,336.09000000000003,336.5,29.95,29.71,29.57,29.38,29.21,29.03,28.84,28.66,28.3,N/A,N/A -2012,8,29,18,30,100410,99280,98190,68.15,0,9.92,11.03,11.32,11.52,11.67,11.8,11.91,12,12.16,333.84000000000003,334.32,334.64,335.02,335.40000000000003,335.79,336.21,336.63,337.53000000000003,30.63,30.5,30.400000000000002,30.240000000000002,30.09,29.93,29.76,29.6,29.25,N/A,N/A -2012,8,29,19,30,100370,99240,98160,66.45,0,9.64,10.83,11.18,11.43,11.63,11.790000000000001,11.93,12.040000000000001,12.23,335.06,335.69,336.1,336.59000000000003,337.05,337.52,337.99,338.46,339.39,31.14,31.09,31.01,30.87,30.73,30.580000000000002,30.43,30.27,29.93,N/A,N/A -2012,8,29,20,30,100310,99190,98110,66.45,0,9.51,10.93,11.39,11.77,12.09,12.36,12.58,12.780000000000001,13.1,334.42,335.28000000000003,335.82,336.44,337,337.57,338.13,338.65000000000003,339.69,31.5,31.54,31.490000000000002,31.39,31.28,31.16,31.02,30.88,30.57,N/A,N/A -2012,8,29,21,30,100280,99160,98080,64.01,0,11.14,12.85,13.35,13.72,13.98,14.15,14.25,14.3,14.290000000000001,349.34000000000003,349.66,349.82,349.97,350.09000000000003,350.21,350.31,350.40000000000003,350.57,31.8,31.89,31.86,31.77,31.67,31.54,31.400000000000002,31.25,30.92,N/A,N/A -2012,8,29,22,30,100290,99170,98090,66.22,0,7.91,9.11,9.52,9.88,10.200000000000001,10.51,10.82,11.120000000000001,11.74,347.66,346.77,346.26,345.54,344.84000000000003,344.11,343.47,342.89,342.09000000000003,31.53,31.61,31.580000000000002,31.5,31.400000000000002,31.29,31.150000000000002,31.01,30.7,N/A,N/A -2012,8,29,23,30,100290,99170,98080,68.68,0,8,9.19,9.58,9.92,10.200000000000001,10.44,10.66,10.86,11.21,344.76,345.33,345.67,346.09000000000003,346.5,346.91,347.34000000000003,347.76,348.54,31.44,31.48,31.43,31.34,31.240000000000002,31.11,30.98,30.85,30.55,N/A,N/A -2012,8,30,0,30,100320,99190,98110,72.74,2.9000000000000004,8.63,9.43,9.77,10.33,10.96,11.69,12.370000000000001,13,14.17,16.32,15.02,13.81,11.78,9.9,8.01,6.73,5.7700000000000005,4.59,29.87,29.71,29.67,29.67,29.7,29.76,29.77,29.75,29.64,N/A,N/A -2012,8,30,1,30,100390,99260,98160,80.58,0,12.99,14.290000000000001,14.59,14.72,14.8,14.84,14.84,14.84,14.780000000000001,27.96,27,26.62,26.25,25.92,25.6,25.29,24.990000000000002,24.38,28.29,27.89,27.71,27.5,27.310000000000002,27.13,26.93,26.75,26.39,N/A,N/A -2012,8,30,2,30,100420,99280,98180,78.24,0,12.92,14.31,14.65,14.83,14.96,15.05,15.11,15.15,15.21,3.27,3.65,3.84,4.0200000000000005,4.19,4.34,4.49,4.64,4.95,28.03,27.6,27.400000000000002,27.19,26.990000000000002,26.8,26.6,26.42,26.03,N/A,N/A -2012,8,30,3,30,100420,99280,98180,76.61,0,9.93,10.91,11.14,11.27,11.370000000000001,11.44,11.49,11.53,11.61,359.8,0.27,0.56,0.8300000000000001,1.09,1.33,1.58,1.82,2.32,27.96,27.55,27.36,27.150000000000002,26.96,26.76,26.560000000000002,26.37,25.990000000000002,N/A,N/A -2012,8,30,4,30,100420,99280,98180,78.47,0,9.540000000000001,10.53,10.790000000000001,10.96,11.09,11.19,11.27,11.35,11.48,357.63,357.96,358.13,358.29,358.43,358.58,358.71,358.84000000000003,359.12,27.63,27.2,27.01,26.8,26.6,26.41,26.21,26.02,25.64,N/A,N/A -2012,8,30,5,30,100400,99260,98150,78.37,0,9.5,10.370000000000001,10.59,10.72,10.8,10.870000000000001,10.92,10.96,11.03,351.35,351.6,351.78000000000003,351.94,352.08,352.22,352.36,352.5,352.8,27.38,26.93,26.740000000000002,26.53,26.34,26.150000000000002,25.95,25.77,25.39,N/A,N/A -2012,8,30,6,30,100430,99290,98180,78.34,0,10.14,11.11,11.35,11.48,11.58,11.64,11.69,11.72,11.76,346.26,346.57,346.71,346.82,346.91,346.98,347.04,347.1,347.2,27.37,26.93,26.73,26.52,26.32,26.13,25.92,25.73,25.35,N/A,N/A -2012,8,30,7,30,100430,99290,98180,77.85000000000001,0,9.71,10.61,10.82,10.93,11.01,11.07,11.1,11.13,11.15,339.54,339.62,339.67,339.72,339.76,339.8,339.83,339.87,339.94,27.18,26.73,26.53,26.32,26.12,25.92,25.72,25.53,25.150000000000002,N/A,N/A -2012,8,30,8,30,100390,99250,98150,79.06,0,9.370000000000001,10.18,10.35,10.44,10.49,10.52,10.53,10.540000000000001,10.53,332.71,333.02,333.12,333.19,333.25,333.3,333.34000000000003,333.38,333.46,27.18,26.73,26.53,26.32,26.12,25.93,25.73,25.54,25.150000000000002,N/A,N/A -2012,8,30,9,30,100430,99290,98180,77.25,0,9.89,10.82,11.06,11.200000000000001,11.3,11.370000000000001,11.42,11.46,11.52,330.39,330.29,330.29,330.29,330.28000000000003,330.28000000000003,330.27,330.26,330.25,27.19,26.740000000000002,26.55,26.330000000000002,26.14,25.94,25.740000000000002,25.55,25.17,N/A,N/A -2012,8,30,10,30,100440,99300,98190,77.96000000000001,0,9.3,10.14,10.34,10.450000000000001,10.53,10.58,10.61,10.64,10.66,330.24,330.13,330.12,330.1,330.08,330.07,330.06,330.04,330.02,27.07,26.62,26.42,26.21,26.01,25.810000000000002,25.62,25.43,25.04,N/A,N/A -2012,8,30,11,30,100450,99310,98200,79.72,0,9.05,9.78,9.94,10.02,10.06,10.08,10.08,10.08,10.06,330.09000000000003,330.18,330.22,330.25,330.27,330.28000000000003,330.29,330.3,330.31,26.72,26.25,26.05,25.84,25.64,25.45,25.25,25.060000000000002,24.68,N/A,N/A -2012,8,30,12,30,100470,99320,98220,78.01,0,9.75,10.56,10.73,10.81,10.85,10.870000000000001,10.870000000000001,10.870000000000001,10.83,325.26,325.25,325.25,325.23,325.21,325.18,325.14,325.11,325.03000000000003,26.78,26.310000000000002,26.11,25.900000000000002,25.7,25.5,25.3,25.12,24.740000000000002,N/A,N/A -2012,8,30,13,30,100530,99380,98280,77.69,0,8.58,9.27,9.43,9.51,9.56,9.6,9.620000000000001,9.63,9.64,326.22,326.02,325.90000000000003,325.78000000000003,325.67,325.56,325.44,325.33,325.09000000000003,26.63,26.16,25.96,25.75,25.55,25.36,25.16,24.97,24.59,N/A,N/A -2012,8,30,14,30,100560,99420,98310,75.96000000000001,0,7.95,8.57,8.72,8.790000000000001,8.84,8.870000000000001,8.9,8.91,8.93,318.51,318.56,318.59000000000003,318.6,318.62,318.64,318.65000000000003,318.66,318.69,26.900000000000002,26.45,26.26,26.05,25.85,25.66,25.46,25.27,24.89,N/A,N/A -2012,8,30,15,30,100580,99430,98320,75.41,0,7.44,7.99,8.11,8.16,8.19,8.2,8.21,8.21,8.2,307.04,307.3,307.43,307.54,307.65000000000003,307.75,307.86,307.97,308.2,27.060000000000002,26.63,26.44,26.23,26.04,25.84,25.650000000000002,25.46,25.080000000000002,N/A,N/A -2012,8,30,16,30,100610,99470,98370,71.9,0,5.97,6.36,6.44,6.48,6.5,6.51,6.5200000000000005,6.5200000000000005,6.5200000000000005,310.35,309.18,308.48,307.73,307.04,306.36,305.67,304.99,303.57,27.8,27.43,27.25,27.05,26.86,26.68,26.490000000000002,26.310000000000002,25.93,N/A,N/A -2012,8,30,17,30,100620,99480,98380,68.9,0,3.71,3.94,3.99,4.03,4.0600000000000005,4.09,4.13,4.16,4.23,302.56,300.05,298.56,297.13,295.83,294.59000000000003,293.38,292.25,290.03000000000003,28.67,28.35,28.18,27.990000000000002,27.810000000000002,27.62,27.44,27.26,26.89,N/A,N/A -2012,8,30,18,30,100640,99510,98410,67.32000000000001,0,1.45,1.51,1.53,1.55,1.58,1.61,1.6500000000000001,1.69,1.79,310.09000000000003,303.36,299.35,295.23,291.61,288.17,284.87,281.76,275.96,29.16,28.85,28.69,28.5,28.32,28.13,27.95,27.77,27.400000000000002,N/A,N/A -2012,8,30,19,30,100650,99520,98420,67.3,0,3.56,3.83,3.9,3.95,3.98,4,4.0200000000000005,4.03,4.05,225.9,226.66,227.14000000000001,227.63,228.09,228.56,229.03,229.49,230.48000000000002,29.8,29.5,29.34,29.14,28.96,28.77,28.580000000000002,28.400000000000002,28.02,N/A,N/A -2012,8,30,20,30,100660,99520,98420,75.27,0,6.72,7.26,7.36,7.390000000000001,7.41,7.4,7.38,7.3500000000000005,7.26,194.34,194.65,194.84,195.02,195.19,195.37,195.56,195.75,196.29,29.11,28.78,28.62,28.42,28.240000000000002,28.05,27.86,27.68,27.32,N/A,N/A -2012,8,30,21,30,100640,99510,98410,77.35000000000001,0,7.930000000000001,8.61,8.73,8.76,8.77,8.76,8.74,8.71,8.65,200.25,200.47,200.63,200.82,201.01,201.22,201.49,201.77,202.71,29.12,28.82,28.66,28.47,28.3,28.12,27.94,27.77,27.46,N/A,N/A -2012,8,30,22,30,100640,99500,98410,78.43,0,8.64,9.42,9.57,9.63,9.66,9.66,9.66,9.65,9.67,200.55,200.8,200.94,201.1,201.28,201.47,201.73000000000002,202.01,203.02,29.23,28.94,28.79,28.6,28.43,28.25,28.080000000000002,27.92,27.64,N/A,N/A -2012,8,30,23,30,100660,99530,98430,78.69,0,9.09,9.92,10.09,10.15,10.19,10.200000000000001,10.22,10.23,10.34,199.58,199.75,199.86,200.01,200.17000000000002,200.36,200.61,200.89000000000001,202.03,29.36,29.09,28.94,28.76,28.59,28.41,28.25,28.09,27.84,N/A,N/A -2012,8,31,0,30,100690,99560,98460,79.93,0,9.34,10.24,10.41,10.49,10.52,10.53,10.53,10.51,10.47,195.81,196.01,196.08,196.17000000000002,196.26,196.35,196.46,196.57,196.95000000000002,29.46,29.2,29.05,28.86,28.69,28.52,28.35,28.18,27.88,N/A,N/A -2012,8,31,1,30,100720,99590,98490,78.83,0,9.68,10.6,10.790000000000001,10.86,10.9,10.91,10.9,10.88,10.82,197.23000000000002,197.4,197.47,197.55,197.63,197.72,197.84,197.96,198.45000000000002,29.66,29.42,29.28,29.1,28.94,28.77,28.61,28.45,28.17,N/A,N/A -2012,8,31,2,30,100790,99660,98560,74.07000000000001,0,9.120000000000001,10.13,10.46,10.82,11.06,11.19,11.39,11.63,12.02,201.53,201.27,201.19,201.1,201.17000000000002,201.42000000000002,202.08,202.94,205.31,30.21,30.12,30.060000000000002,29.98,29.88,29.72,29.67,29.68,29.69,N/A,N/A -2012,8,31,3,30,100860,99730,98630,74.64,0,8.44,9.67,10.11,10.4,10.700000000000001,11.05,11.38,11.69,11.9,198.55,199.34,199.83,200.06,200.70000000000002,201.75,202.94,204.20000000000002,206.42000000000002,30.240000000000002,30.21,30.150000000000002,29.990000000000002,29.89,29.87,29.85,29.84,29.68,N/A,N/A -2012,8,31,4,30,100920,99790,98690,80.11,0,9.08,10.09,10.41,10.75,11,11.19,11.42,11.66,12.200000000000001,196.37,196.57,196.76,196.94,197.21,197.6,198.09,198.67000000000002,200,29.990000000000002,29.86,29.77,29.63,29.52,29.39,29.27,29.16,29.02,N/A,N/A -2012,8,31,5,30,100960,99820,98720,81.29,0,9.69,10.77,11.07,11.28,11.450000000000001,11.6,11.75,11.89,12.25,197.66,197.96,198.15,198.35,198.54,198.74,198.94,199.14000000000001,199.61,29.86,29.650000000000002,29.52,29.35,29.19,29.02,28.86,28.7,28.400000000000002,N/A,N/A -2012,8,31,6,30,101030,99900,98800,80.99,0,11.43,12.72,13.06,13.280000000000001,13.450000000000001,13.58,13.700000000000001,13.8,14,201.49,201.36,201.31,201.27,201.25,201.24,201.24,201.25,201.31,29.97,29.76,29.63,29.46,29.3,29.13,28.97,28.810000000000002,28.48,N/A,N/A -2012,8,31,7,30,101090,99960,98860,82.97,0,11.450000000000001,12.780000000000001,13.120000000000001,13.35,13.52,13.64,13.74,13.82,13.950000000000001,200.72,200.81,200.83,200.85,200.87,200.89000000000001,200.91,200.93,200.96,29.94,29.7,29.560000000000002,29.38,29.2,29.03,28.85,28.67,28.310000000000002,N/A,N/A -2012,8,31,8,30,101140,100010,98910,84.24,0,11.1,12.49,12.83,13.06,13.24,13.36,13.46,13.540000000000001,13.65,196.62,197,197.11,197.20000000000002,197.28,197.34,197.39000000000001,197.44,197.5,29.77,29.490000000000002,29.330000000000002,29.14,28.96,28.77,28.580000000000002,28.39,28.01,N/A,N/A -2012,8,31,9,30,101200,100060,98960,81.07000000000001,0,11.4,12.77,13.09,13.31,13.46,13.57,13.64,13.71,13.780000000000001,197.86,198.12,198.17000000000002,198.19,198.20000000000002,198.19,198.18,198.16,198.1,29.91,29.64,29.48,29.29,29.11,28.92,28.73,28.55,28.17,N/A,N/A -2012,8,31,10,30,101270,100130,99030,78.62,0,11.34,12.55,12.86,13.040000000000001,13.17,13.26,13.34,13.39,13.49,194.69,194.8,194.91,195.07,195.22,195.39000000000001,195.56,195.74,196.14000000000001,29.900000000000002,29.67,29.53,29.35,29.18,29.01,28.830000000000002,28.650000000000002,28.3,N/A,N/A -2012,8,31,11,30,101320,100190,99080,77.37,0,10.3,11.42,11.71,11.89,12.02,12.120000000000001,12.200000000000001,12.27,12.39,193.67000000000002,194,194.27,194.59,194.9,195.22,195.56,195.9,196.63,29.98,29.75,29.62,29.44,29.28,29.11,28.93,28.76,28.42,N/A,N/A -2012,8,31,12,30,101370,100230,99130,78.73,0,10.84,12.120000000000001,12.43,12.63,12.780000000000001,12.88,12.96,13.02,13.09,194.24,194.41,194.49,194.56,194.62,194.68,194.73000000000002,194.78,194.86,29.71,29.43,29.27,29.07,28.89,28.7,28.51,28.32,27.94,N/A,N/A -2012,8,31,13,30,101450,100310,99200,77.16,0,10.33,11.43,11.700000000000001,11.85,11.96,12.02,12.07,12.1,12.13,191.74,192.02,192.18,192.35,192.49,192.62,192.74,192.87,193.1,29.71,29.45,29.29,29.1,28.91,28.73,28.54,28.35,27.98,N/A,N/A -2012,8,31,14,30,101490,100350,99240,76.2,0,9.24,10.28,10.52,10.66,10.76,10.83,10.88,10.92,10.96,193.9,193.98000000000002,194.01,194.05,194.08,194.11,194.13,194.15,194.19,29.73,29.45,29.29,29.1,28.91,28.73,28.54,28.35,27.97,N/A,N/A -2012,8,31,15,30,101550,100410,99300,77.55,0,8.31,9.17,9.370000000000001,9.49,9.57,9.63,9.67,9.700000000000001,9.74,187.75,187.97,188.14000000000001,188.31,188.45000000000002,188.6,188.75,188.89000000000001,189.16,29.69,29.41,29.25,29.05,28.87,28.68,28.490000000000002,28.3,27.92,N/A,N/A -2012,8,31,16,30,101570,100430,99330,74.17,0,7.59,8.35,8.53,8.63,8.71,8.76,8.790000000000001,8.82,8.85,192.95000000000002,192.85,192.81,192.77,192.73000000000002,192.70000000000002,192.67000000000002,192.65,192.6,29.86,29.59,29.44,29.25,29.060000000000002,28.88,28.69,28.5,28.13,N/A,N/A -2012,8,31,17,30,101590,100450,99340,77.62,0,7.6000000000000005,8.4,8.59,8.700000000000001,8.78,8.84,8.89,8.93,8.99,187.49,187.70000000000002,187.8,187.87,187.93,187.99,188.03,188.08,188.15,29.77,29.490000000000002,29.32,29.13,28.94,28.75,28.560000000000002,28.37,28,N/A,N/A -2012,8,31,18,30,101590,100450,99340,79.58,0,7.53,8.27,8.42,8.51,8.56,8.6,8.620000000000001,8.64,8.66,181.73,181.98,182.09,182.18,182.27,182.36,182.45000000000002,182.54,182.72,29.82,29.53,29.37,29.18,28.990000000000002,28.810000000000002,28.62,28.43,28.060000000000002,N/A,N/A -2012,8,31,19,30,101580,100440,99330,82.62,0,7.83,8.64,8.81,8.92,9,9.040000000000001,9.08,9.1,9.11,182.22,182.46,182.53,182.58,182.62,182.65,182.68,182.69,182.71,29.73,29.42,29.26,29.060000000000002,28.88,28.69,28.5,28.310000000000002,27.93,N/A,N/A -2012,8,31,20,30,101560,100420,99320,82.22,0,8.49,9.370000000000001,9.57,9.68,9.76,9.82,9.86,9.89,9.92,178.85,178.79,178.73,178.65,178.57,178.48,178.4,178.31,178.14000000000001,29.560000000000002,29.25,29.09,28.89,28.7,28.51,28.32,28.13,27.75,N/A,N/A -2012,8,31,21,30,101540,100400,99300,79.27,0,8.44,9.290000000000001,9.48,9.59,9.67,9.72,9.75,9.78,9.82,174.23,174.22,174.22,174.22,174.20000000000002,174.20000000000002,174.19,174.18,174.16,29.59,29.3,29.13,28.94,28.75,28.560000000000002,28.37,28.18,27.8,N/A,N/A -2012,8,31,22,30,101530,100390,99290,77.96000000000001,0,8.63,9.5,9.69,9.790000000000001,9.86,9.9,9.92,9.93,9.94,172.61,172.76,172.82,172.87,172.91,172.95000000000002,172.99,173.01,173.07,29.560000000000002,29.27,29.11,28.92,28.73,28.55,28.36,28.17,27.79,N/A,N/A -2012,8,31,23,30,101510,100360,99260,79.34,0,9.03,9.96,10.17,10.290000000000001,10.38,10.44,10.48,10.52,10.57,170.6,170.59,170.55,170.5,170.45000000000002,170.4,170.35,170.3,170.19,29.51,29.21,29.05,28.86,28.67,28.490000000000002,28.3,28.11,27.740000000000002,N/A,N/A -2012,9,1,0,30,101510,100370,99260,84.9,0,9.790000000000001,10.89,11.16,11.32,11.44,11.52,11.57,11.620000000000001,11.66,166.70000000000002,166.66,166.68,166.70000000000002,166.73,166.75,166.77,166.79,166.84,29.240000000000002,28.91,28.740000000000002,28.54,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,9,1,1,30,101540,100400,99290,82.66,0,9.58,10.61,10.86,11.02,11.13,11.200000000000001,11.26,11.31,11.370000000000001,173.53,173.77,173.83,173.89000000000001,173.92000000000002,173.96,173.97,173.99,174,29.240000000000002,28.91,28.75,28.55,28.36,28.17,27.97,27.79,27.400000000000002,N/A,N/A -2012,9,1,2,30,101570,100430,99320,83.74,0,9.89,11,11.26,11.43,11.55,11.64,11.69,11.75,11.8,171.17000000000002,171,170.98,170.96,170.97,171,171.03,171.07,171.15,29.23,28.91,28.740000000000002,28.54,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,9,1,3,30,101610,100470,99360,81.95,0,9.36,10.34,10.59,10.74,10.83,10.91,10.97,11.01,11.08,172.3,172.46,172.51,172.53,172.54,172.55,172.54,172.53,172.49,29.34,29.04,28.87,28.68,28.5,28.310000000000002,28.12,27.93,27.560000000000002,N/A,N/A -2012,9,1,4,30,101630,100480,99380,76.09,0,9.86,10.88,11.11,11.23,11.32,11.370000000000001,11.4,11.43,11.46,174.45000000000002,174.6,174.66,174.70000000000002,174.72,174.73,174.74,174.74,174.72,29.5,29.2,29.04,28.85,28.66,28.47,28.28,28.1,27.72,N/A,N/A -2012,9,1,5,30,101640,100490,99390,77.77,0,9.52,10.51,10.74,10.88,10.98,11.040000000000001,11.09,11.120000000000001,11.17,172.64000000000001,172.76,172.85,172.96,173.06,173.17000000000002,173.28,173.38,173.6,29.42,29.11,28.95,28.75,28.560000000000002,28.37,28.18,28,27.62,N/A,N/A -2012,9,1,6,30,101680,100540,99430,75.48,0,9.38,10.41,10.66,10.81,10.92,10.99,11.05,11.1,11.16,178.42000000000002,178.38,178.32,178.25,178.19,178.13,178.07,178.02,177.91,29.490000000000002,29.22,29.07,28.87,28.69,28.5,28.310000000000002,28.13,27.75,N/A,N/A -2012,9,1,7,30,101710,100560,99450,77.27,0,9.23,10.25,10.5,10.65,10.76,10.84,10.9,10.950000000000001,11.03,179.91,180.13,180.19,180.23,180.26,180.29,180.32,180.34,180.38,29.43,29.150000000000002,28.98,28.79,28.61,28.42,28.23,28.05,27.67,N/A,N/A -2012,9,1,8,30,101720,100580,99470,74.81,0,8.58,9.53,9.75,9.9,10.01,10.09,10.15,10.200000000000001,10.28,181.38,181.35,181.35,181.37,181.39000000000001,181.41,181.44,181.47,181.51,29.54,29.27,29.11,28.92,28.73,28.54,28.35,28.17,27.79,N/A,N/A -2012,9,1,9,30,101750,100600,99490,75.10000000000001,0,8.790000000000001,9.72,9.950000000000001,10.09,10.19,10.26,10.32,10.370000000000001,10.44,182.57,182.72,182.8,182.87,182.93,182.99,183.04,183.1,183.20000000000002,29.48,29.21,29.04,28.86,28.68,28.490000000000002,28.3,28.11,27.740000000000002,N/A,N/A -2012,9,1,10,30,101760,100610,99500,73.8,0,8.64,9.55,9.76,9.89,9.98,10.05,10.1,10.14,10.18,188.41,188.24,188.19,188.15,188.12,188.09,188.06,188.03,187.99,29.52,29.25,29.1,28.91,28.73,28.54,28.35,28.17,27.8,N/A,N/A -2012,9,1,11,30,101790,100640,99530,74.39,0,7.75,8.620000000000001,8.85,9.02,9.14,9.24,9.32,9.39,9.51,190.38,190.3,190.28,190.27,190.25,190.25,190.25,190.24,190.26,29.490000000000002,29.22,29.060000000000002,28.87,28.69,28.5,28.310000000000002,28.12,27.75,N/A,N/A -2012,9,1,12,30,101810,100660,99550,76.94,0,8.18,9,9.17,9.26,9.32,9.36,9.38,9.4,9.41,189.62,189.45000000000002,189.4,189.35,189.31,189.28,189.24,189.21,189.14000000000001,29.330000000000002,29.04,28.88,28.69,28.5,28.310000000000002,28.12,27.93,27.560000000000002,N/A,N/A -2012,9,1,13,30,101860,100710,99600,75.98,0,7.22,7.930000000000001,8.1,8.2,8.27,8.32,8.36,8.39,8.43,188.85,188.98,189.08,189.19,189.3,189.41,189.55,189.67000000000002,189.97,29.34,29.05,28.900000000000002,28.7,28.52,28.34,28.150000000000002,27.97,27.59,N/A,N/A -2012,9,1,14,30,101890,100750,99640,77.93,0,7.22,7.94,8.120000000000001,8.22,8.290000000000001,8.35,8.39,8.42,8.46,186.89000000000001,187.66,187.93,188.16,188.35,188.5,188.65,188.78,189,29.26,28.96,28.8,28.61,28.42,28.23,28.04,27.85,27.48,N/A,N/A -2012,9,1,15,30,101920,100770,99660,76.49,0,6.38,6.96,7.09,7.17,7.23,7.2700000000000005,7.3,7.34,7.390000000000001,188.55,188.6,188.62,188.65,188.67000000000002,188.70000000000002,188.73,188.76,188.85,29.27,28.97,28.82,28.63,28.44,28.26,28.07,27.88,27.52,N/A,N/A -2012,9,1,16,30,101920,100770,99660,78.14,0,6.42,6.97,7.09,7.140000000000001,7.19,7.21,7.22,7.23,7.24,189.92000000000002,189.71,189.64000000000001,189.59,189.55,189.52,189.49,189.47,189.44,29.16,28.84,28.67,28.48,28.29,28.1,27.91,27.72,27.34,N/A,N/A -2012,9,1,17,30,101920,100770,99660,76.34,0,6.05,6.58,6.69,6.76,6.82,6.8500000000000005,6.87,6.9,6.93,191.06,191.37,191.51,191.63,191.75,191.86,191.96,192.07,192.26,29.21,28.900000000000002,28.73,28.54,28.35,28.16,27.96,27.78,27.400000000000002,N/A,N/A -2012,9,1,18,30,101910,100760,99650,76.72,0,6.29,6.83,6.93,6.99,7.03,7.05,7.0600000000000005,7.07,7.08,191.04,191.08,191.12,191.16,191.19,191.20000000000002,191.21,191.24,191.26,29.18,28.86,28.69,28.490000000000002,28.3,28.11,27.92,27.73,27.35,N/A,N/A -2012,9,1,19,30,101900,100750,99640,73.12,0,5.51,5.96,6.0600000000000005,6.1000000000000005,6.140000000000001,6.17,6.18,6.21,6.24,192.95000000000002,193.21,193.37,193.55,193.71,193.88,194.05,194.22,194.58,29.32,29.02,28.85,28.66,28.48,28.29,28.1,27.91,27.54,N/A,N/A -2012,9,1,20,30,101870,100720,99610,75.86,0,5.86,6.3100000000000005,6.4,6.44,6.46,6.47,6.48,6.47,6.46,189.47,189.63,189.76,189.89000000000001,190.02,190.14000000000001,190.26,190.39000000000001,190.62,29.21,28.89,28.73,28.53,28.35,28.16,27.97,27.78,27.400000000000002,N/A,N/A -2012,9,1,21,30,101840,100700,99590,74.26,0,5.79,6.29,6.4,6.46,6.5,6.54,6.57,6.59,6.62,187.79,187.84,187.9,187.96,188.01,188.06,188.12,188.17000000000002,188.28,29.26,28.96,28.8,28.61,28.42,28.23,28.04,27.85,27.48,N/A,N/A -2012,9,1,22,30,101800,100650,99540,73.29,0,6.11,6.61,6.69,6.72,6.74,6.74,6.73,6.72,6.69,183.24,183.67000000000002,183.88,184.09,184.28,184.46,184.64000000000001,184.82,185.19,29.22,28.92,28.77,28.57,28.39,28.2,28,27.82,27.44,N/A,N/A -2012,9,1,23,30,101780,100630,99520,75.83,0,5.62,6.08,6.17,6.21,6.24,6.26,6.28,6.28,6.28,182.35,182.49,182.64000000000001,182.78,182.9,183.01,183.12,183.23,183.47,29.07,28.77,28.6,28.400000000000002,28.22,28.03,27.84,27.650000000000002,27.28,N/A,N/A -2012,9,2,0,30,101750,100600,99490,75.9,0,6.0200000000000005,6.49,6.57,6.6000000000000005,6.61,6.62,6.61,6.6000000000000005,6.57,175.89000000000001,176.47,176.68,176.9,177.11,177.31,177.54,177.76,178.25,28.97,28.650000000000002,28.48,28.29,28.1,27.91,27.71,27.53,27.14,N/A,N/A -2012,9,2,1,30,101730,100580,99470,78,0,6.3500000000000005,6.890000000000001,7,7.0600000000000005,7.1000000000000005,7.12,7.140000000000001,7.140000000000001,7.15,178.51,178.42000000000002,178.42000000000002,178.42000000000002,178.41,178.4,178.39000000000001,178.37,178.32,28.830000000000002,28.5,28.330000000000002,28.14,27.95,27.76,27.560000000000002,27.38,27,N/A,N/A -2012,9,2,2,30,101730,100590,99470,77.88,0,6.3100000000000005,6.8,6.890000000000001,6.92,6.94,6.95,6.94,6.93,6.9,170.62,170.86,170.98,171.07,171.16,171.24,171.32,171.39000000000001,171.55,28.77,28.44,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,9,2,3,30,101720,100580,99460,78.41,0,5.95,6.46,6.5600000000000005,6.63,6.67,6.7,6.72,6.73,6.76,169.70000000000002,169.55,169.55,169.55,169.56,169.57,169.59,169.61,169.65,28.75,28.42,28.25,28.05,27.86,27.68,27.48,27.3,26.92,N/A,N/A -2012,9,2,4,30,101690,100540,99430,79.04,0,6.18,6.65,6.76,6.8100000000000005,6.8500000000000005,6.88,6.9,6.91,6.93,169.82,169.86,169.84,169.8,169.77,169.72,169.67000000000002,169.62,169.51,28.66,28.32,28.150000000000002,27.96,27.77,27.580000000000002,27.39,27.2,26.82,N/A,N/A -2012,9,2,5,30,101710,100560,99450,75.75,0,7.13,7.74,7.88,7.95,8,8.03,8.06,8.08,8.120000000000001,171.16,171.39000000000001,171.47,171.55,171.61,171.67000000000002,171.73,171.79,171.91,28.88,28.57,28.400000000000002,28.2,28.02,27.830000000000002,27.64,27.45,27.080000000000002,N/A,N/A -2012,9,2,6,30,101710,100560,99450,82.2,0,6.69,7.25,7.36,7.41,7.44,7.45,7.45,7.44,7.4,177.23,177.29,177.32,177.36,177.39000000000001,177.41,177.45000000000002,177.48,177.53,28.580000000000002,28.23,28.060000000000002,27.86,27.67,27.47,27.28,27.09,26.7,N/A,N/A -2012,9,2,7,30,101720,100580,99470,80.72,0,7.21,7.82,7.96,8.03,8.08,8.11,8.13,8.14,8.15,180.47,180.9,181.13,181.36,181.55,181.73,181.9,182.05,182.36,28.740000000000002,28.41,28.240000000000002,28.04,27.86,27.67,27.48,27.29,26.91,N/A,N/A -2012,9,2,8,30,101730,100580,99470,81.76,0,6.12,6.67,6.8,6.88,6.93,6.98,7.01,7.04,7.08,188.27,188.22,188.23,188.27,188.32,188.37,188.43,188.49,188.64000000000001,28.78,28.46,28.29,28.09,27.900000000000002,27.71,27.52,27.330000000000002,26.95,N/A,N/A -2012,9,2,9,30,101730,100590,99470,78.62,0,6.76,7.36,7.5,7.5600000000000005,7.6000000000000005,7.63,7.640000000000001,7.65,7.65,198.25,198.33,198.31,198.3,198.28,198.27,198.24,198.21,198.12,28.94,28.62,28.46,28.26,28.07,27.88,27.69,27.5,27.13,N/A,N/A -2012,9,2,10,30,101750,100600,99490,79.69,0,6.49,7.09,7.23,7.32,7.38,7.43,7.46,7.49,7.54,202.62,202.35,202.20000000000002,202.03,201.87,201.70000000000002,201.53,201.36,201.01,28.84,28.52,28.35,28.150000000000002,27.97,27.78,27.580000000000002,27.400000000000002,27.02,N/A,N/A -2012,9,2,11,30,101750,100600,99490,83.17,0,5.94,6.390000000000001,6.49,6.53,6.5600000000000005,6.59,6.6000000000000005,6.61,6.62,200.87,201.20000000000002,201.36,201.51,201.64000000000001,201.77,201.9,202.01,202.23000000000002,28.63,28.29,28.12,27.92,27.73,27.54,27.35,27.17,26.79,N/A,N/A -2012,9,2,12,30,101770,100630,99520,80.19,0,5.71,6.2,6.32,6.38,6.42,6.46,6.48,6.5,6.53,199.9,200.32,200.49,200.64000000000001,200.78,200.9,201.02,201.14000000000001,201.37,28.86,28.53,28.37,28.17,27.98,27.79,27.6,27.41,27.03,N/A,N/A -2012,9,2,13,30,101790,100640,99530,81.05,0,5.15,5.51,5.58,5.61,5.63,5.64,5.65,5.65,5.65,205.76,205.62,205.57,205.53,205.5,205.47,205.45000000000002,205.42000000000002,205.35,28.740000000000002,28.41,28.240000000000002,28.04,27.85,27.66,27.47,27.28,26.91,N/A,N/A -2012,9,2,14,30,101810,100660,99550,81.69,0,4.39,4.68,4.75,4.78,4.8,4.8100000000000005,4.82,4.82,4.83,219.17000000000002,219.32,219.4,219.48000000000002,219.54,219.61,219.67000000000002,219.74,219.84,28.71,28.38,28.21,28.01,27.82,27.63,27.44,27.25,26.87,N/A,N/A -2012,9,2,15,30,101820,100670,99560,81.9,0,3.5100000000000002,3.71,3.7600000000000002,3.7800000000000002,3.79,3.8000000000000003,3.81,3.81,3.81,224.99,224.48000000000002,224.18,223.86,223.58,223.3,223.02,222.77,222.22,28.75,28.41,28.240000000000002,28.04,27.85,27.66,27.46,27.28,26.89,N/A,N/A -2012,9,2,16,30,101810,100670,99560,81.66,0,3.19,3.39,3.44,3.47,3.5,3.52,3.54,3.56,3.59,217.9,217.45000000000002,217.17000000000002,216.91,216.68,216.47,216.26,216.06,215.69,28.77,28.42,28.25,28.05,27.86,27.67,27.47,27.28,26.900000000000002,N/A,N/A -2012,9,2,17,30,101800,100650,99540,79.10000000000001,0,2.66,2.81,2.84,2.86,2.88,2.89,2.91,2.91,2.94,215.21,215.1,215.06,215.01,214.96,214.9,214.84,214.78,214.65,28.84,28.490000000000002,28.32,28.11,27.93,27.73,27.54,27.36,26.97,N/A,N/A -2012,9,2,18,30,101770,100620,99510,81.98,0,3.15,3.33,3.36,3.38,3.4,3.41,3.42,3.43,3.45,192.85,192.94,193.05,193.16,193.26,193.35,193.45000000000002,193.54,193.73000000000002,28.84,28.48,28.310000000000002,28.11,27.92,27.72,27.53,27.35,26.96,N/A,N/A -2012,9,2,19,30,101750,100610,99500,83.45,0,3.4,3.6,3.64,3.67,3.69,3.71,3.73,3.75,3.79,184.14000000000001,183.42000000000002,182.99,182.56,182.18,181.8,181.43,181.08,180.43,28.93,28.57,28.39,28.19,28.01,27.82,27.62,27.44,27.060000000000002,N/A,N/A -2012,9,2,20,30,101710,100560,99450,84.97,0,5.0200000000000005,5.4,5.48,5.53,5.5600000000000005,5.59,5.61,5.63,5.66,181.13,181.37,181.46,181.55,181.63,181.70000000000002,181.77,181.84,181.99,28.98,28.62,28.45,28.25,28.060000000000002,27.86,27.67,27.490000000000002,27.1,N/A,N/A -2012,9,2,21,30,101650,100500,99390,85.51,0,6.2,6.65,6.73,6.75,6.76,6.75,6.74,6.72,6.68,174.44,174.84,175.07,175.31,175.52,175.74,175.97,176.19,176.71,28.830000000000002,28.48,28.310000000000002,28.11,27.92,27.73,27.54,27.36,26.98,N/A,N/A -2012,9,2,22,30,101600,100460,99350,85.89,0,6.57,7.11,7.21,7.26,7.29,7.3,7.3,7.3,7.28,176.46,176.67000000000002,176.76,176.89000000000001,177.01,177.15,177.32,177.48,177.89000000000001,28.740000000000002,28.400000000000002,28.23,28.03,27.84,27.650000000000002,27.46,27.27,26.89,N/A,N/A -2012,9,2,23,30,101580,100430,99320,84.65,0,5.9,6.3500000000000005,6.45,6.49,6.51,6.5200000000000005,6.5200000000000005,6.51,6.49,180.44,180.63,180.73,180.84,180.93,181.03,181.13,181.22,181.42000000000002,28.71,28.38,28.21,28.01,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,9,3,0,30,101550,100400,99290,85.06,0,6.8500000000000005,7.41,7.53,7.59,7.63,7.65,7.66,7.66,7.65,182.03,182.16,182.24,182.32,182.4,182.47,182.55,182.62,182.76,28.66,28.32,28.150000000000002,27.94,27.75,27.560000000000002,27.37,27.18,26.8,N/A,N/A -2012,9,3,1,30,101530,100380,99270,86.54,0,6.4,6.94,7.0600000000000005,7.140000000000001,7.19,7.22,7.25,7.2700000000000005,7.29,190.14000000000001,190,190,190.02,190.04,190.07,190.1,190.13,190.21,28.59,28.240000000000002,28.060000000000002,27.86,27.67,27.48,27.28,27.1,26.71,N/A,N/A -2012,9,3,2,30,101530,100390,99280,85.18,0,6.38,6.890000000000001,7.01,7.07,7.12,7.15,7.17,7.19,7.21,185.70000000000002,186.09,186.27,186.45000000000002,186.61,186.76,186.91,187.04,187.32,28.57,28.22,28.04,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.7,N/A,N/A -2012,9,3,3,30,101530,100390,99280,84.35000000000001,0,6.93,7.48,7.58,7.61,7.63,7.62,7.61,7.59,7.53,193.37,192.83,192.61,192.41,192.24,192.1,191.95000000000002,191.82,191.55,28.740000000000002,28.400000000000002,28.23,28.04,27.85,27.66,27.47,27.29,26.92,N/A,N/A -2012,9,3,4,30,101510,100370,99260,83.78,0,6.66,7.2,7.32,7.38,7.42,7.44,7.46,7.47,7.48,192.55,192.67000000000002,192.73000000000002,192.77,192.8,192.84,192.86,192.88,192.92000000000002,28.55,28.19,28.02,27.82,27.63,27.44,27.25,27.060000000000002,26.68,N/A,N/A -2012,9,3,5,30,101530,100380,99280,82,0,6.37,6.88,6.99,7.04,7.07,7.1000000000000005,7.11,7.12,7.13,188.28,188.24,188.27,188.32,188.38,188.45000000000002,188.54,188.62,188.82,28.72,28.38,28.21,28.01,27.830000000000002,27.64,27.45,27.26,26.89,N/A,N/A -2012,9,3,6,30,101540,100390,99280,86.42,0,6.41,6.95,7.08,7.15,7.2,7.24,7.2700000000000005,7.29,7.32,190.78,191.03,191.11,191.18,191.23000000000002,191.27,191.32,191.36,191.44,28.52,28.150000000000002,27.98,27.78,27.59,27.39,27.2,27.01,26.63,N/A,N/A -2012,9,3,7,30,101550,100400,99290,84.33,0,6.2,6.7,6.8100000000000005,6.87,6.91,6.94,6.97,6.99,7.03,194.64000000000001,194.85,194.95000000000002,195.06,195.17000000000002,195.27,195.38,195.49,195.73000000000002,28.62,28.26,28.09,27.89,27.7,27.51,27.32,27.13,26.76,N/A,N/A -2012,9,3,8,30,101550,100410,99300,84.64,0,7.17,7.79,7.930000000000001,8.01,8.06,8.1,8.13,8.15,8.17,200.72,201.03,201.12,201.22,201.3,201.38,201.45000000000002,201.52,201.66,28.740000000000002,28.38,28.21,28.01,27.82,27.63,27.43,27.25,26.87,N/A,N/A -2012,9,3,9,30,101560,100410,99310,84.56,0,6.24,6.75,6.8500000000000005,6.92,6.96,6.99,7.0200000000000005,7.04,7.07,216.9,215.61,214.99,214.39000000000001,213.84,213.34,212.83,212.36,211.42000000000002,28.77,28.41,28.240000000000002,28.04,27.85,27.67,27.47,27.29,26.92,N/A,N/A -2012,9,3,10,30,101560,100410,99310,84,0,5.93,6.36,6.45,6.49,6.5200000000000005,6.54,6.55,6.5600000000000005,6.5600000000000005,215.82,215.93,216,216.04,216.06,216.07,216.07,216.07,216.05,28.76,28.41,28.240000000000002,28.04,27.85,27.66,27.46,27.28,26.900000000000002,N/A,N/A -2012,9,3,11,30,101600,100450,99340,83.73,0,5.88,6.33,6.43,6.49,6.5200000000000005,6.54,6.5600000000000005,6.57,6.59,227.34,227.06,226.82,226.56,226.32,226.07,225.83,225.59,225.09,28.73,28.37,28.2,28,27.810000000000002,27.62,27.43,27.240000000000002,26.86,N/A,N/A -2012,9,3,12,30,101630,100480,99370,82.23,0,5.91,6.36,6.45,6.5,6.53,6.55,6.5600000000000005,6.57,6.58,222.14000000000001,222.24,222.19,222.14000000000001,222.08,222.01,221.94,221.86,221.69,28.650000000000002,28.29,28.12,27.92,27.73,27.54,27.35,27.17,26.79,N/A,N/A -2012,9,3,13,30,101650,100500,99390,81.4,0,5.09,5.44,5.51,5.55,5.58,5.59,5.6000000000000005,5.61,5.62,221.69,221.65,221.62,221.58,221.56,221.54,221.51,221.49,221.43,28.69,28.34,28.17,27.97,27.78,27.59,27.39,27.21,26.830000000000002,N/A,N/A -2012,9,3,14,30,101670,100530,99420,82.3,0,4.64,4.97,5.04,5.09,5.12,5.15,5.17,5.19,5.22,217.27,218.19,218.66,219.12,219.54,219.94,220.34,220.71,221.45000000000002,28.78,28.44,28.26,28.060000000000002,27.88,27.68,27.490000000000002,27.310000000000002,26.93,N/A,N/A -2012,9,3,15,30,101690,100550,99440,81.25,0,4.37,4.71,4.79,4.83,4.88,4.91,4.94,4.97,5.0200000000000005,253.59,252.51000000000002,251.94,251.35,250.82,250.3,249.77,249.27,248.22,28.89,28.55,28.38,28.18,27.990000000000002,27.8,27.61,27.43,27.05,N/A,N/A -2012,9,3,16,30,101680,100530,99420,80.64,0,4.74,5.04,5.08,5.09,5.1000000000000005,5.1000000000000005,5.09,5.08,5.0600000000000005,228.51,228.31,228.24,228.16,228.08,228.01,227.92000000000002,227.84,227.67000000000002,28.88,28.53,28.36,28.16,27.97,27.78,27.580000000000002,27.400000000000002,27.02,N/A,N/A -2012,9,3,17,30,101650,100510,99400,81.43,0,4.28,4.55,4.61,4.64,4.67,4.68,4.69,4.71,4.72,235.03,235.04,235.1,235.15,235.21,235.26,235.32,235.38,235.5,28.84,28.48,28.310000000000002,28.11,27.92,27.72,27.53,27.35,26.97,N/A,N/A -2012,9,3,18,30,101650,100500,99400,80.96000000000001,0,4.5600000000000005,4.87,4.93,4.96,4.98,5,5.01,5.01,5.0200000000000005,216.77,216.94,217.03,217.1,217.16,217.21,217.27,217.32,217.39000000000001,28.98,28.63,28.45,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,9,3,19,30,101610,100470,99360,83.29,0,5.6000000000000005,6.0200000000000005,6.11,6.16,6.2,6.23,6.25,6.26,6.29,200.09,200.67000000000002,200.97,201.27,201.53,201.79,202.05,202.3,202.8,29,28.64,28.46,28.26,28.07,27.88,27.68,27.5,27.12,N/A,N/A -2012,9,3,20,30,101570,100430,99320,83.42,0,5.83,6.25,6.33,6.36,6.37,6.38,6.38,6.37,6.34,202.84,202.74,202.70000000000002,202.65,202.59,202.53,202.46,202.39000000000001,202.23000000000002,28.95,28.6,28.43,28.22,28.03,27.84,27.650000000000002,27.46,27.080000000000002,N/A,N/A -2012,9,3,21,30,101520,100380,99270,79.05,0,6.8500000000000005,7.37,7.46,7.5,7.51,7.51,7.5,7.49,7.46,194.45000000000002,194.37,194.35,194.3,194.24,194.17000000000002,194.07,193.98000000000002,193.70000000000002,29.04,28.7,28.53,28.330000000000002,28.150000000000002,27.96,27.77,27.59,27.22,N/A,N/A -2012,9,3,22,30,101470,100330,99220,78.4,0,6.36,6.8500000000000005,6.94,6.97,6.99,7,6.99,6.99,6.96,198.23000000000002,198.16,198.1,198.03,197.96,197.89000000000001,197.81,197.74,197.56,29.04,28.71,28.54,28.34,28.16,27.97,27.78,27.6,27.23,N/A,N/A -2012,9,3,23,30,101450,100310,99200,76,0,6.38,6.890000000000001,6.98,7.03,7.05,7.0600000000000005,7.0600000000000005,7.0600000000000005,7.04,196.16,196.11,196.1,196.08,196.06,196.04,196.01,195.99,195.92000000000002,29.1,28.78,28.62,28.42,28.23,28.04,27.85,27.67,27.3,N/A,N/A -2012,9,4,0,30,101410,100270,99160,81.38,0,6.98,7.5600000000000005,7.68,7.73,7.7700000000000005,7.79,7.8100000000000005,7.8100000000000005,7.82,194.44,194.45000000000002,194.46,194.47,194.47,194.47,194.46,194.45000000000002,194.43,28.85,28.5,28.330000000000002,28.13,27.94,27.75,27.55,27.37,26.990000000000002,N/A,N/A -2012,9,4,1,30,101410,100270,99160,80.83,0,6.51,7.03,7.13,7.17,7.2,7.21,7.22,7.22,7.21,202.38,202.15,202.04,201.93,201.84,201.74,201.64000000000001,201.54,201.34,28.8,28.45,28.28,28.080000000000002,27.89,27.7,27.5,27.32,26.94,N/A,N/A -2012,9,4,2,30,101430,100290,99180,78.71000000000001,0,6.5600000000000005,7.09,7.19,7.25,7.28,7.3,7.3100000000000005,7.32,7.32,200.36,200.5,200.53,200.57,200.6,200.63,200.65,200.68,200.72,28.89,28.55,28.37,28.18,27.990000000000002,27.8,27.61,27.43,27.05,N/A,N/A -2012,9,4,3,30,101460,100310,99200,84.43,0,7.15,7.73,7.8500000000000005,7.91,7.94,7.96,7.97,7.97,7.96,202.25,202.26,202.23000000000002,202.21,202.18,202.15,202.13,202.12,202.07,28.59,28.22,28.05,27.85,27.650000000000002,27.46,27.27,27.080000000000002,26.7,N/A,N/A -2012,9,4,4,30,101440,100300,99190,85.42,0,7.2,7.86,8.01,8.09,8.15,8.2,8.23,8.25,8.27,202.25,202.47,202.55,202.63,202.69,202.74,202.8,202.84,202.92000000000002,28.560000000000002,28.19,28.01,27.8,27.61,27.42,27.22,27.03,26.650000000000002,N/A,N/A -2012,9,4,5,30,101460,100320,99210,83.74,0,8.11,8.8,8.950000000000001,9.03,9.08,9.120000000000001,9.13,9.15,9.16,200.42000000000002,200.41,200.45000000000002,200.52,200.58,200.65,200.74,200.82,201,28.57,28.19,28.01,27.810000000000002,27.62,27.43,27.240000000000002,27.05,26.67,N/A,N/A -2012,9,4,6,30,101460,100320,99210,84.26,0,8.540000000000001,9.32,9.5,9.59,9.66,9.700000000000001,9.73,9.75,9.76,208.28,208.3,208.3,208.3,208.3,208.31,208.31,208.31,208.32,28.490000000000002,28.1,27.92,27.72,27.52,27.330000000000002,27.13,26.94,26.560000000000002,N/A,N/A -2012,9,4,7,30,101490,100340,99240,80.2,0,8.69,9.49,9.67,9.77,9.84,9.89,9.92,9.950000000000001,9.98,217.46,217.66,217.70000000000002,217.72,217.73000000000002,217.74,217.75,217.75,217.75,28.560000000000002,28.19,28.01,27.8,27.61,27.42,27.22,27.04,26.66,N/A,N/A -2012,9,4,8,30,101470,100320,99210,82.37,0,7.930000000000001,8.66,8.83,8.94,9.01,9.07,9.11,9.15,9.200000000000001,222.17000000000002,222.25,222.29,222.32,222.33,222.35,222.36,222.38,222.4,28.5,28.12,27.94,27.740000000000002,27.54,27.35,27.16,26.97,26.59,N/A,N/A -2012,9,4,9,30,101460,100320,99210,81.63,0,7.5200000000000005,8.22,8.38,8.48,8.55,8.6,8.64,8.67,8.72,223.83,223.3,223.08,222.87,222.68,222.51,222.34,222.18,221.87,28.740000000000002,28.38,28.2,28,27.810000000000002,27.62,27.42,27.240000000000002,26.86,N/A,N/A -2012,9,4,10,30,101480,100330,99220,82.51,0,7.37,7.97,8.120000000000001,8.2,8.25,8.28,8.31,8.33,8.35,220.61,220.59,220.6,220.6,220.61,220.62,220.63,220.65,220.68,28.59,28.23,28.05,27.85,27.66,27.46,27.27,27.09,26.71,N/A,N/A -2012,9,4,11,30,101500,100360,99240,82.14,0,8.08,8.77,8.93,9,9.040000000000001,9.06,9.07,9.07,9.05,219.04,219.03,219.06,219.1,219.13,219.18,219.22,219.27,219.37,28.67,28.310000000000002,28.13,27.92,27.73,27.54,27.35,27.16,26.78,N/A,N/A -2012,9,4,12,30,101490,100340,99230,77.78,0,6.99,7.61,7.75,7.83,7.88,7.91,7.94,7.95,7.97,222.8,223.1,223.25,223.4,223.54,223.67000000000002,223.81,223.94,224.22,28.810000000000002,28.46,28.29,28.080000000000002,27.900000000000002,27.7,27.51,27.32,26.94,N/A,N/A -2012,9,4,13,30,101510,100370,99260,75.71000000000001,0,6.66,7.23,7.3500000000000005,7.42,7.46,7.49,7.51,7.53,7.54,226.33,226.36,226.35,226.35,226.35,226.36,226.38,226.4,226.44,28.91,28.560000000000002,28.39,28.19,28,27.810000000000002,27.61,27.43,27.05,N/A,N/A -2012,9,4,14,30,101540,100390,99290,77.58,0,5.62,6.140000000000001,6.2700000000000005,6.37,6.45,6.51,6.5600000000000005,6.6000000000000005,6.68,226.67000000000002,227.07,227.28,227.46,227.61,227.74,227.86,227.96,228.16,28.91,28.57,28.400000000000002,28.2,28.01,27.82,27.62,27.43,27.05,N/A,N/A -2012,9,4,15,30,101560,100420,99310,75.42,0,5.7,6.16,6.2700000000000005,6.33,6.38,6.41,6.44,6.46,6.5,230.3,230.15,230.15,230.17000000000002,230.19,230.22,230.25,230.29,230.36,28.96,28.62,28.45,28.25,28.060000000000002,27.87,27.68,27.490000000000002,27.11,N/A,N/A -2012,9,4,16,30,101540,100390,99290,78.42,0,5.63,6.01,6.09,6.13,6.16,6.17,6.19,6.2,6.22,227.36,227.53,227.64000000000001,227.76,227.87,227.98000000000002,228.09,228.20000000000002,228.45000000000002,28.810000000000002,28.46,28.29,28.09,27.900000000000002,27.72,27.53,27.34,26.97,N/A,N/A -2012,9,4,17,30,101530,100380,99280,80.14,0,5.79,6.19,6.25,6.2700000000000005,6.28,6.28,6.2700000000000005,6.26,6.23,217.19,217.38,217.48000000000002,217.57,217.65,217.71,217.77,217.82,217.92000000000002,28.8,28.44,28.26,28.060000000000002,27.87,27.68,27.48,27.29,26.91,N/A,N/A -2012,9,4,18,30,101520,100370,99270,79.59,0,5.17,5.5200000000000005,5.6000000000000005,5.64,5.66,5.68,5.69,5.7,5.71,208.86,208.9,208.97,209.01,209.05,209.09,209.13,209.17000000000002,209.25,28.78,28.42,28.240000000000002,28.04,27.85,27.66,27.47,27.28,26.900000000000002,N/A,N/A -2012,9,4,19,30,101490,100340,99240,80.12,0,5.97,6.4,6.49,6.5200000000000005,6.54,6.5600000000000005,6.5600000000000005,6.5600000000000005,6.54,201.29,201.42000000000002,201.47,201.51,201.54,201.58,201.6,201.62,201.68,28.78,28.41,28.240000000000002,28.04,27.85,27.650000000000002,27.46,27.27,26.89,N/A,N/A -2012,9,4,20,30,101420,100280,99170,79.52,0,6.45,6.96,7.0600000000000005,7.1000000000000005,7.13,7.140000000000001,7.140000000000001,7.140000000000001,7.11,200.68,200.84,200.9,200.96,201.01,201.04,201.09,201.13,201.23000000000002,28.810000000000002,28.45,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,9,4,21,30,101380,100230,99130,76.34,0,7.18,7.76,7.87,7.92,7.94,7.95,7.95,7.95,7.92,201.09,201.08,201.09,201.12,201.14000000000001,201.18,201.20000000000002,201.23000000000002,201.29,28.88,28.54,28.36,28.17,27.98,27.79,27.6,27.42,27.05,N/A,N/A -2012,9,4,22,30,101350,100210,99100,78.87,0,6.3500000000000005,6.88,6.99,7.05,7.1000000000000005,7.13,7.16,7.18,7.21,202.49,202.62,202.71,202.8,202.89000000000001,202.98000000000002,203.08,203.17000000000002,203.4,28.84,28.48,28.310000000000002,28.11,27.93,27.740000000000002,27.55,27.37,27,N/A,N/A -2012,9,4,23,30,101290,100140,99040,81.57000000000001,0,6.84,7.390000000000001,7.51,7.57,7.6000000000000005,7.62,7.640000000000001,7.640000000000001,7.640000000000001,192.45000000000002,192.70000000000002,192.84,192.99,193.11,193.23000000000002,193.36,193.48000000000002,193.74,28.61,28.240000000000002,28.060000000000002,27.86,27.67,27.48,27.28,27.1,26.72,N/A,N/A -2012,9,5,0,30,101290,100150,99040,80.77,0,7.03,7.59,7.7,7.75,7.79,7.8,7.8100000000000005,7.8100000000000005,7.8,197.02,197.18,197.26,197.33,197.38,197.43,197.47,197.52,197.6,28.68,28.32,28.14,27.94,27.75,27.560000000000002,27.37,27.18,26.810000000000002,N/A,N/A -2012,9,5,1,30,101260,100120,99010,79.17,0,6.92,7.47,7.58,7.640000000000001,7.67,7.69,7.7,7.7,7.69,198.54,198.62,198.66,198.70000000000002,198.74,198.78,198.81,198.85,198.93,28.7,28.34,28.16,27.96,27.77,27.580000000000002,27.39,27.21,26.830000000000002,N/A,N/A -2012,9,5,2,30,101260,100110,99010,80.7,0,6.7700000000000005,7.3100000000000005,7.41,7.47,7.5,7.5200000000000005,7.54,7.55,7.5600000000000005,196.32,196.28,196.35,196.44,196.53,196.62,196.73000000000002,196.82,197.06,28.54,28.17,28,27.8,27.61,27.42,27.22,27.04,26.66,N/A,N/A -2012,9,5,3,30,101260,100120,99010,82.05,0,8,8.68,8.83,8.9,8.94,8.97,8.98,8.99,8.98,197.27,197.34,197.41,197.48000000000002,197.55,197.62,197.70000000000002,197.78,197.94,28.51,28.13,27.95,27.75,27.560000000000002,27.37,27.17,26.990000000000002,26.61,N/A,N/A -2012,9,5,4,30,101250,100110,99000,84.15,0,8.03,8.74,8.89,8.97,9.02,9.05,9.06,9.07,9.07,206.43,206.57,206.55,206.52,206.47,206.41,206.33,206.26,206.08,28.39,27.990000000000002,27.810000000000002,27.6,27.41,27.21,27.02,26.830000000000002,26.44,N/A,N/A -2012,9,5,5,30,101240,100090,98990,82.27,0,8.08,8.81,8.96,9.05,9.11,9.15,9.18,9.200000000000001,9.22,212.1,211.79,211.72,211.67000000000002,211.63,211.6,211.57,211.55,211.53,28.52,28.13,27.94,27.740000000000002,27.55,27.36,27.16,26.97,26.580000000000002,N/A,N/A -2012,9,5,6,30,101280,100140,99030,84.59,0,7.74,8.38,8.52,8.58,8.63,8.65,8.67,8.67,8.67,205.87,205.94,206.05,206.18,206.29,206.4,206.51,206.61,206.82,28.39,28.01,27.830000000000002,27.62,27.43,27.240000000000002,27.04,26.85,26.47,N/A,N/A -2012,9,5,7,30,101300,100160,99050,83.28,0,7.67,8.4,8.58,8.68,8.75,8.8,8.84,8.870000000000001,8.9,212.6,213.08,213.25,213.41,213.54,213.66,213.77,213.86,214.04,28.55,28.18,28,27.8,27.61,27.41,27.22,27.03,26.64,N/A,N/A -2012,9,5,8,30,101280,100140,99030,83.36,0,7.49,8.23,8.41,8.52,8.6,8.66,8.71,8.75,8.8,215.46,215.53,215.57,215.63,215.68,215.74,215.79,215.84,215.95000000000002,28.55,28.17,27.990000000000002,27.79,27.6,27.400000000000002,27.21,27.02,26.63,N/A,N/A -2012,9,5,9,30,101280,100140,99040,80.13,0,7.92,8.59,8.73,8.8,8.85,8.870000000000001,8.89,8.9,8.91,215.51,216.08,216.39000000000001,216.70000000000002,216.98000000000002,217.24,217.51,217.76,218.27,28.8,28.45,28.27,28.07,27.88,27.69,27.5,27.310000000000002,26.93,N/A,N/A -2012,9,5,10,30,101310,100170,99060,82.8,0,7.33,7.930000000000001,8.06,8.120000000000001,8.16,8.19,8.2,8.2,8.2,228.62,228.46,228.4,228.35,228.32,228.29,228.28,228.26,228.25,28.580000000000002,28.21,28.03,27.830000000000002,27.64,27.44,27.25,27.060000000000002,26.68,N/A,N/A -2012,9,5,11,30,101290,100150,99040,81.51,0,6.95,7.53,7.66,7.73,7.78,7.8100000000000005,7.83,7.8500000000000005,7.88,223.41,223.63,223.78,223.9,224.02,224.14000000000001,224.25,224.36,224.58,28.580000000000002,28.22,28.04,27.830000000000002,27.64,27.45,27.25,27.07,26.69,N/A,N/A -2012,9,5,12,30,101290,100150,99050,81.72,0,6.2700000000000005,6.8500000000000005,6.99,7.09,7.17,7.23,7.28,7.32,7.4,229.48000000000002,230.08,230.38,230.68,230.95000000000002,231.21,231.47,231.71,232.20000000000002,28.650000000000002,28.29,28.11,27.91,27.72,27.53,27.330000000000002,27.150000000000002,26.77,N/A,N/A -2012,9,5,13,30,101320,100180,99070,79.23,0,6.66,7.16,7.25,7.28,7.29,7.3,7.29,7.28,7.25,243.41,243.18,243.12,243.1,243.07,243.06,243.06,243.06,243.09,28.77,28.42,28.25,28.05,27.86,27.67,27.47,27.29,26.91,N/A,N/A -2012,9,5,14,30,101340,100200,99090,77.15,0,6.51,7.05,7.16,7.23,7.2700000000000005,7.3,7.32,7.34,7.36,241.96,242.49,242.76,243.01,243.24,243.45000000000002,243.66,243.84,244.20000000000002,28.87,28.53,28.35,28.150000000000002,27.97,27.78,27.580000000000002,27.39,27.01,N/A,N/A -2012,9,5,15,30,101350,100210,99100,79.33,0,6.55,7.01,7.09,7.11,7.12,7.12,7.11,7.1000000000000005,7.0600000000000005,243.39000000000001,243.18,243.06,242.93,242.81,242.70000000000002,242.57,242.46,242.21,28.63,28.27,28.1,27.900000000000002,27.71,27.52,27.330000000000002,27.14,26.76,N/A,N/A -2012,9,5,16,30,101360,100210,99110,75.76,0,5.61,6.08,6.18,6.24,6.29,6.32,6.34,6.36,6.390000000000001,243.32,242.96,242.75,242.54,242.35,242.17000000000002,242,241.83,241.49,28.89,28.54,28.37,28.17,27.97,27.79,27.59,27.400000000000002,27.02,N/A,N/A -2012,9,5,17,30,101350,100210,99100,74.93,0,5.33,5.69,5.7700000000000005,5.8100000000000005,5.83,5.8500000000000005,5.86,5.87,5.87,233.07,233.31,233.52,233.72,233.92000000000002,234.1,234.3,234.49,234.87,28.91,28.57,28.400000000000002,28.21,28.02,27.830000000000002,27.64,27.46,27.080000000000002,N/A,N/A -2012,9,5,18,30,101320,100180,99070,79.22,0,5.99,6.46,6.5600000000000005,6.6000000000000005,6.63,6.65,6.66,6.67,6.66,226.37,226.58,226.70000000000002,226.82,226.92000000000002,227.01,227.11,227.19,227.39000000000001,28.73,28.37,28.2,28,27.8,27.61,27.42,27.23,26.85,N/A,N/A -2012,9,5,19,30,101280,100140,99030,79.22,0,6.53,7.04,7.140000000000001,7.19,7.21,7.22,7.23,7.22,7.21,217.47,217.56,217.61,217.65,217.70000000000002,217.74,217.79,217.84,217.95000000000002,28.810000000000002,28.45,28.28,28.080000000000002,27.89,27.7,27.51,27.330000000000002,26.95,N/A,N/A -2012,9,5,20,30,101250,100110,99000,80.21000000000001,0,6.93,7.53,7.640000000000001,7.69,7.72,7.74,7.74,7.73,7.71,213.34,213.49,213.58,213.64000000000001,213.70000000000002,213.75,213.79,213.84,213.94,28.78,28.42,28.240000000000002,28.04,27.86,27.67,27.47,27.29,26.91,N/A,N/A -2012,9,5,21,30,101230,100090,98990,80.2,0,7.29,7.92,8.040000000000001,8.09,8.120000000000001,8.13,8.120000000000001,8.11,8.06,211.92000000000002,212,212,211.97,211.93,211.88,211.81,211.73000000000002,211.55,28.77,28.41,28.240000000000002,28.04,27.85,27.66,27.47,27.28,26.900000000000002,N/A,N/A -2012,9,5,22,30,101210,100070,98970,77.35000000000001,0,6.68,7.22,7.34,7.390000000000001,7.43,7.45,7.47,7.48,7.49,209.42000000000002,209.54,209.61,209.70000000000002,209.77,209.85,209.93,210.02,210.23000000000002,28.82,28.48,28.3,28.11,27.92,27.740000000000002,27.55,27.37,27,N/A,N/A -2012,9,5,23,30,101200,100050,98950,75.21000000000001,0,6.78,7.34,7.45,7.5,7.54,7.5600000000000005,7.57,7.58,7.59,212.16,212.33,212.44,212.54,212.63,212.72,212.82,212.91,213.1,28.87,28.52,28.35,28.16,27.97,27.79,27.59,27.42,27.05,N/A,N/A -2012,9,6,0,30,101170,100030,98920,73.81,0,7.390000000000001,8,8.13,8.18,8.22,8.23,8.24,8.24,8.22,207.71,207.71,207.74,207.79,207.83,207.88,207.92000000000002,207.95000000000002,208.02,28.810000000000002,28.47,28.3,28.1,27.92,27.73,27.53,27.35,26.97,N/A,N/A -2012,9,6,1,30,101150,100010,98910,74.02,0,7.21,7.8,7.91,7.97,8,8.02,8.040000000000001,8.05,8.08,208.41,208.38,208.38,208.39000000000001,208.39000000000001,208.4,208.42000000000002,208.44,208.52,28.810000000000002,28.47,28.3,28.11,27.93,27.75,27.560000000000002,27.39,27.03,N/A,N/A -2012,9,6,2,30,101180,100030,98930,78.13,0,6.95,7.5,7.59,7.62,7.640000000000001,7.640000000000001,7.63,7.61,7.57,215.29,215.14000000000001,215.04,214.92000000000002,214.78,214.65,214.49,214.34,213.98000000000002,28.55,28.19,28.02,27.82,27.63,27.45,27.25,27.07,26.7,N/A,N/A -2012,9,6,3,30,101190,100050,98940,70.07000000000001,0,6.37,6.93,7.05,7.11,7.16,7.19,7.21,7.22,7.24,213.09,213.42000000000002,213.56,213.67000000000002,213.77,213.86,213.94,214.01,214.14000000000001,28.97,28.650000000000002,28.48,28.29,28.1,27.91,27.72,27.54,27.16,N/A,N/A -2012,9,6,4,30,101190,100050,98940,69.78,0,7.0200000000000005,7.57,7.7,7.78,7.84,7.890000000000001,7.930000000000001,7.97,8.05,219.5,219.42000000000002,219.44,219.46,219.48000000000002,219.5,219.51,219.52,219.48000000000002,28.87,28.55,28.39,28.2,28.02,27.84,27.66,27.48,27.13,N/A,N/A -2012,9,6,5,30,101190,100040,98940,72.63,0,7.41,8,8.1,8.13,8.14,8.13,8.11,8.08,8,221.15,221.08,221.01,220.95000000000002,220.89000000000001,220.83,220.77,220.70000000000002,220.55,28.75,28.400000000000002,28.23,28.03,27.84,27.650000000000002,27.45,27.27,26.88,N/A,N/A -2012,9,6,6,30,101250,100100,99000,75.87,0,7.48,8.1,8.21,8.25,8.27,8.26,8.25,8.22,8.15,223.71,223.73000000000002,223.72,223.68,223.65,223.61,223.57,223.52,223.42000000000002,28.580000000000002,28.22,28.04,27.84,27.650000000000002,27.46,27.26,27.07,26.69,N/A,N/A -2012,9,6,7,30,101280,100130,99030,74.92,0,6.55,7.07,7.17,7.22,7.25,7.2700000000000005,7.28,7.28,7.28,227.38,227.41,227.4,227.39000000000001,227.37,227.35,227.34,227.31,227.26,28.57,28.22,28.04,27.84,27.650000000000002,27.46,27.27,27.080000000000002,26.71,N/A,N/A -2012,9,6,8,30,101310,100170,99060,77.77,0,6.84,7.33,7.41,7.44,7.45,7.45,7.44,7.43,7.38,235.63,235.76,235.82,235.88,235.93,235.97,236.01,236.04,236.11,28.330000000000002,27.97,27.79,27.59,27.400000000000002,27.21,27.01,26.82,26.44,N/A,N/A -2012,9,6,9,30,101320,100180,99070,76.57000000000001,0,6.18,6.68,6.78,6.84,6.88,6.91,6.93,6.94,6.96,237.81,237.91,237.97,238.03,238.09,238.15,238.20000000000002,238.26,238.37,28.51,28.16,27.98,27.78,27.59,27.400000000000002,27.2,27.02,26.63,N/A,N/A -2012,9,6,10,30,101340,100190,99080,79.63,0,6.44,6.9,6.98,7.01,7.0200000000000005,7.0200000000000005,7.01,6.99,6.96,243.8,243.81,243.81,243.83,243.84,243.86,243.88,243.9,243.95000000000002,28.28,27.91,27.73,27.53,27.34,27.150000000000002,26.95,26.76,26.38,N/A,N/A -2012,9,6,11,30,101350,100200,99090,80.22,0,5.49,5.86,5.93,5.97,6,6.0200000000000005,6.04,6.05,6.0600000000000005,243.72,243.52,243.33,243.1,242.87,242.62,242.38,242.14000000000001,241.62,28.19,27.830000000000002,27.650000000000002,27.46,27.26,27.07,26.88,26.7,26.32,N/A,N/A -2012,9,6,12,30,101380,100240,99130,82.21000000000001,0,5.3100000000000005,5.65,5.7,5.73,5.74,5.75,5.74,5.74,5.72,258.96,258.4,257.99,257.58,257.21,256.85,256.49,256.16,255.51000000000002,28.21,27.84,27.66,27.46,27.26,27.07,26.88,26.69,26.310000000000002,N/A,N/A -2012,9,6,13,30,101410,100260,99150,82.65,0,5.24,5.51,5.5200000000000005,5.51,5.49,5.46,5.43,5.4,5.33,277.23,275.47,274.6,273.72,272.94,272.2,271.47,270.79,269.46,27.98,27.61,27.43,27.23,27.04,26.85,26.66,26.47,26.09,N/A,N/A -2012,9,6,14,30,101450,100300,99190,86.18,0,3.7,3.84,3.85,3.83,3.8000000000000003,3.7800000000000002,3.75,3.72,3.65,294.72,293.86,293.37,292.81,292.26,291.68,291,290.32,288.49,27.47,27.09,26.92,26.72,26.53,26.34,26.150000000000002,25.97,25.6,N/A,N/A -2012,9,6,15,30,101450,100310,99190,84.63,0,2.5,2.61,2.63,2.65,2.66,2.68,2.71,2.74,2.86,276.72,275.28000000000003,274.34000000000003,273.28000000000003,272.16,270.95,269.52,268.07,264.23,27.67,27.3,27.13,26.94,26.76,26.580000000000002,26.400000000000002,26.23,25.900000000000002,N/A,N/A -2012,9,6,16,30,101470,100320,99210,83.61,0,2.84,3,3.0300000000000002,3.0500000000000003,3.0700000000000003,3.09,3.1,3.12,3.15,266.96,266.43,266.23,266.02,265.84000000000003,265.66,265.47,265.27,264.86,27.87,27.5,27.32,27.12,26.92,26.740000000000002,26.54,26.35,25.98,N/A,N/A -2012,9,6,17,30,101440,100290,99180,82.24,0,2.93,3.12,3.17,3.21,3.25,3.2800000000000002,3.31,3.34,3.39,242.77,242.84,242.9,242.96,243,243.04,243.07,243.1,243.12,28.11,27.740000000000002,27.560000000000002,27.36,27.17,26.98,26.78,26.6,26.22,N/A,N/A -2012,9,6,18,30,101420,100280,99170,82.67,0,3.48,3.67,3.7,3.73,3.75,3.77,3.79,3.81,3.88,214.37,214.9,215.25,215.65,216.07,216.52,217.07,217.64000000000001,219.25,28.22,27.85,27.68,27.48,27.3,27.12,26.93,26.75,26.41,N/A,N/A -2012,9,6,19,30,101380,100230,99120,80.43,0,3.92,4.15,4.2,4.22,4.23,4.24,4.24,4.25,4.25,208.05,208.46,208.68,208.9,209.12,209.34,209.59,209.83,210.42000000000002,28.55,28.19,28.01,27.810000000000002,27.63,27.44,27.25,27.060000000000002,26.69,N/A,N/A -2012,9,6,20,30,101350,100200,99100,78.91,0,4.96,5.26,5.29,5.3,5.29,5.28,5.26,5.23,5.17,215.42000000000002,215.41,215.4,215.38,215.37,215.35,215.33,215.31,215.28,28.71,28.36,28.18,27.98,27.79,27.6,27.41,27.22,26.84,N/A,N/A -2012,9,6,21,30,101310,100170,99060,81.15,0,5.34,5.65,5.69,5.69,5.68,5.66,5.62,5.59,5.5,209.9,209.78,209.67000000000002,209.57,209.47,209.36,209.24,209.11,208.81,28.54,28.18,28.01,27.8,27.61,27.42,27.23,27.04,26.66,N/A,N/A -2012,9,6,22,30,101280,100140,99030,80.17,0,5.5600000000000005,5.93,5.99,6,6.01,6,5.98,5.96,5.91,213.17000000000002,213.27,213.26,213.26,213.26,213.26,213.25,213.25,213.21,28.55,28.21,28.04,27.84,27.650000000000002,27.46,27.28,27.09,26.73,N/A,N/A -2012,9,6,23,30,101250,100110,99010,79.73,0,6.48,6.94,7.01,7.03,7.03,7.0200000000000005,7,6.98,6.92,215.23000000000002,215.28,215.27,215.24,215.21,215.18,215.14000000000001,215.09,214.96,28.560000000000002,28.21,28.04,27.84,27.650000000000002,27.46,27.28,27.09,26.72,N/A,N/A -2012,9,7,0,30,101210,100070,98960,79.91,0,7.25,7.78,7.86,7.87,7.86,7.82,7.78,7.72,7.58,219.78,219.75,219.75,219.73000000000002,219.71,219.68,219.63,219.57,219.39000000000001,28.5,28.14,27.97,27.77,27.580000000000002,27.39,27.2,27.02,26.650000000000002,N/A,N/A -2012,9,7,1,30,101220,100070,98970,78.26,0,6.7700000000000005,7.2700000000000005,7.36,7.38,7.390000000000001,7.37,7.3500000000000005,7.32,7.23,221,221.01,221.02,221.01,221.01,221.01,220.99,220.97,220.88,28.580000000000002,28.240000000000002,28.07,27.87,27.68,27.5,27.310000000000002,27.13,26.76,N/A,N/A -2012,9,7,2,30,101200,100060,98950,79.11,0,6,6.44,6.5200000000000005,6.5600000000000005,6.58,6.6000000000000005,6.6000000000000005,6.61,6.62,219.5,219.62,219.67000000000002,219.72,219.76,219.79,219.83,219.86,219.93,28.53,28.18,28.01,27.810000000000002,27.63,27.45,27.26,27.09,26.740000000000002,N/A,N/A -2012,9,7,3,30,101210,100060,98960,76.74,0,6.45,6.91,6.99,7.01,7.0200000000000005,7.01,6.99,6.97,6.91,226.51,226.51,226.49,226.47,226.46,226.44,226.42000000000002,226.41,226.38,28.53,28.19,28.01,27.82,27.63,27.45,27.26,27.080000000000002,26.71,N/A,N/A -2012,9,7,4,30,101210,100060,98960,77.85000000000001,0,6.29,6.74,6.8,6.82,6.82,6.8100000000000005,6.79,6.7700000000000005,6.71,228.69,228.69,228.69,228.68,228.66,228.63,228.6,228.56,228.47,28.47,28.12,27.95,27.75,27.560000000000002,27.37,27.18,26.990000000000002,26.61,N/A,N/A -2012,9,7,5,30,101220,100070,98960,74.14,0,6.41,6.88,6.97,7,7.0200000000000005,7.0200000000000005,7.01,7,6.96,232.47,232.58,232.61,232.64000000000001,232.66,232.69,232.70000000000002,232.71,232.69,28.6,28.26,28.09,27.89,27.7,27.51,27.32,27.14,26.76,N/A,N/A -2012,9,7,6,30,101240,100100,98990,71.85000000000001,0,5.98,6.43,6.5200000000000005,6.5600000000000005,6.59,6.61,6.62,6.63,6.65,237.59,237.73000000000002,237.8,237.87,237.93,237.99,238.06,238.12,238.26,28.77,28.44,28.28,28.080000000000002,27.900000000000002,27.72,27.53,27.35,26.98,N/A,N/A -2012,9,7,7,30,101260,100120,99010,75.32000000000001,0,6.2700000000000005,6.71,6.78,6.79,6.78,6.76,6.73,6.69,6.6000000000000005,238,238.16,238.22,238.29,238.35,238.41,238.47,238.51,238.64000000000001,28.57,28.22,28.05,27.85,27.66,27.47,27.28,27.09,26.71,N/A,N/A -2012,9,7,8,30,101250,100100,99000,71.67,0,6.38,6.88,6.97,7.01,7.03,7.03,7.0200000000000005,7,6.96,244.59,244.65,244.74,244.86,244.97,245.08,245.19,245.31,245.57,28.73,28.400000000000002,28.23,28.03,27.84,27.650000000000002,27.46,27.27,26.89,N/A,N/A -2012,9,7,9,30,101280,100140,99030,75.78,0,5.97,6.390000000000001,6.46,6.49,6.5,6.5,6.49,6.48,6.45,243.57,243.87,243.96,244.05,244.12,244.20000000000002,244.28,244.34,244.49,28.44,28.09,27.92,27.72,27.53,27.34,27.150000000000002,26.96,26.580000000000002,N/A,N/A -2012,9,7,10,30,101270,100130,99020,78.99,0,6.24,6.68,6.76,6.79,6.8,6.8,6.78,6.7700000000000005,6.72,251.02,251.33,251.54,251.75,251.95000000000002,252.13,252.31,252.49,252.84,28.25,27.88,27.7,27.5,27.310000000000002,27.11,26.92,26.73,26.34,N/A,N/A -2012,9,7,11,30,101300,100160,99050,80.66,0,5.74,6.11,6.17,6.18,6.19,6.18,6.17,6.15,6.11,267.18,266.66,266.39,266.11,265.88,265.64,265.41,265.19,264.74,28.02,27.650000000000002,27.47,27.26,27.07,26.88,26.69,26.5,26.12,N/A,N/A -2012,9,7,12,30,101300,100150,99040,82.64,0,5.75,6.11,6.17,6.2,6.2,6.2,6.19,6.17,6.140000000000001,266.83,266.42,266.18,265.94,265.71,265.49,265.26,265.05,264.6,27.69,27.3,27.12,26.92,26.73,26.53,26.34,26.150000000000002,25.77,N/A,N/A -2012,9,7,13,30,101320,100170,99060,80.97,0,5.17,5.49,5.55,5.57,5.58,5.58,5.58,5.57,5.55,267.73,267.17,266.84000000000003,266.5,266.19,265.88,265.57,265.26,264.63,27.7,27.32,27.14,26.93,26.740000000000002,26.55,26.35,26.17,25.79,N/A,N/A -2012,9,7,14,30,101340,100190,99080,81.88,0,4.98,5.26,5.3100000000000005,5.32,5.32,5.32,5.3,5.29,5.26,274.17,273.89,273.69,273.49,273.3,273.12,272.91,272.72,272.26,27.48,27.09,26.91,26.71,26.51,26.32,26.13,25.94,25.560000000000002,N/A,N/A -2012,9,7,15,30,101330,100180,99070,81.07000000000001,0,4.69,4.99,5.05,5.09,5.11,5.13,5.15,5.15,5.17,269.71,269.2,268.94,268.69,268.46,268.26,268.05,267.85,267.44,27.57,27.18,26.990000000000002,26.79,26.6,26.41,26.21,26.03,25.650000000000002,N/A,N/A -2012,9,7,16,30,101350,100200,99090,78.33,0,4.57,4.86,4.93,4.96,4.98,5,5.01,5.0200000000000005,5.03,259.71,259.68,259.72,259.77,259.82,259.87,259.93,259.99,260.1,27.86,27.48,27.3,27.1,26.900000000000002,26.71,26.52,26.330000000000002,25.95,N/A,N/A -2012,9,7,17,30,101320,100170,99060,78.36,0,3.98,4.21,4.25,4.26,4.2700000000000005,4.28,4.28,4.29,4.29,234.28,234.26,234.29,234.32,234.37,234.43,234.52,234.62,235.05,28,27.63,27.46,27.27,27.09,26.91,26.73,26.560000000000002,26.23,N/A,N/A -2012,9,7,18,30,101260,100120,99010,74.74,0,4.51,4.75,4.7700000000000005,4.7700000000000005,4.76,4.74,4.71,4.68,4.61,211.70000000000002,212.01,212.25,212.49,212.73000000000002,212.97,213.24,213.51,214.23000000000002,28.39,28.03,27.86,27.67,27.490000000000002,27.3,27.12,26.95,26.6,N/A,N/A -2012,9,7,19,30,101260,100120,99010,73.24,0,4.05,4.2700000000000005,4.3,4.3,4.29,4.28,4.25,4.23,4.15,211.36,211.66,211.8,211.94,212.09,212.23000000000002,212.39000000000001,212.53,212.9,28.62,28.27,28.1,27.91,27.72,27.54,27.36,27.18,26.82,N/A,N/A -2012,9,7,20,30,101190,100040,98940,73.86,0,5.18,5.48,5.51,5.51,5.49,5.47,5.43,5.39,5.29,209.8,209.86,209.9,209.93,209.96,209.98000000000002,210,210.02,210.02,28.64,28.29,28.12,27.93,27.740000000000002,27.55,27.36,27.19,26.82,N/A,N/A -2012,9,7,21,30,101170,100030,98920,76.16,0,5.64,6,6.05,6.05,6.04,6.0200000000000005,5.98,5.95,5.87,210.92000000000002,210.95000000000002,210.95000000000002,210.95000000000002,210.95000000000002,210.93,210.91,210.88,210.81,28.51,28.16,27.990000000000002,27.79,27.6,27.41,27.22,27.03,26.66,N/A,N/A -2012,9,7,22,30,101130,99990,98880,77.47,0,6.23,6.67,6.74,6.75,6.76,6.75,6.74,6.71,6.66,207.74,207.8,207.83,207.86,207.87,207.89000000000001,207.91,207.92000000000002,207.93,28.45,28.1,27.93,27.73,27.54,27.36,27.16,26.98,26.6,N/A,N/A -2012,9,7,23,30,101090,99950,98840,76.38,0,6.11,6.5600000000000005,6.65,6.68,6.7,6.71,6.7,6.7,6.67,210.29,210.35,210.37,210.39000000000001,210.4,210.41,210.4,210.38,210.33,28.53,28.19,28.02,27.82,27.63,27.44,27.25,27.07,26.7,N/A,N/A -2012,9,8,0,30,101070,99930,98820,76.34,0,5.8100000000000005,6.22,6.3,6.32,6.33,6.33,6.32,6.3100000000000005,6.2700000000000005,217.57,217.65,217.71,217.76,217.81,217.85,217.89000000000001,217.94,218.02,28.490000000000002,28.150000000000002,27.97,27.77,27.59,27.39,27.2,27.02,26.64,N/A,N/A -2012,9,8,1,30,101060,99910,98810,76.92,0,5.83,6.25,6.32,6.3500000000000005,6.36,6.36,6.3500000000000005,6.34,6.3,217.58,217.59,217.63,217.67000000000002,217.69,217.70000000000002,217.71,217.71,217.70000000000002,28.490000000000002,28.14,27.97,27.77,27.580000000000002,27.39,27.2,27.02,26.64,N/A,N/A -2012,9,8,2,30,101040,99900,98790,78.62,0,6.4,6.87,6.95,6.98,6.99,6.99,6.98,6.96,6.92,222.39000000000001,222.44,222.47,222.5,222.51,222.53,222.53,222.54,222.54,28.43,28.080000000000002,27.91,27.71,27.52,27.330000000000002,27.14,26.96,26.580000000000002,N/A,N/A -2012,9,8,3,30,101030,99890,98790,77.63,0,6.68,7.19,7.28,7.3100000000000005,7.32,7.32,7.3100000000000005,7.29,7.24,227.73000000000002,227.81,227.85,227.88,227.91,227.94,227.97,228,228.07,28.46,28.11,27.94,27.740000000000002,27.55,27.36,27.17,26.990000000000002,26.61,N/A,N/A -2012,9,8,4,30,101020,99880,98780,78.4,0,6.79,7.28,7.36,7.390000000000001,7.390000000000001,7.38,7.36,7.33,7.2700000000000005,229.75,229.74,229.75,229.75,229.74,229.74,229.72,229.70000000000002,229.67000000000002,28.400000000000002,28.05,27.88,27.68,27.490000000000002,27.3,27.1,26.92,26.54,N/A,N/A -2012,9,8,5,30,101040,99900,98790,78.41,0,7.01,7.57,7.69,7.74,7.78,7.79,7.8,7.8100000000000005,7.8,231.19,231.27,231.31,231.34,231.37,231.4,231.42000000000002,231.45000000000002,231.5,28.48,28.13,27.95,27.75,27.57,27.38,27.18,27,26.63,N/A,N/A -2012,9,8,6,30,101060,99920,98810,76.59,0,6.3100000000000005,6.78,6.87,6.9,6.92,6.93,6.92,6.92,6.890000000000001,243.48000000000002,243.43,243.41,243.39000000000001,243.37,243.34,243.32,243.3,243.27,28.54,28.19,28.01,27.82,27.63,27.44,27.25,27.060000000000002,26.69,N/A,N/A -2012,9,8,7,30,101090,99950,98850,75.59,0,6.51,7,7.1000000000000005,7.140000000000001,7.16,7.17,7.18,7.18,7.17,235.15,235.24,235.3,235.36,235.43,235.49,235.57,235.64000000000001,235.8,28.68,28.330000000000002,28.16,27.96,27.77,27.59,27.39,27.21,26.84,N/A,N/A -2012,9,8,8,30,101150,100010,98900,76.28,0,5.98,6.45,6.53,6.58,6.6000000000000005,6.61,6.61,6.61,6.59,243.22,243.32,243.38,243.44,243.5,243.56,243.63,243.71,243.86,28.62,28.27,28.09,27.900000000000002,27.71,27.51,27.32,27.13,26.75,N/A,N/A -2012,9,8,9,30,101150,100010,98900,76.25,0,6.68,7.22,7.33,7.390000000000001,7.42,7.44,7.45,7.45,7.45,248.96,249.07,249.14000000000001,249.23000000000002,249.31,249.4,249.49,249.57,249.76000000000002,28.64,28.29,28.11,27.91,27.72,27.53,27.34,27.150000000000002,26.77,N/A,N/A -2012,9,8,10,30,101180,100040,98930,76.78,0,6.83,7.390000000000001,7.51,7.5600000000000005,7.6000000000000005,7.62,7.62,7.63,7.61,250.81,250.77,250.79,250.81,250.85,250.9,250.94,250.99,251.11,28.6,28.25,28.07,27.87,27.68,27.490000000000002,27.29,27.1,26.72,N/A,N/A -2012,9,8,11,30,101230,100080,98980,77.15,0,6.04,6.5,6.6000000000000005,6.65,6.69,6.71,6.73,6.75,6.7700000000000005,267.33,266.81,266.5,266.17,265.88,265.58,265.28000000000003,264.98,264.36,28.52,28.17,27.990000000000002,27.79,27.61,27.42,27.22,27.04,26.66,N/A,N/A -2012,9,8,12,30,101300,100150,99040,77.46000000000001,0,7.62,8.23,8.35,8.4,8.44,8.45,8.45,8.44,8.42,284.79,284.40000000000003,284.14,283.87,283.63,283.39,283.15000000000003,282.92,282.45,28.19,27.810000000000002,27.63,27.42,27.23,27.04,26.85,26.66,26.28,N/A,N/A -2012,9,8,13,30,101340,100190,99070,79.51,0,8.13,8.76,8.89,8.950000000000001,8.98,9,9,9,8.98,290.81,290.77,290.7,290.63,290.56,290.49,290.42,290.34000000000003,290.18,27.37,26.94,26.75,26.54,26.35,26.16,25.96,25.78,25.400000000000002,N/A,N/A -2012,9,8,14,30,101360,100210,99090,79.12,0,6.92,7.41,7.51,7.5600000000000005,7.59,7.61,7.62,7.62,7.63,295.89,296.09000000000003,296.22,296.36,296.49,296.61,296.74,296.86,297.13,27.060000000000002,26.63,26.44,26.240000000000002,26.04,25.86,25.66,25.48,25.11,N/A,N/A -2012,9,8,15,30,101360,100210,99100,75.24,0,5.69,6.09,6.18,6.24,6.28,6.3100000000000005,6.34,6.36,6.390000000000001,307.97,308.11,308.19,308.24,308.29,308.33,308.35,308.37,308.38,27.59,27.2,27.01,26.810000000000002,26.62,26.43,26.23,26.05,25.67,N/A,N/A -2012,9,8,16,30,101340,100200,99090,67.99,0,5.86,6.25,6.32,6.34,6.3500000000000005,6.34,6.34,6.33,6.32,318.75,317.99,317.54,317.08,316.66,316.25,315.82,315.41,314.56,28.38,28.04,27.87,27.68,27.5,27.32,27.13,26.96,26.6,N/A,N/A -2012,9,8,17,30,101340,100190,99080,67.33,0,5.57,6.03,6.13,6.2,6.26,6.3,6.33,6.36,6.41,320.74,321.46,321.85,322.23,322.57,322.89,323.19,323.47,324.02,28.91,28.580000000000002,28.42,28.22,28.04,27.85,27.650000000000002,27.47,27.09,N/A,N/A -2012,9,8,18,30,101320,100180,99070,63.28,0,4.96,5.42,5.53,5.61,5.67,5.72,5.76,5.8,5.88,318.38,319.09000000000003,319.53000000000003,319.92,320.27,320.6,320.91,321.21,321.79,29.63,29.35,29.2,29,28.82,28.63,28.44,28.26,27.88,N/A,N/A -2012,9,8,19,30,101280,100140,99040,60.980000000000004,0,5,5.48,5.6000000000000005,5.68,5.74,5.79,5.83,5.87,5.94,331.31,331.13,331.03000000000003,330.92,330.83,330.74,330.65000000000003,330.57,330.37,30.240000000000002,30,29.85,29.67,29.490000000000002,29.310000000000002,29.12,28.94,28.57,N/A,N/A -2012,9,8,20,30,101250,100110,99010,60,0,4.48,4.93,5.05,5.13,5.2,5.26,5.32,5.37,5.49,332.79,332.71,332.71,332.69,332.67,332.66,332.64,332.63,332.64,30.68,30.490000000000002,30.36,30.18,30.01,29.84,29.66,29.490000000000002,29.14,N/A,N/A -2012,9,8,21,30,101210,100080,98980,60.58,0,4.78,5.24,5.3500000000000005,5.43,5.5,5.57,5.67,5.79,6.12,325.66,326.01,326.26,326.54,326.85,327.23,327.83,328.51,331.28000000000003,31.060000000000002,30.93,30.82,30.67,30.52,30.37,30.23,30.1,29.84,N/A,N/A -2012,9,8,22,30,101200,100070,98970,72.62,0,8.51,9.47,9.69,9.81,9.89,9.93,9.950000000000001,9.96,9.92,351.63,352.3,352.55,352.78000000000003,352.97,353.15000000000003,353.32,353.48,353.76,30.48,30.29,30.16,29.98,29.810000000000002,29.64,29.46,29.29,28.94,N/A,N/A -2012,9,8,23,30,101230,100100,99000,71.16,0,8.2,9.06,9.26,9.370000000000001,9.44,9.48,9.49,9.5,9.49,357.81,358.08,358.23,358.37,358.49,358.6,358.7,358.8,358.99,30.330000000000002,30.13,29.990000000000002,29.810000000000002,29.64,29.46,29.28,29.1,28.73,N/A,N/A -2012,9,9,0,30,101280,100140,99040,70.10000000000001,0,8.49,9.34,9.540000000000001,9.66,9.74,9.790000000000001,9.83,9.86,9.89,3.62,3.74,3.77,3.8000000000000003,3.8200000000000003,3.83,3.85,3.86,3.88,29.93,29.68,29.53,29.34,29.16,28.97,28.78,28.6,28.22,N/A,N/A -2012,9,9,1,30,101350,100210,99100,73.2,0,10.61,11.65,11.88,12,12.08,12.13,12.15,12.17,12.17,11.85,12.22,12.42,12.61,12.77,12.93,13.08,13.22,13.49,28.62,28.26,28.080000000000002,27.87,27.68,27.490000000000002,27.29,27.11,26.73,N/A,N/A -2012,9,9,2,30,101390,100240,99130,75.16,0,11.43,12.530000000000001,12.790000000000001,12.91,12.99,13.040000000000001,13.07,13.08,13.07,17.62,17.69,17.72,17.75,17.78,17.8,17.830000000000002,17.85,17.900000000000002,27.580000000000002,27.14,26.94,26.73,26.53,26.330000000000002,26.13,25.95,25.560000000000002,N/A,N/A -2012,9,9,3,30,101440,100290,99170,75.16,0,10.34,11.290000000000001,11.5,11.620000000000001,11.69,11.74,11.77,11.8,11.81,27.7,27.91,27.990000000000002,28.07,28.14,28.21,28.27,28.330000000000002,28.45,27.27,26.810000000000002,26.62,26.41,26.2,26.01,25.810000000000002,25.62,25.23,N/A,N/A -2012,9,9,4,30,101470,100310,99190,72.96000000000001,0,10.13,11.05,11.27,11.39,11.47,11.52,11.56,11.59,11.620000000000001,33.06,33.22,33.29,33.36,33.42,33.480000000000004,33.54,33.59,33.69,27.19,26.73,26.53,26.32,26.12,25.92,25.72,25.53,25.14,N/A,N/A -2012,9,9,5,30,101470,100310,99200,71.68,0,10.32,11.27,11.5,11.61,11.69,11.74,11.78,11.8,11.83,33.6,33.79,33.94,34.07,34.18,34.29,34.4,34.5,34.7,27.11,26.650000000000002,26.45,26.23,26.03,25.84,25.63,25.44,25.05,N/A,N/A -2012,9,9,6,30,101530,100370,99250,73.63,0,9.71,10.53,10.72,10.82,10.870000000000001,10.91,10.93,10.950000000000001,10.950000000000001,39.32,39.71,39.93,40.15,40.34,40.51,40.69,40.85,41.18,26.830000000000002,26.35,26.16,25.94,25.740000000000002,25.54,25.34,25.150000000000002,24.76,N/A,N/A -2012,9,9,7,30,101570,100410,99290,70.78,0,9.31,10.09,10.25,10.34,10.39,10.43,10.44,10.46,10.46,38.54,39,39.28,39.56,39.800000000000004,40.04,40.27,40.47,40.89,26.740000000000002,26.26,26.05,25.84,25.64,25.44,25.240000000000002,25.05,24.66,N/A,N/A -2012,9,9,8,30,101600,100440,99320,69.11,0,9.94,10.81,11,11.11,11.19,11.24,11.27,11.290000000000001,11.32,47.15,47.25,47.31,47.36,47.39,47.42,47.44,47.46,47.480000000000004,26.47,25.97,25.76,25.55,25.34,25.14,24.93,24.740000000000002,24.35,N/A,N/A -2012,9,9,9,30,101630,100470,99340,65.8,0,9.6,10.38,10.55,10.64,10.700000000000001,10.73,10.75,10.76,10.77,45.06,45.19,45.27,45.34,45.4,45.46,45.52,45.57,45.68,26.16,25.650000000000002,25.45,25.23,25.02,24.830000000000002,24.62,24.43,24.04,N/A,N/A -2012,9,9,10,30,101650,100490,99360,68.41,0,9.32,10.06,10.23,10.31,10.36,10.4,10.42,10.43,10.44,44.85,45.03,45.13,45.230000000000004,45.31,45.39,45.47,45.54,45.68,25.73,25.2,24.98,24.76,24.560000000000002,24.36,24.150000000000002,23.96,23.56,N/A,N/A -2012,9,9,11,30,101710,100540,99410,67.95,0,8.82,9.46,9.59,9.64,9.67,9.69,9.700000000000001,9.700000000000001,9.68,39.46,39.95,40.25,40.54,40.79,41.03,41.26,41.480000000000004,41.92,25.35,24.82,24.6,24.38,24.18,23.98,23.78,23.59,23.19,N/A,N/A -2012,9,9,12,30,101750,100580,99450,65.11,0,8.44,9.02,9.13,9.17,9.19,9.200000000000001,9.19,9.18,9.14,38.160000000000004,38.6,38.86,39.11,39.33,39.54,39.76,39.95,40.35,25.04,24.5,24.28,24.07,23.86,23.66,23.46,23.27,22.88,N/A,N/A -2012,9,9,13,30,101760,100590,99460,64.32000000000001,0,8.55,9.14,9.25,9.290000000000001,9.31,9.32,9.31,9.3,9.27,35.68,36.06,36.28,36.49,36.68,36.85,37.03,37.19,37.52,24.79,24.240000000000002,24.02,23.81,23.6,23.400000000000002,23.2,23.01,22.62,N/A,N/A -2012,9,9,14,30,101810,100640,99500,62.28,0,8.07,8.6,8.69,8.73,8.74,8.75,8.74,8.73,8.700000000000001,34.93,35.29,35.51,35.71,35.89,36.050000000000004,36.22,36.37,36.67,24.62,24.060000000000002,23.85,23.63,23.42,23.23,23.02,22.84,22.44,N/A,N/A -2012,9,9,15,30,101820,100650,99520,58.69,0,7.87,8.41,8.51,8.55,8.58,8.59,8.59,8.59,8.58,34.77,35.01,35.15,35.29,35.410000000000004,35.52,35.62,35.72,35.93,24.75,24.21,23.990000000000002,23.78,23.57,23.38,23.17,22.98,22.59,N/A,N/A -2012,9,9,16,30,101840,100670,99530,53.72,0,6.93,7.390000000000001,7.49,7.54,7.57,7.6000000000000005,7.61,7.62,7.640000000000001,35.11,35.21,35.28,35.33,35.37,35.4,35.43,35.46,35.51,25.060000000000002,24.55,24.34,24.13,23.92,23.73,23.53,23.34,22.94,N/A,N/A -2012,9,9,17,30,101810,100640,99500,50.15,0,5.03,5.36,5.44,5.49,5.53,5.57,5.6000000000000005,5.62,5.67,37.97,37.5,37.22,36.96,36.71,36.47,36.230000000000004,36.01,35.54,25.53,25.07,24.87,24.66,24.46,24.27,24.060000000000002,23.88,23.490000000000002,N/A,N/A -2012,9,9,18,30,101780,100620,99490,48.01,0,4.12,4.4,4.47,4.54,4.58,4.63,4.67,4.71,4.79,43.7,42.230000000000004,41.37,40.57,39.85,39.19,38.56,37.980000000000004,36.82,26.240000000000002,25.810000000000002,25.63,25.42,25.23,25.04,24.84,24.650000000000002,24.26,N/A,N/A -2012,9,9,19,30,101760,100600,99470,45.87,0,3.19,3.35,3.38,3.41,3.43,3.45,3.48,3.5,3.5500000000000003,63.76,60.5,58.53,56.74,55.13,53.65,52.230000000000004,50.93,48.42,26.93,26.55,26.37,26.17,25.98,25.8,25.6,25.42,25.03,N/A,N/A -2012,9,9,20,30,101710,100550,99420,49.910000000000004,0,3.29,3.42,3.42,3.41,3.39,3.38,3.36,3.35,3.31,82.82000000000001,81.82000000000001,81.13,80.43,79.75,79.09,78.36,77.69,76.09,26.79,26.400000000000002,26.22,26.02,25.830000000000002,25.64,25.44,25.26,24.88,N/A,N/A -2012,9,9,21,30,101680,100520,99390,49.46,0,2.75,2.86,2.87,2.87,2.86,2.85,2.85,2.84,2.82,83.19,82.17,81.58,80.96000000000001,80.37,79.82000000000001,79.21000000000001,78.64,77.35000000000001,27.04,26.66,26.48,26.28,26.09,25.900000000000002,25.7,25.52,25.13,N/A,N/A -2012,9,9,22,30,101650,100490,99360,48.39,0,2.05,2.16,2.18,2.2,2.22,2.23,2.24,2.2600000000000002,2.29,79.57000000000001,78.42,77.7,76.99,76.31,75.65,74.97,74.33,72.84,27.34,26.97,26.79,26.59,26.400000000000002,26.21,26.02,25.830000000000002,25.45,N/A,N/A -2012,9,9,23,30,101640,100480,99360,47.95,0,1.1500000000000001,1.21,1.24,1.25,1.28,1.29,1.31,1.33,1.3800000000000001,96.27,94.27,93.15,92.06,91.03,90.04,88.99,87.99,85.83,27.580000000000002,27.23,27.05,26.85,26.66,26.47,26.28,26.09,25.71,N/A,N/A -2012,9,10,0,30,101640,100480,99360,48.82,0,0.99,1.11,1.17,1.23,1.28,1.34,1.4000000000000001,1.45,1.57,350.34000000000003,352.13,353.2,354.13,354.94,355.65000000000003,356.32,356.93,358.08,27.810000000000002,27.46,27.29,27.09,26.900000000000002,26.71,26.52,26.34,25.95,N/A,N/A -2012,9,10,1,30,101640,100490,99370,47.54,0,6.8100000000000005,7.2,7.22,7.2,7.17,7.13,7.08,7.03,6.93,28.54,28.44,28.39,28.35,28.32,28.3,28.29,28.27,28.28,28.14,27.78,27.6,27.400000000000002,27.21,27.02,26.82,26.64,26.25,N/A,N/A -2012,9,10,2,30,101660,100510,99380,51.81,0,7.17,7.66,7.74,7.7700000000000005,7.78,7.78,7.7700000000000005,7.76,7.72,26.63,26.85,26.93,27.02,27.09,27.150000000000002,27.22,27.29,27.42,27.51,27.11,26.92,26.72,26.52,26.34,26.13,25.95,25.560000000000002,N/A,N/A -2012,9,10,3,30,101700,100540,99420,51.81,0,6.69,7.13,7.21,7.24,7.25,7.25,7.24,7.24,7.21,35.22,35.36,35.43,35.5,35.56,35.62,35.68,35.74,35.87,27.3,26.89,26.71,26.5,26.310000000000002,26.11,25.91,25.73,25.34,N/A,N/A -2012,9,10,4,30,101680,100520,99400,53.64,0,5.72,6.05,6.11,6.13,6.13,6.140000000000001,6.13,6.13,6.1000000000000005,40.38,40.67,40.85,41.01,41.17,41.300000000000004,41.45,41.57,41.84,27.14,26.740000000000002,26.55,26.34,26.150000000000002,25.96,25.76,25.57,25.18,N/A,N/A -2012,9,10,5,30,101690,100530,99410,54.730000000000004,0,5.36,5.68,5.73,5.76,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.7700000000000005,5.76,48.89,49.17,49.32,49.47,49.59,49.71,49.83,49.94,50.15,27.14,26.73,26.54,26.34,26.14,25.95,25.75,25.560000000000002,25.17,N/A,N/A -2012,9,10,6,30,101700,100540,99420,54.65,0,5.2,5.5,5.55,5.5600000000000005,5.57,5.57,5.57,5.57,5.55,55.63,55.88,56.06,56.24,56.39,56.54,56.7,56.83,57.11,27.02,26.62,26.44,26.240000000000002,26.04,25.85,25.650000000000002,25.46,25.07,N/A,N/A -2012,9,10,7,30,101720,100560,99430,54.03,0,5.63,5.97,6.03,6.05,6.0600000000000005,6.0600000000000005,6.0600000000000005,6.0600000000000005,6.04,63.24,63.03,62.89,62.76,62.63,62.52,62.4,62.300000000000004,62.1,27.01,26.61,26.42,26.22,26.02,25.830000000000002,25.63,25.44,25.05,N/A,N/A -2012,9,10,8,30,101720,100560,99430,54.61,0,5.25,5.55,5.6000000000000005,5.62,5.62,5.62,5.61,5.61,5.59,49.6,50.09,50.43,50.76,51.06,51.34,51.620000000000005,51.88,52.4,26.88,26.48,26.29,26.09,25.89,25.7,25.5,25.310000000000002,24.92,N/A,N/A -2012,9,10,9,30,101730,100570,99440,54.27,0,4.89,5.15,5.19,5.21,5.22,5.22,5.22,5.22,5.21,72.93,72,71.41,70.84,70.31,69.82000000000001,69.33,68.88,67.96000000000001,26.76,26.35,26.16,25.96,25.76,25.57,25.37,25.18,24.78,N/A,N/A -2012,9,10,10,30,101740,100580,99450,56.980000000000004,0,5.83,6.16,6.21,6.23,6.23,6.23,6.22,6.2,6.17,49.67,49.92,50.08,50.22,50.35,50.47,50.59,50.7,50.92,26.61,26.19,26,25.79,25.59,25.400000000000002,25.2,25.01,24.61,N/A,N/A -2012,9,10,11,30,101750,100590,99460,56.88,0,5.3500000000000005,5.64,5.67,5.68,5.68,5.68,5.67,5.66,5.63,66.8,66.22,65.83,65.44,65.08,64.75,64.41,64.11,63.480000000000004,26.44,26.02,25.830000000000002,25.62,25.42,25.22,25.02,24.830000000000002,24.44,N/A,N/A -2012,9,10,12,30,101790,100620,99490,54.59,0,3.96,4.19,4.23,4.25,4.2700000000000005,4.28,4.29,4.29,4.3,46.01,46.92,47.52,48.09,48.620000000000005,49.120000000000005,49.61,50.07,51,26.26,25.85,25.66,25.45,25.26,25.060000000000002,24.86,24.67,24.28,N/A,N/A -2012,9,10,13,30,101800,100630,99500,57.1,0,4.94,5.08,5.04,4.98,4.92,4.86,4.8100000000000005,4.75,4.65,75.13,74.51,74.05,73.58,73.14,72.72,72.28,71.86,71.01,26.13,25.7,25.51,25.310000000000002,25.11,24.92,24.72,24.53,24.14,N/A,N/A -2012,9,10,14,30,101840,100670,99550,59.18,0,4.89,5.18,5.24,5.28,5.3,5.32,5.34,5.3500000000000005,5.37,65.02,65.33,65.31,65.25,65.17,65.08,64.98,64.88,64.65,26.080000000000002,25.650000000000002,25.46,25.25,25.05,24.85,24.650000000000002,24.46,24.07,N/A,N/A -2012,9,10,15,30,101850,100690,99560,60.160000000000004,0,4.96,5.24,5.29,5.32,5.34,5.36,5.37,5.38,5.4,74.96000000000001,73.77,73.10000000000001,72.48,71.94,71.45,70.97,70.55,69.71000000000001,26.05,25.61,25.42,25.21,25.01,24.82,24.61,24.43,24.03,N/A,N/A -2012,9,10,16,30,101870,100700,99570,60.85,0,5.6000000000000005,5.91,5.96,5.98,5.98,5.98,5.98,5.97,5.95,65.65,65.5,65.41,65.33,65.25,65.17,65.1,65.03,64.89,25.96,25.51,25.32,25.11,24.91,24.71,24.51,24.32,23.92,N/A,N/A -2012,9,10,17,30,101850,100690,99560,64.04,0,6.43,6.82,6.890000000000001,6.91,6.92,6.93,6.93,6.92,6.91,50.02,50.85,51.32,51.77,52.2,52.59,52.980000000000004,53.35,54.1,25.76,25.3,25.1,24.89,24.68,24.490000000000002,24.29,24.1,23.71,N/A,N/A -2012,9,10,18,30,101830,100670,99540,63.85,0,5.04,5.29,5.32,5.33,5.33,5.32,5.3,5.29,5.26,72.15,72.75,73.04,73.31,73.54,73.76,73.98,74.17,74.54,25.84,25.400000000000002,25.2,25,24.8,24.6,24.400000000000002,24.21,23.82,N/A,N/A -2012,9,10,19,30,101820,100660,99530,59.31,0,4.38,4.59,4.62,4.63,4.63,4.63,4.62,4.61,4.59,98.14,97.95,97.85000000000001,97.74000000000001,97.63,97.53,97.42,97.31,97.07000000000001,26.060000000000002,25.64,25.45,25.25,25.05,24.86,24.66,24.47,24.080000000000002,N/A,N/A -2012,9,10,20,30,101770,100600,99480,60,0,4.44,4.69,4.74,4.7700000000000005,4.79,4.8,4.8100000000000005,4.82,4.82,101.8,101.44,101.23,101.02,100.82000000000001,100.65,100.47,100.3,99.94,26.14,25.72,25.53,25.32,25.12,24.93,24.73,24.54,24.16,N/A,N/A -2012,9,10,21,30,101750,100580,99460,57.84,0,4.25,4.49,4.54,4.5600000000000005,4.57,4.59,4.6000000000000005,4.6000000000000005,4.61,104.92,104.63,104.46000000000001,104.3,104.15,103.99000000000001,103.84,103.69,103.38,26.36,25.95,25.76,25.560000000000002,25.36,25.17,24.97,24.78,24.39,N/A,N/A -2012,9,10,22,30,101720,100550,99430,55.82,0,4.73,5.0200000000000005,5.07,5.11,5.13,5.15,5.16,5.17,5.19,103.63,103.26,103.04,102.82000000000001,102.61,102.41,102.19,101.99000000000001,101.56,26.560000000000002,26.150000000000002,25.96,25.76,25.560000000000002,25.37,25.17,24.990000000000002,24.6,N/A,N/A -2012,9,10,23,30,101720,100560,99430,54.84,0,5.64,6.0200000000000005,6.1000000000000005,6.15,6.18,6.2,6.22,6.23,6.25,113.9,113.4,113.13,112.85000000000001,112.60000000000001,112.36,112.10000000000001,111.87,111.36,26.78,26.38,26.19,25.990000000000002,25.79,25.6,25.400000000000002,25.22,24.830000000000002,N/A,N/A -2012,9,11,0,30,101690,100530,99400,56.04,0,5.55,5.93,6.01,6.05,6.08,6.1000000000000005,6.12,6.13,6.16,112.23,111.77,111.49000000000001,111.22,110.97,110.73,110.48,110.26,109.76,26.87,26.46,26.28,26.080000000000002,25.88,25.69,25.490000000000002,25.310000000000002,24.92,N/A,N/A -2012,9,11,1,30,101680,100520,99400,54.19,0,6.140000000000001,6.59,6.69,6.74,6.78,6.8100000000000005,6.84,6.86,6.890000000000001,110.82000000000001,110.33,110.06,109.81,109.58,109.35000000000001,109.13,108.92,108.47,27.05,26.650000000000002,26.46,26.26,26.060000000000002,25.87,25.67,25.490000000000002,25.1,N/A,N/A -2012,9,11,2,30,101700,100540,99420,56.6,0,6.5200000000000005,7,7.1000000000000005,7.16,7.2,7.23,7.25,7.2700000000000005,7.29,108.75,108.4,108.2,108,107.82000000000001,107.64,107.46000000000001,107.3,106.95,27.080000000000002,26.68,26.490000000000002,26.29,26.09,25.900000000000002,25.7,25.52,25.13,N/A,N/A -2012,9,11,3,30,101690,100530,99410,58.46,0,6.15,6.58,6.67,6.72,6.76,6.79,6.8100000000000005,6.82,6.8500000000000005,105.26,105,104.82000000000001,104.65,104.48,104.32000000000001,104.16,104.01,103.69,27.01,26.6,26.42,26.21,26.02,25.82,25.62,25.44,25.04,N/A,N/A -2012,9,11,4,30,101700,100540,99420,62.02,0,6.2,6.65,6.74,6.8,6.84,6.87,6.890000000000001,6.91,6.93,105.98,106.06,106.02,105.95,105.88,105.81,105.72,105.65,105.48,26.900000000000002,26.490000000000002,26.3,26.09,25.89,25.69,25.490000000000002,25.3,24.91,N/A,N/A -2012,9,11,5,30,101700,100540,99420,61.04,0,6.390000000000001,6.8500000000000005,6.96,7.03,7.07,7.11,7.140000000000001,7.16,7.2,105.68,105.61,105.55,105.49000000000001,105.44,105.38,105.33,105.28,105.19,26.88,26.46,26.27,26.060000000000002,25.87,25.67,25.47,25.28,24.89,N/A,N/A -2012,9,11,6,30,101710,100550,99420,59.36,0,6.09,6.640000000000001,6.78,6.890000000000001,6.97,7.03,7.09,7.140000000000001,7.22,102.73,103.62,103.98,104.26,104.49000000000001,104.69,104.86,105.01,105.26,26.97,26.57,26.39,26.19,25.990000000000002,25.8,25.6,25.41,25.02,N/A,N/A -2012,9,11,7,30,101720,100560,99440,58.43,0,7.390000000000001,7.92,7.99,8.02,8.02,8.02,8,7.98,7.930000000000001,117.26,117.25,117.23,117.21000000000001,117.19,117.18,117.16,117.13,117.08,27.07,26.68,26.490000000000002,26.29,26.09,25.900000000000002,25.69,25.51,25.12,N/A,N/A -2012,9,11,8,30,101730,100570,99440,55.77,0,4.51,4.82,4.9,4.96,5.01,5.0600000000000005,5.1000000000000005,5.13,5.21,109.91,110.18,110.39,110.58,110.75,110.9,111.06,111.21000000000001,111.48,26.73,26.34,26.150000000000002,25.95,25.75,25.560000000000002,25.36,25.17,24.77,N/A,N/A -2012,9,11,9,30,101740,100580,99450,61.93,0,5.48,5.78,5.8100000000000005,5.8100000000000005,5.8,5.78,5.76,5.74,5.69,126.92,126.9,126.9,126.9,126.9,126.9,126.91,126.91,126.91,26.54,26.13,25.94,25.73,25.53,25.34,25.14,24.95,24.560000000000002,N/A,N/A -2012,9,11,10,30,101760,100600,99470,59.78,0,5.57,5.84,5.87,5.87,5.86,5.8500000000000005,5.83,5.8100000000000005,5.7700000000000005,125.37,124.75,124.43,124.13000000000001,123.85000000000001,123.61,123.36,123.14,122.7,26.59,26.18,26,25.79,25.59,25.400000000000002,25.2,25.01,24.62,N/A,N/A -2012,9,11,11,30,101770,100610,99480,58.160000000000004,0,3.99,4.26,4.34,4.4,4.45,4.5,4.54,4.58,4.65,125.81,125.27,125.01,124.78,124.57000000000001,124.4,124.23,124.07000000000001,123.78,26.77,26.38,26.2,26,25.8,25.61,25.41,25.22,24.830000000000002,N/A,N/A -2012,9,11,12,30,101790,100630,99510,62.15,0,4.69,4.96,5.01,5.03,5.05,5.0600000000000005,5.07,5.08,5.09,109.08,109.4,109.60000000000001,109.78,109.94,110.10000000000001,110.25,110.39,110.67,26.78,26.38,26.2,25.990000000000002,25.8,25.61,25.400000000000002,25.22,24.830000000000002,N/A,N/A -2012,9,11,13,30,101790,100630,99500,64.64,0,4.66,4.92,4.96,4.97,4.98,4.99,4.99,4.98,4.97,105.83,105.5,105.31,105.08,104.87,104.67,104.46000000000001,104.26,103.86,26.92,26.54,26.35,26.150000000000002,25.95,25.76,25.560000000000002,25.37,24.98,N/A,N/A -2012,9,11,14,30,101830,100670,99550,66.08,0,4.47,4.76,4.82,4.86,4.89,4.91,4.93,4.94,4.97,85.53,86.79,87.5,88.18,88.78,89.35000000000001,89.9,90.41,91.43,26.98,26.59,26.41,26.21,26.01,25.82,25.62,25.43,25.04,N/A,N/A -2012,9,11,15,30,101840,100680,99560,68.42,0,5.23,5.5200000000000005,5.58,5.59,5.6000000000000005,5.6000000000000005,5.6000000000000005,5.6000000000000005,5.6000000000000005,100.73,100.60000000000001,100.65,100.74000000000001,100.84,100.95,101.07000000000001,101.19,101.45,27.080000000000002,26.69,26.51,26.3,26.11,25.91,25.72,25.53,25.14,N/A,N/A -2012,9,11,16,30,101810,100650,99530,71.47,0,5.25,5.6000000000000005,5.67,5.7,5.73,5.74,5.75,5.76,5.7700000000000005,82.46000000000001,82.84,83.11,83.37,83.61,83.84,84.09,84.32000000000001,84.8,27.12,26.740000000000002,26.55,26.35,26.16,25.96,25.76,25.580000000000002,25.19,N/A,N/A -2012,9,11,17,30,101790,100640,99520,72.27,0,5.94,6.38,6.48,6.53,6.57,6.6000000000000005,6.62,6.640000000000001,6.67,90.2,89.76,89.47,89.17,88.89,88.63,88.38,88.14,87.69,27.240000000000002,26.85,26.67,26.46,26.27,26.080000000000002,25.88,25.69,25.310000000000002,N/A,N/A -2012,9,11,18,30,101800,100650,99530,71.87,0,7.58,8.2,8.34,8.43,8.49,8.540000000000001,8.57,8.6,8.64,94.93,94.7,94.63,94.60000000000001,94.60000000000001,94.62,94.66,94.7,94.83,27.38,26.98,26.8,26.59,26.400000000000002,26.2,26,25.810000000000002,25.42,N/A,N/A -2012,9,11,19,30,101770,100620,99500,73.10000000000001,0,8.19,8.870000000000001,9.02,9.08,9.120000000000001,9.14,9.16,9.16,9.16,92.56,93.14,93.46000000000001,93.78,94.07000000000001,94.33,94.60000000000001,94.84,95.31,27.39,26.990000000000002,26.810000000000002,26.6,26.400000000000002,26.21,26.01,25.82,25.43,N/A,N/A -2012,9,11,20,30,101760,100610,99490,75.28,0,7.68,8.32,8.46,8.55,8.61,8.66,8.69,8.71,8.74,100.75,101.17,101.37,101.55,101.71000000000001,101.86,101.99000000000001,102.13,102.36,27.38,26.990000000000002,26.810000000000002,26.6,26.400000000000002,26.2,26.01,25.82,25.43,N/A,N/A -2012,9,11,21,30,101730,100580,99460,76.26,0,8.44,9.200000000000001,9.370000000000001,9.48,9.55,9.6,9.64,9.67,9.71,100.79,101.12,101.32000000000001,101.53,101.71000000000001,101.89,102.07000000000001,102.24000000000001,102.57000000000001,27.46,27.060000000000002,26.88,26.67,26.47,26.28,26.080000000000002,25.89,25.51,N/A,N/A -2012,9,11,22,30,101690,100540,99420,76.08,0,7.47,8.09,8.23,8.31,8.370000000000001,8.41,8.44,8.45,8.48,102.14,102.38,102.51,102.62,102.72,102.81,102.9,102.98,103.13,27.5,27.12,26.93,26.73,26.53,26.34,26.14,25.95,25.57,N/A,N/A -2012,9,11,23,30,101720,100560,99450,75.7,0,8.56,9.32,9.5,9.6,9.67,9.71,9.74,9.77,9.790000000000001,110.28,110.26,110.23,110.19,110.15,110.11,110.07000000000001,110.03,109.94,27.67,27.29,27.11,26.900000000000002,26.71,26.51,26.32,26.13,25.740000000000002,N/A,N/A -2012,9,12,0,30,101670,100510,99400,77.62,0,8.05,8.76,8.91,9.01,9.06,9.11,9.14,9.16,9.19,107.41,107.77,107.97,108.15,108.31,108.45,108.60000000000001,108.74000000000001,109,27.62,27.23,27.05,26.85,26.650000000000002,26.46,26.26,26.07,25.69,N/A,N/A -2012,9,12,1,30,101640,100490,99370,79.37,0,7.7700000000000005,8.45,8.620000000000001,8.71,8.77,8.81,8.84,8.870000000000001,8.9,109.49000000000001,109.43,109.35000000000001,109.26,109.18,109.09,109.01,108.92,108.75,27.73,27.35,27.17,26.96,26.77,26.580000000000002,26.38,26.19,25.8,N/A,N/A -2012,9,12,2,30,101650,100500,99390,80.28,0,8.25,8.96,9.13,9.21,9.26,9.290000000000001,9.31,9.32,9.32,106.99000000000001,107.44,107.73,107.99000000000001,108.22,108.45,108.67,108.88,109.29,27.78,27.400000000000002,27.22,27.02,26.82,26.63,26.44,26.25,25.87,N/A,N/A -2012,9,12,3,30,101660,100510,99400,78.19,0,8.370000000000001,9.13,9.31,9.41,9.47,9.52,9.56,9.58,9.61,112.53,112.49000000000001,112.49000000000001,112.5,112.53,112.54,112.56,112.59,112.65,27.89,27.52,27.34,27.14,26.94,26.75,26.560000000000002,26.37,25.98,N/A,N/A -2012,9,12,4,30,101610,100460,99350,79.88,0,8.040000000000001,8.8,8.98,9.09,9.16,9.22,9.26,9.290000000000001,9.34,117.13,117.31,117.36,117.4,117.42,117.44,117.45,117.46000000000001,117.47,27.98,27.61,27.43,27.23,27.04,26.85,26.650000000000002,26.46,26.080000000000002,N/A,N/A -2012,9,12,5,30,101620,100470,99350,82.60000000000001,0,6.99,7.58,7.72,7.79,7.84,7.87,7.9,7.91,7.930000000000001,132.26,132.4,132.46,132.51,132.57,132.63,132.69,132.75,132.88,27.900000000000002,27.53,27.36,27.150000000000002,26.96,26.77,26.57,26.38,26,N/A,N/A -2012,9,12,6,30,101610,100460,99350,84.77,0,6.3500000000000005,6.82,6.91,6.96,6.98,6.99,6.99,6.99,6.99,136.21,136.70000000000002,136.97,137.23,137.48,137.72,137.97,138.20000000000002,138.67000000000002,27.89,27.54,27.37,27.17,26.98,26.79,26.59,26.41,26.03,N/A,N/A -2012,9,12,7,30,101650,100500,99380,85.2,0,4.39,4.7,4.79,4.86,4.91,4.97,5.0200000000000005,5.07,5.18,159.37,161.34,162.15,162.86,163.49,164.07,164.62,165.13,166.12,27.6,27.26,27.09,26.900000000000002,26.72,26.54,26.35,26.18,25.82,N/A,N/A -2012,9,12,8,30,101640,100490,99380,81.93,0,6.23,6.7700000000000005,6.9,6.98,7.03,7.07,7.09,7.11,7.15,180.54,180.97,181.22,181.47,181.69,181.9,182.1,182.29,182.67000000000002,28.11,27.77,27.6,27.400000000000002,27.21,27.02,26.830000000000002,26.64,26.26,N/A,N/A -2012,9,12,9,30,101610,100470,99350,82.13,0,5.37,5.83,5.93,6,6.0600000000000005,6.11,6.15,6.2,6.28,188.61,189.21,189.4,189.53,189.63,189.71,189.79,189.86,190,28.17,27.85,27.69,27.5,27.32,27.14,26.96,26.78,26.42,N/A,N/A -2012,9,12,10,30,101660,100510,99400,81.9,0,6.2,6.78,6.93,7.01,7.07,7.12,7.15,7.18,7.21,184.87,184.89000000000001,184.93,184.97,184.99,185.02,185.04,185.05,185.09,28.27,27.95,27.79,27.580000000000002,27.400000000000002,27.21,27.01,26.82,26.44,N/A,N/A -2012,9,12,11,30,101650,100510,99390,79.91,0,6.86,7.5,7.65,7.73,7.79,7.83,7.86,7.88,7.9,190.46,190.78,190.88,190.92000000000002,190.94,190.93,190.9,190.87,190.78,28.26,27.94,27.77,27.57,27.38,27.19,27,26.810000000000002,26.43,N/A,N/A -2012,9,12,12,30,101680,100530,99420,83.73,0,6.08,6.59,6.7,6.7700000000000005,6.8100000000000005,6.8500000000000005,6.87,6.88,6.91,194.63,194.6,194.66,194.70000000000002,194.74,194.78,194.81,194.84,194.91,28.150000000000002,27.82,27.650000000000002,27.45,27.26,27.07,26.88,26.69,26.310000000000002,N/A,N/A -2012,9,12,13,30,101640,100480,99370,86.27,0,9.61,10.39,10.43,10.38,10.290000000000001,10.18,10.040000000000001,9.91,9.61,244.51,244.06,243.31,242.43,241.47,240.53,239.44,238.43,236.17000000000002,27.16,26.79,26.64,26.490000000000002,26.34,26.2,26.05,25.91,25.6,N/A,N/A -2012,9,12,14,30,101730,100580,99460,81.72,8.8,4.66,5.19,5.4,5.58,5.72,5.8500000000000005,5.97,6.08,6.3,214.29,214.57,214.86,215.25,215.61,216.01,216.44,216.86,217.77,27.85,27.53,27.37,27.18,27,26.82,26.64,26.47,26.11,N/A,N/A -2012,9,12,15,30,101800,100650,99540,79.44,0,6.16,6.71,6.83,6.9,6.94,6.97,6.99,7,7,216.9,216.79,216.69,216.6,216.53,216.46,216.4,216.34,216.23000000000002,28.44,28.13,27.96,27.77,27.580000000000002,27.39,27.19,27.01,26.63,N/A,N/A -2012,9,12,16,30,101790,100620,99490,91.81,0.4,11.08,12.030000000000001,12.17,12.23,12.25,12.25,12.23,12.200000000000001,12.040000000000001,98.11,98.56,98.84,99.10000000000001,99.37,99.63,99.94,100.23,101.09,24.900000000000002,24.34,24.12,23.92,23.72,23.54,23.36,23.19,22.87,N/A,N/A -2012,9,12,17,30,101860,100690,99560,93.15,47.6,12.99,14.22,14.46,14.58,14.65,14.69,14.71,14.72,14.71,85.97,86.09,86.23,86.36,86.46000000000001,86.55,86.64,86.71000000000001,86.85000000000001,24.38,23.77,23.54,23.34,23.14,22.96,22.78,22.61,22.28,N/A,N/A -2012,9,12,18,30,101860,100700,99580,81.32000000000001,0,10.19,10.86,10.93,10.88,10.81,10.72,10.63,10.55,10.540000000000001,81.47,81.86,82.15,82.58,83.18,83.96000000000001,85.84,88.06,97.35000000000001,26.28,25.86,25.7,25.55,25.42,25.32,25.34,25.400000000000002,26.01,N/A,N/A -2012,9,12,19,30,101810,100650,99530,73.88,0,4.65,4.93,4.99,5.0200000000000005,5.04,5.0600000000000005,5.15,5.26,6.19,121.79,122.4,122.63,122.91,123.11,123.25,123.83,124.58,129.27,27.23,26.87,26.71,26.52,26.34,26.16,26.03,25.91,26.34,N/A,N/A -2012,9,12,20,30,101730,100570,99460,77.9,0.7000000000000001,4.14,4.4,4.49,4.64,4.93,5.34,5.59,5.76,5.5600000000000005,197.1,196.3,195.55,194.49,193.4,192.22,192.77,193.87,198.4,26.91,26.59,26.47,26.37,26.41,26.53,26.62,26.69,26.34,N/A,N/A -2012,9,12,21,30,101770,100620,99510,79.8,0,4.79,5.03,5.03,5.01,4.98,4.94,4.9,4.86,4.7700000000000005,275.84000000000003,274.27,273.14,271.94,270.83,269.73,268.62,267.57,265.35,27.62,27.28,27.11,26.92,26.740000000000002,26.560000000000002,26.37,26.19,25.830000000000002,N/A,N/A -2012,9,12,22,30,101660,100500,99380,79.69,0,1.6400000000000001,1.83,1.8800000000000001,1.94,1.99,2.04,2.09,2.14,2.24,93.82000000000001,94.69,95.3,95.9,96.46000000000001,97.01,97.62,98.22,99.58,26.82,26.46,26.29,26.09,25.900000000000002,25.71,25.52,25.330000000000002,24.95,N/A,N/A -2012,9,12,23,30,101640,100490,99380,75.34,0,6.43,6.97,7.09,7.16,7.2,7.23,7.25,7.26,7.28,110.82000000000001,110.87,110.88,110.9,110.92,110.94,110.96000000000001,110.97,111,28.26,27.93,27.76,27.57,27.38,27.19,26.990000000000002,26.810000000000002,26.43,N/A,N/A -2012,9,13,0,30,101640,100490,99370,88.04,0,7.6000000000000005,8.17,8.27,8.31,8.32,8.32,8.31,8.290000000000001,8.24,127.52,127.79,127.93,128.11,128.28,128.46,128.65,128.84,129.26,27.240000000000002,26.84,26.66,26.45,26.26,26.07,25.87,25.69,25.310000000000002,N/A,N/A -2012,9,13,1,30,101620,100470,99350,83.95,0,7.04,7.61,7.73,7.79,7.83,7.8500000000000005,7.86,7.87,7.87,133.02,133.28,133.42000000000002,133.55,133.69,133.81,133.95,134.09,134.38,27.580000000000002,27.21,27.03,26.830000000000002,26.63,26.45,26.25,26.060000000000002,25.69,N/A,N/A -2012,9,13,2,30,101660,100510,99400,83.57000000000001,0,7.94,8.66,8.83,8.92,8.98,9.02,9.05,9.07,9.09,137.1,137.18,137.23,137.29,137.35,137.4,137.47,137.53,137.67000000000002,27.89,27.54,27.36,27.16,26.97,26.78,26.59,26.400000000000002,26.02,N/A,N/A -2012,9,13,3,30,101710,100560,99440,84.99,0,8.26,8.98,9.15,9.22,9.27,9.290000000000001,9.3,9.3,9.290000000000001,138.98,139.13,139.22,139.31,139.39000000000001,139.48,139.56,139.65,139.82,27.78,27.41,27.240000000000002,27.03,26.84,26.650000000000002,26.46,26.27,25.89,N/A,N/A -2012,9,13,4,30,101710,100560,99440,86.02,0,9.67,10.6,10.8,10.9,10.97,11,11.01,11.02,10.99,142.69,142.72,142.78,142.87,142.96,143.07,143.18,143.29,143.51,27.740000000000002,27.36,27.18,26.97,26.78,26.580000000000002,26.38,26.19,25.8,N/A,N/A -2012,9,13,5,30,101710,100550,99440,84.55,0,8.59,9.36,9.53,9.620000000000001,9.67,9.71,9.73,9.74,9.75,141.94,141.91,141.92000000000002,141.93,141.94,141.95000000000002,141.96,141.98,142.02,27.63,27.25,27.07,26.87,26.68,26.490000000000002,26.29,26.1,25.72,N/A,N/A -2012,9,13,6,30,101740,100590,99470,84.69,0,7.640000000000001,8.32,8.47,8.55,8.61,8.65,8.67,8.69,8.700000000000001,138.54,138.68,138.76,138.84,138.92000000000002,138.99,139.07,139.14000000000001,139.28,27.68,27.310000000000002,27.13,26.92,26.73,26.54,26.34,26.16,25.77,N/A,N/A -2012,9,13,7,30,101760,100610,99490,83.52,0,7.37,7.98,8.120000000000001,8.19,8.23,8.26,8.28,8.290000000000001,8.3,141.05,141.48,141.72,141.96,142.19,142.43,142.67000000000002,142.9,143.39000000000001,27.68,27.32,27.14,26.94,26.740000000000002,26.560000000000002,26.36,26.17,25.8,N/A,N/A -2012,9,13,8,30,101760,100610,99500,84.68,0,6.49,7,7.11,7.17,7.2,7.22,7.24,7.25,7.25,135.22,135.42000000000002,135.55,135.68,135.8,135.91,136.03,136.15,136.39000000000001,27.6,27.240000000000002,27.060000000000002,26.86,26.67,26.48,26.28,26.1,25.72,N/A,N/A -2012,9,13,9,30,101780,100630,99520,84.34,0,6.88,7.43,7.5600000000000005,7.62,7.66,7.68,7.7,7.71,7.71,135.13,135.27,135.36,135.44,135.52,135.6,135.67000000000002,135.74,135.89000000000001,27.650000000000002,27.28,27.11,26.900000000000002,26.71,26.52,26.32,26.14,25.75,N/A,N/A -2012,9,13,10,30,101800,100650,99530,85.25,0,6.67,7.25,7.4,7.5,7.57,7.63,7.68,7.72,7.8,136.1,136.31,136.45,136.6,136.73,136.86,136.99,137.12,137.36,27.650000000000002,27.29,27.11,26.91,26.72,26.53,26.330000000000002,26.150000000000002,25.77,N/A,N/A -2012,9,13,11,30,101820,100670,99550,81.88,0,7.04,7.61,7.73,7.7700000000000005,7.8,7.8100000000000005,7.8100000000000005,7.8,7.7700000000000005,136.54,136.85,137.01,137.17000000000002,137.31,137.44,137.58,137.70000000000002,137.97,27.810000000000002,27.46,27.28,27.080000000000002,26.89,26.7,26.5,26.32,25.94,N/A,N/A -2012,9,13,12,30,101820,100670,99550,82.63,0,6.28,6.7700000000000005,6.88,6.94,6.98,7,7.03,7.04,7.07,127.07000000000001,127.23,127.3,127.39,127.48,127.57000000000001,127.66,127.75,127.95,27.73,27.38,27.2,27,26.810000000000002,26.62,26.43,26.240000000000002,25.86,N/A,N/A -2012,9,13,13,30,101860,100710,99590,80.5,0,6.49,7.0200000000000005,7.13,7.19,7.23,7.25,7.2700000000000005,7.2700000000000005,7.28,124,124.17,124.26,124.35000000000001,124.43,124.5,124.57000000000001,124.64,124.78,27.810000000000002,27.46,27.29,27.09,26.900000000000002,26.71,26.51,26.330000000000002,25.95,N/A,N/A -2012,9,13,14,30,101880,100720,99610,81.5,0,5.96,6.43,6.5200000000000005,6.58,6.61,6.640000000000001,6.66,6.67,6.69,122.9,123.19,123.29,123.39,123.48,123.56,123.64,123.72,123.88000000000001,27.810000000000002,27.46,27.29,27.09,26.900000000000002,26.71,26.52,26.330000000000002,25.95,N/A,N/A -2012,9,13,15,30,101870,100720,99610,80.72,0,5.88,6.34,6.44,6.49,6.53,6.55,6.5600000000000005,6.58,6.58,119.71000000000001,119.94,120.06,120.18,120.29,120.39,120.49000000000001,120.58,120.77,27.91,27.57,27.39,27.19,27,26.810000000000002,26.62,26.43,26.05,N/A,N/A -2012,9,13,16,30,101900,100740,99630,81.04,0,4.63,4.95,5.0200000000000005,5.05,5.08,5.09,5.1000000000000005,5.1000000000000005,5.1000000000000005,129.32,129.26,129.26,129.25,129.23,129.2,129.16,129.13,129.05,27.96,27.62,27.45,27.25,27.060000000000002,26.87,26.67,26.490000000000002,26.11,N/A,N/A -2012,9,13,17,30,101910,100760,99650,79.38,0,3.68,3.92,3.97,3.99,4.01,4.03,4.03,4.04,4.04,167.83,167.26,167.01,166.85,166.73,166.63,166.57,166.52,166.45000000000002,28.080000000000002,27.75,27.57,27.37,27.18,26.990000000000002,26.8,26.61,26.23,N/A,N/A -2012,9,13,18,30,101930,100760,99630,91.65,123.4,9.3,9.94,10.02,9.97,9.88,9.75,9.540000000000001,9.34,8.61,270.88,271.02,271.04,271.1,271.21,271.34000000000003,271.57,271.8,272.69,24.95,24.43,24.240000000000002,24.05,23.87,23.71,23.55,23.400000000000002,23.16,N/A,N/A -2012,9,13,19,30,101910,100740,99600,88.74,79.80000000000001,3.12,3.15,3.13,3.11,2.98,2.81,2.49,2.2,2.45,243.42000000000002,241.86,240.9,239.95000000000002,237.13,233.70000000000002,221.49,209.98000000000002,166.39000000000001,24.34,23.91,23.72,23.54,23.36,23.2,23.080000000000002,22.98,23.18,N/A,N/A -2012,9,13,20,30,101870,100710,99580,79.53,0,1.17,1.25,1.28,1.33,1.43,1.56,1.85,2.24,2.8000000000000003,188.94,189.27,189.17000000000002,188.88,187.93,186.36,184.09,181.35,180.46,25.76,25.400000000000002,25.240000000000002,25.080000000000002,24.96,24.87,24.91,24.98,25.09,N/A,N/A -2012,9,13,21,30,101870,100710,99590,79.84,0,3.7600000000000002,3.89,3.89,3.88,3.86,3.85,3.85,3.86,4.09,178.19,178.59,178.76,178.99,179.3,179.66,180.32,181.06,183.89000000000001,26.48,26.1,25.94,25.75,25.580000000000002,25.41,25.27,25.14,25.09,N/A,N/A -2012,9,13,22,30,101830,100670,99550,79.86,0,1.61,1.6500000000000001,1.6600000000000001,1.6500000000000001,1.6500000000000001,1.6500000000000001,1.6600000000000001,1.67,1.77,160.59,160.91,161.14000000000001,161.44,161.82,162.26,163.01,163.81,165.93,26.53,26.17,25.990000000000002,25.8,25.62,25.44,25.27,25.12,24.95,N/A,N/A -2012,9,13,23,30,101840,100690,99570,78.37,0,0.9500000000000001,0.9400000000000001,0.92,0.91,0.89,0.88,0.86,0.85,0.8300000000000001,153.41,151.43,150.08,148.47,146.84,145.14000000000001,143,140.88,134.91,26.8,26.45,26.27,26.07,25.88,25.7,25.51,25.32,24.95,N/A,N/A -2012,9,14,0,30,101830,100670,99550,76.65,0,1.83,1.96,1.99,2.0300000000000002,2.05,2.08,2.11,2.14,2.2,48.03,48.96,49.36,49.76,50.14,50.52,50.910000000000004,51.300000000000004,52.160000000000004,27.07,26.72,26.55,26.35,26.16,25.97,25.78,25.6,25.22,N/A,N/A -2012,9,14,1,30,101830,100680,99560,74.17,0,3.46,3.66,3.69,3.71,3.73,3.74,3.75,3.77,3.8200000000000003,65.12,64.9,64.76,64.62,64.51,64.41,64.33,64.25,64.2,27.37,27.02,26.84,26.64,26.45,26.26,26.07,25.88,25.5,N/A,N/A -2012,9,14,2,30,101850,100690,99580,83.23,0,4.66,4.95,5.01,5.03,5.05,5.0600000000000005,5.07,5.07,5.08,63.68,63.95,64.11,64.3,64.49,64.69,64.91,65.12,65.66,27.29,26.92,26.740000000000002,26.54,26.35,26.16,25.96,25.78,25.400000000000002,N/A,N/A -2012,9,14,3,30,101860,100710,99590,80.67,0,3.84,4.14,4.23,4.29,4.34,4.39,4.43,4.48,4.57,92.16,91.96000000000001,91.8,91.58,91.37,91.12,90.86,90.60000000000001,89.97,27.69,27.36,27.19,26.990000000000002,26.810000000000002,26.63,26.44,26.26,25.89,N/A,N/A -2012,9,14,4,30,101860,100710,99590,79.93,0,6.34,6.82,6.92,6.96,6.99,7,7.01,7.01,7.01,99.9,100.25,100.39,100.52,100.63,100.74000000000001,100.84,100.93,101.10000000000001,27.900000000000002,27.55,27.38,27.18,26.990000000000002,26.8,26.61,26.42,26.04,N/A,N/A -2012,9,14,5,30,101850,100690,99580,81.56,0,5.59,6,6.08,6.12,6.13,6.15,6.15,6.15,6.140000000000001,109.08,109.22,109.33,109.46000000000001,109.58,109.7,109.83,109.95,110.2,27.830000000000002,27.48,27.310000000000002,27.11,26.93,26.740000000000002,26.55,26.37,25.990000000000002,N/A,N/A -2012,9,14,6,30,101900,100750,99630,84.49,71,6.32,6.78,6.92,7,7.07,7.12,7.18,7.24,7.36,121.08,119.74000000000001,119.03,118.34,117.73,117.13,116.52,115.94,114.76,27.16,26.810000000000002,26.650000000000002,26.46,26.3,26.13,25.97,25.810000000000002,25.5,N/A,N/A -2012,9,14,7,30,101870,100710,99600,78.68,1.1,7.04,7.61,7.72,7.76,7.8,7.82,7.83,7.83,7.84,107.28,107.43,107.47,107.53,107.58,107.64,107.7,107.76,107.89,27.900000000000002,27.54,27.37,27.17,26.98,26.79,26.6,26.41,26.03,N/A,N/A -2012,9,14,8,30,101930,100780,99660,75.69,0,5.4,5.8,5.89,5.94,5.97,5.99,6,6.01,6.0200000000000005,95,95.18,95.19,95.19,95.19,95.18,95.16,95.14,95.09,27.97,27.63,27.45,27.25,27.060000000000002,26.87,26.68,26.490000000000002,26.11,N/A,N/A -2012,9,14,9,30,101940,100790,99670,73.11,0,2.82,2.98,3.0100000000000002,3.0300000000000002,3.0500000000000003,3.06,3.0700000000000003,3.08,3.09,97.98,98.06,98.11,98.15,98.2,98.26,98.31,98.36,98.46000000000001,27.91,27.580000000000002,27.400000000000002,27.21,27.02,26.82,26.63,26.44,26.060000000000002,N/A,N/A -2012,9,14,10,30,101910,100760,99640,75.84,0,3.21,3.4,3.43,3.45,3.45,3.45,3.45,3.45,3.44,104.38,104.69,104.83,104.96000000000001,105.08,105.2,105.31,105.43,105.64,27.76,27.42,27.25,27.05,26.85,26.67,26.47,26.28,25.89,N/A,N/A -2012,9,14,11,30,101880,100720,99610,75.34,0,3.48,3.67,3.7,3.71,3.72,3.72,3.72,3.71,3.71,91.71000000000001,91.79,91.95,92.08,92.21000000000001,92.32000000000001,92.44,92.55,92.75,27.72,27.38,27.21,27,26.810000000000002,26.62,26.43,26.240000000000002,25.86,N/A,N/A -2012,9,14,12,30,101900,100740,99620,83.27,0,8.57,9.120000000000001,9.13,9.06,8.97,8.85,8.700000000000001,8.56,8.19,85.97,85.99,86.08,86.2,86.33,86.49,86.7,86.9,87.5,26.330000000000002,25.88,25.7,25.51,25.32,25.150000000000002,24.97,24.8,24.47,N/A,N/A -2012,9,14,13,30,101920,100760,99630,77.10000000000001,0,5.4,5.65,5.67,5.65,5.62,5.57,5.51,5.45,5.37,46.83,47.42,47.75,48.120000000000005,48.57,49.07,50.04,51.04,58.95,25.75,25.330000000000002,25.16,24.98,24.82,24.67,24.54,24.43,24.490000000000002,N/A,N/A -2012,9,14,14,30,101980,100820,99690,74.01,0,3.29,3.47,3.5100000000000002,3.5300000000000002,3.54,3.5500000000000003,3.56,3.5700000000000003,3.61,73.65,74.5,74.94,75.48,76.08,76.72,77.63,78.58,81.99,26.89,26.51,26.34,26.13,25.94,25.75,25.560000000000002,25.37,24.990000000000002,N/A,N/A -2012,9,14,15,30,101990,100830,99710,79.83,5.5,7.12,7.54,7.54,7.48,7.390000000000001,7.3,7.18,7.07,6.8100000000000005,105.58,105.2,105.04,104.82000000000001,104.59,104.33,104,103.68,102.81,26.36,25.94,25.77,25.57,25.39,25.21,25.03,24.86,24.52,N/A,N/A -2012,9,14,16,30,102020,100850,99720,79.43,8.8,4.28,4.4,4.38,4.32,4.25,4.18,4.07,3.96,3.63,109.15,108.46000000000001,108.27,108.02,107.69,107.32000000000001,106.79,106.28,105.5,24.8,24.37,24.2,24.03,23.86,23.71,23.57,23.45,23.330000000000002,N/A,N/A -2012,9,14,17,30,102020,100850,99720,84.04,0,6.48,6.8,6.82,6.8,6.76,6.71,6.65,6.59,6.46,92.13,92.3,92.46000000000001,92.64,92.84,93.03,93.29,93.54,94.24,24.69,24.21,24.02,23.82,23.64,23.47,23.29,23.13,22.82,N/A,N/A -2012,9,14,18,30,101980,100810,99680,77.09,0,6.0200000000000005,6.38,6.44,6.46,6.48,6.49,6.49,6.49,6.22,93.55,93.62,93.72,93.87,94.12,94.42,95.10000000000001,95.82000000000001,99.7,25.64,25.240000000000002,25.09,24.93,24.810000000000002,24.7,24.64,24.59,24.69,N/A,N/A -2012,9,14,19,30,101960,100800,99680,61.17,0,4.22,4.5200000000000005,4.59,4.66,4.76,4.87,5.0600000000000005,5.2700000000000005,5.5200000000000005,104.88,104.52,104.31,104.05,103.69,103.27,102.57000000000001,101.81,100.35000000000001,27.63,27.32,27.18,27.02,26.88,26.76,26.7,26.650000000000002,26.46,N/A,N/A -2012,9,14,20,30,101890,100730,99610,79.14,0,4.97,5.25,5.3,5.3100000000000005,5.32,5.32,5.33,5.33,5.36,80.02,80.16,80.22,80.29,80.36,80.44,80.55,80.66,80.99,27.19,26.810000000000002,26.63,26.44,26.25,26.060000000000002,25.88,25.7,25.34,N/A,N/A -2012,9,14,21,30,101890,100740,99620,83.49,0,3.99,4.22,4.26,4.28,4.3,4.32,4.33,4.34,4.37,61.9,62.32,62.550000000000004,62.78,63.01,63.24,63.5,63.74,64.38,27.080000000000002,26.7,26.52,26.32,26.14,25.95,25.76,25.580000000000002,25.2,N/A,N/A -2012,9,14,22,30,101880,100720,99610,84.8,0,4.19,4.5,4.59,4.66,4.72,4.76,4.8100000000000005,4.8500000000000005,4.93,70.59,71.73,72.38,73.02,73.59,74.14,74.69,75.2,76.26,27.22,26.85,26.68,26.48,26.29,26.1,25.91,25.73,25.35,N/A,N/A -2012,9,14,23,30,101880,100720,99610,80.09,0,4.15,4.39,4.43,4.45,4.46,4.46,4.46,4.46,4.45,88.52,88.77,88.88,88.98,89.07000000000001,89.16,89.24,89.32000000000001,89.49,27.5,27.150000000000002,26.97,26.77,26.580000000000002,26.39,26.2,26.01,25.63,N/A,N/A -2012,9,15,0,30,101870,100710,99590,79.92,0,4.3,4.53,4.5600000000000005,4.57,4.5600000000000005,4.5600000000000005,4.54,4.54,4.51,88.65,88.59,88.51,88.44,88.36,88.28,88.18,88.09,87.88,27.47,27.11,26.93,26.740000000000002,26.54,26.35,26.16,25.97,25.59,N/A,N/A -2012,9,15,1,30,101880,100720,99600,77.5,0,3.5700000000000003,3.7800000000000002,3.81,3.83,3.85,3.85,3.86,3.86,3.87,99.45,99.02,98.76,98.5,98.25,98.01,97.76,97.53,97.06,27.54,27.19,27.01,26.810000000000002,26.63,26.43,26.240000000000002,26.05,25.67,N/A,N/A -2012,9,15,2,30,101920,100760,99640,72.53,0,2.73,2.91,2.95,2.98,3,3.02,3.04,3.06,3.09,110.4,110.42,110.44,110.43,110.43,110.43,110.43,110.42,110.4,27.75,27.42,27.25,27.05,26.86,26.67,26.47,26.29,25.900000000000002,N/A,N/A -2012,9,15,3,30,101920,100770,99650,66.95,0,1.87,1.99,2.02,2.05,2.07,2.09,2.11,2.14,2.18,64.76,66.47,67.55,68.63,69.60000000000001,70.51,71.44,72.32000000000001,74.04,27.97,27.650000000000002,27.490000000000002,27.3,27.11,26.92,26.740000000000002,26.55,26.18,N/A,N/A -2012,9,15,4,30,101940,100780,99660,69.58,0,3.0300000000000002,3.1,3.06,3.02,2.97,2.93,2.88,2.84,2.77,28.29,30.080000000000002,31.35,32.69,33.93,35.13,36.35,37.5,39.84,27.79,27.47,27.310000000000002,27.12,26.94,26.76,26.57,26.39,26.02,N/A,N/A -2012,9,15,5,30,101940,100780,99660,85.04,0,5.61,5.88,5.9,5.87,5.83,5.79,5.73,5.66,5.51,21.400000000000002,21.88,22.13,22.41,22.71,23.01,23.37,23.73,24.68,26.52,26.11,25.92,25.73,25.53,25.35,25.16,24.98,24.61,N/A,N/A -2012,9,15,6,30,101950,100790,99660,85.32000000000001,0,6.23,6.57,6.61,6.59,6.5600000000000005,6.5200000000000005,6.47,6.42,6.29,21.13,21.41,21.580000000000002,21.77,21.95,22.13,22.34,22.55,23.07,26.28,25.86,25.67,25.47,25.27,25.09,24.900000000000002,24.71,24.34,N/A,N/A -2012,9,15,7,30,101960,100800,99680,80.54,0,6.19,6.55,6.6000000000000005,6.6000000000000005,6.59,6.57,6.53,6.5,6.41,25.92,26.19,26.37,26.57,26.76,26.96,27.18,27.400000000000002,27.94,26.27,25.84,25.650000000000002,25.45,25.26,25.07,24.87,24.69,24.32,N/A,N/A -2012,9,15,8,30,101940,100780,99650,78.39,0,6.18,6.53,6.57,6.57,6.55,6.5200000000000005,6.48,6.44,6.33,21.64,21.84,21.98,22.14,22.29,22.45,22.62,22.79,23.23,26.32,25.91,25.72,25.51,25.330000000000002,25.14,24.94,24.76,24.39,N/A,N/A -2012,9,15,9,30,101950,100780,99660,82.37,0,6.51,6.87,6.91,6.9,6.88,6.84,6.79,6.75,6.63,25.66,25.98,26.17,26.38,26.59,26.810000000000002,27.080000000000002,27.34,28.080000000000002,26.04,25.61,25.42,25.23,25.04,24.86,24.68,24.5,24.16,N/A,N/A -2012,9,15,10,30,101980,100810,99690,80.56,0,4.45,4.68,4.74,4.7700000000000005,4.79,4.8100000000000005,4.83,4.8500000000000005,4.89,71.75,70.58,69.97,69.39,68.92,68.53,68.27,68.07000000000001,68.06,26.03,25.62,25.44,25.240000000000002,25.05,24.87,24.68,24.5,24.14,N/A,N/A -2012,9,15,11,30,101950,100790,99660,75.32000000000001,0,2.47,2.5,2.48,2.45,2.43,2.41,2.4,2.38,2.35,34.03,32.660000000000004,31.92,31.09,30.28,29.48,28.61,27.8,26.03,26.19,25.810000000000002,25.63,25.44,25.25,25.07,24.88,24.7,24.330000000000002,N/A,N/A -2012,9,15,12,30,101950,100790,99660,86.72,0,5.23,5.42,5.4,5.36,5.3100000000000005,5.25,5.19,5.14,5.01,19.36,20.580000000000002,21.34,22.12,22.85,23.57,24.330000000000002,25.04,26.6,25.86,25.44,25.25,25.04,24.85,24.66,24.47,24.29,23.91,N/A,N/A -2012,9,15,13,30,101970,100810,99680,88.08,0,4.6000000000000005,4.76,4.75,4.71,4.66,4.61,4.54,4.48,4.32,17.59,18.07,18.330000000000002,18.61,18.89,19.19,19.53,19.86,20.79,25.400000000000002,24.97,24.78,24.57,24.38,24.2,24,23.82,23.45,N/A,N/A -2012,9,15,14,30,101970,100810,99680,87.18,0,4.78,4.98,4.98,4.96,4.93,4.9,4.8500000000000005,4.8,4.68,13.32,13.51,13.63,13.77,13.89,14.02,14.17,14.31,14.68,25.37,24.93,24.740000000000002,24.54,24.34,24.16,23.96,23.78,23.42,N/A,N/A -2012,9,15,15,30,101980,100820,99690,85.85000000000001,0,4.46,4.66,4.67,4.66,4.64,4.62,4.59,4.5600000000000005,4.49,17.91,18.26,18.46,18.68,18.89,19.09,19.330000000000002,19.56,20.14,25.47,25.04,24.85,24.650000000000002,24.46,24.27,24.080000000000002,23.900000000000002,23.53,N/A,N/A -2012,9,15,16,30,101950,100790,99660,83.93,0,3.7,3.87,3.89,3.89,3.88,3.88,3.86,3.85,3.8200000000000003,17.78,18.09,18.3,18.51,18.71,18.900000000000002,19.11,19.31,19.77,25.91,25.5,25.32,25.12,24.93,24.740000000000002,24.54,24.36,23.990000000000002,N/A,N/A -2012,9,15,17,30,101930,100770,99650,81.39,0,3.22,3.37,3.38,3.39,3.39,3.39,3.39,3.39,3.38,25.18,25.17,25.21,25.25,25.29,25.32,25.36,25.41,25.46,26.37,25.97,25.79,25.59,25.400000000000002,25.21,25.01,24.830000000000002,24.46,N/A,N/A -2012,9,15,18,30,101930,100770,99650,77.98,0,1.6,1.6600000000000001,1.67,1.68,1.69,1.69,1.7,1.71,1.75,42.74,41.88,41.43,40.94,40.46,39.96,39.39,38.83,37.42,26.810000000000002,26.45,26.27,26.07,25.88,25.7,25.51,25.330000000000002,24.98,N/A,N/A -2012,9,15,19,30,101890,100730,99610,76.47,0,0.93,0.97,0.97,0.97,0.97,0.98,0.98,0.99,1,61.480000000000004,60.76,60.26,59.72,59.21,58.69,58.11,57.550000000000004,56.160000000000004,27.13,26.76,26.59,26.39,26.2,26.02,25.82,25.650000000000002,25.28,N/A,N/A -2012,9,15,20,30,101850,100700,99580,75.36,0,0.75,0.78,0.79,0.8,0.81,0.81,0.8200000000000001,0.8300000000000001,0.86,46.94,45.94,45.410000000000004,44.83,44.22,43.59,42.88,42.19,40.29,27.36,27,26.82,26.63,26.44,26.25,26.060000000000002,25.88,25.52,N/A,N/A -2012,9,15,21,30,101840,100680,99570,72.75,0,2.02,2.13,2.15,2.18,2.19,2.22,2.23,2.2600000000000002,2.31,57.56,55.72,54.7,53.61,52.58,51.54,50.43,49.35,46.85,27.68,27.32,27.150000000000002,26.96,26.77,26.580000000000002,26.39,26.21,25.84,N/A,N/A -2012,9,15,22,30,101790,100630,99510,76.29,0,1.45,1.46,1.43,1.41,1.3800000000000001,1.36,1.33,1.31,1.26,34.57,35.07,35.36,35.660000000000004,35.94,36.21,36.49,36.74,37.22,27.46,27.12,26.95,26.75,26.57,26.38,26.2,26.02,25.650000000000002,N/A,N/A -2012,9,15,23,30,101780,100630,99510,75.55,0,3.2,3.27,3.23,3.18,3.13,3.0700000000000003,3.0100000000000002,2.95,2.8000000000000003,17.28,17.84,18.12,18.44,18.75,19.07,19.45,19.81,20.75,27.34,26.990000000000002,26.810000000000002,26.62,26.43,26.240000000000002,26.05,25.87,25.5,N/A,N/A -2012,9,16,0,30,101730,100570,99460,72.64,0,1.54,1.6,1.6,1.59,1.58,1.58,1.57,1.57,1.56,36.62,36.5,36.34,36.17,35.95,35.67,35.32,34.95,33.54,27.48,27.150000000000002,26.98,26.79,26.6,26.42,26.240000000000002,26.060000000000002,25.72,N/A,N/A -2012,9,16,1,30,101740,100590,99470,70.69,0,1.32,1.36,1.36,1.36,1.35,1.35,1.35,1.35,1.35,72.68,71.75,71.12,70.39,69.63,68.83,67.77,66.67,62.99,27.67,27.35,27.18,26.990000000000002,26.810000000000002,26.63,26.44,26.27,25.94,N/A,N/A -2012,9,16,2,30,101750,100600,99480,68.52,0,1.03,1.09,1.1,1.11,1.12,1.1400000000000001,1.1500000000000001,1.17,1.24,44.94,43.38,42.32,41.24,40.17,39.04,37.74,36.43,32.89,27.87,27.560000000000002,27.39,27.2,27.02,26.830000000000002,26.650000000000002,26.47,26.13,N/A,N/A -2012,9,16,3,30,101750,100600,99490,66.21000000000001,0,2.2,2.35,2.38,2.4,2.43,2.44,2.46,2.47,2.49,9.82,9.61,9.540000000000001,9.48,9.42,9.370000000000001,9.32,9.27,9.18,28.150000000000002,27.84,27.67,27.47,27.29,27.1,26.900000000000002,26.72,26.34,N/A,N/A -2012,9,16,4,30,101730,100580,99460,72.65,0,3.96,4.14,4.14,4.13,4.11,4.09,4.0600000000000005,4.03,3.97,13.18,13.52,13.73,13.94,14.13,14.32,14.5,14.68,15.05,27.57,27.23,27.060000000000002,26.86,26.67,26.48,26.28,26.1,25.72,N/A,N/A -2012,9,16,5,30,101710,100560,99440,72.99,0,3.69,3.8200000000000003,3.8200000000000003,3.79,3.77,3.74,3.7,3.66,3.58,28.92,29.560000000000002,29.96,30.36,30.740000000000002,31.13,31.53,31.92,32.8,27.26,26.91,26.740000000000002,26.53,26.34,26.16,25.96,25.78,25.400000000000002,N/A,N/A -2012,9,16,6,30,101700,100550,99430,75.64,0,3.14,3.24,3.23,3.21,3.18,3.15,3.12,3.09,3.02,31.53,32.17,32.52,32.87,33.2,33.53,33.88,34.21,34.97,27.150000000000002,26.8,26.63,26.43,26.240000000000002,26.05,25.86,25.68,25.3,N/A,N/A -2012,9,16,7,30,101710,100560,99440,73.37,0,2.27,2.38,2.4,2.42,2.43,2.44,2.44,2.45,2.46,33.92,34.93,35.46,36,36.480000000000004,36.95,37.44,37.9,38.95,27.32,26.98,26.810000000000002,26.61,26.42,26.240000000000002,26.04,25.86,25.48,N/A,N/A -2012,9,16,8,30,101690,100540,99420,75.94,0,3.2600000000000002,3.37,3.36,3.34,3.31,3.2800000000000002,3.25,3.22,3.15,43.26,44.480000000000004,45.21,45.95,46.64,47.33,48.03,48.71,50.2,27.21,26.87,26.7,26.490000000000002,26.310000000000002,26.12,25.92,25.740000000000002,25.36,N/A,N/A -2012,9,16,9,30,101670,100520,99400,75.09,0,2.89,3.02,3.02,3.02,3.02,3.0100000000000002,2.99,2.98,2.95,49.45,49.620000000000005,49.71,49.800000000000004,49.9,50,50.120000000000005,50.24,50.51,27.25,26.91,26.740000000000002,26.54,26.35,26.16,25.96,25.78,25.400000000000002,N/A,N/A -2012,9,16,10,30,101650,100500,99380,79.29,0,3.7800000000000002,3.9,3.88,3.84,3.8000000000000003,3.75,3.7,3.65,3.54,36.39,37.07,37.53,38,38.45,38.89,39.35,39.79,40.76,27.05,26.69,26.52,26.32,26.13,25.95,25.75,25.57,25.2,N/A,N/A -2012,9,16,11,30,101650,100490,99370,79.2,0,4.3500000000000005,4.54,4.55,4.54,4.51,4.49,4.45,4.42,4.34,31.78,32.09,32.28,32.47,32.64,32.81,33,33.18,33.56,26.85,26.48,26.3,26.1,25.91,25.72,25.53,25.34,24.96,N/A,N/A -2012,9,16,12,30,101650,100500,99380,79.65,0,4.37,4.54,4.54,4.5,4.46,4.41,4.3500000000000005,4.29,4.14,27.69,28.060000000000002,28.29,28.53,28.77,29.02,29.32,29.63,30.490000000000002,26.42,26.04,25.86,25.66,25.47,25.29,25.09,24.92,24.55,N/A,N/A -2012,9,16,13,30,101660,100500,99380,80.09,0,4.43,4.61,4.61,4.59,4.5600000000000005,4.5200000000000005,4.47,4.42,4.29,29.310000000000002,29.77,30.02,30.28,30.55,30.82,31.14,31.44,32.27,26.3,25.91,25.73,25.53,25.34,25.16,24.97,24.79,24.43,N/A,N/A -2012,9,16,14,30,101670,100510,99390,80.56,0,4.04,4.21,4.21,4.19,4.16,4.13,4.09,4.05,3.93,32.53,33,33.32,33.65,33.980000000000004,34.31,34.68,35.050000000000004,36.08,26.3,25.91,25.73,25.54,25.35,25.17,24.98,24.8,24.45,N/A,N/A -2012,9,16,15,30,101650,100490,99370,80.33,0,3.61,3.77,3.7800000000000002,3.7800000000000002,3.77,3.7600000000000002,3.74,3.73,3.69,41.22,42,42.39,42.83,43.24,43.67,44.160000000000004,44.63,45.83,26.53,26.16,25.98,25.78,25.59,25.400000000000002,25.21,25.03,24.66,N/A,N/A -2012,9,16,16,30,101640,100490,99370,80.77,0,2.95,3.09,3.12,3.13,3.14,3.15,3.15,3.16,3.16,62.14,62.93,63.440000000000005,63.940000000000005,64.39,64.84,65.29,65.73,66.67,26.87,26.5,26.32,26.12,25.93,25.740000000000002,25.55,25.37,24.990000000000002,N/A,N/A -2012,9,16,17,30,101600,100450,99330,76.02,0,2.54,2.68,2.71,2.74,2.7600000000000002,2.77,2.7800000000000002,2.8000000000000003,2.83,73.87,74.35000000000001,74.62,74.89,75.14,75.38,75.63,75.87,76.4,27.27,26.91,26.740000000000002,26.54,26.35,26.16,25.96,25.78,25.400000000000002,N/A,N/A -2012,9,16,18,30,101580,100430,99310,75.37,0,2.65,2.8000000000000003,2.84,2.86,2.88,2.9,2.91,2.92,2.95,98.25,98.5,98.59,98.68,98.76,98.85000000000001,98.95,99.04,99.23,27.55,27.2,27.02,26.82,26.63,26.44,26.25,26.060000000000002,25.68,N/A,N/A -2012,9,16,19,30,101530,100380,99270,74.99,0,2.96,3.13,3.16,3.19,3.21,3.22,3.23,3.24,3.2600000000000002,107.72,107.58,107.53,107.48,107.44,107.41,107.37,107.33,107.27,27.75,27.39,27.21,27.01,26.82,26.63,26.44,26.25,25.87,N/A,N/A -2012,9,16,20,30,101460,100310,99200,70.18,0,3.61,3.85,3.9,3.93,3.96,3.98,4,4.01,4.04,118.22,118.03,117.91,117.8,117.71000000000001,117.61,117.53,117.45,117.29,28.02,27.69,27.52,27.32,27.14,26.95,26.75,26.57,26.2,N/A,N/A -2012,9,16,21,30,101420,100270,99160,68.22,0,4.7,5.0200000000000005,5.08,5.11,5.13,5.14,5.15,5.15,5.16,127.95,127.87,127.83,127.8,127.77,127.75,127.73,127.71000000000001,127.68,28.13,27.82,27.650000000000002,27.45,27.26,27.07,26.88,26.7,26.310000000000002,N/A,N/A -2012,9,16,22,30,101350,100200,99090,69.47,0,4.04,4.3100000000000005,4.3500000000000005,4.37,4.38,4.39,4.39,4.39,4.39,122.62,122.73,122.79,122.85000000000001,122.91,122.96000000000001,123.02,123.08,123.19,27.95,27.64,27.47,27.27,27.09,26.900000000000002,26.71,26.52,26.14,N/A,N/A -2012,9,16,23,30,101320,100170,99060,70.87,0,3.63,3.86,3.91,3.93,3.95,3.96,3.96,3.97,3.98,135.16,135.12,135.11,135.1,135.09,135.08,135.08,135.07,135.06,27.82,27.5,27.330000000000002,27.14,26.95,26.76,26.57,26.38,26,N/A,N/A -2012,9,17,0,30,101310,100160,99050,70.44,0,4.03,4.28,4.32,4.34,4.3500000000000005,4.3500000000000005,4.3500000000000005,4.34,4.33,143.76,143.95000000000002,144.04,144.13,144.21,144.29,144.36,144.44,144.6,27.84,27.52,27.35,27.150000000000002,26.96,26.78,26.580000000000002,26.39,26.01,N/A,N/A -2012,9,17,1,30,101290,100140,99030,74.71000000000001,0,3.62,3.8200000000000003,3.86,3.87,3.88,3.88,3.87,3.87,3.85,145.58,145.58,145.59,145.58,145.58,145.57,145.56,145.54,145.51,27.6,27.27,27.1,26.900000000000002,26.71,26.52,26.330000000000002,26.14,25.76,N/A,N/A -2012,9,17,2,30,101300,100150,99040,73.99,0,3.08,3.25,3.2800000000000002,3.3000000000000003,3.31,3.31,3.31,3.3200000000000003,3.31,158.34,158.04,157.78,157.54,157.34,157.15,156.96,156.79,156.43,27.59,27.26,27.09,26.89,26.7,26.51,26.32,26.13,25.75,N/A,N/A -2012,9,17,3,30,101290,100150,99030,72.52,0,2.73,2.85,2.87,2.87,2.87,2.87,2.86,2.85,2.84,152.13,151.92000000000002,151.81,151.69,151.57,151.45000000000002,151.32,151.19,150.91,27.61,27.28,27.11,26.92,26.73,26.54,26.35,26.16,25.79,N/A,N/A -2012,9,17,4,30,101250,100100,98990,72.74,0,2.2600000000000002,2.33,2.33,2.32,2.31,2.29,2.2800000000000002,2.27,2.24,145.21,145.17000000000002,145.16,145.16,145.14000000000001,145.12,145.08,145.05,144.95000000000002,27.53,27.2,27.03,26.830000000000002,26.64,26.45,26.26,26.07,25.69,N/A,N/A -2012,9,17,5,30,101250,100090,98970,88.03,0,6.11,6.390000000000001,6.41,6.36,6.3,6.23,6.12,6.01,5.58,23.21,23.32,23.39,23.490000000000002,23.62,23.78,24.02,24.29,25.85,25.66,25.23,25.05,24.85,24.67,24.490000000000002,24.32,24.16,23.96,N/A,N/A -2012,9,17,6,30,101200,100050,98930,87.12,0,6.83,7.22,7.2700000000000005,7.25,7.22,7.17,7.11,7.05,6.88,19.6,19.95,20.14,20.36,20.57,20.79,21.02,21.26,21.830000000000002,25.55,25.11,24.91,24.71,24.52,24.330000000000002,24.14,23.96,23.6,N/A,N/A -2012,9,17,7,30,101160,100010,98890,86.2,0,6.88,7.28,7.34,7.34,7.32,7.3,7.26,7.22,7.12,13.57,13.93,14.13,14.34,14.55,14.74,14.96,15.17,15.65,25.38,24.92,24.73,24.52,24.330000000000002,24.14,23.96,23.78,23.41,N/A,N/A -2012,9,17,8,30,101150,99990,98870,86.65,0,6.98,7.390000000000001,7.44,7.44,7.42,7.390000000000001,7.3500000000000005,7.3100000000000005,7.18,8.98,9.1,9.18,9.26,9.32,9.38,9.44,9.49,9.6,25.23,24.76,24.57,24.37,24.18,23.990000000000002,23.81,23.63,23.28,N/A,N/A -2012,9,17,9,30,101130,99970,98850,88.57000000000001,38.5,7.140000000000001,7.57,7.62,7.62,7.61,7.58,7.54,7.5,7.41,348.33,348.54,348.71,348.87,349.01,349.14,349.28000000000003,349.40000000000003,349.66,24.740000000000002,24.26,24.07,23.86,23.67,23.490000000000002,23.31,23.13,22.78,N/A,N/A -2012,9,17,10,30,101080,99920,98790,86.55,7.300000000000001,6.640000000000001,7,7.04,7.04,7.0200000000000005,6.99,6.95,6.91,6.8100000000000005,344.54,344.59000000000003,344.67,344.72,344.77,344.81,344.84000000000003,344.87,344.90000000000003,23.95,23.44,23.240000000000002,23.03,22.830000000000002,22.64,22.45,22.27,21.900000000000002,N/A,N/A -2012,9,17,11,30,101120,99950,98820,86.83,79.5,6.99,7.4,7.47,7.5,7.51,7.51,7.51,7.5,7.48,330.67,331.40000000000003,331.83,332.23,332.6,332.95,333.32,333.66,334.41,23.19,22.66,22.45,22.240000000000002,22.05,21.87,21.68,21.5,21.14,N/A,N/A -2012,9,17,12,30,101090,99920,98800,82.32000000000001,0,5.53,5.8,5.84,5.84,5.83,5.82,5.8,5.78,5.73,349.5,349.88,350.14,350.41,350.67,350.92,351.22,351.48,352.16,23.51,23,22.8,22.59,22.39,22.19,22,21.82,21.43,N/A,N/A -2012,9,17,13,30,101110,99950,98820,79.23,2.6,5.75,6.05,6.1000000000000005,6.12,6.12,6.12,6.11,6.1000000000000005,6.07,8.42,8.43,8.42,8.38,8.35,8.31,8.27,8.23,8.16,23.86,23.36,23.150000000000002,22.94,22.740000000000002,22.55,22.35,22.16,21.77,N/A,N/A -2012,9,17,14,30,101110,99950,98820,78.63,0,6.23,6.6000000000000005,6.66,6.69,6.7,6.71,6.71,6.71,6.7,9.98,10.31,10.5,10.69,10.86,11.02,11.18,11.34,11.71,23.96,23.46,23.25,23.04,22.84,22.650000000000002,22.45,22.26,21.88,N/A,N/A -2012,9,17,15,30,101100,99940,98810,74.73,0,5.7700000000000005,6.07,6.12,6.13,6.13,6.12,6.11,6.1000000000000005,6.07,9.51,9.31,9.200000000000001,9.1,9.01,8.94,8.89,8.84,8.8,24.18,23.69,23.490000000000002,23.28,23.080000000000002,22.89,22.69,22.51,22.13,N/A,N/A -2012,9,17,16,30,101070,99910,98790,72.95,0,4.2,4.38,4.4,4.4,4.4,4.39,4.37,4.36,4.33,357.11,357,356.98,356.95,356.92,356.89,356.85,356.81,356.69,24.47,24.02,23.830000000000002,23.62,23.43,23.240000000000002,23.05,22.87,22.490000000000002,N/A,N/A -2012,9,17,17,30,101040,99890,98760,72.85000000000001,0,3.44,3.6,3.62,3.63,3.64,3.65,3.65,3.65,3.66,338.08,337.3,336.87,336.42,335.99,335.54,335.08,334.65000000000003,333.63,24.900000000000002,24.47,24.28,24.07,23.87,23.68,23.490000000000002,23.3,22.91,N/A,N/A -2012,9,17,18,30,101010,99850,98730,74.2,0,3.46,3.65,3.69,3.72,3.74,3.7600000000000002,3.77,3.7800000000000002,3.81,310.36,310.25,310.2,310.15000000000003,310.09000000000003,310.05,309.99,309.94,309.82,25.44,25.02,24.830000000000002,24.63,24.43,24.240000000000002,24.04,23.86,23.47,N/A,N/A -2012,9,17,19,30,100970,99820,98700,69.7,0,4.69,4.97,5.04,5.07,5.09,5.11,5.12,5.14,5.15,316.44,316.53000000000003,316.55,316.55,316.54,316.53000000000003,316.5,316.48,316.39,26.03,25.63,25.45,25.240000000000002,25.05,24.86,24.66,24.48,24.1,N/A,N/A -2012,9,17,20,30,100920,99770,98660,66.28,0,3.9,4.16,4.23,4.28,4.32,4.3500000000000005,4.39,4.42,4.49,322.67,322.47,322.32,322.16,322,321.85,321.69,321.53000000000003,321.19,26.52,26.14,25.96,25.77,25.580000000000002,25.39,25.19,25.01,24.64,N/A,N/A -2012,9,17,21,30,100860,99720,98600,64.94,0,3.64,3.87,3.93,3.97,4.01,4.04,4.07,4.1,4.17,323.26,322.65000000000003,322.31,321.96,321.63,321.3,320.96,320.63,319.91,26.95,26.6,26.42,26.22,26.04,25.85,25.66,25.48,25.11,N/A,N/A -2012,9,17,22,30,100840,99700,98590,63.910000000000004,0,3.14,3.36,3.42,3.47,3.5100000000000002,3.54,3.58,3.61,3.68,322.41,321.97,321.63,321.3,321,320.72,320.44,320.18,319.65000000000003,27.330000000000002,27.01,26.84,26.64,26.45,26.26,26.07,25.89,25.51,N/A,N/A -2012,9,17,23,30,100850,99700,98590,71.58,0,6,6.36,6.42,6.44,6.44,6.44,6.42,6.41,6.38,325.44,326.90000000000003,327.91,328.90000000000003,329.8,330.67,331.53000000000003,332.35,334.04,26.650000000000002,26.27,26.1,25.900000000000002,25.72,25.54,25.35,25.18,24.82,N/A,N/A -2012,9,18,0,30,100890,99740,98630,72.14,0,4.5200000000000005,4.75,4.78,4.79,4.79,4.79,4.79,4.79,4.7700000000000005,297.17,298.39,299.17,299.88,300.5,301.09000000000003,301.66,302.18,303.25,26.67,26.3,26.12,25.92,25.73,25.53,25.330000000000002,25.150000000000002,24.76,N/A,N/A -2012,9,18,1,30,100880,99730,98610,79.05,0,4.55,4.79,4.84,4.86,4.88,4.89,4.89,4.9,4.9,297.57,298.88,299.58,300.25,300.83,301.38,301.92,302.42,303.64,26.01,25.61,25.43,25.22,25.03,24.84,24.650000000000002,24.46,24.080000000000002,N/A,N/A -2012,9,18,2,30,100910,99770,98650,70.05,0,3.3200000000000003,3.46,3.47,3.47,3.47,3.46,3.45,3.45,3.43,305.98,307.56,308.52,309.48,310.33,311.14,311.93,312.67,314.14,26.63,26.27,26.1,25.89,25.7,25.51,25.32,25.13,24.75,N/A,N/A -2012,9,18,3,30,100940,99790,98680,68.26,0,4.24,4.48,4.5200000000000005,4.53,4.53,4.53,4.5200000000000005,4.51,4.49,344.53000000000003,344.85,344.99,345.12,345.24,345.34000000000003,345.44,345.53000000000003,345.7,26.89,26.52,26.34,26.14,25.95,25.75,25.55,25.37,24.98,N/A,N/A -2012,9,18,4,30,100970,99820,98710,70.22,0,5.32,5.5600000000000005,5.57,5.54,5.51,5.48,5.44,5.4,5.33,2.85,1.99,1.4000000000000001,0.78,0.21,359.66,359.08,358.54,357.37,26.41,26.02,25.84,25.64,25.44,25.26,25.060000000000002,24.87,24.490000000000002,N/A,N/A -2012,9,18,5,30,101020,99870,98750,71.35000000000001,0,3.5100000000000002,3.64,3.64,3.63,3.62,3.61,3.59,3.5700000000000003,3.54,5.14,3.97,3.2,2.37,1.58,0.77,359.88,359.02,357,26.04,25.66,25.48,25.27,25.080000000000002,24.89,24.7,24.52,24.14,N/A,N/A -2012,9,18,6,30,101060,99910,98790,70.31,0,3.7600000000000002,3.97,4.01,4.03,4.05,4.07,4.08,4.09,4.11,353.53000000000003,352.66,352.16,351.64,351.15000000000003,350.67,350.18,349.71,348.69,26.09,25.71,25.53,25.330000000000002,25.13,24.94,24.740000000000002,24.560000000000002,24.17,N/A,N/A -2012,9,18,7,30,101110,99950,98830,73.12,0,4.94,5.21,5.26,5.28,5.29,5.29,5.28,5.28,5.26,335.09000000000003,334.11,333.54,332.98,332.48,332.02,331.56,331.13,330.28000000000003,25.87,25.47,25.28,25.080000000000002,24.88,24.69,24.490000000000002,24.3,23.91,N/A,N/A -2012,9,18,8,30,101140,99980,98860,76.55,0,5.11,5.41,5.47,5.5,5.51,5.5200000000000005,5.53,5.54,5.55,340.94,340.44,340.11,339.75,339.42,339.1,338.76,338.43,337.73,25.48,25.07,24.88,24.67,24.47,24.28,24.080000000000002,23.89,23.51,N/A,N/A -2012,9,18,9,30,101180,100020,98900,74.67,0,6,6.3500000000000005,6.41,6.42,6.42,6.41,6.4,6.38,6.34,332.59000000000003,332.15000000000003,331.90000000000003,331.64,331.40000000000003,331.17,330.95,330.73,330.28000000000003,25.650000000000002,25.22,25.04,24.830000000000002,24.63,24.44,24.240000000000002,24.05,23.67,N/A,N/A -2012,9,18,10,30,101200,100040,98920,77.25,0,6.33,6.74,6.82,6.86,6.88,6.890000000000001,6.9,6.9,6.9,327.01,326.76,326.6,326.43,326.28000000000003,326.12,325.96,325.82,325.5,25.3,24.86,24.66,24.45,24.26,24.07,23.87,23.68,23.3,N/A,N/A -2012,9,18,11,30,101260,100100,98980,75.55,0,6.92,7.390000000000001,7.49,7.53,7.5600000000000005,7.57,7.58,7.58,7.57,339.03000000000003,338.89,338.78000000000003,338.66,338.55,338.45,338.34000000000003,338.24,338.02,25.26,24.8,24.61,24.400000000000002,24.2,24.01,23.81,23.62,23.240000000000002,N/A,N/A -2012,9,18,12,30,101290,100130,99010,80.66,0,7.0600000000000005,7.5200000000000005,7.61,7.65,7.67,7.68,7.68,7.68,7.66,339.86,339.58,339.39,339.19,339,338.82,338.64,338.47,338.09000000000003,24.87,24.400000000000002,24.2,23.990000000000002,23.79,23.59,23.39,23.21,22.82,N/A,N/A -2012,9,18,13,30,101330,100170,99040,81.15,0,7.34,7.86,7.99,8.05,8.09,8.120000000000001,8.13,8.15,8.16,338.24,338.28000000000003,338.29,338.3,338.31,338.31,338.32,338.32,338.35,24.79,24.310000000000002,24.11,23.900000000000002,23.7,23.51,23.31,23.13,22.740000000000002,N/A,N/A -2012,9,18,14,30,101400,100240,99110,81.98,0,7.09,7.57,7.68,7.74,7.7700000000000005,7.79,7.8,7.8100000000000005,7.8100000000000005,348.24,347.89,347.66,347.45,347.25,347.06,346.88,346.7,346.33,24.66,24.18,23.98,23.77,23.57,23.38,23.18,22.990000000000002,22.61,N/A,N/A -2012,9,18,15,30,101430,100270,99150,79.83,0,7.2,7.72,7.86,7.930000000000001,7.97,8.01,8.03,8.05,8.08,345.05,345.07,345.09000000000003,345.1,345.12,345.15000000000003,345.18,345.21,345.27,24.98,24.51,24.310000000000002,24.1,23.900000000000002,23.71,23.51,23.32,22.94,N/A,N/A -2012,9,18,16,30,101480,100320,99190,73.72,0,7.21,7.75,7.88,7.95,8,8.03,8.06,8.08,8.11,352.16,352.05,351.99,351.92,351.87,351.81,351.77,351.72,351.64,25.45,25.01,24.82,24.6,24.41,24.21,24.01,23.830000000000002,23.44,N/A,N/A -2012,9,18,17,30,101490,100330,99200,69.34,0,6.73,7.24,7.36,7.44,7.49,7.53,7.5600000000000005,7.59,7.62,348.13,348.28000000000003,348.38,348.47,348.56,348.65000000000003,348.74,348.83,349.02,25.96,25.55,25.36,25.150000000000002,24.96,24.76,24.57,24.38,23.990000000000002,N/A,N/A -2012,9,18,18,30,101490,100330,99210,65.61,0,6,6.45,6.55,6.61,6.65,6.68,6.7,6.72,6.74,341.58,342.06,342.39,342.72,343.04,343.34000000000003,343.66,343.96,344.61,26.62,26.25,26.07,25.86,25.67,25.48,25.28,25.1,24.71,N/A,N/A -2012,9,18,19,30,101480,100320,99200,62.410000000000004,0,4.92,5.34,5.46,5.54,5.61,5.67,5.72,5.7700000000000005,5.8500000000000005,339.41,340.04,340.43,340.79,341.12,341.44,341.74,342.02,342.59000000000003,27.330000000000002,27,26.830000000000002,26.63,26.45,26.26,26.060000000000002,25.88,25.5,N/A,N/A -2012,9,18,20,30,101460,100310,99190,64.97,0,5.04,5.43,5.51,5.5600000000000005,5.59,5.62,5.64,5.66,5.69,332.35,333.75,334.6,335.43,336.16,336.85,337.52,338.15000000000003,339.39,27.82,27.52,27.36,27.16,26.98,26.79,26.6,26.42,26.04,N/A,N/A -2012,9,18,21,30,101450,100300,99180,67.25,0,3.8000000000000003,3.99,4.0200000000000005,4.01,4,3.98,3.93,3.88,3.5500000000000003,73.49,74.22,74.46000000000001,74.63,74.67,74.62,74.14,73.53,69.02,26.97,26.64,26.48,26.29,26.13,25.96,25.810000000000002,25.69,25.55,N/A,N/A -2012,9,18,22,30,101420,100270,99160,65.41,0,2.0100000000000002,2.04,2.02,1.98,1.94,1.9000000000000001,1.85,1.8,1.68,72.55,71.96000000000001,71.51,70.95,70.37,69.7,68.9,68.07000000000001,64.93,27.490000000000002,27.18,27.01,26.810000000000002,26.63,26.44,26.25,26.080000000000002,25.72,N/A,N/A -2012,9,18,23,30,101420,100270,99150,65.34,0,0.75,0.85,0.89,0.93,1,1.09,1.24,1.42,2.17,37.7,33.22,30.240000000000002,27.04,23.37,18.77,13.52,7.7,357.64,27.73,27.43,27.28,27.09,26.91,26.740000000000002,26.580000000000002,26.44,26.23,N/A,N/A -2012,9,19,0,30,101440,100290,99180,66.52,0,1.68,1.99,2.12,2.2600000000000002,2.37,2.49,2.6,2.71,2.98,21.37,17.78,15.89,14.3,13,11.870000000000001,10.870000000000001,9.97,8.34,28.05,27.79,27.63,27.45,27.27,27.1,26.91,26.740000000000002,26.37,N/A,N/A -2012,9,19,1,30,101450,100300,99190,65.22,0,6.79,7.41,7.54,7.61,7.67,7.7,7.72,7.74,7.78,355.2,355.93,356.37,356.86,357.32,357.78000000000003,358.28000000000003,358.75,359.81,28.400000000000002,28.150000000000002,28,27.82,27.64,27.46,27.27,27.1,26.73,N/A,N/A -2012,9,19,2,30,101510,100360,99240,65.41,0,6.68,7.28,7.42,7.48,7.53,7.5600000000000005,7.57,7.58,7.59,20.46,20.75,20.86,20.96,21.04,21.12,21.2,21.26,21.400000000000002,28.28,28.02,27.86,27.67,27.490000000000002,27.3,27.11,26.92,26.55,N/A,N/A -2012,9,19,3,30,101530,100380,99270,66.46000000000001,0,7.01,7.6000000000000005,7.72,7.76,7.79,7.8,7.8,7.79,7.7700000000000005,31.470000000000002,31.45,31.44,31.41,31.38,31.34,31.3,31.26,31.150000000000002,27.87,27.57,27.41,27.22,27.03,26.85,26.650000000000002,26.47,26.09,N/A,N/A -2012,9,19,4,30,101550,100400,99280,70.04,0,7.79,8.39,8.5,8.53,8.540000000000001,8.53,8.51,8.48,8.41,28.810000000000002,29.32,29.68,30.03,30.35,30.66,30.970000000000002,31.26,31.87,27.23,26.89,26.72,26.52,26.330000000000002,26.150000000000002,25.95,25.77,25.400000000000002,N/A,N/A -2012,9,19,5,30,101560,100410,99290,74.07000000000001,0,7.54,8.11,8.22,8.26,8.290000000000001,8.290000000000001,8.290000000000001,8.28,8.25,36.480000000000004,36.95,37.22,37.49,37.730000000000004,37.97,38.21,38.44,38.93,26.7,26.32,26.150000000000002,25.95,25.76,25.57,25.38,25.2,24.830000000000002,N/A,N/A -2012,9,19,6,30,101590,100440,99320,75.37,0,7.79,8.370000000000001,8.49,8.540000000000001,8.56,8.57,8.56,8.55,8.51,46.58,46.83,47,47.17,47.32,47.47,47.62,47.76,48.06,26.52,26.12,25.93,25.73,25.53,25.34,25.150000000000002,24.96,24.580000000000002,N/A,N/A -2012,9,19,7,30,101620,100460,99340,76.27,0,8.27,8.96,9.11,9.19,9.23,9.26,9.27,9.28,9.27,49.660000000000004,49.95,50.1,50.26,50.4,50.52,50.65,50.77,51.01,26.44,26.02,25.84,25.63,25.43,25.240000000000002,25.04,24.86,24.47,N/A,N/A -2012,9,19,8,30,101640,100480,99360,79.12,0,8.16,8.8,8.94,9.01,9.05,9.07,9.08,9.08,9.07,55.19,55.45,55.61,55.76,55.88,55.99,56.1,56.21,56.410000000000004,26.13,25.69,25.5,25.29,25.09,24.89,24.69,24.5,24.12,N/A,N/A -2012,9,19,9,30,101670,100510,99380,79.49,0,8.26,8.88,9.01,9.07,9.1,9.11,9.11,9.11,9.08,60.25,60.42,60.52,60.61,60.69,60.77,60.84,60.92,61.050000000000004,25.830000000000002,25.38,25.19,24.97,24.77,24.57,24.38,24.19,23.8,N/A,N/A -2012,9,19,10,30,101700,100540,99410,78.78,0,8.76,9.450000000000001,9.59,9.65,9.69,9.71,9.72,9.72,9.700000000000001,57.59,57.870000000000005,58.050000000000004,58.22,58.38,58.53,58.69,58.83,59.120000000000005,25.42,24.95,24.740000000000002,24.53,24.330000000000002,24.13,23.93,23.740000000000002,23.35,N/A,N/A -2012,9,19,11,30,101740,100570,99450,79.46000000000001,0,8.73,9.39,9.540000000000001,9.6,9.65,9.67,9.68,9.68,9.66,65,64.92,64.92,64.93,64.93,64.94,64.94,64.95,64.96000000000001,25.240000000000002,24.75,24.54,24.32,24.12,23.92,23.72,23.53,23.13,N/A,N/A -2012,9,19,12,30,101770,100600,99470,76.87,0,8.36,8.97,9.1,9.16,9.200000000000001,9.22,9.22,9.22,9.200000000000001,60.85,60.910000000000004,60.980000000000004,61.050000000000004,61.11,61.160000000000004,61.22,61.26,61.36,25.03,24.54,24.330000000000002,24.12,23.91,23.72,23.51,23.32,22.93,N/A,N/A -2012,9,19,13,30,101830,100660,99530,72.68,0,7.68,8.22,8.32,8.36,8.38,8.38,8.38,8.370000000000001,8.33,59.53,59.620000000000005,59.72,59.800000000000004,59.88,59.94,60.01,60.07,60.2,24.94,24.46,24.26,24.04,23.84,23.650000000000002,23.45,23.26,22.87,N/A,N/A -2012,9,19,14,30,101880,100710,99570,71.88,0,7.82,8.370000000000001,8.47,8.52,8.55,8.56,8.56,8.56,8.53,62.980000000000004,63.18,63.31,63.42,63.51,63.6,63.7,63.78,63.940000000000005,24.8,24.310000000000002,24.1,23.89,23.69,23.490000000000002,23.29,23.1,22.7,N/A,N/A -2012,9,19,15,30,101860,100690,99550,71.43,0,7.34,7.8100000000000005,7.9,7.930000000000001,7.94,7.94,7.930000000000001,7.92,7.88,58.53,58.51,58.49,58.47,58.45,58.42,58.39,58.36,58.300000000000004,24.62,24.13,23.92,23.71,23.5,23.31,23.1,22.91,22.52,N/A,N/A -2012,9,19,16,30,101870,100700,99560,68.47,0,6.5200000000000005,6.91,6.98,7.01,7.0200000000000005,7.0200000000000005,7.01,7,6.97,61.480000000000004,61.79,61.96,62.13,62.28,62.42,62.57,62.7,62.980000000000004,24.650000000000002,24.17,23.96,23.75,23.55,23.35,23.150000000000002,22.97,22.57,N/A,N/A -2012,9,19,17,30,101860,100690,99550,67.84,0,5.91,6.24,6.29,6.3100000000000005,6.32,6.3100000000000005,6.3100000000000005,6.29,6.26,63.15,63.18,63.22,63.24,63.25,63.26,63.27,63.28,63.28,24.66,24.19,23.990000000000002,23.78,23.580000000000002,23.38,23.18,22.990000000000002,22.6,N/A,N/A -2012,9,19,18,30,101880,100710,99570,67.59,0,5.05,5.3,5.33,5.34,5.33,5.32,5.3,5.28,5.24,77.32000000000001,77.19,77.10000000000001,77.01,76.91,76.81,76.7,76.59,76.35000000000001,24.76,24.310000000000002,24.12,23.91,23.71,23.52,23.31,23.13,22.740000000000002,N/A,N/A -2012,9,19,19,30,101840,100680,99540,64.94,0,3.6,3.74,3.75,3.75,3.74,3.73,3.71,3.7,3.67,74.87,74.38,74.11,73.83,73.56,73.28,72.99,72.72,72.07000000000001,24.990000000000002,24.57,24.38,24.17,23.97,23.78,23.580000000000002,23.39,23.01,N/A,N/A -2012,9,19,20,30,101810,100640,99510,63.18,0,2.94,3.04,3.0300000000000002,3.0100000000000002,2.99,2.98,2.95,2.93,2.88,93.08,92.60000000000001,92.24,91.86,91.51,91.16,90.79,90.45,89.68,25.22,24.82,24.63,24.43,24.23,24.04,23.84,23.650000000000002,23.27,N/A,N/A -2012,9,19,21,30,101770,100600,99470,61.31,0,1.71,1.75,1.75,1.74,1.72,1.72,1.7,1.69,1.6600000000000001,96.33,95.57000000000001,95.06,94.54,94.03,93.54,92.99,92.47,91.22,25.39,25,24.810000000000002,24.61,24.41,24.22,24.03,23.84,23.45,N/A,N/A -2012,9,19,22,30,101750,100580,99450,61.31,0,1.83,1.8800000000000001,1.87,1.86,1.85,1.83,1.82,1.81,1.78,104.74000000000001,104.26,103.92,103.58,103.26,102.93,102.60000000000001,102.29,101.55,25.57,25.19,25,24.8,24.61,24.42,24.21,24.03,23.64,N/A,N/A -2012,9,19,23,30,101740,100570,99440,61.08,0,2.2800000000000002,2.36,2.36,2.35,2.34,2.33,2.32,2.3000000000000003,2.27,104.52,104.19,103.95,103.68,103.42,103.15,102.86,102.59,101.93,25.72,25.34,25.150000000000002,24.95,24.76,24.57,24.37,24.18,23.8,N/A,N/A -2012,9,20,0,30,101710,100550,99420,61.07,0,2.8000000000000003,2.89,2.89,2.88,2.87,2.86,2.84,2.83,2.8000000000000003,111.39,111.14,111,110.83,110.67,110.51,110.34,110.18,109.81,25.86,25.48,25.3,25.09,24.900000000000002,24.71,24.51,24.32,23.93,N/A,N/A -2012,9,20,1,30,101740,100570,99450,60.34,0,3.2,3.33,3.34,3.34,3.34,3.34,3.33,3.33,3.31,99.29,99.12,98.99000000000001,98.87,98.75,98.64,98.52,98.41,98.18,25.94,25.560000000000002,25.38,25.17,24.98,24.79,24.59,24.400000000000002,24.01,N/A,N/A -2012,9,20,2,30,101750,100580,99460,58.95,0,3.29,3.45,3.48,3.49,3.5,3.5,3.5,3.5100000000000002,3.5100000000000002,76.32000000000001,76.23,76.22,76.19,76.16,76.12,76.07000000000001,76.03,75.9,26.01,25.63,25.44,25.25,25.05,24.86,24.66,24.47,24.09,N/A,N/A -2012,9,20,3,30,101740,100580,99450,55.82,0,3.68,3.9,3.95,3.98,4,4.0200000000000005,4.04,4.05,4.07,59.550000000000004,59.01,58.72,58.45,58.21,57.99,57.77,57.58,57.2,26.16,25.78,25.6,25.400000000000002,25.2,25.01,24.810000000000002,24.63,24.240000000000002,N/A,N/A -2012,9,20,4,30,101720,100560,99430,56.56,0,3.74,3.94,3.97,3.99,4,4.01,4.01,4.0200000000000005,4.0200000000000005,63.39,63.800000000000004,63.95,64.09,64.22,64.34,64.45,64.55,64.76,26.11,25.73,25.55,25.35,25.150000000000002,24.96,24.76,24.57,24.18,N/A,N/A -2012,9,20,5,30,101720,100550,99420,50.33,0,3.65,3.85,3.88,3.9,3.92,3.93,3.94,3.95,3.96,55.57,56.07,56.31,56.52,56.7,56.88,57.04,57.17,57.45,26.330000000000002,25.96,25.78,25.580000000000002,25.39,25.19,24.990000000000002,24.810000000000002,24.42,N/A,N/A -2012,9,20,6,30,101740,100580,99450,55.49,0,4.5,4.71,4.73,4.73,4.72,4.71,4.69,4.68,4.63,45.17,45.65,45.83,46,46.15,46.300000000000004,46.46,46.61,46.95,25.89,25.5,25.32,25.12,24.92,24.73,24.54,24.35,23.96,N/A,N/A -2012,9,20,7,30,101730,100570,99440,51.35,0,3.02,3.16,3.18,3.19,3.19,3.2,3.2,3.2,3.2,50.49,51.43,51.980000000000004,52.49,52.97,53.410000000000004,53.85,54.25,55.07,25.990000000000002,25.62,25.44,25.240000000000002,25.04,24.85,24.650000000000002,24.47,24.07,N/A,N/A -2012,9,20,8,30,101760,100600,99470,51.52,0,3.34,3.52,3.56,3.58,3.59,3.6,3.61,3.61,3.62,55.93,56.56,56.980000000000004,57.36,57.7,58.02,58.33,58.61,59.160000000000004,26.17,25.810000000000002,25.63,25.43,25.23,25.04,24.84,24.650000000000002,24.26,N/A,N/A -2012,9,20,9,30,101770,100600,99470,49.84,0,2.59,2.7,2.71,2.72,2.73,2.73,2.73,2.73,2.74,57.6,58.38,58.9,59.410000000000004,59.88,60.33,60.800000000000004,61.230000000000004,62.13,26.12,25.76,25.580000000000002,25.38,25.19,24.990000000000002,24.79,24.61,24.22,N/A,N/A -2012,9,20,10,30,101740,100580,99450,54.2,0,3.16,3.2600000000000002,3.25,3.23,3.21,3.19,3.16,3.14,3.09,44.45,45.19,45.68,46.15,46.59,47,47.42,47.800000000000004,48.61,25.94,25.560000000000002,25.38,25.18,24.98,24.79,24.59,24.41,24.02,N/A,N/A -2012,9,20,11,30,101760,100590,99460,54.86,0,3.29,3.38,3.37,3.34,3.31,3.29,3.2600000000000002,3.24,3.19,79.5,78.83,78.35000000000001,77.86,77.41,76.98,76.54,76.14,75.3,25.810000000000002,25.43,25.25,25.04,24.85,24.66,24.46,24.27,23.88,N/A,N/A -2012,9,20,12,30,101770,100600,99470,56.34,0,3.37,3.46,3.44,3.41,3.38,3.35,3.3200000000000003,3.29,3.23,65.91,66.01,66.07000000000001,66.15,66.2,66.24,66.29,66.33,66.41,25.61,25.22,25.04,24.830000000000002,24.64,24.45,24.25,24.060000000000002,23.67,N/A,N/A -2012,9,20,13,30,101780,100610,99480,59.31,0,3.83,3.99,3.99,3.99,3.97,3.96,3.94,3.92,3.89,70.38,70.23,70.05,69.88,69.73,69.59,69.44,69.3,69.04,25.490000000000002,25.09,24.900000000000002,24.7,24.5,24.310000000000002,24.11,23.92,23.53,N/A,N/A -2012,9,20,14,30,101800,100640,99500,58.410000000000004,0,3.52,3.66,3.66,3.65,3.64,3.63,3.61,3.59,3.56,72.11,71.62,71.35000000000001,71.09,70.85000000000001,70.62,70.38,70.17,69.73,25.37,24.97,24.78,24.580000000000002,24.38,24.19,23.990000000000002,23.8,23.41,N/A,N/A -2012,9,20,15,30,101800,100630,99500,57.480000000000004,0,3.84,3.99,4,3.99,3.97,3.96,3.94,3.92,3.88,60.17,60.28,60.410000000000004,60.52,60.63,60.72,60.82,60.910000000000004,61.08,25.330000000000002,24.93,24.740000000000002,24.54,24.34,24.14,23.94,23.76,23.37,N/A,N/A -2012,9,20,16,30,101780,100610,99480,56.28,0,3.88,4.04,4.05,4.05,4.03,4.03,4.01,3.99,3.96,55.910000000000004,55.97,55.97,55.980000000000004,55.980000000000004,55.980000000000004,55.99,56,55.99,25.310000000000002,24.900000000000002,24.72,24.51,24.32,24.12,23.92,23.740000000000002,23.34,N/A,N/A -2012,9,20,17,30,101770,100600,99470,55.08,0,3.8200000000000003,3.98,3.99,3.98,3.97,3.95,3.94,3.92,3.88,60.160000000000004,60.17,60.09,60.01,59.93,59.870000000000005,59.79,59.72,59.58,25.29,24.88,24.69,24.490000000000002,24.29,24.1,23.900000000000002,23.72,23.330000000000002,N/A,N/A -2012,9,20,18,30,101730,100560,99430,53.58,0,3.13,3.23,3.23,3.21,3.2,3.19,3.17,3.15,3.12,65.85,65.18,64.8,64.41,64.04,63.690000000000005,63.31,62.96,62.21,25.32,24.92,24.73,24.53,24.34,24.150000000000002,23.95,23.77,23.38,N/A,N/A -2012,9,20,19,30,101690,100530,99400,52.92,0,2.5300000000000002,2.6,2.6,2.58,2.57,2.5500000000000003,2.54,2.52,2.48,73.59,73.02,72.65,72.27,71.92,71.59,71.22,70.86,70.08,25.37,24.98,24.79,24.59,24.400000000000002,24.21,24.01,23.82,23.44,N/A,N/A -2012,9,20,20,30,101660,100490,99360,52.14,0,2.73,2.81,2.8000000000000003,2.79,2.77,2.7600000000000002,2.74,2.72,2.68,88.07000000000001,87.73,87.48,87.21000000000001,86.95,86.7,86.43,86.17,85.55,25.48,25.09,24.91,24.71,24.51,24.330000000000002,24.13,23.94,23.56,N/A,N/A -2012,9,20,21,30,101630,100460,99330,53.57,0,2.5300000000000002,2.61,2.61,2.59,2.58,2.56,2.54,2.52,2.48,98.18,97.9,97.65,97.42,97.19,96.97,96.73,96.51,95.98,25.51,25.12,24.94,24.740000000000002,24.54,24.36,24.16,23.97,23.580000000000002,N/A,N/A -2012,9,20,22,30,101590,100420,99300,54.03,0,2.33,2.4,2.4,2.39,2.38,2.37,2.36,2.35,2.32,89.62,89.04,88.74,88.43,88.13,87.85000000000001,87.52,87.21000000000001,86.51,25.580000000000002,25.2,25.02,24.82,24.63,24.44,24.240000000000002,24.060000000000002,23.67,N/A,N/A -2012,9,20,23,30,101590,100420,99290,54.24,0,3.15,3.2800000000000002,3.29,3.29,3.29,3.2800000000000002,3.2800000000000002,3.27,3.25,103.55,103.06,102.85000000000001,102.63,102.41,102.18,101.93,101.7,101.14,25.67,25.29,25.11,24.91,24.72,24.53,24.330000000000002,24.150000000000002,23.77,N/A,N/A -2012,9,21,0,30,101550,100390,99260,56.480000000000004,0,3.52,3.7,3.73,3.75,3.7600000000000002,3.77,3.7800000000000002,3.7800000000000002,3.79,104.2,104.08,103.96000000000001,103.83,103.72,103.61,103.49000000000001,103.38,103.13,25.67,25.29,25.1,24.900000000000002,24.7,24.51,24.32,24.13,23.740000000000002,N/A,N/A -2012,9,21,1,30,101550,100390,99260,52.620000000000005,0,2.8000000000000003,2.96,2.99,3.0100000000000002,3.0300000000000002,3.04,3.0500000000000003,3.0700000000000003,3.09,102.47,102.31,102.18,102.04,101.92,101.79,101.65,101.52,101.23,25.91,25.54,25.36,25.16,24.97,24.78,24.580000000000002,24.400000000000002,24.01,N/A,N/A -2012,9,21,2,30,101560,100400,99270,53.2,0,3.96,4.18,4.21,4.22,4.23,4.23,4.24,4.24,4.23,105.2,104.94,104.76,104.58,104.41,104.25,104.08,103.93,103.56,26.05,25.68,25.5,25.3,25.1,24.91,24.72,24.53,24.14,N/A,N/A -2012,9,21,3,30,101550,100390,99260,53.39,0,3.63,3.81,3.85,3.86,3.87,3.87,3.88,3.88,3.88,103.72,103.18,102.84,102.51,102.19,101.89,101.58,101.3,100.68,26.07,25.7,25.52,25.32,25.13,24.94,24.740000000000002,24.55,24.17,N/A,N/A -2012,9,21,4,30,101520,100360,99230,53.92,0,3.62,3.83,3.87,3.89,3.91,3.92,3.94,3.95,3.96,95.65,95.36,95.19,95.01,94.85000000000001,94.69,94.52,94.35000000000001,94.02,26.09,25.72,25.54,25.34,25.150000000000002,24.96,24.76,24.57,24.19,N/A,N/A -2012,9,21,5,30,101550,100390,99260,54.32,0,4.28,4.5200000000000005,4.57,4.59,4.6000000000000005,4.61,4.62,4.62,4.62,97.06,96.73,96.53,96.36,96.19,96.02,95.86,95.72,95.39,26.14,25.77,25.59,25.39,25.19,25,24.8,24.62,24.23,N/A,N/A -2012,9,21,6,30,101550,100380,99260,54.04,0,3.92,4.15,4.2,4.23,4.25,4.2700000000000005,4.28,4.29,4.3100000000000005,88.44,88.62,88.7,88.75,88.8,88.85000000000001,88.88,88.92,88.98,26.12,25.75,25.57,25.37,25.18,24.990000000000002,24.79,24.6,24.21,N/A,N/A -2012,9,21,7,30,101560,100400,99270,54.85,0,3.49,3.69,3.74,3.77,3.79,3.8000000000000003,3.8200000000000003,3.83,3.85,88.46000000000001,88.46000000000001,88.46000000000001,88.45,88.43,88.4,88.37,88.33,88.23,26.05,25.68,25.5,25.3,25.1,24.91,24.71,24.53,24.14,N/A,N/A -2012,9,21,8,30,101540,100380,99250,54.96,0,3.3200000000000003,3.46,3.47,3.47,3.46,3.46,3.45,3.45,3.44,85.49,85.05,84.83,84.62,84.44,84.27,84.11,83.97,83.69,25.94,25.57,25.39,25.19,25,24.810000000000002,24.61,24.43,24.03,N/A,N/A -2012,9,21,9,30,101560,100400,99270,59.09,0,3.74,3.91,3.93,3.94,3.94,3.94,3.94,3.93,3.92,83.99,84.8,85.32000000000001,85.76,86.11,86.4,86.64,86.84,87.16,25.87,25.490000000000002,25.310000000000002,25.11,24.91,24.72,24.52,24.330000000000002,23.94,N/A,N/A -2012,9,21,10,30,101570,100400,99280,60.67,0,4.32,4.58,4.62,4.65,4.66,4.68,4.68,4.69,4.71,88.57000000000001,88.11,87.78,87.44,87.15,86.89,86.62,86.38,85.94,25.740000000000002,25.36,25.17,24.97,24.78,24.59,24.39,24.2,23.81,N/A,N/A -2012,9,21,11,30,101550,100390,99270,61.7,0,3.75,4.01,4.08,4.13,4.17,4.21,4.24,4.26,4.3100000000000005,74.78,74.53,74.5,74.46000000000001,74.43,74.4,74.37,74.35000000000001,74.32000000000001,25.76,25.37,25.19,24.990000000000002,24.79,24.6,24.400000000000002,24.21,23.82,N/A,N/A -2012,9,21,12,30,101540,100380,99260,62.74,0,4.17,4.4,4.45,4.48,4.5,4.51,4.53,4.54,4.55,64.48,64.8,64.94,65.07000000000001,65.18,65.29,65.4,65.51,65.72,25.82,25.43,25.25,25.05,24.85,24.66,24.46,24.28,23.89,N/A,N/A -2012,9,21,13,30,101540,100370,99250,61.44,0,3.7,3.88,3.9,3.91,3.92,3.92,3.92,3.91,3.9,73.08,73.47,73.69,73.88,74.04,74.2,74.34,74.46000000000001,74.7,26.02,25.64,25.46,25.26,25.060000000000002,24.87,24.67,24.490000000000002,24.1,N/A,N/A -2012,9,21,14,30,101540,100380,99260,66.83,0,3.43,3.62,3.67,3.69,3.71,3.72,3.74,3.74,3.7600000000000002,65.84,66.66,67.19,67.68,68.11,68.51,68.92,69.29,70.03,25.96,25.59,25.41,25.2,25.01,24.82,24.62,24.43,24.04,N/A,N/A -2012,9,21,15,30,101570,100410,99280,76.77,0,5.82,6.04,6.0200000000000005,5.96,5.89,5.82,5.75,5.68,5.54,33.37,34.97,36.04,37.14,38.17,39.17,40.19,41.15,43.22,25.580000000000002,25.18,25,24.8,24.61,24.43,24.23,24.05,23.68,N/A,N/A -2012,9,21,16,30,101550,100390,99270,76.08,0,3.92,4.15,4.21,4.24,4.2700000000000005,4.28,4.3,4.3100000000000005,4.33,60.46,61.34,61.730000000000004,62.04,62.28,62.49,62.67,62.83,63.08,26.02,25.64,25.45,25.25,25.05,24.86,24.66,24.48,24.09,N/A,N/A -2012,9,21,17,30,101490,100330,99210,77.99,0,5.0200000000000005,5.32,5.37,5.4,5.41,5.42,5.42,5.42,5.41,47.980000000000004,48.4,48.660000000000004,48.910000000000004,49.13,49.35,49.56,49.76,50.18,25.93,25.53,25.34,25.14,24.94,24.75,24.55,24.37,23.98,N/A,N/A -2012,9,21,18,30,101480,100330,99210,80.08,0,5.68,6.05,6.12,6.15,6.16,6.17,6.17,6.18,6.16,55.77,56.03,56.14,56.24,56.31,56.39,56.45,56.52,56.64,25.990000000000002,25.59,25.400000000000002,25.19,25,24.8,24.61,24.42,24.03,N/A,N/A -2012,9,21,19,30,101470,100310,99190,81.95,0,5.8500000000000005,6.24,6.32,6.3500000000000005,6.37,6.38,6.38,6.38,6.36,61.050000000000004,61.27,61.46,61.64,61.800000000000004,61.95,62.11,62.26,62.59,25.96,25.55,25.36,25.16,24.96,24.77,24.57,24.39,24.01,N/A,N/A -2012,9,21,20,30,101450,100290,99170,84.32000000000001,0,6.5,6.98,7.1000000000000005,7.15,7.19,7.22,7.24,7.26,7.28,71.02,71.13,71.22,71.3,71.37,71.44,71.51,71.58,71.73,26.12,25.71,25.53,25.330000000000002,25.13,24.94,24.75,24.560000000000002,24.18,N/A,N/A -2012,9,21,21,30,101460,100310,99190,81.62,0,7.05,7.62,7.75,7.82,7.87,7.9,7.930000000000001,7.94,7.96,83.15,83.3,83.37,83.45,83.53,83.60000000000001,83.69,83.76,83.94,26.52,26.14,25.96,25.75,25.560000000000002,25.37,25.18,24.990000000000002,24.61,N/A,N/A -2012,9,21,22,30,101410,100260,99140,80.04,0,6.36,6.84,6.94,6.98,7,7,7,6.99,6.97,92.63,92.66,92.74,92.82000000000001,92.89,92.96000000000001,93.04,93.10000000000001,93.26,26.77,26.400000000000002,26.22,26.02,25.830000000000002,25.64,25.45,25.26,24.88,N/A,N/A -2012,9,21,23,30,101410,100260,99150,79.35000000000001,0,5.0600000000000005,5.39,5.45,5.48,5.49,5.5,5.5,5.49,5.47,105.11,105.39,105.42,105.41,105.38,105.33,105.27,105.21000000000001,105.07000000000001,26.96,26.61,26.43,26.23,26.04,25.85,25.650000000000002,25.47,25.080000000000002,N/A,N/A -2012,9,22,0,30,101430,100270,99160,80.65,0,6.08,6.53,6.63,6.67,6.69,6.7,6.7,6.7,6.68,99.02,99.01,98.92,98.81,98.7,98.58,98.46000000000001,98.34,98.07000000000001,26.84,26.48,26.3,26.09,25.900000000000002,25.71,25.51,25.330000000000002,24.94,N/A,N/A -2012,9,22,1,30,101450,100300,99180,79.28,0,5.71,6.12,6.19,6.23,6.25,6.26,6.26,6.26,6.25,98.17,98.12,98.09,98.07000000000001,98.04,98.02,98.01,98.01,98,26.82,26.46,26.29,26.09,25.900000000000002,25.71,25.51,25.330000000000002,24.94,N/A,N/A -2012,9,22,2,30,101470,100320,99200,80.04,0,5.34,5.71,5.78,5.82,5.84,5.8500000000000005,5.8500000000000005,5.86,5.8500000000000005,98.63,98.55,98.55,98.56,98.56,98.56,98.56,98.56,98.54,26.78,26.42,26.240000000000002,26.04,25.85,25.66,25.46,25.28,24.89,N/A,N/A -2012,9,22,3,30,101480,100330,99210,80.83,0,6.05,6.5200000000000005,6.640000000000001,6.7,6.74,6.7700000000000005,6.79,6.8100000000000005,6.84,107.47,107.49000000000001,107.5,107.51,107.53,107.55,107.57000000000001,107.59,107.65,26.82,26.46,26.28,26.080000000000002,25.89,25.69,25.5,25.310000000000002,24.93,N/A,N/A -2012,9,22,4,30,101450,100300,99180,82.46000000000001,0,4.55,4.86,4.93,4.97,4.99,5.01,5.03,5.04,5.0600000000000005,125.38000000000001,125.74000000000001,125.96000000000001,126.17,126.36,126.54,126.73,126.89,127.25,26.740000000000002,26.38,26.21,26.01,25.82,25.62,25.43,25.240000000000002,24.86,N/A,N/A -2012,9,22,5,30,101490,100340,99220,81.18,0,5.14,5.51,5.58,5.63,5.66,5.67,5.69,5.7,5.71,125.60000000000001,125.8,125.87,125.93,126,126.06,126.12,126.17,126.29,26.87,26.51,26.330000000000002,26.13,25.94,25.75,25.55,25.37,24.990000000000002,N/A,N/A -2012,9,22,6,30,101500,100350,99230,79.23,0,4.49,4.7700000000000005,4.82,4.8500000000000005,4.86,4.87,4.88,4.88,4.87,128.35,128.54,128.63,128.71,128.79,128.86,128.92000000000002,128.98,129.11,26.86,26.51,26.330000000000002,26.13,25.94,25.75,25.55,25.37,24.98,N/A,N/A -2012,9,22,7,30,101520,100370,99250,79.86,0,3.8200000000000003,4.08,4.14,4.17,4.2,4.22,4.24,4.25,4.28,136.46,136.93,137.14000000000001,137.33,137.53,137.71,137.9,138.07,138.43,26.89,26.54,26.36,26.16,25.97,25.78,25.59,25.400000000000002,25.01,N/A,N/A -2012,9,22,8,30,101540,100390,99280,80.10000000000001,0,4.1,4.37,4.43,4.47,4.5,4.51,4.53,4.54,4.5600000000000005,131.99,132.32,132.56,132.79,133,133.21,133.43,133.64000000000001,134.1,26.89,26.53,26.36,26.16,25.97,25.78,25.59,25.400000000000002,25.02,N/A,N/A -2012,9,22,9,30,101560,100400,99290,81.33,0,3.68,3.87,3.89,3.89,3.89,3.88,3.86,3.85,3.8200000000000003,153.69,153.17000000000002,152.98,152.8,152.63,152.47,152.3,152.15,151.81,26.87,26.52,26.34,26.150000000000002,25.96,25.77,25.57,25.38,25,N/A,N/A -2012,9,22,10,30,101600,100450,99330,78.73,0,3.71,3.93,3.96,3.98,3.99,3.99,4,4,3.99,134.43,134.47,134.55,134.63,134.69,134.75,134.81,134.85,134.97,26.91,26.560000000000002,26.39,26.19,26,25.810000000000002,25.61,25.42,25.04,N/A,N/A -2012,9,22,11,30,101640,100480,99360,79.99,0,3.84,4.04,4.07,4.08,4.08,4.08,4.07,4.0600000000000005,4.03,132.49,132.5,132.51,132.52,132.52,132.52,132.52,132.52,132.51,26.84,26.490000000000002,26.310000000000002,26.11,25.92,25.73,25.53,25.35,24.96,N/A,N/A -2012,9,22,12,30,101660,100500,99390,79.56,0,2.67,2.82,2.84,2.86,2.87,2.89,2.9,2.9,2.91,114.44,115.01,115.34,115.65,115.93,116.18,116.43,116.65,117.11,26.810000000000002,26.47,26.3,26.09,25.900000000000002,25.71,25.52,25.330000000000002,24.94,N/A,N/A -2012,9,22,13,30,101700,100550,99430,80.41,0,2.49,2.61,2.63,2.65,2.66,2.66,2.66,2.66,2.67,105.53,106.24000000000001,106.65,107.02,107.34,107.64,107.93,108.2,108.74000000000001,26.77,26.42,26.25,26.05,25.86,25.67,25.47,25.28,24.900000000000002,N/A,N/A -2012,9,22,14,30,101760,100600,99480,79.07000000000001,0,2.15,2.24,2.25,2.25,2.25,2.24,2.24,2.24,2.23,90.51,91.16,91.65,92.13,92.57000000000001,92.99,93.43,93.85000000000001,94.68,26.8,26.46,26.29,26.09,25.900000000000002,25.71,25.51,25.330000000000002,24.94,N/A,N/A -2012,9,22,15,30,101770,100620,99500,80.60000000000001,0,2.67,2.7800000000000002,2.79,2.79,2.79,2.7800000000000002,2.77,2.77,2.75,70.74,71.13,71.39,71.64,71.86,72.06,72.27,72.48,72.87,26.79,26.44,26.26,26.060000000000002,25.87,25.68,25.490000000000002,25.3,24.92,N/A,N/A -2012,9,22,16,30,101790,100630,99510,79.71000000000001,0,3.31,3.47,3.49,3.5,3.5,3.5,3.5,3.49,3.48,66.73,67.12,67.28,67.45,67.61,67.77,67.93,68.08,68.41,26.88,26.52,26.34,26.14,25.95,25.76,25.560000000000002,25.37,24.990000000000002,N/A,N/A -2012,9,22,17,30,101790,100630,99510,79.51,0,3.52,3.71,3.74,3.74,3.75,3.75,3.74,3.74,3.73,70.92,70.94,71,71.06,71.11,71.16,71.22,71.28,71.38,26.93,26.57,26.39,26.19,26,25.810000000000002,25.61,25.43,25.04,N/A,N/A -2012,9,22,18,30,101780,100630,99510,80.03,0,3.73,3.92,3.94,3.95,3.95,3.94,3.94,3.93,3.91,81.98,82.01,82,81.99,81.98,81.96000000000001,81.94,81.93,81.92,27.04,26.68,26.5,26.3,26.11,25.92,25.72,25.54,25.150000000000002,N/A,N/A -2012,9,22,19,30,101790,100640,99520,82.41,0,4.22,4.46,4.5,4.51,4.5200000000000005,4.5200000000000005,4.5200000000000005,4.51,4.49,105.44,105.57000000000001,105.67,105.79,105.91,106.02,106.15,106.27,106.56,27.080000000000002,26.71,26.53,26.34,26.14,25.95,25.76,25.580000000000002,25.2,N/A,N/A -2012,9,22,20,30,101760,100610,99490,82.39,0,4.8100000000000005,5.08,5.12,5.13,5.12,5.11,5.08,5.0600000000000005,5,115.85000000000001,116.01,116.05,116.10000000000001,116.16,116.22,116.3,116.39,116.60000000000001,27.07,26.7,26.52,26.330000000000002,26.14,25.95,25.76,25.580000000000002,25.2,N/A,N/A -2012,9,22,21,30,101750,100600,99480,81.77,0,4.79,5.08,5.13,5.14,5.14,5.13,5.11,5.09,5.04,132.16,132.37,132.41,132.46,132.5,132.54,132.59,132.64000000000001,132.75,27.17,26.82,26.64,26.45,26.26,26.07,25.88,25.7,25.330000000000002,N/A,N/A -2012,9,22,22,30,101750,100600,99480,80.3,0,3.89,4.1,4.13,4.13,4.13,4.11,4.1,4.08,4.03,137.34,137.42000000000002,137.43,137.45000000000002,137.47,137.48,137.49,137.5,137.5,27.21,26.88,26.71,26.51,26.330000000000002,26.14,25.95,25.77,25.400000000000002,N/A,N/A -2012,9,22,23,30,101750,100590,99480,81.22,0,3.69,3.9,3.92,3.92,3.92,3.91,3.9,3.88,3.85,146.25,146.43,146.46,146.51,146.56,146.61,146.66,146.69,146.8,27.17,26.830000000000002,26.66,26.47,26.28,26.09,25.900000000000002,25.72,25.34,N/A,N/A -2012,9,23,0,30,101750,100600,99480,80.91,0,4,4.22,4.26,4.26,4.26,4.25,4.24,4.22,4.18,155.75,155.81,155.86,155.92000000000002,155.97,156.02,156.07,156.12,156.23,27.14,26.8,26.63,26.43,26.240000000000002,26.05,25.86,25.68,25.3,N/A,N/A -2012,9,23,1,30,101770,100620,99500,80.47,0,3.47,3.64,3.66,3.66,3.66,3.65,3.63,3.62,3.58,156.87,156.91,156.94,156.98,157.02,157.07,157.1,157.14000000000001,157.21,27.11,26.78,26.61,26.42,26.23,26.04,25.85,25.66,25.29,N/A,N/A -2012,9,23,2,30,101780,100630,99510,79.07000000000001,0,3.34,3.52,3.54,3.54,3.54,3.54,3.52,3.5100000000000002,3.48,152.4,152.35,152.34,152.31,152.29,152.25,152.19,152.13,151.93,27.14,26.810000000000002,26.63,26.44,26.25,26.07,25.87,25.69,25.32,N/A,N/A -2012,9,23,3,30,101800,100640,99520,76.61,0,3.74,3.96,3.99,4,4,4,3.99,3.99,3.97,162.4,162.34,162.25,162.16,162.06,161.97,161.86,161.76,161.49,27.240000000000002,26.91,26.740000000000002,26.55,26.36,26.18,25.98,25.8,25.43,N/A,N/A -2012,9,23,4,30,101800,100640,99520,75.25,0,3.63,3.84,3.87,3.88,3.88,3.88,3.88,3.87,3.86,165.12,164.96,164.88,164.79,164.71,164.63,164.53,164.44,164.18,27.29,26.96,26.8,26.6,26.41,26.23,26.03,25.85,25.48,N/A,N/A -2012,9,23,5,30,101820,100660,99540,78.16,0,2.85,3.02,3.06,3.08,3.09,3.1,3.1,3.11,3.12,153.21,153.31,153.35,153.38,153.4,153.42000000000002,153.43,153.43,153.43,27.14,26.810000000000002,26.64,26.44,26.25,26.060000000000002,25.87,25.68,25.3,N/A,N/A -2012,9,23,6,30,101860,100700,99580,77.62,0,2.88,3.0100000000000002,3.02,3.0300000000000002,3.0300000000000002,3.02,3.02,3.02,3.0100000000000002,154.56,154.4,154.24,154.08,153.92000000000002,153.75,153.57,153.38,152.95000000000002,27.14,26.810000000000002,26.63,26.44,26.25,26.060000000000002,25.87,25.69,25.310000000000002,N/A,N/A -2012,9,23,7,30,101880,100720,99600,78.39,0,2.07,2.15,2.17,2.18,2.19,2.19,2.19,2.19,2.2,161.33,161.06,160.86,160.66,160.45000000000002,160.25,160.03,159.81,159.34,27.060000000000002,26.72,26.55,26.35,26.16,25.97,25.77,25.59,25.21,N/A,N/A -2012,9,23,8,30,101890,100740,99610,79.43,0,1.75,1.82,1.83,1.83,1.83,1.83,1.83,1.83,1.83,159.54,159.37,159.25,159.13,159.01,158.89000000000001,158.75,158.61,158.28,27.01,26.67,26.5,26.3,26.11,25.92,25.73,25.54,25.16,N/A,N/A -2012,9,23,9,30,101920,100770,99650,80.02,0,1.44,1.5,1.51,1.52,1.53,1.54,1.54,1.55,1.57,150.84,150.28,150.05,149.79,149.55,149.33,149.09,148.84,148.28,26.990000000000002,26.650000000000002,26.48,26.28,26.09,25.900000000000002,25.71,25.52,25.14,N/A,N/A -2012,9,23,10,30,101930,100780,99660,79.76,0,1.37,1.43,1.44,1.44,1.45,1.45,1.46,1.46,1.47,131.74,131.75,131.79,131.82,131.85,131.87,131.86,131.85,131.77,26.98,26.64,26.47,26.27,26.080000000000002,25.89,25.7,25.51,25.13,N/A,N/A -2012,9,23,11,30,101960,100800,99680,78.06,0,1.2,1.26,1.27,1.28,1.29,1.3,1.31,1.32,1.34,111.32000000000001,110.97,110.88,110.82000000000001,110.76,110.68,110.61,110.55,110.46000000000001,27.01,26.67,26.5,26.3,26.11,25.92,25.73,25.54,25.16,N/A,N/A -2012,9,23,12,30,101990,100830,99710,77.34,0,1.8800000000000001,1.96,1.97,1.97,1.97,1.97,1.97,1.97,1.97,107.28,107.10000000000001,107.03,106.97,106.91,106.85000000000001,106.78,106.72,106.63,27.01,26.67,26.5,26.3,26.11,25.92,25.72,25.54,25.150000000000002,N/A,N/A -2012,9,23,13,30,102010,100850,99730,77.23,0,1.86,1.95,1.96,1.97,1.98,1.99,1.99,2,2.0100000000000002,87.39,87.73,88.03,88.34,88.59,88.81,89.04,89.27,89.68,26.97,26.63,26.46,26.26,26.07,25.88,25.68,25.5,25.12,N/A,N/A -2012,9,23,14,30,102040,100880,99760,77.18,0,1.8900000000000001,1.97,1.98,1.98,1.99,1.99,1.99,1.99,1.99,87.04,87.23,87.31,87.39,87.46000000000001,87.54,87.64,87.73,87.92,26.97,26.63,26.46,26.26,26.07,25.88,25.68,25.5,25.11,N/A,N/A -2012,9,23,15,30,102080,100920,99790,78.28,0,2.31,2.42,2.44,2.44,2.45,2.46,2.46,2.47,2.47,97.94,97.76,97.75,97.73,97.71000000000001,97.69,97.67,97.64,97.62,26.98,26.63,26.46,26.26,26.07,25.87,25.68,25.490000000000002,25.11,N/A,N/A -2012,9,23,16,30,102050,100890,99770,76.86,0,2.15,2.25,2.2600000000000002,2.27,2.27,2.2800000000000002,2.2800000000000002,2.2800000000000002,2.29,95.16,95.48,95.58,95.68,95.78,95.86,95.98,96.09,96.31,27.04,26.69,26.51,26.310000000000002,26.12,25.93,25.73,25.55,25.16,N/A,N/A -2012,9,23,17,30,102060,100900,99780,76.31,0,2.39,2.5100000000000002,2.5300000000000002,2.54,2.5500000000000003,2.56,2.57,2.58,2.59,77.52,77.74,77.82000000000001,77.9,77.98,78.05,78.13,78.2,78.35000000000001,27.14,26.78,26.6,26.400000000000002,26.21,26.02,25.82,25.64,25.25,N/A,N/A -2012,9,23,18,30,102060,100900,99780,76.01,0,2.67,2.8000000000000003,2.82,2.83,2.84,2.84,2.85,2.85,2.85,110.97,110.7,110.56,110.41,110.28,110.15,110.01,109.88,109.62,27.22,26.86,26.68,26.48,26.28,26.09,25.900000000000002,25.71,25.330000000000002,N/A,N/A -2012,9,23,19,30,102040,100880,99760,76.64,0,2.7800000000000002,2.9,2.91,2.92,2.92,2.92,2.92,2.91,2.9,109.07000000000001,108.56,108.14,107.71000000000001,107.34,106.98,106.61,106.27,105.58,27.25,26.89,26.71,26.51,26.310000000000002,26.13,25.93,25.740000000000002,25.36,N/A,N/A -2012,9,23,20,30,102010,100850,99730,76.45,0,2.42,2.52,2.5300000000000002,2.5300000000000002,2.5300000000000002,2.52,2.52,2.5100000000000002,2.5100000000000002,100.61,100.03,99.69,99.36,99.07000000000001,98.81,98.57000000000001,98.35000000000001,97.97,27.28,26.92,26.740000000000002,26.54,26.34,26.16,25.96,25.77,25.39,N/A,N/A -2012,9,23,21,30,102000,100840,99720,78.45,0,3.92,4.11,4.14,4.14,4.13,4.12,4.11,4.1,4.07,145.72,145.51,145.34,145.18,145.03,144.9,144.78,144.66,144.41,27.3,26.94,26.76,26.560000000000002,26.37,26.18,25.98,25.8,25.41,N/A,N/A -2012,9,23,22,30,102000,100850,99720,78.61,0,4.36,4.63,4.68,4.71,4.72,4.73,4.74,4.74,4.75,149.76,149.8,149.87,149.95000000000002,150.02,150.11,150.19,150.27,150.46,27.28,26.93,26.76,26.560000000000002,26.37,26.18,25.990000000000002,25.8,25.43,N/A,N/A -2012,9,23,23,30,101990,100840,99720,80.43,0,4.2,4.46,4.5200000000000005,4.54,4.5600000000000005,4.57,4.57,4.58,4.58,157.65,157.72,157.78,157.85,157.91,157.96,158.03,158.09,158.22,27.21,26.87,26.7,26.5,26.310000000000002,26.12,25.92,25.740000000000002,25.36,N/A,N/A -2012,9,24,0,30,102000,100840,99720,80.59,0,3.33,3.52,3.5500000000000003,3.5700000000000003,3.58,3.59,3.6,3.6,3.61,156.44,156.55,156.53,156.53,156.53,156.54,156.56,156.57,156.6,27.17,26.830000000000002,26.650000000000002,26.45,26.27,26.080000000000002,25.88,25.7,25.32,N/A,N/A -2012,9,24,1,30,101980,100820,99700,79.88,0,3.0700000000000003,3.23,3.25,3.25,3.25,3.25,3.24,3.23,3.22,173.9,173.5,173.28,173.06,172.86,172.67000000000002,172.46,172.25,171.73,27.14,26.810000000000002,26.63,26.44,26.25,26.060000000000002,25.86,25.68,25.3,N/A,N/A -2012,9,24,2,30,102020,100860,99740,79.42,0,3.36,3.5300000000000002,3.56,3.5700000000000003,3.58,3.58,3.58,3.58,3.58,177.59,177.47,177.31,177.14000000000001,176.99,176.82,176.64000000000001,176.45000000000002,175.97,27.22,26.89,26.71,26.52,26.330000000000002,26.14,25.95,25.77,25.39,N/A,N/A -2012,9,24,3,30,102010,100850,99730,81.03,0,4.67,4.98,5.04,5.07,5.09,5.11,5.12,5.12,5.13,171.71,171.58,171.48,171.38,171.29,171.19,171.1,171,170.8,27.18,26.830000000000002,26.650000000000002,26.45,26.27,26.080000000000002,25.88,25.69,25.32,N/A,N/A -2012,9,24,4,30,101980,100830,99710,82.19,0,3.98,4.21,4.25,4.26,4.2700000000000005,4.2700000000000005,4.2700000000000005,4.26,4.25,171.24,171.02,170.9,170.78,170.67000000000002,170.55,170.43,170.3,170.01,27.080000000000002,26.73,26.560000000000002,26.36,26.17,25.98,25.79,25.6,25.23,N/A,N/A -2012,9,24,5,30,101990,100830,99710,82.38,0,4.01,4.25,4.29,4.3,4.3100000000000005,4.32,4.32,4.32,4.3100000000000005,170.43,170.32,170.26,170.19,170.13,170.07,169.99,169.91,169.73,27.080000000000002,26.73,26.560000000000002,26.36,26.16,25.98,25.78,25.6,25.22,N/A,N/A -2012,9,24,6,30,102000,100840,99720,83.35000000000001,0,4.75,5.05,5.1000000000000005,5.13,5.14,5.15,5.15,5.15,5.14,172.55,172.52,172.48,172.42000000000002,172.38,172.32,172.27,172.22,172.09,27.07,26.71,26.53,26.330000000000002,26.13,25.95,25.75,25.560000000000002,25.18,N/A,N/A -2012,9,24,7,30,102010,100850,99730,83.56,0,4.18,4.45,4.5,4.54,4.5600000000000005,4.57,4.58,4.59,4.6000000000000005,176.53,176.42000000000002,176.37,176.32,176.26,176.21,176.14000000000001,176.07,175.93,27.07,26.71,26.53,26.330000000000002,26.13,25.95,25.75,25.560000000000002,25.18,N/A,N/A -2012,9,24,8,30,101990,100830,99710,83.89,0,3.11,3.27,3.31,3.3200000000000003,3.34,3.35,3.35,3.36,3.38,178.98,178.99,178.95000000000002,178.89000000000001,178.84,178.77,178.69,178.61,178.4,27,26.650000000000002,26.47,26.27,26.09,25.900000000000002,25.7,25.52,25.14,N/A,N/A -2012,9,24,9,30,102000,100840,99720,81.97,0,2.92,3.0700000000000003,3.1,3.11,3.12,3.13,3.13,3.13,3.13,167.88,167.95000000000002,168.01,168.07,168.11,168.14000000000001,168.17000000000002,168.19,168.22,27.07,26.72,26.55,26.35,26.16,25.97,25.77,25.580000000000002,25.2,N/A,N/A -2012,9,24,10,30,102000,100840,99720,83.31,0,2.95,3.12,3.16,3.19,3.2,3.22,3.24,3.25,3.2800000000000002,170.17000000000002,170.3,170.39000000000001,170.45000000000002,170.51,170.57,170.62,170.66,170.74,26.990000000000002,26.64,26.46,26.26,26.07,25.88,25.68,25.5,25.11,N/A,N/A -2012,9,24,11,30,102000,100840,99720,81.46000000000001,0,3.0100000000000002,3.18,3.22,3.24,3.2600000000000002,3.27,3.2800000000000002,3.29,3.31,164.22,164.08,163.97,163.87,163.79,163.71,163.64000000000001,163.56,163.45000000000002,27.060000000000002,26.71,26.53,26.330000000000002,26.14,25.95,25.75,25.57,25.18,N/A,N/A -2012,9,24,12,30,102010,100850,99730,79.69,0,2.81,2.99,3.02,3.0500000000000003,3.08,3.11,3.13,3.15,3.2,173.8,173.25,173.03,172.79,172.54,172.28,171.98,171.68,171.02,27.11,26.77,26.6,26.400000000000002,26.21,26.02,25.830000000000002,25.650000000000002,25.26,N/A,N/A -2012,9,24,13,30,102010,100850,99730,81.09,0,2.81,2.97,3.0100000000000002,3.0300000000000002,3.0500000000000003,3.06,3.08,3.09,3.1,162.35,162.28,162.28,162.27,162.26,162.24,162.21,162.18,162.11,27,26.64,26.47,26.27,26.080000000000002,25.88,25.69,25.5,25.12,N/A,N/A -2012,9,24,14,30,102030,100870,99750,79.82000000000001,0,2.02,2.13,2.15,2.16,2.17,2.18,2.19,2.2,2.21,145.73,145.54,145.47,145.41,145.35,145.29,145.24,145.19,145.07,27.03,26.69,26.51,26.310000000000002,26.12,25.93,25.73,25.55,25.16,N/A,N/A -2012,9,24,15,30,102030,100870,99750,79.64,0,2.05,2.15,2.17,2.18,2.19,2.2,2.21,2.22,2.24,133.74,133.72,133.76,133.81,133.85,133.88,133.92000000000002,133.96,134.04,27.03,26.68,26.51,26.310000000000002,26.12,25.92,25.73,25.54,25.16,N/A,N/A -2012,9,24,16,30,102010,100850,99730,79.37,0,2.29,2.4,2.42,2.44,2.44,2.45,2.45,2.46,2.47,128.43,128.57,128.63,128.69,128.76,128.83,128.88,128.92000000000002,129.04,27.060000000000002,26.7,26.52,26.330000000000002,26.13,25.94,25.75,25.560000000000002,25.18,N/A,N/A -2012,9,24,17,30,101980,100820,99700,78,0,2.82,2.96,2.98,3,3.0100000000000002,3.0100000000000002,3.02,3.02,3.02,127.22,127.54,127.72,127.88000000000001,128.03,128.17000000000002,128.31,128.45,128.72,27.17,26.8,26.63,26.42,26.23,26.04,25.84,25.66,25.27,N/A,N/A -2012,9,24,18,30,101950,100790,99670,77.65,0,3.0300000000000002,3.18,3.21,3.22,3.23,3.23,3.24,3.24,3.24,132.92000000000002,133.09,133.21,133.33,133.44,133.55,133.66,133.76,133.97,27.240000000000002,26.86,26.68,26.48,26.29,26.1,25.900000000000002,25.71,25.330000000000002,N/A,N/A -2012,9,24,19,30,101930,100770,99650,76.87,0,3.6,3.7800000000000002,3.81,3.83,3.84,3.85,3.85,3.85,3.85,136.79,136.91,136.97,137.02,137.08,137.13,137.19,137.25,137.36,27.29,26.92,26.740000000000002,26.54,26.35,26.16,25.96,25.77,25.39,N/A,N/A -2012,9,24,20,30,101890,100730,99610,76.77,0,4.28,4.5600000000000005,4.62,4.65,4.67,4.68,4.69,4.69,4.69,142.37,142.46,142.52,142.57,142.61,142.65,142.68,142.71,142.79,27.36,26.990000000000002,26.810000000000002,26.61,26.41,26.22,26.02,25.84,25.45,N/A,N/A -2012,9,24,21,30,101850,100700,99580,75.32000000000001,0,3.91,4.12,4.16,4.18,4.19,4.21,4.21,4.22,4.23,147.70000000000002,147.89000000000001,147.96,148.05,148.13,148.21,148.29,148.36,148.52,27.37,27.03,26.85,26.650000000000002,26.47,26.28,26.09,25.900000000000002,25.52,N/A,N/A -2012,9,24,22,30,101840,100690,99570,72.83,0,4.53,4.79,4.8500000000000005,4.88,4.9,4.91,4.92,4.93,4.95,150.51,150.67000000000002,150.72,150.75,150.77,150.79,150.8,150.8,150.81,27.48,27.16,26.98,26.79,26.6,26.42,26.22,26.04,25.66,N/A,N/A -2012,9,24,23,30,101810,100660,99540,71.86,0,5.15,5.5200000000000005,5.58,5.6000000000000005,5.61,5.61,5.6000000000000005,5.6000000000000005,5.57,150.29,150.22,150.24,150.28,150.32,150.37,150.41,150.46,150.58,27.57,27.240000000000002,27.07,26.87,26.68,26.490000000000002,26.3,26.11,25.73,N/A,N/A -2012,9,25,0,30,101780,100630,99510,66.19,0,5.45,5.87,5.95,6,6.03,6.0600000000000005,6.08,6.09,6.12,155.14000000000001,154.84,154.58,154.32,154.07,153.83,153.59,153.36,152.9,27.79,27.48,27.310000000000002,27.12,26.93,26.740000000000002,26.55,26.36,25.98,N/A,N/A -2012,9,25,1,30,101790,100640,99520,73.24,0,5.72,6.16,6.24,6.2700000000000005,6.3,6.3100000000000005,6.3100000000000005,6.3100000000000005,6.29,146.4,146.55,146.70000000000002,146.86,147.01,147.15,147.3,147.45000000000002,147.75,27.52,27.18,27.01,26.810000000000002,26.62,26.43,26.240000000000002,26.05,25.67,N/A,N/A -2012,9,25,2,30,101800,100650,99530,68.03,0,6.57,7.11,7.23,7.28,7.3100000000000005,7.33,7.34,7.34,7.32,152.12,152.3,152.41,152.51,152.6,152.69,152.78,152.87,153.05,27.79,27.47,27.3,27.1,26.91,26.72,26.52,26.34,25.95,N/A,N/A -2012,9,25,3,30,101790,100640,99520,69.51,0,6.98,7.59,7.71,7.7700000000000005,7.8100000000000005,7.82,7.83,7.83,7.82,156.01,156.14000000000001,156.19,156.25,156.29,156.33,156.38,156.42000000000002,156.51,27.8,27.48,27.310000000000002,27.11,26.92,26.73,26.53,26.35,25.96,N/A,N/A -2012,9,25,4,30,101770,100620,99500,65.87,0,6.98,7.59,7.74,7.82,7.88,7.930000000000001,7.97,8,8.05,160.73,160.81,160.83,160.83,160.83,160.83,160.82,160.81,160.78,27.91,27.6,27.43,27.240000000000002,27.05,26.86,26.67,26.48,26.1,N/A,N/A -2012,9,25,5,30,101770,100610,99490,65.7,0,7.32,7.95,8.09,8.16,8.22,8.25,8.28,8.3,8.33,161.17000000000002,161.36,161.5,161.64000000000001,161.76,161.89000000000001,162.01,162.12,162.37,27.94,27.63,27.46,27.27,27.080000000000002,26.89,26.7,26.51,26.13,N/A,N/A -2012,9,25,6,30,101760,100610,99490,65.28,0,7.32,8.02,8.19,8.28,8.36,8.41,8.45,8.49,8.55,167.4,167.54,167.61,167.66,167.71,167.76,167.79,167.83,167.91,28.05,27.76,27.6,27.41,27.22,27.03,26.84,26.650000000000002,26.27,N/A,N/A -2012,9,25,7,30,101770,100620,99500,71.39,0,7.5,8.22,8.38,8.46,8.51,8.55,8.57,8.58,8.58,169.41,169.53,169.62,169.72,169.82,169.93,170.03,170.13,170.35,27.830000000000002,27.52,27.36,27.16,26.97,26.78,26.580000000000002,26.39,26.01,N/A,N/A -2012,9,25,8,30,101750,100600,99480,68.11,0,6.3,6.92,7.0600000000000005,7.15,7.22,7.28,7.32,7.36,7.42,180.5,179.88,179.66,179.45000000000002,179.27,179.09,178.93,178.78,178.48,27.990000000000002,27.69,27.52,27.32,27.14,26.95,26.75,26.560000000000002,26.18,N/A,N/A -2012,9,25,9,30,101750,100600,99480,72.17,0,7,7.66,7.79,7.87,7.930000000000001,7.96,7.99,8.01,8.02,172.70000000000002,172.67000000000002,172.73,172.82,172.9,172.99,173.08,173.16,173.34,27.84,27.53,27.36,27.16,26.97,26.78,26.580000000000002,26.400000000000002,26.01,N/A,N/A -2012,9,25,10,30,101730,100580,99460,71.22,0,6.45,6.98,7.1000000000000005,7.17,7.21,7.25,7.28,7.3100000000000005,7.3500000000000005,178.1,178.09,177.95000000000002,177.78,177.6,177.42000000000002,177.24,177.06,176.68,27.79,27.48,27.32,27.12,26.94,26.75,26.560000000000002,26.37,25.990000000000002,N/A,N/A -2012,9,25,11,30,101730,100570,99460,74.27,0,6.34,6.94,7.08,7.17,7.23,7.28,7.32,7.3500000000000005,7.390000000000001,172.99,172.57,172.41,172.28,172.18,172.08,172.01,171.94,171.81,27.7,27.37,27.2,27,26.810000000000002,26.62,26.42,26.23,25.84,N/A,N/A -2012,9,25,12,30,101730,100580,99460,76.51,0,6.3100000000000005,6.88,7.0200000000000005,7.1000000000000005,7.17,7.21,7.25,7.28,7.33,167.77,168.05,168.27,168.47,168.65,168.82,168.98,169.13,169.44,27.61,27.28,27.11,26.91,26.72,26.53,26.330000000000002,26.150000000000002,25.76,N/A,N/A -2012,9,25,13,30,101750,100590,99480,76.19,0,6.19,6.73,6.86,6.94,6.99,7.04,7.07,7.1000000000000005,7.15,171.66,171.47,171.39000000000001,171.32,171.26,171.21,171.17000000000002,171.12,171.05,27.52,27.19,27.02,26.810000000000002,26.63,26.43,26.240000000000002,26.05,25.66,N/A,N/A -2012,9,25,14,30,101770,100620,99500,75.72,0,5.95,6.42,6.53,6.58,6.62,6.640000000000001,6.66,6.68,6.7,170.33,170.46,170.49,170.51,170.52,170.54,170.55,170.56,170.57,27.61,27.28,27.11,26.92,26.73,26.54,26.34,26.16,25.78,N/A,N/A -2012,9,25,15,30,101770,100610,99500,75.49,0,5.44,5.83,5.9,5.93,5.95,5.97,5.98,5.98,6,174.33,173.51,173.03,172.52,172.06,171.62,171.17000000000002,170.76,169.91,27.650000000000002,27.32,27.150000000000002,26.96,26.77,26.580000000000002,26.38,26.2,25.82,N/A,N/A -2012,9,25,16,30,101750,100600,99480,76.59,0,6.22,6.65,6.72,6.74,6.74,6.74,6.72,6.7,6.66,158.54,159.20000000000002,159.56,159.9,160.20000000000002,160.47,160.75,161.02,161.53,27.61,27.27,27.1,26.900000000000002,26.71,26.52,26.330000000000002,26.14,25.76,N/A,N/A -2012,9,25,17,30,101750,100590,99480,77.32000000000001,0,5.29,5.74,5.84,5.91,5.96,6,6.03,6.05,6.09,163.16,163.15,163.12,163.09,163.05,163.01,162.98,162.94,162.86,27.650000000000002,27.310000000000002,27.14,26.94,26.75,26.560000000000002,26.37,26.18,25.8,N/A,N/A -2012,9,25,18,30,101720,100570,99450,76.7,0,4.89,5.26,5.36,5.42,5.47,5.5,5.53,5.5600000000000005,5.6000000000000005,159.56,160.28,160.55,160.78,160.97,161.14000000000001,161.28,161.41,161.64000000000001,27.72,27.39,27.22,27.02,26.830000000000002,26.64,26.45,26.26,25.88,N/A,N/A -2012,9,25,19,30,101700,100550,99430,73.57000000000001,0,5.94,6.390000000000001,6.48,6.5200000000000005,6.55,6.57,6.58,6.59,6.6000000000000005,158.09,158.16,158.14000000000001,158.1,158.07,158.02,157.98,157.94,157.86,27.79,27.46,27.3,27.1,26.91,26.72,26.52,26.34,25.96,N/A,N/A -2012,9,25,20,30,101660,100510,99390,74.33,0,5.61,6.07,6.18,6.24,6.3,6.33,6.37,6.390000000000001,6.44,156.42000000000002,156.3,156.20000000000002,156.1,156.01,155.91,155.82,155.73,155.55,27.79,27.46,27.3,27.1,26.91,26.72,26.52,26.34,25.95,N/A,N/A -2012,9,25,21,30,101640,100490,99380,75.47,0,6.67,7.24,7.3500000000000005,7.4,7.44,7.45,7.46,7.46,7.46,151.05,150.93,150.85,150.77,150.69,150.62,150.55,150.48,150.36,27.740000000000002,27.42,27.25,27.05,26.86,26.67,26.47,26.29,25.900000000000002,N/A,N/A -2012,9,25,22,30,101630,100480,99370,76.21000000000001,0,7.34,7.96,8.08,8.14,8.17,8.18,8.18,8.18,8.15,151.76,151.62,151.51,151.38,151.26,151.15,151.03,150.92000000000002,150.69,27.71,27.39,27.21,27.02,26.830000000000002,26.63,26.44,26.25,25.87,N/A,N/A -2012,9,25,23,30,101600,100450,99330,74.98,0,6.69,7.29,7.44,7.53,7.6000000000000005,7.640000000000001,7.68,7.71,7.76,144.18,144.08,144.08,144.08,144.07,144.07,144.06,144.05,144.03,27.63,27.3,27.13,26.93,26.740000000000002,26.55,26.35,26.16,25.78,N/A,N/A -2012,9,26,0,30,101580,100430,99320,77.11,0,7.34,8,8.17,8.26,8.33,8.38,8.42,8.45,8.49,140.73,140.88,140.99,141.09,141.17000000000002,141.26,141.33,141.41,141.56,27.53,27.19,27.02,26.810000000000002,26.63,26.43,26.240000000000002,26.05,25.67,N/A,N/A -2012,9,26,1,30,101580,100430,99320,78.35000000000001,0,8.22,8.94,9.09,9.17,9.22,9.25,9.27,9.27,9.26,141.19,141.39000000000001,141.52,141.65,141.77,141.88,142,142.1,142.32,27.46,27.11,26.93,26.73,26.54,26.34,26.150000000000002,25.96,25.580000000000002,N/A,N/A -2012,9,26,2,30,101580,100430,99310,77.01,0,8.18,8.89,9.06,9.15,9.21,9.25,9.28,9.3,9.33,140.42000000000002,140.74,140.87,140.97,141.05,141.12,141.17000000000002,141.22,141.29,27.39,27.04,26.87,26.67,26.47,26.28,26.09,25.900000000000002,25.51,N/A,N/A -2012,9,26,3,30,101570,100420,99310,76.39,0,7.92,8.68,8.870000000000001,8.99,9.08,9.15,9.200000000000001,9.25,9.32,143.69,143.71,143.73,143.75,143.77,143.79,143.8,143.83,143.87,27.46,27.12,26.95,26.75,26.560000000000002,26.37,26.17,25.990000000000002,25.61,N/A,N/A -2012,9,26,4,30,101550,100400,99280,79.12,0,8.39,9.16,9.35,9.46,9.540000000000001,9.6,9.64,9.68,9.73,136.43,136.65,136.82,136.98,137.13,137.27,137.4,137.54,137.8,27.330000000000002,26.97,26.8,26.6,26.41,26.21,26.02,25.830000000000002,25.45,N/A,N/A -2012,9,26,5,30,101550,100400,99280,78.3,0,8.17,9.02,9.22,9.35,9.44,9.51,9.56,9.6,9.66,148.03,147.84,147.75,147.68,147.62,147.56,147.5,147.46,147.37,27.47,27.13,26.95,26.75,26.560000000000002,26.36,26.16,25.98,25.59,N/A,N/A -2012,9,26,6,30,101570,100420,99310,77.37,0,8.23,8.950000000000001,9.120000000000001,9.19,9.23,9.25,9.26,9.26,9.24,153.1,153.1,153.06,153.01,152.96,152.91,152.86,152.8,152.70000000000002,27.47,27.14,26.97,26.77,26.580000000000002,26.38,26.19,26,25.62,N/A,N/A -2012,9,26,7,30,101610,100450,99340,77.57000000000001,0,7.2700000000000005,7.96,8.14,8.25,8.33,8.39,8.44,8.48,8.55,143.58,143.91,144.13,144.34,144.54,144.73,144.92000000000002,145.1,145.46,27.53,27.2,27.03,26.82,26.63,26.45,26.25,26.060000000000002,25.68,N/A,N/A -2012,9,26,8,30,101570,100420,99310,79.49,0,7.86,8.59,8.76,8.85,8.91,8.94,8.96,8.98,8.98,154.53,154.96,155.14000000000001,155.3,155.44,155.56,155.68,155.79,155.99,27.41,27.07,26.900000000000002,26.7,26.51,26.32,26.12,25.94,25.55,N/A,N/A -2012,9,26,9,30,101590,100430,99320,76.25,0,6.67,7.25,7.390000000000001,7.47,7.53,7.57,7.6000000000000005,7.63,7.67,151.12,151.29,151.41,151.52,151.63,151.72,151.81,151.89000000000001,152.05,27.43,27.09,26.91,26.71,26.52,26.330000000000002,26.14,25.95,25.57,N/A,N/A -2012,9,26,10,30,101610,100460,99350,77.78,0,7.41,8.05,8.19,8.27,8.33,8.370000000000001,8.39,8.41,8.44,147.22,147.70000000000002,147.92000000000002,148.13,148.31,148.48,148.64000000000001,148.79,149.08,27.38,27.03,26.86,26.66,26.47,26.28,26.09,25.900000000000002,25.51,N/A,N/A -2012,9,26,11,30,101630,100470,99360,78.59,0,6.97,7.57,7.71,7.79,7.84,7.88,7.9,7.92,7.94,145.53,145.73,145.9,146.08,146.25,146.41,146.57,146.74,147.08,27.28,26.93,26.76,26.560000000000002,26.37,26.18,25.98,25.8,25.41,N/A,N/A -2012,9,26,12,30,101610,100460,99340,77.02,0,6.58,7.140000000000001,7.25,7.3100000000000005,7.34,7.3500000000000005,7.36,7.36,7.3500000000000005,162.08,161.66,161.48,161.31,161.17000000000002,161.05,160.93,160.81,160.6,27.560000000000002,27.23,27.060000000000002,26.85,26.67,26.48,26.28,26.09,25.71,N/A,N/A -2012,9,26,13,30,101640,100490,99370,76.63,0,6.72,7.29,7.42,7.48,7.51,7.54,7.55,7.5600000000000005,7.5600000000000005,155.55,155.37,155.27,155.19,155.12,155.05,154.99,154.94,154.85,27.560000000000002,27.240000000000002,27.07,26.88,26.69,26.5,26.310000000000002,26.13,25.75,N/A,N/A -2012,9,26,14,30,101670,100520,99410,76.60000000000001,0,5.8100000000000005,6.2700000000000005,6.37,6.42,6.46,6.49,6.5,6.5200000000000005,6.53,148.58,148.77,148.93,149.09,149.23,149.37,149.51,149.64000000000001,149.91,27.580000000000002,27.25,27.080000000000002,26.89,26.7,26.51,26.310000000000002,26.13,25.75,N/A,N/A -2012,9,26,15,30,101700,100540,99430,77.97,0,7,7.63,7.7700000000000005,7.84,7.890000000000001,7.92,7.94,7.96,7.96,145.77,145.63,145.6,145.58,145.56,145.54,145.52,145.51,145.49,27.560000000000002,27.23,27.060000000000002,26.86,26.67,26.48,26.28,26.1,25.72,N/A,N/A -2012,9,26,16,30,101700,100550,99430,77.66,0,5.8500000000000005,6.3100000000000005,6.41,6.47,6.51,6.53,6.55,6.5600000000000005,6.58,146.07,146.52,146.75,146.96,147.13,147.28,147.42000000000002,147.55,147.78,27.61,27.28,27.11,26.92,26.73,26.53,26.34,26.150000000000002,25.77,N/A,N/A -2012,9,26,17,30,101680,100530,99410,75.02,0,5.21,5.67,5.8,5.9,5.97,6.03,6.08,6.13,6.21,147.38,147.78,148.07,148.33,148.53,148.70000000000002,148.85,148.98,149.22,27.59,27.26,27.09,26.89,26.7,26.51,26.32,26.13,25.75,N/A,N/A -2012,9,26,18,30,101690,100540,99430,74.95,0,6.83,7.42,7.55,7.61,7.66,7.68,7.69,7.7,7.69,146.34,146.43,146.52,146.62,146.70000000000002,146.79,146.88,146.96,147.12,27.77,27.45,27.28,27.07,26.89,26.69,26.5,26.310000000000002,25.92,N/A,N/A -2012,9,26,19,30,101690,100530,99420,74.11,0,6.83,7.42,7.55,7.62,7.67,7.7,7.72,7.74,7.75,146.28,146.23,146.18,146.13,146.08,146.04,146,145.97,145.9,27.68,27.36,27.19,26.990000000000002,26.8,26.61,26.42,26.23,25.85,N/A,N/A -2012,9,26,20,30,101650,100500,99380,71.82000000000001,0,6.83,7.4,7.5200000000000005,7.59,7.63,7.66,7.68,7.69,7.71,146.18,145.8,145.67000000000002,145.54,145.44,145.34,145.24,145.16,145,27.69,27.36,27.19,26.990000000000002,26.810000000000002,26.61,26.42,26.23,25.85,N/A,N/A -2012,9,26,21,30,101660,100500,99390,74.45,0,7.13,7.73,7.88,7.95,8.01,8.040000000000001,8.07,8.09,8.120000000000001,146.92000000000002,146.85,146.72,146.58,146.46,146.34,146.22,146.1,145.85,27.54,27.21,27.04,26.84,26.650000000000002,26.46,26.26,26.080000000000002,25.69,N/A,N/A -2012,9,26,22,30,101650,100500,99380,76.46000000000001,0,6.92,7.51,7.65,7.73,7.78,7.82,7.8500000000000005,7.87,7.9,143.95000000000002,143.73,143.57,143.41,143.27,143.14000000000001,143.01,142.89000000000001,142.66,27.45,27.11,26.94,26.740000000000002,26.55,26.36,26.16,25.97,25.59,N/A,N/A -2012,9,26,23,30,101650,100500,99380,73.2,0,7.32,7.9,8.01,8.05,8.07,8.08,8.07,8.05,8.01,135.5,135.78,135.97,136.15,136.32,136.47,136.62,136.76,137.04,27.46,27.12,26.95,26.75,26.560000000000002,26.37,26.17,25.98,25.6,N/A,N/A -2012,9,27,0,30,101660,100510,99390,72.07000000000001,0,7.67,8.290000000000001,8.42,8.47,8.5,8.51,8.51,8.51,8.48,138.84,138.97,139.05,139.13,139.20000000000002,139.25,139.31,139.36,139.45000000000002,27.38,27.03,26.86,26.66,26.47,26.28,26.080000000000002,25.89,25.51,N/A,N/A -2012,9,27,1,30,101650,100500,99380,68.07000000000001,0,6.88,7.46,7.6000000000000005,7.67,7.72,7.7700000000000005,7.8,7.82,7.87,133.84,134.17000000000002,134.39000000000001,134.6,134.78,134.95,135.11,135.27,135.56,27.46,27.13,26.96,26.76,26.57,26.38,26.18,26,25.62,N/A,N/A -2012,9,27,2,30,101680,100520,99400,72.62,0,7.390000000000001,8.01,8.15,8.22,8.27,8.3,8.32,8.34,8.35,130.92000000000002,131.43,131.73,132.03,132.28,132.53,132.77,133,133.43,27.23,26.88,26.7,26.490000000000002,26.3,26.11,25.91,25.72,25.34,N/A,N/A -2012,9,27,3,30,101680,100520,99400,71.05,0,7.09,7.7,7.84,7.91,7.97,8.01,8.03,8.05,8.08,138.28,138.4,138.41,138.41,138.41,138.4,138.39000000000001,138.39000000000001,138.37,27.240000000000002,26.89,26.72,26.52,26.330000000000002,26.14,25.94,25.76,25.37,N/A,N/A -2012,9,27,4,30,101700,100540,99430,71.63,0,7.2700000000000005,7.79,7.9,7.94,7.96,7.97,7.97,7.97,7.95,137.49,137.89000000000001,138.19,138.49,138.76,139.02,139.27,139.51,139.98,27.18,26.84,26.66,26.46,26.27,26.080000000000002,25.88,25.69,25.310000000000002,N/A,N/A -2012,9,27,5,30,101700,100550,99430,72.79,0,5.5200000000000005,6,6.11,6.18,6.23,6.2700000000000005,6.3,6.32,6.3500000000000005,143.41,143.20000000000002,143.11,143.04,142.97,142.91,142.85,142.8,142.69,27.21,26.86,26.69,26.490000000000002,26.3,26.1,25.91,25.72,25.34,N/A,N/A -2012,9,27,6,30,101700,100550,99430,75.45,0,6.0600000000000005,6.6000000000000005,6.72,6.79,6.84,6.88,6.91,6.93,6.96,146.43,146.18,146.09,146.03,145.99,145.95000000000002,145.93,145.92000000000002,145.89000000000001,27.21,26.86,26.68,26.48,26.29,26.09,25.900000000000002,25.71,25.32,N/A,N/A -2012,9,27,7,30,101740,100590,99470,73.43,0,5.6000000000000005,6.01,6.1000000000000005,6.15,6.18,6.2,6.21,6.23,6.24,137.89000000000001,138.16,138.31,138.45000000000002,138.58,138.70000000000002,138.81,138.92000000000002,139.12,27.32,26.98,26.810000000000002,26.61,26.42,26.23,26.04,25.85,25.47,N/A,N/A -2012,9,27,8,30,101770,100610,99490,76.02,0,4.46,4.79,4.89,4.95,5.01,5.05,5.1000000000000005,5.14,5.22,135.15,136.11,136.6,137.02,137.37,137.68,137.97,138.22,138.68,27.330000000000002,27.01,26.85,26.650000000000002,26.46,26.27,26.080000000000002,25.900000000000002,25.52,N/A,N/A -2012,9,27,9,30,101780,100620,99510,74.78,0,3.85,4.09,4.14,4.17,4.19,4.21,4.22,4.23,4.25,123.37,123.57000000000001,123.69,123.82000000000001,123.92,124.02,124.11,124.2,124.36,27.43,27.11,26.94,26.740000000000002,26.560000000000002,26.37,26.17,25.990000000000002,25.61,N/A,N/A -2012,9,27,10,30,101770,100610,99500,78.10000000000001,0,4.28,4.5200000000000005,4.5600000000000005,4.58,4.59,4.59,4.59,4.6000000000000005,4.6000000000000005,87.88,88.89,89.73,90.62,91.43,92.22,93.02,93.78,95.4,27.38,27.05,26.89,26.69,26.5,26.310000000000002,26.12,25.94,25.560000000000002,N/A,N/A -2012,9,27,11,30,101770,100620,99500,78.24,0,3.9,4.11,4.15,4.17,4.17,4.17,4.17,4.17,4.16,108.94,109.16,109.3,109.43,109.54,109.64,109.73,109.82000000000001,110,27.35,27.03,26.85,26.66,26.47,26.28,26.09,25.900000000000002,25.52,N/A,N/A -2012,9,27,12,30,101770,100610,99500,78.49,0,2.88,3.06,3.1,3.13,3.14,3.16,3.17,3.19,3.21,95.02,94.96000000000001,95.10000000000001,95.2,95.3,95.4,95.5,95.60000000000001,95.81,27.36,27.03,26.86,26.67,26.48,26.29,26.1,25.91,25.53,N/A,N/A -2012,9,27,13,30,101770,100610,99500,78.34,0,3.33,3.5300000000000002,3.5700000000000003,3.59,3.6,3.62,3.62,3.63,3.64,97.10000000000001,97.45,97.63,97.8,97.96000000000001,98.12,98.28,98.44,98.76,27.36,27.03,26.86,26.66,26.47,26.28,26.09,25.900000000000002,25.52,N/A,N/A -2012,9,27,14,30,101790,100630,99520,79.98,0,3.5500000000000003,3.79,3.86,3.9,3.93,3.96,3.99,4.01,4.05,86.42,86.49,86.53,86.55,86.55,86.55,86.53,86.52,86.47,27.330000000000002,26.990000000000002,26.830000000000002,26.63,26.44,26.240000000000002,26.05,25.86,25.48,N/A,N/A -2012,9,27,15,30,101800,100650,99530,82.87,0,4.47,4.75,4.8,4.82,4.84,4.84,4.84,4.84,4.82,80.24,80.4,80.44,80.48,80.5,80.52,80.54,80.57000000000001,80.60000000000001,27.23,26.89,26.71,26.51,26.32,26.13,25.93,25.75,25.36,N/A,N/A -2012,9,27,16,30,101810,100660,99540,83.88,0,6.17,6.66,6.76,6.79,6.8100000000000005,6.8,6.79,6.78,6.72,65.21000000000001,65.27,65.29,65.3,65.32000000000001,65.32000000000001,65.32000000000001,65.31,65.3,27.27,26.92,26.75,26.54,26.35,26.16,25.96,25.77,25.39,N/A,N/A -2012,9,27,17,30,101760,100610,99490,84.66,0,6.49,6.93,7,7.0200000000000005,7.0200000000000005,7.01,6.99,6.97,6.91,82.11,81.8,81.57000000000001,81.31,81.05,80.8,80.55,80.31,79.8,27.14,26.78,26.61,26.41,26.22,26.02,25.830000000000002,25.650000000000002,25.27,N/A,N/A -2012,9,27,18,30,101730,100570,99460,80.04,0,5.96,6.4,6.5,6.55,6.58,6.6000000000000005,6.61,6.62,6.62,85.55,85.36,85.29,85.21000000000001,85.12,85.04,84.95,84.86,84.69,27.22,26.87,26.7,26.490000000000002,26.310000000000002,26.12,25.92,25.740000000000002,25.36,N/A,N/A -2012,9,27,19,30,101730,100580,99460,85.67,0,6.17,6.58,6.65,6.67,6.68,6.68,6.67,6.65,6.62,105.39,105.16,104.88,104.62,104.37,104.14,103.91,103.7,103.28,27.07,26.71,26.53,26.330000000000002,26.13,25.94,25.75,25.560000000000002,25.18,N/A,N/A -2012,9,27,20,30,101670,100510,99400,82.81,0,4.67,4.94,4.98,4.99,4.99,4.99,4.98,4.96,4.93,115.28,114.88,114.68,114.46000000000001,114.26,114.05,113.84,113.64,113.15,26.91,26.55,26.38,26.18,25.990000000000002,25.8,25.62,25.43,25.07,N/A,N/A -2012,9,27,21,30,101680,100520,99410,81.37,0,4.19,4.43,4.48,4.5,4.5,4.5,4.5,4.5,4.47,100.86,100.97,101.03,101.09,101.14,101.18,101.22,101.26,101.37,27.09,26.740000000000002,26.57,26.37,26.18,25.990000000000002,25.79,25.61,25.23,N/A,N/A -2012,9,27,22,30,101690,100530,99420,79.44,0,3.54,3.73,3.77,3.7800000000000002,3.79,3.79,3.79,3.79,3.7800000000000002,106.98,107.17,107.21000000000001,107.26,107.32000000000001,107.4,107.47,107.54,107.7,27.2,26.86,26.69,26.490000000000002,26.3,26.11,25.91,25.73,25.35,N/A,N/A -2012,9,27,23,30,101650,100500,99380,79.83,0,4.1,4.3500000000000005,4.41,4.44,4.46,4.47,4.48,4.49,4.5,109.68,109.93,110.01,110.12,110.22,110.32000000000001,110.42,110.52,110.73,27.22,26.89,26.72,26.52,26.330000000000002,26.14,25.95,25.76,25.38,N/A,N/A -2012,9,28,0,30,101620,100470,99360,77.59,0,3.68,3.9,3.95,3.97,3.99,3.99,4,4.01,4.01,108.69,108.72,108.78,108.84,108.89,108.93,108.98,109.02,109.11,27.32,26.990000000000002,26.82,26.62,26.43,26.240000000000002,26.04,25.86,25.48,N/A,N/A -2012,9,28,1,30,101630,100470,99360,84.37,0,4.21,4.46,4.5200000000000005,4.55,4.57,4.58,4.59,4.59,4.59,113.44,113.16,113.10000000000001,113.04,112.98,112.93,112.87,112.8,112.64,26.95,26.6,26.43,26.23,26.04,25.85,25.66,25.47,25.09,N/A,N/A -2012,9,28,2,30,101630,100470,99350,84.28,0,5.0600000000000005,5.4,5.48,5.5200000000000005,5.55,5.57,5.58,5.6000000000000005,5.62,111.43,110.99000000000001,110.81,110.62,110.45,110.28,110.10000000000001,109.93,109.54,26.97,26.62,26.45,26.240000000000002,26.05,25.87,25.67,25.490000000000002,25.11,N/A,N/A -2012,9,28,3,30,101630,100470,99360,79.92,0,4.8,5.1000000000000005,5.16,5.18,5.2,5.2,5.21,5.21,5.2,124.8,124.84,124.88000000000001,124.92,124.95,124.97,125,125.01,125.06,27.12,26.78,26.61,26.41,26.22,26.04,25.84,25.66,25.29,N/A,N/A -2012,9,28,4,30,101600,100450,99330,86.48,0,4.44,4.74,4.8100000000000005,4.86,4.89,4.91,4.93,4.95,4.98,130.38,130.36,130.32,130.29,130.25,130.21,130.16,130.12,130.02,26.94,26.59,26.41,26.21,26.02,25.830000000000002,25.64,25.45,25.080000000000002,N/A,N/A -2012,9,28,5,30,101600,100450,99330,84.84,0,4.86,5.18,5.25,5.28,5.29,5.3,5.3,5.3,5.29,124.96000000000001,125.28,125.41,125.51,125.59,125.67,125.74000000000001,125.8,125.93,27.19,26.85,26.67,26.47,26.28,26.09,25.89,25.7,25.310000000000002,N/A,N/A -2012,9,28,6,30,101630,100480,99360,85.13,0,4.68,5,5.07,5.11,5.13,5.14,5.15,5.16,5.16,155.92000000000002,156.05,155.94,155.8,155.66,155.49,155.31,155.13,154.71,27.19,26.86,26.69,26.490000000000002,26.310000000000002,26.12,25.93,25.740000000000002,25.37,N/A,N/A -2012,9,28,7,30,101660,100510,99390,83.82000000000001,0,4.5200000000000005,4.84,4.92,4.98,5.0200000000000005,5.05,5.08,5.11,5.17,159.13,159.28,159.31,159.35,159.39000000000001,159.45000000000002,159.49,159.54,159.63,27.04,26.7,26.53,26.330000000000002,26.14,25.95,25.77,25.580000000000002,25.21,N/A,N/A -2012,9,28,8,30,101630,100480,99360,83.03,0,4.29,4.57,4.64,4.68,4.7,4.72,4.74,4.75,4.7700000000000005,161.78,162.03,162.16,162.29,162.4,162.5,162.6,162.70000000000002,162.91,27.18,26.830000000000002,26.66,26.46,26.27,26.080000000000002,25.89,25.7,25.32,N/A,N/A -2012,9,28,9,30,101640,100490,99370,82.83,0,4.78,5.19,5.3,5.37,5.41,5.45,5.48,5.5,5.54,195.74,195.58,195.49,195.4,195.31,195.23000000000002,195.14000000000001,195.06,194.87,27.34,27,26.830000000000002,26.63,26.44,26.25,26.060000000000002,25.87,25.490000000000002,N/A,N/A -2012,9,28,10,30,101630,100470,99360,82.13,0,4.1,4.41,4.49,4.54,4.57,4.61,4.63,4.65,4.68,200.73000000000002,199.62,199.11,198.63,198.20000000000002,197.81,197.45000000000002,197.12,196.57,27.44,27.1,26.93,26.73,26.54,26.35,26.16,25.97,25.580000000000002,N/A,N/A -2012,9,28,11,30,101630,100480,99370,80.39,9.5,4.42,5,5.2,5.36,5.5,5.62,5.72,5.79,5.88,188.72,189.87,190.55,191.06,191.35,191.5,191.63,191.74,191.87,27.46,27.16,27.01,26.82,26.64,26.46,26.27,26.09,25.71,N/A,N/A -2012,9,28,12,30,101660,100510,99400,77.57000000000001,7.300000000000001,4.96,5.38,5.48,5.54,5.58,5.6000000000000005,5.61,5.62,5.61,207.58,207.64000000000001,207.74,207.86,207.97,208.08,208.22,208.37,208.65,27.66,27.34,27.17,26.97,26.78,26.59,26.39,26.21,25.830000000000002,N/A,N/A -2012,9,28,13,30,101650,100500,99380,81.11,0,4.37,4.68,4.76,4.82,4.88,4.94,5.01,5.08,5.22,241.82,237.71,235.19,232.66,230.4,228.20000000000002,226.05,224.01,220.26,27.25,26.95,26.8,26.63,26.47,26.310000000000002,26.14,25.98,25.66,N/A,N/A -2012,9,28,14,30,101650,100500,99390,77.27,0,5,5.43,5.51,5.55,5.57,5.58,5.58,5.58,5.55,212.6,212.84,212.89000000000001,212.94,212.99,213.05,213.12,213.18,213.34,27.78,27.47,27.3,27.1,26.92,26.73,26.53,26.34,25.96,N/A,N/A -2012,9,28,15,30,101640,100490,99360,89.84,0.4,4.57,4.69,4.66,4.59,4.5,4.41,3.72,3,1.6400000000000001,327.04,326.7,326.52,326.25,325.91,325.53000000000003,323.21,320.81,298.79,25.67,25.28,25.11,24.91,24.72,24.54,24.490000000000002,24.5,24.45,N/A,N/A -2012,9,28,16,30,101650,100490,99370,89.48,33,2.21,2.17,2.1,2,1.78,1.51,1.43,1.4000000000000001,1.83,343.62,340.29,337.87,334.54,325.02,313.26,277.73,238.57,216.08,25.73,25.37,25.2,25.04,24.91,24.8,24.78,24.78,24.68,N/A,N/A -2012,9,28,17,30,101640,100480,99350,90.12,15,2.9,2.57,2.18,1.67,1.23,0.88,0.54,0.33,0.44,28.98,30.240000000000002,31.53,33.8,38.25,43.1,64.93,81.58,168.92000000000002,24.650000000000002,24.35,24.32,24.39,24.43,24.45,24.45,24.44,24.36,N/A,N/A -2012,9,28,18,30,101640,100470,99350,88.03,0,4.24,4.14,4,3.8000000000000003,3.6,3.38,3.13,2.9,2.4,93.63,94.67,95.07000000000001,95.37,95.62,95.83,96.44,97.12,101.28,25.37,24.98,24.810000000000002,24.63,24.46,24.3,24.150000000000002,24.01,23.75,N/A,N/A -2012,9,28,19,30,101570,100420,99300,82.67,0,1.92,1.94,1.93,1.92,1.92,1.92,1.99,2.09,3.12,129.68,134.34,137.45000000000002,141.38,145.89000000000001,151.19,159.52,169.11,190.76,26.310000000000002,25.95,25.79,25.6,25.43,25.26,25.11,24.97,24.85,N/A,N/A -2012,9,28,20,30,101520,100370,99250,82.01,0,3.14,3.33,3.38,3.42,3.45,3.49,3.54,3.59,3.77,138.26,139.55,140.31,141.21,142.18,143.29,144.75,146.29,151.08,26.8,26.44,26.27,26.060000000000002,25.88,25.69,25.51,25.330000000000002,24.98,N/A,N/A -2012,9,28,21,30,101490,100340,99220,80.13,0,2.27,2.5100000000000002,2.63,2.73,2.82,2.91,2.99,3.0700000000000003,3.23,155.24,157.47,158.59,159.58,160.43,161.22,161.95000000000002,162.64000000000001,163.95000000000002,27.330000000000002,27,26.830000000000002,26.64,26.45,26.27,26.080000000000002,25.900000000000002,25.53,N/A,N/A -2012,9,28,22,30,101470,100320,99210,76.68,0,3.75,4.01,4.07,4.1,4.13,4.15,4.16,4.17,4.19,187.92000000000002,188.08,188.19,188.29,188.39000000000001,188.47,188.55,188.64000000000001,188.78,27.69,27.37,27.2,27,26.810000000000002,26.62,26.42,26.23,25.85,N/A,N/A -2012,9,28,23,30,101450,100310,99190,75.79,0,3.83,4.11,4.17,4.2,4.23,4.25,4.26,4.2700000000000005,4.29,176.69,176.92000000000002,177.18,177.42000000000002,177.63,177.82,178.01,178.17000000000002,178.49,27.69,27.38,27.21,27.01,26.82,26.63,26.43,26.25,25.86,N/A,N/A -2012,9,29,0,30,101460,100310,99190,77.91,0,3.6,3.79,3.81,3.8000000000000003,3.79,3.7800000000000002,3.7600000000000002,3.74,3.71,157.84,158.35,158.72,159.12,159.48,159.82,160.16,160.49,161.16,27.57,27.25,27.09,26.89,26.7,26.51,26.32,26.13,25.75,N/A,N/A -2012,9,29,1,30,101440,100290,99170,77.99,0,2.7600000000000002,2.91,2.94,2.95,2.96,2.97,2.98,2.99,3,148.48,149.69,150.36,151.06,151.67000000000002,152.25,152.84,153.4,154.53,27.5,27.18,27.02,26.810000000000002,26.63,26.44,26.240000000000002,26.060000000000002,25.67,N/A,N/A -2012,9,29,2,30,101440,100290,99180,82.24,0,3.63,3.71,3.67,3.6,3.5500000000000003,3.49,3.42,3.37,3.25,150.93,152.12,152.86,153.64000000000001,154.37,155.08,155.81,156.51,157.98,27.26,26.93,26.77,26.580000000000002,26.39,26.21,26.02,25.84,25.47,N/A,N/A -2012,9,29,3,30,101440,100290,99180,82.95,0,3.48,3.62,3.63,3.61,3.6,3.5700000000000003,3.5500000000000003,3.52,3.45,136.97,136.96,136.95000000000002,136.93,136.92000000000002,136.9,136.89000000000001,136.88,136.84,27.14,26.8,26.63,26.43,26.240000000000002,26.05,25.86,25.67,25.29,N/A,N/A -2012,9,29,4,30,101410,100260,99150,82.22,0,3.34,3.5300000000000002,3.58,3.6,3.62,3.63,3.65,3.66,3.68,147.84,148.16,148.23,148.31,148.38,148.46,148.55,148.64000000000001,148.85,27.2,26.87,26.7,26.5,26.32,26.13,25.94,25.75,25.37,N/A,N/A -2012,9,29,5,30,101410,100260,99150,84.49,5.1000000000000005,4.54,4.82,4.89,4.93,4.95,4.97,4.98,4.99,5,164.18,164.14000000000001,164.13,164.12,164.13,164.14000000000001,164.16,164.19,164.27,27.14,26.8,26.63,26.43,26.25,26.060000000000002,25.87,25.69,25.310000000000002,N/A,N/A -2012,9,29,6,30,101400,100250,99130,83.52,0,4.3500000000000005,4.62,4.67,4.69,4.7,4.71,4.71,4.71,4.7,174.41,174.31,174.15,173.99,173.84,173.69,173.54,173.4,173.09,27.2,26.85,26.68,26.48,26.29,26.1,25.900000000000002,25.72,25.330000000000002,N/A,N/A -2012,9,29,7,30,101390,100240,99130,82.65,0,4.83,5.19,5.2700000000000005,5.32,5.36,5.38,5.4,5.41,5.43,181.51,181.34,181.26,181.19,181.13,181.09,181.04,181,180.93,27.310000000000002,26.96,26.79,26.59,26.400000000000002,26.21,26.01,25.830000000000002,25.44,N/A,N/A -2012,9,29,8,30,101380,100230,99120,81.13,0,6.99,7.65,7.82,7.92,7.99,8.03,8.06,8.09,8.120000000000001,171.6,171.56,171.57,171.61,171.64000000000001,171.68,171.73,171.77,171.86,27.580000000000002,27.26,27.09,26.89,26.71,26.51,26.32,26.13,25.76,N/A,N/A -2012,9,29,9,30,101370,100220,99110,77.2,0,6.49,7.05,7.18,7.25,7.29,7.32,7.34,7.3500000000000005,7.36,181.19,181.36,181.45000000000002,181.52,181.58,181.63,181.68,181.73,181.82,27.77,27.45,27.28,27.080000000000002,26.900000000000002,26.71,26.51,26.330000000000002,25.95,N/A,N/A -2012,9,29,10,30,101350,100200,99090,76.81,0,6.57,7.16,7.29,7.36,7.41,7.45,7.47,7.49,7.5,188.51,188.26,188.15,188.06,187.98,187.9,187.83,187.76,187.64000000000001,27.78,27.46,27.3,27.1,26.91,26.72,26.52,26.34,25.96,N/A,N/A -2012,9,29,11,30,101360,100210,99100,73.53,0,6.5200000000000005,7.09,7.22,7.28,7.33,7.3500000000000005,7.37,7.390000000000001,7.4,184.24,184.36,184.32,184.24,184.14000000000001,184.03,183.91,183.79,183.53,27.89,27.59,27.43,27.23,27.04,26.85,26.650000000000002,26.47,26.09,N/A,N/A -2012,9,29,12,30,101350,100210,99090,74.17,0,6.34,6.890000000000001,7.01,7.09,7.140000000000001,7.17,7.19,7.21,7.24,186.77,186.75,186.72,186.67000000000002,186.63,186.58,186.52,186.47,186.36,27.93,27.62,27.46,27.26,27.07,26.89,26.69,26.5,26.12,N/A,N/A -2012,9,29,13,30,101360,100210,99100,72.37,0,5.97,6.53,6.67,6.75,6.8100000000000005,6.8500000000000005,6.890000000000001,6.92,6.96,187.15,186.84,186.72,186.59,186.48,186.36,186.24,186.13,185.89000000000001,28.01,27.72,27.55,27.36,27.17,26.98,26.78,26.6,26.21,N/A,N/A -2012,9,29,14,30,101360,100210,99100,71.06,0,5.5200000000000005,5.99,6.09,6.16,6.2,6.23,6.26,6.28,6.32,176.38,176.77,177.06,177.36,177.65,177.93,178.24,178.52,179.15,28.09,27.8,27.64,27.45,27.26,27.080000000000002,26.89,26.71,26.330000000000002,N/A,N/A -2012,9,29,15,30,101340,100190,99080,69.81,0,5.17,5.61,5.7,5.76,5.8,5.82,5.84,5.86,5.89,172.16,172.94,173.39000000000001,173.79,174.16,174.5,174.83,175.14000000000001,175.73,28.19,27.91,27.75,27.560000000000002,27.38,27.19,27,26.810000000000002,26.44,N/A,N/A -2012,9,29,16,30,101290,100140,99030,66.92,0,5.2,5.6000000000000005,5.68,5.72,5.74,5.75,5.76,5.7700000000000005,5.7700000000000005,167.8,168.06,168.34,168.66,168.96,169.27,169.6,169.91,170.56,28.310000000000002,28.05,27.900000000000002,27.71,27.53,27.34,27.16,26.97,26.6,N/A,N/A -2012,9,29,17,30,101220,100070,98960,66.78,0,5.68,6.16,6.2700000000000005,6.34,6.38,6.41,6.44,6.46,6.49,157.37,157.72,157.94,158.16,158.34,158.51,158.68,158.84,159.14000000000001,28.36,28.1,27.95,27.75,27.57,27.39,27.2,27.01,26.64,N/A,N/A -2012,9,29,18,30,101160,100020,98910,67.85,0,5.3500000000000005,5.76,5.8500000000000005,5.89,5.92,5.94,5.96,5.97,5.99,155.33,155.69,155.99,156.3,156.58,156.86,157.14000000000001,157.4,157.92000000000002,28.330000000000002,28.060000000000002,27.900000000000002,27.71,27.53,27.34,27.150000000000002,26.97,26.59,N/A,N/A -2012,9,29,19,30,101110,99970,98860,70.25,0,5.3500000000000005,5.78,5.87,5.91,5.94,5.96,5.98,5.99,6.01,150.46,150.33,150.3,150.33,150.36,150.42000000000002,150.5,150.58,150.81,28.26,27.990000000000002,27.830000000000002,27.64,27.46,27.27,27.080000000000002,26.900000000000002,26.53,N/A,N/A -2012,9,29,20,30,101060,99920,98810,72.81,0,5.74,6.23,6.34,6.4,6.43,6.46,6.47,6.49,6.5,156.03,156.27,156.41,156.54,156.67000000000002,156.79,156.92000000000002,157.03,157.26,28.240000000000002,27.96,27.8,27.61,27.42,27.23,27.04,26.85,26.48,N/A,N/A -2012,9,29,21,30,101050,99900,98780,89.29,91.9,11.620000000000001,12.59,12.790000000000001,12.88,12.91,12.92,12.9,12.88,12.81,155.47,156.76,157.64000000000001,158.6,159.6,160.59,161.78,162.93,165.76,24.86,24.38,24.2,24.04,23.89,23.75,23.61,23.48,23.2,N/A,N/A -2012,9,29,22,30,101040,99890,98770,87.22,2.9000000000000004,6.8500000000000005,7.33,7.44,7.5,7.53,7.55,7.5600000000000005,7.5600000000000005,7.55,161.41,161.86,162.03,162.19,162.32,162.45000000000002,162.58,162.70000000000002,162.95000000000002,25.18,24.72,24.53,24.32,24.13,23.94,23.740000000000002,23.56,23.19,N/A,N/A -2012,9,29,23,30,100990,99830,98710,83.83,20.5,7.390000000000001,7.94,8.06,8.120000000000001,8.16,8.18,8.19,8.19,8.19,143.43,143.73,143.73,143.72,143.71,143.69,143.67000000000002,143.66,143.6,25.150000000000002,24.69,24.5,24.29,24.09,23.900000000000002,23.71,23.53,23.150000000000002,N/A,N/A -2012,9,30,0,30,100930,99780,98660,91.15,15,7.54,8.3,8.49,8.620000000000001,8.73,8.82,8.91,8.99,9.18,147.84,148.79,149.05,149.26,149.47,149.67000000000002,149.89000000000001,150.08,150.63,24.61,24.13,23.93,23.73,23.54,23.36,23.17,23,22.650000000000002,N/A,N/A -2012,9,30,1,30,100880,99730,98610,88.81,0,8.27,8.89,9.040000000000001,9.1,9.14,9.16,9.17,9.17,9.17,142.47,142.58,142.72,142.87,143.02,143.18,143.36,143.54,143.99,25.400000000000002,24.94,24.740000000000002,24.53,24.34,24.150000000000002,23.95,23.77,23.400000000000002,N/A,N/A -2012,9,30,2,30,100880,99720,98610,90.79,0,9.39,10.11,10.28,10.34,10.38,10.39,10.4,10.41,10.41,138.77,138.99,139.23,139.5,139.78,140.07,140.42000000000002,140.76,141.68,25.29,24.8,24.6,24.39,24.2,24.01,23.82,23.64,23.28,N/A,N/A -2012,9,30,3,30,100840,99690,98580,88.79,0.7000000000000001,9.61,10.51,10.76,10.91,11.02,11.09,11.15,11.200000000000001,11.27,143.56,143.74,143.91,144.08,144.25,144.41,144.58,144.74,145.09,26.29,25.86,25.67,25.45,25.26,25.07,24.87,24.68,24.3,N/A,N/A -2012,9,30,4,30,100750,99610,98500,88.48,0.7000000000000001,11.99,13.200000000000001,13.5,13.66,13.76,13.82,13.85,13.870000000000001,13.870000000000001,163.49,163.78,163.84,163.93,164,164.08,164.17000000000002,164.26,164.47,27.05,26.66,26.47,26.26,26.07,25.87,25.68,25.490000000000002,25.11,N/A,N/A -2012,9,30,5,30,100690,99550,98450,92.17,0,10.38,11.33,11.58,11.71,11.8,11.86,11.9,11.93,11.98,166.95000000000002,167.51,167.85,168.18,168.49,168.79,169.11,169.43,170.17000000000002,27,26.62,26.45,26.25,26.07,25.89,25.71,25.54,25.19,N/A,N/A -2012,9,30,6,30,100550,99420,98320,86.05,7.300000000000001,10.9,12.200000000000001,12.49,12.68,12.82,12.92,13,13.07,13.19,174.5,175.19,175.57,175.93,176.28,176.59,176.92000000000002,177.23,177.88,27.73,27.41,27.240000000000002,27.04,26.85,26.67,26.48,26.3,25.92,N/A,N/A -2012,9,30,7,30,100610,99480,98380,75.18,0,11.38,12.71,13.1,13.36,13.57,13.72,13.84,13.94,14.09,210.86,210.99,211.04,211.11,211.16,211.22,211.27,211.33,211.43,28.740000000000002,28.560000000000002,28.43,28.26,28.09,27.92,27.740000000000002,27.57,27.21,N/A,N/A -2012,9,30,8,30,100600,99460,98360,72.2,0,11.16,12.49,12.89,13.17,13.39,13.55,13.68,13.8,13.98,213.86,213.99,214.03,214.08,214.11,214.14000000000001,214.17000000000002,214.19,214.22,28.8,28.62,28.490000000000002,28.310000000000002,28.14,27.96,27.78,27.6,27.23,N/A,N/A -2012,9,30,9,30,100550,99420,98320,73.55,0,11.52,12.86,13.26,13.52,13.71,13.86,13.97,14.07,14.21,219.67000000000002,219.74,219.79,219.83,219.87,219.9,219.93,219.95000000000002,220,28.71,28.52,28.38,28.2,28.03,27.85,27.67,27.490000000000002,27.12,N/A,N/A -2012,9,30,10,30,100470,99340,98240,79.4,0,11.08,12.4,12.8,13.05,13.24,13.370000000000001,13.47,13.55,13.66,210.65,210.71,210.81,210.89000000000001,210.95000000000002,210.99,211.03,211.06,211.1,28.400000000000002,28.17,28.02,27.830000000000002,27.650000000000002,27.46,27.27,27.09,26.71,N/A,N/A -2012,9,30,11,30,100470,99320,98210,86.58,1.8,9.99,10.950000000000001,11.23,11.4,11.53,11.620000000000001,11.700000000000001,11.76,11.86,271.19,270.32,269.87,269.41,269.01,268.62,268.26,267.92,267.24,26.080000000000002,25.66,25.47,25.26,25.07,24.87,24.68,24.5,24.13,N/A,N/A -2012,9,30,12,30,100430,99280,98170,83.46000000000001,0,9.51,10.33,10.540000000000001,10.65,10.72,10.77,10.81,10.83,10.86,268.87,268.87,268.81,268.73,268.66,268.59000000000003,268.5,268.41,268.21,25.69,25.240000000000002,25.04,24.830000000000002,24.63,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,9,30,13,30,100430,99280,98170,80.53,0,9.09,9.88,10.08,10.19,10.26,10.31,10.35,10.38,10.42,265.29,265.19,265.06,264.94,264.82,264.71,264.6,264.49,264.26,25.79,25.34,25.150000000000002,24.94,24.740000000000002,24.55,24.35,24.16,23.78,N/A,N/A -2012,9,30,14,30,100430,99280,98160,93.52,0,9.44,10.14,10.3,10.370000000000001,10.41,10.43,10.43,10.43,10.42,273.66,273.41,273.24,273.06,272.9,272.73,272.56,272.39,272,24.01,23.47,23.25,23.03,22.830000000000002,22.64,22.44,22.26,21.88,N/A,N/A -2012,9,30,15,30,100450,99300,98180,89.3,0,8.84,9.49,9.64,9.700000000000001,9.74,9.76,9.76,9.76,9.73,281.35,281.34000000000003,281.31,281.24,281.14,281.03000000000003,280.87,280.71,280.23,24.29,23.77,23.56,23.34,23.150000000000002,22.95,22.76,22.580000000000002,22.22,N/A,N/A -2012,9,30,16,30,100460,99310,98180,89.64,0.4,8.08,8.63,8.75,8.81,8.84,8.86,8.870000000000001,8.870000000000001,8.870000000000001,280.03000000000003,280.35,280.53000000000003,280.7,280.85,280.99,281.15000000000003,281.29,281.61,23.34,22.79,22.580000000000002,22.36,22.150000000000002,21.96,21.76,21.580000000000002,21.2,N/A,N/A -2012,9,30,17,30,100470,99320,98190,88.95,5.5,9.93,10.700000000000001,10.88,10.950000000000001,11,11.02,11.03,11.040000000000001,11.02,286.86,287.15000000000003,287.33,287.49,287.65000000000003,287.8,287.95,288.1,288.42,23.31,22.72,22.490000000000002,22.26,22.06,21.86,21.66,21.48,21.1,N/A,N/A -2012,9,30,18,30,100490,99330,98200,87.48,0.7000000000000001,10.92,11.84,12.07,12.17,12.25,12.290000000000001,12.32,12.34,12.34,299.18,299.57,299.81,300.05,300.27,300.49,300.71,300.91,301.38,23.07,22.44,22.21,21.98,21.77,21.57,21.36,21.18,20.79,N/A,N/A -2012,9,30,19,30,100500,99340,98220,86.49,0.4,11.84,12.88,13.15,13.290000000000001,13.39,13.450000000000001,13.49,13.52,13.540000000000001,300.19,300.63,300.87,301.1,301.29,301.49,301.67,301.84000000000003,302.2,23.18,22.54,22.3,22.07,21.85,21.650000000000002,21.44,21.25,20.86,N/A,N/A -2012,9,30,20,30,100510,99350,98220,88.83,1.1,12.99,14.17,14.47,14.64,14.76,14.83,14.870000000000001,14.91,14.94,325.86,325.62,325.43,325.22,325.02,324.83,324.63,324.44,324.04,22.55,21.85,21.59,21.34,21.12,20.91,20.7,20.51,20.11,N/A,N/A -2012,9,30,21,30,100550,99390,98250,86.76,1.1,14.84,16.15,16.45,16.57,16.62,16.64,16.62,16.6,16.5,320.73,321.07,321.25,321.40000000000003,321.53000000000003,321.65000000000003,321.76,321.86,322.07,21.67,20.88,20.6,20.35,20.13,19.92,19.71,19.52,19.13,N/A,N/A -2012,9,30,22,30,100560,99400,98260,87.58,1.8,13.14,14.35,14.65,14.82,14.93,15.01,15.06,15.1,15.15,330.47,330.52,330.57,330.62,330.66,330.7,330.74,330.78000000000003,330.86,21.27,20.51,20.240000000000002,20,19.77,19.57,19.36,19.16,18.77,N/A,N/A -2012,9,30,23,30,100610,99450,98310,87,1.5,12.42,13.5,13.780000000000001,13.92,14.01,14.08,14.11,14.14,14.16,331.35,331.55,331.7,331.84000000000003,331.97,332.09000000000003,332.21,332.32,332.57,21.23,20.47,20.21,19.96,19.740000000000002,19.53,19.32,19.12,18.73,N/A,N/A -2012,10,1,0,30,100630,99460,98320,85.96000000000001,1.5,12.44,13.52,13.8,13.950000000000001,14.05,14.120000000000001,14.16,14.200000000000001,14.23,341.8,341.6,341.46,341.31,341.17,341.05,340.91,340.79,340.54,21.13,20.38,20.11,19.87,19.650000000000002,19.44,19.23,19.04,18.64,N/A,N/A -2012,10,1,1,30,100680,99500,98360,86.60000000000001,1.1,12.6,13.68,13.94,14.07,14.15,14.21,14.24,14.26,14.27,337.52,337.54,337.54,337.52,337.5,337.46,337.43,337.41,337.35,20.51,19.71,19.44,19.19,18.97,18.76,18.55,18.35,17.96,N/A,N/A -2012,10,1,2,30,100710,99530,98390,87,0.5,12.790000000000001,13.870000000000001,14.13,14.26,14.35,14.4,14.43,14.450000000000001,14.46,336.07,336.11,336.12,336.14,336.15000000000003,336.16,336.17,336.17,336.19,19.79,18.95,18.67,18.41,18.18,17.97,17.75,17.55,17.150000000000002,N/A,N/A -2012,10,1,3,30,100750,99570,98420,87.09,0.4,12.46,13.51,13.77,13.91,14.01,14.07,14.11,14.14,14.17,343.1,343.21,343.25,343.28000000000003,343.31,343.34000000000003,343.37,343.40000000000003,343.44,19.31,18.46,18.17,17.91,17.68,17.46,17.240000000000002,17.04,16.64,N/A,N/A -2012,10,1,4,30,100760,99580,98430,84.05,0,12.09,13.07,13.32,13.46,13.56,13.61,13.66,13.69,13.72,349.07,348.96,348.86,348.78000000000003,348.7,348.62,348.55,348.48,348.35,19.330000000000002,18.5,18.21,17.96,17.73,17.51,17.3,17.1,16.69,N/A,N/A -2012,10,1,5,30,100760,99580,98430,87.16,0,11.450000000000001,12.35,12.57,12.67,12.74,12.790000000000001,12.81,12.82,12.84,341.64,341.8,341.84000000000003,341.88,341.90000000000003,341.93,341.95,341.97,342,19.34,18.53,18.240000000000002,17.98,17.75,17.54,17.32,17.13,16.72,N/A,N/A -2012,10,1,6,30,100830,99640,98490,84.95,0,12.030000000000001,13,13.23,13.34,13.41,13.450000000000001,13.47,13.49,13.49,348.21,348.11,348.03000000000003,347.96,347.89,347.82,347.75,347.69,347.55,18.900000000000002,18.07,17.78,17.53,17.3,17.09,16.87,16.67,16.27,N/A,N/A -2012,10,1,7,30,100840,99660,98510,85.06,0,11.82,12.77,13.02,13.15,13.24,13.290000000000001,13.33,13.36,13.38,346.84000000000003,346.78000000000003,346.75,346.72,346.7,346.68,346.65000000000003,346.63,346.59000000000003,19.06,18.240000000000002,17.95,17.7,17.47,17.26,17.04,16.84,16.43,N/A,N/A -2012,10,1,8,30,100850,99670,98520,83,0,11.67,12.620000000000001,12.86,12.99,13.07,13.120000000000001,13.16,13.19,13.22,349.37,349.48,349.54,349.57,349.6,349.62,349.64,349.67,349.71,19.27,18.46,18.18,17.92,17.7,17.48,17.27,17.07,16.67,N/A,N/A -2012,10,1,9,30,100860,99680,98530,81.99,0,11.47,12.43,12.67,12.8,12.89,12.96,13.01,13.05,13.11,347.95,348.09000000000003,348.2,348.28000000000003,348.37,348.44,348.52,348.59000000000003,348.73,19.54,18.75,18.490000000000002,18.240000000000002,18.01,17.8,17.580000000000002,17.39,16.990000000000002,N/A,N/A -2012,10,1,10,30,100900,99720,98570,80.06,0,11.25,12.19,12.42,12.55,12.64,12.71,12.76,12.8,12.85,351.08,351.11,351.12,351.12,351.12,351.12,351.11,351.11,351.11,19.81,19.04,18.77,18.53,18.31,18.1,17.89,17.69,17.29,N/A,N/A -2012,10,1,11,30,100920,99740,98590,77.59,0,12.14,13.22,13.51,13.69,13.81,13.91,13.98,14.040000000000001,14.14,343.16,343.17,343.18,343.18,343.18,343.19,343.19,343.2,343.21,20.240000000000002,19.47,19.2,18.95,18.72,18.51,18.3,18.11,17.7,N/A,N/A -2012,10,1,12,30,100950,99770,98630,74.47,0,12.24,13.3,13.58,13.72,13.82,13.89,13.94,13.98,14.030000000000001,346.89,346.68,346.56,346.45,346.34000000000003,346.25,346.15000000000003,346.06,345.88,20.66,19.900000000000002,19.64,19.39,19.17,18.96,18.75,18.55,18.150000000000002,N/A,N/A -2012,10,1,13,30,100950,99770,98630,77.14,0,10.43,11.26,11.47,11.58,11.67,11.73,11.78,11.81,11.870000000000001,337.05,337.14,337.2,337.27,337.34000000000003,337.41,337.49,337.56,337.75,20.82,20.12,19.87,19.63,19.41,19.21,19,18.81,18.41,N/A,N/A -2012,10,1,14,30,100990,99820,98680,76.57000000000001,0,8.98,9.63,9.78,9.86,9.91,9.94,9.96,9.98,10,331.12,331.59000000000003,331.91,332.21,332.48,332.74,333.02,333.27,333.81,21.04,20.39,20.150000000000002,19.92,19.7,19.5,19.29,19.1,18.71,N/A,N/A -2012,10,1,15,30,100980,99810,98670,73.75,0,8.55,9.19,9.34,9.43,9.5,9.55,9.58,9.620000000000001,9.67,330.03000000000003,330.39,330.62,330.84000000000003,331.05,331.24,331.43,331.61,331.98,21.61,21,20.76,20.54,20.32,20.13,19.92,19.73,19.34,N/A,N/A -2012,10,1,16,30,100970,99790,98660,68.61,0,9.14,9.870000000000001,10.06,10.17,10.25,10.3,10.35,10.4,10.47,329.99,329.96,329.95,329.95,329.95,329.95,329.95,329.95,329.96,22.39,21.79,21.56,21.330000000000002,21.12,20.92,20.71,20.52,20.12,N/A,N/A -2012,10,1,17,30,100950,99780,98640,68.49,0,9.49,10.27,10.47,10.58,10.66,10.72,10.77,10.81,10.88,319.24,319.58,319.8,320.01,320.2,320.38,320.56,320.73,321.08,22.94,22.36,22.13,21.91,21.7,21.5,21.29,21.11,20.71,N/A,N/A -2012,10,1,18,30,100940,99770,98640,64.26,0,9.34,10.14,10.35,10.47,10.56,10.63,10.68,10.73,10.8,318.96,319.14,319.25,319.35,319.45,319.53000000000003,319.61,319.7,319.86,23.82,23.29,23.07,22.85,22.650000000000002,22.45,22.240000000000002,22.05,21.66,N/A,N/A -2012,10,1,19,30,100920,99760,98630,60.96,0,9.66,10.540000000000001,10.78,10.92,11.03,11.120000000000001,11.19,11.24,11.33,321.14,321.25,321.29,321.32,321.35,321.37,321.39,321.41,321.46,24.69,24.21,24,23.78,23.580000000000002,23.38,23.18,22.990000000000002,22.6,N/A,N/A -2012,10,1,20,30,100900,99740,98620,57.88,0,9.72,10.61,10.86,11.01,11.120000000000001,11.200000000000001,11.27,11.33,11.41,323.59000000000003,323.47,323.39,323.31,323.25,323.18,323.12,323.07,322.95,25.37,24.92,24.73,24.52,24.32,24.12,23.92,23.73,23.34,N/A,N/A -2012,10,1,21,30,100880,99720,98600,54.57,0,9.66,10.57,10.81,10.950000000000001,11.06,11.13,11.19,11.24,11.32,326.85,326.69,326.57,326.47,326.36,326.26,326.16,326.06,325.87,25.990000000000002,25.59,25.400000000000002,25.19,24.990000000000002,24.8,24.6,24.41,24.02,N/A,N/A -2012,10,1,22,30,100860,99710,98590,53.33,0,9.52,10.42,10.64,10.77,10.86,10.93,10.98,11.02,11.08,328.92,328.62,328.42,328.21,328.04,327.86,327.68,327.52,327.2,26.39,26.02,25.84,25.64,25.44,25.25,25.05,24.86,24.47,N/A,N/A -2012,10,1,23,30,100870,99720,98600,50.97,0,9.72,10.65,10.870000000000001,11,11.08,11.14,11.19,11.22,11.26,331.85,331.51,331.31,331.12,330.94,330.78000000000003,330.62,330.47,330.16,26.61,26.25,26.080000000000002,25.87,25.68,25.490000000000002,25.29,25.1,24.72,N/A,N/A -2012,10,2,0,30,100900,99750,98630,54.5,0,8.08,8.78,8.950000000000001,9.06,9.14,9.200000000000001,9.24,9.28,9.34,329.89,330.26,330.37,330.46,330.53000000000003,330.59000000000003,330.64,330.69,330.75,26.5,26.14,25.96,25.76,25.560000000000002,25.37,25.17,24.98,24.59,N/A,N/A -2012,10,2,1,30,100920,99760,98640,52.980000000000004,0,8.02,8.73,8.91,9.02,9.09,9.15,9.200000000000001,9.24,9.3,335.85,335.75,335.66,335.56,335.47,335.38,335.3,335.22,335.06,26.48,26.12,25.95,25.740000000000002,25.55,25.35,25.150000000000002,24.97,24.580000000000002,N/A,N/A -2012,10,2,2,30,100940,99790,98670,51.71,0,7.84,8.57,8.76,8.88,8.98,9.05,9.11,9.16,9.24,335.43,335.35,335.3,335.26,335.23,335.2,335.17,335.14,335.1,26.64,26.29,26.12,25.91,25.73,25.53,25.330000000000002,25.150000000000002,24.76,N/A,N/A -2012,10,2,3,30,100940,99790,98670,51.2,0,7.63,8.33,8.52,8.64,8.73,8.8,8.85,8.91,8.99,328.18,328.46,328.66,328.86,329.05,329.23,329.41,329.57,329.91,26.77,26.44,26.27,26.07,25.88,25.69,25.490000000000002,25.310000000000002,24.92,N/A,N/A -2012,10,2,4,30,100960,99810,98690,55.89,0,6.66,7.17,7.28,7.34,7.38,7.41,7.43,7.45,7.46,317.08,317.40000000000003,317.62,317.83,318.02,318.2,318.39,318.56,318.93,26.54,26.19,26.02,25.810000000000002,25.62,25.43,25.240000000000002,25.05,24.67,N/A,N/A -2012,10,2,5,30,100970,99820,98700,58.11,0,6.5200000000000005,6.97,7.0600000000000005,7.1000000000000005,7.12,7.140000000000001,7.15,7.15,7.17,304.72,305.56,306.16,306.75,307.31,307.84000000000003,308.40000000000003,308.92,310.09000000000003,26.13,25.76,25.59,25.39,25.21,25.02,24.830000000000002,24.66,24.3,N/A,N/A -2012,10,2,6,30,101020,99860,98740,58.33,0,5.88,6.28,6.36,6.4,6.43,6.45,6.47,6.49,6.54,310.87,311.73,312.27,312.85,313.42,314,314.62,315.21,316.61,25.72,25.36,25.19,25,24.82,24.64,24.45,24.28,23.93,N/A,N/A -2012,10,2,7,30,101040,99880,98760,58.84,0,6.72,7.19,7.28,7.32,7.36,7.38,7.4,7.42,7.49,311.49,312.58,313.28000000000003,314.03000000000003,314.75,315.47,316.26,317,318.77,25.52,25.150000000000002,24.98,24.79,24.61,24.43,24.25,24.080000000000002,23.740000000000002,N/A,N/A -2012,10,2,8,30,101060,99900,98770,62.84,0,6.65,7.13,7.24,7.3,7.3500000000000005,7.390000000000001,7.43,7.46,7.58,312.78000000000003,313.8,314.44,315.1,315.74,316.38,317.08,317.75,319.38,25,24.61,24.43,24.240000000000002,24.05,23.88,23.7,23.53,23.2,N/A,N/A -2012,10,2,9,30,101050,99890,98760,62.31,0,7.11,7.61,7.72,7.76,7.79,7.8100000000000005,7.82,7.82,7.83,322.18,322.64,322.92,323.21,323.49,323.76,324.07,324.36,325.07,25.17,24.77,24.59,24.39,24.2,24.01,23.82,23.650000000000002,23.29,N/A,N/A -2012,10,2,10,30,101090,99930,98800,62.43,0,6.96,7.44,7.53,7.57,7.58,7.59,7.58,7.58,7.55,328.79,329.16,329.39,329.62,329.83,330.05,330.28000000000003,330.48,330.97,25.11,24.7,24.52,24.310000000000002,24.12,23.93,23.740000000000002,23.56,23.19,N/A,N/A -2012,10,2,11,30,101120,99960,98840,59.550000000000004,0,6.53,6.96,7.03,7.0600000000000005,7.07,7.07,7.0600000000000005,7.05,7.0200000000000005,338.97,338.8,338.69,338.58,338.48,338.40000000000003,338.31,338.24,338.08,25.01,24.61,24.43,24.22,24.03,23.85,23.650000000000002,23.47,23.1,N/A,N/A -2012,10,2,12,30,101140,99980,98850,61.730000000000004,0,5.5600000000000005,5.86,5.9,5.91,5.91,5.89,5.87,5.8500000000000005,5.8,342.24,341.98,341.81,341.62,341.45,341.29,341.11,340.95,340.56,24.59,24.17,23.990000000000002,23.78,23.59,23.41,23.21,23.03,22.66,N/A,N/A -2012,10,2,13,30,101190,100030,98900,66.16,0,5.95,6.2700000000000005,6.32,6.32,6.3100000000000005,6.3,6.2700000000000005,6.25,6.19,340.7,340.42,340.21,339.99,339.79,339.59000000000003,339.38,339.18,338.75,24.11,23.67,23.48,23.27,23.07,22.88,22.69,22.5,22.12,N/A,N/A -2012,10,2,14,30,101230,100060,98930,68.56,0,4.96,5.18,5.2,5.2,5.19,5.16,5.14,5.11,5.04,343.77,343.63,343.53000000000003,343.42,343.29,343.17,343.04,342.91,342.56,23.740000000000002,23.3,23.1,22.900000000000002,22.71,22.52,22.330000000000002,22.150000000000002,21.78,N/A,N/A -2012,10,2,15,30,101250,100080,98950,64.79,0,4.26,4.43,4.43,4.41,4.38,4.3500000000000005,4.32,4.28,4.2,355.35,354.98,354.76,354.52,354.29,354.07,353.81,353.58,353,23.89,23.47,23.28,23.080000000000002,22.88,22.69,22.5,22.32,21.94,N/A,N/A -2012,10,2,16,30,101260,100100,98960,61.33,0,4.11,4.28,4.3,4.3,4.29,4.28,4.26,4.24,4.2,354.73,354.83,354.91,354.98,355.04,355.1,355.16,355.21,355.31,24.14,23.72,23.53,23.330000000000002,23.14,22.95,22.76,22.57,22.19,N/A,N/A -2012,10,2,17,30,101280,100110,98980,60.27,0,4.03,4.21,4.22,4.21,4.21,4.19,4.17,4.16,4.12,344.62,344.93,345.04,345.15000000000003,345.24,345.33,345.42,345.51,345.67,24.43,24.02,23.84,23.63,23.44,23.25,23.05,22.87,22.48,N/A,N/A -2012,10,2,18,30,101280,100110,98990,60.89,0,3.73,3.93,3.97,3.99,4,4.01,4.01,4.0200000000000005,4.03,344.18,343.6,343.3,343.01,342.75,342.5,342.25,342.01,341.51,24.76,24.37,24.19,23.990000000000002,23.79,23.6,23.41,23.22,22.84,N/A,N/A -2012,10,2,19,30,101280,100120,98990,57.2,0,3.7800000000000002,3.99,4.04,4.07,4.08,4.1,4.11,4.12,4.14,327.7,328.14,328.44,328.72,328.96,329.19,329.42,329.64,330.09000000000003,25.26,24.88,24.7,24.5,24.310000000000002,24.12,23.92,23.73,23.35,N/A,N/A -2012,10,2,20,30,101250,100090,98960,55.51,0,4.08,4.32,4.37,4.4,4.42,4.44,4.45,4.46,4.49,333.42,334.08,334.47,334.84000000000003,335.18,335.51,335.83,336.14,336.78000000000003,25.59,25.240000000000002,25.060000000000002,24.86,24.67,24.48,24.28,24.1,23.72,N/A,N/A -2012,10,2,21,30,101240,100080,98960,56.02,0,3.16,3.37,3.42,3.46,3.5,3.5300000000000002,3.56,3.59,3.64,333.98,334.89,335.42,335.91,336.36,336.79,337.22,337.61,338.43,25.79,25.45,25.27,25.07,24.88,24.7,24.5,24.32,23.93,N/A,N/A -2012,10,2,22,30,101250,100090,98960,51.550000000000004,0,2.4,2.58,2.64,2.69,2.74,2.7800000000000002,2.82,2.86,2.94,333.74,333.89,333.96,334.02,334.07,334.12,334.16,334.2,334.25,26.07,25.740000000000002,25.57,25.37,25.18,24.990000000000002,24.79,24.61,24.22,N/A,N/A -2012,10,2,23,30,101250,100090,98970,50.72,0,3.04,3.2,3.23,3.24,3.25,3.2600000000000002,3.2600000000000002,3.2600000000000002,3.27,326.79,327.24,327.5,327.75,327.97,328.17,328.36,328.53000000000003,328.89,26.39,26.080000000000002,25.91,25.72,25.53,25.34,25.150000000000002,24.96,24.580000000000002,N/A,N/A -2012,10,3,0,30,101280,100120,99000,49.29,0,2.44,2.59,2.63,2.65,2.67,2.69,2.71,2.72,2.75,345.3,345.73,345.95,346.16,346.35,346.52,346.68,346.83,347.12,26.44,26.13,25.96,25.76,25.57,25.39,25.19,25.01,24.62,N/A,N/A -2012,10,3,1,30,101320,100160,99040,51.45,0,3.9,4.04,4.03,3.99,3.95,3.91,3.87,3.83,3.73,332.28000000000003,332.49,332.62,332.73,332.84000000000003,332.93,333.04,333.14,333.37,26.09,25.76,25.59,25.400000000000002,25.21,25.02,24.830000000000002,24.650000000000002,24.26,N/A,N/A -2012,10,3,2,30,101370,100210,99080,50.15,0,3.81,3.93,3.91,3.88,3.85,3.8200000000000003,3.79,3.7600000000000002,3.71,305.61,308.25,309.82,311.45,312.96,314.41,315.90000000000003,317.28000000000003,320.13,26.14,25.82,25.650000000000002,25.46,25.27,25.080000000000002,24.89,24.71,24.330000000000002,N/A,N/A -2012,10,3,3,30,101400,100240,99110,47.980000000000004,0,3.45,3.5700000000000003,3.56,3.5300000000000002,3.5,3.47,3.43,3.4,3.33,16.34,16.79,17.07,17.34,17.59,17.830000000000002,18.06,18.27,18.740000000000002,26.12,25.79,25.62,25.42,25.23,25.04,24.84,24.650000000000002,24.27,N/A,N/A -2012,10,3,4,30,101410,100250,99120,47.81,0,3.33,3.44,3.43,3.4,3.38,3.36,3.33,3.31,3.25,23.26,24.01,24.52,25.02,25.490000000000002,25.93,26.38,26.79,27.650000000000002,25.95,25.61,25.43,25.23,25.04,24.85,24.650000000000002,24.47,24.080000000000002,N/A,N/A -2012,10,3,5,30,101420,100260,99140,49.38,0,3,3.08,3.0700000000000003,3.04,3.0100000000000002,2.99,2.96,2.93,2.87,45.47,46.35,46.84,47.31,47.74,48.14,48.54,48.910000000000004,49.660000000000004,25.82,25.48,25.3,25.11,24.91,24.72,24.53,24.34,23.95,N/A,N/A -2012,10,3,6,30,101450,100280,99160,50.51,0,2.47,2.5300000000000002,2.52,2.5,2.48,2.46,2.44,2.41,2.37,62.65,62.980000000000004,63.160000000000004,63.34,63.51,63.67,63.84,64,64.34,25.73,25.400000000000002,25.22,25.03,24.830000000000002,24.650000000000002,24.44,24.26,23.87,N/A,N/A -2012,10,3,7,30,101480,100310,99190,53.21,0,1.77,1.82,1.82,1.82,1.81,1.8,1.79,1.79,1.77,58.44,59.82,60.77,61.690000000000005,62.54,63.36,64.19,64.94,66.51,25.59,25.26,25.080000000000002,24.89,24.69,24.5,24.3,24.12,23.73,N/A,N/A -2012,10,3,8,30,101480,100310,99190,55.65,0,1.58,1.6,1.59,1.57,1.56,1.54,1.53,1.51,1.48,70.29,70.83,71.17,71.5,71.81,72.12,72.45,72.75,73.42,25.48,25.14,24.97,24.77,24.57,24.39,24.18,24,23.61,N/A,N/A -2012,10,3,9,30,101500,100330,99200,55.92,0,1.52,1.53,1.5,1.47,1.45,1.42,1.3900000000000001,1.37,1.33,75.04,76.66,77.55,78.43,79.24,80,80.79,81.51,83,25.45,25.12,24.94,24.740000000000002,24.55,24.36,24.16,23.97,23.580000000000002,N/A,N/A -2012,10,3,10,30,101500,100330,99210,57.07,0,1.1,1.1,1.07,1.05,1.03,1.01,0.99,0.97,0.93,91.43,93.02,93.88,94.81,95.69,96.55,97.48,98.36,100.29,25.37,25.04,24.86,24.66,24.47,24.28,24.080000000000002,23.89,23.5,N/A,N/A -2012,10,3,11,30,101530,100370,99240,58.08,0,1.23,1.23,1.2,1.17,1.1500000000000001,1.1300000000000001,1.1,1.08,1.03,100.41,101.61,102.32000000000001,103.09,103.84,104.58,105.35000000000001,106.05,107.7,25.330000000000002,24.990000000000002,24.810000000000002,24.61,24.42,24.23,24.03,23.85,23.46,N/A,N/A -2012,10,3,12,30,101540,100380,99250,58.79,0,0.62,0.68,0.7000000000000001,0.73,0.75,0.77,0.78,0.8,0.8300000000000001,155.37,156.82,157.4,157.89000000000001,158.37,158.86,159.32,159.75,160.67000000000002,25.3,24.96,24.79,24.580000000000002,24.39,24.2,24,23.82,23.43,N/A,N/A -2012,10,3,13,30,101590,100430,99300,60.370000000000005,0,1.46,1.36,1.27,1.17,1.09,1.02,0.9500000000000001,0.88,0.75,324.87,325.49,325.89,326.41,326.94,327.46,328.1,328.7,330.17,25.240000000000002,24.89,24.72,24.52,24.330000000000002,24.14,23.94,23.75,23.37,N/A,N/A -2012,10,3,14,30,101620,100450,99320,60.83,0,1.93,1.85,1.78,1.69,1.61,1.54,1.46,1.3900000000000001,1.24,319.16,319.29,319.48,319.71,319.97,320.26,320.63,320.98,321.88,25.11,24.76,24.580000000000002,24.39,24.19,24,23.81,23.63,23.240000000000002,N/A,N/A -2012,10,3,15,30,101650,100480,99350,61.370000000000005,0,0.56,0.49,0.45,0.4,0.36,0.33,0.29,0.26,0.2,323.27,324.74,326.06,327.94,330.29,332.87,337.06,340.98,355.8,25.17,24.82,24.650000000000002,24.45,24.25,24.07,23.87,23.68,23.3,N/A,N/A -2012,10,3,16,30,101650,100480,99350,62.04,0,0.6,0.5700000000000001,0.55,0.53,0.52,0.51,0.5,0.49,0.49,4.86,12.72,17.490000000000002,22.490000000000002,27.2,31.78,36.56,41,50.14,25.26,24.91,24.73,24.54,24.34,24.150000000000002,23.96,23.77,23.38,N/A,N/A -2012,10,3,17,30,101650,100490,99360,62.07,0,0.79,0.8200000000000001,0.8300000000000001,0.8300000000000001,0.84,0.84,0.84,0.85,0.86,45.87,50.7,53.5,56.2,58.730000000000004,61.18,63.660000000000004,65.96000000000001,70.74,25.37,25.02,24.84,24.64,24.45,24.26,24.060000000000002,23.88,23.490000000000002,N/A,N/A -2012,10,3,18,30,101640,100480,99350,64.47,0,1.75,1.68,1.6,1.54,1.47,1.42,1.3800000000000001,1.33,1.26,68.28,72.23,74.69,77.43,80.04,82.57000000000001,85.3,87.83,93.38,25.38,25.03,24.85,24.650000000000002,24.46,24.28,24.080000000000002,23.89,23.51,N/A,N/A -2012,10,3,19,30,101660,100490,99370,61.690000000000005,0,1.31,1.42,1.46,1.5,1.53,1.56,1.6,1.6300000000000001,1.68,140.22,144.66,146.98,148.96,150.58,151.96,153.19,154.3,156.21,25.650000000000002,25.3,25.12,24.92,24.72,24.54,24.34,24.150000000000002,23.76,N/A,N/A -2012,10,3,20,30,101660,100500,99370,61.09,0,2.16,2.27,2.3000000000000003,2.32,2.34,2.35,2.37,2.37,2.4,151.78,152.17000000000002,152.5,152.85,153.19,153.52,153.85,154.16,154.85,25.73,25.38,25.2,25,24.8,24.61,24.41,24.23,23.84,N/A,N/A -2012,10,3,21,30,101650,100490,99360,63,0,2.74,2.86,2.88,2.88,2.89,2.89,2.89,2.89,2.89,145.41,146.46,147.12,147.76,148.34,148.87,149.41,149.9,150.88,25.73,25.39,25.21,25.01,24.82,24.63,24.43,24.25,23.85,N/A,N/A -2012,10,3,22,30,101660,100500,99370,64.24,0,3.0100000000000002,3.22,3.27,3.3000000000000003,3.33,3.36,3.38,3.4,3.43,154.59,154.65,154.78,154.9,155.02,155.14000000000001,155.26,155.36,155.6,25.78,25.44,25.27,25.07,24.87,24.68,24.490000000000002,24.3,23.91,N/A,N/A -2012,10,3,23,30,101660,100500,99370,63.92,0,3.93,4.14,4.17,4.18,4.18,4.18,4.18,4.17,4.16,161.76,161.9,162,162.1,162.20000000000002,162.29,162.38,162.45000000000002,162.64000000000001,25.84,25.51,25.330000000000002,25.14,24.94,24.75,24.560000000000002,24.37,23.98,N/A,N/A -2012,10,4,0,30,101670,100510,99380,66.28,0,3.72,3.96,4.01,4.04,4.07,4.08,4.1,4.11,4.14,150.97,151.75,152.29,152.81,153.26,153.69,154.11,154.51,155.3,25.77,25.43,25.25,25.05,24.86,24.67,24.47,24.28,23.900000000000002,N/A,N/A -2012,10,4,1,30,101700,100530,99410,66.98,0,4.43,4.71,4.76,4.79,4.8,4.82,4.82,4.83,4.83,152.42000000000002,153.19,153.67000000000002,154.15,154.58,154.98,155.37,155.74,156.5,25.77,25.44,25.26,25.060000000000002,24.87,24.68,24.48,24.29,23.91,N/A,N/A -2012,10,4,2,30,101720,100560,99430,64.15,0,4.21,4.49,4.55,4.59,4.62,4.64,4.66,4.67,4.69,169.26,169.55,169.56,169.54,169.5,169.46,169.41,169.36,169.24,26.01,25.68,25.51,25.3,25.12,24.92,24.72,24.54,24.150000000000002,N/A,N/A -2012,10,4,3,30,101740,100580,99450,59.09,0,4.53,4.82,4.88,4.91,4.93,4.95,4.96,4.97,4.98,176.08,175.41,175.02,174.64000000000001,174.31,174,173.69,173.42000000000002,172.88,26.13,25.810000000000002,25.64,25.44,25.25,25.060000000000002,24.86,24.68,24.29,N/A,N/A -2012,10,4,4,30,101740,100580,99450,62.57,0,4.46,4.79,4.87,4.92,4.95,4.97,5,5.01,5.04,165.52,166.04,166.18,166.27,166.33,166.36,166.37,166.38,166.36,26.05,25.73,25.55,25.35,25.16,24.97,24.77,24.59,24.2,N/A,N/A -2012,10,4,5,30,101770,100600,99480,59.01,0,4.91,5.24,5.29,5.3100000000000005,5.32,5.32,5.32,5.3100000000000005,5.3,161.45000000000002,161.82,162.05,162.29,162.5,162.70000000000002,162.9,163.1,163.49,26.13,25.810000000000002,25.64,25.44,25.25,25.060000000000002,24.86,24.68,24.29,N/A,N/A -2012,10,4,6,30,101800,100630,99510,60.03,0,4.67,5.0200000000000005,5.1000000000000005,5.15,5.19,5.22,5.24,5.26,5.29,164.65,164.86,164.94,165.02,165.08,165.13,165.17000000000002,165.22,165.3,26.080000000000002,25.76,25.59,25.39,25.2,25.01,24.810000000000002,24.63,24.240000000000002,N/A,N/A -2012,10,4,7,30,101840,100680,99550,63,0,4.94,5.29,5.3500000000000005,5.39,5.41,5.42,5.43,5.44,5.44,173.45000000000002,173.36,173.29,173.19,173.11,173.03,172.95000000000002,172.88,172.73,26.01,25.68,25.51,25.310000000000002,25.12,24.93,24.73,24.55,24.16,N/A,N/A -2012,10,4,8,30,101860,100690,99570,67.77,0,5.5600000000000005,5.95,6.0200000000000005,6.05,6.07,6.08,6.08,6.08,6.0600000000000005,159.58,160.31,160.72,161.12,161.47,161.8,162.12,162.42000000000002,163,25.900000000000002,25.57,25.39,25.19,25,24.810000000000002,24.61,24.43,24.04,N/A,N/A -2012,10,4,9,30,101880,100710,99590,62.85,0,5.43,5.7700000000000005,5.83,5.84,5.8500000000000005,5.84,5.84,5.83,5.8,173.35,173.18,173.12,173.05,173,172.95000000000002,172.9,172.86,172.8,26.04,25.71,25.54,25.34,25.150000000000002,24.96,24.76,24.57,24.19,N/A,N/A -2012,10,4,10,30,101920,100750,99620,64.72,0,5.22,5.63,5.72,5.7700000000000005,5.8100000000000005,5.84,5.87,5.89,5.92,163.1,163.78,164.16,164.51,164.83,165.13,165.43,165.70000000000002,166.26,26.080000000000002,25.76,25.59,25.39,25.2,25.01,24.82,24.63,24.240000000000002,N/A,N/A -2012,10,4,11,30,101930,100770,99640,67.1,0,5.45,5.8500000000000005,5.93,5.98,6.01,6.03,6.05,6.0600000000000005,6.08,160.8,160.83,160.88,160.93,160.97,161.02,161.06,161.11,161.21,26.03,25.7,25.53,25.330000000000002,25.14,24.95,24.75,24.57,24.18,N/A,N/A -2012,10,4,12,30,101980,100810,99680,67.86,0,5.55,6,6.1000000000000005,6.15,6.19,6.22,6.24,6.25,6.2700000000000005,148.56,148.9,149.18,149.45000000000002,149.69,149.92000000000002,150.15,150.36,150.8,26.04,25.71,25.53,25.330000000000002,25.14,24.95,24.75,24.57,24.18,N/A,N/A -2012,10,4,13,30,102010,100850,99720,68.71000000000001,0,5.34,5.74,5.82,5.86,5.88,5.9,5.91,5.92,5.92,157.11,157.14000000000001,157.08,156.99,156.89000000000001,156.79,156.67000000000002,156.56,156.32,26.03,25.69,25.52,25.32,25.13,24.94,24.75,24.560000000000002,24.17,N/A,N/A -2012,10,4,14,30,102060,100890,99760,69.86,0,5.5600000000000005,6,6.09,6.140000000000001,6.18,6.2,6.22,6.23,6.25,151.43,151.82,152,152.15,152.28,152.39000000000001,152.49,152.58,152.73,26.05,25.72,25.55,25.35,25.150000000000002,24.97,24.77,24.580000000000002,24.2,N/A,N/A -2012,10,4,15,30,102070,100900,99770,69.03,0,5.8,6.25,6.3500000000000005,6.4,6.44,6.46,6.48,6.5,6.5200000000000005,152.59,152.41,152.28,152.13,152,151.86,151.73,151.62,151.37,26.07,25.73,25.560000000000002,25.36,25.17,24.98,24.78,24.6,24.21,N/A,N/A -2012,10,4,16,30,102080,100910,99780,70.49,0,5.58,6.01,6.1000000000000005,6.15,6.18,6.2,6.21,6.22,6.23,148.92000000000002,149.12,149.24,149.35,149.46,149.57,149.69,149.79,150.04,26.01,25.67,25.5,25.3,25.11,24.92,24.72,24.54,24.150000000000002,N/A,N/A -2012,10,4,17,30,102080,100910,99780,71.79,0,5.25,5.67,5.76,5.82,5.87,5.91,5.93,5.96,6,145.77,146.4,146.8,147.18,147.52,147.84,148.16,148.44,149.02,26.02,25.68,25.5,25.3,25.11,24.92,24.72,24.54,24.14,N/A,N/A -2012,10,4,18,30,102070,100900,99770,70.29,0,5.59,6.03,6.13,6.18,6.22,6.25,6.2700000000000005,6.29,6.32,146.97,147.9,148.41,148.9,149.34,149.74,150.14000000000001,150.5,151.24,26.07,25.72,25.55,25.35,25.16,24.97,24.77,24.59,24.2,N/A,N/A -2012,10,4,19,30,102080,100920,99790,68.97,0,4.74,5.0600000000000005,5.13,5.17,5.2,5.22,5.23,5.24,5.26,160.99,160.61,160.41,160.22,160.06,159.91,159.76,159.63,159.35,26.19,25.86,25.69,25.490000000000002,25.3,25.11,24.91,24.72,24.34,N/A,N/A -2012,10,4,20,30,102040,100880,99750,73.43,0,5.42,5.8,5.87,5.9,5.92,5.93,5.94,5.94,5.93,153.36,154.08,154.48,154.87,155.21,155.54,155.86,156.16,156.75,26.13,25.78,25.61,25.41,25.22,25.03,24.830000000000002,24.64,24.25,N/A,N/A -2012,10,4,21,30,102040,100870,99740,71.99,0,4.46,4.76,4.82,4.8500000000000005,4.86,4.87,4.88,4.89,4.89,154.47,154.36,154.31,154.26,154.21,154.17000000000002,154.13,154.08,154,26.17,25.84,25.67,25.47,25.28,25.09,24.900000000000002,24.71,24.32,N/A,N/A -2012,10,4,22,30,102030,100870,99740,74.01,0,4.14,4.43,4.51,4.55,4.59,4.62,4.64,4.67,4.71,148.38,148.78,149.03,149.25,149.46,149.65,149.84,150.02,150.37,26.060000000000002,25.740000000000002,25.560000000000002,25.37,25.18,24.990000000000002,24.79,24.6,24.22,N/A,N/A -2012,10,4,23,30,102010,100850,99720,71.95,0,4.01,4.2700000000000005,4.32,4.34,4.3500000000000005,4.36,4.36,4.36,4.36,147.91,148.14000000000001,148.33,148.5,148.66,148.82,148.98,149.13,149.46,26.11,25.79,25.62,25.42,25.23,25.04,24.84,24.66,24.27,N/A,N/A 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-2012,10,5,4,30,101950,100780,99650,75.86,0,4.62,4.93,5,5.04,5.0600000000000005,5.08,5.09,5.1000000000000005,5.11,146.26,146.31,146.36,146.41,146.46,146.5,146.56,146.6,146.70000000000002,25.68,25.330000000000002,25.16,24.96,24.76,24.57,24.38,24.19,23.81,N/A,N/A -2012,10,5,5,30,101930,100770,99640,74.97,0,4.26,4.55,4.61,4.64,4.67,4.69,4.7,4.72,4.74,149.11,149.06,149.03,148.99,148.96,148.92000000000002,148.88,148.84,148.76,25.650000000000002,25.3,25.13,24.93,24.740000000000002,24.55,24.35,24.16,23.78,N/A,N/A -2012,10,5,6,30,101930,100760,99630,73.33,0,4.49,4.79,4.86,4.89,4.92,4.94,4.96,4.97,4.99,149.17000000000002,149.12,149.13,149.14000000000001,149.15,149.16,149.17000000000002,149.17000000000002,149.17000000000002,25.67,25.32,25.14,24.94,24.75,24.560000000000002,24.36,24.18,23.79,N/A,N/A 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-2012,10,7,6,30,101730,100540,99390,83.09,0,9.99,10.69,10.83,10.88,10.9,10.9,10.88,10.86,10.8,28.88,29.32,29.61,29.900000000000002,30.17,30.44,30.73,31,31.61,20.32,19.650000000000002,19.400000000000002,19.17,18.96,18.76,18.56,18.37,17.990000000000002,N/A,N/A -2012,10,7,7,30,101790,100600,99440,81.89,0,10.6,11.370000000000001,11.53,11.59,11.620000000000001,11.620000000000001,11.61,11.6,11.540000000000001,24.76,25.01,25.16,25.310000000000002,25.45,25.59,25.75,25.900000000000002,26.25,19.56,18.84,18.580000000000002,18.35,18.13,17.93,17.72,17.53,17.14,N/A,N/A -2012,10,7,8,30,101840,100640,99480,82.52,0,10.11,10.82,10.96,11.01,11.040000000000001,11.040000000000001,11.03,11.02,10.96,23.77,24.09,24.310000000000002,24.52,24.72,24.91,25.13,25.32,25.77,19.06,18.330000000000002,18.07,17.84,17.62,17.42,17.22,17.03,16.64,N/A,N/A -2012,10,7,9,30,101870,100670,99500,85.05,0,11.21,12.030000000000001,12.19,12.26,12.290000000000001,12.3,12.290000000000001,12.27,12.22,25.25,25.43,25.55,25.67,25.79,25.900000000000002,26.02,26.13,26.400000000000002,18.21,17.42,17.14,16.9,16.68,16.48,16.27,16.080000000000002,15.69,N/A,N/A -2012,10,7,10,30,101930,100730,99560,85.89,0,10.35,11.08,11.23,11.290000000000001,11.31,11.32,11.31,11.290000000000001,11.24,25.740000000000002,25.85,25.94,26.03,26.13,26.22,26.330000000000002,26.43,26.66,17.82,17.03,16.75,16.51,16.29,16.09,15.88,15.68,15.290000000000001,N/A,N/A -2012,10,7,11,30,101940,100740,99570,86.60000000000001,0,10.66,11.4,11.540000000000001,11.59,11.620000000000001,11.620000000000001,11.61,11.6,11.55,19.35,19.56,19.69,19.81,19.94,20.05,20.18,20.3,20.580000000000002,17.41,16.6,16.32,16.080000000000002,15.860000000000001,15.66,15.450000000000001,15.26,14.870000000000001,N/A,N/A -2012,10,7,12,30,101990,100780,99610,86.69,0,10.27,10.97,11.11,11.17,11.19,11.200000000000001,11.19,11.19,11.14,21.18,21.330000000000002,21.42,21.51,21.61,21.7,21.8,21.89,22.12,17.04,16.22,15.94,15.700000000000001,15.48,15.280000000000001,15.07,14.870000000000001,14.48,N/A,N/A -2012,10,7,13,30,102030,100820,99650,86.4,0,10.43,11.13,11.25,11.3,11.31,11.31,11.290000000000001,11.27,11.200000000000001,22.8,23,23.12,23.240000000000002,23.37,23.48,23.61,23.740000000000002,24.02,16.38,15.540000000000001,15.26,15.01,14.780000000000001,14.58,14.370000000000001,14.18,13.790000000000001,N/A,N/A -2012,10,7,14,30,102050,100840,99660,85.3,0,10.6,11.32,11.44,11.49,11.5,11.5,11.48,11.46,11.39,19.79,20.01,20.150000000000002,20.29,20.42,20.54,20.68,20.81,21.11,16.11,15.25,14.97,14.72,14.5,14.3,14.09,13.89,13.5,N/A,N/A -2012,10,7,15,30,102040,100830,99650,82.82000000000001,0,10.200000000000001,10.88,11,11.040000000000001,11.06,11.06,11.040000000000001,11.03,10.97,16.740000000000002,16.990000000000002,17.16,17.32,17.490000000000002,17.63,17.8,17.96,18.3,16.19,15.36,15.07,14.83,14.61,14.41,14.200000000000001,14,13.61,N/A,N/A -2012,10,7,16,30,102040,100830,99650,79.66,0,9.52,10.14,10.25,10.3,10.32,10.33,10.32,10.32,10.27,16.88,17.27,17.5,17.73,17.95,18.16,18.38,18.580000000000002,19.02,16.61,15.81,15.530000000000001,15.290000000000001,15.07,14.86,14.65,14.46,14.06,N/A,N/A -2012,10,7,17,30,101990,100790,99610,75.38,0,9.27,9.88,9.99,10.05,10.07,10.08,10.07,10.06,10.03,17.740000000000002,17.89,18.01,18.12,18.23,18.32,18.43,18.53,18.75,17.2,16.43,16.16,15.93,15.700000000000001,15.5,15.290000000000001,15.1,14.700000000000001,N/A,N/A -2012,10,7,18,30,101990,100780,99620,72.68,0,8.05,8.56,8.67,8.72,8.75,8.76,8.77,8.77,8.76,22.53,22.67,22.79,22.900000000000002,23,23.1,23.2,23.29,23.490000000000002,18.25,17.55,17.29,17.06,16.830000000000002,16.63,16.42,16.22,15.82,N/A,N/A -2012,10,7,19,30,101950,100760,99590,70.03,0,7.6000000000000005,8.07,8.16,8.21,8.23,8.25,8.26,8.26,8.25,22.79,22.81,22.82,22.82,22.82,22.81,22.81,22.81,22.81,19.14,18.490000000000002,18.25,18.02,17.8,17.6,17.39,17.2,16.8,N/A,N/A -2012,10,7,20,30,101910,100710,99560,67.08,0,7.29,7.74,7.84,7.9,7.930000000000001,7.95,7.96,7.97,7.97,19.580000000000002,19.830000000000002,19.92,20.02,20.11,20.2,20.3,20.39,20.57,20.02,19.400000000000002,19.16,18.94,18.72,18.52,18.31,18.12,17.72,N/A,N/A -2012,10,7,21,30,101850,100660,99510,67.04,0,7.61,8.1,8.2,8.25,8.28,8.290000000000001,8.3,8.31,8.31,11.14,11.55,11.83,12.09,12.31,12.52,12.73,12.92,13.3,20.64,20.05,19.81,19.59,19.37,19.17,18.97,18.77,18.37,N/A,N/A -2012,10,7,22,30,101880,100690,99540,65.34,0,7.29,7.75,7.84,7.88,7.91,7.92,7.930000000000001,7.930000000000001,7.92,16.5,17.11,17.44,17.75,18.05,18.34,18.63,18.89,19.45,20.94,20.37,20.14,19.91,19.7,19.51,19.3,19.11,18.71,N/A,N/A -2012,10,7,23,30,101890,100710,99550,66.77,0,7.26,7.69,7.7700000000000005,7.8,7.8100000000000005,7.8100000000000005,7.8100000000000005,7.8,7.7700000000000005,21.25,21.73,22.01,22.27,22.52,22.75,22.98,23.19,23.650000000000002,21,20.43,20.2,19.98,19.77,19.57,19.36,19.16,18.76,N/A,N/A -2012,10,8,0,30,101900,100710,99550,68.09,0,7.9,8.370000000000001,8.44,8.46,8.46,8.44,8.42,8.4,8.33,14.98,15.24,15.4,15.56,15.71,15.84,15.99,16.13,16.41,20.63,20.02,19.79,19.56,19.35,19.150000000000002,18.94,18.75,18.36,N/A,N/A -2012,10,8,1,30,101950,100750,99600,71.60000000000001,0,8.91,9.47,9.57,9.6,9.6,9.6,9.57,9.55,9.48,14.07,14.43,14.63,14.83,15.02,15.21,15.4,15.57,15.96,19.84,19.18,18.93,18.7,18.48,18.28,18.07,17.88,17.490000000000002,N/A,N/A -2012,10,8,2,30,101990,100790,99630,72.48,0,8.92,9.49,9.61,9.65,9.66,9.67,9.65,9.64,9.59,22.95,23.19,23.34,23.48,23.62,23.740000000000002,23.87,24,24.27,19.32,18.63,18.38,18.150000000000002,17.93,17.73,17.52,17.330000000000002,16.93,N/A,N/A -2012,10,8,3,30,101980,100780,99620,73.56,0,9.34,9.96,10.08,10.120000000000001,10.14,10.14,10.120000000000001,10.1,10.05,24.45,24.77,24.96,25.13,25.3,25.46,25.63,25.78,26.12,19.22,18.52,18.27,18.04,17.82,17.62,17.41,17.22,16.82,N/A,N/A -2012,10,8,4,30,101960,100760,99600,74.87,0,9.63,10.27,10.39,10.44,10.46,10.46,10.44,10.42,10.36,26.13,26.44,26.650000000000002,26.84,27.02,27.19,27.37,27.53,27.87,19.04,18.32,18.07,17.830000000000002,17.61,17.41,17.2,17.01,16.61,N/A,N/A -2012,10,8,5,30,101970,100780,99610,75.71000000000001,0,9.5,10.13,10.25,10.290000000000001,10.31,10.31,10.290000000000001,10.28,10.22,30.11,30.53,30.8,31.05,31.29,31.51,31.740000000000002,31.95,32.410000000000004,19.01,18.29,18.04,17.8,17.580000000000002,17.38,17.17,16.98,16.59,N/A,N/A -2012,10,8,6,30,102000,100800,99640,75.71000000000001,0,9.46,10.08,10.200000000000001,10.24,10.25,10.25,10.24,10.22,10.17,29.47,29.900000000000002,30.18,30.44,30.7,30.93,31.17,31.39,31.86,18.89,18.17,17.92,17.68,17.46,17.26,17.05,16.85,16.46,N/A,N/A -2012,10,8,7,30,102030,100830,99670,74.98,0,9.1,9.67,9.78,9.81,9.82,9.81,9.8,9.78,9.71,31.330000000000002,31.84,32.14,32.410000000000004,32.67,32.92,33.17,33.4,33.89,18.650000000000002,17.93,17.68,17.44,17.23,17.02,16.81,16.62,16.22,N/A,N/A -2012,10,8,8,30,102040,100840,99670,76.14,0,8.53,9.040000000000001,9.13,9.15,9.15,9.14,9.120000000000001,9.09,9.02,28.62,28.990000000000002,29.22,29.43,29.64,29.830000000000002,30.02,30.2,30.580000000000002,18.5,17.81,17.56,17.32,17.11,16.91,16.7,16.51,16.11,N/A,N/A -2012,10,8,9,30,102050,100850,99690,75.16,0,7.890000000000001,8.33,8.4,8.42,8.41,8.4,8.38,8.36,8.290000000000001,29.6,30.02,30.32,30.59,30.84,31.07,31.310000000000002,31.53,31.98,18.6,17.93,17.68,17.45,17.240000000000002,17.03,16.82,16.63,16.240000000000002,N/A,N/A -2012,10,8,10,30,102100,100890,99730,74.77,0,8.120000000000001,8.56,8.620000000000001,8.63,8.620000000000001,8.61,8.58,8.55,8.47,24.310000000000002,24.900000000000002,25.3,25.67,26.02,26.35,26.7,27.01,27.69,18.45,17.76,17.51,17.28,17.06,16.86,16.65,16.46,16.06,N/A,N/A -2012,10,8,11,30,102130,100920,99750,73.69,0,8.16,8.59,8.65,8.65,8.63,8.6,8.56,8.52,8.41,19.53,19.87,20.09,20.31,20.52,20.7,20.92,21.12,21.54,17.72,17.01,16.75,16.51,16.3,16.1,15.89,15.700000000000001,15.31,N/A,N/A -2012,10,8,12,30,102140,100930,99760,74.53,0,8.38,8.84,8.9,8.91,8.89,8.870000000000001,8.83,8.8,8.71,18.27,18.45,18.57,18.68,18.79,18.89,18.990000000000002,19.080000000000002,19.29,17.35,16.62,16.35,16.12,15.9,15.700000000000001,15.49,15.3,14.9,N/A,N/A -2012,10,8,13,30,102180,100970,99800,74.46000000000001,0,9.17,9.71,9.8,9.81,9.81,9.78,9.75,9.71,9.620000000000001,17.580000000000002,17.71,17.77,17.84,17.900000000000002,17.96,18.02,18.080000000000002,18.2,16.91,16.14,15.860000000000001,15.620000000000001,15.4,15.19,14.98,14.790000000000001,14.39,N/A,N/A -2012,10,8,14,30,102210,101000,99830,74.16,0,8.01,8.44,8.51,8.52,8.51,8.5,8.47,8.44,8.370000000000001,26.29,26.5,26.64,26.77,26.88,26.990000000000002,27.09,27.19,27.38,17.03,16.3,16.03,15.790000000000001,15.57,15.370000000000001,15.16,14.96,14.57,N/A,N/A -2012,10,8,15,30,102210,101000,99830,73.02,0,7.04,7.43,7.49,7.51,7.5200000000000005,7.5200000000000005,7.51,7.5,7.46,33.6,33.8,33.92,34.03,34.12,34.22,34.32,34.4,34.58,17.7,17.02,16.76,16.52,16.3,16.1,15.89,15.69,15.3,N/A,N/A -2012,10,8,16,30,102200,100990,99820,73.81,0,6.79,7.1000000000000005,7.12,7.11,7.08,7.0600000000000005,7.0200000000000005,6.98,6.890000000000001,19.91,20.48,20.830000000000002,21.18,21.5,21.8,22.11,22.400000000000002,23.01,17.77,17.11,16.86,16.62,16.41,16.2,16,15.8,15.41,N/A,N/A -2012,10,8,17,30,102140,100940,99770,70.78,0,6.8,7.12,7.16,7.15,7.140000000000001,7.12,7.08,7.05,6.98,16.78,17.080000000000002,17.27,17.46,17.63,17.79,17.97,18.13,18.48,17.85,17.19,16.94,16.71,16.5,16.3,16.09,15.9,15.5,N/A,N/A -2012,10,8,18,30,102140,100930,99760,68,0,5.5600000000000005,5.83,5.87,5.89,5.9,5.9,5.89,5.89,5.87,19.63,19.68,19.72,19.75,19.79,19.82,19.85,19.88,19.95,18.28,17.66,17.42,17.2,16.98,16.78,16.57,16.38,15.98,N/A,N/A -2012,10,8,19,30,102090,100890,99720,67.52,0,5.46,5.74,5.8,5.83,5.8500000000000005,5.86,5.87,5.87,5.88,17.59,17.55,17.56,17.57,17.580000000000002,17.580000000000002,17.59,17.6,17.61,19.05,18.46,18.23,18,17.78,17.580000000000002,17.37,17.18,16.78,N/A,N/A -2012,10,8,20,30,102030,100840,99680,64.81,0,4.96,5.19,5.22,5.23,5.24,5.24,5.23,5.22,5.21,16.73,16.9,17.04,17.18,17.3,17.41,17.53,17.64,17.86,19.54,18.98,18.75,18.53,18.32,18.12,17.91,17.72,17.32,N/A,N/A -2012,10,8,21,30,102010,100820,99660,64.42,0,3.72,3.89,3.92,3.94,3.96,3.96,3.97,3.97,3.98,26.25,26.71,26.97,27.22,27.45,27.66,27.87,28.060000000000002,28.46,20,19.48,19.26,19.04,18.830000000000002,18.63,18.43,18.23,17.830000000000002,N/A,N/A -2012,10,8,22,30,101990,100790,99640,64.28,0,3.45,3.6,3.62,3.63,3.64,3.65,3.65,3.65,3.66,39.02,38.68,38.37,38.06,37.79,37.54,37.28,37.04,36.58,20.45,19.95,19.73,19.51,19.3,19.11,18.900000000000002,18.71,18.31,N/A,N/A -2012,10,8,23,30,101950,100760,99600,61.92,0,4.04,4.19,4.21,4.2,4.19,4.18,4.17,4.15,4.12,50.01,49.09,48.51,47.94,47.410000000000004,46.910000000000004,46.36,45.86,44.800000000000004,20.78,20.27,20.06,19.84,19.64,19.44,19.240000000000002,19.05,18.66,N/A,N/A -2012,10,9,0,30,101920,100730,99580,61.46,0,3.7800000000000002,3.95,3.97,3.98,3.98,3.98,3.98,3.97,3.96,40.89,40.82,40.72,40.63,40.53,40.44,40.33,40.230000000000004,39.980000000000004,21.07,20.580000000000002,20.37,20.150000000000002,19.95,19.76,19.55,19.36,18.97,N/A,N/A -2012,10,9,1,30,101930,100740,99590,63.17,0,3.7600000000000002,3.92,3.94,3.94,3.93,3.93,3.92,3.91,3.89,36.94,37.35,37.61,37.87,38.1,38.31,38.54,38.75,39.19,21.29,20.8,20.6,20.38,20.17,19.98,19.77,19.59,19.19,N/A,N/A -2012,10,9,2,30,101940,100750,99600,64.84,0,4.32,4.48,4.48,4.47,4.45,4.43,4.41,4.39,4.34,49.18,49.64,49.980000000000004,50.32,50.64,50.94,51.26,51.550000000000004,52.2,21.330000000000002,20.84,20.63,20.41,20.21,20.01,19.81,19.62,19.22,N/A,N/A -2012,10,9,3,30,101910,100730,99580,68.07000000000001,0,4.72,4.91,4.93,4.93,4.91,4.9,4.88,4.86,4.82,49.51,50.34,50.89,51.43,51.92,52.38,52.86,53.300000000000004,54.19,21.32,20.81,20.6,20.38,20.18,19.98,19.78,19.59,19.19,N/A,N/A -2012,10,9,4,30,101880,100690,99540,69.57000000000001,0,4.62,4.82,4.84,4.84,4.84,4.83,4.82,4.8,4.7700000000000005,57.97,58.77,59.25,59.71,60.120000000000005,60.51,60.910000000000004,61.28,62.04,21.400000000000002,20.900000000000002,20.69,20.47,20.27,20.07,19.87,19.68,19.28,N/A,N/A -2012,10,9,5,30,101850,100670,99520,71.76,0,4.14,4.29,4.3100000000000005,4.3,4.29,4.28,4.2700000000000005,4.25,4.22,67.73,68.53,69.01,69.47,69.89,70.28,70.67,71.03,71.79,21.54,21.05,20.84,20.62,20.42,20.22,20.02,19.830000000000002,19.44,N/A,N/A 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-2012,10,9,10,30,101840,100660,99520,73.8,0,3.85,3.99,3.99,3.98,3.96,3.94,3.92,3.9,3.85,129.42000000000002,130.21,130.69,131.18,131.62,132.04,132.48,132.88,133.75,22.64,22.22,22.02,21.81,21.61,21.42,21.21,21.03,20.63,N/A,N/A -2012,10,9,11,30,101860,100680,99540,74.13,0,2.77,2.96,3.02,3.06,3.09,3.13,3.15,3.17,3.2,118.09,120.3,121.59,122.77,123.78,124.69,125.58,126.4,128.01,22.830000000000002,22.43,22.240000000000002,22.03,21.830000000000002,21.64,21.44,21.25,20.86,N/A,N/A -2012,10,9,12,30,101850,100670,99530,73.17,0,3.43,3.59,3.62,3.64,3.65,3.66,3.66,3.67,3.67,151.6,152.04,152.20000000000002,152.35,152.49,152.62,152.76,152.89000000000001,153.14000000000001,23.19,22.78,22.59,22.39,22.19,22,21.79,21.61,21.22,N/A,N/A -2012,10,9,13,30,101840,100660,99520,70.38,0,1.45,1.53,1.56,1.59,1.62,1.6400000000000001,1.67,1.69,1.75,147.9,149.36,150.29,151.13,151.86,152.52,153.16,153.75,154.86,23.41,23.04,22.85,22.650000000000002,22.46,22.27,22.07,21.89,21.5,N/A,N/A -2012,10,9,14,30,101820,100640,99510,74.08,0,3.24,3.37,3.38,3.37,3.35,3.34,3.33,3.31,3.2800000000000002,126.29,127.11,127.52,127.89,128.23,128.54,128.84,129.1,129.62,23.580000000000002,23.19,23,22.8,22.6,22.41,22.21,22.03,21.64,N/A,N/A -2012,10,9,15,30,101850,100680,99540,79.52,0,4,4.14,4.15,4.13,4.11,4.09,4.0600000000000005,4.03,3.98,133.97,134.72,135.21,135.71,136.19,136.65,137.13,137.57,138.55,23.330000000000002,22.92,22.740000000000002,22.53,22.34,22.150000000000002,21.95,21.76,21.38,N/A,N/A -2012,10,9,16,30,101810,100640,99500,79.39,0,3.22,3.36,3.39,3.4,3.41,3.42,3.42,3.43,3.44,117.07000000000001,118.86,119.99000000000001,121.08,122.07000000000001,123.02,123.97,124.84,126.67,23.5,23.11,22.92,22.72,22.52,22.330000000000002,22.13,21.94,21.56,N/A,N/A -2012,10,9,17,30,101780,100610,99470,76.60000000000001,0,3.63,3.8000000000000003,3.83,3.85,3.86,3.87,3.87,3.88,3.88,146.27,147.13,147.72,148.27,148.76,149.24,149.71,150.14000000000001,151.01,23.830000000000002,23.45,23.26,23.06,22.86,22.67,22.47,22.29,21.900000000000002,N/A,N/A -2012,10,9,18,30,101740,100570,99440,79.74,0,4.1,4.33,4.37,4.39,4.4,4.41,4.41,4.41,4.41,140.44,141.12,141.49,141.82,142.11,142.36,142.61,142.85,143.29,23.95,23.56,23.37,23.16,22.97,22.77,22.57,22.39,22,N/A,N/A -2012,10,9,19,30,101720,100550,99420,79.58,0,5.42,5.76,5.82,5.8500000000000005,5.87,5.88,5.88,5.88,5.87,139.6,140.11,140.42000000000002,140.72,140.98,141.23,141.49,141.73,142.24,24.07,23.67,23.48,23.27,23.080000000000002,22.89,22.69,22.5,22.11,N/A,N/A -2012,10,9,20,30,101670,100500,99370,79.24,0,5.08,5.36,5.41,5.43,5.44,5.44,5.43,5.43,5.41,145.27,145.68,145.94,146.18,146.4,146.61,146.81,147.01,147.41,24.2,23.81,23.62,23.42,23.22,23.03,22.830000000000002,22.650000000000002,22.26,N/A,N/A -2012,10,9,21,30,101630,100470,99330,77.77,0,4.92,5.18,5.21,5.21,5.19,5.18,5.15,5.13,5.08,165.56,165.37,165.28,165.20000000000002,165.12,165.05,164.99,164.94,164.82,24.400000000000002,24.03,23.85,23.64,23.45,23.26,23.06,22.87,22.48,N/A,N/A -2012,10,9,22,30,101610,100450,99320,79.83,0,5.48,5.86,5.95,6,6.03,6.05,6.07,6.08,6.09,151.23,151.39000000000001,151.48,151.57,151.66,151.74,151.82,151.91,152.08,24.38,24,23.82,23.61,23.42,23.23,23.03,22.84,22.45,N/A,N/A -2012,10,9,23,30,101580,100420,99290,78.19,0,4.29,4.57,4.64,4.67,4.7,4.72,4.74,4.75,4.7700000000000005,165.07,165.33,165.61,165.88,166.13,166.38,166.62,166.85,167.34,24.44,24.080000000000002,23.89,23.69,23.5,23.31,23.11,22.92,22.53,N/A,N/A -2012,10,10,0,30,101570,100410,99280,79.15,0,5.38,5.71,5.78,5.8,5.8100000000000005,5.8100000000000005,5.8,5.8,5.76,161.03,161.35,161.72,162.11,162.48,162.85,163.25,163.62,164.45000000000002,24.6,24.23,24.060000000000002,23.85,23.66,23.47,23.27,23.09,22.7,N/A,N/A -2012,10,10,1,30,101580,100410,99280,79.73,0.4,6.05,6.49,6.58,6.63,6.65,6.66,6.67,6.67,6.65,166.62,166.65,166.81,167.01,167.22,167.43,167.67000000000002,167.9,168.46,24.66,24.29,24.11,23.91,23.71,23.53,23.330000000000002,23.150000000000002,22.77,N/A,N/A -2012,10,10,2,30,101600,100440,99310,76.67,0,6.45,6.890000000000001,6.98,7.01,7.03,7.04,7.03,7.03,7.01,171.49,171.36,171.33,171.32,171.3,171.28,171.27,171.25,171.27,24.91,24.55,24.38,24.18,23.98,23.79,23.6,23.41,23.03,N/A,N/A -2012,10,10,3,30,101590,100430,99300,77.16,0,7.32,7.8100000000000005,7.87,7.87,7.84,7.79,7.74,7.68,7.5600000000000005,177.81,177.98,178.02,178.03,178.03,178.02,178,177.97,177.87,25.03,24.68,24.51,24.310000000000002,24.12,23.93,23.740000000000002,23.55,23.17,N/A,N/A -2012,10,10,4,30,101590,100430,99300,79.68,0,6.3500000000000005,6.88,7.01,7.08,7.13,7.17,7.19,7.21,7.23,173.51,173.94,174.11,174.24,174.34,174.41,174.47,174.52,174.59,25,24.64,24.46,24.26,24.07,23.88,23.68,23.490000000000002,23.1,N/A,N/A -2012,10,10,5,30,101610,100450,99320,77.99,0,7,7.54,7.68,7.73,7.7700000000000005,7.79,7.8,7.8,7.79,177.6,178.25,178.48,178.67000000000002,178.81,178.93,179.04,179.14000000000001,179.3,25.19,24.86,24.68,24.48,24.29,24.1,23.900000000000002,23.72,23.330000000000002,N/A,N/A -2012,10,10,6,30,101630,100470,99340,77.65,0,6.54,7.09,7.21,7.26,7.29,7.3100000000000005,7.3100000000000005,7.3,7.2700000000000005,177.17000000000002,177.36,177.4,177.42000000000002,177.43,177.42000000000002,177.4,177.39000000000001,177.34,25.28,24.94,24.76,24.560000000000002,24.36,24.17,23.97,23.78,23.39,N/A,N/A -2012,10,10,7,30,101670,100510,99380,75.66,0,5.75,6.2,6.3100000000000005,6.38,6.42,6.46,6.48,6.51,6.54,176.19,176.73,177.03,177.28,177.48,177.68,177.85,178.02,178.34,25.400000000000002,25.080000000000002,24.900000000000002,24.7,24.51,24.32,24.12,23.93,23.54,N/A,N/A -2012,10,10,8,30,101710,100550,99430,76.63,0,4.87,5.21,5.28,5.32,5.34,5.36,5.37,5.37,5.38,180.11,180.75,181.11,181.43,181.70000000000002,181.96,182.18,182.38,182.76,25.48,25.150000000000002,24.98,24.78,24.59,24.39,24.2,24.01,23.62,N/A,N/A -2012,10,10,9,30,101760,100590,99470,73.81,0,4.14,4.5,4.61,4.69,4.76,4.82,4.88,4.93,5.0200000000000005,170.66,171.85,172.52,173.06,173.52,173.93,174.3,174.64000000000001,175.3,25.490000000000002,25.18,25.01,24.810000000000002,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,10,10,30,101790,100630,99500,72.86,0,3.3200000000000003,3.56,3.63,3.67,3.71,3.74,3.7600000000000002,3.79,3.83,178.53,178.65,178.68,178.64000000000001,178.57,178.48,178.37,178.27,177.99,25.59,25.27,25.1,24.900000000000002,24.72,24.53,24.330000000000002,24.150000000000002,23.76,N/A,N/A -2012,10,10,11,30,101820,100660,99530,75,0,2.59,2.7600000000000002,2.8000000000000003,2.83,2.85,2.86,2.88,2.89,2.91,155.73,157.36,158.31,159.21,160,160.76,161.49,162.17000000000002,163.53,25.560000000000002,25.25,25.080000000000002,24.88,24.69,24.5,24.310000000000002,24.12,23.740000000000002,N/A,N/A -2012,10,10,12,30,101870,100710,99580,75.73,0,3.67,3.89,3.92,3.93,3.93,3.92,3.92,3.91,3.89,157.16,157.64000000000001,157.91,158.15,158.36,158.56,158.75,158.93,159.28,25.580000000000002,25.26,25.09,24.900000000000002,24.71,24.51,24.32,24.13,23.740000000000002,N/A,N/A -2012,10,10,13,30,101920,100750,99630,76.60000000000001,0,3.2800000000000002,3.49,3.5300000000000002,3.56,3.58,3.6,3.61,3.62,3.64,136.17000000000002,137.22,137.82,138.37,138.85,139.29,139.73,140.13,140.89000000000001,25.51,25.2,25.03,24.830000000000002,24.64,24.45,24.25,24.07,23.68,N/A,N/A -2012,10,10,14,30,101950,100780,99660,76.69,0,3.48,3.67,3.7,3.72,3.72,3.73,3.72,3.72,3.71,121.18,121.62,121.9,122.19,122.46000000000001,122.71000000000001,122.97,123.22,123.76,25.47,25.150000000000002,24.98,24.79,24.6,24.41,24.21,24.03,23.64,N/A,N/A -2012,10,10,15,30,101960,100800,99670,74.5,0,3.68,3.91,3.96,3.98,4,4.0200000000000005,4.03,4.03,4.05,131.68,132.15,132.4,132.65,132.88,133.11,133.35,133.56,134.05,25.54,25.22,25.05,24.85,24.66,24.47,24.28,24.09,23.71,N/A,N/A -2012,10,10,16,30,101950,100780,99650,76.84,0,3.74,3.96,4,4.0200000000000005,4.03,4.04,4.05,4.05,4.05,117.19,117.4,117.61,117.81,117.99000000000001,118.17,118.35000000000001,118.52,118.88,25.5,25.17,25,24.8,24.61,24.42,24.22,24.03,23.650000000000002,N/A,N/A -2012,10,10,17,30,101920,100760,99630,80.72,0,4.38,4.65,4.71,4.73,4.75,4.75,4.75,4.75,4.75,123.5,123.91,124.12,124.32000000000001,124.48,124.64,124.8,124.95,125.23,25.42,25.080000000000002,24.900000000000002,24.7,24.51,24.32,24.12,23.93,23.55,N/A,N/A -2012,10,10,18,30,101890,100730,99600,79.86,0,3.92,4.15,4.2,4.21,4.23,4.24,4.24,4.24,4.24,110.24000000000001,110.44,110.58,110.71000000000001,110.82000000000001,110.92,111.01,111.11,111.3,25.43,25.09,24.91,24.71,24.52,24.330000000000002,24.13,23.95,23.56,N/A,N/A -2012,10,10,19,30,101880,100710,99580,80.74,0,4.8500000000000005,5.16,5.23,5.2700000000000005,5.29,5.3,5.3100000000000005,5.32,5.32,108.34,108.5,108.62,108.74000000000001,108.83,108.93,109.02,109.10000000000001,109.29,25.45,25.1,24.93,24.73,24.54,24.35,24.150000000000002,23.96,23.580000000000002,N/A,N/A -2012,10,10,20,30,101850,100690,99560,80.89,0,5.14,5.51,5.58,5.62,5.64,5.65,5.66,5.66,5.66,108.12,108.21000000000001,108.25,108.26,108.27,108.27,108.27,108.27,108.25,25.46,25.12,24.94,24.740000000000002,24.55,24.36,24.16,23.98,23.59,N/A,N/A -2012,10,10,21,30,101870,100700,99570,81.39,0,5.78,6.21,6.3100000000000005,6.3500000000000005,6.38,6.4,6.41,6.41,6.42,110.78,111.01,111.19,111.37,111.54,111.7,111.87,112.04,112.39,25.42,25.080000000000002,24.91,24.71,24.52,24.330000000000002,24.13,23.95,23.56,N/A,N/A -2012,10,10,22,30,101880,100710,99580,82,0,6.36,6.8500000000000005,6.96,7.0200000000000005,7.05,7.07,7.07,7.07,7.07,118.19,118.33,118.4,118.47,118.52,118.58,118.62,118.67,118.75,25.400000000000002,25.060000000000002,24.89,24.68,24.5,24.3,24.11,23.92,23.54,N/A,N/A -2012,10,10,23,30,101880,100720,99590,84.43,0,6.41,6.91,7.0200000000000005,7.07,7.1000000000000005,7.12,7.12,7.12,7.11,122.73,122.91,123.02,123.14,123.26,123.38000000000001,123.51,123.62,123.89,25.3,24.96,24.79,24.580000000000002,24.39,24.2,24.01,23.82,23.44,N/A,N/A -2012,10,11,0,30,101890,100730,99600,81.83,0,6.640000000000001,7.2,7.33,7.4,7.44,7.47,7.5,7.51,7.54,133.53,133.6,133.67000000000002,133.76,133.83,133.9,133.98,134.05,134.2,25.39,25.05,24.88,24.68,24.490000000000002,24.3,24.1,23.92,23.53,N/A,N/A -2012,10,11,1,30,101880,100710,99590,81.76,0,6.24,6.72,6.84,6.890000000000001,6.93,6.95,6.96,6.97,6.98,122.98,123,123.06,123.10000000000001,123.12,123.14,123.15,123.16,123.16,25.37,25.04,24.86,24.67,24.48,24.29,24.09,23.91,23.53,N/A,N/A -2012,10,11,2,30,101940,100770,99650,81.45,0,6.09,6.6000000000000005,6.73,6.8,6.8500000000000005,6.88,6.91,6.93,6.96,137.63,137.76,137.83,137.9,137.97,138.05,138.12,138.19,138.34,25.42,25.09,24.92,24.72,24.52,24.330000000000002,24.14,23.95,23.57,N/A,N/A -2012,10,11,3,30,101930,100770,99640,78.65,0,5.8500000000000005,6.36,6.49,6.57,6.63,6.68,6.72,6.76,6.84,131.05,131.16,131.24,131.32,131.41,131.49,131.57,131.65,131.85,25.52,25.2,25.03,24.830000000000002,24.650000000000002,24.46,24.26,24.080000000000002,23.71,N/A,N/A -2012,10,11,4,30,101890,100720,99600,79.17,0,5.86,6.3500000000000005,6.47,6.54,6.6000000000000005,6.640000000000001,6.67,6.71,6.7700000000000005,130.19,130.27,130.32,130.4,130.46,130.53,130.61,130.69,130.87,25.47,25.14,24.97,24.77,24.580000000000002,24.400000000000002,24.2,24.02,23.64,N/A,N/A -2012,10,11,5,30,101900,100740,99610,78.49,0,6.01,6.51,6.63,6.71,6.76,6.8100000000000005,6.8500000000000005,6.890000000000001,6.97,131.4,131.58,131.72,131.87,132,132.14000000000001,132.3,132.44,132.77,25.54,25.22,25.05,24.86,24.67,24.490000000000002,24.3,24.12,23.76,N/A,N/A -2012,10,11,6,30,101910,100750,99620,78.53,0,6.92,7.49,7.61,7.67,7.7,7.72,7.73,7.73,7.72,133.45,133.74,133.88,134.01,134.12,134.23,134.32,134.41,134.57,25.66,25.36,25.2,25.01,24.82,24.64,24.45,24.27,23.900000000000002,N/A,N/A -2012,10,11,7,30,101950,100790,99660,80.42,0,7.12,7.78,7.930000000000001,8.02,8.08,8.11,8.13,8.14,8.15,135.97,136.06,136.14000000000001,136.21,136.28,136.33,136.39000000000001,136.44,136.55,25.61,25.3,25.13,24.93,24.740000000000002,24.55,24.35,24.17,23.78,N/A,N/A -2012,10,11,8,30,101960,100800,99670,80.58,0,6.97,7.68,7.8500000000000005,7.96,8.040000000000001,8.09,8.120000000000001,8.15,8.18,131.87,131.94,132.03,132.12,132.2,132.27,132.34,132.41,132.53,25.64,25.330000000000002,25.16,24.96,24.77,24.580000000000002,24.39,24.2,23.81,N/A,N/A -2012,10,11,9,30,101970,100810,99680,78.62,0,6.63,7.29,7.44,7.53,7.59,7.63,7.66,7.68,7.7,129.81,129.77,129.82,129.9,129.97,130.04,130.12,130.2,130.37,25.73,25.42,25.25,25.060000000000002,24.87,24.68,24.48,24.3,23.91,N/A,N/A -2012,10,11,10,30,101990,100820,99690,79.46000000000001,0,6.54,7.0600000000000005,7.17,7.21,7.25,7.26,7.28,7.28,7.3,130.5,130.93,131.18,131.45,131.72,132.01,132.32,132.63,133.34,25.71,25.42,25.26,25.07,24.89,24.71,24.52,24.34,23.98,N/A,N/A -2012,10,11,11,30,102010,100850,99720,78.05,0,5.97,6.5200000000000005,6.66,6.74,6.8100000000000005,6.86,6.92,6.97,7.08,134.46,134.81,135.04,135.28,135.51,135.73,135.98,136.22,136.76,25.8,25.51,25.35,25.150000000000002,24.97,24.79,24.6,24.43,24.060000000000002,N/A,N/A -2012,10,11,12,30,102040,100880,99750,79.42,0,6.79,7.3500000000000005,7.5,7.57,7.62,7.66,7.68,7.71,7.75,128.39000000000001,128.64000000000001,128.81,128.98,129.14000000000001,129.29,129.45,129.6,129.92000000000002,25.73,25.43,25.27,25.07,24.89,24.7,24.51,24.330000000000002,23.96,N/A,N/A -2012,10,11,13,30,102050,100890,99760,79.22,0,6.7,7.25,7.38,7.45,7.49,7.51,7.53,7.54,7.5600000000000005,124.97,125.2,125.35000000000001,125.51,125.66,125.81,125.95,126.09,126.4,25.71,25.41,25.25,25.05,24.86,24.68,24.490000000000002,24.3,23.93,N/A,N/A -2012,10,11,14,30,102090,100920,99790,80.43,0,6.67,7.2700000000000005,7.42,7.5,7.55,7.58,7.6000000000000005,7.62,7.63,123.3,123.48,123.57000000000001,123.67,123.75,123.83,123.9,123.97,124.12,25.67,25.36,25.2,25,24.810000000000002,24.62,24.43,24.240000000000002,23.85,N/A,N/A -2012,10,11,15,30,102090,100930,99800,79.64,0,6.82,7.44,7.59,7.68,7.73,7.7700000000000005,7.8,7.82,7.84,120.07000000000001,120.28,120.37,120.46000000000001,120.54,120.62,120.69,120.76,120.89,25.69,25.38,25.21,25.01,24.830000000000002,24.64,24.44,24.26,23.87,N/A,N/A -2012,10,11,16,30,102090,100930,99800,80.41,0,6.73,7.34,7.48,7.5600000000000005,7.61,7.65,7.68,7.69,7.71,119.86,120.04,120.15,120.25,120.34,120.42,120.51,120.58,120.73,25.67,25.36,25.19,24.990000000000002,24.8,24.61,24.42,24.23,23.85,N/A,N/A -2012,10,11,17,30,102090,100930,99800,80.15,0,6.97,7.61,7.75,7.84,7.9,7.930000000000001,7.96,7.98,8.01,122.58,122.7,122.77,122.83,122.9,122.96000000000001,123.02,123.08,123.2,25.7,25.38,25.21,25.01,24.82,24.63,24.44,24.25,23.87,N/A,N/A -2012,10,11,18,30,102110,100940,99810,79.86,0,7.13,7.78,7.930000000000001,8.01,8.07,8.11,8.13,8.15,8.17,122.78,122.94,123,123.07000000000001,123.13000000000001,123.2,123.27,123.34,123.48,25.71,25.39,25.22,25.02,24.830000000000002,24.650000000000002,24.45,24.27,23.88,N/A,N/A -2012,10,11,19,30,102070,100910,99780,80.91,0,6.99,7.61,7.75,7.83,7.88,7.92,7.94,7.96,7.97,117.22,117.52,117.66,117.78,117.9,118,118.11,118.2,118.39,25.64,25.32,25.150000000000002,24.95,24.76,24.57,24.37,24.19,23.81,N/A,N/A -2012,10,11,20,30,102050,100880,99750,80.06,0,6.73,7.34,7.48,7.57,7.62,7.65,7.68,7.7,7.72,119.89,119.99000000000001,120.06,120.14,120.23,120.31,120.4,120.48,120.66,25.650000000000002,25.330000000000002,25.16,24.96,24.77,24.580000000000002,24.38,24.2,23.81,N/A,N/A -2012,10,11,21,30,102040,100870,99740,78.41,0,6.6000000000000005,7.18,7.32,7.390000000000001,7.43,7.47,7.49,7.5,7.5200000000000005,122.18,122.28,122.36,122.43,122.5,122.56,122.63,122.7,122.84,25.650000000000002,25.34,25.17,24.97,24.78,24.59,24.400000000000002,24.21,23.830000000000002,N/A,N/A -2012,10,11,22,30,102030,100860,99740,80.15,0,6.49,7.0600000000000005,7.2,7.2700000000000005,7.32,7.36,7.390000000000001,7.4,7.42,122.59,122.66,122.7,122.74000000000001,122.78,122.81,122.84,122.87,122.94,25.61,25.29,25.12,24.93,24.740000000000002,24.55,24.35,24.17,23.78,N/A,N/A -2012,10,11,23,30,102010,100850,99720,82.60000000000001,0,7.34,8.01,8.17,8.26,8.32,8.36,8.39,8.41,8.44,127.03,127.14,127.19,127.23,127.28,127.31,127.36,127.4,127.48,25.51,25.19,25.01,24.82,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,12,0,30,101990,100830,99700,81.69,0,7.05,7.66,7.8,7.86,7.91,7.930000000000001,7.94,7.95,7.94,121.09,121.35000000000001,121.62,121.9,122.17,122.42,122.69,122.94,123.49000000000001,25.63,25.3,25.13,24.94,24.75,24.560000000000002,24.37,24.19,23.81,N/A,N/A -2012,10,12,1,30,102000,100840,99710,81.22,0,7.12,7.8100000000000005,7.96,8.040000000000001,8.09,8.11,8.13,8.13,8.120000000000001,120.05,120.48,120.71000000000001,120.95,121.16,121.36,121.58,121.79,122.2,25.75,25.44,25.28,25.080000000000002,24.900000000000002,24.71,24.52,24.34,23.96,N/A,N/A -2012,10,12,2,30,102020,100850,99720,83.94,0,7.34,7.97,8.11,8.18,8.22,8.24,8.24,8.24,8.22,121.29,121.64,121.84,122.03,122.22,122.4,122.58,122.76,123.13000000000001,25.41,25.080000000000002,24.900000000000002,24.7,24.51,24.32,24.12,23.93,23.55,N/A,N/A -2012,10,12,3,30,102030,100860,99730,83.44,0,6.890000000000001,7.49,7.640000000000001,7.72,7.78,7.82,7.84,7.86,7.890000000000001,129.13,129.41,129.56,129.71,129.85,129.98,130.1,130.21,130.42000000000002,25.580000000000002,25.25,25.080000000000002,24.87,24.68,24.490000000000002,24.3,24.11,23.72,N/A,N/A -2012,10,12,4,30,102020,100850,99720,84.89,0,7.16,7.75,7.88,7.94,7.98,8.01,8.01,8.02,8.01,120.11,120.45,120.72,120.99000000000001,121.24000000000001,121.49000000000001,121.73,121.97,122.44,25.47,25.14,24.97,24.78,24.59,24.400000000000002,24.2,24.02,23.64,N/A,N/A -2012,10,12,5,30,102000,100840,99710,82.82000000000001,0,7.48,8.17,8.32,8.39,8.44,8.46,8.46,8.46,8.44,121.55,121.73,121.86,122.01,122.17,122.32000000000001,122.48,122.64,123,25.63,25.32,25.150000000000002,24.95,24.76,24.57,24.38,24.2,23.81,N/A,N/A -2012,10,12,6,30,102010,100850,99720,84.32000000000001,0,7.29,7.92,8.05,8.11,8.15,8.17,8.18,8.18,8.17,122.48,122.84,123.05,123.25,123.44,123.61,123.8,123.97,124.33,25.59,25.26,25.09,24.89,24.7,24.51,24.32,24.14,23.75,N/A,N/A -2012,10,12,7,30,102030,100870,99740,83.9,0,7.28,7.98,8.15,8.25,8.32,8.370000000000001,8.4,8.42,8.45,121.67,122.22,122.5,122.76,122.99000000000001,123.21000000000001,123.42,123.61,124,25.78,25.46,25.29,25.09,24.900000000000002,24.72,24.52,24.330000000000002,23.95,N/A,N/A -2012,10,12,8,30,102030,100870,99740,81.48,0,6.51,7.0600000000000005,7.19,7.25,7.28,7.3100000000000005,7.32,7.32,7.32,123.2,123.61,123.87,124.14,124.39,124.63000000000001,124.88000000000001,125.11,125.62,25.830000000000002,25.52,25.36,25.16,24.98,24.79,24.6,24.42,24.04,N/A,N/A -2012,10,12,9,30,102040,100880,99750,84.73,0,6.51,7.07,7.2,7.28,7.33,7.37,7.390000000000001,7.41,7.44,118.67,118.95,119.18,119.43,119.67,119.9,120.14,120.38,120.89,25.61,25.28,25.11,24.91,24.72,24.53,24.330000000000002,24.150000000000002,23.77,N/A,N/A -2012,10,12,10,30,102050,100890,99760,81.27,0,6.05,6.57,6.7,6.7700000000000005,6.82,6.86,6.88,6.91,6.94,126.23,126.4,126.52,126.64,126.76,126.87,126.99000000000001,127.11,127.36,25.77,25.45,25.28,25.080000000000002,24.89,24.71,24.51,24.32,23.94,N/A,N/A -2012,10,12,11,30,102070,100900,99780,84.48,0,4.63,4.97,5.05,5.1000000000000005,5.14,5.16,5.19,5.2,5.24,121.79,121.66,121.62,121.58,121.54,121.5,121.47,121.45,121.44,25.59,25.26,25.09,24.900000000000002,24.71,24.52,24.32,24.14,23.76,N/A,N/A -2012,10,12,12,30,102100,100930,99800,85.24,0,5.46,5.8500000000000005,5.93,5.97,5.98,5.99,6,6,5.98,126.37,126.99000000000001,127.36,127.73,128.08,128.42000000000002,128.78,129.12,129.89000000000001,25.55,25.22,25.05,24.86,24.67,24.48,24.29,24.11,23.73,N/A,N/A -2012,10,12,13,30,102110,100950,99820,82.02,0,5.07,5.45,5.54,5.58,5.61,5.63,5.64,5.66,5.67,127.09,127.39,127.59,127.8,128.01,128.22,128.45,128.66,129.17000000000002,25.77,25.46,25.29,25.1,24.91,24.72,24.53,24.35,23.97,N/A,N/A -2012,10,12,14,30,102140,100970,99850,84.06,0,5.09,5.49,5.57,5.62,5.64,5.66,5.67,5.68,5.68,110.06,110.28,110.42,110.56,110.69,110.83,110.98,111.12,111.44,25.67,25.34,25.17,24.97,24.79,24.6,24.400000000000002,24.22,23.84,N/A,N/A -2012,10,12,15,30,102140,100970,99840,83.29,0,4.8,5.12,5.18,5.2,5.2,5.2,5.19,5.18,5.15,103.53,103.91,104.18,104.5,104.82000000000001,105.15,105.54,105.91,106.84,25.73,25.400000000000002,25.23,25.04,24.85,24.66,24.47,24.29,23.91,N/A,N/A -2012,10,12,16,30,102150,100980,99850,87.86,29.3,5.12,5.57,5.72,5.84,5.93,6.01,6.09,6.15,6.29,119.01,118.12,117.51,116.98,116.55,116.19,115.94,115.73,115.61,25.400000000000002,25.07,24.91,24.73,24.55,24.38,24.2,24.03,23.67,N/A,N/A -2012,10,12,17,30,102130,100960,99830,84.94,0,3.24,3.66,3.87,4.13,4.42,4.75,5.0200000000000005,5.26,5.64,105.24000000000001,109.77,112.55,115.46000000000001,118.05,120.51,122.42,124.04,126.03,25.5,25.22,25.080000000000002,24.93,24.79,24.66,24.51,24.36,24.02,N/A,N/A -2012,10,12,18,30,102150,100980,99850,81.85000000000001,0,6.45,7.01,7.13,7.19,7.23,7.25,7.26,7.2700000000000005,7.2700000000000005,123.51,123.37,123.33,123.31,123.31,123.32000000000001,123.33,123.35000000000001,123.39,26.05,25.740000000000002,25.580000000000002,25.38,25.19,25,24.8,24.62,24.240000000000002,N/A,N/A -2012,10,12,19,30,102130,100960,99840,81.16,0,5.7700000000000005,6.22,6.32,6.36,6.390000000000001,6.41,6.41,6.42,6.41,106.45,106.72,106.88,107.05,107.22,107.38,107.54,107.69,108,26.01,25.7,25.53,25.330000000000002,25.14,24.95,24.76,24.57,24.19,N/A,N/A -2012,10,12,20,30,102090,100930,99800,82.36,0,6.05,6.55,6.66,6.71,6.75,6.7700000000000005,6.78,6.79,6.79,108,108.34,108.57000000000001,108.81,109.02,109.23,109.45,109.66,110.11,25.96,25.64,25.47,25.27,25.080000000000002,24.89,24.7,24.51,24.13,N/A,N/A -2012,10,12,21,30,102070,100910,99780,84.63,0,6.55,7.11,7.22,7.28,7.3100000000000005,7.33,7.33,7.33,7.3100000000000005,104.04,104.46000000000001,104.68,104.88,105.06,105.21000000000001,105.36,105.49000000000001,105.76,25.91,25.59,25.43,25.23,25.04,24.85,24.650000000000002,24.47,24.080000000000002,N/A,N/A -2012,10,12,22,30,102060,100890,99770,85.44,0,7.25,7.91,8.05,8.13,8.17,8.19,8.2,8.21,8.19,105.14,105.3,105.36,105.41,105.46000000000001,105.49000000000001,105.54,105.58,105.66,25.8,25.48,25.310000000000002,25.12,24.92,24.73,24.54,24.36,23.97,N/A,N/A -2012,10,12,23,30,102070,100910,99780,85.76,0,7.5200000000000005,8.19,8.34,8.41,8.45,8.48,8.49,8.49,8.48,106.77,106.79,106.85000000000001,106.91,106.98,107.04,107.13,107.2,107.38,25.72,25.39,25.21,25.01,24.830000000000002,24.64,24.44,24.26,23.88,N/A,N/A -2012,10,13,0,30,102050,100880,99760,87.65,0,7.96,8.69,8.870000000000001,8.97,9.03,9.07,9.1,9.13,9.16,99.7,100.07000000000001,100.28,100.51,100.71000000000001,100.92,101.14,101.36,101.82000000000001,25.66,25.330000000000002,25.150000000000002,24.96,24.77,24.580000000000002,24.39,24.2,23.82,N/A,N/A -2012,10,13,1,30,102030,100870,99740,87.26,0,8.88,9.790000000000001,10,10.120000000000001,10.200000000000001,10.26,10.290000000000001,10.32,10.34,112.04,112.46000000000001,112.61,112.75,112.87,112.97,113.07000000000001,113.17,113.38,25.830000000000002,25.5,25.330000000000002,25.13,24.93,24.75,24.55,24.37,23.98,N/A,N/A -2012,10,13,2,30,102030,100870,99750,87.47,0,8.21,9.040000000000001,9.23,9.34,9.4,9.44,9.450000000000001,9.46,9.44,120.32000000000001,120.68,120.85000000000001,121,121.14,121.27,121.4,121.52,121.8,25.94,25.63,25.46,25.26,25.080000000000002,24.89,24.7,24.52,24.14,N/A,N/A -2012,10,13,3,30,102010,100850,99730,87.12,0,8.26,8.99,9.15,9.21,9.26,9.28,9.290000000000001,9.31,9.370000000000001,122.13,122.04,122.06,122.13,122.24000000000001,122.37,122.59,122.83,123.8,25.810000000000002,25.5,25.330000000000002,25.150000000000002,24.97,24.79,24.62,24.45,24.14,N/A,N/A -2012,10,13,4,30,101990,100830,99700,89.56,6.2,7.8500000000000005,8.67,8.91,9.07,9.19,9.290000000000001,9.370000000000001,9.44,9.55,125.71000000000001,126.2,126.43,126.69,126.93,127.17,127.41,127.64,128.07,25.72,25.400000000000002,25.240000000000002,25.05,24.87,24.69,24.5,24.32,23.96,N/A,N/A -2012,10,13,5,30,101960,100800,99670,87.89,0,8.9,9.76,9.950000000000001,10.05,10.11,10.15,10.18,10.200000000000001,10.24,125.09,125.31,125.47,125.66,125.86,126.09,126.36,126.63000000000001,127.38000000000001,25.93,25.62,25.46,25.26,25.080000000000002,24.89,24.7,24.53,24.16,N/A,N/A -2012,10,13,6,30,101960,100800,99680,87.82000000000001,0,8.44,9.290000000000001,9.5,9.620000000000001,9.700000000000001,9.75,9.790000000000001,9.82,9.85,134.45,134.69,134.85,135.03,135.19,135.36,135.54,135.71,136.1,26.03,25.73,25.560000000000002,25.36,25.18,24.990000000000002,24.79,24.61,24.23,N/A,N/A -2012,10,13,7,30,101950,100790,99670,85.53,0,7.78,8.57,8.76,8.870000000000001,8.950000000000001,9.01,9.05,9.09,9.15,149.28,149.19,149.18,149.17000000000002,149.17000000000002,149.16,149.17000000000002,149.19,149.27,26.38,26.11,25.95,25.76,25.580000000000002,25.400000000000002,25.21,25.03,24.66,N/A,N/A -2012,10,13,8,30,101920,100760,99630,83.04,0,8.4,9.27,9.47,9.6,9.68,9.73,9.77,9.8,9.82,155.88,156.02,156.11,156.20000000000002,156.28,156.36,156.44,156.52,156.68,26.5,26.240000000000002,26.09,25.900000000000002,25.72,25.54,25.35,25.17,24.8,N/A,N/A -2012,10,13,9,30,101920,100760,99640,84.8,0,7.87,8.75,8.99,9.15,9.27,9.36,9.44,9.5,9.59,159.69,160,160.1,160.20000000000002,160.27,160.34,160.39000000000001,160.44,160.53,26.5,26.240000000000002,26.09,25.91,25.73,25.54,25.35,25.17,24.8,N/A,N/A -2012,10,13,10,30,101900,100740,99620,81.91,0,9.040000000000001,10.02,10.27,10.43,10.540000000000001,10.63,10.69,10.74,10.82,161.13,161.38,161.54,161.70000000000002,161.86,162.02,162.18,162.33,162.67000000000002,26.63,26.39,26.240000000000002,26.060000000000002,25.88,25.7,25.52,25.34,24.98,N/A,N/A -2012,10,13,11,30,101900,100740,99620,83.26,0,8.78,9.76,10.03,10.200000000000001,10.32,10.42,10.49,10.55,10.64,164.42000000000002,164.46,164.48,164.49,164.5,164.5,164.5,164.5,164.49,26.59,26.34,26.2,26.01,25.830000000000002,25.650000000000002,25.47,25.29,24.92,N/A,N/A -2012,10,13,12,30,101880,100720,99600,84.76,0,9.41,10.46,10.75,10.96,11.11,11.22,11.31,11.38,11.49,165.88,165.16,164.91,164.69,164.51,164.36,164.23,164.12,163.95000000000002,26.580000000000002,26.32,26.16,25.97,25.79,25.61,25.41,25.23,24.85,N/A,N/A -2012,10,13,13,30,101910,100750,99630,84.06,0,10.08,11.21,11.51,11.700000000000001,11.83,11.92,11.99,12.040000000000001,12.1,161.44,161.32,161.33,161.36,161.39000000000001,161.42000000000002,161.46,161.5,161.59,26.48,26.23,26.07,25.88,25.7,25.52,25.330000000000002,25.150000000000002,24.77,N/A,N/A -2012,10,13,14,30,101910,100750,99630,80.69,0,9.57,10.620000000000001,10.870000000000001,11.03,11.13,11.21,11.26,11.3,11.36,162.33,162.42000000000002,162.45000000000002,162.47,162.47,162.47,162.47,162.47,162.45000000000002,26.46,26.2,26.04,25.85,25.67,25.48,25.29,25.11,24.73,N/A,N/A -2012,10,13,15,30,101920,100760,99640,78.56,0,9.93,11.02,11.3,11.47,11.6,11.69,11.76,11.82,11.9,159.35,159.53,159.61,159.70000000000002,159.78,159.86,159.93,160,160.14000000000001,26.44,26.18,26.02,25.84,25.66,25.47,25.28,25.1,24.72,N/A,N/A -2012,10,13,16,30,101890,100730,99600,78.74,0,8.89,9.85,10.08,10.23,10.34,10.42,10.48,10.53,10.6,160.77,161.23,161.45000000000002,161.65,161.83,161.99,162.14000000000001,162.27,162.53,26.48,26.21,26.05,25.86,25.67,25.490000000000002,25.3,25.11,24.73,N/A,N/A -2012,10,13,17,30,101870,100710,99590,79.17,0,9.33,10.32,10.57,10.72,10.82,10.89,10.93,10.97,11.01,154.84,155.25,155.49,155.74,155.96,156.17000000000002,156.37,156.55,156.93,26.41,26.150000000000002,25.990000000000002,25.8,25.62,25.43,25.240000000000002,25.060000000000002,24.68,N/A,N/A -2012,10,13,18,30,101820,100670,99540,78.12,0,8.63,9.540000000000001,9.77,9.91,10.01,10.08,10.13,10.17,10.23,162.05,162.44,162.6,162.76,162.9,163.03,163.15,163.26,163.49,26.490000000000002,26.23,26.07,25.88,25.7,25.52,25.330000000000002,25.150000000000002,24.77,N/A,N/A -2012,10,13,19,30,101790,100640,99520,79.11,0,9.620000000000001,10.69,10.950000000000001,11.11,11.22,11.290000000000001,11.33,11.370000000000001,11.39,160.22,160.45000000000002,160.62,160.79,160.94,161.09,161.23,161.37,161.65,26.52,26.27,26.11,25.92,25.73,25.55,25.36,25.18,24.8,N/A,N/A -2012,10,13,20,30,101730,100570,99450,80.53,0,9.18,10.23,10.52,10.73,10.88,11,11.09,11.17,11.290000000000001,166.39000000000001,166.68,166.79,166.89000000000001,166.98,167.04,167.1,167.15,167.23,26.54,26.29,26.14,25.95,25.77,25.59,25.400000000000002,25.22,24.84,N/A,N/A -2012,10,13,21,30,101700,100540,99420,79.79,0,9.02,9.99,10.25,10.42,10.540000000000001,10.64,10.72,10.78,10.89,168.76,169.25,169.45000000000002,169.63,169.77,169.88,169.98,170.06,170.19,26.57,26.330000000000002,26.19,26,25.830000000000002,25.650000000000002,25.47,25.29,24.92,N/A,N/A -2012,10,13,22,30,101670,100510,99390,80.5,0,9.42,10.450000000000001,10.72,10.89,11.01,11.09,11.15,11.200000000000001,11.27,169.96,169.88,169.84,169.81,169.77,169.74,169.71,169.68,169.62,26.6,26.36,26.2,26.02,25.84,25.66,25.47,25.29,24.92,N/A,N/A -2012,10,13,23,30,101610,100460,99340,80.2,0,9.370000000000001,10.31,10.55,10.69,10.8,10.870000000000001,10.93,10.98,11.07,164.09,164.20000000000002,164.32,164.49,164.66,164.85,165.07,165.27,165.78,26.650000000000002,26.42,26.28,26.11,25.94,25.77,25.59,25.42,25.07,N/A,N/A -2012,10,14,0,30,101620,100470,99350,82.16,0,9.96,11.05,11.36,11.55,11.700000000000001,11.81,11.9,11.97,12.09,169.68,169.78,169.8,169.81,169.81,169.8,169.79,169.77,169.73,26.63,26.400000000000002,26.25,26.07,25.89,25.71,25.53,25.35,24.990000000000002,N/A,N/A -2012,10,14,1,30,101610,100460,99340,80.44,0,9.63,10.700000000000001,10.98,11.19,11.34,11.47,11.56,11.65,11.790000000000001,173.47,173,172.81,172.61,172.43,172.26,172.1,171.94,171.64000000000001,26.84,26.63,26.490000000000002,26.310000000000002,26.14,25.97,25.79,25.61,25.25,N/A,N/A -2012,10,14,2,30,101620,100470,99350,82.72,0,9.75,10.86,11.18,11.4,11.56,11.69,11.790000000000001,11.870000000000001,11.99,170.84,170.99,171.04,171.08,171.11,171.14000000000001,171.17000000000002,171.19,171.23,26.76,26.54,26.39,26.21,26.04,25.86,25.67,25.490000000000002,25.12,N/A,N/A -2012,10,14,3,30,101600,100450,99330,84.66,0,10.38,11.55,11.870000000000001,12.09,12.25,12.370000000000001,12.47,12.55,12.67,164.07,164.34,164.53,164.72,164.9,165.09,165.27,165.44,165.78,26.560000000000002,26.32,26.17,25.98,25.810000000000002,25.63,25.44,25.26,24.900000000000002,N/A,N/A -2012,10,14,4,30,101580,100420,99310,79.94,0,10.950000000000001,12.27,12.64,12.89,13.08,13.22,13.34,13.44,13.59,167.1,167.24,167.34,167.45000000000002,167.55,167.65,167.74,167.83,168.02,26.64,26.41,26.26,26.080000000000002,25.900000000000002,25.72,25.53,25.35,24.98,N/A,N/A -2012,10,14,5,30,101570,100410,99290,81.26,0,10.44,11.68,12.040000000000001,12.290000000000001,12.47,12.620000000000001,12.74,12.84,12.99,172.47,172.85,173.01,173.17000000000002,173.3,173.42000000000002,173.52,173.61,173.77,26.6,26.36,26.21,26.02,25.84,25.66,25.48,25.3,24.92,N/A,N/A -2012,10,14,6,30,101600,100450,99330,79.15,0,10.85,12.09,12.44,12.65,12.8,12.9,12.98,13.030000000000001,13.1,176.26,176.5,176.64000000000001,176.79,176.92000000000002,177.06,177.19,177.31,177.58,26.580000000000002,26.32,26.16,25.97,25.79,25.6,25.400000000000002,25.22,24.84,N/A,N/A -2012,10,14,7,30,101600,100450,99330,79.03,0,10.18,11.3,11.620000000000001,11.83,11.98,12.09,12.18,12.26,12.370000000000001,181.59,181.87,181.96,182.02,182.05,182.07,182.07,182.07,182.04,26.57,26.310000000000002,26.150000000000002,25.96,25.78,25.59,25.400000000000002,25.21,24.830000000000002,N/A,N/A -2012,10,14,8,30,101570,100410,99290,75.07000000000001,0,11.22,12.46,12.76,12.93,13.040000000000001,13.120000000000001,13.18,13.22,13.26,186.37,186.39000000000001,186.36,186.31,186.24,186.17000000000002,186.1,186.03,185.88,26.650000000000002,26.39,26.23,26.04,25.86,25.67,25.48,25.3,24.92,N/A,N/A -2012,10,14,9,30,101620,100470,99350,72.62,0,9.41,10.43,10.71,10.88,11,11.09,11.15,11.21,11.28,188.97,188.9,188.93,188.97,189.01,189.05,189.1,189.14000000000001,189.23,26.72,26.47,26.32,26.13,25.95,25.76,25.57,25.38,25,N/A,N/A -2012,10,14,10,30,101620,100460,99340,73.71000000000001,0,10.21,11.290000000000001,11.57,11.72,11.83,11.89,11.94,11.96,11.99,194.18,194.12,194.08,194.02,193.96,193.89000000000001,193.82,193.75,193.6,26.7,26.46,26.310000000000002,26.12,25.94,25.76,25.57,25.39,25.02,N/A,N/A -2012,10,14,11,30,101650,100500,99380,75.25,0,9.73,10.77,11.07,11.25,11.38,11.48,11.56,11.620000000000001,11.72,193.4,192.98000000000002,192.81,192.65,192.52,192.4,192.3,192.21,192.04,26.64,26.39,26.240000000000002,26.04,25.86,25.68,25.48,25.3,24.92,N/A,N/A -2012,10,14,12,30,101700,100540,99420,73.56,0,7.74,8.5,8.700000000000001,8.82,8.9,8.96,9.01,9.040000000000001,9.09,199.25,198.92000000000002,198.78,198.61,198.45000000000002,198.3,198.16,198.03,197.77,26.72,26.490000000000002,26.34,26.150000000000002,25.97,25.78,25.59,25.41,25.04,N/A,N/A -2012,10,14,13,30,101720,100570,99450,74.05,0,7.72,8.53,8.76,8.89,8.99,9.06,9.11,9.15,9.200000000000001,199.34,199.65,199.77,199.9,200.02,200.14000000000001,200.26,200.37,200.59,26.740000000000002,26.5,26.34,26.150000000000002,25.97,25.78,25.59,25.400000000000002,25.02,N/A,N/A -2012,10,14,14,30,101750,100600,99480,74.73,0,6.71,7.390000000000001,7.57,7.69,7.7700000000000005,7.83,7.88,7.91,7.96,198.81,198.77,198.84,198.95000000000002,199.05,199.16,199.27,199.37,199.59,26.76,26.52,26.37,26.17,25.990000000000002,25.8,25.61,25.43,25.05,N/A,N/A -2012,10,14,15,30,101770,100610,99490,72,0,6.0600000000000005,6.59,6.72,6.78,6.82,6.8500000000000005,6.87,6.88,6.88,203.92000000000002,204.17000000000002,204.32,204.45000000000002,204.56,204.67000000000002,204.76,204.85,205.03,26.810000000000002,26.57,26.42,26.23,26.05,25.86,25.67,25.490000000000002,25.11,N/A,N/A -2012,10,14,16,30,101740,100580,99460,73.01,0,5.66,6.15,6.26,6.3100000000000005,6.3500000000000005,6.37,6.38,6.390000000000001,6.390000000000001,207.4,207.46,207.46,207.44,207.43,207.42000000000002,207.41,207.41,207.38,26.73,26.490000000000002,26.330000000000002,26.14,25.96,25.77,25.580000000000002,25.400000000000002,25.03,N/A,N/A -2012,10,14,17,30,101740,100580,99460,75.83,0,6.17,6.72,6.8500000000000005,6.92,6.96,6.98,6.99,6.99,6.98,210.86,210.83,210.82,210.77,210.73000000000002,210.68,210.62,210.56,210.42000000000002,26.69,26.43,26.27,26.080000000000002,25.89,25.7,25.51,25.330000000000002,24.95,N/A,N/A -2012,10,14,18,30,101700,100550,99420,74.96000000000001,0,5.75,6.24,6.34,6.4,6.43,6.45,6.47,6.48,6.49,211.27,211.3,211.31,211.32,211.33,211.34,211.34,211.36,211.36,26.66,26.39,26.23,26.03,25.85,25.66,25.47,25.29,24.91,N/A,N/A -2012,10,14,19,30,101700,100550,99420,77.07000000000001,0,5.51,5.98,6.09,6.140000000000001,6.17,6.2,6.21,6.21,6.22,207.8,208.05,208.09,208.14000000000001,208.20000000000002,208.25,208.32,208.38,208.52,26.71,26.43,26.27,26.07,25.89,25.69,25.5,25.32,24.94,N/A,N/A -2012,10,14,20,30,101690,100530,99410,77.62,0,6.05,6.57,6.7,6.76,6.8,6.82,6.83,6.84,6.82,206.52,206.56,206.54,206.52,206.51,206.49,206.48000000000002,206.47,206.43,26.740000000000002,26.490000000000002,26.330000000000002,26.13,25.95,25.77,25.57,25.39,25.01,N/A,N/A -2012,10,14,21,30,101750,100590,99450,76.46000000000001,7.7,7.23,7.72,7.82,7.8500000000000005,7.87,7.88,7.890000000000001,7.9,7.94,207.11,208.09,208.68,209.34,210.05,210.78,211.71,212.6,215.32,24.71,24.34,24.17,23.990000000000002,23.82,23.66,23.490000000000002,23.34,23.05,N/A,N/A -2012,10,14,22,30,101670,100510,99380,81.16,1.5,6.38,6.82,6.93,6.99,7.04,7.1000000000000005,7.23,7.37,7.9,254.35,253.36,252.81,252.11,251.3,250.36,248.84,247.17000000000002,240.94,24.76,24.41,24.25,24.07,23.91,23.76,23.64,23.53,23.56,N/A,N/A -2012,10,14,23,30,101600,100440,99310,71.18,0,4.22,4.37,4.36,4.3,4.26,4.23,4.22,4.21,4.09,225.55,224.69,224.17000000000002,223.4,222.06,220.03,216.55,212.53,204.56,25.42,25.12,24.97,24.79,24.66,24.54,24.490000000000002,24.48,24.57,N/A,N/A -2012,10,15,0,30,101580,100420,99300,66.81,0,1.21,1.6300000000000001,1.93,2.32,2.68,3.0500000000000003,3.37,3.66,4.12,249.56,232.66,221.79,215.72,211.66,209.72,208.75,208.32,208.26,26.39,26.560000000000002,26.69,26.84,26.86,26.77,26.63,26.46,26.080000000000002,N/A,N/A -2012,10,15,1,30,101630,100470,99350,72.77,0,2.2600000000000002,2.38,2.42,2.54,2.7800000000000002,3.22,3.61,3.94,4.47,234.92000000000002,234.04,233.26,231.81,230.21,228.05,226.59,225.64000000000001,224.62,26.42,26.16,26.03,25.89,25.86,25.96,25.98,25.97,25.78,N/A,N/A -2012,10,15,2,30,101630,100470,99350,81.91,0,1.68,1.8,1.83,1.86,1.9000000000000001,1.95,2.09,2.2800000000000002,2.95,227.3,227.14000000000001,227.07,227.02,227.15,227.44,228.23000000000002,229.24,231.68,26.26,25.97,25.8,25.61,25.43,25.25,25.09,24.95,24.77,N/A,N/A -2012,10,15,3,30,101630,100480,99360,84.01,0,3.49,3.75,3.81,3.84,3.86,3.88,3.89,3.9,3.99,270.05,269.51,269.01,268.53000000000003,268.16,267.89,267.64,267.39,266.75,26.330000000000002,26.05,25.89,25.69,25.51,25.330000000000002,25.150000000000002,24.97,24.61,N/A,N/A -2012,10,15,4,30,101650,100490,99370,82.07000000000001,0,2.14,2.29,2.34,2.4,2.5,2.63,2.84,3.09,3.52,283.74,281.49,279.45,276.79,273.72,269.85,266.28000000000003,262.84000000000003,258.72,26.13,25.830000000000002,25.67,25.48,25.3,25.11,24.93,24.76,24.41,N/A,N/A -2012,10,15,5,30,101650,100490,99370,83.23,0,2.35,2.48,2.5100000000000002,2.58,2.75,3.0100000000000002,3.31,3.63,3.99,290.81,289.17,287.88,285.78000000000003,282.75,278.5,274.40000000000003,270.38,268.88,25.900000000000002,25.6,25.44,25.27,25.13,25.01,24.91,24.830000000000002,24.62,N/A,N/A -2012,10,15,6,30,101660,100500,99380,84.09,0,3.8200000000000003,3.98,3.98,3.96,3.93,3.91,3.88,3.86,3.86,311.11,310.43,309.98,309.43,308.87,308.24,307.46,306.63,304.2,25.62,25.3,25.14,24.94,24.76,24.57,24.39,24.21,23.85,N/A,N/A -2012,10,15,7,30,101700,100540,99410,81.29,0,3.93,4.11,4.14,4.14,4.13,4.12,4.12,4.12,4.17,319.49,319.38,319.31,319.2,319.07,318.90000000000003,318.62,318.33,317,25.38,25.05,24.88,24.68,24.5,24.32,24.13,23.96,23.61,N/A,N/A -2012,10,15,8,30,101710,100550,99420,83.43,0,4.44,4.7,4.76,4.78,4.8,4.8100000000000005,4.82,4.83,4.86,320.11,320.3,320.45,320.61,320.75,320.89,321.02,321.15000000000003,321.40000000000003,25.2,24.85,24.68,24.48,24.29,24.1,23.91,23.73,23.35,N/A,N/A -2012,10,15,9,30,101700,100530,99410,83.8,0,3.67,3.99,4.1,4.18,4.25,4.3100000000000005,4.37,4.42,4.51,335.2,335.82,336.03000000000003,336.16,336.22,336.25,336.24,336.2,336.03000000000003,25,24.650000000000002,24.48,24.28,24.09,23.900000000000002,23.71,23.52,23.14,N/A,N/A -2012,10,15,10,30,101710,100550,99420,72.45,0,6.01,6.4,6.48,6.51,6.51,6.51,6.49,6.48,6.44,12.73,12.8,12.870000000000001,12.93,13,13.06,13.13,13.19,13.35,24.84,24.47,24.3,24.1,23.91,23.72,23.53,23.35,22.98,N/A,N/A -2012,10,15,11,30,101690,100530,99390,70.41,0,7.88,8.46,8.57,8.61,8.63,8.64,8.64,8.64,8.64,25.740000000000002,25.96,26.13,26.310000000000002,26.490000000000002,26.67,26.87,27.080000000000002,27.580000000000002,24.54,24.150000000000002,23.97,23.78,23.59,23.41,23.23,23.06,22.72,N/A,N/A -2012,10,15,12,30,101720,100550,99420,69.10000000000001,0,8.24,8.84,8.97,9.01,9.03,9.03,9.02,9.01,8.97,26.41,26.63,26.75,26.88,27.01,27.13,27.26,27.39,27.69,24.27,23.86,23.67,23.47,23.28,23.1,22.91,22.73,22.37,N/A,N/A -2012,10,15,13,30,101730,100550,99410,72.12,0,8.05,8.6,8.71,8.74,8.76,8.76,8.75,8.74,8.71,29.44,29.7,29.87,30.04,30.2,30.36,30.52,30.67,31.05,23.330000000000002,22.87,22.68,22.48,22.28,22.1,21.91,21.740000000000002,21.39,N/A,N/A -2012,10,15,14,30,101750,100580,99440,73.53,0,7.47,7.99,8.1,8.15,8.18,8.2,8.22,8.23,8.27,34.03,34.28,34.43,34.59,34.730000000000004,34.87,35.03,35.18,35.54,23.150000000000002,22.69,22.490000000000002,22.29,22.1,21.91,21.72,21.55,21.2,N/A,N/A -2012,10,15,15,30,101740,100570,99430,69.09,0,7.54,8.08,8.19,8.25,8.28,8.3,8.31,8.32,8.34,42.78,43,43.160000000000004,43.300000000000004,43.44,43.58,43.72,43.85,44.18,23.400000000000002,22.95,22.75,22.55,22.35,22.17,21.97,21.79,21.43,N/A,N/A -2012,10,15,16,30,101720,100540,99400,64.55,0,6.87,7.33,7.44,7.49,7.5200000000000005,7.54,7.55,7.5600000000000005,7.58,36.75,36.96,37.11,37.25,37.39,37.53,37.68,37.82,38.17,23.740000000000002,23.31,23.12,22.92,22.73,22.54,22.35,22.17,21.81,N/A,N/A -2012,10,15,17,30,101680,100510,99370,60.84,0,6.11,6.53,6.63,6.68,6.72,6.74,6.7700000000000005,6.79,6.83,30.11,30.09,30.12,30.14,30.150000000000002,30.16,30.18,30.2,30.25,24.19,23.79,23.61,23.41,23.22,23.03,22.84,22.66,22.28,N/A,N/A -2012,10,15,18,30,101660,100490,99360,55.870000000000005,0,4.89,5.22,5.3,5.34,5.38,5.41,5.43,5.45,5.49,41.08,40.63,40.29,39.95,39.65,39.35,39.04,38.75,38.13,24.84,24.48,24.3,24.1,23.92,23.73,23.53,23.35,22.97,N/A,N/A -2012,10,15,19,30,101640,100470,99340,53.29,0,3.5100000000000002,3.72,3.77,3.8000000000000003,3.8200000000000003,3.84,3.85,3.86,3.89,57.910000000000004,57.02,56.42,55.84,55.300000000000004,54.78,54.25,53.74,52.660000000000004,25.150000000000002,24.82,24.650000000000002,24.45,24.26,24.07,23.88,23.69,23.31,N/A,N/A -2012,10,15,20,30,101590,100420,99290,53.660000000000004,0,3.06,3.18,3.19,3.18,3.17,3.16,3.15,3.13,3.1,76.14,75.3,74.7,74.11,73.54,73,72.4,71.83,70.56,25.23,24.900000000000002,24.72,24.53,24.330000000000002,24.14,23.95,23.77,23.38,N/A,N/A -2012,10,15,21,30,101560,100390,99260,52.76,0,1.86,1.92,1.93,1.93,1.92,1.92,1.9100000000000001,1.9000000000000001,1.8800000000000001,89.03,88.18,87.73,87.24,86.76,86.27,85.69,85.14,83.68,25.35,25.03,24.86,24.66,24.47,24.28,24.09,23.91,23.53,N/A,N/A -2012,10,15,22,30,101510,100350,99220,51.9,0,1.8,1.8800000000000001,1.8900000000000001,1.8900000000000001,1.9000000000000001,1.9000000000000001,1.9000000000000001,1.9000000000000001,1.9000000000000001,82.74,81.91,81.32000000000001,80.72,80.12,79.5,78.79,78.12,76.35000000000001,25.47,25.16,24.990000000000002,24.79,24.6,24.42,24.22,24.04,23.66,N/A,N/A -2012,10,15,23,30,101510,100340,99220,51.7,0,1.1,1.1300000000000001,1.1300000000000001,1.1300000000000001,1.1300000000000001,1.12,1.12,1.11,1.1,119.47,118.45,117.69,116.9,116.13,115.37,114.53,113.74000000000001,111.84,25.55,25.240000000000002,25.07,24.87,24.68,24.5,24.3,24.12,23.740000000000002,N/A,N/A -2012,10,16,0,30,101500,100340,99210,51.910000000000004,0,1.1,1.1500000000000001,1.1500000000000001,1.1500000000000001,1.1500000000000001,1.1500000000000001,1.1500000000000001,1.1500000000000001,1.1500000000000001,125.18,123.89,123.09,122.28,121.5,120.74000000000001,119.92,119.17,117.4,25.580000000000002,25.27,25.1,24.900000000000002,24.71,24.53,24.330000000000002,24.14,23.76,N/A,N/A -2012,10,16,1,30,101500,100340,99210,52.050000000000004,0,0.49,0.52,0.53,0.54,0.55,0.56,0.5700000000000001,0.58,0.61,91.67,88.09,86.26,84.5,82.83,81.2,79.59,78.09,74.94,25.580000000000002,25.27,25.1,24.900000000000002,24.71,24.52,24.330000000000002,24.14,23.76,N/A,N/A -2012,10,16,2,30,101510,100350,99220,53.51,0,1.2,1.27,1.29,1.31,1.32,1.34,1.35,1.36,1.3900000000000001,58.77,57.47,56.82,56.2,55.64,55.120000000000005,54.59,54.1,53.13,25.560000000000002,25.25,25.080000000000002,24.88,24.69,24.5,24.310000000000002,24.12,23.73,N/A,N/A -2012,10,16,3,30,101500,100340,99210,53.14,0,4.25,4.5,4.5,4.48,4.45,4.42,4.38,4.34,4.25,40.79,41.13,41.32,41.52,41.7,41.87,42.050000000000004,42.22,42.51,25.66,25.35,25.18,24.98,24.79,24.6,24.400000000000002,24.22,23.830000000000002,N/A,N/A -2012,10,16,4,30,101480,100310,99190,52.21,0,5.87,6.2700000000000005,6.34,6.36,6.37,6.37,6.36,6.3500000000000005,6.3100000000000005,52.14,52.65,52.94,53.21,53.46,53.68,53.910000000000004,54.120000000000005,54.550000000000004,25.51,25.19,25.02,24.82,24.63,24.44,24.25,24.060000000000002,23.67,N/A,N/A -2012,10,16,5,30,101460,100290,99160,52.34,0,5.89,6.2700000000000005,6.33,6.34,6.34,6.33,6.3100000000000005,6.29,6.24,62.18,62.38,62.49,62.61,62.72,62.82,62.93,63.02,63.24,25.38,25.05,24.88,24.68,24.490000000000002,24.3,24.1,23.92,23.53,N/A,N/A -2012,10,16,6,30,101460,100300,99170,57.28,0,5.22,5.57,5.65,5.68,5.7,5.72,5.73,5.73,5.73,69.42,70.25,70.75,71.22,71.64,72.03,72.42,72.78,73.51,25.28,24.96,24.79,24.59,24.39,24.21,24.01,23.82,23.44,N/A,N/A -2012,10,16,7,30,101440,100280,99150,57.07,0,5.37,5.73,5.8,5.83,5.8500000000000005,5.86,5.86,5.86,5.8500000000000005,81,81.77,82.17,82.55,82.88,83.19,83.5,83.78,84.34,25.25,24.91,24.740000000000002,24.54,24.35,24.16,23.96,23.77,23.38,N/A,N/A -2012,10,16,8,30,101430,100270,99140,57.74,0,5.28,5.66,5.74,5.78,5.8100000000000005,5.83,5.8500000000000005,5.86,5.87,90.98,91.49,91.81,92.13,92.43,92.71000000000001,92.99,93.24,93.78,25.23,24.900000000000002,24.72,24.52,24.330000000000002,24.14,23.94,23.76,23.37,N/A,N/A -2012,10,16,9,30,101410,100250,99120,59.67,0,5.04,5.38,5.46,5.5,5.53,5.55,5.57,5.58,5.6000000000000005,101.17,101.58,101.87,102.18,102.45,102.72,102.99000000000001,103.24000000000001,103.76,25.09,24.75,24.57,24.37,24.18,23.990000000000002,23.79,23.61,23.22,N/A,N/A -2012,10,16,10,30,101390,100230,99100,59.870000000000005,0,5.07,5.4,5.47,5.5,5.5200000000000005,5.53,5.54,5.54,5.54,111.53,112,112.27,112.53,112.76,112.98,113.2,113.4,113.81,25.12,24.78,24.6,24.400000000000002,24.21,24.02,23.82,23.63,23.240000000000002,N/A,N/A -2012,10,16,11,30,101390,100220,99100,60.56,0,4.86,5.18,5.23,5.26,5.2700000000000005,5.2700000000000005,5.2700000000000005,5.2700000000000005,5.26,117.05,117.34,117.5,117.65,117.79,117.93,118.06,118.19,118.48,25.03,24.68,24.51,24.310000000000002,24.11,23.92,23.72,23.54,23.150000000000002,N/A,N/A -2012,10,16,12,30,101380,100210,99090,62.6,0,4.64,4.94,5,5.03,5.05,5.0600000000000005,5.07,5.08,5.08,123.66,124.09,124.36,124.63000000000001,124.86,125.08,125.3,125.51,125.93,25.03,24.69,24.51,24.310000000000002,24.12,23.93,23.73,23.54,23.150000000000002,N/A,N/A -2012,10,16,13,30,101350,100190,99060,64.24,0,4.3,4.6000000000000005,4.68,4.72,4.76,4.8,4.82,4.8500000000000005,4.89,131.75,131.93,132.08,132.24,132.38,132.52,132.66,132.8,133.09,24.95,24.6,24.42,24.22,24.03,23.84,23.64,23.45,23.06,N/A,N/A -2012,10,16,14,30,101370,100200,99080,66.73,0,4.82,5.11,5.17,5.19,5.21,5.22,5.22,5.22,5.21,137.8,138.4,138.77,139.11,139.42000000000002,139.71,139.99,140.26,140.77,24.97,24.62,24.44,24.240000000000002,24.05,23.85,23.66,23.47,23.080000000000002,N/A,N/A -2012,10,16,15,30,101340,100180,99050,68.11,0,3.96,4.23,4.3,4.3500000000000005,4.38,4.41,4.43,4.46,4.49,147.44,147.23,147.08,146.96,146.85,146.75,146.67000000000002,146.59,146.44,24.98,24.64,24.46,24.26,24.07,23.88,23.68,23.490000000000002,23.1,N/A,N/A -2012,10,16,16,30,101310,100150,99030,68.77,0,3.95,4.18,4.23,4.26,4.28,4.29,4.3100000000000005,4.32,4.32,148.13,148.67000000000002,148.96,149.24,149.48,149.70000000000002,149.91,150.11,150.48,25.05,24.7,24.53,24.32,24.13,23.94,23.740000000000002,23.56,23.16,N/A,N/A -2012,10,16,17,30,101290,100130,99010,69,0,3.35,3.5700000000000003,3.64,3.68,3.72,3.75,3.7800000000000002,3.81,3.85,155.19,155.18,155.18,155.18,155.18,155.19,155.20000000000002,155.22,155.25,25.07,24.73,24.55,24.35,24.16,23.96,23.77,23.580000000000002,23.19,N/A,N/A -2012,10,16,18,30,101240,100090,98960,67.9,0,3.11,3.29,3.34,3.37,3.4,3.42,3.44,3.45,3.48,160.49,160.58,160.69,160.81,160.93,161.05,161.17000000000002,161.28,161.55,25.21,24.87,24.69,24.490000000000002,24.3,24.1,23.91,23.72,23.34,N/A,N/A -2012,10,16,19,30,101220,100060,98940,69.11,0,2.92,3.08,3.12,3.14,3.16,3.17,3.18,3.19,3.2,156.37,156.66,156.94,157.21,157.47,157.72,157.98,158.21,158.71,25.22,24.89,24.71,24.51,24.32,24.13,23.93,23.740000000000002,23.36,N/A,N/A -2012,10,16,20,30,101150,100000,98870,69.39,0,2.07,2.21,2.2600000000000002,2.29,2.33,2.35,2.38,2.4,2.45,161.76,162.32,162.68,163,163.27,163.51,163.75,163.98,164.38,25.3,24.96,24.79,24.580000000000002,24.39,24.2,24,23.82,23.43,N/A,N/A -2012,10,16,21,30,101120,99960,98840,69.21000000000001,0,2.48,2.61,2.64,2.66,2.67,2.68,2.69,2.7,2.72,164.66,165.53,166.03,166.47,166.84,167.19,167.51,167.8,168.33,25.310000000000002,24.98,24.810000000000002,24.61,24.42,24.22,24.03,23.84,23.45,N/A,N/A -2012,10,16,22,30,101090,99940,98820,70.59,0,2.94,3.04,3.04,3.02,3,2.98,2.96,2.94,2.9,145.52,146.23,146.69,147.16,147.59,148.01,148.44,148.84,149.65,25.32,25,24.830000000000002,24.62,24.43,24.240000000000002,24.05,23.86,23.47,N/A,N/A -2012,10,16,23,30,101080,99920,98800,70.63,0,2.15,2.22,2.23,2.22,2.22,2.22,2.21,2.2,2.19,124.29,125.5,126.36,127.21000000000001,127.97,128.7,129.42000000000002,130.1,131.44,25.3,24.98,24.810000000000002,24.6,24.41,24.22,24.02,23.84,23.45,N/A,N/A -2012,10,17,0,30,101060,99910,98780,72.17,0.7000000000000001,2.04,2.09,2.08,2.07,2.05,2.04,2.02,2,1.96,85.85000000000001,86.11,86.29,86.5,86.7,86.9,87.12,87.34,87.84,24.97,24.64,24.46,24.26,24.07,23.88,23.69,23.5,23.12,N/A,N/A -2012,10,17,1,30,101070,99910,98790,74.87,0.4,2.9,2.88,2.7800000000000002,2.66,2.5500000000000003,2.44,2.34,2.24,2.06,10.9,12.13,13.35,14.84,16.32,17.86,19.580000000000002,21.2,25.01,24.52,24.18,24.02,23.84,23.66,23.48,23.3,23.13,22.77,N/A,N/A -2012,10,17,2,30,101090,99930,98800,87.8,0.7000000000000001,5.5,5.65,5.61,5.5,5.37,5.22,5.01,4.8,3.93,0.54,1.31,1.86,2.54,3.29,4.13,5.4,6.72,15.18,22.96,22.53,22.34,22.14,21.97,21.79,21.62,21.47,21.26,N/A,N/A -2012,10,17,3,30,101080,99910,98780,82.68,3.3000000000000003,6.19,6.47,6.49,6.46,6.41,6.36,6.29,6.22,6.0200000000000005,15.55,15.92,16.22,16.54,16.87,17.21,17.62,18.02,19.23,22.73,22.27,22.07,21.87,21.68,21.490000000000002,21.3,21.12,20.76,N/A,N/A -2012,10,17,4,30,101060,99900,98760,78.69,2.6,3.2600000000000002,3.35,3.35,3.33,3.3000000000000003,3.27,3.23,3.19,3.08,28.19,29.03,29.63,30.26,30.900000000000002,31.59,32.43,33.25,35.84,22.78,22.37,22.18,21.98,21.79,21.6,21.41,21.23,20.86,N/A,N/A -2012,10,17,5,30,100970,99810,98680,80.09,0.4,3.73,3.94,3.98,4,4.03,4.05,4.07,4.1,4.19,132.09,133.17000000000002,133.67000000000002,134.26,134.86,135.49,136.25,136.99,139.15,22.94,22.53,22.34,22.14,21.95,21.76,21.57,21.39,21.04,N/A,N/A -2012,10,17,6,30,100920,99760,98630,78.53,0,6.75,7.32,7.48,7.58,7.66,7.73,7.79,7.84,7.930000000000001,162.74,162.69,162.64000000000001,162.6,162.56,162.54,162.51,162.5,162.47,24.03,23.63,23.44,23.240000000000002,23.05,22.85,22.66,22.48,22.09,N/A,N/A -2012,10,17,7,30,100920,99770,98640,80.43,0,8.040000000000001,8.69,8.86,8.94,9,9.03,9.06,9.08,9.09,180.78,180.75,180.75,180.74,180.75,180.75,180.77,180.79,180.86,24.03,23.61,23.42,23.21,23.02,22.830000000000002,22.63,22.45,22.07,N/A,N/A -2012,10,17,8,30,100890,99730,98610,61.92,0,7.32,7.94,8.08,8.15,8.19,8.23,8.25,8.26,8.27,179.88,179.51,179.43,179.37,179.3,179.24,179.18,179.13,179.01,25.23,24.89,24.71,24.51,24.32,24.13,23.93,23.740000000000002,23.36,N/A,N/A -2012,10,17,9,30,100900,99740,98620,79.39,0,8.46,9.16,9.32,9.38,9.42,9.43,9.43,9.43,9.4,174.75,174.98,175.18,175.38,175.57,175.76,175.95000000000002,176.14000000000001,176.54,24.66,24.27,24.080000000000002,23.87,23.68,23.490000000000002,23.29,23.1,22.72,N/A,N/A -2012,10,17,10,30,100890,99730,98610,67.89,0,7.67,8.27,8.41,8.47,8.51,8.53,8.540000000000001,8.55,8.57,189.08,189.25,189.29,189.36,189.44,189.52,189.62,189.72,189.99,25.16,24.82,24.650000000000002,24.46,24.27,24.09,23.900000000000002,23.73,23.37,N/A,N/A -2012,10,17,11,30,100890,99740,98620,69.15,0,7.8,8.46,8.6,8.67,8.71,8.74,8.76,8.77,8.790000000000001,172.35,172.57,172.73,172.91,173.09,173.28,173.48,173.69,174.21,25.240000000000002,24.900000000000002,24.73,24.53,24.34,24.150000000000002,23.96,23.78,23.400000000000002,N/A,N/A -2012,10,17,12,30,100890,99740,98620,79.39,0,8.32,9.15,9.38,9.53,9.64,9.73,9.8,9.85,9.950000000000001,176.72,176.85,176.95000000000002,177.06,177.17000000000002,177.26,177.37,177.48,177.70000000000002,25.55,25.23,25.060000000000002,24.86,24.67,24.48,24.29,24.1,23.72,N/A,N/A -2012,10,17,13,30,100860,99710,98590,75.99,0,8.56,9.450000000000001,9.67,9.81,9.9,9.97,10.02,10.05,10.1,187.77,187.6,187.51,187.45000000000002,187.41,187.38,187.36,187.34,187.34,26.1,25.82,25.66,25.47,25.28,25.09,24.900000000000002,24.72,24.330000000000002,N/A,N/A -2012,10,17,14,30,100870,99720,98610,77.29,0,9.47,10.43,10.69,10.82,10.91,10.97,11,11.03,11.040000000000001,189.82,189.9,189.98,190.06,190.14000000000001,190.20000000000002,190.27,190.32,190.43,26.23,25.97,25.810000000000002,25.62,25.44,25.25,25.060000000000002,24.87,24.5,N/A,N/A -2012,10,17,15,30,100850,99700,98590,78.51,0,8.99,9.950000000000001,10.18,10.32,10.42,10.48,10.53,10.56,10.6,191.49,191.51,191.5,191.48000000000002,191.45000000000002,191.43,191.39000000000001,191.35,191.28,26.21,25.94,25.78,25.580000000000002,25.400000000000002,25.21,25.02,24.830000000000002,24.45,N/A,N/A -2012,10,17,16,30,100820,99680,98560,81.47,0,9.28,10.27,10.53,10.69,10.8,10.88,10.94,10.99,11.06,189.14000000000001,189.31,189.39000000000001,189.48,189.56,189.64000000000001,189.71,189.78,189.93,26.17,25.900000000000002,25.740000000000002,25.54,25.36,25.17,24.97,24.79,24.41,N/A,N/A -2012,10,17,17,30,100760,99610,98500,82.92,0,9.49,10.5,10.77,10.92,11.03,11.11,11.17,11.21,11.27,192.39000000000001,192.36,192.35,192.34,192.33,192.31,192.28,192.27,192.22,26.27,26,25.84,25.650000000000002,25.46,25.28,25.080000000000002,24.900000000000002,24.52,N/A,N/A -2012,10,17,18,30,100730,99580,98470,87.60000000000001,0,9.31,10.32,10.58,10.74,10.85,10.92,10.97,11.01,11.05,199.16,199.19,199.22,199.24,199.26,199.27,199.28,199.29,199.31,26.26,25.98,25.82,25.62,25.44,25.25,25.060000000000002,24.87,24.490000000000002,N/A,N/A -2012,10,17,19,30,100720,99570,98470,88.35000000000001,0,8.700000000000001,9.71,10.040000000000001,10.32,10.56,10.76,10.96,11.15,11.51,197.12,198.06,198.53,199.02,199.46,199.89000000000001,200.3,200.69,201.46,26.42,26.2,26.07,25.900000000000002,25.740000000000002,25.57,25.41,25.240000000000002,24.92,N/A,N/A -2012,10,17,20,30,100660,99520,98410,83.59,0,9.4,10.46,10.790000000000001,11.02,11.200000000000001,11.34,11.46,11.56,11.72,204.17000000000002,204.18,204.18,204.17000000000002,204.17000000000002,204.18,204.21,204.25,204.29,26.64,26.43,26.29,26.11,25.94,25.76,25.580000000000002,25.400000000000002,25.04,N/A,N/A -2012,10,17,21,30,100610,99470,98360,83.8,0,8.55,9.94,10.5,10.83,11.09,11.3,11.46,11.59,11.82,206.76,206.06,205.77,206.07,206.29,206.42000000000002,206.51,206.57,206.66,26.69,26.47,26.330000000000002,26.17,26.02,25.86,25.68,25.51,25.150000000000002,N/A,N/A -2012,10,17,22,30,100590,99450,98340,83.3,0,8.33,9.66,10.22,10.59,10.89,11.13,11.33,11.5,11.790000000000001,202.32,202.05,201.96,202.28,202.54,202.74,202.91,203.06,203.35,26.69,26.490000000000002,26.36,26.21,26.07,25.91,25.75,25.580000000000002,25.240000000000002,N/A,N/A -2012,10,17,23,30,100560,99420,98310,85.66,0,8.16,9.200000000000001,9.55,9.85,10.09,10.32,10.53,10.73,11.11,203.1,203.15,203.23000000000002,203.31,203.39000000000001,203.48000000000002,203.57,203.66,203.86,26.71,26.52,26.400000000000002,26.240000000000002,26.09,25.92,25.76,25.6,25.27,N/A,N/A -2012,10,18,0,30,100570,99430,98320,87.32000000000001,0,8.66,9.88,10.34,10.540000000000001,10.73,10.93,11.09,11.22,11.5,196.1,196.09,196.20000000000002,196.39000000000001,196.57,196.75,196.9,197.02,197.33,26.55,26.330000000000002,26.19,26.02,25.87,25.69,25.52,25.35,25,N/A,N/A -2012,10,18,1,30,100570,99430,98320,88.04,0,8.48,9.59,9.98,10.32,10.6,10.85,11.08,11.31,11.72,200.94,201,201.07,201.18,201.31,201.47,201.68,201.92000000000002,202.54,26.7,26.51,26.38,26.22,26.060000000000002,25.900000000000002,25.73,25.57,25.240000000000002,N/A,N/A -2012,10,18,2,30,100610,99470,98370,91.41,0,8.14,9.23,9.61,9.93,10.21,10.450000000000001,10.68,10.88,11.25,207.63,207.87,208.01,208.21,208.42000000000002,208.64000000000001,208.88,209.14000000000001,209.70000000000002,26.740000000000002,26.54,26.41,26.240000000000002,26.080000000000002,25.91,25.740000000000002,25.57,25.23,N/A,N/A -2012,10,18,3,30,100610,99470,98370,93.58,0,7.33,8.35,8.700000000000001,9.03,9.31,9.56,9.8,10.040000000000001,10.48,222.12,222.49,222.73000000000002,223.04,223.35,223.69,224.06,224.45000000000002,225.31,26.740000000000002,26.55,26.43,26.27,26.13,25.97,25.82,25.67,25.37,N/A,N/A -2012,10,18,4,30,100630,99490,98390,94.19,0,5.7700000000000005,6.7,7.0600000000000005,7.4,7.7,7.97,8.23,8.47,8.92,209.85,210.02,210.20000000000002,210.43,210.67000000000002,210.95000000000002,211.25,211.57,212.26,26.71,26.52,26.39,26.23,26.080000000000002,25.92,25.76,25.6,25.27,N/A,N/A -2012,10,18,5,30,100640,99500,98390,94.2,0,4.74,5.53,5.8500000000000005,6.17,6.46,6.73,6.98,7.21,7.62,224.06,223.62,223.37,223.24,223.18,223.19,223.24,223.33,223.56,26.66,26.46,26.330000000000002,26.17,26.02,25.85,25.69,25.53,25.2,N/A,N/A -2012,10,18,6,30,100650,99510,98400,93.34,0,5.5600000000000005,6.73,7.25,7.7700000000000005,8.24,8.71,9.19,9.67,10.57,218.94,218.65,218.57,218.68,219.02,219.63,220.6,221.76,224.69,26.67,26.52,26.41,26.27,26.12,25.97,25.810000000000002,25.650000000000002,25.32,N/A,N/A -2012,10,18,7,30,100700,99560,98460,94.43,0,5.0600000000000005,5.97,6.34,6.74,7.12,7.49,7.83,8.15,8.6,225.51,225.88,226.31,227.07,227.82,228.66,229.34,229.91,230.63,26.61,26.44,26.330000000000002,26.19,26.05,25.900000000000002,25.75,25.6,25.28,N/A,N/A -2012,10,18,8,30,100720,99570,98470,93.92,0,5.9,6.69,6.96,7.18,7.3500000000000005,7.49,7.6000000000000005,7.69,7.8,233.89000000000001,234.41,234.86,235.45000000000002,236.06,236.76,237.67000000000002,238.67000000000002,241.53,26.490000000000002,26.28,26.16,26,25.86,25.72,25.59,25.47,25.240000000000002,N/A,N/A -2012,10,18,9,30,100830,99680,98560,92.47,37,8.76,9.47,9.63,9.68,9.700000000000001,9.68,9.65,9.6,9.46,326.85,328,328.19,328.18,328.14,327.97,327.76,327.46,326.65000000000003,25.61,25.3,25.14,24.93,24.75,24.55,24.37,24.19,23.830000000000002,N/A,N/A -2012,10,18,10,30,100860,99700,98580,80.25,0,12.16,13.34,13.61,13.73,13.8,13.84,13.85,13.85,13.81,30.64,30.84,30.93,31,31.080000000000002,31.14,31.2,31.26,31.38,24.21,23.76,23.57,23.36,23.16,22.98,22.78,22.6,22.23,N/A,N/A -2012,10,18,11,30,100930,99770,98640,65.09,0,13,14.26,14.56,14.700000000000001,14.790000000000001,14.84,14.85,14.86,14.85,34.89,35.14,35.29,35.44,35.58,35.72,35.87,36,36.33,23.830000000000002,23.36,23.16,22.95,22.76,22.57,22.37,22.19,21.82,N/A,N/A -2012,10,18,12,30,100980,99810,98680,66.79,0,12.33,13.49,13.76,13.89,13.97,14.02,14.05,14.06,14.07,42.300000000000004,42.56,42.74,42.92,43.1,43.27,43.46,43.64,44.07,23.29,22.79,22.580000000000002,22.37,22.18,21.990000000000002,21.79,21.62,21.25,N/A,N/A -2012,10,18,13,30,101020,99850,98720,68.64,0,11.65,12.68,12.94,13.06,13.13,13.17,13.19,13.200000000000001,13.19,45.7,46.01,46.230000000000004,46.46,46.67,46.89,47.11,47.33,47.81,23.01,22.5,22.29,22.080000000000002,21.88,21.68,21.490000000000002,21.31,20.93,N/A,N/A -2012,10,18,14,30,101080,99910,98770,66.6,0,12.23,13.36,13.65,13.790000000000001,13.88,13.94,13.97,13.99,14,46.28,46.43,46.53,46.62,46.7,46.78,46.86,46.94,47.11,23.05,22.53,22.32,22.1,21.900000000000002,21.71,21.51,21.330000000000002,20.95,N/A,N/A -2012,10,18,15,30,101110,99940,98800,63.64,0,11.540000000000001,12.58,12.84,12.96,13.040000000000001,13.09,13.120000000000001,13.14,13.14,48.74,48.82,48.870000000000005,48.910000000000004,48.95,48.980000000000004,49.02,49.050000000000004,49.13,22.990000000000002,22.48,22.27,22.05,21.85,21.66,21.46,21.28,20.89,N/A,N/A -2012,10,18,16,30,101160,99990,98850,63.52,0,10.22,11.08,11.290000000000001,11.4,11.47,11.51,11.53,11.55,11.56,46.730000000000004,46.77,46.81,46.85,46.88,46.92,46.96,47,47.08,22.990000000000002,22.5,22.3,22.080000000000002,21.88,21.69,21.490000000000002,21.31,20.92,N/A,N/A -2012,10,18,17,30,101180,100010,98880,58.89,0,9.71,10.52,10.72,10.82,10.89,10.93,10.96,10.98,10.99,45.59,45.65,45.69,45.730000000000004,45.76,45.79,45.81,45.84,45.89,23.28,22.81,22.61,22.400000000000002,22.19,22,21.8,21.61,21.23,N/A,N/A -2012,10,18,18,30,101200,100040,98900,55.35,0,8.620000000000001,9.3,9.47,9.55,9.61,9.65,9.67,9.69,9.700000000000001,47.31,47.13,47.02,46.910000000000004,46.800000000000004,46.69,46.58,46.47,46.24,23.72,23.3,23.1,22.89,22.69,22.5,22.3,22.11,21.72,N/A,N/A -2012,10,18,19,30,101220,100050,98920,51.870000000000005,0,7.68,8.27,8.42,8.49,8.540000000000001,8.58,8.6,8.61,8.63,51.57,51.230000000000004,50.99,50.75,50.53,50.31,50.08,49.870000000000005,49.410000000000004,24.29,23.91,23.73,23.52,23.330000000000002,23.14,22.94,22.76,22.37,N/A,N/A -2012,10,18,20,30,101200,100030,98900,48.43,0,7.29,7.86,8,8.06,8.1,8.13,8.14,8.15,8.16,57.67,57.31,57.07,56.82,56.58,56.35,56.11,55.89,55.39,24.78,24.43,24.26,24.060000000000002,23.86,23.67,23.48,23.29,22.91,N/A,N/A -2012,10,18,21,30,101180,100020,98890,46.79,0,6.86,7.42,7.55,7.61,7.66,7.68,7.71,7.72,7.74,60,59.72,59.52,59.31,59.11,58.910000000000004,58.7,58.5,58.06,25.240000000000002,24.93,24.75,24.560000000000002,24.37,24.18,23.98,23.8,23.41,N/A,N/A -2012,10,18,22,30,101180,100030,98900,46.050000000000004,0,6.7,7.26,7.390000000000001,7.46,7.51,7.54,7.57,7.58,7.61,59.74,59.47,59.32,59.160000000000004,59,58.85,58.69,58.52,58.17,25.63,25.34,25.18,24.98,24.79,24.61,24.41,24.23,23.85,N/A,N/A -2012,10,18,23,30,101190,100030,98910,44.34,0,6.57,7.140000000000001,7.28,7.3500000000000005,7.390000000000001,7.43,7.46,7.48,7.5,58.160000000000004,57.94,57.79,57.64,57.5,57.36,57.21,57.07,56.77,25.93,25.67,25.51,25.32,25.13,24.94,24.75,24.57,24.18,N/A,N/A -2012,10,19,0,30,101220,100060,98940,45.94,0,6.82,7.42,7.55,7.63,7.69,7.73,7.76,7.78,7.8100000000000005,44.33,44.050000000000004,43.97,43.910000000000004,43.86,43.82,43.79,43.75,43.7,25.98,25.72,25.560000000000002,25.36,25.18,24.990000000000002,24.79,24.61,24.22,N/A,N/A -2012,10,19,1,30,101270,100110,98980,45.84,0,8.38,9.07,9.22,9.27,9.31,9.32,9.32,9.31,9.27,35.99,36.54,36.88,37.22,37.53,37.82,38.12,38.39,38.96,25.240000000000002,24.92,24.75,24.55,24.36,24.17,23.98,23.79,23.41,N/A,N/A -2012,10,19,2,30,101300,100130,99000,47.43,0,8.4,9.07,9.22,9.28,9.31,9.32,9.32,9.31,9.28,40.660000000000004,41.02,41.28,41.54,41.77,42,42.230000000000004,42.44,42.9,24.76,24.400000000000002,24.23,24.03,23.830000000000002,23.64,23.45,23.27,22.88,N/A,N/A -2012,10,19,3,30,101320,100150,99020,50.18,0,8.49,9.16,9.31,9.370000000000001,9.41,9.43,9.43,9.43,9.4,43.47,43.910000000000004,44.19,44.46,44.7,44.94,45.18,45.4,45.85,24.5,24.12,23.94,23.740000000000002,23.54,23.35,23.150000000000002,22.97,22.580000000000002,N/A,N/A -2012,10,19,4,30,101330,100160,99030,52.94,0,7.930000000000001,8.52,8.65,8.700000000000001,8.73,8.74,8.75,8.74,8.72,43.65,44.21,44.57,44.93,45.25,45.56,45.86,46.14,46.72,24.21,23.830000000000002,23.64,23.44,23.240000000000002,23.05,22.86,22.67,22.29,N/A,N/A -2012,10,19,5,30,101340,100170,99040,53.61,0,7.640000000000001,8.19,8.3,8.35,8.38,8.4,8.4,8.4,8.370000000000001,44.02,44.53,44.86,45.17,45.46,45.730000000000004,46,46.25,46.79,23.94,23.54,23.35,23.150000000000002,22.95,22.76,22.56,22.38,21.990000000000002,N/A,N/A -2012,10,19,6,30,101390,100220,99080,53.79,0,7.42,7.930000000000001,8.040000000000001,8.09,8.11,8.120000000000001,8.120000000000001,8.11,8.09,42.160000000000004,42.6,42.89,43.17,43.44,43.69,43.95,44.19,44.7,23.81,23.400000000000002,23.21,23,22.81,22.62,22.42,22.240000000000002,21.85,N/A,N/A -2012,10,19,7,30,101440,100270,99130,53.83,0,7.5200000000000005,8.05,8.17,8.22,8.25,8.27,8.27,8.28,8.27,40.69,41.15,41.45,41.74,42.02,42.28,42.550000000000004,42.800000000000004,43.34,23.57,23.150000000000002,22.96,22.76,22.57,22.38,22.18,22,21.62,N/A,N/A -2012,10,19,8,30,101460,100290,99150,52.63,0,7.97,8.55,8.68,8.73,8.77,8.790000000000001,8.8,8.8,8.790000000000001,40.300000000000004,40.78,41.1,41.43,41.730000000000004,42.02,42.33,42.61,43.230000000000004,23.37,22.93,22.740000000000002,22.54,22.34,22.150000000000002,21.96,21.78,21.400000000000002,N/A,N/A -2012,10,19,9,30,101470,100300,99150,53.34,0,7.53,8.040000000000001,8.15,8.2,8.23,8.25,8.26,8.26,8.27,35.04,35.38,35.61,35.86,36.1,36.33,36.6,36.85,37.47,22.91,22.46,22.27,22.07,21.88,21.69,21.5,21.330000000000002,20.97,N/A,N/A -2012,10,19,10,30,101500,100330,99190,55.870000000000005,0,7.18,7.65,7.74,7.78,7.79,7.8,7.8,7.8,7.8,38.6,38.980000000000004,39.24,39.53,39.800000000000004,40.08,40.4,40.69,41.45,22.78,22.330000000000002,22.14,21.94,21.75,21.57,21.39,21.22,20.87,N/A,N/A -2012,10,19,11,30,101510,100340,99190,55.61,0,7.33,7.79,7.87,7.9,7.9,7.9,7.88,7.86,7.82,37.92,38.29,38.54,38.79,39.04,39.28,39.57,39.84,40.53,22.7,22.240000000000002,22.05,21.85,21.66,21.48,21.3,21.13,20.78,N/A,N/A -2012,10,19,12,30,101540,100370,99220,54.17,0,7.24,7.7,7.79,7.82,7.84,7.84,7.83,7.82,7.79,41.95,42.32,42.56,42.800000000000004,43.03,43.26,43.51,43.74,44.27,22.72,22.26,22.07,21.87,21.68,21.5,21.31,21.13,20.77,N/A,N/A -2012,10,19,13,30,101550,100370,99230,53.67,0,6.71,7.11,7.18,7.21,7.21,7.21,7.2,7.18,7.15,40.57,40.88,41.06,41.25,41.44,41.61,41.81,41.99,42.4,22.61,22.150000000000002,21.96,21.76,21.57,21.39,21.2,21.02,20.66,N/A,N/A -2012,10,19,14,30,101580,100400,99260,51.76,0,5.98,6.3100000000000005,6.37,6.38,6.390000000000001,6.38,6.37,6.36,6.33,41.63,41.85,42.01,42.17,42.32,42.46,42.61,42.74,43.03,22.81,22.37,22.18,21.98,21.79,21.61,21.42,21.240000000000002,20.88,N/A,N/A -2012,10,19,15,30,101590,100420,99280,48.300000000000004,0,4.87,5.12,5.16,5.17,5.17,5.17,5.16,5.15,5.11,39.17,39.27,39.38,39.47,39.550000000000004,39.62,39.69,39.75,39.85,23.1,22.69,22.51,22.31,22.12,21.94,21.75,21.57,21.21,N/A,N/A -2012,10,19,16,30,101600,100420,99280,42.96,0,4.2,4.39,4.42,4.42,4.41,4.4,4.39,4.38,4.34,33.74,33.75,33.78,33.81,33.82,33.83,33.83,33.84,33.81,23.48,23.09,22.91,22.71,22.52,22.330000000000002,22.14,21.96,21.57,N/A,N/A -2012,10,19,17,30,101580,100410,99270,41.04,0,3.62,3.77,3.79,3.79,3.79,3.7800000000000002,3.7800000000000002,3.77,3.74,27.79,27.79,27.78,27.78,27.76,27.73,27.69,27.650000000000002,27.53,23.61,23.23,23.05,22.85,22.66,22.47,22.27,22.09,21.71,N/A,N/A -2012,10,19,18,30,101560,100390,99250,39.31,0,2.54,2.64,2.66,2.67,2.67,2.68,2.68,2.68,2.69,14.120000000000001,13.75,13.49,13.22,12.96,12.700000000000001,12.41,12.15,11.5,23.740000000000002,23.38,23.2,23,22.8,22.62,22.42,22.240000000000002,21.86,N/A,N/A -2012,10,19,19,30,101540,100360,99230,38.94,0,1.44,1.54,1.57,1.61,1.6500000000000001,1.68,1.72,1.76,1.84,2.11,0.46,359.38,358.34000000000003,357.37,356.45,355.51,354.63,352.82,23.89,23.54,23.36,23.16,22.97,22.78,22.59,22.400000000000002,22.02,N/A,N/A -2012,10,19,20,30,101510,100340,99200,35.29,0,1.71,1.76,1.77,1.77,1.77,1.77,1.77,1.77,1.78,319.09000000000003,318.84000000000003,318.95,319.05,319.15000000000003,319.23,319.33,319.43,319.67,24.5,24.16,23.990000000000002,23.79,23.6,23.41,23.21,23.03,22.64,N/A,N/A -2012,10,19,21,30,101470,100300,99170,35.6,0,2.7800000000000002,2.93,2.96,2.97,2.98,2.99,3,3.0100000000000002,3.02,313.88,314.11,314.27,314.41,314.54,314.65000000000003,314.77,314.87,315.11,24.92,24.6,24.43,24.23,24.04,23.85,23.66,23.47,23.080000000000002,N/A,N/A -2012,10,19,22,30,101440,100270,99140,36.9,0,2.81,3.0100000000000002,3.0500000000000003,3.09,3.11,3.14,3.16,3.18,3.2,310.3,311.31,311.88,312.38,312.81,313.19,313.56,313.89,314.5,25.29,24.98,24.810000000000002,24.62,24.43,24.240000000000002,24.04,23.86,23.47,N/A,N/A -2012,10,19,23,30,101400,100240,99110,37.74,0,3.3200000000000003,3.52,3.5500000000000003,3.56,3.5700000000000003,3.5700000000000003,3.5700000000000003,3.56,3.5500000000000003,326.66,327,327.17,327.33,327.47,327.61,327.75,327.88,328.18,25.47,25.17,25,24.810000000000002,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,20,0,30,101400,100240,99110,38.51,0,2.91,3.1,3.12,3.13,3.13,3.13,3.12,3.11,3.09,339.27,339.56,339.71,339.86,340,340.14,340.29,340.43,340.73,25.62,25.330000000000002,25.16,24.97,24.78,24.6,24.400000000000002,24.22,23.830000000000002,N/A,N/A -2012,10,20,1,30,101410,100250,99120,38.44,0,2.63,2.77,2.77,2.77,2.7600000000000002,2.74,2.73,2.71,2.67,2.02,2.3000000000000003,2.39,2.5100000000000002,2.63,2.77,2.93,3.08,3.48,25.69,25.41,25.25,25.060000000000002,24.87,24.69,24.5,24.310000000000002,23.94,N/A,N/A -2012,10,20,2,30,101420,100260,99130,39.09,0,1.58,1.6400000000000001,1.6300000000000001,1.62,1.61,1.6,1.58,1.57,1.54,42.71,43.660000000000004,44.2,44.75,45.300000000000004,45.83,46.410000000000004,46.95,48.18,25.650000000000002,25.37,25.2,25.01,24.82,24.64,24.44,24.26,23.87,N/A,N/A -2012,10,20,3,30,101400,100230,99100,38.85,0,1.51,1.57,1.56,1.55,1.54,1.52,1.51,1.5,1.47,60.99,61.34,61.52,61.72,61.92,62.120000000000005,62.34,62.550000000000004,63.03,25.59,25.3,25.13,24.94,24.75,24.560000000000002,24.36,24.18,23.79,N/A,N/A -2012,10,20,4,30,101390,100230,99100,39.22,0,1.33,1.3900000000000001,1.3900000000000001,1.3900000000000001,1.3900000000000001,1.3900000000000001,1.3900000000000001,1.3800000000000001,1.37,100.72,101.02,101.08,101.14,101.2,101.28,101.35000000000001,101.42,101.59,25.51,25.22,25.05,24.86,24.67,24.48,24.28,24.1,23.71,N/A,N/A -2012,10,20,5,30,101400,100230,99100,39.78,0,1.48,1.55,1.55,1.54,1.54,1.54,1.54,1.53,1.52,127.71000000000001,127.73,127.64,127.57000000000001,127.48,127.4,127.3,127.21000000000001,127.02,25.43,25.14,24.97,24.77,24.580000000000002,24.39,24.2,24.01,23.63,N/A,N/A -2012,10,20,6,30,101400,100240,99110,44.7,0,2.0100000000000002,2.0100000000000002,1.97,1.92,1.87,1.83,1.78,1.74,1.6600000000000001,180.48,179.41,178.65,177.87,177.13,176.41,175.64000000000001,174.94,173.31,25.150000000000002,24.85,24.68,24.490000000000002,24.3,24.11,23.92,23.73,23.35,N/A,N/A -2012,10,20,7,30,101420,100260,99120,44.99,0,1.96,2.05,2.06,2.07,2.07,2.07,2.07,2.07,2.06,166.74,167.01,167.23,167.41,167.58,167.73,167.86,167.98,168.17000000000002,24.98,24.67,24.5,24.3,24.11,23.92,23.73,23.54,23.16,N/A,N/A -2012,10,20,8,30,101410,100250,99120,46.54,0,1.96,2.04,2.05,2.05,2.05,2.04,2.04,2.04,2.02,173.47,173.20000000000002,173.12,173.01,172.93,172.85,172.74,172.63,172.41,24.900000000000002,24.59,24.42,24.22,24.03,23.85,23.650000000000002,23.46,23.080000000000002,N/A,N/A -2012,10,20,9,30,101420,100250,99120,47.31,0,2.39,2.49,2.49,2.48,2.48,2.47,2.46,2.45,2.43,162.34,162.66,162.83,163.01,163.18,163.36,163.51,163.66,164.02,24.91,24.59,24.42,24.23,24.03,23.85,23.650000000000002,23.47,23.080000000000002,N/A,N/A -2012,10,20,10,30,101420,100250,99120,49.82,0,2.74,2.88,2.9,2.91,2.91,2.91,2.91,2.91,2.91,158.64000000000001,158.97,159.17000000000002,159.37,159.55,159.72,159.88,160.04,160.38,24.86,24.54,24.37,24.17,23.98,23.79,23.59,23.41,23.02,N/A,N/A -2012,10,20,11,30,101430,100270,99140,50.47,0,3.12,3.2800000000000002,3.3000000000000003,3.31,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.31,152.59,152.99,153.24,153.49,153.71,153.92000000000002,154.14000000000001,154.35,154.8,24.85,24.53,24.36,24.16,23.97,23.78,23.59,23.400000000000002,23.02,N/A,N/A -2012,10,20,12,30,101450,100280,99150,53.050000000000004,0,4.34,4.6000000000000005,4.64,4.66,4.67,4.68,4.68,4.68,4.67,151.22,151.51,151.70000000000002,151.89000000000001,152.06,152.21,152.39000000000001,152.55,152.88,24.84,24.51,24.34,24.14,23.95,23.76,23.57,23.38,23,N/A,N/A -2012,10,20,13,30,101440,100280,99150,54.72,0,4.74,5.07,5.13,5.17,5.19,5.21,5.22,5.23,5.25,152.05,152.37,152.53,152.69,152.84,152.98,153.12,153.25,153.53,24.89,24.560000000000002,24.39,24.19,24,23.81,23.61,23.43,23.05,N/A,N/A -2012,10,20,14,30,101460,100290,99160,55.550000000000004,0,5.37,5.76,5.84,5.88,5.91,5.92,5.93,5.94,5.95,151.18,151.42000000000002,151.57,151.71,151.85,151.97,152.1,152.22,152.47,25.01,24.69,24.51,24.32,24.13,23.94,23.740000000000002,23.56,23.17,N/A,N/A -2012,10,20,15,30,101460,100300,99170,55.49,0,6.24,6.74,6.8500000000000005,6.91,6.95,6.97,6.99,7.01,7.03,148.66,148.96,149.12,149.28,149.43,149.57,149.71,149.84,150.11,25.16,24.85,24.68,24.48,24.29,24.1,23.900000000000002,23.72,23.330000000000002,N/A,N/A -2012,10,20,16,30,101450,100280,99150,57.11,0,6.61,7.17,7.29,7.36,7.41,7.44,7.47,7.49,7.5200000000000005,152.32,152.52,152.64000000000001,152.77,152.88,152.99,153.1,153.20000000000002,153.41,25.25,24.93,24.76,24.57,24.38,24.19,23.990000000000002,23.81,23.42,N/A,N/A -2012,10,20,17,30,101410,100250,99120,59.230000000000004,0,6.68,7.25,7.38,7.46,7.51,7.55,7.58,7.6000000000000005,7.63,155.01,155.20000000000002,155.31,155.43,155.53,155.64000000000001,155.75,155.85,156.07,25.310000000000002,24.990000000000002,24.830000000000002,24.63,24.44,24.25,24.05,23.87,23.48,N/A,N/A -2012,10,20,18,30,101390,100220,99100,59.21,0,6.67,7.2700000000000005,7.4,7.47,7.53,7.5600000000000005,7.59,7.61,7.640000000000001,152.62,152.65,152.78,152.91,153.04,153.18,153.31,153.45000000000002,153.72,25.43,25.12,24.95,24.75,24.560000000000002,24.37,24.18,23.990000000000002,23.6,N/A,N/A -2012,10,20,19,30,101360,100190,99070,59.88,0,6.78,7.41,7.5600000000000005,7.65,7.72,7.76,7.8,7.83,7.890000000000001,158.98,159.09,159.20000000000002,159.31,159.41,159.5,159.6,159.69,159.89000000000001,25.5,25.2,25.03,24.84,24.650000000000002,24.46,24.26,24.080000000000002,23.69,N/A,N/A -2012,10,20,20,30,101340,100180,99050,62.88,0,7.46,8.17,8.33,8.43,8.49,8.540000000000001,8.57,8.59,8.620000000000001,159.07,159.34,159.47,159.59,159.68,159.77,159.84,159.92000000000002,160.05,25.560000000000002,25.27,25.1,24.91,24.72,24.53,24.34,24.150000000000002,23.76,N/A,N/A -2012,10,20,21,30,101310,100150,99030,63.85,0,7.7,8.43,8.6,8.69,8.76,8.8,8.83,8.85,8.88,154.4,154.93,155.25,155.56,155.84,156.1,156.37,156.61,157.09,25.59,25.3,25.13,24.93,24.75,24.560000000000002,24.36,24.18,23.79,N/A,N/A -2012,10,20,22,30,101290,100140,99010,65.21000000000001,0,7.75,8.52,8.71,8.82,8.9,8.96,9.01,9.040000000000001,9.09,159.68,159.97,160.15,160.35,160.54,160.72,160.91,161.09,161.45000000000002,25.67,25.38,25.22,25.02,24.830000000000002,24.64,24.45,24.26,23.88,N/A,N/A -2012,10,20,23,30,101270,100120,98990,66.27,0,8.11,8.91,9.1,9.21,9.290000000000001,9.34,9.38,9.41,9.450000000000001,165.26,165.38,165.42000000000002,165.45000000000002,165.48,165.5,165.52,165.54,165.56,25.78,25.5,25.34,25.150000000000002,24.96,24.77,24.580000000000002,24.39,24.01,N/A,N/A -2012,10,21,0,30,101270,100110,98990,64.07000000000001,0,8.56,9.43,9.63,9.74,9.82,9.86,9.89,9.92,9.93,168.12,168.13,168.1,168.04,167.98,167.91,167.84,167.77,167.63,25.93,25.67,25.51,25.32,25.13,24.95,24.75,24.57,24.19,N/A,N/A -2012,10,21,1,30,101280,100120,99000,67.05,0,8.950000000000001,9.870000000000001,10.09,10.21,10.28,10.33,10.36,10.39,10.4,163.35,163.42000000000002,163.5,163.6,163.68,163.77,163.87,163.96,164.15,25.85,25.580000000000002,25.41,25.22,25.03,24.85,24.650000000000002,24.47,24.09,N/A,N/A -2012,10,21,2,30,101270,100110,98990,69.83,0,8.81,9.75,9.98,10.120000000000001,10.22,10.3,10.35,10.4,10.47,169.57,169.39000000000001,169.36,169.36,169.37,169.38,169.41,169.44,169.5,25.86,25.580000000000002,25.42,25.22,25.04,24.85,24.66,24.47,24.09,N/A,N/A -2012,10,21,3,30,101280,100130,99010,68.07000000000001,0,9.24,10.19,10.43,10.56,10.66,10.72,10.77,10.8,10.85,172.98,173.02,173.01,172.98,172.95000000000002,172.9,172.86,172.81,172.72,25.990000000000002,25.73,25.57,25.38,25.19,25.01,24.810000000000002,24.63,24.25,N/A,N/A -2012,10,21,4,30,101280,100130,99000,69.56,0,9.67,10.69,10.94,11.08,11.17,11.23,11.27,11.3,11.34,172.56,172.46,172.45000000000002,172.46,172.47,172.49,172.52,172.55,172.62,25.91,25.650000000000002,25.490000000000002,25.3,25.11,24.93,24.73,24.55,24.17,N/A,N/A -2012,10,21,5,30,101280,100130,99010,69.31,0,8.98,9.94,10.18,10.32,10.43,10.51,10.57,10.620000000000001,10.69,174.61,174.56,174.53,174.51,174.47,174.44,174.4,174.36,174.29,26.02,25.76,25.6,25.400000000000002,25.22,25.04,24.84,24.66,24.28,N/A,N/A -2012,10,21,6,30,101310,100160,99030,71.16,0,9.06,10.040000000000001,10.28,10.43,10.540000000000001,10.61,10.67,10.72,10.78,174.4,174.25,174.19,174.13,174.07,174.02,173.98,173.95000000000002,173.86,25.98,25.71,25.55,25.36,25.18,24.990000000000002,24.79,24.61,24.23,N/A,N/A -2012,10,21,7,30,101340,100190,99060,73.4,0,9.52,10.49,10.75,10.9,11,11.09,11.15,11.21,11.290000000000001,175.53,175.86,176.01,176.15,176.27,176.38,176.48,176.58,176.76,25.89,25.62,25.46,25.26,25.080000000000002,24.89,24.7,24.51,24.13,N/A,N/A -2012,10,21,8,30,101350,100190,99070,77.47,0,9.15,10.16,10.42,10.59,10.71,10.790000000000001,10.86,10.91,10.97,177.70000000000002,177.82,177.87,177.9,177.93,177.96,177.97,177.99,178.02,25.86,25.59,25.43,25.240000000000002,25.05,24.87,24.68,24.490000000000002,24.11,N/A,N/A -2012,10,21,9,30,101370,100210,99090,71.88,0,9.6,10.64,10.91,11.06,11.17,11.24,11.290000000000001,11.33,11.38,175.88,176.22,176.32,176.39000000000001,176.45000000000002,176.48,176.52,176.55,176.59,25.98,25.73,25.57,25.38,25.2,25.01,24.82,24.64,24.26,N/A,N/A -2012,10,21,10,30,101410,100250,99130,74.21000000000001,0,9.21,10.23,10.48,10.63,10.73,10.8,10.85,10.89,10.93,174.15,174.48,174.62,174.74,174.85,174.94,175.03,175.12,175.28,25.900000000000002,25.64,25.48,25.28,25.1,24.91,24.72,24.54,24.150000000000002,N/A,N/A -2012,10,21,11,30,101420,100260,99140,76.27,0,8.64,9.540000000000001,9.76,9.89,9.97,10.03,10.07,10.1,10.120000000000001,173.68,174.21,174.49,174.76,175,175.21,175.42000000000002,175.61,176,25.85,25.580000000000002,25.42,25.22,25.04,24.85,24.650000000000002,24.47,24.080000000000002,N/A,N/A -2012,10,21,12,30,101470,100310,99190,76.11,0,9.32,10.31,10.55,10.68,10.77,10.81,10.83,10.84,10.82,169.8,170.04,170.28,170.59,170.89000000000001,171.19,171.51,171.8,172.44,25.810000000000002,25.54,25.38,25.19,25.01,24.82,24.62,24.44,24.060000000000002,N/A,N/A -2012,10,21,13,30,101500,100340,99220,71.18,0,7.930000000000001,8.77,8.98,9.120000000000001,9.22,9.290000000000001,9.34,9.39,9.46,168.13,168.28,168.44,168.62,168.78,168.95000000000002,169.12,169.27,169.61,26.04,25.78,25.62,25.43,25.25,25.060000000000002,24.87,24.69,24.310000000000002,N/A,N/A -2012,10,21,14,30,101540,100380,99260,75.97,0,7.3,8.05,8.24,8.370000000000001,8.46,8.52,8.57,8.620000000000001,8.68,172.81,172.98,173.07,173.17000000000002,173.25,173.32,173.4,173.46,173.6,25.94,25.67,25.51,25.32,25.14,24.95,24.75,24.57,24.19,N/A,N/A -2012,10,21,15,30,101560,100410,99280,76.56,0,7.7700000000000005,8.55,8.73,8.85,8.94,9,9.040000000000001,9.08,9.13,172.36,172.9,173.11,173.29,173.43,173.55,173.64000000000001,173.73,173.86,25.900000000000002,25.63,25.47,25.28,25.09,24.900000000000002,24.71,24.53,24.14,N/A,N/A -2012,10,21,16,30,101570,100410,99290,75.56,0,8.05,8.82,8.99,9.06,9.1,9.120000000000001,9.120000000000001,9.11,9.07,165.84,166.06,166.22,166.39000000000001,166.55,166.70000000000002,166.84,166.98,167.26,25.85,25.580000000000002,25.42,25.22,25.04,24.85,24.650000000000002,24.47,24.09,N/A,N/A -2012,10,21,17,30,101570,100410,99280,69.77,0,7.1000000000000005,7.78,7.95,8.040000000000001,8.11,8.16,8.2,8.23,8.28,170.38,170.33,170.29,170.24,170.19,170.14000000000001,170.1,170.06,169.96,26.04,25.79,25.63,25.44,25.26,25.07,24.88,24.7,24.32,N/A,N/A -2012,10,21,18,30,101570,100410,99290,73.27,0,7.1000000000000005,7.8100000000000005,7.98,8.08,8.15,8.2,8.24,8.27,8.3,170.17000000000002,169.99,169.92000000000002,169.86,169.82,169.77,169.74,169.71,169.66,25.990000000000002,25.72,25.560000000000002,25.37,25.18,24.990000000000002,24.8,24.61,24.23,N/A,N/A -2012,10,21,19,30,101560,100400,99280,72.43,0,7.17,7.91,8.1,8.22,8.31,8.38,8.44,8.48,8.540000000000001,163.59,164.07,164.34,164.57,164.76,164.93,165.08,165.21,165.45000000000002,26.09,25.830000000000002,25.67,25.48,25.29,25.11,24.91,24.73,24.35,N/A,N/A -2012,10,21,20,30,101560,100400,99270,75,0,7.2700000000000005,7.98,8.16,8.25,8.32,8.370000000000001,8.4,8.42,8.44,156.18,156.3,156.42000000000002,156.55,156.67000000000002,156.79,156.9,157.01,157.24,25.91,25.650000000000002,25.490000000000002,25.29,25.11,24.92,24.72,24.54,24.16,N/A,N/A -2012,10,21,21,30,101530,100370,99250,72.72,0,7.5600000000000005,8.290000000000001,8.47,8.57,8.65,8.700000000000001,8.74,8.77,8.81,160.32,160.45000000000002,160.5,160.52,160.53,160.52,160.5,160.48,160.43,25.990000000000002,25.73,25.57,25.38,25.2,25.01,24.82,24.64,24.25,N/A,N/A -2012,10,21,22,30,101530,100370,99250,75.23,0,7.72,8.55,8.76,8.89,8.98,9.05,9.1,9.14,9.19,154.62,154.73,154.84,154.95000000000002,155.05,155.16,155.26,155.35,155.54,25.93,25.66,25.5,25.3,25.12,24.93,24.740000000000002,24.55,24.17,N/A,N/A -2012,10,21,23,30,101510,100350,99230,74.12,0,8.85,9.76,9.97,10.09,10.17,10.23,10.26,10.28,10.290000000000001,157.33,157.66,157.78,157.89000000000001,157.97,158.04,158.1,158.16,158.26,25.89,25.62,25.46,25.27,25.080000000000002,24.900000000000002,24.7,24.52,24.14,N/A,N/A -2012,10,22,0,30,101520,100360,99240,75.60000000000001,0,9.19,10.25,10.51,10.68,10.790000000000001,10.86,10.9,10.94,10.97,153.56,153.59,153.62,153.63,153.64000000000001,153.64000000000001,153.64000000000001,153.64000000000001,153.62,25.8,25.52,25.36,25.16,24.97,24.79,24.59,24.400000000000002,24.02,N/A,N/A -2012,10,22,1,30,101520,100360,99230,73.12,0,7.57,8.33,8.540000000000001,8.68,8.78,8.86,8.93,8.98,9.08,155.23,155.25,155.23,155.20000000000002,155.16,155.13,155.09,155.05,154.97,25.810000000000002,25.54,25.38,25.18,25,24.810000000000002,24.62,24.43,24.05,N/A,N/A -2012,10,22,2,30,101530,100370,99240,72.5,0,9.41,10.39,10.64,10.790000000000001,10.89,10.96,11.01,11.05,11.09,153.71,153.9,154.01,154.11,154.20000000000002,154.28,154.36,154.44,154.58,25.830000000000002,25.560000000000002,25.41,25.21,25.03,24.84,24.650000000000002,24.47,24.09,N/A,N/A -2012,10,22,3,30,101520,100360,99240,70.77,0,8.65,9.5,9.71,9.82,9.9,9.96,9.99,10.02,10.06,154.35,154.29,154.29,154.3,154.31,154.32,154.34,154.35,154.38,25.8,25.53,25.37,25.18,25,24.810000000000002,24.61,24.43,24.05,N/A,N/A -2012,10,22,4,30,101500,100340,99220,66.78,0,8.5,9.35,9.58,9.72,9.81,9.89,9.950000000000001,10,10.07,164.33,163.99,163.8,163.61,163.45000000000002,163.29,163.14000000000001,163,162.73,25.91,25.66,25.51,25.310000000000002,25.13,24.95,24.75,24.57,24.2,N/A,N/A -2012,10,22,5,30,101500,100340,99220,68.55,0,8.96,9.77,9.950000000000001,10.03,10.08,10.11,10.13,10.14,10.14,161.92000000000002,162.07,162.03,161.94,161.83,161.71,161.58,161.44,161.15,25.82,25.55,25.39,25.2,25.01,24.830000000000002,24.63,24.45,24.060000000000002,N/A,N/A -2012,10,22,6,30,101520,100360,99230,69.76,0,9.290000000000001,10.21,10.44,10.56,10.65,10.72,10.76,10.8,10.85,157.21,157.97,158.37,158.76,159.13,159.45000000000002,159.79,160.1,160.71,25.84,25.57,25.400000000000002,25.22,25.03,24.84,24.650000000000002,24.46,24.080000000000002,N/A,N/A -2012,10,22,7,30,101540,100380,99250,73.07000000000001,0,8.78,9.76,10.03,10.200000000000001,10.32,10.42,10.5,10.57,10.67,162.9,163.25,163.39000000000001,163.51,163.61,163.70000000000002,163.79,163.87,164,25.73,25.44,25.28,25.09,24.900000000000002,24.71,24.52,24.330000000000002,23.95,N/A,N/A -2012,10,22,8,30,101540,100380,99250,75.65,0,8.98,9.88,10.08,10.18,10.24,10.27,10.28,10.290000000000001,10.27,158.93,158.97,159,159.02,159.03,159.04,159.04,159.03,159.02,25.59,25.3,25.14,24.94,24.75,24.560000000000002,24.37,24.18,23.8,N/A,N/A -2012,10,22,9,30,101560,100400,99280,75.3,0,7.86,8.700000000000001,8.91,9.040000000000001,9.13,9.200000000000001,9.25,9.290000000000001,9.34,160.38,159.8,159.67000000000002,159.59,159.56,159.55,159.56,159.58,159.67000000000002,25.67,25.37,25.2,25.01,24.810000000000002,24.62,24.43,24.240000000000002,23.85,N/A,N/A -2012,10,22,10,30,101580,100420,99290,75.03,0,7.98,8.790000000000001,8.99,9.1,9.18,9.23,9.27,9.290000000000001,9.33,158.9,158.47,158.3,158.14000000000001,158.01,157.88,157.76,157.65,157.43,25.560000000000002,25.26,25.09,24.89,24.7,24.51,24.32,24.13,23.740000000000002,N/A,N/A -2012,10,22,11,30,101620,100450,99330,78.12,0,7.49,8.22,8.39,8.5,8.58,8.63,8.67,8.71,8.76,154.4,154.35,154.36,154.37,154.4,154.42000000000002,154.45000000000002,154.48,154.54,25.5,25.19,25.02,24.82,24.63,24.44,24.240000000000002,24.060000000000002,23.67,N/A,N/A -2012,10,22,12,30,101620,100460,99340,78.8,0,7.37,8.08,8.25,8.34,8.4,8.45,8.47,8.5,8.52,152.73,152.73,152.84,152.96,153.07,153.19,153.32,153.45000000000002,153.71,25.45,25.14,24.97,24.77,24.580000000000002,24.39,24.2,24.01,23.63,N/A,N/A -2012,10,22,13,30,101670,100510,99380,74.89,0,6.92,7.63,7.82,7.96,8.06,8.14,8.22,8.28,8.4,150.29,150.43,150.53,150.62,150.70000000000002,150.78,150.86,150.93,151.09,25.57,25.28,25.12,24.93,24.75,24.560000000000002,24.37,24.19,23.81,N/A,N/A -2012,10,22,14,30,101680,100520,99390,77.98,0,6.99,7.7,7.87,7.97,8.040000000000001,8.1,8.14,8.17,8.22,152.42000000000002,152.23,152.08,151.92000000000002,151.77,151.62,151.47,151.32,151.02,25.54,25.240000000000002,25.07,24.87,24.68,24.5,24.3,24.12,23.73,N/A,N/A -2012,10,22,15,30,101690,100530,99400,75.39,0,6.87,7.48,7.62,7.7,7.75,7.78,7.8,7.82,7.8500000000000005,149.31,149.20000000000002,149.18,149.14000000000001,149.1,149.06,149.02,148.97,148.87,25.55,25.25,25.080000000000002,24.88,24.69,24.5,24.310000000000002,24.12,23.740000000000002,N/A,N/A -2012,10,22,16,30,101690,100530,99400,78.3,0,6.32,6.95,7.11,7.21,7.29,7.3500000000000005,7.4,7.44,7.51,138.89000000000001,139.46,139.78,140.07,140.33,140.57,140.8,141.01,141.41,25.57,25.26,25.09,24.900000000000002,24.71,24.52,24.32,24.14,23.75,N/A,N/A -2012,10,22,17,30,101690,100520,99400,77.60000000000001,0,6.03,6.55,6.67,6.74,6.79,6.83,6.86,6.88,6.91,134.13,134.34,134.54,134.74,134.93,135.11,135.31,135.49,135.86,25.580000000000002,25.28,25.11,24.91,24.72,24.53,24.34,24.150000000000002,23.77,N/A,N/A -2012,10,22,18,30,101670,100510,99380,77.35000000000001,0,5.79,6.24,6.33,6.36,6.38,6.38,6.37,6.37,6.34,138.19,138.64000000000001,138.9,139.18,139.44,139.68,139.94,140.19,140.71,25.61,25.3,25.13,24.94,24.75,24.560000000000002,24.37,24.18,23.8,N/A,N/A -2012,10,22,19,30,101660,100500,99380,75.56,0,6.69,7.2700000000000005,7.390000000000001,7.44,7.46,7.48,7.48,7.47,7.45,132.36,132.82,133.04,133.24,133.42000000000002,133.59,133.75,133.9,134.21,25.740000000000002,25.44,25.28,25.080000000000002,24.89,24.7,24.5,24.32,23.93,N/A,N/A -2012,10,22,20,30,101650,100490,99360,77.51,0,5.72,6.21,6.32,6.38,6.42,6.45,6.46,6.48,6.49,139.94,139.37,139.17000000000002,139.03,138.9,138.81,138.72,138.65,138.53,25.650000000000002,25.34,25.18,24.98,24.79,24.6,24.41,24.22,23.84,N/A,N/A -2012,10,22,21,30,101640,100480,99350,77.15,0,5.16,5.61,5.72,5.79,5.84,5.88,5.91,5.94,5.98,138.20000000000002,138.03,137.98,137.95000000000002,137.94,137.93,137.92000000000002,137.91,137.92000000000002,25.63,25.330000000000002,25.17,24.97,24.78,24.6,24.400000000000002,24.21,23.830000000000002,N/A,N/A -2012,10,22,22,30,101620,100450,99330,77.05,0,5.0200000000000005,5.48,5.58,5.65,5.7,5.73,5.76,5.78,5.8100000000000005,126.88000000000001,127.68,128.15,128.6,129.02,129.41,129.8,130.16,130.91,25.57,25.27,25.1,24.91,24.72,24.53,24.330000000000002,24.150000000000002,23.77,N/A,N/A -2012,10,22,23,30,101600,100440,99320,79.14,0,6.18,6.75,6.88,6.96,7.01,7.04,7.07,7.08,7.1000000000000005,127.19,127.63000000000001,127.84,128.03,128.2,128.35,128.49,128.61,128.84,25.400000000000002,25.080000000000002,24.91,24.72,24.53,24.34,24.14,23.95,23.57,N/A,N/A -2012,10,23,0,30,101590,100430,99300,76.01,0,6.55,7.1000000000000005,7.22,7.28,7.33,7.3500000000000005,7.37,7.390000000000001,7.4,130.29,130.74,130.99,131.23,131.45,131.66,131.86,132.04,132.43,25.34,25.03,24.86,24.66,24.47,24.28,24.09,23.900000000000002,23.52,N/A,N/A -2012,10,23,1,30,101590,100420,99300,75.42,0,7.07,7.61,7.72,7.7700000000000005,7.8,7.8100000000000005,7.82,7.82,7.83,137.88,137.51,137.38,137.28,137.21,137.14000000000001,137.09,137.04,136.97,25.28,24.96,24.79,24.6,24.41,24.22,24.03,23.84,23.46,N/A,N/A -2012,10,23,2,30,101570,100410,99280,74.05,0,5.83,6.36,6.5,6.58,6.65,6.7,6.74,6.78,6.8500000000000005,132.27,132.5,132.69,132.88,133.06,133.25,133.44,133.61,133.98,25.28,24.96,24.79,24.59,24.400000000000002,24.21,24.02,23.830000000000002,23.45,N/A,N/A -2012,10,23,3,30,101580,100420,99290,74.82000000000001,0,6.5600000000000005,7.16,7.32,7.43,7.51,7.57,7.63,7.67,7.75,135.18,135.14000000000001,135.14000000000001,135.14000000000001,135.15,135.17000000000002,135.19,135.2,135.25,25.18,24.85,24.68,24.48,24.28,24.1,23.900000000000002,23.71,23.32,N/A,N/A -2012,10,23,4,30,101550,100390,99270,78.76,0,7.3,7.94,8.1,8.17,8.22,8.26,8.28,8.290000000000001,8.3,131.49,131.77,131.92000000000002,132.06,132.18,132.29,132.39000000000001,132.48,132.66,25.02,24.68,24.51,24.310000000000002,24.12,23.93,23.73,23.54,23.16,N/A,N/A -2012,10,23,5,30,101530,100370,99250,75.14,0,6.88,7.51,7.68,7.78,7.8500000000000005,7.9,7.95,7.98,8.040000000000001,141.1,140.78,140.68,140.61,140.56,140.52,140.49,140.46,140.43,25.23,24.900000000000002,24.73,24.54,24.35,24.16,23.96,23.78,23.39,N/A,N/A -2012,10,23,6,30,101520,100360,99230,72.87,0,6.8100000000000005,7.49,7.67,7.78,7.86,7.92,7.97,8.02,8.08,143.11,142.61,142.38,142.19,142.02,141.87,141.72,141.6,141.35,25.3,24.98,24.810000000000002,24.61,24.42,24.23,24.03,23.85,23.46,N/A,N/A -2012,10,23,7,30,101530,100370,99250,75.13,0,7.58,8.32,8.51,8.63,8.73,8.8,8.85,8.9,8.98,142.68,143.63,144.1,144.51,144.86,145.18,145.47,145.75,146.24,25.26,24.96,24.79,24.6,24.41,24.23,24.03,23.85,23.47,N/A,N/A -2012,10,23,8,30,101540,100380,99250,76.61,0,7.13,7.75,7.9,7.97,8.03,8.06,8.08,8.1,8.11,143.01,143.21,143.37,143.56,143.74,143.91,144.1,144.27,144.64000000000001,25.2,24.88,24.71,24.51,24.32,24.13,23.93,23.75,23.36,N/A,N/A -2012,10,23,9,30,101520,100360,99240,75.84,0,6.0200000000000005,6.61,6.76,6.8500000000000005,6.92,6.97,7.01,7.04,7.09,147.21,146.99,146.99,147.02,147.06,147.11,147.17000000000002,147.23,147.37,25.22,24.900000000000002,24.72,24.52,24.330000000000002,24.14,23.94,23.76,23.37,N/A,N/A -2012,10,23,10,30,101540,100380,99260,72.93,0,6.29,6.8500000000000005,6.98,7.05,7.1000000000000005,7.140000000000001,7.17,7.2,7.24,150.18,150.03,149.95000000000002,149.86,149.78,149.71,149.64000000000001,149.58,149.47,25.400000000000002,25.1,24.93,24.73,24.54,24.36,24.16,23.97,23.59,N/A,N/A -2012,10,23,11,30,101550,100380,99260,73.14,0,5.82,6.2700000000000005,6.3500000000000005,6.390000000000001,6.41,6.42,6.42,6.42,6.41,151.19,151.41,151.58,151.75,151.91,152.06,152.20000000000002,152.34,152.62,25.36,25.05,24.89,24.69,24.5,24.32,24.12,23.93,23.55,N/A,N/A -2012,10,23,12,30,101570,100410,99290,71.2,0,5.66,6.1000000000000005,6.19,6.22,6.24,6.24,6.25,6.25,6.24,158.37,157.82,157.47,157.1,156.76,156.44,156.13,155.83,155.25,25.47,25.17,25.01,24.810000000000002,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,23,13,30,101570,100410,99280,71.95,0,4.8,5.26,5.37,5.44,5.49,5.54,5.57,5.6000000000000005,5.64,156.88,156.53,156.36,156.20000000000002,156.07,155.94,155.82,155.71,155.49,25.43,25.13,24.96,24.77,24.580000000000002,24.39,24.19,24.01,23.62,N/A,N/A -2012,10,23,14,30,101600,100430,99310,73.18,0,4.66,5.0200000000000005,5.09,5.13,5.15,5.17,5.18,5.19,5.2,151.76,151.96,152.05,152.1,152.15,152.19,152.22,152.24,152.27,25.39,25.080000000000002,24.92,24.72,24.54,24.35,24.150000000000002,23.96,23.580000000000002,N/A,N/A -2012,10,23,15,30,101600,100430,99310,72.76,0,3.67,3.94,4,4.04,4.0600000000000005,4.08,4.1,4.11,4.13,159.13,158.25,157.70000000000002,157.18,156.71,156.27,155.84,155.44,154.63,25.45,25.150000000000002,24.990000000000002,24.79,24.61,24.42,24.22,24.04,23.650000000000002,N/A,N/A -2012,10,23,16,30,101610,100450,99320,72.83,0,3.47,3.73,3.79,3.84,3.87,3.9,3.92,3.95,3.99,137.89000000000001,138.47,138.81,139.1,139.34,139.57,139.77,139.95000000000002,140.3,25.44,25.14,24.97,24.77,24.580000000000002,24.39,24.2,24.01,23.63,N/A,N/A -2012,10,23,17,30,101600,100440,99310,72.32000000000001,0,3.61,3.88,3.95,3.99,4.0200000000000005,4.05,4.07,4.09,4.12,129.41,129.7,129.91,130.09,130.25,130.41,130.56,130.7,130.98,25.5,25.18,25.01,24.82,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,23,18,30,101580,100420,99290,74,0,3.43,3.66,3.7,3.73,3.75,3.77,3.7800000000000002,3.79,3.81,125.5,126.37,126.87,127.34,127.75,128.13,128.5,128.85,129.53,25.51,25.18,25.01,24.810000000000002,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,23,19,30,101560,100400,99280,74.73,0,3.31,3.5,3.54,3.56,3.5700000000000003,3.58,3.58,3.59,3.59,123.38000000000001,123.61,123.78,123.94,124.08,124.22,124.35000000000001,124.48,124.76,25.45,25.12,24.95,24.75,24.560000000000002,24.37,24.17,23.990000000000002,23.6,N/A,N/A -2012,10,23,20,30,101540,100380,99250,74.67,0,2.99,3.18,3.22,3.25,3.27,3.2800000000000002,3.3000000000000003,3.31,3.34,115.51,115.57000000000001,115.66,115.74000000000001,115.82000000000001,115.9,115.98,116.05,116.22,25.47,25.14,24.97,24.77,24.580000000000002,24.39,24.19,24,23.62,N/A,N/A -2012,10,23,21,30,101530,100370,99250,75.47,0,3.18,3.37,3.42,3.44,3.46,3.47,3.48,3.49,3.5100000000000002,117.26,117.63,117.88,118.11,118.32000000000001,118.52,118.72,118.9,119.26,25.490000000000002,25.17,25,24.8,24.61,24.42,24.23,24.04,23.66,N/A,N/A -2012,10,23,22,30,101520,100360,99230,77.97,0,3.58,3.8200000000000003,3.87,3.91,3.93,3.94,3.96,3.97,3.98,116.22,116.49000000000001,116.7,116.91,117.11,117.3,117.5,117.68,118.06,25.400000000000002,25.09,24.92,24.72,24.54,24.35,24.150000000000002,23.96,23.580000000000002,N/A,N/A -2012,10,23,23,30,101490,100330,99200,79.47,0,3.77,4.0200000000000005,4.07,4.09,4.11,4.12,4.12,4.13,4.13,106.91,107.32000000000001,107.54,107.77,107.99000000000001,108.2,108.43,108.65,109.16,-23.150000000000002,24.89,24.72,24.52,24.330000000000002,24.14,23.95,23.76,23.38,N/A,N/A -2012,10,24,0,30,101500,100340,99210,80.66,0,4.09,4.36,4.4,4.42,4.43,4.43,4.43,4.42,4.4,112.77,112.65,112.63,112.64,112.65,112.68,112.71000000000001,112.75,112.82000000000001,25.16,24.84,24.67,24.47,24.28,24.1,23.900000000000002,23.71,23.330000000000002,N/A,N/A -2012,10,24,1,30,101500,100340,99210,82.59,0,4.4,4.72,4.79,4.83,4.86,4.88,4.9,4.91,4.93,108.09,108.24000000000001,108.32000000000001,108.41,108.48,108.56,108.65,108.74000000000001,108.93,25.060000000000002,24.73,24.560000000000002,24.36,24.18,23.990000000000002,23.79,23.6,23.22,N/A,N/A -2012,10,24,2,30,101490,100330,99210,83.91,0,4.21,4.5,4.57,4.61,4.64,4.66,4.67,4.68,4.69,111.62,112.16,112.39,112.59,112.77,112.94,113.12,113.28,113.64,25.07,24.75,24.580000000000002,24.38,24.19,24,23.81,23.63,23.240000000000002,N/A,N/A -2012,10,24,3,30,101490,100330,99200,83.49,0,4.49,4.82,4.89,4.93,4.96,4.98,5,5.0200000000000005,5.04,119.32000000000001,119.49000000000001,119.56,119.63,119.71000000000001,119.78,119.86,119.94,120.13,25.150000000000002,24.830000000000002,24.66,24.46,24.27,24.09,23.89,23.71,23.330000000000002,N/A,N/A -2012,10,24,4,30,101470,100310,99190,83.84,0,5,5.44,5.55,5.62,5.66,5.7,5.74,5.76,5.8100000000000005,126.93,127.14,127.25,127.36,127.46000000000001,127.55,127.64,127.73,127.93,25.28,24.96,24.79,24.6,24.41,24.22,24.02,23.84,23.45,N/A,N/A -2012,10,24,5,30,101480,100320,99190,83.58,0,5.3500000000000005,5.8,5.91,5.97,6.01,6.05,6.07,6.09,6.13,130.91,131.44,131.75,132.05,132.32,132.59,132.86,133.11,133.65,25.32,25,24.84,24.64,24.45,24.26,24.07,23.89,23.5,N/A,N/A -2012,10,24,6,30,101480,100320,99190,83.53,0,4.65,5.03,5.11,5.17,5.2,5.23,5.26,5.2700000000000005,5.3100000000000005,135.8,136.07,136.2,136.3,136.38,136.47,136.54,136.61,136.76,25.48,25.17,25,24.810000000000002,24.62,24.43,24.23,24.05,23.67,N/A,N/A -2012,10,24,7,30,101500,100340,99210,84.38,0,5.4,5.89,6.01,6.09,6.140000000000001,6.19,6.23,6.26,6.3100000000000005,138.12,138.32,138.43,138.54,138.65,138.75,138.84,138.94,139.14000000000001,25.52,25.22,25.05,24.85,24.67,24.48,24.28,24.1,23.71,N/A,N/A -2012,10,24,8,30,101490,100330,99200,84.54,0,5.82,6.36,6.49,6.5600000000000005,6.61,6.65,6.67,6.7,6.73,152.29,152.13,152.01,151.88,151.75,151.63,151.51,151.39000000000001,151.14000000000001,25.52,25.21,25.04,24.85,24.66,24.47,24.28,24.1,23.72,N/A,N/A -2012,10,24,9,30,101490,100330,99210,85.59,0,5.79,6.3100000000000005,6.41,6.47,6.51,6.53,6.55,6.5600000000000005,6.57,145.89000000000001,146.20000000000002,146.37,146.54,146.69,146.83,146.97,147.09,147.35,25.57,25.26,25.09,24.900000000000002,24.71,24.53,24.330000000000002,24.150000000000002,23.77,N/A,N/A -2012,10,24,10,30,101500,100340,99220,84.23,0,5.66,6.23,6.38,6.49,6.58,6.65,6.71,6.76,6.8500000000000005,147.58,148.55,148.94,149.29,149.59,149.86,150.11,150.34,150.76,25.73,25.45,25.29,25.1,24.92,24.73,24.54,24.36,23.98,N/A,N/A -2012,10,24,11,30,101510,100350,99230,86.53,0,4.18,4.61,4.75,4.86,4.94,5.01,5.08,5.14,5.25,160.28,160.03,159.79,159.57,159.39000000000001,159.22,159.07,158.92000000000002,158.67000000000002,25.560000000000002,25.25,25.080000000000002,24.89,24.7,24.51,24.32,24.14,23.75,N/A,N/A -2012,10,24,12,30,101540,100380,99260,84.52,0,4.95,5.5200000000000005,5.69,5.82,5.93,6.0200000000000005,6.12,6.21,6.37,150.07,150.13,150.18,150.25,150.37,150.52,150.66,150.79,150.97,25.71,25.43,25.27,25.080000000000002,24.900000000000002,24.72,24.54,24.36,24,N/A,N/A -2012,10,24,13,30,101540,100380,99260,80.92,0,6.62,7.2,7.33,7.390000000000001,7.42,7.44,7.46,7.46,7.49,141.96,141.94,142.04,142.13,142.23,142.32,142.43,142.52,142.77,25.91,25.64,25.490000000000002,25.3,25.12,24.93,24.75,24.57,24.21,N/A,N/A -2012,10,24,14,30,101570,100410,99290,84.36,0,7.11,7.83,8.01,8.11,8.19,8.23,8.27,8.3,8.33,141.46,141.67000000000002,141.77,141.84,141.9,141.94,141.98,142,142.04,25.77,25.48,25.32,25.13,24.94,24.75,24.560000000000002,24.38,23.990000000000002,N/A,N/A -2012,10,24,15,30,101570,100410,99290,85.16,0,6.5600000000000005,7.19,7.33,7.41,7.46,7.5,7.53,7.55,7.57,136.3,136.26,136.28,136.32,136.36,136.4,136.45,136.49,136.59,25.71,25.41,25.240000000000002,25.04,24.86,24.67,24.47,24.29,23.900000000000002,N/A,N/A -2012,10,24,16,30,101560,100400,99280,85.34,0,6.2,6.75,6.890000000000001,6.96,7.01,7.04,7.07,7.08,7.1000000000000005,135.66,135.81,135.87,135.93,135.98,136.03,136.09,136.14000000000001,136.22,25.650000000000002,25.34,25.17,24.98,24.79,24.6,24.41,24.22,23.84,N/A,N/A -2012,10,24,17,30,101530,100370,99250,83.91,0,5.2700000000000005,5.69,5.78,5.82,5.8500000000000005,5.86,5.87,5.87,5.86,140.56,140.63,140.70000000000002,140.77,140.82,140.87,140.93,140.98,141.08,25.68,25.37,25.2,25,24.810000000000002,24.62,24.43,24.240000000000002,23.86,N/A,N/A -2012,10,24,18,30,101510,100350,99230,81.60000000000001,0,5.41,5.86,5.95,5.99,6.0200000000000005,6.03,6.03,6.03,6.0200000000000005,136.95000000000002,136.98,137.08,137.17000000000002,137.25,137.33,137.42000000000002,137.51,137.70000000000002,25.740000000000002,25.43,25.26,25.060000000000002,24.87,24.68,24.48,24.3,23.92,N/A,N/A -2012,10,24,19,30,101490,100340,99210,81.8,0,4.91,5.2700000000000005,5.34,5.37,5.39,5.4,5.41,5.41,5.41,132.63,132.92000000000002,133.06,133.19,133.28,133.36,133.44,133.51,133.64000000000001,25.650000000000002,25.330000000000002,25.16,24.97,24.78,24.59,24.400000000000002,24.21,23.830000000000002,N/A,N/A -2012,10,24,20,30,101470,100310,99190,84.06,0,4.86,5.26,5.34,5.38,5.41,5.43,5.44,5.44,5.44,129.79,129.95,130,130.02,130.03,130.04,130.03,130.02,129.98,25.580000000000002,25.26,25.080000000000002,24.89,24.69,24.5,24.310000000000002,24.12,23.740000000000002,N/A,N/A -2012,10,24,21,30,101440,100280,99160,84.18,0,5.13,5.53,5.62,5.67,5.7,5.72,5.74,5.75,5.76,120.87,121.36,121.67,121.93,122.16,122.37,122.56,122.74000000000001,123.06,25.48,25.17,25.01,24.810000000000002,24.62,24.43,24.240000000000002,24.05,23.67,N/A,N/A -2012,10,24,22,30,101420,100260,99140,82.97,0,4.95,5.36,5.46,5.5200000000000005,5.57,5.6000000000000005,5.63,5.66,5.72,124.89,124.87,124.9,124.94,124.98,125.02,125.07000000000001,125.13000000000001,125.27,25.57,25.26,25.1,24.900000000000002,24.72,24.54,24.34,24.16,23.78,N/A,N/A -2012,10,24,23,30,101390,100230,99110,86.43,0,5.09,5.46,5.53,5.5600000000000005,5.58,5.58,5.58,5.58,5.5600000000000005,127.56,127.26,127.09,126.92,126.75,126.60000000000001,126.45,126.3,125.98,25.43,25.11,24.95,24.75,24.560000000000002,24.37,24.18,23.990000000000002,23.61,N/A,N/A -2012,10,25,0,30,101360,100210,99080,86.16,0,4.86,5.25,5.33,5.38,5.42,5.44,5.47,5.49,5.55,128.05,128.26,128.37,128.49,128.62,128.74,128.88,129.03,129.43,25.44,25.13,24.97,24.77,24.59,24.400000000000002,24.21,24.03,23.66,N/A,N/A -2012,10,25,1,30,101370,100210,99090,84.07000000000001,0,7.94,8.63,8.78,8.85,8.9,8.92,8.93,8.94,8.94,133.36,133.58,133.72,133.88,134.04,134.19,134.36,134.51,134.84,25.75,25.46,25.3,25.1,24.92,24.73,24.54,24.36,23.98,N/A,N/A -2012,10,25,2,30,101340,100180,99060,87.94,0,7.55,8.27,8.44,8.53,8.59,8.63,8.65,8.66,8.66,132.56,132.73,132.8,132.86,132.9,132.93,132.96,132.98,133.01,25.490000000000002,25.18,25.01,24.82,24.63,24.44,24.25,24.07,23.69,N/A,N/A -2012,10,25,3,30,101330,100180,99060,87.54,0,8.23,9.05,9.24,9.34,9.41,9.450000000000001,9.48,9.49,9.49,133.56,133.65,133.7,133.75,133.8,133.84,133.88,133.93,134.03,25.53,25.22,25.05,24.85,24.66,24.48,24.28,24.1,23.71,N/A,N/A -2012,10,25,4,30,101290,100130,99010,88.71000000000001,0,8.59,9.52,9.75,9.9,10,10.08,10.14,10.19,10.26,135.61,135.97,136.11,136.25,136.38,136.49,136.61,136.71,136.92000000000002,25.61,25.3,25.13,24.94,24.75,24.57,24.37,24.19,23.81,N/A,N/A -2012,10,25,5,30,101260,100100,98990,86.03,0,8.870000000000001,9.83,10.06,10.19,10.290000000000001,10.35,10.4,10.43,10.48,136.15,136.37,136.5,136.62,136.73,136.83,136.93,137.01,137.20000000000002,25.67,25.37,25.21,25.02,24.830000000000002,24.650000000000002,24.45,24.27,23.89,N/A,N/A -2012,10,25,6,30,101250,100090,98970,83.26,0,9.84,10.9,11.14,11.27,11.35,11.4,11.43,11.450000000000001,11.44,139.98,139.95000000000002,139.97,140,140.03,140.06,140.11,140.16,140.28,25.72,25.44,25.28,25.09,24.900000000000002,24.72,24.53,24.35,23.97,N/A,N/A -2012,10,25,7,30,101260,100110,98990,81.69,0,9.46,10.5,10.77,10.94,11.07,11.15,11.22,11.28,11.35,145.88,145.99,146.03,146.08,146.13,146.18,146.24,146.29,146.4,25.71,25.44,25.28,25.09,24.91,24.72,24.53,24.35,23.97,N/A,N/A -2012,10,25,8,30,101220,100070,98950,85.08,0,9.52,10.56,10.82,10.98,11.1,11.18,11.24,11.28,11.34,147.41,147.47,147.52,147.56,147.59,147.62,147.64000000000001,147.67000000000002,147.72,25.57,25.28,25.12,24.92,24.73,24.54,24.35,24.16,23.78,N/A,N/A -2012,10,25,9,30,101210,100050,98930,81.5,0,9.49,10.53,10.790000000000001,10.950000000000001,11.06,11.14,11.19,11.23,11.27,153.45000000000002,153.75,153.87,153.98,154.07,154.16,154.24,154.31,154.45000000000002,25.69,25.42,25.26,25.080000000000002,24.89,24.71,24.52,24.34,23.96,N/A,N/A -2012,10,25,10,30,101200,100050,98930,78.3,0,9.02,10.01,10.25,10.39,10.5,10.57,10.620000000000001,10.66,10.71,155.45000000000002,155.26,155.26,155.28,155.31,155.34,155.38,155.43,155.53,25.8,25.54,25.38,25.19,25,24.82,24.62,24.44,24.07,N/A,N/A -2012,10,25,11,30,101210,100050,98930,77.58,0,8.9,9.88,10.120000000000001,10.26,10.36,10.43,10.47,10.51,10.55,158.56,158.67000000000002,158.74,158.81,158.88,158.94,159.02,159.08,159.21,25.8,25.53,25.36,25.17,24.990000000000002,24.8,24.61,24.43,24.04,N/A,N/A -2012,10,25,12,30,101220,100060,98940,75.93,0,9.120000000000001,10.15,10.42,10.59,10.72,10.81,10.88,10.93,11.01,163.23,163.53,163.62,163.71,163.77,163.83,163.88,163.93,164.03,26.01,25.78,25.63,25.44,25.26,25.09,24.900000000000002,24.72,24.34,N/A,N/A -2012,10,25,13,30,101240,100080,98960,79.01,0,9.14,10.17,10.46,10.64,10.77,10.870000000000001,10.950000000000001,11.01,11.1,166.55,166.74,166.79,166.83,166.85,166.88,166.9,166.91,166.95000000000002,25.87,25.63,25.48,25.3,25.12,24.93,24.75,24.57,24.19,N/A,N/A -2012,10,25,14,30,101290,100130,99020,80.72,0,7.94,8.74,8.950000000000001,9.07,9.16,9.22,9.26,9.3,9.35,163.6,163.77,163.87,163.99,164.1,164.21,164.33,164.45000000000002,164.69,25.830000000000002,25.57,25.42,25.23,25.04,24.86,24.67,24.490000000000002,24.12,N/A,N/A -2012,10,25,15,30,101300,100140,99020,82.04,0,7.140000000000001,7.82,7.97,8.05,8.1,8.13,8.14,8.15,8.14,156.6,157.03,157.25,157.46,157.65,157.83,158.02,158.20000000000002,158.6,25.75,25.48,25.330000000000002,25.14,24.96,24.77,24.580000000000002,24.400000000000002,24.03,N/A,N/A -2012,10,25,16,30,101280,100130,99010,79.49,0,5.97,6.5600000000000005,6.72,6.8100000000000005,6.890000000000001,6.94,6.99,7.0200000000000005,7.08,162.69,162.56,162.51,162.47,162.42000000000002,162.38,162.34,162.31,162.22,25.91,25.650000000000002,25.5,25.310000000000002,25.12,24.94,24.75,24.57,24.19,N/A,N/A -2012,10,25,17,30,101280,100120,99000,79.21000000000001,0,5.53,6.03,6.140000000000001,6.2,6.25,6.28,6.3,6.32,6.37,157.75,158.08,158.26,158.42000000000002,158.56,158.70000000000002,158.83,158.96,159.27,25.94,25.67,25.51,25.330000000000002,25.150000000000002,24.96,24.78,24.6,24.23,N/A,N/A -2012,10,25,18,30,101290,100140,99020,80.7,0,5.28,5.73,5.83,5.87,5.91,5.93,5.94,5.95,5.96,156.31,156.46,156.54,156.63,156.71,156.8,156.88,156.97,157.16,25.91,25.63,25.47,25.28,25.09,24.900000000000002,24.72,24.53,24.150000000000002,N/A,N/A -2012,10,25,19,30,101300,100150,99030,81.10000000000001,0,4.6000000000000005,4.97,5.05,5.09,5.11,5.13,5.13,5.14,5.14,152.99,153.03,153.09,153.16,153.23,153.31,153.4,153.47,153.66,25.93,25.650000000000002,25.48,25.28,25.1,24.91,24.72,24.53,24.150000000000002,N/A,N/A -2012,10,25,20,30,101270,100110,99000,80.98,0,4.25,4.57,4.63,4.66,4.68,4.7,4.71,4.72,4.73,148.23,148.5,148.69,148.89000000000001,149.06,149.22,149.39000000000001,149.56,149.89000000000001,25.92,25.62,25.46,25.26,25.07,24.89,24.69,24.5,24.12,N/A,N/A -2012,10,25,21,30,101250,100090,98980,81.27,0,4.8500000000000005,5.25,5.33,5.38,5.4,5.43,5.44,5.45,5.47,145.5,145.77,145.91,146.04,146.16,146.27,146.38,146.47,146.66,25.900000000000002,25.62,25.45,25.26,25.07,24.88,24.69,24.5,24.12,N/A,N/A -2012,10,25,22,30,101220,100060,98950,80.21000000000001,0,4.07,4.4,4.47,4.5,4.53,4.54,4.55,4.5600000000000005,4.57,145.94,145.8,145.69,145.57,145.45000000000002,145.33,145.21,145.1,144.83,25.85,25.59,25.43,25.23,25.05,24.86,24.67,24.48,24.1,N/A,N/A -2012,10,25,23,30,101240,100090,98970,83.06,0,3.91,4.24,4.32,4.37,4.4,4.43,4.45,4.46,4.49,138.42000000000002,138.70000000000002,138.94,139.16,139.35,139.53,139.70000000000002,139.87,140.20000000000002,25.73,25.45,25.3,25.1,24.92,24.73,24.54,24.35,23.97,N/A,N/A -2012,10,26,0,30,101260,100110,98990,84.74,0,4.32,4.68,4.76,4.8,4.82,4.84,4.86,4.87,4.89,141.84,142.06,142.18,142.29,142.39000000000001,142.5,142.6,142.68,142.89000000000001,25.61,25.330000000000002,25.17,24.98,24.79,24.61,24.41,24.23,23.85,N/A,N/A -2012,10,26,1,30,101260,100110,98990,84.9,0,4.86,5.28,5.36,5.4,5.43,5.44,5.45,5.46,5.47,140.45000000000002,140.78,140.94,141.07,141.17000000000002,141.26,141.33,141.39000000000001,141.46,25.650000000000002,25.36,25.2,25.01,24.82,24.63,24.44,24.26,23.88,N/A,N/A -2012,10,26,2,30,101290,100140,99020,84.7,0,5.92,6.45,6.5600000000000005,6.61,6.640000000000001,6.65,6.66,6.66,6.63,139.06,139.21,139.36,139.52,139.66,139.81,139.95000000000002,140.09,140.35,25.7,25.42,25.26,25.07,24.89,24.7,24.5,24.32,23.94,N/A,N/A -2012,10,26,3,30,101300,100150,99030,84.55,0,5.46,5.96,6.07,6.140000000000001,6.18,6.21,6.22,6.23,6.23,135.94,136.53,136.92000000000002,137.33,137.70000000000002,138.06,138.43,138.77,139.47,25.67,25.39,25.23,25.04,24.86,24.67,24.48,24.29,23.92,N/A,N/A -2012,10,26,4,30,101310,100160,99030,84.3,0,4.9,5.32,5.41,5.46,5.5,5.5200000000000005,5.53,5.54,5.55,137.51,137.55,137.58,137.6,137.61,137.62,137.63,137.64000000000001,137.67000000000002,25.5,25.21,25.04,24.85,24.66,24.48,24.28,24.1,23.72,N/A,N/A -2012,10,26,5,30,101310,100150,99030,84.7,0,4.32,4.64,4.72,4.75,4.78,4.8,4.8100000000000005,4.82,4.83,134.29,134.48,134.51,134.55,134.59,134.64000000000001,134.69,134.73,134.85,25.37,25.07,24.900000000000002,24.7,24.51,24.330000000000002,24.13,23.95,23.56,N/A,N/A -2012,10,26,6,30,101330,100170,99050,87.56,0,4.72,5.05,5.11,5.13,5.14,5.15,5.14,5.13,5.11,139.02,139.34,139.51,139.70000000000002,139.88,140.07,140.28,140.48,140.96,25.22,24.900000000000002,24.72,24.53,24.34,24.150000000000002,23.96,23.78,23.39,N/A,N/A -2012,10,26,7,30,101360,100200,99080,87.97,0,4.0600000000000005,4.3100000000000005,4.3500000000000005,4.36,4.37,4.37,4.36,4.36,4.34,138.39000000000001,138.59,138.74,138.91,139.08,139.27,139.49,139.71,140.29,25.13,24.810000000000002,24.64,24.44,24.25,24.07,23.87,23.69,23.31,N/A,N/A -2012,10,26,8,30,101380,100220,99100,85.71000000000001,0,2.5500000000000003,2.66,2.66,2.66,2.65,2.64,2.62,2.61,2.58,151.68,151.83,152.03,152.24,152.45000000000002,152.65,152.88,153.1,153.63,25.17,24.86,24.69,24.5,24.310000000000002,24.12,23.93,23.740000000000002,23.36,N/A,N/A -2012,10,26,9,30,101390,100230,99100,86.64,0,2.58,2.71,2.74,2.75,2.7600000000000002,2.7600000000000002,2.7600000000000002,2.7600000000000002,2.77,160.59,161.15,161.46,161.81,162.17000000000002,162.54,162.97,163.39000000000001,164.42000000000002,25.080000000000002,24.76,24.59,24.39,24.21,24.02,23.82,23.64,23.26,N/A,N/A -2012,10,26,10,30,101420,100260,99140,86.53,0,1.68,1.77,1.79,1.81,1.82,1.83,1.84,1.85,1.87,170.59,171.88,172.53,173.17000000000002,173.75,174.33,174.93,175.51,176.8,25.1,24.79,24.62,24.43,24.240000000000002,24.05,23.85,23.67,23.29,N/A,N/A -2012,10,26,11,30,101450,100290,99170,84.85000000000001,0,1.1,1.18,1.2,1.23,1.25,1.27,1.29,1.31,1.36,218.71,219.07,219.43,219.76,220.05,220.35,220.61,220.84,221.38,25.19,24.88,24.71,24.52,24.330000000000002,24.14,23.95,23.77,23.39,N/A,N/A -2012,10,26,12,30,101490,100340,99210,83.92,0,0.8300000000000001,0.87,0.88,0.89,0.9,0.91,0.93,0.9400000000000001,0.98,304.59000000000003,300.74,298.45,296.13,294.05,292.04,290.08,288.23,284.54,25.23,24.93,24.76,24.57,24.38,24.19,24,23.81,23.43,N/A,N/A -2012,10,26,13,30,101520,100360,99230,85.34,0,1.78,1.83,1.82,1.8,1.78,1.77,1.75,1.73,1.69,358.69,357.17,356.18,355.15000000000003,354.16,353.18,352.12,351.12,348.86,25.150000000000002,24.84,24.67,24.47,24.29,24.1,23.91,23.72,23.34,N/A,N/A -2012,10,26,14,30,101590,100410,99280,99.42,0,9.89,10.44,10.46,10.33,10.09,9.78,9.14,8.49,7.19,337.75,337.8,337.77,337.66,337.36,336.93,335.93,334.90000000000003,333.05,21.96,21.490000000000002,21.330000000000002,21.21,21.14,21.12,21.19,21.29,21.53,N/A,N/A -2012,10,26,15,30,101600,100420,99280,94.03,1.5,10.620000000000001,11.41,11.540000000000001,11.58,11.57,11.55,11.5,11.450000000000001,11.3,350.74,350.79,350.74,350.69,350.63,350.57,350.5,350.42,350.17,21.16,20.57,20.35,20.13,19.93,19.75,19.55,19.38,19.02,N/A,N/A -2012,10,26,16,30,101650,100470,99320,92.8,0,9.39,10.040000000000001,10.17,10.22,10.24,10.24,10.22,10.21,10.15,1.3,1.36,1.4000000000000001,1.44,1.51,1.57,1.6500000000000001,1.74,1.97,20.490000000000002,19.89,19.67,19.45,19.25,19.06,18.86,18.68,18.31,N/A,N/A -2012,10,26,17,30,101610,100430,99280,90.5,0,10.48,11.23,11.35,11.38,11.370000000000001,11.35,11.31,11.26,11.15,353.19,353.55,353.73,353.91,354.12,354.31,354.57,354.82,355.57,20.32,19.7,19.47,19.26,19.07,18.88,18.69,18.52,18.17,N/A,N/A -2012,10,26,18,30,101650,100470,99320,86.25,0,10.11,10.86,11,11.06,11.08,11.08,11.06,11.040000000000001,10.96,355.90000000000003,356.08,356.18,356.3,356.42,356.54,356.69,356.83,357.2,20.490000000000002,19.87,19.64,19.41,19.21,19.01,18.81,18.63,18.240000000000002,N/A,N/A -2012,10,26,19,30,101670,100490,99330,84.37,0,10.74,11.57,11.73,11.790000000000001,11.82,11.83,11.81,11.790000000000001,11.72,352.38,352.85,353.14,353.43,353.71,353.97,354.25,354.52,355.11,20.29,19.650000000000002,19.41,19.19,18.98,18.79,18.580000000000002,18.39,18.01,N/A,N/A -2012,10,26,20,30,101690,100500,99350,83.2,0,10.98,11.84,12.01,12.09,12.120000000000001,12.13,12.13,12.120000000000001,12.06,359.35,359.51,359.6,359.69,359.77,359.85,359.93,0.01,0.17,19.84,19.17,18.92,18.69,18.47,18.28,18.07,17.88,17.48,N/A,N/A -2012,10,26,21,30,101730,100530,99380,84.36,0,11.28,12.16,12.35,12.44,12.49,12.52,12.52,12.51,12.47,355.69,355.84000000000003,355.94,356.03000000000003,356.12,356.2,356.29,356.37,356.53000000000003,19.11,18.39,18.13,17.89,17.67,17.47,17.26,17.06,16.67,N/A,N/A -2012,10,26,22,30,101750,100550,99390,85.19,0,11.84,12.780000000000001,12.99,13.08,13.120000000000001,13.15,13.15,13.15,13.11,356.28000000000003,356.40000000000003,356.47,356.54,356.62,356.68,356.75,356.82,356.98,18.43,17.67,17.400000000000002,17.16,16.94,16.73,16.52,16.330000000000002,15.93,N/A,N/A -2012,10,26,23,30,101780,100580,99410,86.53,0,12.76,13.85,14.1,14.22,14.290000000000001,14.34,14.36,14.370000000000001,14.36,0.9,0.97,0.97,0.97,0.96,0.96,0.96,0.96,0.96,17.78,16.95,16.67,16.43,16.19,15.99,15.77,15.58,15.18,N/A,N/A -2012,10,27,0,30,101830,100630,99460,85.27,0,12.19,13.15,13.35,13.43,13.46,13.47,13.450000000000001,13.43,13.370000000000001,358.47,358.63,358.71,358.79,358.87,358.95,359.04,359.13,359.32,17.09,16.26,15.98,15.74,15.51,15.31,15.1,14.9,14.51,N/A,N/A -2012,10,27,1,30,101890,100680,99500,86.32000000000001,0,12.67,13.69,13.92,14.030000000000001,14.1,14.14,14.16,14.17,14.16,6.54,6.69,6.78,6.86,6.94,7,7.08,7.15,7.3100000000000005,16.51,15.64,15.34,15.09,14.86,14.65,14.43,14.24,13.84,N/A,N/A -2012,10,27,2,30,101930,100720,99540,86.77,0,13.030000000000001,14.11,14.35,14.47,14.540000000000001,14.59,14.61,14.620000000000001,14.61,6.18,6.43,6.5600000000000005,6.69,6.8100000000000005,6.92,7.05,7.16,7.41,15.94,15.02,14.72,14.46,14.23,14.02,13.8,13.6,13.200000000000001,N/A,N/A -2012,10,27,3,30,101960,100740,99570,87.68,0,12.05,13.01,13.23,13.35,13.42,13.46,13.49,13.51,13.52,9.86,9.950000000000001,10.02,10.07,10.13,10.18,10.23,10.28,10.38,15.68,14.790000000000001,14.49,14.24,14,13.790000000000001,13.57,13.370000000000001,12.97,N/A,N/A -2012,10,27,4,30,101930,100720,99540,86.9,0,12.32,13.280000000000001,13.5,13.620000000000001,13.68,13.73,13.75,13.76,13.77,5.61,5.74,5.83,5.92,5.99,6.0600000000000005,6.140000000000001,6.21,6.36,15.42,14.51,14.21,13.950000000000001,13.72,13.51,13.290000000000001,13.09,12.69,N/A,N/A -2012,10,27,5,30,101940,100730,99550,85.67,0,12.49,13.51,13.75,13.88,13.950000000000001,14.01,14.040000000000001,14.06,14.07,7.72,7.99,8.13,8.27,8.4,8.53,8.65,8.77,9.03,15.13,14.200000000000001,13.89,13.63,13.39,13.18,12.96,12.76,12.36,N/A,N/A -2012,10,27,6,30,101930,100710,99530,83.76,0,13.120000000000001,14.23,14.49,14.63,14.72,14.77,14.8,14.83,14.84,10.49,10.64,10.73,10.82,10.9,10.98,11.06,11.15,11.31,15.1,14.15,13.84,13.58,13.33,13.120000000000001,12.9,12.700000000000001,12.290000000000001,N/A,N/A -2012,10,27,7,30,101980,100760,99580,77.46000000000001,0,13.280000000000001,14.4,14.66,14.8,14.88,14.94,14.97,14.99,15,13.51,13.66,13.76,13.84,13.91,13.99,14.06,14.13,14.280000000000001,15.09,14.13,13.82,13.56,13.32,13.11,12.89,12.68,12.290000000000001,N/A,N/A -2012,10,27,8,30,101960,100740,99560,73.72,0,13.38,14.51,14.780000000000001,14.91,15,15.05,15.08,15.11,15.120000000000001,12.31,12.48,12.56,12.64,12.71,12.780000000000001,12.85,12.91,13.05,15.030000000000001,14.08,13.76,13.5,13.26,13.05,12.83,12.620000000000001,12.22,N/A,N/A -2012,10,27,9,30,101980,100760,99570,70.74,0,13.42,14.55,14.8,14.94,15.02,15.07,15.1,15.120000000000001,15.13,11.120000000000001,11.26,11.35,11.43,11.51,11.59,11.67,11.74,11.9,14.700000000000001,13.73,13.41,13.15,12.91,12.69,12.47,12.27,11.870000000000001,N/A,N/A -2012,10,27,10,30,102010,100790,99600,70.87,0,14.32,15.56,15.85,15.99,16.080000000000002,16.14,16.16,16.18,16.18,17.86,18.02,18.12,18.22,18.3,18.37,18.45,18.52,18.67,14.1,13.07,12.74,12.47,12.23,12.01,11.790000000000001,11.59,11.19,N/A,N/A -2012,10,27,11,30,102080,100850,99660,71.93,0,14.14,15.34,15.620000000000001,15.76,15.84,15.9,15.92,15.94,15.94,19.05,19.2,19.31,19.400000000000002,19.490000000000002,19.57,19.650000000000002,19.73,19.89,13.75,12.71,12.370000000000001,12.1,11.85,11.64,11.42,11.21,10.81,N/A,N/A -2012,10,27,12,30,102130,100900,99710,71.75,0,13.52,14.63,14.88,15.02,15.09,15.14,15.16,15.17,15.17,17.72,17.900000000000002,18.01,18.11,18.2,18.29,18.38,18.47,18.650000000000002,13.370000000000001,12.33,12,11.73,11.49,11.27,11.05,10.84,10.44,N/A,N/A -2012,10,27,13,30,102130,100900,99710,73.27,0,13.66,14.77,15.02,15.15,15.21,15.26,15.27,15.280000000000001,15.27,16.16,16.32,16.4,16.47,16.55,16.61,16.68,16.740000000000002,16.88,13.05,12.01,11.68,11.41,11.16,10.950000000000001,10.73,10.52,10.120000000000001,N/A,N/A -2012,10,27,14,30,102150,100920,99720,74.09,0,12.61,13.57,13.790000000000001,13.89,13.950000000000001,13.99,14,14,13.99,14.02,14.17,14.26,14.34,14.42,14.49,14.57,14.63,14.780000000000001,12.870000000000001,11.86,11.53,11.27,11.03,10.81,10.59,10.4,10,N/A,N/A -2012,10,27,15,30,102160,100930,99740,73.01,0,10.96,11.73,11.9,11.98,12.02,12.040000000000001,12.05,12.05,12.040000000000001,10.32,10.42,10.49,10.55,10.620000000000001,10.67,10.74,10.8,10.93,13.09,12.16,11.85,11.59,11.35,11.15,10.93,10.73,10.34,N/A,N/A -2012,10,27,16,30,102120,100900,99710,69.99,0,10.47,11.200000000000001,11.35,11.43,11.47,11.5,11.51,11.52,11.52,6.3,6.390000000000001,6.46,6.5200000000000005,6.58,6.63,6.69,6.75,6.8500000000000005,13.700000000000001,12.82,12.52,12.26,12.030000000000001,11.82,11.6,11.41,11.01,N/A,N/A -2012,10,27,17,30,102080,100860,99670,65.51,0,9.66,10.31,10.46,10.53,10.58,10.61,10.620000000000001,10.64,10.64,1.35,1.5,1.6,1.7,1.79,1.87,1.96,2.04,2.2,14.52,13.69,13.4,13.14,12.91,12.700000000000001,12.48,12.280000000000001,11.88,N/A,N/A -2012,10,27,18,30,102040,100820,99640,60.71,0,9.15,9.76,9.89,9.96,10,10.03,10.040000000000001,10.05,10.05,359.33,359.45,359.52,359.59000000000003,359.65000000000003,359.71,359.77,359.83,359.95,15.33,14.55,14.27,14.030000000000001,13.8,13.6,13.38,13.18,12.780000000000001,N/A,N/A -2012,10,27,19,30,101990,100770,99590,58.79,0,9.43,10.07,10.22,10.3,10.35,10.38,10.4,10.42,10.43,355.04,355.07,355.11,355.14,355.18,355.21,355.24,355.28000000000003,355.35,16.18,15.42,15.15,14.9,14.67,14.46,14.24,14.040000000000001,13.64,N/A,N/A -2012,10,27,20,30,101930,100720,99540,56.5,0,9.21,9.83,9.97,10.05,10.09,10.13,10.14,10.16,10.17,353.47,353.69,353.84000000000003,353.98,354.12,354.25,354.37,354.49,354.73,16.89,16.16,15.9,15.65,15.43,15.22,15,14.8,14.39,N/A,N/A -2012,10,27,21,30,101910,100700,99530,54.5,0,9.21,9.84,9.98,10.07,10.120000000000001,10.15,10.17,10.19,10.200000000000001,354.7,354.91,355.04,355.15000000000003,355.26,355.36,355.46,355.56,355.74,17.37,16.66,16.4,16.15,15.93,15.72,15.5,15.3,14.89,N/A,N/A -2012,10,27,22,30,101900,100700,99530,53.65,0,9.17,9.8,9.94,10.02,10.07,10.1,10.11,10.13,10.14,356.06,356.19,356.28000000000003,356.37,356.46,356.54,356.62,356.7,356.86,17.56,16.85,16.59,16.35,16.12,15.92,15.700000000000001,15.5,15.09,N/A,N/A -2012,10,27,23,30,101920,100710,99540,50.050000000000004,0,9.870000000000001,10.55,10.68,10.74,10.77,10.790000000000001,10.790000000000001,10.790000000000001,10.78,0.46,0.23,0.04,359.84000000000003,359.64,359.46,359.27,359.09000000000003,358.74,17.42,16.69,16.43,16.2,15.98,15.780000000000001,15.56,15.36,14.97,N/A,N/A -2012,10,28,0,30,101960,100750,99570,55.01,0,10.59,11.34,11.51,11.58,11.620000000000001,11.65,11.65,11.65,11.63,1.6600000000000001,1.59,1.53,1.48,1.42,1.37,1.32,1.27,1.18,17,16.23,15.950000000000001,15.71,15.48,15.27,15.05,14.85,14.450000000000001,N/A,N/A -2012,10,28,1,30,101990,100780,99600,55.410000000000004,0,10.69,11.47,11.63,11.71,11.75,11.77,11.78,11.78,11.77,3.18,3.3000000000000003,3.37,3.43,3.49,3.54,3.6,3.65,3.75,16.44,15.64,15.370000000000001,15.13,14.9,14.69,14.48,14.280000000000001,13.88,N/A,N/A -2012,10,28,2,30,102040,100820,99640,57.93,0,10.81,11.61,11.78,11.86,11.91,11.94,11.950000000000001,11.96,11.950000000000001,10.14,10.16,10.16,10.17,10.17,10.17,10.17,10.16,10.16,16.12,15.31,15.030000000000001,14.780000000000001,14.55,14.34,14.120000000000001,13.92,13.51,N/A,N/A -2012,10,28,3,30,102060,100850,99670,58.1,0,11.08,11.9,12.08,12.17,12.22,12.25,12.27,12.27,12.27,14.39,14.4,14.41,14.42,14.42,14.43,14.42,14.41,14.41,15.83,14.99,14.71,14.46,14.22,14.01,13.790000000000001,13.59,13.18,N/A,N/A -2012,10,28,4,30,102080,100860,99680,59.35,0,11.08,11.89,12.07,12.16,12.21,12.23,12.25,12.25,12.24,18.51,18.55,18.55,18.56,18.56,18.56,18.57,18.57,18.57,15.47,14.620000000000001,14.33,14.08,13.85,13.64,13.42,13.22,12.81,N/A,N/A -2012,10,28,5,30,102110,100890,99700,58.1,0,11.26,12.08,12.26,12.34,12.39,12.42,12.42,12.43,12.41,21.23,21.330000000000002,21.39,21.43,21.47,21.51,21.54,21.580000000000002,21.650000000000002,15.23,14.370000000000001,14.07,13.82,13.59,13.370000000000001,13.15,12.950000000000001,12.55,N/A,N/A -2012,10,28,6,30,102120,100900,99710,58.9,0,11.35,12.19,12.38,12.47,12.52,12.540000000000001,12.55,12.55,12.530000000000001,21.57,21.78,21.89,21.98,22.07,22.150000000000002,22.23,22.3,22.45,14.96,14.120000000000001,13.83,13.58,13.35,13.14,12.92,12.72,12.32,N/A,N/A -2012,10,28,7,30,102150,100930,99740,58.79,0,11.11,11.93,12.11,12.200000000000001,12.24,12.27,12.280000000000001,12.290000000000001,12.27,24.91,25.080000000000002,25.16,25.240000000000002,25.310000000000002,25.37,25.43,25.490000000000002,25.6,14.68,13.84,13.55,13.3,13.07,12.86,12.64,12.44,12.040000000000001,N/A,N/A -2012,10,28,8,30,102170,100950,99760,58.7,0,10.72,11.49,11.66,11.74,11.790000000000001,11.82,11.82,11.83,11.81,27.32,27.48,27.59,27.68,27.76,27.830000000000002,27.91,27.98,28.11,14.56,13.72,13.44,13.19,12.950000000000001,12.75,12.530000000000001,12.33,11.92,N/A,N/A -2012,10,28,9,30,102170,100950,99760,58.72,0,10.790000000000001,11.57,11.73,11.81,11.85,11.88,11.88,11.88,11.86,26.19,26.37,26.48,26.57,26.66,26.740000000000002,26.82,26.900000000000002,27.05,14.36,13.52,13.24,12.99,12.76,12.55,12.33,12.13,11.73,N/A,N/A -2012,10,28,10,30,102190,100970,99780,58.39,0,10.76,11.52,11.69,11.76,11.8,11.82,11.83,11.83,11.81,25.740000000000002,25.92,26.02,26.12,26.2,26.28,26.36,26.43,26.580000000000002,14.18,13.33,13.040000000000001,12.790000000000001,12.56,12.35,12.14,11.94,11.540000000000001,N/A,N/A -2012,10,28,11,30,102210,100980,99790,58.96,0,10.620000000000001,11.36,11.51,11.58,11.61,11.63,11.620000000000001,11.620000000000001,11.59,24.96,25.18,25.3,25.42,25.52,25.62,25.71,25.810000000000002,25.990000000000002,14.06,13.21,12.92,12.67,12.44,12.23,12.02,11.82,11.42,N/A,N/A -2012,10,28,12,30,102230,101010,99820,58.9,0,10.32,11.03,11.18,11.24,11.28,11.290000000000001,11.3,11.290000000000001,11.27,23.79,23.990000000000002,24.12,24.240000000000002,24.35,24.45,24.560000000000002,24.650000000000002,24.84,13.98,13.14,12.85,12.61,12.370000000000001,12.17,11.950000000000001,11.75,11.36,N/A,N/A -2012,10,28,13,30,102260,101030,99840,59.96,0,10.3,10.99,11.13,11.19,11.21,11.22,11.21,11.200000000000001,11.16,23.07,23.29,23.42,23.54,23.66,23.76,23.87,23.98,24.18,13.71,12.86,12.57,12.32,12.09,11.89,11.67,11.48,11.08,N/A,N/A -2012,10,28,14,30,102300,101070,99870,59.92,0,9.74,10.38,10.51,10.56,10.59,10.6,10.6,10.6,10.57,22.990000000000002,23.150000000000002,23.26,23.36,23.45,23.53,23.62,23.69,23.85,13.66,12.83,12.55,12.3,12.07,11.870000000000001,11.65,11.450000000000001,11.06,N/A,N/A -2012,10,28,15,30,102300,101070,99880,59,0,9.35,9.950000000000001,10.07,10.13,10.15,10.17,10.17,10.17,10.15,20.19,20.330000000000002,20.400000000000002,20.46,20.51,20.57,20.62,20.67,20.77,13.84,13.030000000000001,12.75,12.51,12.280000000000001,12.08,11.86,11.67,11.27,N/A,N/A -2012,10,28,16,30,102290,101060,99870,57.01,0,8.75,9.3,9.41,9.47,9.49,9.51,9.52,9.52,9.51,17.31,17.36,17.400000000000002,17.43,17.46,17.48,17.51,17.53,17.580000000000002,14.25,13.47,13.200000000000001,12.96,12.73,12.530000000000001,12.32,12.120000000000001,11.72,N/A,N/A -2012,10,28,17,30,102270,101050,99860,54.230000000000004,0,8.040000000000001,8.540000000000001,8.65,8.700000000000001,8.74,8.76,8.77,8.78,8.790000000000001,11.540000000000001,11.620000000000001,11.67,11.72,11.77,11.8,11.84,11.870000000000001,11.94,14.8,14.06,13.8,13.56,13.34,13.14,12.92,12.73,12.33,N/A,N/A -2012,10,28,18,30,102240,101020,99840,50.44,0,7.96,8.47,8.58,8.65,8.69,8.72,8.73,8.75,8.77,7.930000000000001,7.84,7.8,7.76,7.72,7.69,7.66,7.63,7.58,15.540000000000001,14.84,14.58,14.35,14.13,13.92,13.71,13.51,13.11,N/A,N/A -2012,10,28,19,30,102220,101000,99820,47.63,0,7.74,8.23,8.35,8.42,8.47,8.5,8.52,8.540000000000001,8.57,5.25,5.11,5.04,4.98,4.92,4.88,4.84,4.8,4.72,16.46,15.790000000000001,15.540000000000001,15.3,15.08,14.870000000000001,14.66,14.46,14.06,N/A,N/A -2012,10,28,20,30,102170,100960,99780,45.980000000000004,0,7.46,7.930000000000001,8.040000000000001,8.09,8.13,8.16,8.18,8.19,8.22,0.58,0.76,0.87,0.97,1.05,1.12,1.2,1.27,1.41,17.07,16.44,16.19,15.96,15.74,15.540000000000001,15.33,15.13,14.73,N/A,N/A -2012,10,28,21,30,102150,100940,99770,44.37,0,7.57,8.040000000000001,8.14,8.21,8.25,8.27,8.290000000000001,8.31,8.33,3.19,3.12,3.0700000000000003,3,2.96,2.92,2.88,2.85,2.79,17.63,17.01,16.77,16.54,16.32,16.12,15.9,15.700000000000001,15.3,N/A,N/A -2012,10,28,22,30,102140,100930,99760,41.21,0,8.17,8.68,8.78,8.83,8.85,8.86,8.86,8.86,8.85,2.86,2.77,2.72,2.68,2.63,2.59,2.5500000000000003,2.5300000000000002,2.47,17.81,17.19,16.95,16.73,16.51,16.31,16.1,15.9,15.5,N/A,N/A -2012,10,28,23,30,102160,100950,99780,42.050000000000004,0,8.22,8.72,8.81,8.84,8.85,8.85,8.84,8.83,8.8,7.24,7.28,7.28,7.28,7.28,7.2700000000000005,7.26,7.25,7.21,17.78,17.150000000000002,16.91,16.69,16.47,16.28,16.07,15.870000000000001,15.47,N/A,N/A -2012,10,29,0,30,102180,100970,99800,45.13,0,8.4,8.94,9.040000000000001,9.09,9.1,9.120000000000001,9.11,9.11,9.09,6.8100000000000005,6.97,7.0600000000000005,7.140000000000001,7.21,7.28,7.34,7.41,7.53,17.490000000000002,16.84,16.6,16.37,16.15,15.96,15.74,15.55,15.15,N/A,N/A -2012,10,29,1,30,102200,100990,99820,49.56,0,8.66,9.22,9.34,9.39,9.42,9.44,9.44,9.44,9.43,13.55,13.71,13.790000000000001,13.88,13.950000000000001,14.01,14.08,14.14,14.27,17.23,16.56,16.31,16.080000000000002,15.860000000000001,15.66,15.44,15.25,14.85,N/A,N/A -2012,10,29,2,30,102230,101020,99840,50.2,0,8.32,8.85,8.97,9.02,9.05,9.06,9.07,9.07,9.06,19.48,19.5,19.5,19.51,19.51,19.51,19.51,19.52,19.52,17.05,16.38,16.14,15.9,15.68,15.48,15.27,15.07,14.67,N/A,N/A -2012,10,29,3,30,102240,101030,99850,50.44,0,8.31,8.83,8.93,8.98,9,9.01,9.01,9.01,8.99,22.37,22.47,22.52,22.57,22.62,22.650000000000002,22.69,22.740000000000002,22.82,16.95,16.28,16.04,15.8,15.58,15.39,15.17,14.98,14.58,N/A,N/A -2012,10,29,4,30,102240,101030,99850,51.51,0,8.57,9.11,9.22,9.26,9.28,9.290000000000001,9.290000000000001,9.290000000000001,9.26,24.18,24.28,24.32,24.37,24.41,24.45,24.490000000000002,24.53,24.6,16.84,16.16,15.92,15.68,15.47,15.26,15.05,14.85,14.46,N/A,N/A -2012,10,29,5,30,102260,101040,99860,51.15,0,8.32,8.83,8.93,8.98,8.99,9,9,8.99,8.97,26.44,26.650000000000002,26.77,26.88,26.98,27.07,27.17,27.26,27.44,16.78,16.11,15.860000000000001,15.63,15.41,15.21,14.99,14.8,14.4,N/A,N/A -2012,10,29,6,30,102280,101060,99880,52.31,0,8.8,9.36,9.47,9.51,9.53,9.540000000000001,9.540000000000001,9.53,9.5,25.66,25.900000000000002,26.04,26.18,26.310000000000002,26.42,26.54,26.650000000000002,26.88,16.6,15.91,15.66,15.43,15.200000000000001,15,14.790000000000001,14.59,14.200000000000001,N/A,N/A -2012,10,29,7,30,102320,101100,99920,52.85,0,8.53,9.05,9.15,9.18,9.200000000000001,9.200000000000001,9.19,9.18,9.13,27.73,28.03,28.2,28.37,28.53,28.66,28.810000000000002,28.94,29.21,16.45,15.76,15.51,15.280000000000001,15.06,14.86,14.65,14.450000000000001,14.06,N/A,N/A -2012,10,29,8,30,102330,101110,99930,54.300000000000004,0,8.46,8.97,9.06,9.09,9.1,9.1,9.09,9.07,9.02,29.19,29.53,29.740000000000002,29.92,30.09,30.25,30.42,30.560000000000002,30.87,16.28,15.59,15.34,15.1,14.89,14.68,14.47,14.280000000000001,13.88,N/A,N/A -2012,10,29,9,30,102350,101130,99950,54.6,0,8.45,8.950000000000001,9.040000000000001,9.07,9.08,9.08,9.06,9.05,9,30.55,30.94,31.17,31.38,31.580000000000002,31.76,31.95,32.13,32.49,16.1,15.41,15.15,14.92,14.700000000000001,14.5,14.290000000000001,14.09,13.700000000000001,N/A,N/A -2012,10,29,10,30,102360,101150,99960,55.46,0,8.36,8.85,8.94,8.97,8.97,8.97,8.950000000000001,8.94,8.88,31.76,32.21,32.480000000000004,32.730000000000004,32.96,33.17,33.39,33.6,34.01,16.080000000000002,15.39,15.13,14.9,14.68,14.48,14.27,14.07,13.68,N/A,N/A -2012,10,29,11,30,102390,101170,99990,56.46,0,8.55,9.05,9.13,9.16,9.16,9.16,9.13,9.11,9.05,33.43,33.85,34.11,34.35,34.58,34.78,35,35.2,35.6,15.98,15.27,15.02,14.790000000000001,14.56,14.36,14.15,13.96,13.56,N/A,N/A -2012,10,29,12,30,102400,101180,100000,60.31,0,8.57,9.07,9.16,9.19,9.19,9.18,9.16,9.14,9.08,33.28,33.74,34.02,34.28,34.53,34.75,34.980000000000004,35.19,35.64,15.72,15,14.74,14.51,14.290000000000001,14.09,13.88,13.68,13.280000000000001,N/A,N/A -2012,10,29,13,30,102420,101200,100020,59.44,0,8.2,8.66,8.73,8.74,8.74,8.73,8.700000000000001,8.68,8.61,33.45,33.95,34.25,34.53,34.79,35.04,35.29,35.53,36,15.71,15,14.75,14.52,14.3,14.1,13.89,13.69,13.3,N/A,N/A -2012,10,29,14,30,102450,101230,100050,60.88,0,7.5600000000000005,7.97,8.03,8.040000000000001,8.040000000000001,8.040000000000001,8.01,7.99,7.94,35.81,36.34,36.68,36.980000000000004,37.27,37.53,37.81,38.06,38.57,15.73,15.05,14.8,14.57,14.35,14.15,13.94,13.74,13.35,N/A,N/A -2012,10,29,15,30,102440,101220,100040,60.77,0,7.3500000000000005,7.73,7.79,7.8,7.79,7.78,7.76,7.74,7.68,34.22,34.69,34.980000000000004,35.230000000000004,35.480000000000004,35.7,35.94,36.160000000000004,36.6,15.84,15.17,14.92,14.69,14.47,14.27,14.06,13.870000000000001,13.48,N/A,N/A -2012,10,29,16,30,102420,101200,100020,58.550000000000004,0,6.91,7.26,7.3100000000000005,7.3100000000000005,7.3100000000000005,7.29,7.2700000000000005,7.25,7.2,33.84,34.22,34.45,34.660000000000004,34.86,35.04,35.230000000000004,35.410000000000004,35.77,15.950000000000001,15.290000000000001,15.05,14.82,14.6,14.41,14.200000000000001,14,13.61,N/A,N/A -2012,10,29,17,30,102390,101170,99990,52.93,0,6.49,6.8100000000000005,6.8500000000000005,6.8500000000000005,6.8500000000000005,6.84,6.82,6.8,6.74,28.48,28.72,28.88,29.03,29.18,29.3,29.43,29.55,29.8,16.18,15.540000000000001,15.290000000000001,15.07,14.85,14.66,14.450000000000001,14.26,13.86,N/A,N/A -2012,10,29,18,30,102350,101140,99960,49.08,0,5.5,5.76,5.8,5.82,5.82,5.82,5.82,5.8100000000000005,5.8,22.52,22.73,22.86,22.98,23.09,23.19,23.29,23.39,23.580000000000002,16.55,15.96,15.72,15.5,15.290000000000001,15.09,14.89,14.69,14.3,N/A,N/A -2012,10,29,19,30,102320,101110,99930,46.660000000000004,0,4.8100000000000005,5.04,5.08,5.11,5.12,5.13,5.13,5.14,5.14,21.86,21.7,21.6,21.51,21.42,21.35,21.26,21.19,21.04,17.19,16.63,16.4,16.18,15.97,15.77,15.56,15.370000000000001,14.97,N/A,N/A -2012,10,29,20,30,102260,101050,99870,43.88,0,4.48,4.71,4.75,4.78,4.8,4.82,4.83,4.84,4.86,14.71,14.75,14.790000000000001,14.82,14.85,14.88,14.91,14.94,15,17.78,17.240000000000002,17.02,16.81,16.6,16.4,16.19,16,15.6,N/A,N/A -2012,10,29,21,30,102210,101010,99830,41.09,0,4.49,4.73,4.78,4.8,4.82,4.84,4.8500000000000005,4.86,4.88,12.35,12.46,12.530000000000001,12.59,12.63,12.67,12.69,12.71,12.74,18.37,17.85,17.63,17.42,17.22,17.02,16.81,16.62,16.23,N/A,N/A -2012,10,29,22,30,102160,100960,99790,41.04,0,4.62,4.87,4.92,4.95,4.98,4.99,5.01,5.0200000000000005,5.04,6.61,6.88,7.05,7.21,7.3500000000000005,7.48,7.61,7.72,7.97,18.8,18.29,18.080000000000002,17.87,17.67,17.47,17.27,17.07,16.68,N/A,N/A -2012,10,29,23,30,102150,100950,99780,42.6,0,5.23,5.5,5.55,5.5600000000000005,5.57,5.57,5.57,5.57,5.55,11.19,11.27,11.290000000000001,11.33,11.35,11.38,11.4,11.43,11.49,19.19,18.69,18.47,18.26,18.05,17.85,17.650000000000002,17.45,17.06,N/A,N/A -2012,10,30,0,30,102130,100930,99770,46.230000000000004,0,5.73,6.04,6.09,6.12,6.13,6.140000000000001,6.140000000000001,6.140000000000001,6.13,14.86,15.120000000000001,15.24,15.36,15.47,15.57,15.66,15.74,15.92,19.22,18.7,18.48,18.27,18.06,17.86,17.650000000000002,17.46,17.06,N/A,N/A -2012,10,30,1,30,102140,100940,99770,45.230000000000004,0,6.03,6.33,6.37,6.37,6.37,6.3500000000000005,6.34,6.3100000000000005,6.2700000000000005,21.740000000000002,21.91,22,22.09,22.17,22.240000000000002,22.32,22.400000000000002,22.55,19.06,18.53,18.31,18.1,17.89,17.7,17.490000000000002,17.3,16.9,N/A,N/A -2012,10,30,2,30,102150,100950,99780,46.11,0,5.34,5.58,5.61,5.61,5.6000000000000005,5.58,5.5600000000000005,5.55,5.5,29.86,30.03,30.11,30.19,30.27,30.35,30.42,30.490000000000002,30.650000000000002,18.94,18.42,18.21,17.990000000000002,17.78,17.59,17.38,17.19,16.8,N/A,N/A -2012,10,30,3,30,102130,100930,99760,48.65,0,5.28,5.51,5.54,5.54,5.53,5.51,5.5,5.48,5.43,34.04,34.31,34.47,34.62,34.76,34.89,35.03,35.15,35.42,18.86,18.330000000000002,18.12,17.91,17.7,17.5,17.3,17.1,16.71,N/A,N/A -2012,10,30,4,30,102110,100910,99740,51.32,0,5.32,5.54,5.55,5.54,5.5200000000000005,5.5,5.47,5.44,5.37,40.57,40.85,41.02,41.18,41.34,41.480000000000004,41.63,41.77,42.07,18.7,18.17,17.96,17.740000000000002,17.53,17.34,17.13,16.95,16.55,N/A,N/A -2012,10,30,5,30,102090,100890,99720,51.550000000000004,0,4.25,4.42,4.43,4.43,4.42,4.4,4.39,4.37,4.33,43.12,43.61,43.9,44.18,44.45,44.69,44.95,45.19,45.7,18.78,18.28,18.06,17.85,17.64,17.45,17.25,17.06,16.66,N/A,N/A -2012,10,30,6,30,102080,100880,99710,51.94,0,4.12,4.2700000000000005,4.28,4.2700000000000005,4.26,4.25,4.23,4.21,4.17,47.61,48.17,48.5,48.82,49.120000000000005,49.39,49.69,49.96,50.53,18.89,18.400000000000002,18.2,17.990000000000002,17.78,17.59,17.38,17.19,16.8,N/A,N/A -2012,10,30,7,30,102070,100870,99700,52.67,0,3.54,3.66,3.66,3.64,3.63,3.61,3.59,3.5700000000000003,3.52,51.300000000000004,51.86,52.18,52.49,52.78,53.04,53.33,53.59,54.14,18.94,18.47,18.26,18.06,17.85,17.66,17.45,17.26,16.87,N/A,N/A 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-2012,10,31,20,30,101630,100460,99320,77.28,0,5.16,5.53,5.59,5.61,5.61,5.6000000000000005,5.59,5.57,5.5200000000000005,200.17000000000002,200.31,200.44,200.57,200.70000000000002,200.82,200.98000000000002,201.13,201.58,23.42,23.11,22.94,22.75,22.56,22.37,22.18,22,21.61,N/A,N/A -2012,10,31,21,30,101610,100440,99310,78.92,0,4.86,5.24,5.32,5.34,5.36,5.36,5.36,5.36,5.34,200,200.28,200.44,200.61,200.78,200.94,201.14000000000001,201.34,201.87,23.41,23.12,22.96,22.76,22.57,22.39,22.19,22.01,21.64,N/A,N/A -2012,10,31,22,30,101590,100420,99290,79.91,0,5.15,5.61,5.71,5.76,5.78,5.8,5.8100000000000005,5.8100000000000005,5.8,200.23000000000002,200.5,200.64000000000001,200.79,200.92000000000002,201.03,201.15,201.27,201.52,23.42,23.14,22.98,22.79,22.6,22.42,22.22,22.04,21.66,N/A,N/A -2012,10,31,23,30,101590,100420,99290,81.61,0,4.99,5.42,5.51,5.5600000000000005,5.58,5.6000000000000005,5.61,5.61,5.61,206.70000000000002,206.93,207.06,207.20000000000002,207.32,207.44,207.57,207.70000000000002,208.02,23.41,23.13,22.97,22.78,22.59,22.41,22.21,22.03,21.650000000000002,N/A,N/A -2012,11,1,0,30,101600,100430,99300,82.33,0,5.99,6.55,6.69,6.76,6.8100000000000005,6.8500000000000005,6.87,6.88,6.9,209.02,209.23000000000002,209.36,209.49,209.61,209.73000000000002,209.85,209.96,210.20000000000002,23.490000000000002,23.22,23.06,22.87,22.68,22.5,22.3,22.12,21.740000000000002,N/A,N/A -2012,11,1,1,30,101620,100450,99320,83.35000000000001,0,6.1000000000000005,6.66,6.79,6.86,6.91,6.93,6.94,6.95,6.95,213.79,213.95000000000002,214.03,214.11,214.20000000000002,214.28,214.38,214.47,214.71,23.53,23.27,23.11,22.92,22.73,22.55,22.36,22.18,21.8,N/A,N/A -2012,11,1,2,30,101630,100470,99330,84.67,0,6.19,6.76,6.9,6.97,7.0200000000000005,7.05,7.0600000000000005,7.07,7.07,219.08,219.28,219.37,219.45000000000002,219.53,219.6,219.68,219.74,219.91,23.55,23.29,23.13,22.94,22.75,22.57,22.38,22.19,21.82,N/A,N/A -2012,11,1,3,30,101640,100470,99340,85.81,0,6.2700000000000005,6.86,7.01,7.07,7.12,7.16,7.18,7.2,7.21,222.72,222.85,222.91,222.99,223.05,223.11,223.18,223.24,223.39000000000001,23.56,23.29,23.13,22.94,22.76,22.57,22.38,22.2,21.82,N/A,N/A -2012,11,1,4,30,101640,100470,99340,86.24,0,6.37,6.98,7.12,7.2,7.24,7.2700000000000005,7.29,7.3100000000000005,7.32,224.98000000000002,225.04,225.11,225.17000000000002,225.24,225.31,225.39000000000001,225.46,225.65,23.59,23.32,23.16,22.97,22.79,22.6,22.41,22.23,21.85,N/A,N/A -2012,11,1,5,30,101650,100480,99350,87.25,0,6.0600000000000005,6.62,6.74,6.8100000000000005,6.86,6.9,6.92,6.93,6.95,228.37,228.47,228.53,228.58,228.64000000000001,228.70000000000002,228.77,228.84,229.02,23.59,23.330000000000002,23.17,22.98,22.79,22.61,22.42,22.240000000000002,21.86,N/A,N/A -2012,11,1,6,30,101670,100500,99370,88.43,0,6.0600000000000005,6.640000000000001,6.78,6.8500000000000005,6.9,6.93,6.95,6.97,6.99,230.68,230.82,230.89000000000001,230.96,231.03,231.1,231.17000000000002,231.23000000000002,231.39000000000001,23.63,23.35,23.19,22.990000000000002,22.81,22.62,22.43,22.240000000000002,21.86,N/A,N/A -2012,11,1,7,30,101710,100540,99410,88.92,0,5.88,6.42,6.5600000000000005,6.63,6.68,6.71,6.73,6.75,6.78,235.93,236.05,236.1,236.17000000000002,236.22,236.28,236.33,236.4,236.54,23.69,23.42,23.26,23.07,22.88,22.69,22.5,22.32,21.93,N/A,N/A -2012,11,1,8,30,101710,100540,99410,89.74,0,5.83,6.390000000000001,6.54,6.62,6.68,6.72,6.75,6.7700000000000005,6.8,239.32,239.41,239.45000000000002,239.51,239.56,239.61,239.66,239.71,239.82,23.72,23.45,23.29,23.1,22.91,22.72,22.53,22.35,21.97,N/A,N/A -2012,11,1,9,30,101710,100540,99410,89.52,0,5.41,5.92,6.05,6.12,6.17,6.19,6.22,6.23,6.26,245.35,245.43,245.46,245.5,245.54,245.57,245.6,245.63,245.71,23.71,23.44,23.28,23.080000000000002,22.900000000000002,22.71,22.52,22.34,21.95,N/A,N/A -2012,11,1,10,30,101730,100560,99430,89.52,0,5.25,5.73,5.8500000000000005,5.91,5.96,5.98,6,6.01,6.0200000000000005,243.46,243.65,243.78,243.94,244.08,244.23000000000002,244.4,244.56,244.97,23.79,23.52,23.35,23.16,22.97,22.78,22.580000000000002,22.39,21.990000000000002,N/A,N/A -2012,11,1,11,30,101740,100580,99440,89.05,0,4.47,4.91,5.03,5.1000000000000005,5.15,5.19,5.23,5.26,5.3100000000000005,249.21,249.61,249.92000000000002,250.22,250.53,250.83,251.14000000000001,251.45000000000002,252.16,23.73,23.44,23.27,23.06,22.87,22.67,22.46,22.26,21.84,N/A,N/A -2012,11,1,12,30,101750,100570,99440,94.45,0,3.94,4.0600000000000005,4.07,4.1,4.14,4.19,4.24,4.28,4.41,269.05,267.92,265.29,259.39,255.9,253.86,252.41,251.23000000000002,249.58,23.04,22.78,22.68,22.62,22.55,22.46,22.31,22.150000000000002,21.8,N/A,N/A -2012,11,1,13,30,101780,100600,99460,98.76,0,3.58,3.63,3.6,3.58,3.62,3.69,3.87,4.0600000000000005,4.3100000000000005,292.12,291.32,288.99,283.55,277.64,271.36,264.07,256.86,250.1,22.21,21.900000000000002,21.77,21.64,21.54,21.44,21.54,21.69,21.59,N/A,N/A -2012,11,1,14,30,101800,100620,99480,99.33,0,3.5,3.65,3.68,3.69,3.9,4.26,4.53,4.78,4.8100000000000005,286.89,285.83,285.07,284.13,280.81,275.67,270.19,264.91,260.07,21.87,21.57,21.43,21.28,21.16,21.080000000000002,21.17,21.28,21.19,N/A,N/A -2012,11,1,15,30,101800,100620,99480,99.37,0,3.35,3.49,3.5100000000000002,3.52,3.56,3.61,3.86,4.17,4.55,296.81,294.40000000000003,292.68,290.61,287.53000000000003,283.86,276.45,268.12,261.84000000000003,21.63,21.32,21.18,21.03,20.85,20.66,20.650000000000002,20.69,21.12,N/A,N/A -2012,11,1,16,30,101790,100610,99470,97.64,0,3.11,3.24,3.25,3.25,3.25,3.2600000000000002,3.27,3.29,3.5300000000000002,278.01,278.24,278.39,278.53000000000003,278.49,278.37,277.18,275.8,269.23,21.97,21.63,21.46,21.27,21.13,21.01,20.85,20.69,20.69,N/A,N/A -2012,11,1,17,30,101770,100590,99460,97.59,0.5,2.06,2.1,2.08,2.06,2.0300000000000002,2.0100000000000002,2.09,2.18,3.0700000000000003,287.29,285.18,283.79,282.13,280.15000000000003,278.02,272.93,267.2,255.17000000000002,22.02,21.69,21.53,21.36,21.22,21.1,20.93,20.77,20.8,N/A,N/A -2012,11,1,18,30,101750,100570,99440,95.97,0,2.61,2.59,2.5,2.38,2.25,2.15,2.17,2.21,2.72,295.3,293.65000000000003,292.24,290.16,286.84000000000003,283.03000000000003,280.27,277.93,262.5,22.19,21.87,21.72,21.57,21.46,21.36,21.23,21.09,20.98,N/A,N/A -2012,11,1,19,30,101720,100550,99410,95.28,0,1.8900000000000001,1.87,1.82,1.76,1.71,1.67,1.6500000000000001,1.6400000000000001,1.98,268.28000000000003,263.86,260.75,256.94,251.74,245.85,237.48000000000002,229.38,239.52,22.330000000000002,22.01,21.84,21.68,21.54,21.42,21.31,21.2,20.98,N/A,N/A -2012,11,1,20,30,101700,100530,99390,95.68,0,1.3900000000000001,1.43,1.44,1.45,1.5,1.57,1.87,2.29,3.0700000000000003,191.83,192.92000000000002,193.85,195.21,197.19,199.69,205.22,212.26,220.34,22.43,22.09,21.92,21.740000000000002,21.580000000000002,21.41,21.32,21.25,21.55,N/A,N/A -2012,11,1,21,30,101670,100500,99360,93.82000000000001,0,3.02,3.15,3.15,3.14,3.13,3.11,3.11,3.1,3.2800000000000002,180.27,180.56,180.77,181.03,181.4,181.86,183.72,185.84,205.38,22.86,22.51,22.34,22.150000000000002,21.97,21.8,21.63,21.48,21.73,N/A,N/A -2012,11,1,22,30,101660,100490,99350,96.05,0,4.36,4.54,4.54,4.5,4.47,4.43,4.43,4.42,4.09,174.08,174.28,174.49,174.86,175.70000000000002,176.86,181.1,186,195.99,22.57,22.23,22.05,21.86,21.68,21.53,21.45,21.42,21.97,N/A,N/A -2012,11,1,23,30,101630,100460,99330,94.54,0,4.25,4.47,4.49,4.51,4.61,4.7700000000000005,5.12,5.5,5.34,181.43,181.58,181.74,181.97,182.65,183.62,185.79,188.27,192.71,22.81,22.490000000000002,22.330000000000002,22.150000000000002,22.02,21.91,21.94,22.02,22.04,N/A,N/A -2012,11,2,0,30,101670,100500,99370,91.01,0,5.63,6.13,6.26,6.34,6.390000000000001,6.43,6.46,6.49,6.54,194.21,194.82,195.12,195.41,195.70000000000002,196.01,196.34,196.66,197.45000000000002,23.45,23.14,22.97,22.76,22.57,22.37,22.16,21.97,21.52,N/A,N/A -2012,11,2,1,30,101660,100490,99360,90.06,0,5.47,5.95,6.05,6.1000000000000005,6.13,6.15,6.15,6.16,6.15,203.20000000000002,203.42000000000002,203.57,203.74,203.91,204.08,204.28,204.47,204.97,23.56,23.27,23.1,22.900000000000002,22.71,22.52,22.330000000000002,22.14,21.75,N/A,N/A -2012,11,2,2,30,101660,100490,99360,90.08,0,5.17,5.64,5.75,5.8100000000000005,5.8500000000000005,5.88,5.9,5.92,5.96,198.78,199.14000000000001,199.36,199.59,199.8,200,200.21,200.41,200.9,23.63,23.34,23.18,22.990000000000002,22.8,22.62,22.43,22.240000000000002,21.86,N/A,N/A -2012,11,2,3,30,101660,100490,99360,90.55,0,5.61,6.12,6.23,6.28,6.32,6.34,6.36,6.38,6.4,197.01,197.18,197.31,197.46,197.61,197.77,197.94,198.12,198.56,23.64,23.37,23.2,23.01,22.830000000000002,22.64,22.45,22.26,21.89,N/A,N/A -2012,11,2,4,30,101640,100480,99340,89.89,0,5.12,5.58,5.69,5.74,5.78,5.8,5.82,5.84,5.88,198.6,198.66,198.74,198.84,198.95000000000002,199.07,199.23000000000002,199.38,199.85,23.68,23.41,23.25,23.06,22.87,22.69,22.490000000000002,22.31,21.94,N/A,N/A -2012,11,2,5,30,101650,100480,99350,89.52,0,6.05,6.61,6.74,6.8100000000000005,6.86,6.890000000000001,6.91,6.92,6.93,201.22,201.29,201.34,201.41,201.48000000000002,201.56,201.66,201.75,202,23.740000000000002,23.47,23.31,23.12,22.93,22.75,22.55,22.37,21.990000000000002,N/A,N/A -2012,11,2,6,30,101660,100490,99360,89.88,0,5.8500000000000005,6.38,6.51,6.57,6.61,6.63,6.65,6.66,6.66,205.13,205.22,205.29,205.37,205.45000000000002,205.52,205.61,205.69,205.92000000000002,23.76,23.490000000000002,23.330000000000002,23.13,22.95,22.76,22.57,22.39,22.01,N/A,N/A -2012,11,2,7,30,101670,100500,99370,88.23,0,5.64,6.16,6.28,6.3500000000000005,6.390000000000001,6.42,6.44,6.45,6.47,211.77,211.87,211.93,211.99,212.06,212.12,212.19,212.25,212.4,23.740000000000002,23.46,23.3,23.11,22.92,22.740000000000002,22.54,22.36,21.98,N/A,N/A -2012,11,2,8,30,101670,100510,99370,89.35000000000001,0,6.13,6.73,6.87,6.96,7.0200000000000005,7.0600000000000005,7.09,7.12,7.15,215.5,215.57,215.62,215.67000000000002,215.72,215.76,215.79,215.82,215.91,23.73,23.45,23.28,23.09,22.900000000000002,22.72,22.52,22.34,21.96,N/A,N/A -2012,11,2,9,30,101680,100510,99380,88.71000000000001,0,6.29,6.91,7.0600000000000005,7.15,7.22,7.26,7.3,7.32,7.36,216.66,216.77,216.82,216.88,216.93,216.99,217.05,217.1,217.22,23.78,23.51,23.35,23.16,22.97,22.78,22.59,22.41,22.02,N/A,N/A -2012,11,2,10,30,101690,100520,99390,87.15,0,5.99,6.58,6.73,6.83,6.9,6.95,6.99,7.0200000000000005,7.08,223.9,224.06,224.14000000000001,224.21,224.25,224.27,224.27,224.26,224.18,23.91,23.66,23.5,23.32,23.14,22.96,22.77,22.59,22.22,N/A,N/A -2012,11,2,11,30,101690,100520,99390,86.68,0,5.89,6.48,6.62,6.71,6.78,6.82,6.86,6.88,6.93,224.02,224.12,224.17000000000002,224.21,224.24,224.28,224.31,224.35,224.42000000000002,23.91,23.650000000000002,23.490000000000002,23.3,23.12,22.94,22.740000000000002,22.56,22.19,N/A,N/A -2012,11,2,12,30,101710,100540,99410,86.94,0,6.5200000000000005,7.17,7.34,7.44,7.51,7.5600000000000005,7.6000000000000005,7.62,7.65,223.72,223.77,223.79,223.81,223.83,223.84,223.84,223.85,223.85,23.89,23.63,23.47,23.28,23.09,22.91,22.72,22.53,22.150000000000002,N/A,N/A -2012,11,2,13,30,101720,100550,99420,86.94,0,4.88,5.37,5.49,5.57,5.64,5.69,5.74,5.78,5.88,224.16,223.87,223.78,223.67000000000002,223.56,223.45000000000002,223.32,223.19,222.89000000000001,23.89,23.62,23.46,23.28,23.09,22.91,22.72,22.55,22.17,N/A,N/A -2012,11,2,14,30,101740,100580,99440,85.17,0,4.37,4.82,4.93,5.0200000000000005,5.09,5.15,5.2,5.25,5.3500000000000005,224.86,224.85,224.86,224.85,224.83,224.8,224.77,224.73000000000002,224.63,23.96,23.7,23.54,23.36,23.17,22.990000000000002,22.8,22.62,22.240000000000002,N/A,N/A -2012,11,2,15,30,101760,100590,99460,85.55,0,5.01,5.46,5.57,5.63,5.66,5.69,5.7,5.71,5.72,222.99,223.15,223.25,223.34,223.41,223.47,223.53,223.58,223.67000000000002,23.96,23.7,23.54,23.35,23.16,22.98,22.78,22.6,22.22,N/A,N/A -2012,11,2,16,30,101760,100590,99460,85.06,0,4.89,5.33,5.44,5.51,5.55,5.59,5.62,5.64,5.68,221.16,221.34,221.4,221.45000000000002,221.49,221.51,221.54,221.56,221.57,23.990000000000002,23.72,23.56,23.37,23.18,22.990000000000002,22.8,22.62,22.23,N/A,N/A -2012,11,2,17,30,101740,100570,99440,84.65,0,4.08,4.42,4.49,4.5200000000000005,4.55,4.57,4.57,4.58,4.59,211.6,212.11,212.5,212.9,213.28,213.64000000000001,214.01,214.35,215.07,24.1,23.81,23.650000000000002,23.45,23.27,23.080000000000002,22.89,22.7,22.32,N/A,N/A -2012,11,2,18,30,101730,100560,99430,81.32000000000001,0,4.67,5.13,5.25,5.3100000000000005,5.36,5.39,5.41,5.43,5.46,206.65,207.27,207.63,207.97,208.3,208.62,208.96,209.27,209.98000000000002,24.39,24.13,23.97,23.78,23.6,23.42,23.23,23.05,22.67,N/A,N/A -2012,11,2,19,30,101710,100540,99410,83.61,0,4.3500000000000005,4.68,4.73,4.75,4.75,4.76,4.7700000000000005,4.78,4.88,176.31,176.24,176.31,176.37,176.46,176.54,176.71,176.9,177.75,24.23,23.94,23.78,23.59,23.400000000000002,23.22,23.03,22.86,22.52,N/A,N/A -2012,11,2,20,30,101680,100510,99380,84.18,0,5.15,5.61,5.71,5.7700000000000005,5.8,5.83,5.84,5.8500000000000005,5.8500000000000005,179.66,180.04,180.28,180.52,180.75,180.96,181.19,181.39000000000001,181.87,24.3,24.03,23.87,23.68,23.490000000000002,23.31,23.12,22.94,22.55,N/A,N/A -2012,11,2,21,30,101670,100500,99380,83.71000000000001,0,5.58,6.1000000000000005,6.23,6.3100000000000005,6.36,6.4,6.43,6.46,6.51,173.93,174.45000000000002,174.79,175.16,175.52,175.86,176.23,176.58,177.34,24.3,24.060000000000002,23.91,23.73,23.55,23.37,23.18,23,22.63,N/A,N/A -2012,11,2,22,30,101670,100500,99370,84.88,0,5.48,6.09,6.25,6.37,6.46,6.5200000000000005,6.57,6.62,6.67,173.56,174.19,174.61,175.1,175.58,176.06,176.56,177.03,178.01,24.27,24.060000000000002,23.92,23.740000000000002,23.57,23.39,23.21,23.03,22.66,N/A,N/A -2012,11,2,23,30,101670,100500,99370,85.43,0,5.3100000000000005,5.93,6.12,6.24,6.34,6.41,6.45,6.5,6.5600000000000005,176.79,176.93,177.01,177.01,176.97,176.9,176.75,176.58,176.03,24.11,23.900000000000002,23.76,23.59,23.42,23.240000000000002,23.06,22.89,22.52,N/A,N/A -2012,11,3,0,30,101690,100520,99390,82.11,0,6.140000000000001,6.92,7.17,7.3500000000000005,7.48,7.57,7.63,7.68,7.78,180.6,180.55,180.53,180.49,180.44,180.4,180.34,180.27,180.24,24.18,23.98,23.85,23.69,23.53,23.35,23.17,23,22.64,N/A,N/A -2012,11,3,1,30,101680,100510,99380,81.96000000000001,0,6.75,7.42,7.58,7.68,7.74,7.78,7.8100000000000005,7.82,7.83,173.20000000000002,173.4,173.51,173.62,173.72,173.81,173.9,173.99,174.18,24.11,23.88,23.73,23.55,23.37,23.2,23,22.830000000000002,22.45,N/A,N/A -2012,11,3,2,30,101680,100510,99380,80.69,0,7.1000000000000005,7.82,7.98,8.08,8.14,8.18,8.21,8.22,8.23,171.08,171.28,171.39000000000001,171.5,171.6,171.71,171.81,171.91,172.13,24.09,23.85,23.71,23.53,23.34,23.16,22.98,22.8,22.42,N/A,N/A -2012,11,3,3,30,101680,100510,99380,82.60000000000001,0,7.34,8.09,8.28,8.39,8.46,8.51,8.53,8.55,8.56,169.78,170,170.12,170.25,170.38,170.51,170.63,170.74,171.01,23.97,23.72,23.57,23.38,23.2,23.02,22.830000000000002,22.650000000000002,22.27,N/A,N/A -2012,11,3,4,30,101680,100520,99380,81.03,0,7.7700000000000005,8.58,8.78,8.91,8.98,9.040000000000001,9.08,9.11,9.13,171.9,172.01,172.07,172.12,172.17000000000002,172.22,172.27,172.3,172.39000000000001,23.990000000000002,23.740000000000002,23.59,23.41,23.22,23.04,22.85,22.67,22.3,N/A,N/A -2012,11,3,5,30,101680,100510,99370,78.85000000000001,0,7.68,8.48,8.68,8.8,8.88,8.950000000000001,8.99,9.03,9.09,175.67000000000002,175.63,175.65,175.68,175.71,175.73,175.76,175.79,175.86,24.05,23.8,23.650000000000002,23.46,23.28,23.1,22.91,22.73,22.35,N/A,N/A -2012,11,3,6,30,101700,100530,99390,77.82000000000001,0,8.13,9.01,9.24,9.38,9.49,9.56,9.620000000000001,9.66,9.73,179.34,179.52,179.61,179.69,179.76,179.82,179.88,179.95000000000002,180.05,24.150000000000002,23.91,23.75,23.57,23.38,23.2,23.01,22.830000000000002,22.45,N/A,N/A -2012,11,3,7,30,101720,100550,99420,76.54,0,7.9,8.77,8.99,9.14,9.24,9.32,9.38,9.43,9.49,182.68,182.74,182.75,182.74,182.74,182.74,182.74,182.73,182.73,24.3,24.060000000000002,23.91,23.73,23.55,23.37,23.18,23,22.62,N/A,N/A -2012,11,3,8,30,101730,100560,99430,76.33,0,7.68,8.51,8.73,8.88,8.98,9.06,9.13,9.18,9.25,181.97,181.79,181.74,181.70000000000002,181.67000000000002,181.66,181.65,181.65,181.66,24.37,24.14,23.98,23.8,23.62,23.43,23.240000000000002,23.06,22.68,N/A,N/A -2012,11,3,9,30,101750,100580,99450,77.01,0,8.22,9.08,9.28,9.39,9.46,9.5,9.52,9.53,9.52,182.61,183.08,183.31,183.52,183.72,183.91,184.09,184.26,184.61,24.37,24.150000000000002,24.01,23.830000000000002,23.650000000000002,23.47,23.28,23.1,22.72,N/A,N/A -2012,11,3,10,30,101760,100600,99460,74.94,0,7.1000000000000005,7.82,8,8.120000000000001,8.2,8.26,8.3,8.34,8.39,189.3,189.19,189.18,189.18,189.17000000000002,189.16,189.16,189.16,189.15,24.490000000000002,24.28,24.13,23.96,23.78,23.6,23.41,23.240000000000002,22.87,N/A,N/A -2012,11,3,11,30,101790,100630,99490,78.35000000000001,0,6.96,7.71,7.91,8.06,8.16,8.25,8.31,8.36,8.44,185.12,185.56,185.72,185.85,185.96,186.05,186.12,186.19,186.27,24.42,24.2,24.05,23.87,23.7,23.52,23.330000000000002,23.16,22.78,N/A,N/A -2012,11,3,12,30,101820,100650,99520,78.88,0,5.72,6.42,6.65,6.79,6.91,7.01,7.08,7.140000000000001,7.22,183.97,183.8,183.72,183.66,183.6,183.55,183.5,183.46,183.37,24.44,24.22,24.080000000000002,23.91,23.75,23.580000000000002,23.39,23.22,22.85,N/A,N/A -2012,11,3,13,30,101850,100680,99550,76.14,0,6.34,7.08,7.29,7.390000000000001,7.46,7.5200000000000005,7.54,7.54,7.53,186.89000000000001,187.04,187.14000000000001,187.3,187.46,187.63,187.79,187.93,188.21,24.55,24.37,24.25,24.07,23.91,23.740000000000002,23.55,23.38,23,N/A,N/A -2012,11,3,14,30,101890,100720,99590,78.66,0,4.63,5.18,5.36,5.48,5.58,5.67,5.74,5.79,5.88,186.39000000000001,186.18,186.14000000000001,186.20000000000002,186.22,186.21,186.20000000000002,186.19,186.17000000000002,24.46,24.240000000000002,24.1,23.93,23.77,23.6,23.41,23.240000000000002,22.87,N/A,N/A -2012,11,3,15,30,101900,100730,99600,81.7,0,3.96,4.29,4.38,4.49,4.58,4.65,4.72,4.78,4.9,167.46,168.19,168.76,169.66,170.36,170.94,171.66,172.38,173.75,24.400000000000002,24.18,24.05,23.89,23.73,23.56,23.38,23.22,22.87,N/A,N/A -2012,11,3,16,30,101880,100720,99580,78.42,0,4.07,4.47,4.57,4.65,4.7,4.75,4.78,4.8100000000000005,4.87,174.53,174.98,175.3,175.63,175.95000000000002,176.25,176.59,176.91,177.69,24.57,24.34,24.2,24.02,23.84,23.67,23.48,23.31,22.94,N/A,N/A -2012,11,3,17,30,101870,100700,99570,75.18,0,3.87,4.2,4.2700000000000005,4.3100000000000005,4.34,4.36,4.38,4.39,4.41,176.19,176.25,176.34,176.42000000000002,176.5,176.57,176.63,176.69,176.81,24.740000000000002,24.5,24.34,24.150000000000002,23.97,23.79,23.6,23.42,23.04,N/A,N/A -2012,11,3,18,30,101840,100670,99540,78.34,0,3.85,4.14,4.2,4.23,4.24,4.25,4.25,4.25,4.25,165.71,165.92000000000002,166.06,166.21,166.34,166.46,166.58,166.70000000000002,166.93,24.63,24.36,24.2,24.01,23.82,23.63,23.44,23.26,22.88,N/A,N/A -2012,11,3,19,30,101830,100670,99540,79.39,0,5.0200000000000005,5.47,5.5600000000000005,5.61,5.64,5.66,5.68,5.69,5.7,165.53,165.74,165.88,166.03,166.16,166.28,166.42000000000002,166.54,166.81,24.63,24.36,24.19,24,23.81,23.63,23.43,23.25,22.87,N/A,N/A -2012,11,3,20,30,101820,100650,99510,82,0,7.55,8.13,8.26,8.36,8.55,8.83,9.16,9.48,9.61,181.66,180.98,180.74,180.46,180.02,179.43,178.97,178.56,179.86,22.830000000000002,22.5,22.34,22.17,22.03,21.92,21.89,21.89,21.98,N/A,N/A -2012,11,3,21,30,101810,100640,99510,72.61,0,4.5200000000000005,4.8,4.88,4.98,4.98,4.87,4.68,4.47,4.13,171.22,171.08,170.69,170.02,169.79,169.93,172.20000000000002,175.02,183.78,23.42,23.17,23.07,23.01,22.98,22.97,22.95,22.94,23.25,N/A,N/A -2012,11,3,22,30,101870,100700,99560,77.96000000000001,0,2.62,2.6,2.54,2.47,2.43,2.41,2.4,2.41,2.46,274,269.78000000000003,266.31,261.72,257.01,251.84,246.84,242.22,233.64000000000001,23.22,22.94,22.8,22.63,22.48,22.330000000000002,22.17,22.02,21.69,N/A,N/A -2012,11,3,23,30,101880,100700,99560,80.14,0,1.72,1.7,1.68,1.6500000000000001,1.6300000000000001,1.61,1.68,1.78,2.59,270.18,266.64,263.7,259.86,255.29,249.77,241.45000000000002,232.23000000000002,213.83,22.67,22.35,22.19,22.01,21.830000000000002,21.67,21.51,21.36,21.09,N/A,N/A -2012,11,4,0,30,101810,100630,99500,82.17,0,2.08,2.2600000000000002,2.37,2.5300000000000002,2.84,3.27,3.68,4.07,4.43,237.89000000000001,236.70000000000002,235.47,233.49,229.99,225.18,221.54,218.31,213.25,22.78,22.46,22.3,22.13,21.98,21.85,21.73,21.63,21.36,N/A,N/A -2012,11,4,1,30,101810,100640,99500,81.82000000000001,0,1.04,1.05,1.04,1.03,1.02,1.02,1.31,1.77,2.3000000000000003,290.53000000000003,287.08,284.42,280.6,274.35,266.76,244.52,212.69,202.94,22.84,22.52,22.35,22.16,21.98,21.8,21.7,21.62,21.43,N/A,N/A -2012,11,4,2,30,101850,100680,99540,82.94,0,1.8800000000000001,1.86,1.8,1.72,1.6500000000000001,1.58,1.5,1.42,1.18,48.31,50.77,52.53,54.68,57.15,59.92,63.84,67.74,101.02,23,22.69,22.53,22.330000000000002,22.150000000000002,21.97,21.79,21.61,21.29,N/A,N/A -2012,11,4,3,30,101830,100650,99510,84.54,0,2.98,3.0100000000000002,2.97,2.9,2.83,2.7600000000000002,2.69,2.62,2.45,72.81,74.92,76.32000000000001,78,79.78,81.66,84.08,86.44,94.37,22.92,22.6,22.44,22.25,22.06,21.88,21.7,21.53,21.18,N/A,N/A -2012,11,4,4,30,101820,100650,99510,86.37,0,2.73,2.84,2.84,2.84,2.82,2.81,2.7800000000000002,2.7600000000000002,2.66,90.67,90.93,91.11,91.34,91.66,92.06,92.46000000000001,92.84,95.33,22.84,22.51,22.34,22.14,21.95,21.76,21.57,21.39,21.02,N/A,N/A -2012,11,4,5,30,101800,100620,99490,86.12,0,2.17,2.27,2.29,2.31,2.31,2.32,2.33,2.33,2.4,132.95,134.38,135.27,136.25,137.23,138.25,139.51,140.79,147.02,22.98,22.66,22.490000000000002,22.3,22.11,21.92,21.73,21.55,21.2,N/A,N/A -2012,11,4,6,30,101790,100620,99480,84.78,0,3.61,3.8000000000000003,3.84,3.85,3.85,3.85,3.85,3.84,3.8200000000000003,156.66,157.05,157.26,157.48,157.70000000000002,157.93,158.21,158.47,159.25,23.11,22.78,22.61,22.41,22.22,22.04,21.84,21.66,21.28,N/A,N/A -2012,11,4,7,30,101810,100640,99500,87.08,0,3.45,3.65,3.68,3.7,3.7,3.71,3.71,3.71,3.73,152.70000000000002,153.07,153.29,153.56,153.86,154.20000000000002,154.69,155.20000000000002,158.16,23.14,22.82,22.650000000000002,22.45,22.27,22.080000000000002,21.89,21.71,21.36,N/A,N/A -2012,11,4,8,30,101830,100660,99520,87.64,0,3.62,3.84,3.89,3.92,3.94,3.96,3.97,3.99,4.05,180.46,180.70000000000002,180.79,180.88,180.99,181.12,181.3,181.48,182.23,23.29,22.98,22.81,22.61,22.42,22.23,22.04,21.86,21.490000000000002,N/A,N/A -2012,11,4,9,30,101840,100670,99530,85.74,0,4.07,4.36,4.42,4.44,4.46,4.46,4.49,4.5200000000000005,4.59,217.54,217.5,217.46,217.41,217.36,217.31,217.23000000000002,217.16,218.48000000000002,23.67,23.39,23.23,23.04,22.87,22.69,22.53,22.38,22.150000000000002,N/A,N/A -2012,11,4,10,30,101860,100690,99550,86.65,0,3.09,3.27,3.29,3.29,3.29,3.29,3.29,3.29,3.38,220.63,220.96,221.11,221.33,221.57,221.86,222.3,222.78,225.85,23.61,23.32,23.16,22.97,22.78,22.6,22.41,22.240000000000002,21.97,N/A,N/A -2012,11,4,11,30,101870,100700,99560,86.76,0,2.72,2.88,2.91,2.91,2.92,2.92,2.92,2.93,2.97,214.96,215.4,215.64000000000001,215.95000000000002,216.28,216.66,217.15,217.66,220.28,23.56,23.27,23.1,22.91,22.72,22.53,22.34,22.16,21.79,N/A,N/A -2012,11,4,12,30,101870,100690,99560,85.17,0,3.0100000000000002,3.2,3.24,3.27,3.2800000000000002,3.3000000000000003,3.3200000000000003,3.33,3.38,234.07,234.33,234.45000000000002,234.58,234.70000000000002,234.84,234.99,235.15,235.72,23.57,23.28,23.11,22.91,22.73,22.54,22.34,22.16,21.78,N/A,N/A -2012,11,4,13,30,101890,100720,99580,84.92,0,3.16,3.43,3.5100000000000002,3.56,3.61,3.65,3.7,3.74,3.83,254.03,252.97,252.33,251.74,251.23000000000002,250.75,250.29,249.86,248.92000000000002,23.66,23.38,23.21,23.02,22.830000000000002,22.64,22.45,22.27,21.89,N/A,N/A -2012,11,4,14,30,101930,100760,99620,86.46000000000001,0,2.61,2.68,2.67,2.64,2.61,2.58,2.56,2.5500000000000003,2.56,295.62,293.74,291.88,289.53000000000003,287.28000000000003,284.94,281.87,278.65000000000003,272.23,23.5,23.21,23.06,22.86,22.69,22.51,22.330000000000002,22.150000000000002,21.81,N/A,N/A -2012,11,4,15,30,101920,100750,99610,94.58,0,4.28,4.41,4.39,4.33,4.2700000000000005,4.19,4.08,3.96,3.48,349.79,349.18,348.6,347.86,347,346,343.99,341.8,333.02,22.51,22.17,22,21.81,21.64,21.48,21.34,21.21,21.17,N/A,N/A -2012,11,4,16,30,101910,100730,99590,99.29,0,4.46,4.59,4.5600000000000005,4.49,4.39,4.28,4.0600000000000005,3.81,3.23,348.16,348.06,348.05,348.01,347.95,347.88,346.35,344.5,336.03000000000003,21.31,20.95,20.8,20.66,20.51,20.36,20.17,19.97,20.77,N/A,N/A -2012,11,4,17,30,101880,100700,99560,94.72,0,2.67,2.73,2.73,2.7,2.68,2.65,2.63,2.62,2.75,349.93,350.04,350.06,350.07,350,349.87,348.61,347.04,333,21.52,21.16,20.98,20.78,20.6,20.42,20.240000000000002,20.06,20.490000000000002,N/A,N/A -2012,11,4,18,30,101850,100680,99530,92.75,0,1.51,1.57,1.59,1.62,1.6500000000000001,1.7,1.87,2.08,3.35,359.35,358.11,357.18,356.01,354.63,352.96,350.33,347.27,341.72,21.85,21.5,21.330000000000002,21.14,20.97,20.8,20.68,20.59,21.09,N/A,N/A -2012,11,4,19,30,101810,100640,99500,89,0,0.52,0.54,0.55,0.56,0.59,0.63,0.8,1.07,2.0100000000000002,240.16,247.29,252.57,259.3,267.39,277.61,291.76,310.58,329.36,22.400000000000002,22.07,21.900000000000002,21.71,21.54,21.38,21.27,21.18,21.490000000000002,N/A,N/A -2012,11,4,20,30,101800,100620,99490,82.79,0,0.8300000000000001,0.8300000000000001,0.81,0.79,0.78,0.78,0.87,1.02,2.23,216.04,220.96,224.58,229.76,236.75,245.79,261.81,282.12,314.84000000000003,22.96,22.63,22.47,22.28,22.1,21.93,21.79,21.67,21.77,N/A,N/A -2012,11,4,21,30,101770,100600,99460,82.13,0,1.8,1.84,1.84,1.83,1.82,1.81,1.82,1.83,2.57,229.72,231.1,232.05,233.31,234.75,236.35,239.76,243.54,300.22,23.22,22.89,22.72,22.53,22.35,22.18,22.03,21.89,22.150000000000002,N/A,N/A -2012,11,4,22,30,101760,100590,99460,75.2,0,2.85,2.96,2.96,2.93,2.89,2.83,2.67,2.49,1.54,194.8,194.94,195.12,195.44,196.02,196.88,199.74,203.04,249.15,23.67,23.37,23.2,23,22.82,22.63,22.45,22.29,22.19,N/A,N/A -2012,11,4,23,30,101780,100610,99470,75.7,0,2.73,2.83,2.8000000000000003,2.75,2.62,2.42,1.84,1.32,0.87,190.07,190.71,191.11,191.63,192.77,194.49,204.38,213.87,248.02,23.740000000000002,23.45,23.29,23.1,22.95,22.81,22.77,22.75,22.57,N/A,N/A -2012,11,5,0,30,101800,100630,99500,79.42,0,3.06,3.22,3.22,3.19,3.16,3.13,3.06,2.98,2.35,212.73000000000002,213.27,213.61,213.99,214.34,214.68,215.20000000000002,215.76,223.21,23.68,23.400000000000002,23.240000000000002,23.04,22.86,22.67,22.48,22.3,22.07,N/A,N/A -2012,11,5,1,30,101820,100650,99510,81.64,0,2.58,2.7,2.71,2.7,2.69,2.67,2.65,2.62,2.57,232.70000000000002,232.32,232.09,231.77,231.41,231.01,230.52,230.02,228.55,23.61,23.32,23.16,22.96,22.78,22.59,22.400000000000002,22.21,21.830000000000002,N/A,N/A -2012,11,5,2,30,101820,100650,99510,82.3,0,2.05,2.15,2.16,2.16,2.16,2.16,2.15,2.14,2.12,238.34,238.1,237.95000000000002,237.8,237.66,237.52,237.35,237.19,236.62,23.47,23.17,23.01,22.81,22.62,22.43,22.240000000000002,22.05,21.67,N/A,N/A -2012,11,5,3,30,101810,100640,99510,78.88,0,2.06,2.2,2.24,2.2600000000000002,2.27,2.29,2.3000000000000003,2.32,2.35,243.24,244.41,244.99,245.62,246.23000000000002,246.86,247.55,248.22,249.8,23.650000000000002,23.36,23.2,23,22.81,22.62,22.43,22.25,21.86,N/A,N/A -2012,11,5,4,30,101790,100620,99480,77.95,0,2.17,2.35,2.4,2.44,2.48,2.5100000000000002,2.54,2.57,2.62,241.51,243.20000000000002,244.32,245.38,246.32,247.22,248.11,248.95000000000002,250.71,23.8,23.53,23.37,23.17,22.990000000000002,22.8,22.61,22.43,22.04,N/A,N/A -2012,11,5,5,30,101780,100610,99480,78.11,0,2.3000000000000003,2.47,2.5100000000000002,2.5300000000000002,2.5500000000000003,2.56,2.57,2.58,2.59,270.03000000000003,269.93,269.72,269.44,269.17,268.89,268.58,268.27,267.6,23.89,23.63,23.47,23.27,23.09,22.900000000000002,22.71,22.52,22.150000000000002,N/A,N/A -2012,11,5,6,30,101800,100630,99490,77.29,0,2.42,2.5500000000000003,2.58,2.6,2.61,2.62,2.63,2.64,2.65,262.13,261.41,260.96,260.48,260,259.49,258.88,258.25,256.48,23.63,23.330000000000002,23.16,22.96,22.77,22.59,22.39,22.21,21.830000000000002,N/A,N/A -2012,11,5,7,30,101800,100630,99490,78.28,0,3.15,3.34,3.39,3.41,3.43,3.44,3.45,3.45,3.47,262.08,261.44,260.98,260.52,260.09000000000003,259.67,259.22,258.8,257.86,23.66,23.35,23.19,22.990000000000002,22.8,22.61,22.41,22.23,21.84,N/A,N/A -2012,11,5,8,30,101770,100600,99460,80.07000000000001,0,3.81,4.05,4.09,4.11,4.12,4.13,4.13,4.13,4.13,268.07,267.49,267.11,266.72,266.36,266.01,265.65,265.31,264.56,23.580000000000002,23.27,23.09,22.900000000000002,22.71,22.52,22.32,22.14,21.75,N/A,N/A -2012,11,5,9,30,101770,100600,99460,82.66,0,4.44,4.7,4.75,4.7700000000000005,4.78,4.78,4.78,4.7700000000000005,4.75,273,272.16,271.6,271.02,270.48,269.95,269.39,268.85,267.7,23.41,23.09,22.92,22.72,22.53,22.34,22.150000000000002,21.96,21.580000000000002,N/A,N/A -2012,11,5,10,30,101770,100590,99460,83.5,0,4.22,4.45,4.48,4.49,4.49,4.48,4.46,4.45,4.41,275.86,274.84000000000003,274.16,273.42,272.72,272.02,271.26,270.51,268.74,23.12,22.78,22.61,22.41,22.22,22.04,21.84,21.66,21.29,N/A,N/A -2012,11,5,11,30,101780,100610,99470,84.47,0,3.98,4.16,4.17,4.16,4.14,4.12,4.1,4.07,4.05,289.32,288.67,288.2,287.64,287.05,286.41,285.57,284.72,281.71,22.67,22.32,22.14,21.95,21.76,21.580000000000002,21.39,21.22,20.89,N/A,N/A -2012,11,5,12,30,101780,100610,99470,85.79,0,4.51,4.72,4.74,4.73,4.71,4.68,4.64,4.61,4.5600000000000005,292.76,292.43,292.18,291.90000000000003,291.6,291.29,290.88,290.47,289.1,22.42,22.06,21.88,21.68,21.5,21.32,21.13,20.96,20.61,N/A,N/A -2012,11,5,13,30,101780,100600,99460,87.85000000000001,0,4.03,4.21,4.22,4.21,4.19,4.17,4.15,4.14,4.18,297.54,297.11,296.8,296.46,296.07,295.65000000000003,295.08,294.5,291.99,22.11,21.740000000000002,21.56,21.36,21.18,21,20.81,20.650000000000002,20.36,N/A,N/A -2012,11,5,14,30,101800,100620,99480,86.94,0,4.25,4.43,4.46,4.44,4.43,4.42,4.42,4.42,4.7,294.64,294.45,294.3,294.11,293.90000000000003,293.66,293.24,292.79,289.76,22.12,21.75,21.57,21.38,21.2,21.02,20.86,20.71,20.66,N/A,N/A -2012,11,5,15,30,101780,100600,99460,87.54,0,4.37,4.5600000000000005,4.58,4.57,4.5600000000000005,4.54,4.55,4.5600000000000005,4.88,295.51,295.28000000000003,295.12,294.93,294.71,294.46,294.03000000000003,293.57,290.98,22.150000000000002,21.78,21.61,21.42,21.240000000000002,21.07,20.91,20.77,20.76,N/A,N/A -2012,11,5,16,30,101760,100590,99450,87,0,3.88,4.05,4.07,4.07,4.07,4.07,4.07,4.08,4.23,294.51,294.42,294.36,294.29,294.21,294.13,294.01,293.89,293.29,22.240000000000002,21.87,21.69,21.490000000000002,21.31,21.13,20.95,20.78,20.490000000000002,N/A,N/A -2012,11,5,17,30,101730,100560,99420,86.68,0,3.63,3.77,3.7800000000000002,3.7800000000000002,3.77,3.7600000000000002,3.7600000000000002,3.75,3.88,282.93,283.3,283.56,283.88,284.22,284.61,285.14,285.68,287.96,22.34,21.97,21.79,21.6,21.41,21.23,21.05,20.88,20.6,N/A,N/A -2012,11,5,18,30,101690,100510,99380,86.35000000000001,0,3.25,3.37,3.38,3.38,3.37,3.36,3.37,3.39,3.66,263.23,264.2,264.93,265.79,266.77,267.87,269.66,271.56,280.29,22.55,22.19,22.01,21.82,21.64,21.46,21.29,21.14,20.96,N/A,N/A -2012,11,5,19,30,101650,100480,99350,85.5,0,3.81,3.97,3.99,3.98,3.98,3.99,4.05,4.12,4.3500000000000005,238.79,239.38,239.94,240.84,242.33,244.52,249.05,254.36,263.97,22.95,22.62,22.46,22.28,22.14,22.03,22,22.02,22.07,N/A,N/A -2012,11,5,20,30,101560,100400,99270,82.66,0,4.9,5.13,5.15,5.13,5.15,5.2,5.34,5.53,5.8100000000000005,224.53,225.05,225.67000000000002,226.73000000000002,228.76,231.67000000000002,235.86,240.42000000000002,247.12,23.650000000000002,23.34,23.19,23.03,22.92,22.85,22.84,22.84,22.73,N/A,N/A -2012,11,5,21,30,101550,100390,99260,83.38,0,7.12,7.7,7.84,7.9,7.94,7.95,7.96,7.96,7.94,238.07,239.07,239.83,240.73000000000002,241.54,242.39000000000001,243.32,244.28,246.39000000000001,24.19,23.93,23.79,23.6,23.43,23.25,23.07,22.900000000000002,22.56,N/A,N/A -2012,11,5,22,30,101500,100340,99210,79.2,0,6.55,7.01,7.0600000000000005,7.05,7.0200000000000005,6.97,6.94,6.92,6.74,249.47,250.25,250.78,251.52,252.35,253.29,254.89000000000001,256.62,266.12,24.310000000000002,24.05,23.91,23.73,23.57,23.41,23.27,23.16,23.2,N/A,N/A -2012,11,5,23,30,101510,100340,99210,79.14,0,4.63,4.91,4.93,4.91,4.9,4.92,4.78,4.61,4.43,250.61,250.97,251.25,251.70000000000002,252.63,254.01000000000002,259.55,266.05,273.96,24.3,24.04,23.89,23.72,23.59,23.48,23.46,23.490000000000002,23.32,N/A,N/A -2012,11,6,0,30,101510,100350,99220,77.65,0,4.08,4.33,4.36,4.36,4.39,4.45,4.5,4.55,4.57,249.39000000000001,249.67000000000002,249.89000000000001,250.21,251.32,253.01000000000002,256.76,260.88,267.82,24.44,24.19,24.04,23.86,23.71,23.57,23.51,23.48,23.38,N/A,N/A -2012,11,6,1,30,101680,100500,99350,90.66,203.60000000000002,11.88,12.77,12.98,13.05,13.09,13.1,13.1,13.09,13.13,354.72,354.05,353.90000000000003,353.76,353.63,353.52,353.35,353.19,352.75,20.73,20.16,19.95,19.740000000000002,19.55,19.37,19.19,19.03,18.7,N/A,N/A -2012,11,6,2,30,101600,100430,99290,84.45,0,3.1,3.33,3.45,3.67,4.43,5.96,6.8500000000000005,7.44,8.2,327.52,328.29,328.83,329.7,331.58,334.96,336.66,337.6,339.39,21.71,21.37,21.22,21.07,21.18,21.5,21.82,22.1,22.400000000000002,N/A,N/A -2012,11,6,3,30,101590,100420,99280,72.41,0,6.88,7.390000000000001,7.5200000000000005,7.57,7.63,7.68,7.75,7.8100000000000005,7.94,9.040000000000001,9.38,9.26,9.06,8.89,8.75,8.68,8.63,8.57,23.400000000000002,23.150000000000002,23.02,22.88,22.740000000000002,22.6,22.45,22.31,22.01,N/A,N/A -2012,11,6,4,30,101610,100440,99300,70.43,0,6.67,7.2700000000000005,7.45,7.57,7.66,7.73,7.8100000000000005,7.87,8.01,1.53,2.04,2.39,2.7600000000000002,3.11,3.46,3.83,4.17,4.95,23.34,23,22.830000000000002,22.64,22.45,22.26,22.07,21.89,21.52,N/A,N/A -2012,11,6,5,30,101590,100420,99280,62.410000000000004,0,10.34,11.3,11.52,11.63,11.69,11.72,11.73,11.74,11.71,13.780000000000001,13.93,14.05,14.16,14.26,14.35,14.46,14.55,14.74,23.05,22.69,22.51,22.31,22.13,21.94,21.76,21.580000000000002,21.22,N/A,N/A -2012,11,6,6,30,101670,100490,99340,66.06,0,10.72,11.620000000000001,11.84,11.93,11.98,12,12.01,12.01,11.98,19.78,19.85,19.89,19.93,19.96,20,20.03,20.06,20.11,21.75,21.31,21.11,20.91,20.71,20.53,20.34,20.16,19.8,N/A,N/A -2012,11,6,7,30,101710,100530,99370,64.22,0,10.39,11.25,11.450000000000001,11.540000000000001,11.6,11.63,11.65,11.66,11.69,22.42,22.44,22.47,22.5,22.51,22.52,22.51,22.51,22.46,20.990000000000002,20.5,20.3,20.1,19.91,19.73,19.54,19.37,19.02,N/A,N/A -2012,11,6,8,30,101760,100570,99410,62.82,0,9.85,10.63,10.81,10.9,10.94,10.97,10.98,10.99,10.99,22.97,22.94,22.92,22.900000000000002,22.86,22.82,22.76,22.7,22.53,20.63,20.13,19.92,19.72,19.52,19.34,19.150000000000002,18.97,18.62,N/A,N/A -2012,11,6,9,30,101790,100600,99450,63.86,0,9.73,10.47,10.64,10.71,10.74,10.76,10.75,10.75,10.71,19.6,19.59,19.57,19.54,19.51,19.48,19.44,19.39,19.28,20.09,19.55,19.34,19.13,18.93,18.740000000000002,18.54,18.36,18,N/A,N/A -2012,11,6,10,30,101830,100630,99470,66.54,0,10,10.72,10.86,10.9,10.91,10.91,10.88,10.85,10.77,18.27,18.27,18.26,18.240000000000002,18.2,18.16,18.1,18.04,17.84,19.22,18.63,18.41,18.2,18,17.82,17.63,17.45,17.1,N/A,N/A -2012,11,6,11,30,101870,100670,99510,69.60000000000001,0,9.58,10.25,10.39,10.43,10.46,10.46,10.44,10.43,10.370000000000001,21.7,21.740000000000002,21.75,21.75,21.740000000000002,21.73,21.71,21.68,21.580000000000002,18.43,17.81,17.580000000000002,17.36,17.16,16.97,16.77,16.59,16.22,N/A,N/A -2012,11,6,12,30,101910,100710,99540,70.28,0,9.1,9.69,9.8,9.83,9.83,9.82,9.8,9.77,9.700000000000001,20.17,20.14,20.12,20.080000000000002,20.04,19.990000000000002,19.93,19.87,19.69,18.080000000000002,17.47,17.240000000000002,17.02,16.82,16.63,16.44,16.26,15.9,N/A,N/A -2012,11,6,13,30,101960,100760,99590,71.49,0,8.07,8.56,8.65,8.68,8.68,8.67,8.64,8.620000000000001,8.540000000000001,21.51,21.490000000000002,21.47,21.45,21.42,21.39,21.35,21.31,21.2,17.81,17.2,16.97,16.76,16.55,16.36,16.16,15.98,15.610000000000001,N/A,N/A -2012,11,6,14,30,101990,100780,99610,71.77,0,8.07,8.52,8.59,8.6,8.59,8.57,8.53,8.49,8.39,19.2,19.2,19.19,19.17,19.14,19.11,19.07,19.02,18.900000000000002,17.330000000000002,16.71,16.47,16.26,16.05,15.860000000000001,15.67,15.48,15.120000000000001,N/A,N/A -2012,11,6,15,30,102030,100820,99650,71.27,0,6.75,7.09,7.140000000000001,7.140000000000001,7.140000000000001,7.12,7.09,7.07,7,19.29,19.25,19.22,19.17,19.12,19.080000000000002,19.02,18.96,18.8,17.11,16.51,16.28,16.06,15.860000000000001,15.67,15.47,15.280000000000001,14.9,N/A,N/A -2012,11,6,16,30,102010,100810,99630,68.41,0,5.62,5.9,5.95,5.96,5.96,5.96,5.95,5.95,5.92,8.03,7.890000000000001,7.82,7.75,7.67,7.59,7.49,7.4,7.17,17.23,16.66,16.44,16.22,16.01,15.83,15.620000000000001,15.44,15.05,N/A,N/A -2012,11,6,17,30,101970,100770,99600,65.89,0,5.15,5.42,5.48,5.51,5.53,5.54,5.55,5.5600000000000005,5.58,356.67,356.18,355.87,355.58,355.31,355.07,354.82,354.59000000000003,354.13,17.68,17.14,16.91,16.7,16.490000000000002,16.3,16.1,15.91,15.52,N/A,N/A -2012,11,6,18,30,101990,100790,99620,57.22,0,5.09,5.3500000000000005,5.4,5.43,5.44,5.45,5.45,5.45,5.45,346.72,347.09000000000003,347.3,347.51,347.71,347.89,348.07,348.24,348.61,18.43,17.92,17.7,17.490000000000002,17.28,17.09,16.89,16.7,16.31,N/A,N/A -2012,11,6,19,30,101950,100750,99590,57.620000000000005,0,4.82,5.09,5.15,5.19,5.22,5.24,5.26,5.28,5.3100000000000005,334.98,334.98,335.02,335.07,335.11,335.15000000000003,335.19,335.23,335.32,19.080000000000002,18.59,18.38,18.17,17.96,17.77,17.56,17.37,16.98,N/A,N/A -2012,11,6,20,30,101920,100730,99570,56.26,0,6.44,6.83,6.9,6.93,6.95,6.96,6.96,6.96,6.95,332.37,332.71,332.93,333.13,333.33,333.51,333.71,333.89,334.28000000000003,19.52,19.02,18.8,18.59,18.39,18.2,17.990000000000002,17.8,17.41,N/A,N/A -2012,11,6,21,30,101900,100710,99550,53.9,0,6.87,7.32,7.42,7.46,7.49,7.51,7.5200000000000005,7.5200000000000005,7.5200000000000005,333.33,333.59000000000003,333.75,333.91,334.06,334.2,334.36,334.51,334.84000000000003,20.04,19.55,19.34,19.13,18.93,18.740000000000002,18.54,18.35,17.96,N/A,N/A -2012,11,6,22,30,101880,100690,99530,52.15,0,7.140000000000001,7.640000000000001,7.75,7.8,7.84,7.87,7.890000000000001,7.9,7.92,336.13,336.22,336.28000000000003,336.33,336.39,336.44,336.49,336.55,336.67,20.57,20.1,19.900000000000002,19.69,19.490000000000002,19.3,19.09,18.900000000000002,18.51,N/A,N/A -2012,11,6,23,30,101900,100710,99560,51.410000000000004,0,6.95,7.43,7.54,7.6000000000000005,7.63,7.66,7.68,7.69,7.71,341.53000000000003,341.56,341.57,341.58,341.58,341.58,341.59000000000003,341.59000000000003,341.6,20.92,20.47,20.27,20.06,19.86,19.67,19.46,19.28,18.88,N/A,N/A -2012,11,7,0,30,101910,100720,99570,53.08,0,6.390000000000001,6.8,6.88,6.92,6.95,6.97,6.98,6.98,6.99,346.90000000000003,346.67,346.54,346.41,346.28000000000003,346.17,346.05,345.93,345.71,20.97,20.53,20.330000000000002,20.13,19.92,19.73,19.53,19.34,18.95,N/A,N/A -2012,11,7,1,30,101920,100730,99570,51.95,0,5.8500000000000005,6.19,6.26,6.29,6.3,6.3100000000000005,6.3100000000000005,6.3,6.29,350.33,350.42,350.46,350.5,350.54,350.57,350.6,350.63,350.69,20.900000000000002,20.46,20.27,20.06,19.86,19.67,19.47,19.28,18.89,N/A,N/A -2012,11,7,2,30,101950,100760,99600,51.620000000000005,0,5.29,5.58,5.63,5.66,5.66,5.67,5.67,5.67,5.66,1.42,0.99,0.71,0.43,0.18,359.95,359.7,359.47,359.01,20.88,20.45,20.25,20.05,19.85,19.66,19.45,19.27,18.88,N/A,N/A -2012,11,7,3,30,101940,100750,99600,51.64,0,4.29,4.49,4.5200000000000005,4.53,4.53,4.53,4.5200000000000005,4.5200000000000005,4.5,2.97,2.27,1.82,1.37,0.9400000000000001,0.53,0.09,359.68,358.79,20.82,20.41,20.22,20.01,19.81,19.63,19.43,19.240000000000002,18.86,N/A,N/A -2012,11,7,4,30,101940,100750,99600,53.59,0,3.6,3.74,3.7600000000000002,3.7600000000000002,3.7600000000000002,3.75,3.74,3.74,3.72,5.14,4.21,3.62,3.04,2.48,1.96,1.41,0.9,359.79,20.82,20.42,20.22,20.02,19.830000000000002,19.64,19.44,19.25,18.87,N/A,N/A -2012,11,7,5,30,101940,100750,99590,55.99,0,3.67,3.8200000000000003,3.84,3.85,3.85,3.84,3.84,3.83,3.8200000000000003,357.96,357.01,356.40000000000003,355.79,355.2,354.65000000000003,354.07,353.52,352.32,20.85,20.44,20.25,20.04,19.85,19.66,19.46,19.28,18.89,N/A,N/A -2012,11,7,6,30,101950,100760,99600,57.910000000000004,0,3.13,3.27,3.29,3.29,3.3000000000000003,3.3000000000000003,3.3000000000000003,3.3000000000000003,3.3000000000000003,349.16,348.51,348.12,347.73,347.38,347.05,346.7,346.38,345.63,20.89,20.51,20.32,20.12,19.93,19.740000000000002,19.54,19.36,18.97,N/A,N/A -2012,11,7,7,30,101970,100780,99630,58.86,0,2.97,3.11,3.13,3.14,3.15,3.15,3.16,3.16,3.17,339.5,339.03000000000003,338.76,338.48,338.22,337.97,337.69,337.44,336.85,20.96,20.580000000000002,20.39,20.19,19.990000000000002,19.81,19.61,19.42,19.04,N/A,N/A -2012,11,7,8,30,101990,100800,99650,58.35,0,2.5500000000000003,2.66,2.67,2.68,2.69,2.69,2.69,2.69,2.7,338.02,337.37,336.96,336.56,336.18,335.82,335.43,335.07,334.3,21.06,20.68,20.5,20.3,20.1,19.91,19.71,19.53,19.14,N/A,N/A -2012,11,7,9,30,101990,100800,99650,58.24,0,3.16,3.3000000000000003,3.3200000000000003,3.33,3.33,3.33,3.33,3.33,3.33,341.71,340.91,340.39,339.89,339.41,338.95,338.48,338.04,337.06,21.13,20.75,20.57,20.37,20.17,19.98,19.78,19.6,19.21,N/A,N/A -2012,11,7,10,30,102000,100810,99660,60.22,0,3.68,3.84,3.86,3.86,3.86,3.86,3.85,3.85,3.83,345.40000000000003,344.56,344.01,343.49,342.98,342.51,342.01,341.55,340.52,21.09,20.7,20.52,20.31,20.12,19.93,19.73,19.54,19.150000000000002,N/A,N/A -2012,11,7,11,30,102030,100840,99690,64.48,0,3.62,3.7600000000000002,3.77,3.77,3.7600000000000002,3.74,3.73,3.71,3.67,343.42,342.88,342.5,342.14,341.8,341.49,341.16,340.86,340.2,20.84,20.45,20.26,20.06,19.86,19.67,19.47,19.29,18.900000000000002,N/A,N/A -2012,11,7,12,30,102050,100860,99700,68.63,0,4.07,4.22,4.23,4.22,4.21,4.19,4.17,4.15,4.11,344.62,344.2,343.92,343.64,343.37,343.11,342.84000000000003,342.58,341.99,20.47,20.06,19.87,19.67,19.48,19.29,19.09,18.91,18.53,N/A,N/A -2012,11,7,13,30,102070,100880,99720,71.83,0,4.42,4.6000000000000005,4.6000000000000005,4.59,4.57,4.54,4.5200000000000005,4.49,4.43,357.13,356.64,356.31,355.99,355.67,355.36,355.02,354.7,353.95,20.080000000000002,19.650000000000002,19.46,19.26,19.06,18.88,18.68,18.5,18.13,N/A,N/A -2012,11,7,14,30,102090,100900,99740,66.47,0,4.1,4.26,4.28,4.2700000000000005,4.25,4.24,4.21,4.19,4.15,359.71,359.12,358.71,358.31,357.92,357.54,357.15000000000003,356.78000000000003,355.92,19.98,19.55,19.36,19.16,18.97,18.78,18.59,18.41,18.04,N/A,N/A -2012,11,7,15,30,102110,100910,99750,63.61,0,3.87,4.0200000000000005,4.03,4.0200000000000005,4.01,3.99,3.98,3.96,3.95,6.5,6.32,6.2,6.0600000000000005,5.91,5.74,5.5200000000000005,5.3,4.66,19.97,19.55,19.36,19.16,18.97,18.79,18.61,18.43,18.080000000000002,N/A,N/A -2012,11,7,16,30,102090,100890,99740,61.59,0,4.17,4.37,4.41,4.42,4.43,4.44,4.45,4.46,4.5,5.8,5.8100000000000005,5.8,5.8,5.78,5.78,5.76,5.74,5.67,20.27,19.86,19.67,19.48,19.29,19.11,18.91,18.740000000000002,18.38,N/A,N/A -2012,11,7,17,30,102060,100870,99710,57.620000000000005,0,3.73,3.92,3.96,3.98,3.99,4.01,4.0200000000000005,4.03,4.04,11.59,11.49,11.43,11.370000000000001,11.32,11.27,11.22,11.17,11.07,20.6,20.2,20.01,19.81,19.62,19.43,19.23,19.05,18.67,N/A,N/A -2012,11,7,18,30,102030,100840,99690,52.42,0,2.82,2.93,2.95,2.95,2.95,2.95,2.95,2.94,2.94,21.35,20.78,20.41,20.03,19.67,19.330000000000002,18.91,18.52,17.57,20.97,20.59,20.400000000000002,20.2,20.01,19.82,19.62,19.44,19.06,N/A,N/A -2012,11,7,19,30,102000,100810,99660,50.88,0,1.29,1.37,1.4000000000000001,1.43,1.46,1.48,1.51,1.54,1.6,11.31,10.28,9.68,9.01,8.370000000000001,7.74,7.01,6.32,4.65,21.21,20.85,20.67,20.47,20.27,20.09,19.89,19.7,19.32,N/A,N/A -2012,11,7,20,30,101960,100780,99620,52.4,0,0.54,0.68,0.77,0.86,0.9400000000000001,1.02,1.1,1.18,1.36,319.99,321.07,321.87,322.44,322.90000000000003,323.3,323.65000000000003,323.96,324.6,21.56,21.21,21.04,20.84,20.650000000000002,20.47,20.28,20.1,19.72,N/A,N/A -2012,11,7,21,30,101940,100760,99610,51.160000000000004,0,1.47,1.55,1.57,1.59,1.61,1.62,1.6400000000000001,1.6500000000000001,1.68,289.59000000000003,291.62,292.89,294.11,295.24,296.3,297.43,298.47,300.78000000000003,22.09,21.75,21.580000000000002,21.38,21.19,21,20.81,20.62,20.240000000000002,N/A,N/A -2012,11,7,22,30,101940,100750,99610,52.39,0,1.3900000000000001,1.5,1.54,1.59,1.6400000000000001,1.68,1.72,1.76,1.85,272.04,277.64,280.93,283.85,286.32,288.5,290.53000000000003,292.37,295.77,22.36,22.04,21.87,21.68,21.490000000000002,21.3,21.11,20.93,20.54,N/A,N/A -2012,11,7,23,30,101940,100760,99610,48.9,0,1.98,2.05,2.06,2.06,2.05,2.05,2.04,2.04,2.0300000000000002,302.2,303.53000000000003,304.38,305.22,306.01,306.77,307.58,308.32,309.97,22.7,22.39,22.22,22.03,21.84,21.650000000000002,21.45,21.27,20.89,N/A,N/A -2012,11,8,0,30,101960,100780,99630,49.29,0,1.12,1.16,1.17,1.17,1.18,1.18,1.19,1.19,1.21,279.58,281.34000000000003,282.5,283.7,284.87,285.99,287.26,288.45,291.2,22.76,22.45,22.28,22.09,21.900000000000002,21.71,21.51,21.330000000000002,20.95,N/A,N/A -2012,11,8,1,30,101980,100800,99650,51.300000000000004,0,1.59,1.69,1.72,1.75,1.78,1.8,1.84,1.87,1.96,335.67,336.54,337.13,337.75,338.39,339.04,339.82,340.56,342.57,22.79,22.48,22.31,22.12,21.93,21.75,21.55,21.37,20.990000000000002,N/A,N/A -2012,11,8,2,30,101970,100790,99650,47.86,0,2.92,3.09,3.09,3.08,3.06,3.04,3.0100000000000002,2.99,2.92,41.77,42.18,42.33,42.46,42.58,42.69,42.82,42.92,43.12,23.32,23.04,22.87,22.69,22.5,22.31,22.12,21.93,21.55,N/A,N/A -2012,11,8,3,30,101980,100800,99650,49.13,0,3.73,3.94,3.95,3.94,3.92,3.9,3.87,3.85,3.7800000000000002,71.31,71.83,72.08,72.34,72.59,72.83,73.08,73.31,73.81,23.14,22.85,22.68,22.490000000000002,22.3,22.12,21.93,21.75,21.37,N/A,N/A -2012,11,8,4,30,101980,100800,99650,53.39,0,3.83,4.01,4.03,4.01,3.99,3.97,3.95,3.92,3.85,84.04,84.78,85.2,85.63,86.06,86.47,86.93,87.35000000000001,88.4,22.77,22.45,22.28,22.09,21.900000000000002,21.72,21.53,21.35,20.97,N/A,N/A -2012,11,8,5,30,101990,100810,99660,57.76,0,4.0200000000000005,4.21,4.23,4.22,4.21,4.19,4.17,4.15,4.1,95.86,96.59,97.02,97.46000000000001,97.87,98.25,98.67,99.06,99.91,22.46,22.12,21.95,21.75,21.56,21.38,21.18,21,20.61,N/A,N/A -2012,11,8,6,30,102000,100820,99670,56.76,0,3.87,4.08,4.12,4.13,4.13,4.13,4.12,4.11,4.09,111,111.08,111.12,111.16,111.2,111.24000000000001,111.28,111.33,111.43,22.31,21.98,21.81,21.61,21.42,21.23,21.03,20.85,20.46,N/A,N/A -2012,11,8,7,30,102030,100840,99690,52.050000000000004,0,4.11,4.34,4.37,4.38,4.38,4.37,4.36,4.3500000000000005,4.32,104.18,104.47,104.66,104.84,105.02,105.18,105.36,105.53,105.89,22.400000000000002,22.080000000000002,21.91,21.72,21.52,21.34,21.14,20.95,20.56,N/A,N/A -2012,11,8,8,30,102040,100860,99710,54.89,0,4.43,4.68,4.71,4.72,4.71,4.71,4.69,4.68,4.65,105.08,105.5,105.78,106.05,106.31,106.55,106.81,107.04,107.55,22.22,21.89,21.72,21.52,21.330000000000002,21.14,20.94,20.76,20.37,N/A,N/A -2012,11,8,9,30,102050,100860,99710,55.44,0,4.82,5.11,5.15,5.17,5.17,5.17,5.16,5.15,5.12,106.2,106.49000000000001,106.66,106.83,106.99000000000001,107.14,107.31,107.47,107.83,22.12,21.78,21.6,21.400000000000002,21.21,21.02,20.82,20.63,20.240000000000002,N/A,N/A -2012,11,8,10,30,102060,100870,99720,56.07,0,5.17,5.48,5.54,5.55,5.5600000000000005,5.5600000000000005,5.55,5.54,5.51,107.07000000000001,107.47,107.71000000000001,107.95,108.18,108.39,108.62,108.83,109.3,22.01,21.66,21.48,21.28,21.09,20.900000000000002,20.7,20.52,20.13,N/A,N/A -2012,11,8,11,30,102090,100900,99750,60.68,0,5.69,6.05,6.12,6.140000000000001,6.15,6.16,6.15,6.140000000000001,6.12,114.26,114.63,114.84,115.05,115.25,115.44,115.64,115.83,116.22,21.75,21.38,21.2,21,20.81,20.62,20.42,20.23,19.84,N/A,N/A -2012,11,8,12,30,102100,100920,99760,62.04,0,5.73,6.09,6.16,6.19,6.2,6.2,6.2,6.19,6.17,114.65,115.02,115.26,115.49000000000001,115.71000000000001,115.91,116.12,116.33,116.76,21.69,21.32,21.13,20.93,20.740000000000002,20.55,20.35,20.16,19.77,N/A,N/A -2012,11,8,13,30,102130,100940,99790,61.84,0,5.99,6.390000000000001,6.47,6.51,6.5200000000000005,6.53,6.53,6.5200000000000005,6.51,121.59,122,122.24000000000001,122.46000000000001,122.68,122.87,123.08,123.28,123.7,21.73,21.36,21.17,20.97,20.78,20.59,20.39,20.2,19.81,N/A,N/A -2012,11,8,14,30,102170,100980,99830,64.1,0,6.390000000000001,6.83,6.91,6.95,6.97,6.98,6.98,6.98,6.96,122.36,122.82000000000001,123.10000000000001,123.37,123.63000000000001,123.87,124.13000000000001,124.36,124.85000000000001,21.64,21.25,21.07,20.87,20.67,20.48,20.28,20.09,19.7,N/A,N/A -2012,11,8,15,30,102180,100990,99840,66.14,0,6.53,7,7.1000000000000005,7.140000000000001,7.17,7.19,7.19,7.2,7.19,125.97,126.36,126.59,126.81,127.01,127.19,127.39,127.57000000000001,127.95,21.6,21.21,21.03,20.82,20.63,20.44,20.240000000000002,20.05,19.66,N/A,N/A -2012,11,8,16,30,102150,100970,99820,65.24,0,6.34,6.78,6.87,6.92,6.94,6.95,6.96,6.96,6.95,125.04,125.37,125.57000000000001,125.76,125.95,126.12,126.3,126.47,126.83,21.650000000000002,21.27,21.080000000000002,20.88,20.68,20.490000000000002,20.29,20.1,19.71,N/A,N/A -2012,11,8,17,30,102130,100950,99790,64.62,0,6.29,6.73,6.82,6.86,6.890000000000001,6.9,6.91,6.91,6.9,127.25,127.57000000000001,127.75,127.92,128.09,128.24,128.41,128.56,128.88,21.7,21.32,21.13,20.93,20.73,20.54,20.34,20.16,19.77,N/A,N/A -2012,11,8,18,30,102120,100930,99780,67.04,0,6.13,6.57,6.67,6.72,6.76,6.78,6.8,6.8100000000000005,6.82,133.5,133.66,133.77,133.87,133.98,134.08,134.17000000000002,134.26,134.47,21.75,21.37,21.18,20.98,20.78,20.59,20.39,20.21,19.81,N/A,N/A -2012,11,8,19,30,102100,100910,99760,66.86,0,6.34,6.8,6.9,6.95,6.98,6.99,7.01,7.01,7.01,130.98,131.52,131.83,132.13,132.41,132.67000000000002,132.93,133.17000000000002,133.69,21.86,21.490000000000002,21.31,21.1,20.91,20.72,20.52,20.34,19.95,N/A,N/A -2012,11,8,20,30,102050,100870,99720,66.43,0,6.28,6.74,6.8500000000000005,6.9,6.93,6.95,6.96,6.97,6.98,134.1,134.56,134.84,135.12,135.37,135.61,135.86,136.08,136.55,21.89,21.52,21.34,21.14,20.94,20.75,20.56,20.37,19.98,N/A,N/A -2012,11,8,21,30,102040,100850,99700,68.33,0,6.49,6.96,7.07,7.12,7.15,7.17,7.19,7.2,7.2,137.17000000000002,137.67000000000002,137.98,138.27,138.55,138.81,139.07,139.31,139.82,21.89,21.52,21.330000000000002,21.13,20.93,20.740000000000002,20.55,20.36,19.97,N/A,N/A -2012,11,8,22,30,102030,100840,99690,70.8,0,6.8,7.3100000000000005,7.42,7.48,7.51,7.53,7.54,7.55,7.55,136.42000000000002,136.89000000000001,137.18,137.46,137.71,137.95000000000002,138.20000000000002,138.42000000000002,138.89000000000001,21.85,21.48,21.29,21.09,20.900000000000002,20.71,20.51,20.32,19.93,N/A,N/A -2012,11,8,23,30,102010,100820,99680,72.05,0,7.25,7.82,7.96,8.03,8.08,8.11,8.120000000000001,8.14,8.15,139.45000000000002,139.85,140.09,140.31,140.51,140.70000000000002,140.89000000000001,141.07,141.44,21.88,21.51,21.32,21.12,20.92,20.73,20.53,20.35,19.95,N/A,N/A -2012,11,9,0,30,102010,100830,99680,72.34,0,7.58,8.21,8.36,8.44,8.5,8.53,8.56,8.58,8.6,140.01,140.43,140.68,140.93,141.16,141.37,141.59,141.79,142.20000000000002,21.95,21.580000000000002,21.39,21.19,21,20.8,20.6,20.42,20.03,N/A,N/A -2012,11,9,1,30,102010,100830,99680,73.03,0,8.11,8.8,8.97,9.06,9.11,9.15,9.18,9.200000000000001,9.21,142.69,143.03,143.24,143.45000000000002,143.64000000000001,143.82,144,144.17000000000002,144.53,21.98,21.6,21.41,21.21,21.01,20.82,20.62,20.44,20.05,N/A,N/A -2012,11,9,2,30,102000,100820,99670,74.21000000000001,0,8.3,9.03,9.200000000000001,9.3,9.36,9.41,9.44,9.46,9.48,145.53,145.76,145.9,146.03,146.16,146.28,146.4,146.51,146.75,22.01,21.63,21.45,21.25,21.05,20.86,20.66,20.47,20.080000000000002,N/A,N/A -2012,11,9,3,30,102000,100820,99670,74.3,0,8.42,9.17,9.36,9.450000000000001,9.52,9.57,9.6,9.620000000000001,9.64,148.22,148.48,148.64000000000001,148.81,148.96,149.11,149.25,149.38,149.67000000000002,22.13,21.76,21.57,21.37,21.18,20.990000000000002,20.78,20.6,20.21,N/A,N/A -2012,11,9,4,30,102000,100810,99670,74.27,0,8.58,9.35,9.540000000000001,9.65,9.71,9.76,9.790000000000001,9.81,9.83,149.91,150.16,150.31,150.47,150.62,150.75,150.89000000000001,151.02,151.3,22.23,21.86,21.68,21.48,21.28,21.1,20.89,20.71,20.32,N/A,N/A -2012,11,9,5,30,101990,100810,99660,75.10000000000001,0,8.68,9.48,9.68,9.790000000000001,9.870000000000001,9.92,9.96,9.99,10.03,152.46,152.84,153.06,153.27,153.47,153.66,153.85,154.03,154.39000000000001,22.28,21.92,21.740000000000002,21.54,21.34,21.150000000000002,20.95,20.77,20.38,N/A,N/A -2012,11,9,6,30,101990,100810,99670,75.23,0,8.48,9.26,9.450000000000001,9.57,9.65,9.700000000000001,9.74,9.78,9.82,156.3,156.64000000000001,156.85,157.05,157.24,157.42000000000002,157.59,157.76,158.09,22.45,22.1,21.92,21.72,21.53,21.330000000000002,21.14,20.95,20.56,N/A,N/A -2012,11,9,7,30,102010,100830,99680,74.97,0,8.43,9.23,9.43,9.55,9.63,9.69,9.73,9.77,9.81,159.16,159.5,159.69,159.87,160.03,160.17000000000002,160.32,160.46,160.72,22.64,22.3,22.12,21.92,21.73,21.54,21.34,21.150000000000002,20.76,N/A,N/A -2012,11,9,8,30,102010,100830,99680,72.9,0,8.56,9.370000000000001,9.58,9.69,9.77,9.82,9.870000000000001,9.9,9.94,160.39000000000001,160.8,161.02,161.22,161.42000000000002,161.6,161.78,161.95000000000002,162.31,22.77,22.44,22.26,22.06,21.87,21.68,21.48,21.3,20.91,N/A,N/A -2012,11,9,9,30,101990,100820,99670,74.35000000000001,0,8.2,8.99,9.200000000000001,9.33,9.41,9.48,9.53,9.57,9.63,163.61,163.82,163.94,164.05,164.15,164.24,164.33,164.4,164.56,22.87,22.55,22.37,22.18,21.98,21.79,21.6,21.41,21.02,N/A,N/A -2012,11,9,10,30,102010,100830,99690,73.43,0,8.34,9.16,9.370000000000001,9.5,9.59,9.66,9.71,9.76,9.83,163.76,163.86,163.97,164.1,164.21,164.33,164.44,164.55,164.79,22.95,22.63,22.46,22.26,22.07,21.88,21.68,21.5,21.11,N/A,N/A -2012,11,9,11,30,102010,100830,99690,71.76,0,8.72,9.6,9.81,9.93,10.02,10.07,10.11,10.14,10.16,160.62,160.94,161.09,161.23,161.36,161.48,161.59,161.70000000000002,161.92000000000002,23.04,22.73,22.56,22.37,22.17,21.98,21.79,21.6,21.21,N/A,N/A -2012,11,9,12,30,102010,100840,99690,73.42,0,8.42,9.26,9.47,9.59,9.67,9.73,9.78,9.81,9.85,158.05,158,158.01,158.03,158.05,158.07,158.1,158.12,158.19,23.04,22.73,22.55,22.36,22.16,21.97,21.78,21.59,21.2,N/A,N/A -2012,11,9,13,30,102020,100850,99700,73.67,0,8.39,9.22,9.43,9.55,9.64,9.700000000000001,9.75,9.790000000000001,9.85,157.78,157.83,157.91,158,158.1,158.19,158.29,158.38,158.58,23.06,22.76,22.59,22.39,22.19,22.01,21.81,21.63,21.240000000000002,N/A,N/A -2012,11,9,14,30,102050,100880,99730,73.83,0,8.53,9.39,9.61,9.73,9.81,9.870000000000001,9.91,9.93,9.96,152.55,152.81,152.97,153.12,153.25,153.38,153.5,153.62,153.85,23.07,22.77,22.6,22.400000000000002,22.21,22.02,21.830000000000002,21.64,21.25,N/A,N/A -2012,11,9,15,30,102060,100890,99740,72.84,0,8.02,8.84,9.05,9.17,9.26,9.33,9.370000000000001,9.41,9.46,153.52,153.49,153.53,153.59,153.65,153.71,153.77,153.84,153.97,23.17,22.87,22.7,22.51,22.32,22.13,21.93,21.75,21.36,N/A,N/A -2012,11,9,16,30,102060,100880,99740,73.68,0,7.95,8.74,8.94,9.05,9.120000000000001,9.17,9.200000000000001,9.23,9.25,150.01,150.24,150.41,150.57,150.72,150.85,150.99,151.12,151.37,23.17,22.88,22.71,22.52,22.330000000000002,22.14,21.94,21.76,21.37,N/A,N/A -2012,11,9,17,30,102040,100860,99720,74.97,0,7.390000000000001,8.11,8.290000000000001,8.4,8.47,8.53,8.57,8.61,8.66,149.95000000000002,150.11,150.18,150.24,150.29,150.34,150.38,150.42000000000002,150.5,23.16,22.86,22.69,22.5,22.31,22.12,21.92,21.740000000000002,21.35,N/A,N/A -2012,11,9,18,30,102020,100850,99700,74.37,0,6.97,7.68,7.86,7.98,8.08,8.14,8.2,8.25,8.32,151.49,152.03,152.32,152.59,152.82,153.04,153.24,153.43,153.77,23.28,23,22.830000000000002,22.64,22.45,22.26,22.07,21.88,21.5,N/A,N/A -2012,11,9,19,30,102020,100840,99700,75.4,0,6.76,7.42,7.58,7.68,7.76,7.8100000000000005,7.8500000000000005,7.88,7.92,153.63,153.68,153.72,153.76,153.79,153.82,153.85,153.88,153.93,23.31,23.02,22.85,22.650000000000002,22.46,22.28,22.080000000000002,21.900000000000002,21.51,N/A,N/A -2012,11,9,20,30,101980,100800,99660,76.52,0,6.67,7.32,7.48,7.58,7.65,7.71,7.75,7.78,7.82,144.85,145.17000000000002,145.44,145.72,145.97,146.22,146.46,146.69,147.16,23.27,22.97,22.8,22.61,22.42,22.23,22.04,21.85,21.47,N/A,N/A -2012,11,9,21,30,101970,100790,99650,76.18,0,7.01,7.640000000000001,7.79,7.87,7.92,7.95,7.97,7.99,8,140.69,141.16,141.49,141.83,142.13,142.42000000000002,142.72,142.99,143.56,23.22,22.92,22.76,22.56,22.37,22.19,21.990000000000002,21.81,21.42,N/A,N/A -2012,11,9,22,30,101930,100760,99620,77.63,0,6.76,7.3500000000000005,7.5,7.59,7.65,7.7,7.74,7.7700000000000005,7.8100000000000005,147.17000000000002,147.67000000000002,147.91,148.14000000000001,148.34,148.51,148.69,148.85,149.16,23.2,22.91,22.740000000000002,22.55,22.36,22.18,21.98,21.8,21.41,N/A,N/A -2012,11,9,23,30,101910,100740,99600,77.55,0,7.28,8.03,8.22,8.33,8.4,8.46,8.51,8.540000000000001,8.59,144.35,144.51,144.65,144.8,144.94,145.07,145.21,145.33,145.6,23.23,22.93,22.76,22.57,22.38,22.19,21.990000000000002,21.81,21.42,N/A,N/A -2012,11,10,0,30,101920,100740,99600,75.12,0,7.53,8.26,8.44,8.540000000000001,8.61,8.67,8.71,8.74,8.78,146.38,146.35,146.42000000000002,146.53,146.64000000000001,146.75,146.88,147,147.27,23.26,22.97,22.8,22.61,22.42,22.23,22.03,21.85,21.46,N/A,N/A -2012,11,10,1,30,101920,100740,99600,74.9,0,7.98,8.73,8.91,8.99,9.05,9.09,9.120000000000001,9.14,9.16,143.86,144.19,144.39000000000001,144.58,144.76,144.93,145.1,145.25,145.57,23.27,22.990000000000002,22.82,22.63,22.44,22.25,22.06,21.87,21.490000000000002,N/A,N/A -2012,11,10,2,30,101910,100740,99600,75.42,0,8.950000000000001,9.85,10.07,10.19,10.28,10.34,10.38,10.41,10.450000000000001,141.61,142.13,142.43,142.72,142.99,143.23,143.49,143.71,144.17000000000002,23.34,23.05,22.89,22.69,22.51,22.32,22.12,21.94,21.55,N/A,N/A -2012,11,10,3,30,101900,100730,99590,75.22,0,8.790000000000001,9.74,9.98,10.13,10.24,10.33,10.39,10.450000000000001,10.540000000000001,139.57,139.99,140.24,140.5,140.73,140.96,141.18,141.39000000000001,141.79,23.38,23.11,22.95,22.76,22.57,22.39,22.19,22.01,21.63,N/A,N/A -2012,11,10,4,30,101900,100720,99580,74.01,0,8.98,9.92,10.17,10.31,10.4,10.47,10.52,10.55,10.59,146.22,146.38,146.47,146.56,146.64000000000001,146.71,146.79,146.86,147.01,23.45,23.19,23.03,22.84,22.650000000000002,22.46,22.27,22.080000000000002,21.7,N/A,N/A -2012,11,10,5,30,101900,100720,99590,75.39,0,8.98,9.91,10.16,10.31,10.41,10.48,10.540000000000001,10.58,10.64,146.32,146.56,146.66,146.75,146.84,146.91,146.99,147.05,147.19,23.52,23.27,23.11,22.92,22.73,22.55,22.36,22.17,21.79,N/A,N/A -2012,11,10,6,30,101890,100720,99580,81.78,0,7.8,8.78,9.08,9.32,9.51,9.66,9.790000000000001,9.91,10.09,150.68,150.85,150.91,151,151.08,151.17000000000002,151.26,151.36,151.57,23.32,23.09,22.94,22.76,22.580000000000002,22.400000000000002,22.22,22.04,21.67,N/A,N/A -2012,11,10,7,30,101890,100710,99580,79.18,0,7.51,8.370000000000001,8.67,8.97,9.16,9.290000000000001,9.450000000000001,9.63,9.86,146.58,147.31,147.85,148.58,149.18,149.70000000000002,150.62,151.6,153.15,23.400000000000002,23.2,23.07,22.91,22.740000000000002,22.57,22.400000000000002,22.26,21.92,N/A,N/A -2012,11,10,8,30,101860,100690,99550,79.87,0,8.63,9.57,9.85,10.05,10.21,10.35,10.46,10.55,10.700000000000001,152.48,152.71,152.93,153.17000000000002,153.44,153.73,154.01,154.27,154.84,23.48,23.27,23.13,22.95,22.79,22.62,22.44,22.26,21.91,N/A,N/A -2012,11,10,9,30,101850,100680,99550,80.54,0,7.3100000000000005,8.57,9.03,9.3,9.56,9.8,10.01,10.19,10.49,158.67000000000002,160,160.66,160.9,161.1,161.27,161.41,161.53,161.72,23.53,23.31,23.17,22.990000000000002,22.84,22.68,22.51,22.36,22.01,N/A,N/A -2012,11,10,10,30,101840,100660,99530,81.15,0,7.58,8.59,8.92,9.18,9.39,9.58,9.78,9.97,10.32,149.57,149.8,150.07,150.56,150.91,151.20000000000002,151.62,152.04,152.91,23.45,23.26,23.13,22.95,22.78,22.61,22.44,22.29,21.95,N/A,N/A -2012,11,10,11,30,101830,100660,99520,82.67,0,7.42,8.33,8.6,8.8,8.94,9.040000000000001,9.13,9.200000000000001,9.34,154.11,154.29,154.49,154.74,154.97,155.19,155.37,155.52,156.02,23.41,23.2,23.06,22.88,22.7,22.53,22.34,22.16,21.8,N/A,N/A -2012,11,10,12,30,101850,100670,99540,83.4,0,6.5200000000000005,7.640000000000001,8.09,8.45,8.74,8.98,9.22,9.43,9.81,152.59,153.86,154.70000000000002,155.49,156.04,156.43,156.79,157.11,157.70000000000002,23.45,23.240000000000002,23.1,22.93,22.77,22.6,22.43,22.27,21.93,N/A,N/A -2012,11,10,13,30,101830,100660,99530,85.32000000000001,0,5.94,6.86,7.23,7.5600000000000005,7.86,8.13,8.39,8.620000000000001,8.99,148.8,151.70000000000002,153.54,155.38,157.01,158.49,159.97,161.33,164.22,23.36,23.16,23.05,22.92,22.79,22.67,22.54,22.43,22.19,N/A,N/A -2012,11,10,14,30,101870,100700,99570,82.3,0,7.11,8,8.3,8.52,8.67,8.76,8.81,8.84,8.88,158.22,159.06,159.5,159.84,160.21,160.6,161.07,161.53,162.58,23.56,23.39,23.27,23.12,22.97,22.81,22.64,22.48,22.13,N/A,N/A -2012,11,10,15,30,101870,100700,99560,83.09,0,7.5200000000000005,8.23,8.44,8.620000000000001,8.78,8.91,9.01,9.09,8.91,158.53,159.02,159.32,159.69,160.05,160.4,160.70000000000002,160.95000000000002,160.76,23.3,23.09,22.97,22.830000000000002,22.69,22.55,22.42,22.3,21.98,N/A,N/A -2012,11,10,16,30,101860,100690,99550,84.48,0,6.61,7.46,7.72,7.82,7.94,8.08,8.2,8.3,8.51,158.68,159.27,159.59,159.76,159.92000000000002,160.08,160.3,160.52,161.70000000000002,23.48,23.28,23.14,22.95,22.78,22.63,22.46,22.3,21.990000000000002,N/A,N/A -2012,11,10,17,30,101840,100660,99530,86.9,0,6.07,6.71,6.88,6.96,7.07,7.21,7.37,7.53,7.96,149.69,151.17000000000002,152.03,152.67000000000002,154.12,156.24,158.38,160.41,163.56,23.42,23.22,23.09,22.91,22.77,22.66,22.55,22.44,22.22,N/A,N/A -2012,11,10,18,30,101820,100650,99520,77.75,0,7.11,8.01,8.3,8.53,8.72,8.88,9.02,9.14,9.36,165.56,165.79,165.97,166.17000000000002,166.36,166.55,166.74,166.91,167.24,24.01,23.85,23.73,23.56,23.400000000000002,23.240000000000002,23.06,22.89,22.54,N/A,N/A -2012,11,10,19,30,101800,100630,99490,84.94,0,8.39,9.11,9.34,9.61,9.84,10.040000000000001,10.200000000000001,10.33,10.42,150.11,150.52,151.05,151.94,153.05,154.34,155.94,157.53,160.31,23.09,22.87,22.75,22.650000000000002,22.55,22.46,22.38,22.31,22.04,N/A,N/A -2012,11,10,20,30,101760,100600,99460,86.96000000000001,0,8.040000000000001,8.94,9.290000000000001,9.66,9.94,10.14,10.38,10.620000000000001,11.15,157.02,157.19,157.42000000000002,157.78,158.14000000000001,158.5,159.02,159.55,160.95000000000002,23.34,23.11,22.98,22.84,22.68,22.5,22.35,22.21,21.97,N/A,N/A -2012,11,10,21,30,101740,100570,99430,90,0,7.61,8.35,8.56,8.75,9.13,9.68,10.06,10.36,10.94,141.43,141.85,142.22,142.72,143.63,144.93,145.83,146.53,148.29,23.080000000000002,22.81,22.66,22.490000000000002,22.34,22.22,22.07,21.93,21.7,N/A,N/A -2012,11,10,22,30,101700,100530,99400,83.73,0,9.09,10.28,10.67,10.99,11.26,11.48,11.69,11.88,12.22,150.18,150.18,150.25,150.34,150.42000000000002,150.52,150.64000000000001,150.76,151.07,23.68,23.5,23.37,23.2,23.04,22.88,22.71,22.55,22.2,N/A,N/A -2012,11,10,23,30,101670,100500,99370,83.69,0,9.89,11.15,11.57,11.88,12.13,12.34,12.530000000000001,12.69,12.98,151.48,151.89000000000001,152.15,152.43,152.70000000000002,152.98,153.26,153.53,154.1,23.72,23.55,23.42,23.26,23.1,22.93,22.76,22.59,22.25,N/A,N/A -2012,11,11,0,30,101660,100490,99360,81.99,0,9.09,10.3,10.71,11.040000000000001,11.32,11.56,11.790000000000001,11.99,12.370000000000001,151.04,151.36,151.57,151.81,152.03,152.25,152.47,152.68,153.08,23.85,23.7,23.59,23.43,23.28,23.13,22.97,22.81,22.48,N/A,N/A -2012,11,11,1,30,101630,100470,99330,80.9,0,10.26,11.63,12.08,12.43,12.72,12.96,13.19,13.39,13.76,152.73,152.97,153.13,153.3,153.46,153.62,153.78,153.93,154.25,23.86,23.71,23.59,23.43,23.27,23.11,22.94,22.78,22.43,N/A,N/A -2012,11,11,2,30,101640,100470,99340,80.65,0,10.72,12.200000000000001,12.700000000000001,13.09,13.41,13.68,13.93,14.14,14.51,152.76,153.07,153.26,153.47,153.66,153.85,154.04,154.23,154.6,23.92,23.78,23.66,23.51,23.36,23.2,23.03,22.88,22.54,N/A,N/A -2012,11,11,3,30,101600,100430,99300,80.76,0,10.94,12.41,12.9,13.290000000000001,13.61,13.89,14.14,14.370000000000001,14.8,153.71,154.01,154.21,154.42000000000002,154.63,154.82,155.02,155.20000000000002,155.56,23.95,23.81,23.7,23.54,23.39,23.23,23.06,22.91,22.57,N/A,N/A -2012,11,11,4,30,101580,100410,99280,80.85000000000001,0,11.540000000000001,13.120000000000001,13.65,14.07,14.41,14.71,14.97,15.21,15.63,156.74,156.96,157.09,157.24,157.39000000000001,157.54,157.70000000000002,157.85,158.16,23.98,23.84,23.73,23.57,23.42,23.27,23.1,22.94,22.6,N/A,N/A -2012,11,11,5,30,101560,100390,99260,79.92,0,12.02,13.66,14.17,14.56,14.88,15.15,15.38,15.59,15.94,162.01,162.39000000000001,162.6,162.82,163.01,163.20000000000002,163.37,163.53,163.82,24.080000000000002,23.95,23.84,23.68,23.53,23.37,23.19,23.03,22.67,N/A,N/A -2012,11,11,6,30,101550,100380,99250,80.09,0,11.88,13.43,13.950000000000001,14.33,14.65,14.91,15.14,15.35,15.71,163.20000000000002,163.25,163.3,163.36,163.41,163.47,163.53,163.59,163.73,24.09,23.94,23.81,23.650000000000002,23.490000000000002,23.32,23.150000000000002,22.98,22.63,N/A,N/A -2012,11,11,7,30,101530,100360,99230,81.2,0,11.58,13.15,13.67,14.08,14.41,14.69,14.950000000000001,15.17,15.59,164.6,164.71,164.79,164.88,164.96,165.05,165.12,165.20000000000002,165.35,24.11,23.97,23.85,23.69,23.53,23.37,23.2,23.04,22.69,N/A,N/A -2012,11,11,8,30,101480,100320,99190,80.75,0,11.82,13.42,13.93,14.34,14.66,14.93,15.18,15.4,15.780000000000001,163.12,163.36,163.5,163.66,163.8,163.94,164.08,164.21,164.48,24.14,24,23.88,23.73,23.57,23.41,23.240000000000002,23.07,22.73,N/A,N/A -2012,11,11,9,30,101470,100310,99180,82.67,0,11.06,12.61,13.13,13.55,13.89,14.19,14.450000000000001,14.69,15.11,166.86,167.1,167.23,167.35,167.45000000000002,167.54,167.6,167.66,167.73,24.16,24.02,23.900000000000002,23.75,23.6,23.44,23.27,23.11,22.77,N/A,N/A -2012,11,11,10,30,101460,100290,99170,83.11,0,11.06,12.69,13.25,13.72,14.120000000000001,14.47,14.81,15.120000000000001,15.71,166.96,167.34,167.52,167.71,167.89000000000001,168.06,168.23,168.38,168.66,24.22,24.1,23.990000000000002,23.85,23.71,23.56,23.41,23.26,22.95,N/A,N/A -2012,11,11,11,30,101450,100290,99160,85.46000000000001,0,10.35,11.83,12.36,12.780000000000001,13.14,13.450000000000001,13.72,13.97,14.41,166.01,165.81,165.81,165.81,165.83,165.86,165.9,165.95000000000002,166.09,24.19,24.060000000000002,23.95,23.8,23.650000000000002,23.5,23.34,23.19,22.86,N/A,N/A -2012,11,11,12,30,101470,100300,99170,91.9,17.6,9.620000000000001,10.77,11.24,11.73,12.16,12.540000000000001,12.96,13.38,14.26,158.74,159.32,159.78,160.48,161.19,161.95000000000002,162.98,164.05,166.34,23.34,23.1,22.96,22.8,22.66,22.52,22.42,22.34,22.19,N/A,N/A -2012,11,11,13,30,101440,100280,99150,85.7,0,10.32,11.76,12.24,12.620000000000001,12.94,13.22,13.47,13.700000000000001,14.11,159.36,159.59,159.71,159.82,159.92000000000002,159.99,160.04,160.09,160.13,24.17,24.03,23.91,23.76,23.61,23.45,23.28,23.13,22.79,N/A,N/A -2012,11,11,14,30,101450,100290,99160,90.58,0,10,11.42,11.89,12.290000000000001,12.63,12.93,13.23,13.5,14.01,149.26,149.78,150.1,150.43,150.75,151.04,151.34,151.61,152.13,23.78,23.57,23.44,23.28,23.12,22.97,22.8,22.650000000000002,22.330000000000002,N/A,N/A -2012,11,11,15,30,101480,100310,99180,92.2,0,9.68,11.15,11.72,12.21,12.64,13.030000000000001,13.4,13.74,14.35,158.75,159.43,159.95000000000002,160.57,161.17000000000002,161.81,162.5,163.20000000000002,164.71,23.8,23.63,23.51,23.36,23.21,23.07,22.93,22.79,22.51,N/A,N/A -2012,11,11,16,30,101470,100300,99180,89.14,0,9,10.31,10.74,11.1,11.38,11.61,11.790000000000001,11.93,12.08,171.03,170.94,170.99,171.11,171.3,171.57,171.97,172.39000000000001,173.69,24.150000000000002,23.990000000000002,23.87,23.72,23.56,23.41,23.25,23.09,22.78,N/A,N/A -2012,11,11,17,30,101450,100290,99170,94.68,0,6.38,7.390000000000001,7.72,7.96,8.120000000000001,8.22,8.31,8.39,8.700000000000001,177.58,178.26,178.8,179.51,180.41,181.47,182.89000000000001,184.35,187.81,23.990000000000002,23.84,23.740000000000002,23.62,23.5,23.38,23.25,23.13,22.87,N/A,N/A -2012,11,11,18,30,101470,100310,99180,94.61,0,4.6000000000000005,5.5600000000000005,5.99,6.46,6.890000000000001,7.33,7.74,8.120000000000001,8.78,186.92000000000002,188.47,189.55,190.75,191.72,192.55,193.20000000000002,193.74,194.56,24.21,24.1,24.03,23.92,23.82,23.71,23.59,23.47,23.2,N/A,N/A -2012,11,11,19,30,101460,100300,99170,93.11,0,4.78,5.8,6.23,6.67,7.0600000000000005,7.44,7.8,8.15,8.86,190.98,191.87,192.52,193.24,193.84,194.35,194.73000000000002,195.04,195.41,24.44,24.330000000000002,24.25,24.14,24.03,23.91,23.78,23.650000000000002,23.39,N/A,N/A -2012,11,11,20,30,101460,100300,99170,88.37,0,7.95,9.17,9.65,10.09,10.48,10.86,11.25,11.63,12.450000000000001,194.43,194.46,194.47,194.45000000000002,194.41,194.35,194.29,194.22,194.13,24.25,24.14,24.060000000000002,23.93,23.81,23.68,23.55,23.42,23.18,N/A,N/A -2012,11,11,21,30,101480,100320,99200,84.31,0.4,12.200000000000001,14.030000000000001,14.69,15.23,15.67,16.03,16.330000000000002,16.57,16.92,181.57,181.99,182.26,182.55,182.82,183.09,183.36,183.61,184.18,24.32,24.21,24.1,23.96,23.82,23.68,23.53,23.400000000000002,23.13,N/A,N/A -2012,11,11,22,30,101460,100300,99170,88.42,0,7.69,8.97,9.5,10.03,10.52,11.01,11.49,11.93,12.64,182.22,182.97,183.52,184.29,185.05,185.87,186.72,187.55,189.33,24.34,24.3,24.25,24.17,24.09,24.02,23.94,23.87,23.68,N/A,N/A -2012,11,11,23,30,101470,100310,99190,90.26,0,6.3100000000000005,7.66,8.23,8.78,9.26,9.700000000000001,10.13,10.52,11.23,190.77,190.42000000000002,190.25,190.16,190.18,190.29,190.52,190.8,191.6,24.45,24.43,24.39,24.3,24.21,24.1,23.990000000000002,23.89,23.650000000000002,N/A,N/A -2012,11,12,0,30,101530,100370,99250,81.53,10.3,6.61,7.94,8.620000000000001,9.33,9.93,10.47,10.89,11.23,11.65,194.04,196.59,198.16,200.04,201.54,202.76,203.6,204.24,204.93,24.29,24.48,24.580000000000002,24.650000000000002,24.67,24.650000000000002,24.57,24.46,24.19,N/A,N/A -2012,11,12,1,30,101590,100430,99300,87.61,0,6.62,7.49,7.8100000000000005,8.08,8.31,8.52,8.700000000000001,8.84,8.94,182.87,183.04,183.22,183.5,183.88,184.37,185.19,186.1,189.95000000000002,23.94,23.79,23.69,23.56,23.45,23.35,23.26,23.18,23.05,N/A,N/A -2012,11,12,2,30,101640,100480,99350,91.38,0,4.8100000000000005,5.69,6.0200000000000005,6.25,6.38,6.43,6.54,6.68,7.05,190.62,192.49,194.33,197.51,201.52,206.54,210.44,213.68,216.39000000000001,23.93,23.87,23.830000000000002,23.8,23.76,23.71,23.61,23.5,23.240000000000002,N/A,N/A -2012,11,12,3,30,101680,100520,99390,94.2,0,3.31,4.2,4.57,5.01,5.55,6.24,6.61,6.82,7.28,199.59,204.37,207.54,210.64000000000001,212.26,212.53,212.5,212.33,212.56,23.96,23.98,23.96,23.92,23.87,23.830000000000002,23.71,23.57,23.31,N/A,N/A -2012,11,12,4,30,101730,100570,99440,95.61,0,2.36,3.64,4.28,4.91,5.37,5.66,5.84,5.97,6.09,221.44,220.76,220.29,220.22,220.62,221.49,222.16,222.72,223.27,23.88,23.990000000000002,24.03,24.03,23.990000000000002,23.900000000000002,23.77,23.63,23.29,N/A,N/A -2012,11,12,5,30,101780,100610,99480,95.14,0,2.46,3.92,4.55,4.79,4.9,4.9,4.92,4.94,5.0600000000000005,248.75,242.46,238.97,239.42000000000002,239.65,239.69,239.73000000000002,239.78,239.76,23.94,24.240000000000002,24.32,24.2,24.05,23.86,23.66,23.48,23.12,N/A,N/A -2012,11,12,6,30,101840,100670,99540,95.52,0,2.22,3.2,3.5300000000000002,3.79,3.99,4.13,4.28,4.42,4.7,269.72,264.77,261.59000000000003,259.92,258.91,258.47,258.01,257.55,256.63,23.830000000000002,24.04,24.07,23.96,23.84,23.71,23.57,23.43,23.13,N/A,N/A -2012,11,12,7,30,102000,100800,99650,92.08,0,13.83,14.94,15.14,15.16,15.120000000000001,15.040000000000001,14.93,14.82,14.36,343.21,343.03000000000003,342.95,342.84000000000003,342.71,342.56,342.32,342.06,340.81,19.25,18.66,18.44,18.25,18.07,17.92,17.78,17.66,17.63,N/A,N/A -2012,11,12,8,30,102030,100830,99670,69.97,0,13.41,14.69,15,15.16,15.27,15.34,15.39,15.44,15.57,351.56,351.62,351.67,351.74,351.82,351.89,351.99,352.08,352.31,19.66,19.11,18.89,18.68,18.490000000000002,18.31,18.13,17.96,17.63,N/A,N/A -2012,11,12,9,30,102080,100880,99720,68.82000000000001,0,13.67,14.97,15.27,15.43,15.52,15.58,15.620000000000001,15.65,15.700000000000001,0.65,0.8300000000000001,0.91,0.97,1.03,1.08,1.1300000000000001,1.16,1.23,19.05,18.45,18.22,18.01,17.81,17.62,17.43,17.26,16.91,N/A,N/A -2012,11,12,10,30,102140,100940,99770,70.33,0,14.08,15.41,15.75,15.93,16.04,16.11,16.15,16.18,16.21,10.59,10.620000000000001,10.620000000000001,10.61,10.59,10.56,10.53,10.5,10.42,18.64,18,17.76,17.53,17.32,17.12,16.92,16.740000000000002,16.36,N/A,N/A -2012,11,12,11,30,102240,101030,99860,74.08,0,13.38,14.66,14.96,15.120000000000001,15.22,15.290000000000001,15.33,15.36,15.39,19.580000000000002,19.47,19.41,19.34,19.29,19.23,19.17,19.12,18.98,17.85,17.16,16.91,16.68,16.46,16.26,16.05,15.860000000000001,15.47,N/A,N/A -2012,11,12,12,30,102360,101150,99970,73.24,0,13.82,15.1,15.41,15.57,15.67,15.74,15.780000000000001,15.81,15.84,9.76,9.77,9.88,9.96,10.040000000000001,10.1,10.16,10.22,10.32,17.16,16.43,16.16,15.93,15.71,15.51,15.3,15.11,14.72,N/A,N/A -2012,11,12,13,30,102470,101260,100080,73.84,0,12.71,13.86,14.15,14.31,14.42,14.49,14.540000000000001,14.58,14.64,15.39,15.51,15.57,15.65,15.71,15.77,15.84,15.9,16.04,16.59,15.84,15.58,15.34,15.120000000000001,14.92,14.71,14.52,14.13,N/A,N/A -2012,11,12,14,30,102530,101320,100130,72.52,0,12.290000000000001,13.35,13.61,13.75,13.83,13.9,13.94,13.97,14.01,18.54,18.66,18.7,18.740000000000002,18.78,18.81,18.86,18.900000000000002,18.98,16.18,15.43,15.16,14.92,14.700000000000001,14.5,14.280000000000001,14.09,13.700000000000001,N/A,N/A -2012,11,12,15,30,102570,101350,100170,70.13,0,12.120000000000001,13.14,13.39,13.52,13.6,13.66,13.69,13.72,13.76,20.09,20.21,20.29,20.37,20.44,20.51,20.57,20.63,20.76,16.04,15.290000000000001,15.02,14.780000000000001,14.56,14.36,14.15,13.96,13.57,N/A,N/A -2012,11,12,16,30,102630,101410,100230,63.46,0,11.26,12.200000000000001,12.44,12.58,12.67,12.73,12.780000000000001,12.82,12.88,18.45,18.59,18.68,18.78,18.86,18.95,19.03,19.11,19.29,16.44,15.74,15.48,15.25,15.030000000000001,14.83,14.620000000000001,14.43,14.040000000000001,N/A,N/A -2012,11,12,17,30,102660,101440,100260,55.08,0,11.040000000000001,11.96,12.19,12.32,12.4,12.46,12.51,12.540000000000001,12.59,18.29,18.52,18.68,18.830000000000002,18.96,19.080000000000002,19.2,19.330000000000002,19.56,16.89,16.22,15.97,15.74,15.52,15.32,15.1,14.91,14.51,N/A,N/A -2012,11,12,18,30,102680,101470,100290,49.370000000000005,0,10.67,11.56,11.78,11.91,11.99,12.06,12.1,12.14,12.19,18.47,18.66,18.78,18.89,18.98,19.080000000000002,19.17,19.25,19.42,17.400000000000002,16.76,16.52,16.3,16.080000000000002,15.870000000000001,15.66,15.47,15.07,N/A,N/A -2012,11,12,19,30,102700,101490,100310,47.75,0,10.66,11.55,11.78,11.9,11.98,12.05,12.09,12.13,12.18,15.64,15.85,15.99,16.11,16.22,16.32,16.42,16.51,16.7,17.78,17.16,16.92,16.69,16.48,16.28,16.07,15.870000000000001,15.47,N/A,N/A -2012,11,12,20,30,102710,101500,100320,47,0,10.44,11.32,11.540000000000001,11.66,11.75,11.81,11.85,11.89,11.93,16.53,16.75,16.87,16.990000000000002,17.11,17.21,17.32,17.42,17.62,18.01,17.41,17.17,16.95,16.73,16.53,16.32,16.12,15.72,N/A,N/A -2012,11,12,21,30,102690,101480,100300,47.74,0,10.790000000000001,11.69,11.91,12.02,12.1,12.15,12.18,12.21,12.24,14.71,14.93,15.06,15.19,15.3,15.41,15.51,15.610000000000001,15.8,17.95,17.330000000000002,17.09,16.87,16.65,16.45,16.240000000000002,16.04,15.64,N/A,N/A -2012,11,12,22,30,102710,101500,100320,49.52,0,10.69,11.55,11.75,11.85,11.91,11.950000000000001,11.97,11.98,11.98,16.92,17.17,17.32,17.46,17.59,17.71,17.84,17.96,18.19,17.66,17.03,16.8,16.57,16.35,16.15,15.94,15.74,15.34,N/A,N/A -2012,11,12,23,30,102750,101530,100350,51.45,0,11.22,12.13,12.34,12.450000000000001,12.52,12.56,12.58,12.6,12.6,16.25,16.51,16.67,16.830000000000002,16.97,17.11,17.240000000000002,17.37,17.62,17.21,16.55,16.3,16.07,15.85,15.65,15.43,15.24,14.84,N/A,N/A -2012,11,13,0,30,102810,101590,100410,55.45,0,11.69,12.65,12.870000000000001,12.99,13.06,13.11,13.13,13.15,13.15,19.29,19.48,19.59,19.7,19.79,19.88,19.97,20.05,20.22,16.39,15.67,15.41,15.18,14.950000000000001,14.75,14.530000000000001,14.33,13.93,N/A,N/A -2012,11,13,1,30,102860,101630,100440,58.44,0,12.43,13.49,13.73,13.86,13.94,14,14.030000000000001,14.05,14.06,27.09,27.330000000000002,27.46,27.580000000000002,27.7,27.810000000000002,27.93,28.04,28.27,15.620000000000001,14.84,14.57,14.33,14.1,13.89,13.67,13.47,13.07,N/A,N/A -2012,11,13,2,30,102890,101660,100470,59.74,0,12.8,13.89,14.15,14.290000000000001,14.38,14.44,14.47,14.49,14.51,32.89,33.17,33.34,33.5,33.65,33.78,33.92,34.05,34.31,15.200000000000001,14.39,14.11,13.870000000000001,13.64,13.43,13.21,13.01,12.6,N/A,N/A -2012,11,13,3,30,102900,101670,100470,60.18,0,12.72,13.81,14.08,14.21,14.290000000000001,14.36,14.39,14.41,14.43,37.45,37.74,37.9,38.050000000000004,38.18,38.31,38.44,38.56,38.800000000000004,15.030000000000001,14.22,13.94,13.700000000000001,13.46,13.26,13.040000000000001,12.83,12.43,N/A,N/A -2012,11,13,4,30,102910,101680,100480,64.34,0,12.4,13.43,13.67,13.790000000000001,13.86,13.91,13.93,13.950000000000001,13.950000000000001,40.09,40.45,40.67,40.88,41.07,41.24,41.43,41.6,41.93,14.83,14.02,13.74,13.49,13.26,13.05,12.83,12.63,12.23,N/A,N/A -2012,11,13,5,30,102900,101670,100470,67.02,0,11.89,12.870000000000001,13.1,13.23,13.32,13.370000000000001,13.41,13.43,13.46,42.61,43.04,43.29,43.51,43.72,43.910000000000004,44.1,44.28,44.63,14.790000000000001,13.98,13.71,13.46,13.23,13.02,12.8,12.6,12.200000000000001,N/A,N/A -2012,11,13,6,30,102920,101690,100490,60.730000000000004,0,12.82,13.93,14.21,14.36,14.450000000000001,14.52,14.56,14.59,14.63,47.71,47.81,47.89,47.95,48.01,48.06,48.11,48.160000000000004,48.26,14.84,14,13.71,13.46,13.23,13.02,12.8,12.59,12.19,N/A,N/A -2012,11,13,7,30,102950,101720,100520,64.41,0,12.42,13.48,13.74,13.89,13.99,14.06,14.11,14.15,14.19,44.410000000000004,44.81,45.050000000000004,45.27,45.47,45.660000000000004,45.84,46.02,46.36,14.65,13.82,13.530000000000001,13.280000000000001,13.040000000000001,12.83,12.61,12.41,12.01,N/A,N/A -2012,11,13,8,30,102940,101710,100520,64.09,0,12.68,13.77,14.040000000000001,14.19,14.280000000000001,14.35,14.39,14.43,14.47,44.44,44.81,45.02,45.22,45.410000000000004,45.58,45.75,45.910000000000004,46.24,14.51,13.66,13.370000000000001,13.120000000000001,12.89,12.68,12.46,12.25,11.85,N/A,N/A -2012,11,13,9,30,102970,101740,100540,62.190000000000005,0,13.16,14.33,14.63,14.8,14.91,15,15.05,15.09,15.15,46.76,47.11,47.31,47.51,47.68,47.84,48,48.15,48.45,14.5,13.63,13.34,13.08,12.84,12.63,12.41,12.21,11.8,N/A,N/A -2012,11,13,10,30,102990,101750,100550,56.9,0,14.3,15.620000000000001,15.950000000000001,16.13,16.240000000000002,16.32,16.37,16.4,16.44,52.33,52.42,52.480000000000004,52.53,52.58,52.620000000000005,52.660000000000004,52.7,52.79,14.57,13.67,13.370000000000001,13.11,12.870000000000001,12.66,12.43,12.23,11.82,N/A,N/A -2012,11,13,11,30,102990,101750,100550,56.7,0,14.22,15.52,15.84,16,16.11,16.18,16.22,16.25,16.28,52.52,52.69,52.800000000000004,52.89,52.980000000000004,53.06,53.15,53.230000000000004,53.4,14.39,13.49,13.19,12.93,12.69,12.47,12.25,12.05,11.64,N/A,N/A -2012,11,13,12,30,103000,101770,100570,57.99,0,14.07,15.33,15.63,15.790000000000001,15.89,15.96,15.99,16.02,16.04,53.19,53.410000000000004,53.54,53.660000000000004,53.78,53.88,53.99,54.09,54.300000000000004,14.26,13.36,13.06,12.8,12.56,12.35,12.120000000000001,11.92,11.51,N/A,N/A -2012,11,13,13,30,103000,101770,100570,59.74,0,13.83,15.05,15.34,15.5,15.59,15.65,15.69,15.71,15.73,52.88,53.15,53.31,53.46,53.59,53.71,53.84,53.96,54.2,14.14,13.23,12.94,12.68,12.44,12.23,12,11.8,11.39,N/A,N/A -2012,11,13,14,30,103000,101760,100570,61.03,0,13.47,14.65,14.92,15.07,15.16,15.22,15.25,15.27,15.290000000000001,52.46,52.75,52.93,53.09,53.25,53.38,53.53,53.660000000000004,53.93,14.13,13.23,12.94,12.68,12.44,12.23,12.01,11.8,11.4,N/A,N/A -2012,11,13,15,30,102990,101750,100550,61.25,0,13.19,14.32,14.58,14.72,14.81,14.870000000000001,14.89,14.91,14.92,52.75,53.02,53.18,53.33,53.480000000000004,53.6,53.74,53.870000000000005,54.13,14.1,13.22,12.93,12.68,12.43,12.22,12,11.8,11.39,N/A,N/A -2012,11,13,16,30,102950,101720,100520,58.68,0,12.08,13.05,13.27,13.38,13.450000000000001,13.49,13.51,13.52,13.52,50.06,50.29,50.44,50.57,50.69,50.800000000000004,50.92,51.03,51.25,14.120000000000001,13.27,12.98,12.73,12.5,12.290000000000001,12.07,11.870000000000001,11.46,N/A,N/A -2012,11,13,17,30,102910,101670,100480,56.76,0,10.870000000000001,11.68,11.870000000000001,11.950000000000001,12.01,12.05,12.06,12.07,12.07,49.74,49.9,49.99,50.08,50.17,50.24,50.32,50.39,50.54,14.27,13.48,13.200000000000001,12.950000000000001,12.72,12.52,12.3,12.1,11.69,N/A,N/A -2012,11,13,18,30,102860,101630,100430,54.36,0,10.08,10.82,10.98,11.06,11.11,11.14,11.16,11.17,11.17,46.49,46.53,46.56,46.58,46.6,46.62,46.63,46.64,46.68,14.67,13.91,13.64,13.4,13.17,12.97,12.75,12.55,12.14,N/A,N/A -2012,11,13,19,30,102830,101600,100410,56.92,0,9.11,9.74,9.88,9.96,10.01,10.040000000000001,10.06,10.07,10.08,43.65,43.79,43.9,44,44.08,44.160000000000004,44.230000000000004,44.300000000000004,44.45,15.06,14.35,14.09,13.85,13.620000000000001,13.42,13.200000000000001,13,12.6,N/A,N/A -2012,11,13,20,30,102760,101540,100340,50.09,0,8.07,8.58,8.700000000000001,8.76,8.8,8.82,8.84,8.85,8.86,38.19,38.26,38.33,38.38,38.44,38.480000000000004,38.53,38.57,38.660000000000004,15.540000000000001,14.870000000000001,14.620000000000001,14.39,14.17,13.97,13.75,13.55,13.15,N/A,N/A -2012,11,13,21,30,102720,101500,100310,46.6,0,7.32,7.7700000000000005,7.87,7.930000000000001,7.96,7.98,8,8.01,8.02,38.58,38.33,38.17,38.01,37.88,37.76,37.62,37.51,37.27,16.080000000000002,15.46,15.22,14.99,14.77,14.57,14.36,14.16,13.76,N/A,N/A -2012,11,13,22,30,102690,101470,100280,45.74,0,7.42,7.87,7.96,7.99,8.01,8.02,8.02,8.02,8.01,29.3,29.63,29.85,30.05,30.240000000000002,30.41,30.580000000000002,30.75,31.060000000000002,16.41,15.790000000000001,15.56,15.33,15.120000000000001,14.92,14.71,14.51,14.11,N/A,N/A -2012,11,13,23,30,102670,101450,100260,47.28,0,7.71,8.17,8.25,8.28,8.290000000000001,8.290000000000001,8.290000000000001,8.28,8.25,24.7,25.080000000000002,25.34,25.57,25.79,25.990000000000002,26.2,26.38,26.76,16.37,15.74,15.5,15.280000000000001,15.06,14.86,14.65,14.450000000000001,14.05,N/A,N/A -2012,11,14,0,30,102690,101460,100280,49.68,0,8.39,8.91,9,9.03,9.040000000000001,9.05,9.03,9.02,8.98,24.97,25.34,25.55,25.76,25.95,26.12,26.3,26.46,26.8,16.04,15.38,15.14,14.91,14.69,14.49,14.27,14.08,13.68,N/A,N/A -2012,11,14,1,30,102680,101460,100270,52.800000000000004,0,8.77,9.31,9.41,9.450000000000001,9.46,9.46,9.44,9.43,9.38,26.35,26.77,27.03,27.27,27.51,27.71,27.92,28.12,28.53,15.66,14.98,14.74,14.5,14.280000000000001,14.08,13.870000000000001,13.67,13.27,N/A,N/A -2012,11,14,2,30,102680,101460,100270,54.75,0,8.81,9.370000000000001,9.48,9.52,9.540000000000001,9.540000000000001,9.53,9.52,9.49,32.69,33.05,33.28,33.49,33.69,33.86,34.05,34.22,34.58,15.5,14.81,14.56,14.33,14.11,13.91,13.69,13.5,13.1,N/A,N/A -2012,11,14,3,30,102690,101470,100280,56.7,0,8.98,9.56,9.68,9.74,9.76,9.77,9.76,9.76,9.73,35.93,36.28,36.51,36.72,36.92,37.1,37.28,37.45,37.81,15.43,14.73,14.48,14.25,14.02,13.82,13.61,13.41,13.01,N/A,N/A -2012,11,14,4,30,102680,101450,100260,60.07,0,8.88,9.450000000000001,9.56,9.61,9.63,9.64,9.64,9.63,9.61,39.18,39.67,39.96,40.24,40.5,40.730000000000004,40.97,41.19,41.64,15.370000000000001,14.68,14.42,14.19,13.97,13.77,13.55,13.36,12.96,N/A,N/A -2012,11,14,5,30,102660,101430,100250,64.36,0,8.89,9.47,9.6,9.65,9.68,9.700000000000001,9.700000000000001,9.700000000000001,9.69,40.58,40.99,41.25,41.49,41.7,41.89,42.09,42.28,42.64,15.36,14.67,14.41,14.17,13.950000000000001,13.75,13.530000000000001,13.33,12.93,N/A,N/A -2012,11,14,6,30,102700,101480,100290,65.44,0,8.69,9.25,9.36,9.41,9.43,9.450000000000001,9.450000000000001,9.44,9.42,39.62,40.15,40.46,40.75,41.02,41.26,41.51,41.74,42.19,15.17,14.49,14.23,14,13.780000000000001,13.58,13.36,13.16,12.76,N/A,N/A -2012,11,14,7,30,102710,101480,100290,65.94,0,8.78,9.34,9.450000000000001,9.49,9.51,9.52,9.52,9.51,9.48,35.62,36.17,36.49,36.79,37.06,37.31,37.57,37.81,38.28,14.91,14.21,13.950000000000001,13.72,13.5,13.3,13.08,12.88,12.48,N/A,N/A -2012,11,14,8,30,102690,101470,100280,66.38,0,8.9,9.46,9.56,9.61,9.63,9.63,9.620000000000001,9.61,9.57,35.84,36.22,36.47,36.7,36.910000000000004,37.11,37.31,37.49,37.86,14.74,14.030000000000001,13.77,13.540000000000001,13.31,13.11,12.9,12.700000000000001,12.3,N/A,N/A -2012,11,14,9,30,102740,101510,100320,62.81,0,8.35,8.84,8.92,8.950000000000001,8.96,8.950000000000001,8.93,8.91,8.86,35.33,35.68,35.910000000000004,36.12,36.32,36.5,36.68,36.85,37.21,14.63,13.94,13.68,13.450000000000001,13.23,13.030000000000001,12.81,12.620000000000001,12.22,N/A,N/A -2012,11,14,10,30,102740,101510,100320,62.58,0,8.28,8.77,8.86,8.89,8.91,8.91,8.9,8.88,8.84,32.62,33.09,33.4,33.69,33.96,34.2,34.45,34.68,35.160000000000004,14.530000000000001,13.84,13.59,13.35,13.13,12.93,12.72,12.52,12.13,N/A,N/A -2012,11,14,11,30,102740,101510,100320,62.28,0,8.07,8.53,8.6,8.620000000000001,8.61,8.6,8.58,8.55,8.49,31.01,31.5,31.8,32.07,32.34,32.58,32.83,33.06,33.54,14.47,13.780000000000001,13.52,13.3,13.08,12.88,12.66,12.47,12.07,N/A,N/A -2012,11,14,12,30,102760,101530,100340,62.43,0,8.26,8.73,8.8,8.81,8.81,8.790000000000001,8.76,8.73,8.66,31.75,32.2,32.480000000000004,32.75,33,33.22,33.47,33.69,34.160000000000004,14.24,13.540000000000001,13.290000000000001,13.05,12.83,12.64,12.43,12.23,11.84,N/A,N/A -2012,11,14,13,30,102790,101560,100360,60.85,0,8.06,8.51,8.57,8.59,8.58,8.57,8.540000000000001,8.51,8.44,30.63,30.98,31.23,31.46,31.69,31.89,32.1,32.31,32.72,14.15,13.450000000000001,13.19,12.97,12.75,12.55,12.34,12.15,11.76,N/A,N/A -2012,11,14,14,30,102800,101570,100370,60.96,0,8.31,8.77,8.84,8.85,8.84,8.83,8.790000000000001,8.76,8.68,30.82,31.240000000000002,31.490000000000002,31.73,31.95,32.160000000000004,32.38,32.58,33,13.92,13.200000000000001,12.950000000000001,12.72,12.5,12.3,12.09,11.9,11.51,N/A,N/A -2012,11,14,15,30,102820,101580,100390,58.61,0,7.94,8.39,8.46,8.48,8.48,8.47,8.46,8.44,8.38,31.560000000000002,31.94,32.18,32.39,32.59,32.77,32.97,33.15,33.53,13.9,13.19,12.93,12.71,12.48,12.290000000000001,12.08,11.89,11.5,N/A,N/A -2012,11,14,16,30,102800,101570,100370,56.410000000000004,0,7.48,7.87,7.930000000000001,7.95,7.95,7.94,7.92,7.9,7.84,23.1,23.36,23.52,23.67,23.81,23.95,24.080000000000002,24.21,24.47,14.07,13.38,13.13,12.9,12.68,12.49,12.280000000000001,12.09,11.700000000000001,N/A,N/A -2012,11,14,17,30,102770,101540,100340,51.95,0,7.18,7.57,7.640000000000001,7.66,7.66,7.66,7.640000000000001,7.63,7.59,19.400000000000002,19.53,19.61,19.68,19.76,19.82,19.89,19.96,20.09,14.530000000000001,13.870000000000001,13.620000000000001,13.4,13.18,12.98,12.77,12.58,12.19,N/A,N/A -2012,11,14,18,30,102730,101510,100310,49.63,0,6.63,6.99,7.07,7.1000000000000005,7.13,7.140000000000001,7.140000000000001,7.15,7.140000000000001,17.1,17.14,17.16,17.17,17.18,17.19,17.21,17.22,17.240000000000002,15,14.370000000000001,14.13,13.9,13.69,13.49,13.280000000000001,13.08,12.68,N/A,N/A -2012,11,14,19,30,102710,101490,100300,44.29,0,5.73,6.07,6.140000000000001,6.19,6.22,6.24,6.26,6.28,6.3,13.06,13.18,13.26,13.34,13.4,13.46,13.530000000000001,13.58,13.68,15.85,15.27,15.040000000000001,14.82,14.61,14.41,14.200000000000001,14.01,13.61,N/A,N/A -2012,11,14,20,30,102660,101440,100260,41.230000000000004,0,6.2,6.5600000000000005,6.640000000000001,6.67,6.7,6.72,6.73,6.74,6.75,7.01,7.19,7.3,7.390000000000001,7.48,7.55,7.640000000000001,7.71,7.86,16.6,16.03,15.81,15.59,15.38,15.18,14.98,14.780000000000001,14.38,N/A,N/A -2012,11,14,21,30,102630,101410,100230,39.28,0,6.44,6.82,6.890000000000001,6.93,6.95,6.96,6.96,6.97,6.96,7.91,7.88,7.86,7.84,7.83,7.82,7.82,7.8100000000000005,7.82,17.18,16.63,16.41,16.2,15.99,15.790000000000001,15.59,15.39,15,N/A,N/A -2012,11,14,22,30,102600,101380,100210,40.18,0,6.3,6.66,6.73,6.76,6.78,6.78,6.79,6.79,6.78,13.73,13.56,13.44,13.33,13.22,13.14,13.05,12.97,12.81,17.45,16.91,16.69,16.48,16.27,16.080000000000002,15.870000000000001,15.67,15.280000000000001,N/A,N/A -2012,11,14,23,30,102620,101400,100220,43.94,0,6.32,6.67,6.74,6.76,6.78,6.78,6.78,6.78,6.76,12.09,12.49,12.71,12.92,13.120000000000001,13.290000000000001,13.48,13.65,13.98,17.45,16.91,16.69,16.47,16.26,16.06,15.85,15.66,15.26,N/A,N/A -2012,11,15,0,30,102610,101400,100220,46.730000000000004,0,7.08,7.46,7.53,7.54,7.54,7.53,7.51,7.49,7.44,18.34,18.36,18.37,18.37,18.37,18.37,18.38,18.38,18.38,17.11,16.54,16.32,16.1,15.89,15.69,15.48,15.290000000000001,14.89,N/A,N/A -2012,11,15,1,30,102620,101400,100220,48.21,0,7.0200000000000005,7.390000000000001,7.45,7.46,7.46,7.45,7.43,7.41,7.3500000000000005,21.75,21.92,22,22.07,22.13,22.19,22.26,22.32,22.46,16.66,16.080000000000002,15.84,15.63,15.41,15.22,15.01,14.81,14.42,N/A,N/A -2012,11,15,2,30,102620,101410,100220,50.25,0,6.71,7.0600000000000005,7.11,7.12,7.12,7.11,7.09,7.07,7.01,26.23,26.39,26.5,26.59,26.69,26.77,26.86,26.93,27.09,16.41,15.83,15.6,15.38,15.17,14.97,14.76,14.57,14.17,N/A,N/A -2012,11,15,3,30,102600,101380,100190,53.620000000000005,0,6.97,7.34,7.390000000000001,7.4,7.390000000000001,7.390000000000001,7.36,7.34,7.28,27.12,27.35,27.490000000000002,27.63,27.77,27.88,28.01,28.13,28.37,16.11,15.5,15.27,15.05,14.84,14.64,14.43,14.24,13.84,N/A,N/A -2012,11,15,4,30,102590,101370,100180,53.19,0,6.79,7.15,7.2,7.21,7.21,7.2,7.18,7.16,7.11,37.9,38.26,38.49,38.71,38.93,39.11,39.31,39.5,39.88,16.14,15.55,15.32,15.1,14.88,14.69,14.48,14.280000000000001,13.89,N/A,N/A -2012,11,15,5,30,102550,101340,100150,51.83,0,6.75,7.09,7.140000000000001,7.140000000000001,7.140000000000001,7.12,7.1000000000000005,7.08,7.0200000000000005,35.54,35.94,36.18,36.42,36.64,36.84,37.06,37.26,37.68,16.16,15.57,15.34,15.120000000000001,14.91,14.71,14.5,14.31,13.92,N/A,N/A -2012,11,15,6,30,102530,101320,100130,59.33,0,6.25,6.57,6.61,6.62,6.61,6.6000000000000005,6.58,6.5600000000000005,6.51,38.46,39.03,39.33,39.62,39.89,40.14,40.4,40.65,41.15,16.05,15.5,15.280000000000001,15.07,14.85,14.66,14.450000000000001,14.26,13.870000000000001,N/A,N/A -2012,11,15,7,30,102540,101320,100140,61.120000000000005,0,6.5200000000000005,6.8500000000000005,6.9,6.91,6.91,6.9,6.88,6.86,6.8100000000000005,44.230000000000004,44.84,45.19,45.53,45.85,46.13,46.45,46.730000000000004,47.31,15.93,15.370000000000001,15.14,14.92,14.71,14.52,14.31,14.120000000000001,13.73,N/A,N/A -2012,11,15,8,30,102520,101300,100120,63.06,0,6.43,6.76,6.8,6.8100000000000005,6.8100000000000005,6.8,6.78,6.76,6.7,44.58,45.050000000000004,45.34,45.62,45.88,46.11,46.36,46.59,47.07,15.88,15.32,15.09,14.870000000000001,14.66,14.47,14.26,14.07,13.67,N/A,N/A -2012,11,15,9,30,102520,101300,100120,61.32,0,6.37,6.69,6.73,6.74,6.73,6.72,6.7,6.68,6.62,44.660000000000004,45.24,45.63,46,46.35,46.65,46.980000000000004,47.29,47.92,15.860000000000001,15.3,15.08,14.870000000000001,14.65,14.46,14.25,14.06,13.67,N/A,N/A -2012,11,15,10,30,102520,101300,100120,61.61,0,6.08,6.37,6.4,6.41,6.390000000000001,6.38,6.36,6.34,6.28,47.65,48.27,48.65,49,49.34,49.64,49.95,50.24,50.85,15.870000000000001,15.32,15.1,14.88,14.67,14.48,14.27,14.08,13.68,N/A,N/A -2012,11,15,11,30,102530,101320,100130,62.07,0,5.97,6.25,6.28,6.28,6.2700000000000005,6.25,6.23,6.2,6.140000000000001,47.84,48.32,48.59,48.85,49.09,49.31,49.56,49.78,50.24,15.83,15.27,15.05,14.83,14.620000000000001,14.43,14.22,14.030000000000001,13.63,N/A,N/A -2012,11,15,12,30,102540,101320,100130,64.18,0,6.44,6.76,6.79,6.8,6.78,6.7700000000000005,6.74,6.71,6.65,46.18,46.71,47.03,47.33,47.62,47.88,48.15,48.410000000000004,48.93,15.67,15.1,14.88,14.66,14.450000000000001,14.26,14.05,13.85,13.46,N/A,N/A -2012,11,15,13,30,102540,101320,100130,65.43,0,6.83,7.17,7.22,7.22,7.21,7.19,7.16,7.13,7.0600000000000005,43.52,43.95,44.230000000000004,44.5,44.76,44.980000000000004,45.230000000000004,45.45,45.910000000000004,15.46,14.88,14.65,14.43,14.22,14.030000000000001,13.82,13.63,13.24,N/A,N/A -2012,11,15,14,30,102550,101330,100140,66.07000000000001,0,6.97,7.33,7.37,7.37,7.3500000000000005,7.33,7.3,7.26,7.17,40.410000000000004,40.77,41,41.21,41.42,41.6,41.800000000000004,41.980000000000004,42.38,15.3,14.71,14.47,14.26,14.040000000000001,13.85,13.64,13.450000000000001,13.06,N/A,N/A -2012,11,15,15,30,102570,101350,100160,64.13,0,6.7700000000000005,7.12,7.16,7.17,7.16,7.140000000000001,7.12,7.09,7.0200000000000005,46.980000000000004,47.29,47.49,47.67,47.85,48.01,48.17,48.32,48.64,15.25,14.66,14.43,14.21,14,13.8,13.59,13.41,13.01,N/A,N/A -2012,11,15,16,30,102560,101340,100160,63.07,0,6.49,6.8100000000000005,6.8500000000000005,6.8500000000000005,6.84,6.82,6.79,6.76,6.69,45.69,45.94,46.12,46.28,46.42,46.56,46.71,46.85,47.12,15.200000000000001,14.61,14.38,14.16,13.950000000000001,13.76,13.55,13.36,12.97,N/A,N/A -2012,11,15,17,30,102550,101330,100140,59.81,0,5.92,6.2,6.23,6.23,6.22,6.2,6.18,6.16,6.09,44.160000000000004,44.4,44.53,44.64,44.76,44.86,44.97,45.07,45.27,15.370000000000001,14.81,14.58,14.36,14.15,13.96,13.75,13.56,13.17,N/A,N/A -2012,11,15,18,30,102510,101290,100110,59.07,0,5.5600000000000005,5.8,5.83,5.83,5.8100000000000005,5.8,5.7700000000000005,5.75,5.69,36.99,37.07,37.160000000000004,37.230000000000004,37.300000000000004,37.37,37.43,37.49,37.59,15.49,14.93,14.71,14.5,14.290000000000001,14.1,13.89,13.700000000000001,13.31,N/A,N/A -2012,11,15,19,30,102510,101290,100110,48.5,0,4.57,4.78,4.8,4.8100000000000005,4.8100000000000005,4.8,4.79,4.78,4.76,39.910000000000004,39.9,39.87,39.83,39.800000000000004,39.77,39.730000000000004,39.69,39.61,16.01,15.49,15.27,15.07,14.86,14.67,14.46,14.27,13.88,N/A,N/A -2012,11,15,20,30,102470,101250,100070,47.480000000000004,0,4.17,4.36,4.39,4.4,4.41,4.41,4.41,4.41,4.4,39.38,39.19,39.06,38.95,38.82,38.71,38.58,38.45,38.17,16.4,15.9,15.69,15.48,15.280000000000001,15.09,14.88,14.69,14.3,N/A,N/A -2012,11,15,21,30,102450,101230,100050,46.76,0,3.69,3.85,3.88,3.89,3.89,3.89,3.89,3.89,3.89,51.730000000000004,51.14,50.77,50.42,50.08,49.76,49.410000000000004,49.09,48.39,16.79,16.31,16.1,15.9,15.69,15.5,15.3,15.1,14.71,N/A,N/A -2012,11,15,22,30,102440,101220,100050,46.13,0,3.45,3.61,3.64,3.66,3.67,3.69,3.69,3.7,3.71,55.99,55.300000000000004,54.88,54.49,54.11,53.76,53.38,53.03,52.28,17.150000000000002,16.69,16.490000000000002,16.28,16.080000000000002,15.89,15.68,15.5,15.1,N/A,N/A -2012,11,15,23,30,102450,101240,100060,45.37,0,3.73,3.91,3.95,3.97,3.99,4,4.0200000000000005,4.03,4.05,60.36,59.28,58.550000000000004,57.88,57.24,56.67,56.050000000000004,55.480000000000004,54.34,17.580000000000002,17.13,16.93,16.73,16.52,16.34,16.13,15.94,15.55,N/A,N/A -2012,11,16,0,30,102450,101240,100070,39.46,0,4.7,4.93,4.95,4.96,4.95,4.94,4.93,4.91,4.87,32.69,32.52,32.53,32.55,32.58,32.6,32.62,32.65,32.71,18.330000000000002,17.89,17.69,17.48,17.28,17.09,16.88,16.69,16.29,N/A,N/A -2012,11,16,1,30,102480,101270,100100,43.85,0,5.87,6.15,6.18,6.17,6.16,6.13,6.11,6.08,6.01,31.27,31.810000000000002,32.14,32.44,32.72,32.99,33.26,33.5,34.04,17.82,17.35,17.14,16.94,16.73,16.54,16.330000000000002,16.15,15.75,N/A,N/A -2012,11,16,2,30,102500,101280,100100,47.58,0,6.3,6.61,6.65,6.65,6.63,6.62,6.59,6.5600000000000005,6.48,30.150000000000002,30.59,30.87,31.13,31.37,31.6,31.84,32.06,32.53,17.36,16.86,16.65,16.44,16.23,16.04,15.84,15.65,15.26,N/A,N/A -2012,11,16,3,30,102490,101270,100100,49.88,0,6.18,6.5,6.54,6.55,6.54,6.53,6.51,6.49,6.43,35.01,35.44,35.68,35.92,36.13,36.33,36.54,36.730000000000004,37.14,17.14,16.63,16.42,16.21,16,15.81,15.610000000000001,15.42,15.030000000000001,N/A,N/A -2012,11,16,4,30,102470,101260,100080,53.17,0,6.42,6.76,6.8100000000000005,6.82,6.82,6.8100000000000005,6.78,6.76,6.7,33.7,34.09,34.33,34.550000000000004,34.76,34.94,35.14,35.33,35.7,16.97,16.45,16.23,16.02,15.82,15.620000000000001,15.42,15.23,14.84,N/A,N/A -2012,11,16,5,30,102500,101280,100100,56.5,0,6.69,7.07,7.140000000000001,7.16,7.17,7.17,7.15,7.140000000000001,7.1000000000000005,40.51,40.84,41.06,41.26,41.45,41.62,41.800000000000004,41.97,42.31,16.85,16.32,16.1,15.88,15.67,15.48,15.27,15.08,14.68,N/A,N/A -2012,11,16,6,30,102500,101290,100110,59.83,0,7.16,7.57,7.640000000000001,7.65,7.66,7.65,7.63,7.61,7.5600000000000005,40.35,40.800000000000004,41.08,41.35,41.6,41.83,42.07,42.29,42.74,16.57,16.02,15.8,15.58,15.370000000000001,15.18,14.97,14.780000000000001,14.39,N/A,N/A -2012,11,16,7,30,102520,101300,100120,61.51,0,7.07,7.46,7.5200000000000005,7.54,7.54,7.53,7.51,7.49,7.43,38.480000000000004,38.83,39.06,39.28,39.480000000000004,39.67,39.85,40.03,40.39,16.32,15.77,15.55,15.33,15.120000000000001,14.93,14.72,14.530000000000001,14.14,N/A,N/A -2012,11,16,8,30,102520,101300,100120,62.09,0,7.43,7.86,7.930000000000001,7.95,7.95,7.94,7.92,7.9,7.84,37.97,38.33,38.550000000000004,38.75,38.94,39.11,39.300000000000004,39.47,39.82,16.12,15.56,15.33,15.11,14.9,14.71,14.5,14.31,13.92,N/A,N/A -2012,11,16,9,30,102530,101310,100120,63.96,0,7.3500000000000005,7.76,7.83,7.8500000000000005,7.84,7.83,7.8100000000000005,7.79,7.72,37.29,37.67,37.910000000000004,38.13,38.35,38.54,38.74,38.94,39.33,15.81,15.23,15,14.780000000000001,14.57,14.38,14.17,13.98,13.6,N/A,N/A -2012,11,16,10,30,102540,101320,100130,66.97,0,7.8500000000000005,8.31,8.39,8.41,8.41,8.4,8.370000000000001,8.35,8.290000000000001,36,36.4,36.65,36.88,37.1,37.300000000000004,37.51,37.71,38.12,15.530000000000001,14.92,14.69,14.47,14.26,14.06,13.86,13.67,13.280000000000001,N/A,N/A -2012,11,16,11,30,102580,101350,100170,67.9,0,8.05,8.52,8.6,8.63,8.63,8.620000000000001,8.6,8.58,8.51,36.22,36.62,36.88,37.12,37.34,37.550000000000004,37.77,37.97,38.39,15.14,14.51,14.27,14.06,13.84,13.65,13.44,13.25,12.86,N/A,N/A -2012,11,16,12,30,102590,101360,100170,70.12,0,8.46,8.98,9.07,9.1,9.1,9.09,9.07,9.05,8.98,33.62,33.980000000000004,34.21,34.43,34.63,34.82,35.02,35.21,35.61,14.700000000000001,14.05,13.8,13.58,13.370000000000001,13.17,12.97,12.780000000000001,12.4,N/A,N/A -2012,11,16,13,30,102600,101380,100180,69.5,0,8.46,8.96,9.05,9.07,9.07,9.05,9.02,8.99,8.91,30.47,30.830000000000002,31.060000000000002,31.28,31.490000000000002,31.69,31.89,32.09,32.5,14.34,13.67,13.43,13.200000000000001,12.99,12.8,12.59,12.4,12.030000000000001,N/A,N/A -2012,11,16,14,30,102640,101410,100210,70.03,0,8.42,8.91,8.99,9.01,9.01,9,8.97,8.94,8.86,30.22,30.6,30.84,31.07,31.29,31.490000000000002,31.71,31.91,32.36,14.1,13.43,13.18,12.96,12.75,12.55,12.35,12.16,11.78,N/A,N/A -2012,11,16,15,30,102630,101400,100210,71.32000000000001,0,8.47,8.98,9.07,9.09,9.1,9.09,9.07,9.040000000000001,8.98,30.04,30.37,30.580000000000002,30.76,30.95,31.11,31.3,31.470000000000002,31.82,14.030000000000001,13.36,13.11,12.89,12.67,12.48,12.280000000000001,12.09,11.71,N/A,N/A -2012,11,16,16,30,102640,101410,100220,69.97,0,7.8100000000000005,8.28,8.370000000000001,8.4,8.41,8.42,8.41,8.4,8.36,33.5,33.76,33.94,34.1,34.25,34.38,34.53,34.660000000000004,34.93,14.19,13.540000000000001,13.3,13.08,12.86,12.67,12.46,12.27,11.88,N/A,N/A -2012,11,16,17,30,102620,101400,100210,67.42,0,7.44,7.88,7.97,8,8.02,8.03,8.03,8.02,8.01,29.43,29.650000000000002,29.8,29.93,30.060000000000002,30.17,30.29,30.39,30.62,14.55,13.92,13.68,13.46,13.24,13.05,12.84,12.65,12.25,N/A,N/A -2012,11,16,18,30,102610,101380,100190,62.78,0,6.58,6.97,7.0600000000000005,7.1000000000000005,7.13,7.15,7.17,7.18,7.19,31.240000000000002,31.32,31.37,31.41,31.44,31.470000000000002,31.5,31.53,31.580000000000002,15.1,14.51,14.280000000000001,14.06,13.84,13.65,13.44,13.25,12.85,N/A,N/A -2012,11,16,19,30,102580,101360,100180,59.33,0,5.94,6.3100000000000005,6.4,6.45,6.49,6.5200000000000005,6.54,6.5600000000000005,6.6000000000000005,33.83,33.58,33.410000000000004,33.25,33.09,32.94,32.79,32.65,32.35,15.75,15.21,14.98,14.77,14.56,14.36,14.16,13.96,13.57,N/A,N/A -2012,11,16,20,30,102560,101340,100160,56.08,0,5.33,5.66,5.75,5.8100000000000005,5.8500000000000005,5.89,5.92,5.95,6,36.980000000000004,36.39,36.04,35.72,35.4,35.12,34.83,34.56,34.03,16.47,15.96,15.74,15.530000000000001,15.32,15.13,14.92,14.73,14.34,N/A,N/A -2012,11,16,21,30,102540,101320,100140,54.660000000000004,0,5.25,5.57,5.64,5.69,5.72,5.75,5.7700000000000005,5.79,5.83,43.480000000000004,42.83,42.410000000000004,42.02,41.660000000000004,41.33,40.97,40.660000000000004,40.02,17.09,16.61,16.4,16.19,15.98,15.790000000000001,15.58,15.39,15,N/A,N/A -2012,11,16,22,30,102530,101320,100140,52.94,0,5.54,5.9,5.98,6.04,6.09,6.12,6.15,6.17,6.22,39.44,38.84,38.480000000000004,38.15,37.86,37.6,37.34,37.11,36.660000000000004,17.68,17.21,17.01,16.8,16.59,16.4,16.19,16,15.6,N/A,N/A -2012,11,16,23,30,102540,101330,100150,51.660000000000004,0,5.87,6.24,6.32,6.37,6.41,6.43,6.45,6.47,6.49,36.5,35.96,35.72,35.5,35.31,35.13,34.96,34.800000000000004,34.49,17.93,17.46,17.25,17.05,16.84,16.65,16.44,16.240000000000002,15.85,N/A,N/A -2012,11,17,0,30,102570,101360,100180,52.21,0,7.07,7.48,7.54,7.5600000000000005,7.5600000000000005,7.5600000000000005,7.54,7.53,7.48,22.330000000000002,22.76,23.02,23.26,23.490000000000002,23.71,23.93,24.14,24.57,17.64,17.14,16.93,16.72,16.51,16.32,16.11,15.92,15.530000000000001,N/A,N/A -2012,11,17,1,30,102600,101380,100210,56.26,0,7.54,8.02,8.11,8.14,8.15,8.16,8.15,8.14,8.1,27.11,27.38,27.57,27.75,27.91,28.060000000000002,28.21,28.35,28.64,17.28,16.76,16.54,16.330000000000002,16.12,15.92,15.71,15.52,15.120000000000001,N/A,N/A -2012,11,17,2,30,102620,101400,100220,59.54,0,8.14,8.68,8.78,8.83,8.84,8.85,8.85,8.84,8.81,29,29.51,29.82,30.11,30.39,30.64,30.900000000000002,31.150000000000002,31.64,16.96,16.41,16.19,15.98,15.76,15.57,15.36,15.17,14.77,N/A,N/A -2012,11,17,3,30,102630,101410,100230,62.13,0,8.41,8.98,9.09,9.14,9.16,9.16,9.16,9.15,9.11,34.75,35.09,35.29,35.480000000000004,35.660000000000004,35.82,35.99,36.15,36.480000000000004,16.61,16.04,15.81,15.6,15.38,15.19,14.98,14.780000000000001,14.39,N/A,N/A -2012,11,17,4,30,102620,101400,100220,63.6,0,8.07,8.59,8.69,8.73,8.74,8.74,8.74,8.73,8.69,38.2,38.71,39.02,39.31,39.58,39.83,40.1,40.34,40.85,16.57,16,15.780000000000001,15.56,15.35,15.15,14.94,14.75,14.36,N/A,N/A -2012,11,17,5,30,102630,101410,100230,66.15,0,7.930000000000001,8.45,8.56,8.61,8.63,8.65,8.66,8.66,8.64,44.35,44.85,45.14,45.410000000000004,45.660000000000004,45.89,46.13,46.34,46.79,16.580000000000002,16.02,15.790000000000001,15.57,15.36,15.17,14.96,14.76,14.370000000000001,N/A,N/A -2012,11,17,6,30,102640,101420,100240,64.28,0,7.6000000000000005,8.09,8.19,8.24,8.26,8.27,8.27,8.27,8.25,47.38,47.65,47.81,47.96,48.1,48.22,48.35,48.47,48.71,16.53,15.99,15.77,15.55,15.34,15.15,14.94,14.74,14.35,N/A,N/A -2012,11,17,7,30,102660,101440,100260,63.27,0,7.99,8.53,8.64,8.69,8.71,8.73,8.72,8.72,8.700000000000001,48.56,48.94,49.18,49.410000000000004,49.620000000000005,49.81,50.02,50.2,50.59,16.42,15.870000000000001,15.65,15.43,15.22,15.030000000000001,14.82,14.63,14.23,N/A,N/A -2012,11,17,8,30,102650,101440,100250,63.21,0,7.640000000000001,8.14,8.23,8.27,8.290000000000001,8.3,8.3,8.3,8.27,51.47,51.870000000000005,52.120000000000005,52.35,52.550000000000004,52.74,52.94,53.13,53.5,16.39,15.84,15.620000000000001,15.41,15.200000000000001,15,14.790000000000001,14.6,14.200000000000001,N/A,N/A -2012,11,17,9,30,102650,101430,100250,60.92,0,7.43,7.9,7.98,8.02,8.040000000000001,8.040000000000001,8.040000000000001,8.03,8,50.85,51.17,51.370000000000005,51.550000000000004,51.72,51.870000000000005,52.04,52.19,52.49,16.35,15.81,15.59,15.38,15.17,14.97,14.76,14.57,14.18,N/A,N/A -2012,11,17,10,30,102670,101450,100260,61.54,0,6.97,7.38,7.45,7.48,7.49,7.49,7.49,7.48,7.45,52.33,52.76,53.03,53.27,53.51,53.71,53.94,54.14,54.57,16.2,15.66,15.44,15.23,15.02,14.83,14.620000000000001,14.43,14.030000000000001,N/A,N/A -2012,11,17,11,30,102660,101450,100260,65.25,0,6.73,7.11,7.18,7.21,7.22,7.22,7.21,7.21,7.18,51.89,52.410000000000004,52.72,53.01,53.28,53.52,53.79,54.03,54.53,16.09,15.56,15.34,15.13,14.92,14.72,14.51,14.32,13.93,N/A,N/A -2012,11,17,12,30,102690,101470,100290,67.5,0,6.48,6.8500000000000005,6.91,6.93,6.94,6.94,6.93,6.92,6.88,51.52,52.19,52.59,52.97,53.33,53.64,53.99,54.31,54.97,16.080000000000002,15.55,15.33,15.120000000000001,14.91,14.71,14.51,14.31,13.92,N/A,N/A -2012,11,17,13,30,102690,101470,100290,68.8,0,6.41,6.76,6.8100000000000005,6.83,6.84,6.83,6.82,6.8100000000000005,6.78,48.980000000000004,49.74,50.2,50.63,51.03,51.4,51.79,52.14,52.870000000000005,16.03,15.5,15.280000000000001,15.07,14.86,14.67,14.46,14.27,13.88,N/A,N/A -2012,11,17,14,30,102720,101500,100320,70.69,0,6.74,7.12,7.18,7.21,7.21,7.21,7.2,7.19,7.15,49.74,50.58,51.09,51.57,52.02,52.42,52.85,53.24,54.03,16.01,15.47,15.25,15.030000000000001,14.82,14.63,14.42,14.23,13.84,N/A,N/A -2012,11,17,15,30,102740,101520,100330,72.2,0,6.5200000000000005,6.88,6.93,6.95,6.95,6.95,6.93,6.92,6.88,49.57,50.53,51.11,51.64,52.15,52.61,53.1,53.550000000000004,54.47,15.98,15.44,15.22,15.01,14.8,14.61,14.4,14.21,13.82,N/A,N/A -2012,11,17,16,30,102730,101510,100320,72.13,0,6.11,6.42,6.47,6.48,6.48,6.47,6.45,6.44,6.4,46.980000000000004,47.95,48.52,49.050000000000004,49.56,50.02,50.52,50.980000000000004,51.93,15.97,15.44,15.22,15.02,14.81,14.620000000000001,14.41,14.22,13.83,N/A,N/A -2012,11,17,17,30,102720,101500,100310,72.55,0,5.66,5.95,5.99,6.01,6.01,6.01,6,5.99,5.96,46.74,47.75,48.36,48.92,49.47,49.96,50.480000000000004,50.96,51.96,16.15,15.64,15.42,15.21,15.01,14.82,14.61,14.42,14.030000000000001,N/A,N/A -2012,11,17,18,30,102710,101490,100310,71.59,0,5.28,5.53,5.57,5.58,5.58,5.57,5.5600000000000005,5.55,5.51,48.14,49.01,49.52,50.01,50.47,50.88,51.33,51.75,52.6,16.3,15.8,15.59,15.38,15.18,14.99,14.780000000000001,14.59,14.200000000000001,N/A,N/A -2012,11,17,19,30,102700,101480,100300,67.65,0,4.79,5.01,5.04,5.05,5.05,5.05,5.04,5.03,5.01,49.63,50.27,50.660000000000004,51.02,51.38,51.7,52.06,52.39,53.1,16.51,16.03,15.82,15.610000000000001,15.41,15.22,15.01,14.82,14.43,N/A,N/A -2012,11,17,20,30,102660,101440,100260,63.02,0,4.0200000000000005,4.2,4.23,4.24,4.24,4.25,4.24,4.24,4.23,52.32,52.67,52.85,53.02,53.18,53.33,53.51,53.660000000000004,54.02,16.84,16.37,16.17,15.97,15.76,15.57,15.370000000000001,15.18,14.790000000000001,N/A,N/A -2012,11,17,21,30,102650,101430,100250,58.9,0,3.83,4.01,4.04,4.0600000000000005,4.07,4.07,4.07,4.07,4.07,69.72,69.83,69.84,69.84,69.84,69.84,69.84,69.85000000000001,69.86,17.26,16.82,16.62,16.43,16.22,16.04,15.84,15.65,15.27,N/A,N/A -2012,11,17,22,30,102620,101410,100230,55.25,0,3.75,3.92,3.96,3.97,3.98,3.98,3.98,3.98,3.99,89.08,88.75,88.52,88.29,88.05,87.82000000000001,87.53,87.25,86.55,17.68,17.26,17.07,16.87,16.67,16.490000000000002,16.3,16.12,15.75,N/A,N/A -2012,11,17,23,30,102610,101400,100220,51.800000000000004,0,3.24,3.4,3.42,3.44,3.45,3.46,3.46,3.47,3.48,74.84,74.41,74.14,73.87,73.61,73.36,73.08,72.82000000000001,72.2,18.1,17.69,17.5,17.3,17.1,16.92,16.72,16.53,16.14,N/A,N/A -2012,11,18,0,30,102610,101400,100220,52.32,0,3.37,3.5500000000000003,3.58,3.6,3.62,3.63,3.64,3.65,3.66,61.730000000000004,61.64,61.56,61.47,61.38,61.31,61.22,61.13,60.93,18.36,17.96,17.77,17.57,17.37,17.18,16.98,16.79,16.4,N/A,N/A -2012,11,18,1,30,102590,101390,100210,53.21,0,3.93,4.16,4.21,4.25,4.2700000000000005,4.29,4.3100000000000005,4.32,4.3500000000000005,53.04,53.17,53.24,53.28,53.33,53.38,53.410000000000004,53.44,53.51,18.54,18.14,17.95,17.75,17.55,17.36,17.16,16.97,16.580000000000002,N/A,N/A -2012,11,18,2,30,102590,101380,100210,52.300000000000004,0,4.93,5.24,5.3,5.34,5.37,5.39,5.4,5.41,5.43,55.53,55.63,55.67,55.71,55.75,55.78,55.82,55.85,55.910000000000004,18.78,18.37,18.18,17.98,17.78,17.6,17.39,17.2,16.81,N/A,N/A -2012,11,18,3,30,102580,101380,100210,49.06,0,5.68,6.0600000000000005,6.13,6.17,6.2,6.21,6.22,6.23,6.23,51.27,51.79,52.15,52.49,52.83,53.13,53.44,53.730000000000004,54.32,19.06,18.66,18.47,18.27,18.07,17.88,17.68,17.490000000000002,17.09,N/A,N/A -2012,11,18,4,30,102570,101360,100190,54.81,0,5.67,5.97,6.01,6.0200000000000005,6.01,6,5.98,5.96,5.91,39.25,40.18,40.75,41.300000000000004,41.84,42.34,42.910000000000004,43.44,44.64,18.400000000000002,17.97,17.78,17.580000000000002,17.38,17.2,17,16.81,16.43,N/A,N/A -2012,11,18,5,30,102550,101350,100180,51.410000000000004,0,5.96,6.36,6.45,6.49,6.53,6.55,6.5600000000000005,6.58,6.59,67.65,68.13,68.45,68.74,69.02,69.27,69.53,69.78,70.27,19,18.6,18.41,18.21,18.01,17.82,17.61,17.42,17.03,N/A,N/A -2012,11,18,6,30,102540,101340,100160,53.36,0,6.91,7.38,7.48,7.53,7.55,7.57,7.57,7.57,7.5600000000000005,77.45,77.63,77.74,77.84,77.92,78.01,78.09,78.16,78.32000000000001,18.85,18.43,18.240000000000002,18.04,17.830000000000002,17.64,17.44,17.25,16.86,N/A,N/A -2012,11,18,7,30,102560,101350,100180,55.550000000000004,0,7.04,7.53,7.640000000000001,7.68,7.72,7.73,7.74,7.74,7.73,82.15,82.37,82.48,82.59,82.68,82.77,82.86,82.94,83.10000000000001,18.650000000000002,18.22,18.02,17.82,17.62,17.43,17.22,17.03,16.64,N/A,N/A -2012,11,18,8,30,102540,101330,100160,57.58,0,6.61,7.0600000000000005,7.15,7.2,7.22,7.24,7.25,7.25,7.25,84.64,84.85000000000001,84.99,85.12,85.25,85.37,85.49,85.60000000000001,85.82000000000001,18.51,18.080000000000002,17.88,17.67,17.47,17.28,17.080000000000002,16.89,16.490000000000002,N/A,N/A -2012,11,18,9,30,102530,101320,100150,58.910000000000004,0,6.18,6.58,6.66,6.7,6.72,6.74,6.74,6.74,6.74,86.4,86.55,86.65,86.75,86.84,86.92,87.01,87.09,87.26,18.43,18,17.81,17.6,17.400000000000002,17.21,17.01,16.82,16.42,N/A,N/A -2012,11,18,10,30,102540,101330,100160,59.050000000000004,0,6.0600000000000005,6.44,6.5200000000000005,6.55,6.5600000000000005,6.58,6.58,6.57,6.5600000000000005,90.21000000000001,90.35000000000001,90.43,90.52,90.60000000000001,90.68,90.77,90.85000000000001,91.03,18.47,18.04,17.84,17.64,17.43,17.240000000000002,17.04,16.85,16.45,N/A,N/A -2012,11,18,11,30,102530,101330,100160,60.15,0,6.19,6.58,6.66,6.7,6.72,6.74,6.74,6.75,6.74,89.24,89.45,89.57000000000001,89.7,89.8,89.9,90,90.10000000000001,90.3,18.41,17.98,17.78,17.580000000000002,17.38,17.19,16.98,16.79,16.4,N/A,N/A -2012,11,18,12,30,102540,101330,100160,61.34,0,5.86,6.23,6.3100000000000005,6.3500000000000005,6.38,6.4,6.41,6.41,6.42,90.71000000000001,90.78,90.85000000000001,90.92,91,91.07000000000001,91.15,91.22,91.39,18.400000000000002,17.97,17.77,17.57,17.37,17.18,16.97,16.78,16.39,N/A,N/A -2012,11,18,13,30,102540,101330,100160,59.730000000000004,0,5.14,5.44,5.51,5.54,5.5600000000000005,5.58,5.58,5.59,5.6000000000000005,101.84,101.01,100.55,100.15,99.78,99.45,99.12,98.81,98.24000000000001,18.47,18.05,17.85,17.650000000000002,17.45,17.26,17.06,16.87,16.47,N/A,N/A -2012,11,18,14,30,102560,101360,100180,61.730000000000004,0,5.09,5.4,5.48,5.5200000000000005,5.55,5.57,5.58,5.6000000000000005,5.62,94.82000000000001,94.9,94.88,94.83,94.78,94.74,94.71000000000001,94.67,94.63,18.5,18.09,17.900000000000002,17.7,17.490000000000002,17.3,17.1,16.91,16.51,N/A,N/A -2012,11,18,15,30,102570,101360,100190,64.01,0,5.07,5.32,5.36,5.36,5.36,5.36,5.3500000000000005,5.34,5.32,91.18,91.73,92.01,92.24,92.46000000000001,92.66,92.89,93.10000000000001,93.54,18.45,18.04,17.84,17.64,17.45,17.26,17.06,16.87,16.48,N/A,N/A -2012,11,18,16,30,102550,101350,100180,62.95,0,4.3500000000000005,4.61,4.67,4.7,4.73,4.75,4.76,4.78,4.8,98.59,97.55,96.99000000000001,96.51,96.09,95.73,95.39,95.08,94.52,18.59,18.18,17.990000000000002,17.79,17.59,17.400000000000002,17.19,17,16.61,N/A,N/A -2012,11,18,17,30,102540,101340,100170,66.34,0,4.89,5.14,5.18,5.19,5.19,5.19,5.18,5.17,5.14,85.45,86.04,86.44,86.8,87.14,87.44,87.74,88.02,88.59,18.5,18.09,17.89,17.69,17.490000000000002,17.3,17.09,16.9,16.51,N/A,N/A -2012,11,18,18,30,102540,101330,100160,64.99,0,4.62,4.88,4.93,4.96,4.97,4.99,4.99,5,5,90.44,90.15,90.03,89.94,89.87,89.82000000000001,89.77,89.72,89.64,18.54,18.14,17.94,17.740000000000002,17.53,17.35,17.14,16.95,16.56,N/A,N/A -2012,11,18,19,30,102520,101310,100140,63.86,0,4.68,4.93,4.97,4.98,4.99,4.99,4.98,4.98,4.96,82.43,82.81,83.02,83.21000000000001,83.39,83.55,83.73,83.89,84.25,18.53,18.12,17.93,17.73,17.53,17.34,17.13,16.95,16.55,N/A,N/A -2012,11,18,20,30,102500,101290,100120,64.63,0,4.86,5.11,5.14,5.15,5.15,5.14,5.12,5.11,5.07,84.44,84.83,85.05,85.25,85.45,85.63,85.82000000000001,86,86.37,18.490000000000002,18.080000000000002,17.89,17.68,17.490000000000002,17.3,17.09,16.91,16.51,N/A,N/A -2012,11,18,21,30,102470,101270,100100,63.4,0,4.91,5.15,5.19,5.19,5.19,5.18,5.16,5.14,5.1000000000000005,84.29,84.61,84.77,84.93,85.08,85.21000000000001,85.37,85.51,85.83,18.41,18,17.8,17.6,17.400000000000002,17.21,17.01,16.82,16.43,N/A,N/A -2012,11,18,22,30,102460,101260,100090,61.550000000000004,0,5.17,5.44,5.48,5.49,5.49,5.48,5.47,5.45,5.4,91.92,92.02,92.06,92.09,92.12,92.15,92.18,92.21000000000001,92.27,18.45,18.03,17.84,17.64,17.44,17.26,17.06,16.87,16.48,N/A,N/A -2012,11,18,23,30,102450,101250,100080,55.22,0,5.0600000000000005,5.33,5.37,5.39,5.39,5.39,5.38,5.37,5.34,97.96000000000001,97.89,97.83,97.75,97.69,97.62,97.53,97.45,97.23,18.650000000000002,18.25,18.06,17.86,17.67,17.48,17.28,17.1,16.72,N/A,N/A -2012,11,19,0,30,102450,101240,100070,52.42,0,5.45,5.78,5.8500000000000005,5.88,5.9,5.91,5.92,5.92,5.92,95.78,95.56,95.44,95.31,95.18,95.06,94.91,94.77,94.45,18.78,18.38,18.19,17.990000000000002,17.79,17.61,17.41,17.22,16.830000000000002,N/A,N/A -2012,11,19,1,30,102450,101240,100070,49.32,0,6.07,6.48,6.57,6.61,6.640000000000001,6.67,6.68,6.69,6.7,94.88,94.74,94.64,94.53,94.43,94.34,94.23,94.12,93.87,18.98,18.580000000000002,18.39,18.2,18,17.81,17.61,17.42,17.03,N/A,N/A -2012,11,19,2,30,102450,101250,100080,51.660000000000004,0,5.91,6.3100000000000005,6.390000000000001,6.43,6.45,6.47,6.48,6.49,6.49,92,91.94,91.88,91.82000000000001,91.76,91.71000000000001,91.65,91.59,91.47,19.03,18.63,18.45,18.25,18.05,17.86,17.66,17.47,17.080000000000002,N/A,N/A -2012,11,19,3,30,102460,101250,100080,52.94,0,6.08,6.49,6.58,6.62,6.65,6.67,6.68,6.69,6.69,93.58,93.65,93.68,93.71000000000001,93.73,93.75,93.78,93.8,93.83,19.06,18.66,18.47,18.27,18.07,17.88,17.68,17.490000000000002,17.1,N/A,N/A -2012,11,19,4,30,102440,101230,100070,54.29,0,5.46,5.83,5.91,5.95,5.98,6,6.0200000000000005,6.03,6.05,96.01,96.26,96.4,96.52,96.63,96.72,96.82000000000001,96.91,97.08,19.06,18.68,18.490000000000002,18.28,18.09,17.900000000000002,17.69,17.51,17.11,N/A,N/A -2012,11,19,5,30,102430,101230,100060,56.2,0,5.25,5.59,5.67,5.72,5.75,5.78,5.8,5.8100000000000005,5.83,106.25,106.01,105.84,105.68,105.54,105.42,105.3,105.19,104.97,19.17,18.79,18.6,18.400000000000002,18.2,18.01,17.8,17.62,17.22,N/A,N/A -2012,11,19,6,30,102440,101230,100070,52.88,0,4.8500000000000005,5.14,5.2,5.22,5.24,5.25,5.26,5.26,5.26,106.47,106.48,106.53,106.59,106.64,106.67,106.71000000000001,106.75,106.81,19.25,18.87,18.69,18.490000000000002,18.29,18.1,17.900000000000002,17.71,17.32,N/A,N/A -2012,11,19,7,30,102450,101250,100080,56.22,0,4.22,4.47,4.53,4.5600000000000005,4.59,4.61,4.63,4.64,4.67,110.37,110.39,110.45,110.54,110.61,110.69,110.77,110.84,111.02,19.17,18.8,18.62,18.42,18.22,18.03,17.830000000000002,17.64,17.25,N/A,N/A -2012,11,19,8,30,102440,101230,100070,63.4,0,4.25,4.5200000000000005,4.58,4.62,4.65,4.67,4.69,4.7,4.72,113.85000000000001,113.96000000000001,114.03,114.09,114.14,114.19,114.23,114.27,114.36,19.14,18.76,18.580000000000002,18.38,18.18,17.990000000000002,17.79,17.6,17.2,N/A,N/A -2012,11,19,9,30,102430,101230,100070,63.53,0,4.15,4.39,4.45,4.48,4.5,4.51,4.5200000000000005,4.5200000000000005,4.53,110.11,110.4,110.52,110.60000000000001,110.67,110.73,110.77,110.8,110.86,19.22,18.85,18.66,18.46,18.26,18.07,17.87,17.68,17.29,N/A,N/A -2012,11,19,10,30,102420,101210,100050,59.46,0,4.04,4.25,4.28,4.3,4.32,4.32,4.32,4.33,4.33,112.99000000000001,113.16,113.3,113.43,113.55,113.66,113.78,113.9,114.12,19.29,18.93,18.740000000000002,18.54,18.34,18.16,17.95,17.77,17.38,N/A,N/A -2012,11,19,11,30,102420,101220,100060,62.26,0,3.5500000000000003,3.74,3.79,3.81,3.83,3.85,3.86,3.87,3.88,111.17,111.41,111.56,111.72,111.86,111.98,112.12,112.26,112.53,19.31,18.95,18.77,18.57,18.37,18.18,17.98,17.8,17.400000000000002,N/A,N/A -2012,11,19,12,30,102420,101220,100050,68.56,0,3.5100000000000002,3.68,3.71,3.73,3.74,3.74,3.74,3.74,3.74,111.74000000000001,112.10000000000001,112.3,112.48,112.63,112.77,112.92,113.04,113.3,19.22,18.86,18.67,18.47,18.27,18.09,17.88,17.7,17.31,N/A,N/A -2012,11,19,13,30,102420,101220,100050,72.36,0,3.95,4.15,4.19,4.21,4.22,4.22,4.22,4.22,4.22,93.39,94.27,94.83,95.36,95.86,96.31,96.76,97.18,98.03,19.2,18.830000000000002,18.650000000000002,18.44,18.25,18.06,17.86,17.67,17.28,N/A,N/A -2012,11,19,14,30,102450,101250,100080,66.86,0,3.98,4.2,4.25,4.2700000000000005,4.29,4.3,4.3100000000000005,4.3100000000000005,4.32,117.52,117.04,116.8,116.58,116.4,116.24000000000001,116.09,115.96000000000001,115.68,19.38,19.02,18.84,18.64,18.44,18.25,18.05,17.86,17.47,N/A,N/A -2012,11,19,15,30,102440,101240,100070,72.56,0,3.75,3.94,3.97,3.99,3.99,3.99,3.99,3.98,3.96,102.62,102.96000000000001,103.25,103.53,103.79,104.03,104.29,104.51,105,19.25,18.88,18.69,18.5,18.3,18.11,17.91,17.72,17.330000000000002,N/A,N/A -2012,11,19,16,30,102440,101240,100070,75.72,0,3.74,3.9,3.92,3.92,3.91,3.9,3.88,3.87,3.83,98.83,99.09,99.24000000000001,99.4,99.54,99.67,99.8,99.92,100.19,19.14,18.77,18.59,18.38,18.19,18,17.79,17.61,17.22,N/A,N/A -2012,11,19,17,30,102430,101230,100070,75.86,0,3.3200000000000003,3.48,3.52,3.54,3.56,3.56,3.5700000000000003,3.58,3.59,87.54,88.09,88.42,88.7,88.95,89.17,89.38,89.57000000000001,89.98,19.12,18.75,18.56,18.36,18.16,17.97,17.77,17.580000000000002,17.19,N/A,N/A -2012,11,19,18,30,102420,101220,100050,76.16,0,3.23,3.38,3.41,3.42,3.43,3.44,3.44,3.44,3.44,83.83,83.78,83.82000000000001,83.83,83.83,83.81,83.77,83.72,83.63,19.12,18.75,18.57,18.36,18.17,17.98,17.78,17.59,17.2,N/A,N/A -2012,11,19,19,30,102390,101190,100030,76,0,2.8000000000000003,2.91,2.93,2.93,2.93,2.92,2.92,2.91,2.89,83.58,83.45,83.39,83.38,83.39,83.41,83.44,83.48,83.67,19.13,18.76,18.580000000000002,18.38,18.18,18,17.79,17.61,17.22,N/A,N/A -2012,11,19,20,30,102340,101150,99980,78.15,0,3.31,3.48,3.5100000000000002,3.52,3.5300000000000002,3.5300000000000002,3.5300000000000002,3.5300000000000002,3.5300000000000002,92.84,92.97,93.08,93.19,93.3,93.4,93.5,93.59,93.79,19.17,18.79,18.61,18.41,18.21,18.02,17.82,17.63,17.240000000000002,N/A,N/A -2012,11,19,21,30,102330,101130,99960,80.89,0,3.66,3.8200000000000003,3.84,3.83,3.8200000000000003,3.81,3.79,3.7800000000000002,3.73,97.52,97.75,97.91,98.08,98.25,98.41,98.59,98.77,99.18,19.07,18.7,18.51,18.31,18.11,17.92,17.72,17.54,17.150000000000002,N/A,N/A -2012,11,19,22,30,102290,101100,99930,79.84,0,3.42,3.59,3.62,3.63,3.64,3.64,3.64,3.63,3.62,103.43,103.79,103.99000000000001,104.21000000000001,104.44,104.65,104.89,105.11,105.66,19.13,18.77,18.580000000000002,18.39,18.19,18,17.8,17.62,17.23,N/A,N/A -2012,11,19,23,30,102270,101070,99910,77.08,0,3.56,3.72,3.75,3.7600000000000002,3.7600000000000002,3.75,3.74,3.73,3.7,119.26,119.38,119.49000000000001,119.58,119.68,119.78,119.89,119.99000000000001,120.22,19.36,19,18.82,18.62,18.43,18.240000000000002,18.04,17.85,17.47,N/A,N/A -2012,11,20,0,30,102280,101090,99930,79.16,0,3.15,3.3000000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.3200000000000003,3.31,3.31,3.29,120.97,121.18,121.34,121.48,121.62,121.75,121.88,122,122.27,19.39,19.03,18.85,18.650000000000002,18.46,18.27,18.07,17.89,17.5,N/A,N/A -2012,11,20,1,30,102270,101070,99910,79.79,0,2.66,2.7600000000000002,2.7800000000000002,2.7800000000000002,2.7800000000000002,2.77,2.7600000000000002,2.7600000000000002,2.74,119.21000000000001,119.53,119.78,120,120.22,120.43,120.65,120.85000000000001,121.3,19.39,19.04,18.86,18.66,18.47,18.28,18.080000000000002,17.89,17.51,N/A,N/A -2012,11,20,2,30,102280,101080,99920,79.89,0,2.36,2.44,2.44,2.44,2.43,2.42,2.41,2.39,2.36,119.4,119.64,119.82000000000001,119.99000000000001,120.15,120.29,120.45,120.59,120.87,19.400000000000002,19.05,18.87,18.68,18.48,18.29,18.1,17.91,17.53,N/A,N/A -2012,11,20,3,30,102260,101060,99900,78.52,0,1.95,2.0100000000000002,2.02,2.02,2.0100000000000002,2.0100000000000002,2,1.99,1.97,109.97,110.61,110.96000000000001,111.3,111.62,111.94,112.26,112.56,113.24000000000001,19.41,19.07,18.900000000000002,18.7,18.5,18.32,18.12,17.93,17.55,N/A,N/A -2012,11,20,4,30,102240,101050,99890,76.77,0,1.77,1.83,1.83,1.82,1.82,1.81,1.8,1.79,1.77,111.9,112,112.07000000000001,112.14,112.19,112.23,112.27,112.3,112.36,19.45,19.12,18.94,18.740000000000002,18.55,18.36,18.16,17.98,17.59,N/A,N/A -2012,11,20,5,30,102240,101040,99880,75.4,0,1.74,1.79,1.79,1.79,1.79,1.78,1.77,1.77,1.75,104.37,104.82000000000001,105.06,105.3,105.53,105.74000000000001,105.96000000000001,106.16,106.63,19.47,19.13,18.95,18.75,18.56,18.37,18.17,17.990000000000002,17.6,N/A,N/A -2012,11,20,6,30,102240,101050,99890,77.19,0,1.53,1.57,1.57,1.56,1.55,1.54,1.54,1.53,1.5,79.82000000000001,79.94,80.05,80.15,80.24,80.33,80.42,80.5,80.7,19.42,19.09,18.91,18.71,18.52,18.330000000000002,18.13,17.95,17.56,N/A,N/A -2012,11,20,7,30,102240,101040,99880,75.88,0,1.21,1.22,1.21,1.2,1.19,1.17,1.16,1.1500000000000001,1.12,86.9,87.10000000000001,87.31,87.54,87.74,87.93,88.16,88.38,88.89,19.43,19.1,18.92,18.72,18.53,18.34,18.14,17.96,17.57,N/A,N/A -2012,11,20,8,30,102230,101030,99870,75.06,0,1.78,1.82,1.81,1.79,1.78,1.76,1.74,1.72,1.68,88.18,88.49,88.68,88.88,89.07000000000001,89.24,89.43,89.61,90.02,19.41,19.080000000000002,18.900000000000002,18.7,18.5,18.32,18.12,17.94,17.55,N/A,N/A -2012,11,20,9,30,102240,101040,99880,74.45,0,1.35,1.36,1.35,1.32,1.3,1.28,1.26,1.24,1.18,76.29,76.99,77.46000000000001,77.93,78.39,78.83,79.31,79.76,80.83,19.400000000000002,19.07,18.89,18.69,18.5,18.31,18.11,17.93,17.54,N/A,N/A -2012,11,20,10,30,102240,101040,99880,73.79,0,1.31,1.32,1.31,1.29,1.28,1.26,1.24,1.22,1.17,77.87,77.7,77.66,77.62,77.58,77.54,77.52,77.49,77.43,19.400000000000002,19.07,18.89,18.69,18.5,18.32,18.12,17.94,17.55,N/A,N/A -2012,11,20,11,30,102260,101060,99900,75.23,0,1.23,1.25,1.24,1.22,1.2,1.19,1.17,1.1500000000000001,1.1,72.5,72.92,73.14,73.36,73.56,73.75,73.93,74.09,74.37,19.39,19.06,18.88,18.68,18.490000000000002,18.31,18.11,17.92,17.54,N/A,N/A -2012,11,20,12,30,102260,101070,99900,74.74,0,2.06,2.12,2.12,2.11,2.09,2.08,2.06,2.04,2,62.52,62.49,62.54,62.58,62.61,62.620000000000005,62.61,62.59,62.5,19.44,19.1,18.93,18.73,18.53,18.35,18.150000000000002,17.96,17.580000000000002,N/A,N/A -2012,11,20,13,30,102290,101090,99930,75.41,0,2.11,2.17,2.17,2.15,2.14,2.12,2.11,2.09,2.04,60.17,60.18,60.17,60.15,60.11,60.08,60.01,59.94,59.64,19.43,19.09,18.91,18.72,18.52,18.34,18.14,17.96,17.57,N/A,N/A -2012,11,20,14,30,102280,101090,99920,76.09,0,1.49,1.51,1.5,1.48,1.46,1.44,1.42,1.3900000000000001,1.32,84.66,85.4,85.8,86.23,86.65,87.05,87.5,87.91,88.82000000000001,19.39,19.06,18.89,18.69,18.5,18.31,18.11,17.93,17.56,N/A,N/A -2012,11,20,15,30,102310,101110,99950,77.97,0,3.06,3.16,3.17,3.16,3.14,3.12,3.1,3.0700000000000003,3.02,52.230000000000004,52.26,52.24,52.230000000000004,52.19,52.160000000000004,52.1,52.04,51.82,19.39,19.04,18.86,18.67,18.47,18.28,18.09,17.91,17.52,N/A,N/A -2012,11,20,16,30,102280,101080,99920,85.92,0,2.62,2.68,2.67,2.64,2.61,2.58,2.5500000000000003,2.5100000000000002,2.42,62.53,62.7,62.82,62.93,63.02,63.11,63.18,63.24,63.26,19.12,18.77,18.59,18.39,18.2,18.02,17.82,17.64,17.26,N/A,N/A -2012,11,20,17,30,102250,101060,99900,87.05,0,2.27,2.31,2.29,2.25,2.22,2.18,2.12,2.07,1.85,74.21000000000001,74.57000000000001,74.72,74.88,75.02,75.14,75.25,75.34,74.28,19,18.64,18.46,18.26,18.07,17.89,17.7,17.52,17.17,N/A,N/A -2012,11,20,18,30,102230,101030,99870,85.43,0,1.48,1.48,1.45,1.42,1.3800000000000001,1.34,1.29,1.25,1.1,83.7,83.60000000000001,83.73,83.83,83.94,84.05,84.12,84.17,84.11,19.13,18.78,18.6,18.400000000000002,18.21,18.03,17.830000000000002,17.650000000000002,17.28,N/A,N/A -2012,11,20,19,30,102240,101040,99880,84.46000000000001,0,2.5100000000000002,2.56,2.5500000000000003,2.5100000000000002,2.48,2.44,2.4,2.35,2.17,76.17,76.39,76.38,76.37,76.36,76.34,76.23,76.12,74.8,19.25,18.88,18.7,18.5,18.31,18.13,17.93,17.75,17.39,N/A,N/A -2012,11,20,20,30,102200,101010,99850,82.09,0,1.77,1.76,1.72,1.6600000000000001,1.57,1.48,1.19,0.97,1.4000000000000001,107.44,106.82000000000001,106.26,105.5,104.15,102.54,93.23,83.31,348.28000000000003,19.41,19.07,18.89,18.7,18.52,18.35,18.2,18.080000000000002,18.18,N/A,N/A -2012,11,20,21,30,102190,100990,99840,80.76,0,0.68,0.63,0.58,0.5,0.27,0.11,0.36,1.7,2.2,150.28,151.6,152.48,153.96,186.02,209.42000000000002,231.21,325.22,326.69,19.67,19.35,19.18,18.990000000000002,18.830000000000002,18.68,18.77,18.900000000000002,19.04,N/A,N/A -2012,11,20,22,30,102170,100980,99820,81.34,0,1.3,1.29,1.25,1.18,1.01,0.8200000000000001,1.06,1.43,2.12,184.89000000000001,186.16,187.57,189.8,199.99,212.05,254.69,311.04,318.65000000000003,19.84,19.53,19.36,19.18,19.04,18.94,19.09,19.27,19.48,N/A,N/A -2012,11,20,23,30,102180,100980,99830,80.52,0,1.27,1.25,1.21,1.1300000000000001,1.09,1.07,1.28,1.6,2.37,203.59,206.08,209.23000000000002,215.34,240.75,278.5,296.98,311.89,323.71,20,19.7,19.55,19.400000000000002,19.38,19.46,19.490000000000002,19.51,19.96,N/A,N/A -2012,11,21,0,30,102190,101000,99840,80.75,0,1.61,1.61,1.54,1.41,0.98,0.6,0.81,1.18,1.79,177.5,178.26,179.95000000000002,183.16,242.09,298.22,313.1,325.29,333.29,20.16,19.86,19.72,19.580000000000002,19.650000000000002,19.82,20.05,20.27,20.400000000000002,N/A,N/A -2012,11,21,1,30,102200,101010,99860,82.47,0,1.71,1.7,1.61,1.44,1.08,0.74,0.91,1.23,1.98,176.45000000000002,177.08,178.05,179.93,231.36,289.68,309.63,326.5,337.77,20.16,19.86,19.71,19.55,19.64,19.86,20.09,20.29,20.55,N/A,N/A -2012,11,21,2,30,102210,101020,99860,81.35000000000001,0,1.73,1.75,1.73,1.71,1.3900000000000001,1.02,1.11,1.3,2.0300000000000002,209.49,209.92000000000002,210.22,210.44,233.19,259.68,285.81,313.15000000000003,333.21,20.330000000000002,20.03,19.84,19.6,19.57,19.650000000000002,19.92,20.21,20.71,N/A,N/A -2012,11,21,3,30,102210,101020,99870,80.87,0,2.18,2.24,2.22,2.19,2.14,2.09,1.8,1.54,1.07,199.92000000000002,201.04,201.86,202.9,204.35,205.96,215.1,224.44,265.75,20.47,20.17,20.01,19.82,19.64,19.46,19.330000000000002,19.23,19.31,N/A,N/A -2012,11,21,4,30,102220,101030,99880,83.18,0,2.24,2.33,2.33,2.31,2.29,2.27,2.25,2.22,1.77,200.23000000000002,201.62,202.56,203.65,205.01,206.48000000000002,209.88,213.93,248.51000000000002,20.38,20.080000000000002,19.91,19.72,19.53,19.35,19.18,19.02,19.01,N/A,N/A -2012,11,21,5,30,102220,101030,99880,83.65,0,2.3000000000000003,2.41,2.42,2.43,2.43,2.43,2.42,2.42,2.34,221.03,222.12,222.84,223.69,224.77,225.96,228.95000000000002,232.20000000000002,251.86,20.44,20.14,19.97,19.78,19.59,19.42,19.25,19.1,18.990000000000002,N/A,N/A -2012,11,21,6,30,102240,101050,99900,82.27,0,2.04,2.14,2.16,2.18,2.19,2.2,2.22,2.23,2.31,242.79,243.51,243.96,244.46,245.01,245.57,246.38,247.19,252.25,20.64,20.34,20.17,19.98,19.79,19.61,19.41,19.23,18.900000000000002,N/A,N/A -2012,11,21,7,30,102260,101070,99920,83.56,0,2.2,2.33,2.36,2.38,2.4,2.42,2.44,2.46,2.5500000000000003,268.53000000000003,268.65,268.7,268.77,268.88,269.01,269.23,269.46,271,20.73,20.43,20.26,20.06,19.87,19.69,19.490000000000002,19.31,18.94,N/A,N/A -2012,11,21,8,30,102270,101080,99920,85.75,0,2.65,2.82,2.86,2.88,2.9,2.91,2.93,2.94,2.99,293.47,293.18,292.97,292.77,292.56,292.36,292.16,291.99,291.51,20.78,20.48,20.31,20.11,19.92,19.740000000000002,19.54,19.36,18.97,N/A,N/A -2012,11,21,9,30,102280,101090,99940,92.09,0,2.81,2.86,2.83,2.7600000000000002,2.68,2.59,2.56,2.5500000000000003,2.81,316.48,315.56,314.65000000000003,313.25,306.8,297.83,290.72,284.75,283.52,20.13,19.81,19.650000000000002,19.47,19.35,19.26,19.21,19.18,19.080000000000002,N/A,N/A -2012,11,21,10,30,102300,101110,99950,88.71000000000001,0,3.58,3.69,3.67,3.63,3.59,3.5300000000000002,3.49,3.46,3.58,322.27,322.36,322.41,322.46,322.41,322.31,319.87,317.23,313.38,19.98,19.650000000000002,19.48,19.3,19.12,18.97,18.95,18.97,19.17,N/A,N/A -2012,11,21,11,30,102320,101130,99970,87.28,0,4.16,4.32,4.3100000000000005,4.2700000000000005,4.22,4.17,4.11,4.07,4.3100000000000005,333.03000000000003,332.63,332.35,332.01,331.58,331.11,330.06,328.94,325.15000000000003,19.75,19.400000000000002,19.23,19.04,18.86,18.68,18.51,18.38,18.72,N/A,N/A -2012,11,21,12,30,102360,101160,100000,90.25,0,4.23,4.41,4.42,4.41,4.41,4.41,4.5,4.61,4.82,337.82,337.87,337.89,337.93,338.01,338.1,338.27,338.40000000000003,337.14,19.400000000000002,19.04,18.86,18.68,18.5,18.34,18.23,18.17,18.63,N/A,N/A -2012,11,21,13,30,102370,101170,100010,91.38,0,4.73,4.94,4.96,4.94,4.93,4.91,4.95,5.0200000000000005,5.58,349.64,349.63,349.59000000000003,349.54,349.45,349.36,349.06,348.66,346.23,19.31,18.94,18.76,18.57,18.39,18.22,18.07,17.95,18.38,N/A,N/A -2012,11,21,14,30,102400,101190,100030,99.34,0,4.37,4.43,4.38,4.3100000000000005,4.46,4.72,5.11,5.49,5.84,8.3,6.93,5.41,3.08,357.5,350.31,348.27,347.33,350.27,17.96,17.59,17.42,17.26,17.44,17.77,18.19,18.580000000000002,19.1,N/A,N/A -2012,11,21,15,30,102410,101210,100050,99.35000000000001,0,4.04,4.13,4.11,4.09,4.46,5.03,5.42,5.74,5.89,8.45,8.06,7.65,7.0600000000000005,3.14,357.6,354.89,353.2,356.08,17.82,17.44,17.240000000000002,17.01,17.23,17.63,18.26,18.8,19.03,N/A,N/A -2012,11,21,16,30,102400,101190,100030,99.35000000000001,0,3.73,3.83,3.8200000000000003,3.81,4.07,4.46,4.97,5.44,5.59,0.59,0.35000000000000003,0.21,0.06,359.79,359.47,1.01,2.48,1.75,17.830000000000002,17.45,17.27,17.07,17.06,17.13,18.26,19.3,19.43,N/A,N/A -2012,11,21,17,30,102370,101160,100010,99.33,0,3.16,3.22,3.21,3.19,3.6,4.26,4.7,5.0600000000000005,5.15,359.04,358.73,358.47,358.14,357.81,357.44,358.96,0.6900000000000001,4.14,18.02,17.67,17.48,17.25,17.580000000000002,18.12,18.830000000000002,19.42,19.62,N/A,N/A -2012,11,21,18,30,102340,101140,99980,99.41,0,2.58,2.63,2.63,2.65,3.23,4.22,4.5,4.63,4.61,356.6,356.16,355.76,355.2,355.41,356.07,359.06,2.17,8.790000000000001,18.18,17.830000000000002,17.63,17.38,18.150000000000002,19.31,19.66,19.85,19.92,N/A,N/A -2012,11,21,19,30,102310,101110,99960,93.75,0,1.29,1.37,1.6300000000000001,2.39,2.86,3.09,3.34,3.58,3.95,341.68,343.76,346.37,351.98,358.55,4.94,9.49,13.4,17.88,19.23,18.92,18.92,19.1,19.51,20.01,20.2,20.31,20.240000000000002,N/A,N/A -2012,11,21,20,30,102260,101070,99920,90.58,0,0.6900000000000001,0.67,0.71,0.89,1.11,1.3900000000000001,1.6400000000000001,1.9000000000000001,2.31,264.31,269.11,288.19,339.44,7.44,21.29,26.330000000000002,29.43,29.93,20.04,19.740000000000002,19.79,20.11,20.44,20.76,20.85,20.88,20.79,N/A,N/A -2012,11,21,21,30,102230,101040,99890,88.22,0,1.44,1.41,1.25,0.96,0.68,0.47000000000000003,0.44,0.44,0.72,236.54,238.22,243.18,252.48000000000002,266.95,279.75,306.09000000000003,332.7,357.71,20.48,20.19,20.2,20.42,20.71,21.02,21.1,21.13,21.04,N/A,N/A -2012,11,21,22,30,102210,101020,99870,85.77,0,1.81,1.78,1.6500000000000001,1.45,1.27,1.12,1.05,1.01,0.98,219.70000000000002,221.77,226.27,234.65,242.33,249.03,256.93,264.14,280.5,20.79,20.57,20.66,21.01,21.240000000000002,21.39,21.37,21.32,21.14,N/A,N/A -2012,11,21,23,30,102200,101010,99870,87.5,0,2.35,2.33,2.22,2.04,1.81,1.6,1.47,1.37,1.3,204.24,205.35,208.91,216.12,222.78,228.45000000000002,235.64000000000001,242.11,256.47,20.75,20.490000000000002,20.5,20.71,20.96,21.22,21.240000000000002,21.22,21.03,N/A,N/A -2012,11,22,0,30,102210,101020,99870,90.28,0,2.79,2.73,2.5500000000000003,2.27,1.94,1.62,1.36,1.1500000000000001,0.97,186.94,187.34,188.34,190.26,193.59,197.07,204.77,211.73000000000002,236.94,20.5,20.22,20.21,20.37,20.72,21.16,21.27,21.31,21.11,N/A,N/A -2012,11,22,1,30,102210,101020,99870,99.49000000000001,0.4,3.2800000000000002,3.38,3.23,2.93,2.68,2.48,2.24,2.0300000000000002,1.6400000000000001,181.22,189.14000000000001,190.49,187.78,186.67000000000002,186.3,189.15,192.09,201.63,18.17,19.31,19.990000000000002,20.59,20.96,21.21,21.26,21.28,21.1,N/A,N/A -2012,11,22,2,30,102240,101040,99890,99.44,0,2.8000000000000003,2.77,2.72,2.68,2.59,2.49,2.33,2.18,1.8900000000000001,190.91,191.55,193.16,196.47,198.51,199.84,203.3,206.74,217.77,17.900000000000002,17.43,17.86,19.17,20.04,20.67,20.89,21.01,20.93,N/A,N/A -2012,11,22,3,30,102220,101020,99870,99.43,0.4,2.42,2.43,2.58,2.96,3.02,2.94,2.69,2.47,2.14,202.19,203.24,205.32,209.33,212.3,214.43,216.89000000000001,219.26,229.04,17.93,17.42,17.84,18.95,19.84,20.57,20.78,20.89,20.79,N/A,N/A -2012,11,22,4,30,102220,101020,99870,99.31,0,2.19,2.2800000000000002,2.35,2.48,2.71,3.0100000000000002,2.94,2.81,2.43,221.43,221.47,221.95000000000002,223.01,225.79,229.47,230.83,231.86,237.9,18.12,17.71,17.5,17.28,18.22,19.61,20.22,20.61,20.6,N/A,N/A -2012,11,22,5,30,102210,101010,99860,99.42,0,2.58,2.66,2.7,2.7600000000000002,3.04,3.45,3.2600000000000002,3.0300000000000002,2.57,225.88,226.36,226.86,227.67000000000002,229.84,232.84,234.49,235.92000000000002,242.35,18.3,17.92,17.68,17.35,18.080000000000002,19.27,20.01,20.580000000000002,20.68,N/A,N/A -2012,11,22,6,30,102220,101020,99860,99.34,0,2.0100000000000002,2.08,2.11,2.16,2.37,2.69,2.98,3.23,2.87,223.44,224.05,224.41,224.88,226.52,228.85,232.41,236.02,241.59,18.48,18.150000000000002,17.97,17.740000000000002,17.57,17.42,18.7,19.95,20.29,N/A,N/A -2012,11,22,7,30,102220,101020,99860,99.25,0.4,1.47,1.52,1.54,1.57,1.77,2.09,2.62,3.2,3.4,202.53,202.09,202.03,202.04,207.13,215.44,224.86,234.74,243.48000000000002,18.43,18.11,17.94,17.740000000000002,17.63,17.56,18.14,18.75,19.57,N/A,N/A -2012,11,22,8,30,102220,101020,99860,99.24000000000001,0,0.93,1.02,1.06,1.11,1.18,1.27,1.51,1.83,3.38,222.89000000000001,223.97,224.83,225.91,227.44,229.19,233.03,237.56,250.99,18.48,18.16,18.01,17.85,17.67,17.490000000000002,17.19,17.05,18.64,N/A,N/A -2012,11,22,9,30,102210,101010,99850,99.36,0,1.96,1.8900000000000001,1.8,1.7,1.59,1.49,1.37,1.27,1.1400000000000001,117.76,121.53,124.2,127.37,131.53,135.75,143.34,150.8,176.71,18.42,18.09,17.94,17.81,17.67,17.55,17.400000000000002,17.26,16.93,N/A,N/A -2012,11,22,10,30,102220,101020,99860,94.91,0.7000000000000001,1.97,1.8800000000000001,1.79,1.69,1.58,1.47,1.33,1.21,0.87,156.82,156.15,155.5,154.64000000000001,153.38,152.05,150.14000000000001,148.41,144.38,18.44,18.07,17.89,17.71,17.52,17.35,17.18,17.03,16.77,N/A,N/A -2012,11,22,11,30,102220,101020,99860,95.15,0.4,1.21,1.17,1.1300000000000001,1.09,1.04,0.99,0.93,0.87,0.71,126.42,131.21,134.28,137.32,140.36,143.13,147.29,151.31,169.5,18.17,17.8,17.62,17.43,17.240000000000002,17.080000000000002,16.92,16.78,16.55,N/A,N/A -2012,11,22,12,30,102240,101040,99880,95.93,0.7000000000000001,1.96,1.98,1.96,1.93,1.8900000000000001,1.84,1.76,1.69,1.33,127.76,128.2,128.51,128.87,129.14000000000001,129.34,129.03,128.53,127.64,18.07,17.7,17.53,17.34,17.16,17,16.85,16.72,16.47,N/A,N/A -2012,11,22,13,30,102240,101040,99870,95.51,0.7000000000000001,1.97,1.8900000000000001,1.8,1.71,1.61,1.51,1.4000000000000001,1.32,1.52,120.38,119.39,119.16,119.32000000000001,120.43,121.81,126.91,133.24,164.52,17.8,17.43,17.240000000000002,17.06,16.87,16.69,16.5,16.32,16.35,N/A,N/A -2012,11,22,14,30,102270,101070,99910,96.03,1.1,2.44,2.5,2.49,2.47,2.44,2.42,2.37,2.33,2.58,114.85000000000001,114.43,114.08,113.75,113.37,112.98,112.39,114.04,148.08,18.14,17.76,17.580000000000002,17.39,17.19,17.01,16.79,16.62,16.86,N/A,N/A -2012,11,22,15,30,102280,101080,99910,95.87,0.7000000000000001,2.62,2.71,2.71,2.71,2.7,2.69,2.66,2.64,2.94,107.94,109.25,110.2,111.24000000000001,112.49000000000001,113.74000000000001,115.48,117.99000000000001,141.07,18.29,17.93,17.75,17.56,17.38,17.2,17.01,16.84,16.8,N/A,N/A -2012,11,22,16,30,102270,101070,99910,96.62,0,2.84,2.94,2.93,2.91,2.88,2.85,2.8000000000000003,2.77,2.82,121.59,120.62,119.92,119.17,118.34,117.51,116.43,115.94,125.78,18.48,18.12,17.95,17.77,17.6,17.45,17.31,17.17,16.830000000000002,N/A,N/A -2012,11,22,17,30,102240,101040,99880,96.44,0.4,3.99,4.05,4,3.92,3.84,3.75,3.64,3.54,3.34,124.31,125.28,125.95,126.72,127.72,128.76,130.6,132.6,141.43,18.51,18.13,17.95,17.76,17.56,17.38,17.23,17.09,16.81,N/A,N/A -2012,11,22,18,30,102250,101050,99890,96.33,0.7000000000000001,3.36,3.5300000000000002,3.56,3.5700000000000003,3.59,3.59,3.6,3.62,3.72,124.71000000000001,124.31,124.01,123.7,123.37,123.06,122.69,122.37,125.52,18.97,18.61,18.44,18.25,18.05,17.87,17.71,17.56,17.29,N/A,N/A -2012,11,22,19,30,102240,101040,99880,96.67,0,3.85,3.97,3.96,3.92,3.87,3.8200000000000003,3.74,3.7,4.12,125.12,125.04,124.88000000000001,124.69,124.42,124.14,124,125.18,148.28,18.75,18.36,18.16,17.94,17.75,17.580000000000002,17.31,17.13,18.18,N/A,N/A -2012,11,22,20,30,102200,101000,99850,96.72,0,4.23,4.37,4.3500000000000005,4.3100000000000005,4.2700000000000005,4.23,4.39,4.57,5.01,118.66,118.69,118.64,118.59,118.29,117.88,127.96000000000001,138.82,147.88,18.92,18.56,18.38,18.19,18,17.84,18.05,18.31,18.93,N/A,N/A -2012,11,22,21,30,102170,100980,99830,94.08,0,4.67,4.8500000000000005,4.9,4.98,5.44,6.140000000000001,6.37,6.49,6.55,123.95,124.79,125.96000000000001,128.12,134.6,144.09,147.9,150.24,154.29,19.41,19.09,18.95,18.82,18.98,19.28,19.45,19.57,19.52,N/A,N/A -2012,11,22,22,30,102110,100920,99770,87.41,0,5.94,6.38,6.45,6.48,6.48,6.48,6.45,6.44,6.45,127.03,127.65,128.03,128.45,128.89000000000001,129.34,129.99,130.65,135.47,20.29,19.990000000000002,19.82,19.64,19.46,19.28,19.11,18.95,18.76,N/A,N/A -2012,11,22,23,30,102110,100920,99770,74.42,0,5.84,6.3500000000000005,6.48,6.55,6.59,6.62,6.63,6.65,6.7,139.51,139.93,140.1,140.31,140.53,140.76,141.05,141.34,142.22,20.89,20.64,20.48,20.3,20.12,19.94,19.75,19.580000000000002,19.22,N/A,N/A -2012,11,23,0,30,102120,100930,99780,76.18,0,6.12,6.61,6.69,6.73,6.74,6.75,6.7700000000000005,6.79,7,136.78,137.18,137.47,137.79,138.18,138.59,139.22,139.89000000000001,143.41,20.85,20.59,20.44,20.26,20.080000000000002,19.91,19.73,19.56,19.27,N/A,N/A -2012,11,23,1,30,102130,100950,99790,79.14,0,5.22,5.61,5.68,5.71,5.73,5.74,5.7700000000000005,5.8,6,138.07,138.53,138.93,139.42000000000002,140.04,140.72,142.02,143.36,148.98,20.85,20.61,20.46,20.28,20.1,19.93,19.76,19.61,19.35,N/A,N/A -2012,11,23,2,30,102110,100920,99770,80.68,0,5.63,6.08,6.19,6.3,6.390000000000001,6.47,6.59,6.72,6.99,139.81,140.11,140.5,141.18,142.11,143.18,144.91,146.67000000000002,149.9,20.93,20.71,20.57,20.42,20.27,20.14,20.02,19.92,19.69,N/A,N/A -2012,11,23,3,30,102130,100940,99790,82.19,0,4.2700000000000005,4.86,5.1000000000000005,5.29,5.44,5.58,5.7,5.82,6.04,148.06,149.95000000000002,151.41,153.29,155.28,157.31,159.49,161.55,165.51,20.95,20.75,20.63,20.5,20.38,20.28,20.16,20.04,19.78,N/A,N/A -2012,11,23,4,30,102120,100930,99780,83.36,0,3.58,4.1,4.3500000000000005,4.63,4.88,5.12,5.34,5.55,5.84,156.27,159.53,161.89000000000001,164.67000000000002,167.33,169.96,172.22,174.24,177.18,20.95,20.78,20.7,20.63,20.57,20.52,20.43,20.34,20.05,N/A,N/A -2012,11,23,5,30,102140,100950,99800,83.92,0,3.7,4.17,4.34,4.5,4.63,4.75,4.87,4.97,5.16,158.21,159.18,159.93,160.89000000000001,161.97,163.12,164.64000000000001,166.15,170.24,21.03,20.84,20.71,20.56,20.41,20.26,20.1,19.96,19.69,N/A,N/A -2012,11,23,6,30,102160,100970,99820,83.42,0,3.0500000000000003,3.52,3.75,3.95,4.13,4.28,4.48,4.69,5.09,165.6,169.23,172.04,175.74,179.20000000000002,182.52,185.14000000000001,187.42000000000002,190.51,21.07,20.92,20.830000000000002,20.73,20.62,20.51,20.400000000000002,20.3,20.05,N/A,N/A -2012,11,23,7,30,102190,101000,99850,83.95,0,2.64,3.0500000000000003,3.24,3.46,3.79,4.2,4.46,4.67,5.15,171.13,173.75,176.42000000000002,180.84,186.33,192.8,195.46,196.97,198.33,21.02,20.86,20.76,20.650000000000002,20.59,20.56,20.46,20.36,20.12,N/A,N/A -2012,11,23,8,30,102190,101010,99860,85.32000000000001,0,2.21,2.94,3.33,3.7800000000000002,4.08,4.26,4.45,4.63,4.93,167.94,176.70000000000002,182.99,190.07,194.41,196.78,198.22,199.34,199.64000000000001,21.06,21.1,21.09,21.03,20.94,20.82,20.71,20.6,20.34,N/A,N/A -2012,11,23,9,30,102230,101040,99890,85.83,0,1.6300000000000001,2.24,2.5,2.84,3.11,3.35,3.59,3.81,4.21,191.04,196,199.48000000000002,202.98000000000002,205.20000000000002,206.52,207.27,207.83,208.41,21.17,21.12,21.07,20.990000000000002,20.89,20.78,20.650000000000002,20.53,20.27,N/A,N/A -2012,11,23,10,30,102240,101050,99900,86.43,0,1.6500000000000001,2.31,2.64,2.96,3.18,3.33,3.5100000000000002,3.69,4.01,173.21,181.17000000000002,186.87,192.71,196.35,198.46,200.01,201.32,201.55,21.02,21.03,21,20.91,20.81,20.72,20.66,20.62,20.44,N/A,N/A -2012,11,23,11,30,102260,101080,99930,87.28,0,1.96,2.2,2.34,2.56,2.7600000000000002,2.95,3.12,3.2800000000000002,3.59,139.44,158.98,169.86,177.51,183.02,187.1,190.27,193.03,198.46,20.81,20.82,20.81,20.71,20.61,20.5,20.38,20.26,20.05,N/A,N/A -2012,11,23,12,30,102280,101090,99940,87.16,0,1.86,2.44,2.7,2.9,2.99,3.02,3.1,3.18,3.42,168.42000000000002,174.36,179.61,186.76,191.09,193.54,196.22,198.74,201.96,20.94,20.900000000000002,20.85,20.76,20.63,20.47,20.35,20.25,20.080000000000002,N/A,N/A -2012,11,23,13,30,102300,101120,99970,87.9,0,1.71,2.0300000000000002,2.15,2.22,2.29,2.34,2.47,2.62,3.04,156.22,160.70000000000002,167.20000000000002,179.78,188.26,194.12,199.67000000000002,204.87,209.1,20.85,20.7,20.64,20.61,20.56,20.5,20.490000000000002,20.5,20.42,N/A,N/A -2012,11,23,14,30,102340,101150,100000,87.44,0,1.43,1.57,1.61,1.6400000000000001,1.74,1.9000000000000001,2.11,2.33,2.71,146.17000000000002,159.88,169.31,179.64000000000001,188.05,195.65,200.59,204.74,208.42000000000002,20.85,20.82,20.8,20.76,20.740000000000002,20.73,20.740000000000002,20.740000000000002,20.59,N/A,N/A -2012,11,23,15,30,102360,101170,100020,85.54,0,1.03,1.19,1.29,1.43,1.6,1.79,2,2.22,2.59,157.39000000000001,178.64000000000001,190.59,198.47,204.43,209.18,211.77,213.76,214.22,20.98,21.12,21.17,21.11,21.07,21.03,21,20.98,20.79,N/A,N/A -2012,11,23,16,30,102320,101140,99990,86.7,0,1.6,1.84,1.97,2.1,2.2600000000000002,2.43,2.62,2.81,3.14,175.05,188.87,196.51,201.95000000000002,206.12,209.55,212,214.11,217.99,21.06,21.25,21.330000000000002,21.3,21.26,21.23,21.18,21.14,20.93,N/A,N/A -2012,11,23,17,30,102320,101130,99980,89.36,0,1.36,1.59,1.72,1.87,2.0300000000000002,2.19,2.37,2.54,2.84,177.53,193.89000000000001,203.48000000000002,210.87,216.75,221.69,225.92000000000002,229.79,235.8,21.1,21.27,21.36,21.36,21.32,21.26,21.2,21.14,20.96,N/A,N/A -2012,11,23,18,30,102310,101130,99980,90.19,0,0.77,0.96,1.11,1.32,1.5,1.68,1.85,2,2.2600000000000002,174.33,204.08,220.71,230.48000000000002,237.52,242.53,246.22,249.43,253.62,21.18,21.3,21.37,21.37,21.32,21.25,21.17,21.080000000000002,20.87,N/A,N/A -2012,11,23,19,30,102310,101130,99980,90.92,0,0.89,0.6900000000000001,0.64,0.6900000000000001,0.78,0.89,0.99,1.07,1.21,134.14000000000001,165.82,184.08,206.19,221.05,231.99,239.20000000000002,245.12,251.68,21.36,21.39,21.41,21.37,21.3,21.21,21.1,21,20.81,N/A,N/A -2012,11,23,20,30,102300,101110,99970,93.24,1.1,2.52,2.48,2.45,2.5100000000000002,2.65,2.85,3.0700000000000003,3.29,3.63,51.74,44.58,39.050000000000004,31.810000000000002,25.98,20.86,18.16,16.14,16.09,21.21,21.17,21.19,21.23,21.240000000000002,21.23,21.13,21.01,20.67,N/A,N/A -2012,11,23,21,30,102300,101110,99960,92.13,0,4.22,4.51,4.71,5.11,5.43,5.69,5.89,6.0600000000000005,6.34,28.84,28.92,28.6,27.650000000000002,26.71,25.82,25.01,24.29,23.12,20.92,20.650000000000002,20.53,20.44,20.34,20.26,20.14,20.03,19.76,N/A,N/A -2012,11,23,22,30,102330,101140,99980,86.46000000000001,0,9.09,9.82,9.96,10,10.06,10.11,10.26,10.41,10.32,10.94,11.16,11.31,11.52,11.82,12.15,12.89,13.69,16.830000000000002,20.07,19.740000000000002,19.57,19.39,19.22,19.05,18.92,18.8,18.830000000000002,N/A,N/A -2012,11,23,23,30,102390,101190,100030,92.9,0,8.15,8.72,8.84,8.91,9,9.1,9.41,9.73,10.23,12.370000000000001,12.17,11.99,11.72,11.290000000000001,10.77,9.49,8.11,5.05,19.19,18.82,18.650000000000002,18.47,18.32,18.17,18.09,18.03,18.150000000000002,N/A,N/A -2012,11,24,0,30,102390,101190,100030,91.29,0,9.38,10.21,10.4,10.51,10.59,10.66,10.74,10.83,11.22,22.330000000000002,22.43,22.490000000000002,22.55,22.62,22.69,22.78,22.86,23.2,19.17,18.76,18.580000000000002,18.38,18.19,18.02,17.830000000000002,17.66,17.330000000000002,N/A,N/A -2012,11,24,1,30,102480,101270,100110,89.77,5.5,11.620000000000001,12.69,12.92,13.030000000000001,13.09,13.120000000000001,13.13,13.13,13.11,22.06,22.02,21.96,21.91,21.85,21.8,21.75,21.7,21.61,18.23,17.740000000000002,17.53,17.330000000000002,17.13,16.94,16.740000000000002,16.55,16.18,N/A,N/A -2012,11,24,2,30,102550,101340,100170,89.78,0,11.44,12.38,12.58,12.66,12.69,12.700000000000001,12.67,12.64,12.55,19.27,19.57,19.78,19.98,20.19,20.39,20.61,20.830000000000002,21.34,16.91,16.34,16.12,15.9,15.69,15.5,15.3,15.11,14.73,N/A,N/A -2012,11,24,3,30,102590,101370,100190,77.98,0,11.71,12.68,12.88,12.98,13.01,13.030000000000001,13.01,12.99,12.93,19.13,19.53,19.77,20,20.22,20.42,20.66,20.89,21.42,15.98,15.36,15.120000000000001,14.9,14.69,14.5,14.290000000000001,14.11,13.73,N/A,N/A -2012,11,24,4,30,102590,101370,100190,64.81,0,12.82,13.97,14.24,14.38,14.47,14.530000000000001,14.56,14.58,14.61,27.07,27.36,27.53,27.7,27.86,28.02,28.19,28.35,28.740000000000002,16.15,15.52,15.280000000000001,15.06,14.85,14.66,14.46,14.27,13.9,N/A,N/A -2012,11,24,5,30,102620,101400,100210,68.27,0,11.98,13.05,13.32,13.46,13.55,13.620000000000001,13.66,13.700000000000001,13.74,27.8,28.07,28.25,28.42,28.580000000000002,28.740000000000002,28.900000000000002,29.05,29.400000000000002,15.83,15.200000000000001,14.96,14.74,14.530000000000001,14.33,14.13,13.94,13.56,N/A,N/A -2012,11,24,6,30,102630,101410,100230,69.21000000000001,0,11.72,12.75,13.01,13.15,13.24,13.3,13.35,13.39,13.44,29.07,29.330000000000002,29.5,29.66,29.810000000000002,29.95,30.1,30.240000000000002,30.54,15.68,15.040000000000001,14.8,14.58,14.370000000000001,14.18,13.97,13.780000000000001,13.41,N/A,N/A -2012,11,24,7,30,102660,101440,100250,67.97,0,12.030000000000001,13.08,13.33,13.46,13.530000000000001,13.59,13.61,13.63,13.64,28.89,29.14,29.3,29.45,29.6,29.740000000000002,29.88,30.02,30.32,15.34,14.67,14.42,14.200000000000001,13.98,13.790000000000001,13.58,13.39,13.01,N/A,N/A -2012,11,24,8,30,102690,101460,100270,69.03,0,12.76,13.86,14.11,14.23,14.3,14.34,14.34,14.35,14.32,31.240000000000002,31.55,31.740000000000002,31.92,32.09,32.25,32.42,32.58,32.93,14.450000000000001,13.72,13.46,13.23,13.01,12.81,12.6,12.41,12.02,N/A,N/A -2012,11,24,9,30,102700,101470,100270,67.32000000000001,0,12.870000000000001,13.96,14.21,14.33,14.39,14.43,14.44,14.44,14.4,31.02,31.25,31.41,31.55,31.7,31.830000000000002,31.98,32.12,32.43,13.73,12.96,12.69,12.46,12.24,12.040000000000001,11.83,11.64,11.26,N/A,N/A -2012,11,24,10,30,102720,101490,100290,69.44,0,12.040000000000001,13.01,13.22,13.33,13.38,13.41,13.41,13.41,13.38,30.72,30.990000000000002,31.17,31.330000000000002,31.490000000000002,31.64,31.8,31.95,32.28,13.13,12.36,12.09,11.85,11.63,11.44,11.23,11.040000000000001,10.66,N/A,N/A -2012,11,24,11,30,102720,101490,100290,73.13,0,11.65,12.55,12.74,12.83,12.870000000000001,12.89,12.88,12.88,12.84,32.47,32.82,33.03,33.230000000000004,33.43,33.61,33.82,34.01,34.43,12.75,11.97,11.700000000000001,11.47,11.25,11.06,10.85,10.66,10.290000000000001,N/A,N/A -2012,11,24,12,30,102750,101510,100310,76.79,0,10.78,11.56,11.72,11.790000000000001,11.82,11.83,11.82,11.81,11.76,36.79,37.26,37.550000000000004,37.81,38.07,38.31,38.57,38.83,39.37,12.51,11.74,11.48,11.25,11.03,10.83,10.63,10.44,10.06,N/A,N/A -2012,11,24,13,30,102760,101530,100320,78.23,0,10.200000000000001,10.91,11.05,11.11,11.13,11.15,11.13,11.120000000000001,11.07,38.42,39,39.35,39.68,40.01,40.31,40.63,40.93,41.56,12.42,11.67,11.41,11.18,10.96,10.76,10.55,10.36,9.98,N/A,N/A -2012,11,24,14,30,102780,101540,100330,77.75,0,9.5,10.120000000000001,10.23,10.28,10.290000000000001,10.290000000000001,10.27,10.25,10.200000000000001,37.27,37.88,38.25,38.59,38.94,39.24,39.58,39.89,40.550000000000004,12.22,11.49,11.22,10.99,10.78,10.58,10.370000000000001,10.18,9.8,N/A,N/A -2012,11,24,15,30,102760,101520,100320,78.08,0,8.97,9.52,9.63,9.67,9.68,9.68,9.67,9.65,9.6,36.81,37.38,37.730000000000004,38.06,38.38,38.67,38.99,39.28,39.9,12.18,11.46,11.21,10.98,10.76,10.56,10.36,10.16,9.78,N/A,N/A -2012,11,24,16,30,102730,101490,100290,75.19,0,8,8.45,8.52,8.55,8.55,8.540000000000001,8.51,8.49,8.43,32.61,33.14,33.480000000000004,33.79,34.1,34.38,34.68,34.980000000000004,35.58,12.25,11.56,11.31,11.09,10.870000000000001,10.68,10.47,10.28,9.89,N/A,N/A -2012,11,24,17,30,102670,101430,100230,68.21000000000001,0,7.11,7.48,7.54,7.5600000000000005,7.55,7.54,7.5200000000000005,7.5,7.45,28.310000000000002,28.740000000000002,29.02,29.27,29.53,29.76,30.01,30.25,30.77,12.39,11.73,11.49,11.26,11.05,10.86,10.65,10.46,10.07,N/A,N/A -2012,11,24,18,30,102620,101380,100190,62.85,0,6.42,6.76,6.82,6.8500000000000005,6.8500000000000005,6.86,6.8500000000000005,6.8500000000000005,6.82,25.68,25.87,25.98,26.09,26.2,26.3,26.41,26.51,26.71,12.97,12.35,12.11,11.89,11.67,11.48,11.27,11.08,10.69,N/A,N/A -2012,11,24,19,30,102580,101350,100160,57.800000000000004,0,5.29,5.5600000000000005,5.61,5.64,5.65,5.66,5.66,5.66,5.66,26.28,26.27,26.25,26.240000000000002,26.23,26.22,26.21,26.2,26.19,13.66,13.09,12.86,12.65,12.43,12.25,12.030000000000001,11.84,11.450000000000001,N/A,N/A -2012,11,24,20,30,102520,101290,100100,54.050000000000004,0,4.7,4.93,4.98,5,5.01,5.0200000000000005,5.03,5.03,5.03,23.900000000000002,23.96,23.98,23.990000000000002,24.01,24.03,24.04,24.07,24.1,14.32,13.790000000000001,13.57,13.35,13.14,12.950000000000001,12.74,12.55,12.15,N/A,N/A -2012,11,24,21,30,102470,101250,100060,51.29,0,3.97,4.16,4.2,4.22,4.24,4.25,4.26,4.26,4.28,21.98,22.12,22.21,22.29,22.37,22.43,22.51,22.580000000000002,22.71,14.88,14.38,14.16,13.950000000000001,13.74,13.55,13.34,13.15,12.75,N/A,N/A -2012,11,24,22,30,102430,101210,100030,49.45,0,3.71,3.89,3.93,3.96,3.97,3.98,3.99,4,4.0200000000000005,24.79,24.740000000000002,24.72,24.7,24.68,24.66,24.650000000000002,24.63,24.61,15.38,14.9,14.69,14.48,14.27,14.08,13.870000000000001,13.68,13.280000000000001,N/A,N/A -2012,11,24,23,30,102400,101180,99990,49.19,0,3.65,3.8200000000000003,3.85,3.87,3.88,3.89,3.89,3.89,3.9,29.1,29.04,28.990000000000002,28.94,28.900000000000002,28.87,28.830000000000002,28.8,28.73,15.77,15.3,15.09,14.89,14.67,14.49,14.27,14.08,13.69,N/A,N/A -2012,11,25,0,30,102380,101170,99980,49.33,0,4.33,4.5200000000000005,4.55,4.5600000000000005,4.5600000000000005,4.5600000000000005,4.55,4.54,4.5200000000000005,33.71,33.79,33.83,33.86,33.89,33.93,33.97,33.99,34.05,15.94,15.46,15.25,15.040000000000001,14.83,14.64,14.43,14.24,13.84,N/A,N/A -2012,11,25,1,30,102360,101140,99950,50.730000000000004,0,4.62,4.78,4.78,4.76,4.73,4.71,4.68,4.64,4.58,31.11,32.2,32.86,33.49,34.1,34.65,35.24,35.78,36.93,15.74,15.26,15.05,14.84,14.63,14.450000000000001,14.24,14.05,13.66,N/A,N/A -2012,11,25,2,30,102340,101120,99940,51.32,0,3.95,4.07,4.0600000000000005,4.04,4.0200000000000005,3.99,3.96,3.93,3.86,55.33,55.96,56.31,56.660000000000004,57,57.31,57.660000000000004,57.99,58.7,15.72,15.24,15.030000000000001,14.83,14.620000000000001,14.44,14.23,14.040000000000001,13.65,N/A,N/A -2012,11,25,3,30,102300,101080,99900,55.72,0,3.61,3.7600000000000002,3.7800000000000002,3.79,3.79,3.79,3.79,3.7800000000000002,3.7800000000000002,61.92,63.18,63.870000000000005,64.51,65.11,65.66,66.24,66.78,67.89,15.790000000000001,15.32,15.11,14.91,14.700000000000001,14.51,14.31,14.11,13.72,N/A,N/A -2012,11,25,4,30,102250,101040,99860,59.19,0,3.3200000000000003,3.48,3.5100000000000002,3.5300000000000002,3.5500000000000003,3.56,3.5700000000000003,3.58,3.59,73.58,74.75,75.43,76.06,76.66,77.2,77.76,78.28,79.36,15.89,15.43,15.23,15.02,14.82,14.63,14.42,14.23,13.84,N/A,N/A -2012,11,25,5,30,102200,100990,99810,61.63,0,3.19,3.31,3.33,3.33,3.33,3.3200000000000003,3.3200000000000003,3.31,3.3000000000000003,96.52,97.22,97.60000000000001,97.96000000000001,98.31,98.64,98.97,99.27,99.95,16.17,15.72,15.51,15.31,15.1,14.92,14.71,14.52,14.13,N/A,N/A -2012,11,25,6,30,102180,100970,99790,58.82,0,3.16,3.27,3.2800000000000002,3.2800000000000002,3.27,3.27,3.2600000000000002,3.25,3.23,118.45,119.09,119.5,119.89,120.27,120.62,121,121.36,122.12,16.47,16.03,15.83,15.63,15.43,15.24,15.030000000000001,14.84,14.450000000000001,N/A,N/A -2012,11,25,7,30,102160,100950,99770,60.75,0,3.09,3.18,3.18,3.18,3.16,3.15,3.14,3.13,3.1,130.24,130.93,131.38,131.82,132.24,132.63,133.05,133.45,134.28,16.71,16.28,16.080000000000002,15.88,15.68,15.49,15.290000000000001,15.1,14.71,N/A,N/A -2012,11,25,8,30,102120,100910,99740,62.33,0,2.54,2.65,2.67,2.68,2.69,2.7,2.71,2.71,2.72,145.72,146.01,146.22,146.42000000000002,146.62,146.8,147,147.18,147.56,16.97,16.55,16.36,16.15,15.950000000000001,15.76,15.56,15.370000000000001,14.98,N/A,N/A -2012,11,25,9,30,102090,100880,99710,62.78,0,2.7800000000000002,2.89,2.91,2.92,2.92,2.92,2.92,2.92,2.92,147.11,147.85,148.29,148.70000000000002,149.09,149.45000000000002,149.83,150.18,150.91,17.18,16.77,16.57,16.37,16.17,15.98,15.77,15.58,15.19,N/A,N/A -2012,11,25,10,30,102070,100860,99690,63.690000000000005,0,2.19,2.3000000000000003,2.33,2.35,2.37,2.38,2.4,2.41,2.43,156.03,156.61,157,157.37,157.71,158.03,158.37,158.67000000000002,159.31,17.45,17.06,16.86,16.66,16.46,16.27,16.07,15.88,15.49,N/A,N/A -2012,11,25,11,30,102060,100850,99680,64.52,0,2.2,2.32,2.36,2.38,2.4,2.42,2.44,2.46,2.5,156.59,156.98,157.27,157.54,157.8,158.04,158.28,158.52,159.02,17.6,17.21,17.02,16.82,16.62,16.43,16.23,16.04,15.65,N/A,N/A -2012,11,25,12,30,102050,100840,99680,65.58,0,2.41,2.54,2.57,2.6,2.62,2.64,2.66,2.68,2.71,155.11,155.5,155.75,155.98,156.20000000000002,156.4,156.61,156.81,157.22,17.830000000000002,17.44,17.25,17.05,16.85,16.66,16.46,16.27,15.88,N/A,N/A -2012,11,25,13,30,102040,100830,99670,68.08,0,2.67,2.81,2.85,2.87,2.9,2.92,2.94,2.95,2.99,154.74,155.23,155.58,155.9,156.20000000000002,156.48,156.78,157.05,157.63,18.01,17.63,17.44,17.240000000000002,17.04,16.85,16.65,16.46,16.07,N/A,N/A -2012,11,25,14,30,102050,100850,99680,70.53,0,3.16,3.34,3.39,3.43,3.45,3.48,3.5,3.52,3.5500000000000003,144.52,144.99,145.33,145.64000000000001,145.94,146.22,146.51,146.77,147.32,18.23,17.85,17.66,17.46,17.26,17.07,16.87,16.68,16.29,N/A,N/A -2012,11,25,15,30,102040,100840,99670,70.56,0,3.6,3.79,3.83,3.85,3.86,3.87,3.87,3.88,3.88,147.91,148.45000000000002,148.81,149.17000000000002,149.5,149.8,150.13,150.43,151.07,18.490000000000002,18.11,17.92,17.72,17.53,17.34,17.13,16.95,16.55,N/A,N/A -2012,11,25,16,30,102010,100810,99650,73.2,0,3.93,4.16,4.22,4.25,4.28,4.3,4.32,4.33,4.36,144.36,144.87,145.22,145.55,145.85,146.14000000000001,146.44,146.72,147.29,18.68,18.31,18.12,17.92,17.72,17.53,17.330000000000002,17.150000000000002,16.76,N/A,N/A -2012,11,25,17,30,101940,100750,99590,73.86,0,3.61,3.83,3.89,3.92,3.96,3.98,4,4.0200000000000005,4.0600000000000005,146.16,146.6,146.86,147.11,147.33,147.53,147.74,147.93,148.35,18.900000000000002,18.54,18.36,18.150000000000002,17.96,17.77,17.57,17.38,16.990000000000002,N/A,N/A -2012,11,25,18,30,101920,100720,99570,75.94,0,4.3100000000000005,4.59,4.67,4.72,4.75,4.78,4.8100000000000005,4.83,4.87,148.9,149.21,149.42000000000002,149.63,149.81,149.99,150.17000000000002,150.34,150.69,19.240000000000002,18.88,18.69,18.490000000000002,18.3,18.11,17.91,17.72,17.330000000000002,N/A,N/A -2012,11,25,19,30,101870,100680,99520,77.03,0,4.21,4.46,4.5200000000000005,4.5600000000000005,4.58,4.6000000000000005,4.61,4.62,4.64,140.05,140.65,141.06,141.46,141.84,142.19,142.57,142.91,143.68,19.400000000000002,19.05,18.87,18.67,18.48,18.29,18.09,17.900000000000002,17.52,N/A,N/A -2012,11,25,20,30,101820,100630,99470,77.63,0,4.23,4.53,4.61,4.65,4.69,4.72,4.74,4.76,4.79,141.65,142.08,142.37,142.65,142.91,143.15,143.4,143.63,144.12,19.69,19.36,19.18,18.98,18.78,18.6,18.39,18.21,17.82,N/A,N/A -2012,11,25,21,30,101770,100580,99430,77.32000000000001,0,4.64,4.96,5.03,5.07,5.1000000000000005,5.12,5.13,5.15,5.16,142.71,143.21,143.55,143.87,144.18,144.46,144.77,145.05,145.67000000000002,19.93,19.6,19.43,19.23,19.04,18.85,18.650000000000002,18.47,18.080000000000002,N/A,N/A -2012,11,25,22,30,101740,100550,99400,79.26,0,5.17,5.58,5.7,5.76,5.82,5.86,5.89,5.92,5.97,139.81,140.31,140.65,140.96,141.25,141.52,141.81,142.07,142.65,20.12,19.81,19.64,19.45,19.26,19.07,18.87,18.69,18.3,N/A,N/A -2012,11,25,23,30,101710,100530,99380,79.89,0,5.82,6.29,6.41,6.47,6.5200000000000005,6.55,6.57,6.58,6.61,140.96,141.27,141.5,141.74,141.97,142.18,142.41,142.62,143.08,20.35,20.05,19.88,19.69,19.5,19.31,19.12,18.93,18.54,N/A,N/A -2012,11,26,0,30,101710,100520,99380,80.60000000000001,0,6.12,6.7,6.86,6.96,7.03,7.08,7.13,7.16,7.22,141.55,141.96,142.24,142.54,142.8,143.05,143.32,143.56,144.09,20.63,20.36,20.2,20,19.82,19.63,19.44,19.26,18.88,N/A,N/A -2012,11,26,1,30,101680,100500,99350,83.11,0,6.48,7.07,7.23,7.33,7.41,7.48,7.57,7.65,7.9,148.41,148.53,148.62,148.74,148.87,149.01,149.20000000000002,149.39000000000001,149.98,20.81,20.56,20.41,20.23,20.05,19.88,19.69,19.52,19.17,N/A,N/A -2012,11,26,2,30,101660,100480,99340,86.32000000000001,0,5.84,6.63,6.96,7.25,7.51,7.75,7.98,8.19,8.57,148.02,148.35,148.64000000000001,149.07,149.52,149.99,150.57,151.13,152.6,20.97,20.79,20.67,20.53,20.400000000000002,20.27,20.13,20,19.71,N/A,N/A -2012,11,26,3,30,101630,100450,99310,87.47,0,6.63,7.5600000000000005,7.9,8.19,8.45,8.68,8.89,9.09,9.450000000000001,152.62,153.08,153.44,153.91,154.42000000000002,154.96,155.55,156.12,157.38,21.23,21.06,20.94,20.79,20.650000000000002,20.5,20.35,20.2,19.89,N/A,N/A -2012,11,26,4,30,101590,100410,99270,88.51,0,6.21,7.19,7.59,7.95,8.28,8.58,8.870000000000001,9.14,9.63,152.03,152.86,153.51,154.43,155.46,156.58,157.78,158.96,160.93,21.32,21.19,21.09,20.97,20.85,20.73,20.6,20.48,20.2,N/A,N/A -2012,11,26,5,30,101580,100400,99260,91.24,0,5.46,6.41,6.8100000000000005,7.18,7.5200000000000005,7.84,8.16,8.46,9.06,150.95000000000002,151.74,152.46,153.51,154.65,155.89000000000001,157.31,158.71,162.06,21.29,21.17,21.080000000000002,20.97,20.85,20.740000000000002,20.62,20.51,20.29,N/A,N/A -2012,11,26,6,30,101580,100400,99260,92.7,0,5.19,6.08,6.47,6.87,7.2700000000000005,7.68,8.120000000000001,8.55,9.36,145.3,146.65,147.79,149.37,150.97,152.65,154.14000000000001,155.49,157.41,21.42,21.29,21.2,21.1,21,20.92,20.830000000000002,20.75,20.55,N/A,N/A -2012,11,26,7,30,101580,100400,99260,94.52,0,4.94,5.99,6.47,6.96,7.41,7.8500000000000005,8.290000000000001,8.700000000000001,9.6,152.82,155.16,156.96,159.35,161.8,164.36,167.16,169.89000000000001,175.52,21.54,21.44,21.36,21.26,21.17,21.07,20.96,20.86,20.63,N/A,N/A -2012,11,26,8,30,101560,100380,99250,95.7,0,4.62,5.65,6.1000000000000005,6.55,6.94,7.3,7.66,7.99,9.25,166.17000000000002,168.58,170.52,172.9,175.27,177.73,180.16,182.47,187.06,21.59,21.5,21.44,21.35,21.27,21.19,21.11,21.03,20.89,N/A,N/A -2012,11,26,9,30,101570,100400,99260,95.06,0,5.46,6.72,7.32,7.92,8.47,8.99,9.49,9.96,10.74,183.16,184.32,185.32,186.22,186.9,187.42000000000002,187.88,188.29,189.4,21.81,21.830000000000002,21.81,21.75,21.68,21.59,21.5,21.41,21.21,N/A,N/A -2012,11,26,10,30,101580,100410,99280,93.61,0,6.25,7.640000000000001,8.23,8.78,9.22,9.6,9.9,10.15,10.5,191.65,191.91,192.28,192.99,193.77,194.67000000000002,195.64000000000001,196.6,198.94,22.13,22.17,22.150000000000002,22.09,22.02,21.93,21.830000000000002,21.72,21.44,N/A,N/A -2012,11,26,11,30,101590,100420,99290,94.10000000000001,0,5.5200000000000005,6.87,7.43,7.92,8.36,8.77,9.17,9.55,10.21,192.72,194.14000000000001,195.47,197.43,199.34,201.3,203.11,204.77,207.74,22.03,22.1,22.09,22.04,21.98,21.89,21.79,21.68,21.43,N/A,N/A -2012,11,26,12,30,101610,100440,99300,94.95,0,4.44,5.82,6.43,7.0200000000000005,7.51,7.930000000000001,8.27,8.57,8.97,192.99,195.6,197.8,200.74,203.68,206.73000000000002,209.26,211.46,214.27,21.84,21.900000000000002,21.91,21.900000000000002,21.86,21.81,21.71,21.6,21.32,N/A,N/A -2012,11,26,13,30,101620,100450,99320,95.39,0,3.45,4.82,5.41,5.94,6.44,6.94,7.42,7.88,8.370000000000001,201.27,204.83,207.70000000000002,211.47,214.79,217.86,219.79,221.18,221.71,21.77,21.91,21.93,21.89,21.830000000000002,21.740000000000002,21.64,21.54,21.25,N/A,N/A -2012,11,26,14,30,101670,100490,99360,96.37,0,2.87,4.14,4.74,5.34,6.1000000000000005,7.08,7.61,7.91,8.65,198.18,202.48000000000002,205.69,209.25,212.6,216.09,217.46,217.85,217.93,21.6,21.7,21.72,21.72,21.71,21.7,21.62,21.52,21.29,N/A,N/A -2012,11,26,15,30,101670,100500,99360,97,0,2.99,4.2,4.82,5.5600000000000005,6.54,7.8500000000000005,8.41,8.64,9.200000000000001,195.29,200.58,204.43,208.49,211,212.25,212.70000000000002,212.81,213.25,21.61,21.68,21.72,21.740000000000002,21.81,21.900000000000002,21.87,21.8,21.61,N/A,N/A -2012,11,26,16,30,101680,100510,99370,97.72,0,2.82,3.94,4.54,5.23,6.09,7.18,7.78,8.15,8.9,185.61,191.42000000000002,195.21,198.19,202.73000000000002,209.07,212.27,213.95000000000002,216.17000000000002,21.71,21.71,21.72,21.72,21.78,21.89,21.88,21.82,21.67,N/A,N/A -2012,11,26,17,30,101690,100510,99380,94.01,0,3.99,5,5.48,5.99,6.47,6.94,7.37,7.7700000000000005,9.19,205.21,207.81,209.66,211.66,213.34,214.82,215.57,216.02,218.07,22.150000000000002,22.11,22.07,22.02,21.95,21.88,21.79,21.69,21.6,N/A,N/A -2012,11,26,18,30,101660,100490,99350,92.55,0,4.28,5.3500000000000005,5.8500000000000005,6.4,6.91,7.4,7.88,8.34,9.35,216.42000000000002,217.33,218.01,218.78,219.45000000000002,220.09,220.6,221.05,221.53,22.39,22.32,22.27,22.21,22.150000000000002,22.080000000000002,22.01,21.94,21.79,N/A,N/A -2012,11,26,19,30,101670,100500,99360,92.48,0,4.58,5.55,5.96,6.4,6.8,7.19,7.58,7.94,8.73,202.57,204.65,206.18,208.03,209.71,211.32,212.70000000000002,213.93,215.89000000000001,22.47,22.39,22.330000000000002,22.25,22.17,22.080000000000002,21.990000000000002,21.900000000000002,21.7,N/A,N/A -2012,11,26,20,30,101660,100490,99360,92.42,0,4.19,5.2700000000000005,5.75,6.25,6.7,7.11,7.51,7.87,8.64,198.79,201.01,202.59,204.44,206.04,207.5,208.72,209.79,211.82,22.490000000000002,22.44,22.400000000000002,22.330000000000002,22.26,22.17,22.07,21.97,21.76,N/A,N/A -2012,11,26,21,30,101660,100490,99360,93.13,0,3.99,5.24,5.84,6.46,7.0200000000000005,7.54,8.01,8.44,9.33,207.66,209.3,210.5,211.85,213.06,214.18,215.13,215.97,217.43,22.44,22.47,22.45,22.42,22.37,22.31,22.22,22.14,21.95,N/A,N/A -2012,11,26,22,30,101670,100500,99370,93.25,0,3.96,5.23,5.8,6.390000000000001,6.92,7.42,7.97,8.52,9.05,203.59,206.6,208.76,211.06,212.99,214.68,216.27,217.77,218.86,22.3,22.400000000000002,22.41,22.39,22.35,22.3,22.23,22.17,21.93,N/A,N/A -2012,11,26,23,30,101700,100520,99390,93.92,0,3.65,4.98,5.58,6.19,6.83,7.55,7.930000000000001,8.15,8.620000000000001,203.57,207.1,209.69,212.56,215.44,218.48000000000002,219.83,220.48000000000002,221.73000000000002,22.080000000000002,22.26,22.31,22.330000000000002,22.34,22.330000000000002,22.26,22.17,21.93,N/A,N/A -2012,11,27,0,30,101710,100540,99410,94.43,0,3.69,5.0200000000000005,5.63,6.25,6.88,7.55,7.890000000000001,8.08,8.47,197.13,202.37,206.31,210.82,214.75,218.37,219.97,220.69,222,21.95,22.18,22.27,22.34,22.38,22.41,22.36,22.28,22.07,N/A,N/A -2012,11,27,1,30,101740,100570,99440,95.34,0,2.99,4.36,5.07,5.97,6.53,6.78,7.05,7.3,7.7700000000000005,200.51,204.56,208.61,215.5,219.75,221.52,223.01,224.32,226.13,21.830000000000002,22.06,22.19,22.35,22.400000000000002,22.38,22.35,22.32,22.17,N/A,N/A -2012,11,27,2,30,101770,100600,99470,95.19,0,3.37,4.75,5.44,6.18,6.6000000000000005,6.74,6.92,7.12,7.48,192.94,199.8,205.41,212.84,217.37,219.38,220.97,222.33,224.67000000000002,21.81,22.1,22.240000000000002,22.37,22.43,22.43,22.400000000000002,22.37,22.240000000000002,N/A,N/A -2012,11,27,3,30,101800,100620,99490,95.52,0,3.65,5.07,5.8,6.62,7.1000000000000005,7.2700000000000005,7.390000000000001,7.49,7.69,203.9,208.61,212.61,218.19,222.21,224.84,226.88,228.59,230.99,21.75,22.02,22.17,22.35,22.41,22.39,22.38,22.36,22.22,N/A,N/A -2012,11,27,4,30,101810,100640,99500,95.44,0,3.81,5.19,5.9,6.74,7.34,7.74,7.87,7.88,7.96,220.29,222.32,224.28,227.59,231.24,235.20000000000002,237.36,238.70000000000002,241.46,21.77,21.96,22.07,22.22,22.29,22.32,22.27,22.21,22.06,N/A,N/A -2012,11,27,5,30,101830,100650,99520,95.24,0,4.45,5.76,6.4,7.140000000000001,7.76,8.31,8.45,8.44,8.31,219.55,221.72,223.57,226.23000000000002,229.23000000000002,232.58,235.37,237.72,239.87,21.79,21.92,21.98,22.07,22.150000000000002,22.2,22.17,22.12,21.91,N/A,N/A -2012,11,27,6,30,101850,100680,99540,95.07000000000001,0,4.67,5.96,6.55,7.17,7.7700000000000005,8.370000000000001,8.66,8.84,8.69,233.15,233.91,234.61,235.84,237.52,239.64000000000001,242.46,245.32,247.21,21.79,21.88,21.91,21.93,21.96,22.01,22.01,22,21.75,N/A,N/A -2012,11,27,7,30,101900,100720,99580,95.26,0,4.72,5.98,6.53,7.08,7.58,8.06,8.55,9.02,9.47,239.08,240.33,241.17000000000002,242.29,243.39000000000001,244.51,246.13,247.86,252.78,21.75,21.78,21.77,21.73,21.69,21.63,21.59,21.56,21.5,N/A,N/A -2012,11,27,8,30,101890,100700,99550,85.58,0,3.35,3.8000000000000003,3.93,4.0600000000000005,4.19,4.3,4.42,4.53,4.73,305.7,306.39,306.8,307.22,307.99,308.77,309.94,311.12,313.8,21.11,20.82,20.64,20.47,20.28,20.11,19.91,19.73,19.36,N/A,N/A -2012,11,27,9,30,102020,100820,99660,86.18,0,10.11,10.89,11.040000000000001,11.09,11.09,11.06,11.01,10.96,10.82,336.77,337.15000000000003,337.41,337.65000000000003,337.89,338.11,338.35,338.58,339.1,18.47,18.01,17.81,17.6,17.400000000000002,17.21,17.02,16.84,16.46,N/A,N/A -2012,11,27,10,30,102050,100850,99680,83.47,0,7.78,8.3,8.4,8.44,8.44,8.44,8.43,8.41,8.39,340.87,341.07,341.28000000000003,341.49,341.72,341.93,342.22,342.5,343.36,17.82,17.36,17.16,16.96,16.76,16.580000000000002,16.38,16.2,15.82,N/A,N/A -2012,11,27,11,30,102160,100950,99780,83.3,0,11,11.86,12.030000000000001,12.09,12.09,12.08,12.040000000000001,12,11.870000000000001,335.16,335.53000000000003,335.73,335.93,336.12,336.31,336.52,336.71,337.18,16.740000000000002,16.16,15.93,15.71,15.5,15.31,15.11,14.92,14.540000000000001,N/A,N/A -2012,11,27,12,30,102240,101030,99850,81.23,0,11.05,11.94,12.13,12.21,12.25,12.26,12.25,12.24,12.19,339.72,339.89,340,340.1,340.21,340.31,340.43,340.55,340.87,16.23,15.63,15.39,15.18,14.97,14.780000000000001,14.58,14.39,14.02,N/A,N/A -2012,11,27,13,30,102270,101060,99880,81.34,0,10.53,11.32,11.47,11.540000000000001,11.56,11.56,11.55,11.53,11.49,351.61,351.83,351.97,352.11,352.26,352.41,352.59000000000003,352.78000000000003,353.31,15.97,15.370000000000001,15.14,14.93,14.73,14.55,14.35,14.17,13.8,N/A,N/A -2012,11,27,14,30,102270,101060,99880,82.15,0,10.09,10.82,10.96,11.02,11.040000000000001,11.040000000000001,11.040000000000001,11.03,11.03,4.76,4.94,5.1000000000000005,5.26,5.43,5.59,5.8,6.0200000000000005,6.61,15.8,15.21,14.98,14.77,14.57,14.38,14.19,14.01,13.64,N/A,N/A -2012,11,27,15,30,102370,101160,99980,82.89,0,8.51,9.08,9.200000000000001,9.24,9.27,9.28,9.27,9.27,9.25,356.12,356.34000000000003,356.56,356.77,356.98,357.19,357.43,357.66,358.24,15.88,15.31,15.09,14.870000000000001,14.67,14.48,14.280000000000001,14.09,13.71,N/A,N/A -2012,11,27,16,30,102440,101220,100040,83.23,0,9.19,9.82,9.950000000000001,9.99,10.01,10.01,10,9.98,9.92,342.99,343.3,343.47,343.64,343.8,343.96,344.15000000000003,344.33,344.77,15.72,15.120000000000001,14.89,14.67,14.47,14.27,14.07,13.88,13.5,N/A,N/A -2012,11,27,17,30,102410,101190,100010,87.2,0,9.44,10.08,10.22,10.26,10.28,10.28,10.26,10.24,10.17,353.89,354.08,354.19,354.3,354.42,354.53000000000003,354.65000000000003,354.77,355.06,15.55,14.950000000000001,14.71,14.49,14.280000000000001,14.09,13.89,13.700000000000001,13.32,N/A,N/A -2012,11,27,18,30,102420,101210,100020,86.78,0,9.65,10.33,10.48,10.540000000000001,10.56,10.57,10.56,10.540000000000001,10.49,352.5,353,353.28000000000003,353.55,353.81,354.05,354.31,354.56,355.08,15.4,14.780000000000001,14.540000000000001,14.32,14.11,13.91,13.71,13.52,13.13,N/A,N/A -2012,11,27,19,30,102450,101230,100050,85.3,0,8.67,9.290000000000001,9.44,9.52,9.58,9.620000000000001,9.64,9.66,9.68,3.69,3.65,3.62,3.58,3.54,3.5100000000000002,3.47,3.44,3.37,15.11,14.5,14.27,14.05,13.83,13.64,13.43,13.24,12.85,N/A,N/A -2012,11,27,20,30,102440,101230,100040,81.11,0,8.6,9.22,9.38,9.46,9.52,9.56,9.59,9.61,9.64,358.13,358.03000000000003,357.97,357.91,357.86,357.81,357.77,357.73,357.65000000000003,15.9,15.33,15.1,14.88,14.67,14.47,14.26,14.07,13.67,N/A,N/A -2012,11,27,21,30,102480,101260,100080,80.4,0,8.63,9.22,9.36,9.43,9.47,9.49,9.5,9.5,9.49,359.43,359.54,359.64,359.74,359.85,359.94,0.06,0.16,0.41000000000000003,15.870000000000001,15.290000000000001,15.06,14.84,14.620000000000001,14.42,14.21,14.02,13.620000000000001,N/A,N/A -2012,11,27,22,30,102520,101300,100120,80.84,0,8.950000000000001,9.540000000000001,9.66,9.700000000000001,9.72,9.72,9.71,9.69,9.64,11.13,11.01,10.89,10.78,10.67,10.56,10.44,10.33,10.07,15.48,14.88,14.64,14.42,14.21,14.01,13.8,13.61,13.22,N/A,N/A -2012,11,27,23,30,102560,101340,100160,82.59,0,8.96,9.56,9.68,9.73,9.74,9.74,9.73,9.71,9.65,20.34,20.21,20.06,19.91,19.76,19.62,19.46,19.330000000000002,19.03,15.15,14.530000000000001,14.3,14.07,13.85,13.66,13.450000000000001,13.26,12.86,N/A,N/A -2012,11,28,0,30,102630,101400,100210,82.15,0,7.75,8.23,8.33,8.370000000000001,8.4,8.41,8.42,8.42,8.41,19.04,19.23,19.36,19.490000000000002,19.61,19.73,19.85,19.97,20.23,14.63,14.030000000000001,13.790000000000001,13.57,13.35,13.16,12.950000000000001,12.76,12.370000000000001,N/A,N/A -2012,11,28,1,30,102650,101420,100230,80.24,0,7.46,7.95,8.05,8.11,8.14,8.17,8.18,8.19,8.21,24.13,23.990000000000002,23.92,23.86,23.8,23.740000000000002,23.68,23.63,23.52,14.780000000000001,14.18,13.950000000000001,13.73,13.52,13.33,13.120000000000001,12.93,12.540000000000001,N/A,N/A -2012,11,28,2,30,102660,101440,100250,79.95,0,8.370000000000001,8.92,9.03,9.07,9.09,9.1,9.09,9.09,9.05,29.21,29.18,29.11,29.04,28.97,28.91,28.84,28.78,28.64,15.030000000000001,14.42,14.19,13.97,13.75,13.56,13.35,13.15,12.76,N/A,N/A -2012,11,28,3,30,102670,101450,100260,79.13,0,8.48,9.040000000000001,9.15,9.19,9.21,9.21,9.200000000000001,9.19,9.14,31.19,31.34,31.44,31.52,31.6,31.66,31.73,31.8,31.94,14.89,14.280000000000001,14.040000000000001,13.82,13.6,13.41,13.200000000000001,13.01,12.61,N/A,N/A -2012,11,28,4,30,102660,101430,100240,77.49,0,8.74,9.32,9.43,9.48,9.49,9.5,9.49,9.47,9.43,31.26,31.55,31.7,31.84,31.970000000000002,32.08,32.2,32.32,32.55,14.57,13.94,13.700000000000001,13.48,13.27,13.07,12.86,12.67,12.280000000000001,N/A,N/A -2012,11,28,5,30,102660,101430,100240,77.99,0,7.61,8.07,8.16,8.19,8.2,8.2,8.19,8.18,8.13,38.34,38.71,38.910000000000004,39.11,39.300000000000004,39.480000000000004,39.67,39.84,40.230000000000004,14.46,13.86,13.63,13.41,13.200000000000001,13.01,12.790000000000001,12.6,12.21,N/A,N/A -2012,11,28,6,30,102660,101440,100250,83.35000000000001,0,7.43,7.86,7.930000000000001,7.95,7.95,7.95,7.930000000000001,7.9,7.8500000000000005,41.82,42.300000000000004,42.61,42.89,43.160000000000004,43.4,43.67,43.92,44.45,14.6,14,13.77,13.55,13.34,13.15,12.94,12.74,12.35,N/A,N/A -2012,11,28,7,30,102700,101470,100280,83.67,0,7.15,7.57,7.65,7.68,7.69,7.69,7.68,7.67,7.640000000000001,43.99,44.550000000000004,44.9,45.22,45.52,45.800000000000004,46.09,46.36,46.92,14.6,14,13.77,13.55,13.34,13.15,12.94,12.74,12.35,N/A,N/A -2012,11,28,8,30,102710,101480,100290,80.42,0,7.6000000000000005,8.07,8.15,8.18,8.19,8.19,8.18,8.17,8.120000000000001,47.24,47.58,47.78,47.96,48.14,48.31,48.480000000000004,48.65,49,14.69,14.09,13.85,13.63,13.42,13.22,13.01,12.82,12.43,N/A,N/A -2012,11,28,9,30,102720,101490,100300,79.63,0,7.15,7.5600000000000005,7.62,7.640000000000001,7.640000000000001,7.640000000000001,7.62,7.6000000000000005,7.54,47.72,48.11,48.32,48.52,48.71,48.89,49.08,49.26,49.64,14.65,14.06,13.83,13.61,13.4,13.200000000000001,12.99,12.8,12.41,N/A,N/A -2012,11,28,10,30,102770,101540,100350,80.71000000000001,0,7.03,7.41,7.47,7.48,7.47,7.46,7.43,7.41,7.34,48.230000000000004,48.550000000000004,48.75,48.93,49.120000000000005,49.28,49.46,49.63,49.99,14.530000000000001,13.94,13.700000000000001,13.48,13.27,13.08,12.870000000000001,12.68,12.290000000000001,N/A,N/A -2012,11,28,11,30,102810,101580,100390,80.55,0,7.36,7.7700000000000005,7.83,7.84,7.84,7.82,7.8,7.7700000000000005,7.7,43.77,44.13,44.37,44.58,44.79,44.980000000000004,45.19,45.39,45.800000000000004,14.39,13.790000000000001,13.55,13.34,13.120000000000001,12.93,12.72,12.530000000000001,12.14,N/A,N/A -2012,11,28,12,30,102850,101620,100430,83,0,7.47,7.9,7.96,7.98,7.98,7.97,7.95,7.930000000000001,7.87,38.78,39.37,39.72,40.04,40.36,40.65,40.96,41.25,41.87,14.08,13.47,13.23,13.01,12.8,12.61,12.4,12.21,11.82,N/A,N/A -2012,11,28,13,30,102890,101660,100460,84.64,0,7.45,7.86,7.930000000000001,7.95,7.94,7.930000000000001,7.91,7.890000000000001,7.83,37.67,38.31,38.7,39.06,39.410000000000004,39.730000000000004,40.08,40.410000000000004,41.12,13.8,13.17,12.94,12.72,12.5,12.31,12.1,11.92,11.53,N/A,N/A -2012,11,28,14,30,102930,101700,100500,84.03,0,7.0600000000000005,7.43,7.48,7.49,7.48,7.47,7.44,7.42,7.3500000000000005,36.07,36.72,37.13,37.51,37.89,38.230000000000004,38.62,38.980000000000004,39.74,13.620000000000001,13.01,12.77,12.55,12.34,12.15,11.94,11.75,11.370000000000001,N/A,N/A -2012,11,28,15,30,102950,101710,100520,83.79,0,6.95,7.32,7.36,7.37,7.36,7.3500000000000005,7.32,7.3,7.23,36.980000000000004,37.59,37.95,38.29,38.62,38.93,39.28,39.61,40.31,13.63,13.02,12.790000000000001,12.57,12.36,12.17,11.96,11.78,11.39,N/A,N/A -2012,11,28,16,30,102920,101690,100490,82.69,0,6.67,7.01,7.05,7.0600000000000005,7.05,7.04,7.01,6.99,6.92,37.480000000000004,37.97,38.29,38.59,38.88,39.15,39.45,39.730000000000004,40.33,13.76,13.16,12.93,12.71,12.5,12.31,12.11,11.92,11.53,N/A,N/A -2012,11,28,17,30,102900,101670,100470,80.05,0,6.03,6.32,6.3500000000000005,6.36,6.3500000000000005,6.34,6.3100000000000005,6.29,6.23,38.410000000000004,38.95,39.27,39.58,39.88,40.160000000000004,40.47,40.76,41.38,13.99,13.41,13.19,12.97,12.76,12.57,12.370000000000001,12.18,11.790000000000001,N/A,N/A -2012,11,28,18,30,102860,101630,100440,73.79,0,5.37,5.61,5.64,5.64,5.63,5.62,5.6000000000000005,5.58,5.5200000000000005,34.84,35.15,35.34,35.52,35.7,35.86,36.050000000000004,36.22,36.6,14.33,13.780000000000001,13.55,13.35,13.14,12.950000000000001,12.75,12.56,12.17,N/A,N/A -2012,11,28,19,30,102830,101600,100410,68.82000000000001,0,4.8100000000000005,5.0200000000000005,5.05,5.0600000000000005,5.0600000000000005,5.05,5.04,5.03,5,36.46,36.58,36.63,36.68,36.730000000000004,36.77,36.83,36.88,36.96,14.870000000000001,14.35,14.13,13.92,13.72,13.530000000000001,13.32,13.13,12.75,N/A,N/A -2012,11,28,20,30,102780,101560,100370,64.61,0,4.29,4.5,4.53,4.55,4.55,4.5600000000000005,4.5600000000000005,4.5600000000000005,4.55,45.88,45.77,45.67,45.59,45.480000000000004,45.39,45.29,45.18,44.95,15.43,14.93,14.72,14.52,14.31,14.13,13.92,13.73,13.34,N/A,N/A -2012,11,28,21,30,102740,101520,100340,62.370000000000005,0,4.12,4.32,4.36,4.38,4.39,4.4,4.41,4.42,4.42,53.26,53.03,52.88,52.72,52.57,52.43,52.25,52.09,51.71,15.99,15.52,15.31,15.1,14.9,14.71,14.51,14.32,13.93,N/A,N/A -2012,11,28,22,30,102700,101480,100300,63.29,0,4.15,4.3500000000000005,4.39,4.42,4.43,4.44,4.44,4.45,4.46,60.43,60.17,59.980000000000004,59.81,59.61,59.44,59.22,59.03,58.6,16.43,15.97,15.76,15.56,15.36,15.17,14.96,14.780000000000001,14.39,N/A,N/A -2012,11,28,23,30,102690,101480,100290,63.35,0,4.84,5.09,5.14,5.16,5.17,5.18,5.18,5.18,5.17,71.22,70.81,70.56,70.31,70.07000000000001,69.85000000000001,69.59,69.35000000000001,68.83,16.75,16.29,16.080000000000002,15.88,15.68,15.49,15.280000000000001,15.09,14.71,N/A,N/A -2012,11,29,0,30,102700,101490,100310,66.26,0,4.98,5.25,5.3,5.32,5.33,5.34,5.34,5.34,5.34,74.99,74.65,74.43,74.23,74.02,73.82000000000001,73.62,73.42,72.97,16.830000000000002,16.37,16.16,15.96,15.76,15.57,15.370000000000001,15.18,14.790000000000001,N/A,N/A -2012,11,29,1,30,102700,101480,100300,64.61,0,5.37,5.71,5.79,5.84,5.87,5.89,5.91,5.92,5.95,74.3,74.55,74.69,74.81,74.93,75.03,75.13,75.23,75.41,17.14,16.68,16.48,16.27,16.06,15.870000000000001,15.67,15.48,15.08,N/A,N/A -2012,11,29,2,30,102680,101470,100290,65.63,0,5.66,6.0200000000000005,6.1000000000000005,6.140000000000001,6.17,6.2,6.21,6.22,6.24,81.62,81.74,81.78,81.81,81.83,81.86,81.88,81.91,81.96000000000001,17.29,16.830000000000002,16.62,16.42,16.21,16.02,15.81,15.620000000000001,15.22,N/A,N/A -2012,11,29,3,30,102660,101440,100260,61.89,0,5.91,6.2700000000000005,6.34,6.38,6.4,6.41,6.41,6.42,6.41,83.87,84.03,84.15,84.26,84.37,84.48,84.59,84.7,84.92,17.44,16.98,16.78,16.57,16.37,16.18,15.97,15.780000000000001,15.39,N/A,N/A -2012,11,29,4,30,102610,101400,100220,63.38,0,5.66,6.0200000000000005,6.1000000000000005,6.15,6.18,6.2,6.22,6.23,6.25,86.42,86.88,87.16,87.42,87.66,87.89,88.12,88.33,88.79,17.53,17.080000000000002,16.88,16.67,16.47,16.28,16.07,15.88,15.49,N/A,N/A -2012,11,29,5,30,102580,101370,100200,66.16,0,5.94,6.32,6.4,6.45,6.48,6.5,6.51,6.5200000000000005,6.53,95.21000000000001,95.86,96.17,96.42,96.66,96.85000000000001,97.03,97.2,97.52,17.73,17.29,17.09,16.88,16.67,16.48,16.27,16.080000000000002,15.68,N/A,N/A -2012,11,29,6,30,102570,101360,100190,66.17,0,5.9,6.26,6.33,6.37,6.38,6.390000000000001,6.390000000000001,6.390000000000001,6.38,98.03,98.53,98.87,99.19,99.51,99.79,100.08,100.34,100.9,17.61,17.18,16.98,16.78,16.57,16.39,16.18,15.99,15.6,N/A,N/A -2012,11,29,7,30,102570,101360,100180,67.69,0,5.64,5.97,6.03,6.05,6.07,6.07,6.07,6.0600000000000005,6.05,103.4,103.93,104.25,104.55,104.83,105.08,105.36,105.61,106.13,17.580000000000002,17.150000000000002,16.95,16.75,16.55,16.36,16.15,15.96,15.57,N/A,N/A -2012,11,29,8,30,102550,101340,100160,70.94,0,5.37,5.68,5.74,5.76,5.78,5.78,5.79,5.78,5.7700000000000005,106.60000000000001,107.11,107.46000000000001,107.79,108.11,108.4,108.71000000000001,109,109.61,17.53,17.1,16.91,16.7,16.5,16.31,16.11,15.92,15.530000000000001,N/A,N/A -2012,11,29,9,30,102540,101330,100150,72.07000000000001,0,4.19,4.46,4.54,4.6000000000000005,4.64,4.69,4.73,4.76,4.84,97.89,98.58,99.07000000000001,99.52,99.95,100.34,100.75,101.12,101.89,17.57,17.16,16.96,16.76,16.56,16.37,16.17,15.98,15.59,N/A,N/A -2012,11,29,10,30,102520,101310,100140,70.44,0,5.28,5.54,5.5600000000000005,5.5600000000000005,5.54,5.5200000000000005,5.49,5.47,5.41,116.26,116.58,116.76,116.93,117.08,117.23,117.39,117.54,117.83,17.79,17.37,17.17,16.97,16.77,16.580000000000002,16.37,16.19,15.790000000000001,N/A,N/A -2012,11,29,11,30,102510,101300,100130,73.74,0,4.48,4.7700000000000005,4.8500000000000005,4.9,4.95,4.98,5.01,5.04,5.1000000000000005,94.54,95.44,96.02,96.55,97.05,97.52,97.98,98.42,99.31,17.71,17.31,17.11,16.91,16.71,16.52,16.32,16.13,15.74,N/A,N/A -2012,11,29,12,30,102500,101290,100120,72.47,0,4.89,5.18,5.24,5.28,5.3,5.32,5.33,5.34,5.3500000000000005,101.08,101.57000000000001,101.89,102.2,102.49000000000001,102.75,103.03,103.29,103.83,17.97,17.56,17.37,17.17,16.97,16.78,16.580000000000002,16.39,16,N/A,N/A -2012,11,29,13,30,102490,101280,100110,75.01,0,4.89,5.19,5.26,5.29,5.32,5.34,5.3500000000000005,5.36,5.38,94.68,95.5,95.97,96.41,96.83,97.2,97.58,97.92,98.65,18.05,17.650000000000002,17.45,17.25,17.05,16.87,16.66,16.48,16.080000000000002,N/A,N/A -2012,11,29,14,30,102500,101300,100130,75.78,0,4.83,5.11,5.17,5.2,5.22,5.23,5.24,5.24,5.24,101.46000000000001,101.8,102.04,102.27,102.51,102.73,102.96000000000001,103.17,103.62,18.150000000000002,17.75,17.56,17.36,17.16,16.97,16.76,16.580000000000002,16.18,N/A,N/A -2012,11,29,15,30,102500,101290,100120,77.49,0,5.26,5.6000000000000005,5.68,5.72,5.75,5.76,5.78,5.79,5.8,101.49000000000001,102.03,102.4,102.74000000000001,103.07000000000001,103.37,103.7,104,104.63,18.26,17.86,17.67,17.47,17.27,17.080000000000002,16.88,16.69,16.3,N/A,N/A -2012,11,29,16,30,102480,101270,100110,79.67,0,5,5.3,5.36,5.38,5.4,5.41,5.41,5.41,5.4,105.7,106.28,106.61,106.91,107.19,107.45,107.71000000000001,107.95,108.45,18.39,17.990000000000002,17.8,17.6,17.400000000000002,17.21,17.01,16.82,16.43,N/A,N/A -2012,11,29,17,30,102430,101230,100060,78.34,0,5.51,5.86,5.93,5.96,5.97,5.98,5.98,5.98,5.97,106.02,106.36,106.58,106.78,106.98,107.16,107.35000000000001,107.53,107.9,18.54,18.14,17.95,17.75,17.55,17.36,17.16,16.97,16.580000000000002,N/A,N/A -2012,11,29,18,30,102410,101200,100040,80.78,0,6.05,6.47,6.5600000000000005,6.6000000000000005,6.63,6.640000000000001,6.640000000000001,6.640000000000001,6.63,106,106.26,106.41,106.54,106.68,106.79,106.91,107.02,107.25,18.63,18.240000000000002,18.04,17.84,17.64,17.45,17.25,17.06,16.67,N/A,N/A -2012,11,29,19,30,102380,101180,100010,78.03,0,5.79,6.16,6.24,6.2700000000000005,6.28,6.29,6.29,6.29,6.2700000000000005,103.24000000000001,103.75,104.05,104.34,104.61,104.85000000000001,105.12,105.37,105.89,18.73,18.35,18.16,17.96,17.76,17.57,17.37,17.18,16.79,N/A,N/A -2012,11,29,20,30,102330,101130,99960,79.10000000000001,0,5.68,6.0600000000000005,6.140000000000001,6.17,6.19,6.2,6.2,6.2,6.17,101.53,101.86,102.03,102.2,102.35000000000001,102.48,102.63,102.76,103.05,18.78,18.400000000000002,18.21,18.01,17.81,17.62,17.42,17.23,16.84,N/A,N/A -2012,11,29,21,30,102310,101110,99950,77.49,0,5.44,5.8100000000000005,5.9,5.94,5.97,5.98,5.99,6,6,105.57000000000001,105.59,105.65,105.71000000000001,105.76,105.81,105.87,105.92,106.04,18.87,18.490000000000002,18.3,18.1,17.91,17.72,17.52,17.330000000000002,16.94,N/A,N/A -2012,11,29,22,30,102280,101080,99920,75.68,0,5.3500000000000005,5.71,5.8,5.84,5.87,5.88,5.9,5.9,5.91,104.63,104.83,104.92,105.01,105.08,105.15,105.22,105.3,105.45,18.93,18.56,18.37,18.17,17.98,17.79,17.59,17.400000000000002,17.01,N/A,N/A -2012,11,29,23,30,102270,101070,99910,80.17,0,5.93,6.34,6.43,6.47,6.5,6.51,6.5200000000000005,6.5200000000000005,6.51,107.03,107.49000000000001,107.79,108.08,108.35000000000001,108.60000000000001,108.87,109.11,109.64,18.95,18.580000000000002,18.39,18.19,18,17.81,17.6,17.42,17.03,N/A,N/A -2012,11,30,0,30,102270,101080,99910,80.82000000000001,0,5.95,6.38,6.49,6.54,6.57,6.6000000000000005,6.61,6.62,6.62,111.47,112,112.28,112.54,112.77,112.99000000000001,113.21000000000001,113.42,113.83,19.04,18.66,18.48,18.28,18.080000000000002,17.89,17.69,17.5,17.11,N/A,N/A -2012,11,30,1,30,102280,101080,99920,80.47,0,5.94,6.38,6.49,6.54,6.57,6.59,6.6000000000000005,6.61,6.61,115.54,115.87,116.10000000000001,116.3,116.5,116.68,116.87,117.04,117.4,19.13,18.76,18.57,18.37,18.18,17.990000000000002,17.79,17.6,17.21,N/A,N/A -2012,11,30,2,30,102280,101080,99920,81.03,0,6.08,6.53,6.63,6.68,6.72,6.74,6.75,6.76,6.7700000000000005,114.72,114.97,115.13,115.3,115.46000000000001,115.61,115.78,115.93,116.27,19.26,18.900000000000002,18.71,18.51,18.32,18.13,17.92,17.740000000000002,17.35,N/A,N/A -2012,11,30,3,30,102260,101060,99900,83.09,0,6.71,7.25,7.37,7.44,7.48,7.51,7.53,7.54,7.5600000000000005,120.42,120.84,121.08,121.31,121.52,121.71000000000001,121.91,122.10000000000001,122.51,19.41,19.06,18.88,18.68,18.48,18.29,18.1,17.91,17.52,N/A,N/A -2012,11,30,4,30,102240,101040,99880,82,0,7.4,8.02,8.16,8.22,8.26,8.27,8.27,8.27,8.23,115.47,115.88,116.13,116.37,116.58,116.79,117.01,117.21000000000001,117.65,19.580000000000002,19.23,19.05,18.85,18.650000000000002,18.47,18.27,18.080000000000002,17.7,N/A,N/A -2012,11,30,5,30,102200,101010,99850,82.06,0,7.43,8.1,8.26,8.35,8.41,8.45,8.48,8.5,8.52,109.87,110.22,110.47,110.71000000000001,110.94,111.15,111.39,111.60000000000001,112.09,19.77,19.44,19.26,19.07,18.87,18.69,18.490000000000002,18.31,17.92,N/A,N/A -2012,11,30,6,30,102220,101020,99870,81.98,0,7.28,8.01,8.2,8.31,8.38,8.44,8.48,8.51,8.57,117.63,117.77,117.9,118.05,118.22,118.38,118.57000000000001,118.75,119.2,19.92,19.63,19.46,19.27,19.080000000000002,18.900000000000002,18.71,18.53,18.14,N/A,N/A -2012,11,30,7,30,102220,101020,99870,82.04,0,7.3500000000000005,8.07,8.25,8.35,8.42,8.47,8.5,8.53,8.57,127.8,127.84,127.87,127.91,127.95,127.99000000000001,128.06,128.1,128.25,20.11,19.84,19.69,19.5,19.31,19.14,18.94,18.76,18.39,N/A,N/A -2012,11,30,8,30,102210,101020,99860,84.12,0,7.59,8.39,8.59,8.72,8.8,8.870000000000001,8.91,8.94,8.98,122.79,123.02,123.19,123.37,123.56,123.75,123.98,124.21000000000001,124.79,20.14,19.88,19.72,19.53,19.35,19.17,18.98,18.8,18.43,N/A,N/A -2012,11,30,9,30,102200,101010,99850,83.39,0,6.86,7.53,7.69,7.8,7.91,8.01,8.15,8.290000000000001,8.66,125.42,125.41,125.43,125.46000000000001,125.54,125.65,125.9,126.16,127.3,20.16,19.91,19.75,19.57,19.400000000000002,19.22,19.04,18.88,18.55,N/A,N/A -2012,11,30,10,30,102190,101000,99850,85.95,0,5.8100000000000005,6.62,6.94,7.25,7.51,7.76,8,8.21,8.59,133.11,133.63,133.93,134.29,134.56,134.77,135.03,135.28,136.06,20.28,20.06,19.93,19.78,19.63,19.48,19.330000000000002,19.19,18.87,N/A,N/A -2012,11,30,11,30,102180,100990,99830,83.13,0,7.0600000000000005,7.94,8.23,8.47,8.66,8.83,8.98,9.11,9.34,140.03,140.28,140.48,140.72,140.97,141.23,141.54,141.84,142.54,20.55,20.35,20.2,20.04,19.87,19.71,19.53,19.37,19.01,N/A,N/A -2012,11,30,12,30,102180,100990,99840,83.74,0,6.73,7.58,7.87,8.11,8.32,8.51,8.68,8.84,9.14,135.3,135.95,136.39000000000001,136.9,137.45000000000002,137.99,138.59,139.16,140.38,20.56,20.37,20.240000000000002,20.080000000000002,19.93,19.77,19.61,19.45,19.12,N/A,N/A -2012,11,30,13,30,102190,101000,99840,85.28,0,5.76,6.6000000000000005,6.92,7.19,7.43,7.65,7.86,8.05,8.4,140.77,141.3,141.67000000000002,142.1,142.55,142.99,143.46,143.92000000000002,144.89000000000001,20.64,20.46,20.330000000000002,20.18,20.03,19.88,19.72,19.57,19.25,N/A,N/A -2012,11,30,14,30,102200,101010,99860,85.74,0,6.04,6.96,7.28,7.57,7.82,8.040000000000001,8.25,8.43,8.76,138.12,138.85,139.46,140.12,140.77,141.39000000000001,142.08,142.73,144.32,20.67,20.52,20.41,20.28,20.14,20,19.86,19.72,19.42,N/A,N/A -2012,11,30,15,30,102220,101030,99880,85.4,0,6.36,7.3100000000000005,7.66,7.97,8.25,8.49,8.73,8.94,9.32,136.59,137.11,137.54,138.12,138.79,139.49,140.33,141.14000000000001,142.86,20.73,20.580000000000002,20.48,20.35,20.22,20.1,19.96,19.84,19.55,N/A,N/A -2012,11,30,16,30,102170,100980,99830,85.74,0,6.26,7.22,7.58,7.9,8.18,8.43,8.67,8.89,9.31,136.73,137.25,137.75,138.38,139.14000000000001,139.94,140.87,141.76,143.55,20.76,20.63,20.53,20.41,20.29,20.17,20.04,19.91,19.64,N/A,N/A -2012,11,30,17,30,102170,100980,99830,87.37,0,6.0200000000000005,6.96,7.32,7.640000000000001,7.930000000000001,8.19,8.42,8.63,9,134.12,134.73,135.17000000000002,135.75,136.42000000000002,137.15,138.04,138.9,141.02,20.77,20.63,20.53,20.400000000000002,20.28,20.16,20.03,19.91,19.66,N/A,N/A -2012,11,30,18,30,102160,100970,99820,87.28,0,6.3100000000000005,7.3100000000000005,7.7,8.05,8.36,8.64,8.89,9.13,9.540000000000001,141.27,141.84,142.21,142.67000000000002,143.18,143.72,144.35,144.95000000000002,146.31,20.86,20.72,20.61,20.490000000000002,20.35,20.23,20.09,19.95,19.67,N/A,N/A -2012,11,30,19,30,102110,100920,99770,86.7,0,6.23,7.29,7.69,8.06,8.39,8.69,8.950000000000001,9.200000000000001,9.6,134.6,135.33,135.88,136.54,137.26,137.98,138.84,139.67000000000002,141.71,20.900000000000002,20.77,20.68,20.56,20.44,20.32,20.19,20.07,19.81,N/A,N/A -2012,11,30,20,30,102070,100890,99740,85.94,0,7.18,8.34,8.77,9.16,9.51,9.82,10.11,10.370000000000001,10.84,133.79,134.75,135.41,136.2,136.99,137.78,138.62,139.4,141.06,20.92,20.82,20.73,20.62,20.5,20.39,20.26,20.14,19.87,N/A,N/A -2012,11,30,21,30,102070,100880,99730,88.48,0,6.63,7.76,8.19,8.58,8.94,9.26,9.57,9.85,10.39,137.28,138.29,139.01,139.82,140.66,141.5,142.41,143.27,145,20.85,20.73,20.63,20.51,20.39,20.27,20.14,20.02,19.75,N/A,N/A -2012,11,30,22,30,102030,100840,99690,86.49,0,6.92,8.11,8.56,8.98,9.35,9.700000000000001,10.02,10.31,10.8,137.03,137.74,138.25,138.87,139.54,140.23,141.01,141.76,143.47,20.91,20.8,20.71,20.6,20.48,20.37,20.240000000000002,20.12,19.85,N/A,N/A -2012,11,30,23,30,102030,100840,99690,86.24,0,7.47,8.69,9.16,9.59,9.96,10.31,10.64,10.93,11.43,136.89000000000001,137.78,138.42000000000002,139.15,139.85,140.55,141.25,141.91,143.28,20.92,20.830000000000002,20.740000000000002,20.64,20.53,20.42,20.3,20.19,19.93,N/A,N/A -2012,12,1,0,30,102070,100880,99730,87.55,0,6.6000000000000005,7.8,8.28,8.72,9.11,9.47,9.81,10.120000000000001,10.66,147.97,147.87,147.9,148.03,148.24,148.51,148.9,149.31,150.35,20.94,20.84,20.740000000000002,20.63,20.5,20.38,20.25,20.13,19.84,N/A,N/A -2012,12,1,1,30,102050,100870,99720,88.75,0,6.48,7.7,8.2,8.68,9.11,9.51,9.88,10.22,10.82,143.12,143.97,144.6,145.32,145.98,146.63,147.28,147.88,149.17000000000002,20.92,20.84,20.76,20.67,20.56,20.46,20.34,20.22,19.97,N/A,N/A -2012,12,1,2,30,102060,100880,99730,87.83,0,6.74,7.98,8.47,8.93,9.32,9.700000000000001,10.040000000000001,10.35,10.9,144.55,145.20000000000002,145.70000000000002,146.32,146.98,147.67000000000002,148.45000000000002,149.19,150.75,21.02,20.95,20.87,20.78,20.67,20.57,20.45,20.34,20.09,N/A,N/A -2012,12,1,3,30,102070,100880,99730,88,0,6.640000000000001,7.890000000000001,8.38,8.86,9.28,9.68,10.040000000000001,10.38,11,149.70000000000002,150.20000000000002,150.61,151.18,151.8,152.47,153.20000000000002,153.9,155.35,20.98,20.92,20.85,20.76,20.650000000000002,20.55,20.44,20.330000000000002,20.09,N/A,N/A -2012,12,1,4,30,102070,100880,99730,88.18,0.30000000000000004,6.23,7.47,7.95,8.41,8.81,9.18,9.53,9.84,10.41,152.34,152.31,152.43,152.65,152.95000000000002,153.28,153.72,154.16,155.27,21.04,20.98,20.92,20.82,20.72,20.61,20.490000000000002,20.38,20.12,N/A,N/A -2012,12,1,5,30,102090,100900,99750,89.25,5.6000000000000005,5.38,6.59,7.11,7.63,8.08,8.49,8.86,9.22,9.870000000000001,150.45000000000002,150.91,151.32,151.86,152.47,153.12,153.84,154.53,155.92000000000002,20.96,20.92,20.86,20.77,20.68,20.580000000000002,20.47,20.37,20.13,N/A,N/A -2012,12,1,6,30,102060,100870,99730,88.79,0.5,6.11,7.33,7.83,8.33,8.8,9.22,9.64,10.03,10.700000000000001,143.06,144.67000000000002,145.74,146.95000000000002,148.14000000000001,149.28,150.44,151.53,153.53,21.080000000000002,21,20.93,20.85,20.76,20.68,20.580000000000002,20.490000000000002,20.26,N/A,N/A -2012,12,1,7,30,102090,100910,99760,88.47,0,6.63,7.95,8.5,9.01,9.46,9.870000000000001,10.23,10.57,11.120000000000001,152.01,153.22,154.06,154.96,155.83,156.67000000000002,157.48,158.25,159.70000000000002,21.240000000000002,21.19,21.14,21.06,20.97,20.88,20.77,20.67,20.43,N/A,N/A -2012,12,1,8,30,102090,100900,99760,87.8,0,6.890000000000001,8.18,8.700000000000001,9.18,9.59,9.950000000000001,10.28,10.57,11.1,160.34,160.96,161.43,162.05,162.71,163.41,164.17000000000002,164.89000000000001,166.34,21.26,21.240000000000002,21.19,21.12,21.04,20.96,20.86,20.76,20.53,N/A,N/A -2012,12,1,9,30,102080,100900,99750,87.75,0,6.83,8.18,8.71,9.22,9.67,10.08,10.46,10.81,11.4,161.07,161.83,162.39000000000001,163.13,163.96,164.83,165.8,166.74,168.61,21.28,21.27,21.22,21.16,21.1,21.02,20.94,20.87,20.66,N/A,N/A -2012,12,1,10,30,102090,100900,99760,88.60000000000001,0,6.33,7.62,8.16,8.67,9.14,9.58,9.96,10.31,10.870000000000001,164.19,165.25,166.03,166.99,167.9,168.77,169.54,170.25,171.46,21.27,21.27,21.240000000000002,21.2,21.150000000000002,21.1,21.02,20.94,20.72,N/A,N/A -2012,12,1,11,30,102100,100920,99770,89.42,0,5.36,6.65,7.21,7.76,8.24,8.68,9.08,9.44,10.08,165.1,166.58,167.62,168.73,169.83,170.89000000000001,172.03,173.1,175,21.2,21.240000000000002,21.240000000000002,21.21,21.18,21.14,21.080000000000002,21.02,20.830000000000002,N/A,N/A -2012,12,1,12,30,102110,100930,99780,88.72,0,5.62,6.99,7.57,8.11,8.58,9,9.32,9.61,9.93,167.84,168.62,169.23,170,170.84,171.72,172.75,173.73,175.65,21.330000000000002,21.38,21.38,21.35,21.31,21.26,21.18,21.1,20.88,N/A,N/A -2012,12,1,13,30,102110,100930,99780,90.18,0,5.2700000000000005,6.5600000000000005,7.1000000000000005,7.640000000000001,8.09,8.5,8.86,9.18,9.84,163.48,165.26,166.6,168.24,169.88,171.5,173.02,174.4,176.82,21.21,21.240000000000002,21.23,21.2,21.17,21.13,21.080000000000002,21.02,20.84,N/A,N/A -2012,12,1,14,30,102130,100950,99800,90.57000000000001,0,4.83,6.140000000000001,6.7,7.2700000000000005,7.78,8.25,8.63,8.98,9.16,164.75,166.41,167.6,169.02,170.62,172.32,173.95000000000002,175.44,176.88,21.19,21.27,21.28,21.28,21.27,21.25,21.21,21.16,20.98,N/A,N/A -2012,12,1,15,30,102140,100950,99810,91.18,0,4.57,5.79,6.34,6.9,7.41,7.890000000000001,8.28,8.63,8.790000000000001,164.34,165.91,167.23,168.91,170.74,172.64000000000001,174.42000000000002,176.04,177.68,21.16,21.19,21.19,21.19,21.19,21.19,21.16,21.14,21.02,N/A,N/A -2012,12,1,16,30,102140,100950,99810,90.95,0,4.78,5.93,6.44,6.97,7.46,7.930000000000001,8.28,8.59,8.75,157.78,159.35,160.75,162.71,165.03,167.54,169.73,171.68,172.94,21.2,21.2,21.19,21.19,21.19,21.2,21.17,21.14,21.01,N/A,N/A -2012,12,1,17,30,102120,100940,99790,91.53,0,4.7,5.7700000000000005,6.25,6.76,7.28,7.7700000000000005,8.21,8.61,8.870000000000001,158.47,160.34,161.82,163.73,165.66,167.59,169.52,171.33,173.72,21.27,21.23,21.2,21.18,21.17,21.16,21.14,21.12,20.98,N/A,N/A -2012,12,1,18,30,102100,100920,99780,91.01,0,4.62,5.69,6.18,6.69,7.19,7.68,8.16,8.59,8.8,164.01,165.18,166.11,167.29,168.4,169.46,170.44,171.35,173.20000000000002,21.41,21.36,21.32,21.28,21.25,21.21,21.17,21.12,21.03,N/A,N/A -2012,12,1,19,30,102090,100910,99760,90.83,0,4.88,5.9,6.34,6.79,7.2,7.59,7.9,8.17,8.46,157.53,158.62,159.46,160.51,161.56,162.61,163.76,164.84,167.57,21.48,21.39,21.330000000000002,21.26,21.19,21.12,21.03,20.95,20.76,N/A,N/A -2012,12,1,20,30,102070,100890,99740,90.78,0,5.15,6.24,6.7,7.16,7.6000000000000005,8.01,8.41,8.76,9.24,158.41,159.6,160.54,161.73,162.97,164.24,165.55,166.78,168.57,21.48,21.42,21.37,21.31,21.240000000000002,21.18,21.1,21.02,20.82,N/A,N/A -2012,12,1,21,30,102040,100860,99720,91.39,0,5.19,6.42,6.94,7.48,7.95,8.38,8.72,9.02,9.31,158.16,159.45000000000002,160.42000000000002,161.64000000000001,162.72,163.70000000000002,164.36,164.9,165.66,21.41,21.400000000000002,21.38,21.34,21.3,21.25,21.18,21.11,20.85,N/A,N/A -2012,12,1,22,30,102020,100840,99690,91.73,0,5.57,6.86,7.390000000000001,7.9,8.35,8.73,9.040000000000001,9.32,9.63,156.23,157.65,158.74,160.1,161.39000000000001,162.61,163.73,164.75,166.39000000000001,21.25,21.27,21.26,21.23,21.18,21.13,21.06,20.990000000000002,20.77,N/A,N/A -2012,12,1,23,30,102010,100820,99680,92.58,0,5.58,6.88,7.43,7.96,8.41,8.81,9.15,9.44,9.93,157.01,157.74,158.36,159.19,160.21,161.36,162.8,164.21,165.83,21.150000000000002,21.16,21.14,21.11,21.07,21.03,20.98,20.92,20.75,N/A,N/A -2012,12,2,0,30,102020,100840,99700,92.4,0,5.71,7.04,7.61,8.19,8.71,9.19,9.620000000000001,10,10.51,158.72,159.32,159.81,160.49,161.26,162.06,162.86,163.59,164.59,21.12,21.13,21.11,21.09,21.080000000000002,21.06,21.03,20.990000000000002,20.81,N/A,N/A -2012,12,2,1,30,102020,100840,99700,91.72,0,5.76,7.0600000000000005,7.62,8.18,8.69,9.17,9.59,9.97,10.5,157.02,157.46,157.83,158.31,158.86,159.45000000000002,160.15,160.82,162.25,21.11,21.09,21.06,21.02,20.97,20.93,20.87,20.82,20.650000000000002,N/A,N/A -2012,12,2,2,30,102040,100850,99710,92.23,0,5.73,7.0600000000000005,7.640000000000001,8.22,8.76,9.27,9.75,10.18,10.65,155.70000000000002,156.34,156.82,157.44,158.12,158.83,159.70000000000002,160.55,162.11,21.1,21.09,21.07,21.03,20.990000000000002,20.95,20.900000000000002,20.85,20.66,N/A,N/A -2012,12,2,3,30,102040,100860,99710,92.8,0,5.84,7.19,7.79,8.4,8.96,9.47,9.92,10.33,10.870000000000001,157.9,158.47,158.88,159.36,159.9,160.47,161.20000000000002,161.93,163.31,21.1,21.09,21.06,21.02,20.98,20.93,20.87,20.81,20.63,N/A,N/A -2012,12,2,4,30,102030,100850,99710,92.81,0,5.5600000000000005,6.95,7.58,8.24,8.83,9.38,9.81,10.17,10.6,159.97,160.84,161.44,162.14000000000001,162.77,163.35,163.94,164.5,165.45000000000002,21.14,21.17,21.16,21.16,21.14,21.13,21.080000000000002,21.03,20.82,N/A,N/A -2012,12,2,5,30,102020,100840,99700,93.86,0,4.97,6.32,6.94,7.61,8.3,8.99,9.65,10.25,10.93,164.57,165.71,166.59,167.66,168.73,169.8,170.09,170.19,170.83,21.080000000000002,21.12,21.14,21.16,21.17,21.18,21.17,21.150000000000002,21.02,N/A,N/A -2012,12,2,6,30,102040,100860,99710,94.34,0,4.46,5.58,6.140000000000001,6.8100000000000005,7.48,8.15,8.71,9.21,9.51,159.88,161.53,162.68,163.99,164.97,165.75,166.76,167.78,169.53,21.16,21.11,21.1,21.11,21.14,21.18,21.21,21.22,21.1,N/A,N/A -2012,12,2,7,30,102070,100890,99740,96.37,0,4.17,5.3100000000000005,5.88,6.53,7.19,7.88,8.69,9.51,10.08,156.96,158.71,160.16,162.14000000000001,164.23,166.46,168.67000000000002,170.82,172.08,21.16,21.1,21.07,21.05,21.06,21.080000000000002,21.12,21.150000000000002,20.990000000000002,N/A,N/A -2012,12,2,8,30,102060,100880,99740,96.31,0,3.95,5.19,5.76,6.34,6.88,7.37,8.01,8.65,9.24,165.05,166.63,167.86,169.39000000000001,171.01,172.70000000000002,174.47,176.20000000000002,176.36,21.29,21.29,21.27,21.240000000000002,21.21,21.17,21.150000000000002,21.14,20.990000000000002,N/A,N/A -2012,12,2,9,30,102060,100880,99740,95.64,0,4.72,6.140000000000001,6.8500000000000005,7.62,8.36,9.09,9.77,10.39,11.25,164.74,166.15,167.08,168.04,168.84,169.55,170.53,171.55,173.83,21.41,21.45,21.45,21.43,21.400000000000002,21.35,21.28,21.2,21.01,N/A,N/A -2012,12,2,10,30,102080,100900,99760,91.10000000000001,0,5.92,7.49,8.1,8.58,8.92,9.18,9.38,9.56,9.84,171.91,172.48,172.76,172.91,172.86,172.68,172.46,172.24,172.14000000000001,22.05,22.2,22.22,22.17,22.06,21.92,21.740000000000002,21.57,21.21,N/A,N/A -2012,12,2,11,30,102100,100920,99780,94.95,0,4.1,5.58,6.24,6.86,7.36,7.78,8.370000000000001,8.98,9.46,160.55,162.4,163.49,164.29,164.57,164.47,163.99,163.43,163.76,21.57,21.71,21.75,21.77,21.75,21.7,21.61,21.53,21.26,N/A,N/A -2012,12,2,12,30,102110,100930,99790,96.45,0,3.13,4.49,5.2,6.0200000000000005,6.92,7.890000000000001,8.32,8.57,8.97,155.99,158.78,161.11,164.21,167.20000000000002,170.21,171.58,172.42000000000002,174.68,21.35,21.43,21.48,21.55,21.61,21.66,21.6,21.5,21.27,N/A,N/A -2012,12,2,13,30,102130,100950,99800,96.3,0,3.44,4.67,5.2700000000000005,5.98,6.45,6.75,7.08,7.41,7.97,149.5,153,157.62,166.33,170.69,172.07,172.85,173.43,172.9,21.25,21.35,21.43,21.56,21.56,21.48,21.400000000000002,21.330000000000002,21.13,N/A,N/A -2012,12,2,14,30,102160,100980,99840,96.36,0,2.6,3.67,4.3,5.29,5.98,6.4,6.83,7.25,8.02,143.01,146.69,149.95000000000002,154.8,157.91,159.53,160.98,162.32,164.87,21.32,21.36,21.400000000000002,21.5,21.53,21.52,21.52,21.53,21.54,N/A,N/A -2012,12,2,15,30,102170,100990,99850,96.25,0,3.02,4.3500000000000005,5.17,6.23,6.8500000000000005,7.13,7.34,7.51,7.73,124.81,132.54,138.54,145.81,150.08,151.86,153.27,154.49,156.88,21.16,21.35,21.53,21.82,21.96,22.01,21.98,21.93,21.68,N/A,N/A -2012,12,2,16,30,102160,100980,99840,94.94,0,3.24,4.3500000000000005,5.11,6.28,6.96,7.26,7.51,7.73,8.08,123.31,127.95,133.2,142.86,148.26,150.39000000000001,152.20000000000002,153.8,156.53,21.28,21.34,21.490000000000002,21.8,21.94,21.98,21.97,21.93,21.75,N/A,N/A -2012,12,2,17,30,102130,100950,99810,93.8,0,3.85,4.9,5.53,6.390000000000001,7.0200000000000005,7.47,7.67,7.78,7.99,115.21000000000001,120.29,124.99000000000001,131.96,138.05,143.39000000000001,145.92000000000002,147.55,150.12,21.43,21.47,21.55,21.72,21.85,21.96,21.93,21.88,21.68,N/A,N/A -2012,12,2,18,30,102120,100940,99790,94.25,0,3.34,4.36,4.9,5.58,6.36,7.23,7.66,7.96,8.34,115.61,119.13,122.52,128.09,135.14000000000001,143.4,146.86,148.96,151.70000000000002,21.42,21.38,21.39,21.46,21.59,21.76,21.79,21.79,21.63,N/A,N/A -2012,12,2,19,30,102120,100940,99800,92.95,0,4.13,5.21,5.76,6.51,7.29,8.11,8.48,8.72,9.040000000000001,125.63000000000001,129.06,132.25,137.18,141.8,146.25,148.24,149.47,151.4,21.580000000000002,21.63,21.68,21.8,21.91,22.01,21.98,21.92,21.71,N/A,N/A -2012,12,2,20,30,102100,100920,99780,93.11,0,4.3,5.45,6.03,6.72,7.41,8.13,8.57,8.89,9.17,120.8,124.9,127.99000000000001,131.79,135.74,139.99,143.78,147.17000000000002,150.14000000000001,21.490000000000002,21.53,21.55,21.57,21.62,21.69,21.71,21.71,21.53,N/A,N/A -2012,12,2,21,30,102050,100870,99730,93.10000000000001,0,5.28,6.47,6.99,7.57,8.120000000000001,8.66,9.1,9.5,9.73,123.48,126.7,129.42000000000002,133.03,136.36,139.49,142.15,144.49,146.08,21.52,21.580000000000002,21.62,21.67,21.71,21.740000000000002,21.72,21.68,21.43,N/A,N/A -2012,12,2,22,30,102030,100850,99710,93.42,0,5.65,6.96,7.57,8.25,8.9,9.53,10.06,10.52,10.94,125.63000000000001,127.81,129.45,131.54,133.55,135.53,137.43,139.19,142.69,21.5,21.5,21.51,21.53,21.55,21.580000000000002,21.57,21.54,21.36,N/A,N/A -2012,12,2,23,30,102020,100840,99700,92.41,0,6.45,7.82,8.42,9.040000000000001,9.61,10.14,10.53,10.870000000000001,11.05,130.69,131.71,132.46,133.39000000000001,134.38,135.39000000000001,136.6,137.75,141.1,21.580000000000002,21.56,21.54,21.51,21.48,21.46,21.400000000000002,21.36,21.2,N/A,N/A -2012,12,3,0,30,102030,100850,99700,92.83,0,6.42,7.86,8.5,9.16,9.78,10.36,10.89,11.36,11.88,134.5,135.21,135.75,136.44,137.14000000000001,137.84,138.69,139.53,142.07,21.55,21.55,21.53,21.5,21.46,21.42,21.37,21.31,21.13,N/A,N/A -2012,12,3,1,30,102020,100840,99700,92.62,0,6.4,7.75,8.33,8.92,9.46,9.97,10.46,10.9,11.620000000000001,133,134.01,134.76,135.65,136.53,137.39000000000001,138.27,139.11,141.01,21.51,21.47,21.43,21.36,21.3,21.240000000000002,21.16,21.09,20.91,N/A,N/A -2012,12,3,2,30,102020,100840,99690,92.51,0,6.67,8.03,8.6,9.14,9.64,10.1,10.55,10.97,11.69,131.86,132.71,133.39000000000001,134.19,135.01,135.84,136.72,137.56,139.18,21.52,21.48,21.43,21.36,21.3,21.23,21.16,21.09,20.91,N/A,N/A -2012,12,3,3,30,102000,100820,99680,92.57000000000001,0,6.72,8.14,8.75,9.36,9.94,10.49,11.03,11.53,12.41,132.19,133.05,133.71,134.49,135.27,136.01,136.77,137.48,139.16,21.52,21.48,21.44,21.39,21.330000000000002,21.27,21.18,21.11,20.900000000000002,N/A,N/A -2012,12,3,4,30,101990,100810,99660,91.09,0,7.34,8.790000000000001,9.4,9.99,10.53,11.040000000000001,11.53,11.98,12.8,135.15,136.01,136.69,137.51,138.34,139.16,139.92000000000002,140.61,141.64000000000001,21.61,21.580000000000002,21.54,21.48,21.42,21.36,21.29,21.21,21.02,N/A,N/A -2012,12,3,5,30,101950,100770,99630,90.28,0,6.8100000000000005,8.25,8.870000000000001,9.52,10.1,10.64,11.14,11.6,12.32,132.88,134.19,135.1,136.12,137.05,137.92000000000002,138.78,139.58,141.23,21.61,21.59,21.55,21.5,21.43,21.37,21.3,21.22,21.02,N/A,N/A -2012,12,3,6,30,101970,100790,99650,90.4,0,7.05,8.53,9.16,9.8,10.39,10.950000000000001,11.48,11.98,12.75,137.96,138.9,139.56,140.36,141.15,141.93,142.75,143.54,145.11,21.61,21.580000000000002,21.54,21.48,21.41,21.34,21.26,21.18,20.990000000000002,N/A,N/A -2012,12,3,7,30,101960,100780,99640,88.81,0,7.32,8.86,9.51,10.14,10.700000000000001,11.22,11.68,12.09,12.81,140.41,141.54,142.3,143.18,144.01,144.82,145.58,146.28,147.62,21.75,21.75,21.71,21.650000000000002,21.580000000000002,21.5,21.41,21.32,21.1,N/A,N/A -2012,12,3,8,30,101930,100760,99610,88.75,0,7.5600000000000005,9.14,9.78,10.39,10.93,11.43,11.86,12.25,12.81,146.52,147.18,147.69,148.3,148.91,149.49,150.03,150.52,151.37,21.82,21.84,21.81,21.76,21.7,21.63,21.54,21.46,21.23,N/A,N/A -2012,12,3,9,30,101920,100750,99600,88.07000000000001,0,7.66,9.200000000000001,9.85,10.49,11.07,11.620000000000001,12.15,12.64,13.47,143.55,144.35,144.97,145.78,146.56,147.34,148.09,148.81,150.06,21.81,21.81,21.77,21.72,21.66,21.6,21.53,21.46,21.27,N/A,N/A -2012,12,3,10,30,101900,100720,99580,89,0,8.040000000000001,9.64,10.3,10.94,11.51,12.05,12.56,13.030000000000001,13.83,142.74,143.68,144.33,145.1,145.85,146.61,147.37,148.09,149.5,21.85,21.85,21.81,21.75,21.68,21.61,21.52,21.45,21.240000000000002,N/A,N/A -2012,12,3,11,30,101900,100720,99580,88.39,0,8.2,9.77,10.39,10.97,11.47,11.93,12.36,12.75,13.48,146.66,147.23,147.69,148.28,148.88,149.51,150.20000000000002,150.86,152.25,21.94,21.94,21.900000000000002,21.830000000000002,21.75,21.66,21.56,21.46,21.240000000000002,N/A,N/A -2012,12,3,12,30,101900,100730,99590,86.56,0,8.56,10.17,10.82,11.43,11.97,12.47,12.92,13.33,14.030000000000001,148.88,149.33,149.67000000000002,150.14000000000001,150.68,151.25,151.95000000000002,152.62,154.19,22.04,22.07,22.04,21.98,21.91,21.84,21.76,21.68,21.47,N/A,N/A -2012,12,3,13,30,101890,100720,99580,88.51,0,8.72,10.41,11.08,11.72,12.290000000000001,12.82,13.32,13.780000000000001,14.59,151.08,151.91,152.49,153.17000000000002,153.83,154.48,155.15,155.8,157.17000000000002,22.02,22.080000000000002,22.06,22.03,21.98,21.93,21.86,21.8,21.61,N/A,N/A -2012,12,3,14,30,101920,100740,99600,89.25,0,8.75,10.47,11.17,11.83,12.41,12.96,13.44,13.870000000000001,14.63,153.83,154.63,155.25,156.04,156.82,157.61,158.38,159.09,160.31,22.11,22.18,22.17,22.13,22.080000000000002,22.04,21.97,21.900000000000002,21.7,N/A,N/A -2012,12,3,15,30,101900,100730,99590,90.69,0,8.13,9.790000000000001,10.450000000000001,11.08,11.63,12.15,12.620000000000001,13.040000000000001,13.86,151.88,152.93,153.64000000000001,154.46,155.23,155.96,156.63,157.24,158.36,21.94,21.97,21.95,21.91,21.86,21.8,21.72,21.650000000000002,21.45,N/A,N/A -2012,12,3,16,30,101880,100710,99570,91.19,2.6,6.88,8.44,9.1,9.74,10.35,10.91,11.44,11.93,12.790000000000001,155.44,155.91,156.32,156.88,157.48,158.1,158.73,159.32,160.56,21.93,22,21.990000000000002,21.97,21.93,21.900000000000002,21.830000000000002,21.77,21.61,N/A,N/A -2012,12,3,17,30,101840,100670,99530,91.24,0,7.34,9.03,9.75,10.44,11.05,11.61,12.11,12.56,13.39,151.03,151.82,152.43,153.12,153.87,154.67000000000002,155.6,156.51,158.37,21.990000000000002,22.06,22.06,22.04,22.01,21.96,21.87,21.79,21.55,N/A,N/A -2012,12,3,18,30,101820,100640,99500,90.66,0,8.52,10.25,10.950000000000001,11.63,12.24,12.8,13.34,13.83,14.68,156.13,157.08,157.71,158.42000000000002,159.05,159.65,160.20000000000002,160.70000000000002,161.55,22.12,22.150000000000002,22.12,22.07,22.01,21.93,21.85,21.77,21.57,N/A,N/A -2012,12,3,19,30,101790,100620,99480,90.73,0,8.25,9.84,10.450000000000001,11.03,11.56,12.07,12.58,13.06,13.94,154.09,154.59,155,155.5,156.09,156.75,157.55,158.35,159.94,22.18,22.25,22.240000000000002,22.18,22.12,22.04,21.94,21.85,21.64,N/A,N/A -2012,12,3,20,30,101800,100620,99480,95.55,9.9,9.01,10.5,11.07,11.58,12.02,12.43,12.790000000000001,13.11,13.71,164.54,166.1,167.05,168.24,169.54,170.91,172.48,173.98,177.62,21.39,21.26,21.16,21.04,20.93,20.81,20.69,20.580000000000002,20.34,N/A,N/A -2012,12,3,21,30,101800,100620,99480,93.86,0.4,6.8100000000000005,8.05,8.55,9.02,9.43,9.82,10.200000000000001,10.55,11.25,170.1,170.21,170.35,170.62,171.01,171.5,172.20000000000002,172.91,174.74,21.51,21.42,21.330000000000002,21.21,21.1,20.990000000000002,20.87,20.77,20.6,N/A,N/A -2012,12,3,22,30,101760,100580,99440,94.58,0,7.23,8.42,8.85,9.26,9.65,10.040000000000001,10.48,10.91,11.73,161.51,163.14000000000001,164.61,166.72,168.97,171.33,173.66,175.84,179.1,21.5,21.45,21.400000000000002,21.35,21.29,21.240000000000002,21.18,21.13,20.97,N/A,N/A -2012,12,3,23,30,101750,100580,99440,93.88,0,6.96,8.52,9.200000000000001,9.89,10.55,11.19,11.81,12.4,13.43,158.38,160,161.1,162.32,163.41,164.41,165.3,166.11,167.5,21.79,21.84,21.84,21.830000000000002,21.81,21.79,21.76,21.73,21.63,N/A,N/A -2012,12,4,0,30,101770,100590,99460,90.76,0,8.58,10.47,11.28,12.07,12.77,13.41,13.93,14.39,15.02,166.37,166.52,166.64000000000001,166.79,166.94,167.09,167.23,167.37,167.58,22.11,22.19,22.2,22.18,22.150000000000002,22.12,22.07,22.01,21.8,N/A,N/A -2012,12,4,1,30,101800,100620,99490,91.69,0,9,10.63,11.25,11.790000000000001,12.24,12.65,12.950000000000001,13.200000000000001,13.34,162.25,162.97,163.49,164.16,164.69,165.15,165.31,165.39000000000001,166.28,22.02,22.06,22.04,22.01,21.98,21.96,21.93,21.91,21.81,N/A,N/A -2012,12,4,2,30,101800,100630,99490,93.41,0,7.29,8.81,9.450000000000001,10.09,10.73,11.39,12.11,12.81,13.790000000000001,156.76,158.36,159.61,161.29,162.87,164.43,165.73,166.9,168.33,21.71,21.78,21.79,21.82,21.830000000000002,21.85,21.85,21.84,21.72,N/A,N/A -2012,12,4,3,30,101820,100640,99500,94.09,0,6.28,7.8,8.49,9.22,9.89,10.51,11.040000000000001,11.5,12.32,149.33,151.37,152.91,154.82,156.61,158.34,159.88,161.27,163.63,21.650000000000002,21.68,21.68,21.69,21.69,21.68,21.650000000000002,21.62,21.47,N/A,N/A -2012,12,4,4,30,101810,100630,99500,91.77,0,7.140000000000001,8.71,9.36,9.97,10.5,10.98,11.4,11.790000000000001,12.46,157.74,158.93,159.79,160.78,161.76,162.73,163.72,164.64000000000001,166.28,21.990000000000002,22.04,22.02,21.98,21.93,21.87,21.79,21.72,21.51,N/A,N/A -2012,12,4,5,30,101800,100620,99490,91.55,0,6.91,8.41,9.03,9.63,10.18,10.71,11.26,11.77,12.82,158.1,159.44,160.42000000000002,161.6,162.73,163.86,164.95000000000002,165.98,167.84,21.900000000000002,21.96,21.96,21.93,21.88,21.84,21.79,21.73,21.61,N/A,N/A -2012,12,4,6,30,101810,100640,99500,90.54,0,6.5600000000000005,8.14,8.82,9.49,10.1,10.68,11.22,11.73,12.65,163.01,163.99,164.65,165.37,166.07,166.76,167.45000000000002,168.11,169.37,22.03,22.06,22.04,21.990000000000002,21.94,21.88,21.81,21.740000000000002,21.580000000000002,N/A,N/A -2012,12,4,7,30,101820,100650,99510,89.97,0,7.41,9.02,9.68,10.32,10.88,11.41,11.88,12.32,13.040000000000001,166.55,167.55,168.24,169.01,169.72,170.38,171.01,171.6,172.8,22.11,22.18,22.18,22.150000000000002,22.1,22.05,21.98,21.92,21.73,N/A,N/A -2012,12,4,8,30,101850,100670,99540,91.45,0,6.140000000000001,7.69,8.38,9.09,9.75,10.39,11,11.55,12.44,170.95000000000002,172.14000000000001,173.08,174.28,175.42000000000002,176.56,177.55,178.45000000000002,179.91,22.03,22.09,22.09,22.06,22.04,22.01,21.97,21.93,21.8,N/A,N/A -2012,12,4,9,30,101880,100710,99570,92.17,0,4.19,5.7,6.390000000000001,7.09,7.72,8.290000000000001,8.9,9.49,10.46,175.69,176.29,176.93,177.88,178.93,180.04,181.16,182.24,183.61,21.98,22.13,22.16,22.16,22.14,22.1,22.04,21.98,21.8,N/A,N/A -2012,12,4,10,30,101890,100710,99580,90.96000000000001,0,6.51,8.08,8.73,9.33,9.85,10.33,10.77,11.16,11.78,175.83,177,177.79,178.75,179.69,180.63,181.47,182.22,183.19,22.07,22.23,22.28,22.3,22.27,22.22,22.13,22.04,21.79,N/A,N/A -2012,12,4,11,30,101930,100750,99620,93.11,0,4.19,5.82,6.6000000000000005,7.4,8.1,8.71,9.25,9.74,10.71,185.94,185.98,186.06,186.26,186.51,186.78,187.03,187.25,188.02,21.830000000000002,21.95,21.98,22,22,21.990000000000002,21.94,21.88,21.740000000000002,N/A,N/A -2012,12,4,12,30,101980,100800,99660,92.31,0,4.66,6.32,7.1000000000000005,7.930000000000001,8.66,9.31,9.9,10.43,11.23,189,189.34,189.57,189.93,190.26,190.57,190.72,190.82,190.45000000000002,21.97,22.17,22.23,22.29,22.31,22.3,22.25,22.19,21.96,N/A,N/A -2012,12,4,13,30,101990,100820,99680,92.07000000000001,0,4.93,6.46,7.17,7.930000000000001,8.58,9.17,9.63,10.02,10.5,185.92000000000002,186.43,186.77,187.05,187.4,187.8,188.25,188.68,189.36,21.89,22.05,22.11,22.150000000000002,22.16,22.150000000000002,22.1,22.04,21.79,N/A,N/A -2012,12,4,14,30,102030,100850,99710,93.23,0,4.5,6.04,6.78,7.57,8.26,8.88,9.35,9.75,9.96,173.44,176.09,177.95000000000002,179.99,181.6,182.92000000000002,183.72,184.33,185.8,21.77,21.97,22.06,22.12,22.150000000000002,22.150000000000002,22.09,22.03,21.85,N/A,N/A -2012,12,4,15,30,102020,100840,99700,92.10000000000001,0,5,6.5,7.22,7.99,8.72,9.44,10.01,10.51,10.69,179.41,180.67000000000002,181.79,183.29,184.47,185.45000000000002,185.95000000000002,186.27,187.48,21.86,22.05,22.14,22.22,22.28,22.330000000000002,22.3,22.27,22.03,N/A,N/A -2012,12,4,16,30,102020,100840,99700,91.68,0,4.88,6.23,6.87,7.5600000000000005,8.18,8.76,9.24,9.67,10.17,177.53,178.48,179.38,180.53,181.62,182.68,183.86,185.02,187.48,21.97,22.06,22.080000000000002,22.1,22.11,22.11,22.1,22.09,22.04,N/A,N/A -2012,12,4,17,30,101990,100810,99670,91.29,0,5.0200000000000005,6.49,7.18,7.87,8.44,8.92,9.3,9.61,9.700000000000001,178.63,180.14000000000001,181.01,181.84,182.66,183.48,184.25,184.96,185.82,21.990000000000002,22.12,22.16,22.2,22.19,22.16,22.09,22.03,21.89,N/A,N/A -2012,12,4,18,30,101980,100800,99670,90.37,0,5.39,6.62,7.11,7.59,8.08,8.59,9.18,9.77,10.02,182.95000000000002,183.5,184.24,185.36,186.79,188.47,190.1,191.65,194.95000000000002,22.03,22.06,22.04,22.01,21.98,21.96,21.96,21.96,21.98,N/A,N/A -2012,12,4,19,30,101970,100790,99650,88.92,0,5.66,7.07,7.68,8.290000000000001,8.84,9.35,9.77,10.14,10.290000000000001,184.16,185.19,185.93,186.71,187.41,188.06,188.9,189.75,191.33,22.150000000000002,22.27,22.3,22.31,22.3,22.28,22.23,22.18,22.01,N/A,N/A -2012,12,4,20,30,102060,100880,99740,92.14,0,6.38,7.54,7.92,8.290000000000001,8.6,8.870000000000001,9.11,9.32,9.64,236.16,235.07,234.18,233.24,232.42000000000002,231.68,231.05,230.51,229.74,21.92,21.86,21.78,21.67,21.56,21.44,21.31,21.19,20.91,N/A,N/A -2012,12,4,21,30,102070,100890,99740,91.07000000000001,0.4,5.2,5.12,4.94,4.76,4.59,4.44,4.23,4.0200000000000005,3.43,11.71,3.97,358.1,350.86,345.15000000000003,340.44,335.21,330.54,320.67,20.400000000000002,20.2,20.1,19.98,19.85,19.73,19.6,19.490000000000002,19.35,N/A,N/A -2012,12,4,22,30,102060,100870,99720,93.62,1.8,5.54,5.8500000000000005,5.74,5.41,5.08,4.75,4.45,4.19,3.8000000000000003,82.14,82.93,83.55,84.19,84.91,85.67,87.15,88.59,94.88,20.35,20.57,20.64,20.54,20.43,20.31,20.18,20.05,19.78,N/A,N/A -2012,12,4,23,30,102090,100900,99750,91.53,0,7.13,7.76,8.03,8.44,8.6,8.6,8.290000000000001,7.96,7.2,83.54,83.76,84.33,85.39,87.35000000000001,89.82000000000001,90.56,90.81,91.12,20.3,20.05,19.94,19.86,20.02,20.330000000000002,20.3,20.2,19.92,N/A,N/A -2012,12,5,0,30,102100,100910,99760,88.85000000000001,7.7,5.15,5.46,5.71,6.24,6.62,6.9,7.05,7.16,7.16,101.13,101.76,103.07000000000001,106.45,109.27,111.69,113.59,115.22,118.08,20.36,20.05,20.02,20.18,20.330000000000002,20.47,20.47,20.44,20.23,N/A,N/A -2012,12,5,1,30,102100,100910,99750,91.32000000000001,0,5.69,6.0600000000000005,6.26,6.63,6.96,7.25,7.42,7.55,7.73,114.54,115.44,116.73,119.10000000000001,122.54,126.45,129.31,131.75,136.12,20.05,19.76,19.64,19.55,19.57,19.650000000000002,19.69,19.72,19.650000000000002,N/A,N/A -2012,12,5,2,30,102100,100910,99770,90.01,0,4.09,4.82,5.16,5.48,5.74,5.98,6.21,6.43,6.8500000000000005,139.05,141.07,142.70000000000002,145.15,147.52,149.83,151.67000000000002,153.27,155.44,20.45,20.47,20.61,20.900000000000002,21.06,21.14,21.12,21.080000000000002,20.86,N/A,N/A -2012,12,5,3,30,102100,100910,99770,90.24,2.9000000000000004,2.92,3.12,3.33,3.81,4.18,4.5,4.76,5,5.22,182.84,181.23,180.1,178.3,177.67000000000002,177.75,178.69,179.79,182.92000000000002,20.5,20.23,20.11,20,19.96,19.95,19.97,19.98,19.86,N/A,N/A -2012,12,5,4,30,102110,100930,99780,90.86,0,3.0300000000000002,3.3200000000000003,3.47,3.66,3.91,4.19,4.44,4.67,4.64,176.32,176.73,176.93,177.19,177.36,177.48,177.71,177.96,179.75,20.71,20.46,20.31,20.14,20.080000000000002,20.080000000000002,20.14,20.21,20.11,N/A,N/A -2012,12,5,5,30,102110,100920,99770,90.78,0,3.09,3.31,3.39,3.52,3.66,3.79,3.81,3.8000000000000003,3.85,192.98000000000002,193.20000000000002,193.47,194,195.74,198.19,201.49,204.67000000000002,208.63,20.79,20.53,20.39,20.23,20.16,20.14,20.2,20.27,20.240000000000002,N/A,N/A -2012,12,5,6,30,102110,100920,99770,89.43,0,4.18,4.71,4.88,5.04,5.09,5.08,4.93,4.78,4.63,224.32,224.36,224.53,225.01,226.65,228.95000000000002,230.57,231.86,233.96,20.93,20.740000000000002,20.63,20.53,20.55,20.62,20.580000000000002,20.53,20.34,N/A,N/A -2012,12,5,7,30,102110,100920,99770,91.42,0,4.74,5.3100000000000005,5.47,5.59,5.67,5.71,5.67,5.62,5.25,255.23000000000002,255.51000000000002,255.74,256.22,257.19,258.44,260.97,263.52,268.6,20.830000000000002,20.61,20.47,20.31,20.150000000000002,20.01,19.88,19.77,19.62,N/A,N/A -2012,12,5,8,30,102110,100920,99770,93.52,0,3.54,3.94,4.0600000000000005,4.15,4.21,4.24,4.26,4.2700000000000005,4.23,287.85,288.58,288.63,288.43,287.90000000000003,287.21,286.09000000000003,284.99,282.03000000000003,20.71,20.46,20.31,20.150000000000002,19.98,19.82,19.650000000000002,19.490000000000002,19.14,N/A,N/A -2012,12,5,9,30,102120,100930,99770,97.13,0,4.7700000000000005,5,5.01,4.98,5,5.04,5.03,5,4.59,325.13,324.5,323.99,323.32,321.67,319.54,316.72,314.12,310.57,19.77,19.45,19.29,19.11,18.95,18.81,18.7,18.6,18.42,N/A,N/A -2012,12,5,10,30,102120,100930,99770,99.32000000000001,0,3.43,3.6,3.63,3.65,3.71,3.7800000000000002,3.86,3.93,3.8200000000000003,323.27,324.63,325.58,326.74,328.83,331.2,334.15000000000003,336.76,338.11,19.2,18.92,18.78,18.63,18.48,18.34,18.25,18.18,17.98,N/A,N/A -2012,12,5,11,30,102140,100940,99790,94.96000000000001,0,3.41,3.56,3.5700000000000003,3.56,3.5500000000000003,3.5300000000000002,3.5100000000000002,3.48,3.43,334.38,335.07,335.49,335.99,336.57,337.16,338.05,339.07,345.37,19.400000000000002,19.06,18.88,18.69,18.5,18.32,18.14,17.97,17.7,N/A,N/A -2012,12,5,12,30,102130,100930,99780,95.21000000000001,0,3.5,3.63,3.64,3.63,3.62,3.6,3.59,3.58,3.46,341.37,342.05,342.46,342.92,343.45,344,344.28000000000003,344.74,350.78000000000003,19.43,19.09,18.91,18.72,18.52,18.330000000000002,18.21,18.1,17.85,N/A,N/A -2012,12,5,13,30,102130,100940,99780,95.61,1.1,4.83,5.04,5.05,5.0200000000000005,4.97,4.92,4.84,4.7700000000000005,4.5200000000000005,30.87,30.810000000000002,30.810000000000002,30.82,30.85,30.87,30.88,30.8,29.740000000000002,18.97,18.61,18.43,18.240000000000002,18.06,17.89,17.72,17.57,17.35,N/A,N/A -2012,12,5,14,30,102140,100950,99790,94.35000000000001,0,4.26,4.41,4.4,4.3500000000000005,4.28,4.21,4.1,3.99,3.58,14.030000000000001,14.07,14.14,14.19,14.21,14.23,14.21,14.19,14.02,18.86,18.490000000000002,18.32,18.13,17.95,17.78,17.62,17.48,17.34,N/A,N/A -2012,12,5,15,30,102140,100940,99780,95.16,0,4.46,4.66,4.68,4.65,4.61,4.57,4.51,4.45,4.23,8.15,8.69,9.040000000000001,9.38,9.73,10.07,10.49,10.9,12.11,18.84,18.47,18.28,18.1,17.91,17.740000000000002,17.56,17.400000000000002,17.11,N/A,N/A -2012,12,5,16,30,102120,100920,99760,94.51,0,4.66,4.89,4.9,4.88,4.8500000000000005,4.82,4.7700000000000005,4.72,4.58,12.17,12.5,12.72,12.93,13.15,13.35,13.6,13.82,14.32,18.84,18.47,18.29,18.1,17.91,17.73,17.55,17.38,17.06,N/A,N/A -2012,12,5,17,30,102080,100880,99720,94,0,4.94,5.2,5.23,5.23,5.21,5.19,5.15,5.11,5.03,18.2,18.32,18.330000000000002,18.330000000000002,18.31,18.3,18.25,18.21,18.02,18.78,18.400000000000002,18.21,18.02,17.830000000000002,17.650000000000002,17.46,17.28,16.95,N/A,N/A -2012,12,5,18,30,102050,100850,99690,93.58,0,5.05,5.3100000000000005,5.34,5.33,5.3100000000000005,5.29,5.25,5.21,5.12,26.16,26.1,25.990000000000002,25.87,25.72,25.57,25.36,25.14,24.47,18.75,18.37,18.18,17.990000000000002,17.8,17.62,17.42,17.25,16.91,N/A,N/A -2012,12,5,19,30,102030,100830,99670,91.28,0,4.99,5.23,5.25,5.23,5.2,5.16,5.11,5.05,4.88,9.290000000000001,9.23,9.19,9.14,9.06,8.99,8.870000000000001,8.74,8.19,18.71,18.32,18.14,17.95,17.76,17.580000000000002,17.38,17.21,16.85,N/A,N/A -2012,12,5,20,30,101990,100790,99630,91.89,0,4.75,5.01,5.04,5.05,5.05,5.04,5.0200000000000005,5,4.94,358.58,358.64,358.69,358.75,358.81,358.88,358.95,359.02,359.2,18.61,18.23,18.04,17.85,17.650000000000002,17.47,17.27,17.09,16.71,N/A,N/A -2012,12,5,21,30,101970,100770,99610,91.18,0,4.48,4.7,4.74,4.74,4.73,4.72,4.69,4.67,4.61,349.01,349.27,349.48,349.71,349.95,350.19,350.51,350.84000000000003,351.84000000000003,18.650000000000002,18.27,18.080000000000002,17.89,17.69,17.51,17.31,17.13,16.75,N/A,N/A -2012,12,5,22,30,101920,100730,99570,90.82000000000001,0,4.93,5.2,5.24,5.25,5.25,5.24,5.22,5.22,5.19,355.18,355.76,356.12,356.48,356.86,357.22,357.68,358.12,359.37,18.81,18.44,18.25,18.06,17.87,17.69,17.490000000000002,17.32,16.95,N/A,N/A -2012,12,5,23,30,101940,100740,99580,89.63,11,5.71,6.03,6.07,6.07,6.04,6.01,5.96,5.91,5.79,17.09,17.330000000000002,17.490000000000002,17.64,17.79,17.93,18.080000000000002,18.22,18.53,18.72,18.330000000000002,18.14,17.95,17.76,17.580000000000002,17.39,17.21,16.85,N/A,N/A -2012,12,6,0,30,101930,100730,99570,88,0,6.7,7.15,7.24,7.28,7.29,7.28,7.2700000000000005,7.26,7.21,30.47,30.26,30.080000000000002,29.89,29.7,29.52,29.3,29.09,28.53,18.45,18.03,17.85,17.64,17.45,17.27,17.07,16.88,16.51,N/A,N/A -2012,12,6,1,30,101920,100720,99560,87.05,0,5.76,6.13,6.2,6.23,6.25,6.25,6.26,6.2700000000000005,6.3100000000000005,26.3,25.990000000000002,25.77,25.55,25.29,25.03,24.68,24.32,23.11,18.400000000000002,18,17.81,17.62,17.43,17.25,17.06,16.88,16.54,N/A,N/A -2012,12,6,2,30,101900,100700,99540,87.5,0,5.19,5.46,5.5,5.5,5.48,5.46,5.43,5.4,5.32,27.11,27.11,27.09,27.080000000000002,27.05,27.02,26.97,26.92,26.68,18.44,18.05,17.86,17.67,17.47,17.29,17.09,16.91,16.54,N/A,N/A -2012,12,6,3,30,101860,100660,99500,88.19,0,5.48,5.8,5.8500000000000005,5.87,5.87,5.87,5.86,5.8500000000000005,5.84,34.660000000000004,34.84,34.99,35.15,35.32,35.49,35.730000000000004,35.97,36.74,18.51,18.12,17.93,17.740000000000002,17.54,17.36,17.16,16.98,16.6,N/A,N/A -2012,12,6,4,30,101830,100630,99470,89.72,0,5.03,5.3,5.3500000000000005,5.36,5.36,5.36,5.3500000000000005,5.34,5.32,30.150000000000002,30.54,30.78,31.04,31.330000000000002,31.61,31.970000000000002,32.32,33.3,18.28,17.88,17.69,17.490000000000002,17.3,17.12,16.92,16.73,16.36,N/A,N/A -2012,12,6,5,30,101800,100610,99450,91.44,0,5.15,5.46,5.51,5.53,5.54,5.54,5.53,5.5200000000000005,5.49,49.71,50.45,50.82,51.18,51.54,51.88,52.27,52.64,53.550000000000004,18.34,17.93,17.740000000000002,17.54,17.34,17.16,16.95,16.77,16.38,N/A,N/A -2012,12,6,6,30,101790,100590,99430,91.3,0,4.82,5.12,5.18,5.2,5.22,5.22,5.22,5.21,5.19,61.11,61.940000000000005,62.46,62.99,63.51,63.99,64.52,65.02,66.19,18.67,18.28,18.09,17.89,17.69,17.5,17.31,17.12,16.73,N/A,N/A -2012,12,6,7,30,101750,100560,99400,93.9,1.8,7.13,7.61,7.7,7.74,7.75,7.74,7.71,7.69,7.6000000000000005,68.69,69.46000000000001,69.82000000000001,70.14,70.45,70.73,71.02,71.29,71.88,18.48,18.06,17.86,17.66,17.46,17.28,17.080000000000002,16.9,16.56,N/A,N/A -2012,12,6,8,30,101730,100530,99370,91.35000000000001,0.7000000000000001,5.87,6.23,6.3,6.33,6.34,6.34,6.33,6.32,6.28,75.84,76.45,76.81,77.17,77.53,77.86,78.25,78.60000000000001,79.47,18.19,17.77,17.57,17.37,17.17,16.98,16.78,16.6,16.21,N/A,N/A -2012,12,6,9,30,101720,100520,99360,90.83,0,5.63,5.96,6.0200000000000005,6.04,6.04,6.03,6.0200000000000005,6,5.94,92.29,92.55,92.65,92.74,92.84,92.93,93.02,93.11,93.23,18.23,17.81,17.61,17.41,17.21,17.02,16.82,16.63,16.25,N/A,N/A -2012,12,6,10,30,101680,100480,99330,87.44,0,4.28,4.43,4.42,4.39,4.3500000000000005,4.3100000000000005,4.25,4.2,4.05,78.97,79.14,79.34,79.54,79.75,79.96000000000001,80.33,80.77,83.24,18.27,17.87,17.69,17.490000000000002,17.3,17.12,16.92,16.75,16.38,N/A,N/A -2012,12,6,11,30,101660,100470,99310,88.46000000000001,0,4.5600000000000005,4.7700000000000005,4.79,4.79,4.7700000000000005,4.75,4.72,4.68,4.59,73.51,73.69,73.8,73.9,74.02,74.12,74.26,74.4,74.83,18.38,17.990000000000002,17.8,17.6,17.400000000000002,17.21,17.02,16.830000000000002,16.44,N/A,N/A -2012,12,6,12,30,101640,100450,99290,88.69,0,4.74,4.98,5.01,5.01,5,4.98,4.95,4.92,4.84,76.25,76.68,76.93,77.18,77.43,77.66,77.94,78.21000000000001,78.87,18.31,17.91,17.72,17.53,17.330000000000002,17.14,16.94,16.76,16.37,N/A,N/A -2012,12,6,13,30,101630,100430,99270,87.56,0,4.46,4.67,4.7,4.69,4.68,4.66,4.64,4.61,4.55,79.11,79.53,79.8,80.08,80.36,80.64,80.97,81.28,82.05,18.400000000000002,18.01,17.82,17.62,17.42,17.240000000000002,17.03,16.85,16.46,N/A,N/A -2012,12,6,14,30,101630,100440,99280,86.42,0,3.71,3.9,3.94,3.96,3.97,3.97,3.97,3.97,3.96,92.25,92.32000000000001,92.37,92.43,92.49,92.56,92.65,92.74,93.04,18.61,18.23,18.04,17.84,17.64,17.46,17.26,17.07,16.68,N/A,N/A -2012,12,6,15,30,101620,100420,99270,85.54,0,4.5,4.74,4.7700000000000005,4.78,4.7700000000000005,4.76,4.75,4.73,4.69,96.98,97.43,97.69,97.97,98.22,98.46000000000001,98.74000000000001,99.01,99.69,18.86,18.48,18.3,18.1,17.91,17.72,17.53,17.34,16.96,N/A,N/A -2012,12,6,16,30,101590,100400,99240,86.66,0,4.2700000000000005,4.46,4.47,4.46,4.44,4.41,4.38,4.3500000000000005,4.2700000000000005,90.43,90.99,91.34,91.71000000000001,92.08,92.43,92.85000000000001,93.23,94.17,18.87,18.5,18.32,18.12,17.92,17.740000000000002,17.54,17.35,16.97,N/A,N/A -2012,12,6,17,30,101550,100360,99200,84,0,4.17,4.39,4.43,4.44,4.44,4.44,4.43,4.42,4.4,94.39,94.78,95.02,95.26,95.49,95.7,95.94,96.15,96.67,19.02,18.66,18.47,18.27,18.07,17.89,17.69,17.5,17.11,N/A,N/A -2012,12,6,18,30,101530,100340,99180,86.82000000000001,0,4.68,4.91,4.93,4.92,4.9,4.87,4.84,4.8,4.71,93.33,93.92,94.33,94.75,95.17,95.58,96.03,96.46000000000001,97.45,18.87,18.490000000000002,18.3,18.1,17.900000000000002,17.71,17.51,17.330000000000002,16.94,N/A,N/A -2012,12,6,19,30,101490,100300,99150,86.23,0,4.74,5.01,5.05,5.07,5.08,5.07,5.0600000000000005,5.05,5.0200000000000005,100.02,100.51,100.84,101.18,101.51,101.82000000000001,102.16,102.48,103.2,19.02,18.64,18.46,18.25,18.06,17.87,17.67,17.48,17.09,N/A,N/A -2012,12,6,20,30,101470,100270,99120,89.02,0,5,5.29,5.34,5.3500000000000005,5.36,5.3500000000000005,5.33,5.32,5.28,98.14,99.17,99.79,100.39,100.96000000000001,101.5,102.09,102.64,103.85000000000001,18.81,18.43,18.240000000000002,18.04,17.84,17.66,17.46,17.27,16.89,N/A,N/A -2012,12,6,21,30,101440,100250,99100,86.7,0,5.09,5.38,5.44,5.45,5.45,5.44,5.42,5.4,5.3,101.16,101.53,101.8,102.09,102.38,102.67,103.02,103.34,104.25,19.02,18.64,18.46,18.26,18.07,17.88,17.68,17.5,17.12,N/A,N/A -2012,12,6,22,30,101390,100210,99050,85.66,0,4.68,4.93,4.96,4.95,4.94,4.91,4.88,4.84,4.72,104.82000000000001,105.05,105.36,105.7,106.09,106.5,107.07000000000001,107.63,109.58,19.27,18.92,18.73,18.54,18.35,18.16,17.96,17.78,17.41,N/A,N/A -2012,12,6,23,30,101380,100200,99040,87.56,0,5.8500000000000005,6.22,6.28,6.3,6.3,6.28,6.26,6.23,6.16,114.81,115.26,115.56,115.85000000000001,116.16,116.46000000000001,116.82000000000001,117.16,118.07000000000001,19.22,18.86,18.67,18.47,18.28,18.09,17.89,17.71,17.330000000000002,N/A,N/A -2012,12,7,0,30,101380,100200,99050,86.55,0,5.55,5.9,5.96,5.97,5.98,5.97,5.95,5.93,5.88,121.25,121.48,121.69,121.91,122.13,122.34,122.59,122.81,123.37,19.41,19.04,18.86,18.66,18.47,18.28,18.080000000000002,17.89,17.5,N/A,N/A -2012,12,7,1,30,101360,100180,99030,86.91,0,6.4,6.87,6.98,7.0200000000000005,7.05,7.0600000000000005,7.0600000000000005,7.05,7.0200000000000005,120.74000000000001,121.10000000000001,121.33,121.57000000000001,121.83,122.09,122.39,122.68,123.44,19.51,19.150000000000002,18.97,18.78,18.580000000000002,18.400000000000002,18.2,18.02,17.63,N/A,N/A -2012,12,7,2,30,101340,100160,99010,87.91,0,6.22,6.68,6.78,6.82,6.84,6.8500000000000005,6.84,6.84,6.8,128.13,128.32,128.42000000000002,128.51,128.6,128.69,128.79,128.88,129.11,19.62,19.27,19.09,18.89,18.69,18.51,18.31,18.12,17.73,N/A,N/A -2012,12,7,3,30,101340,100150,99010,87.65,0,6.51,6.98,7.07,7.1000000000000005,7.11,7.11,7.09,7.07,7,128.29,128.61,128.75,128.9,129.05,129.19,129.36,129.52,129.94,19.7,19.35,19.16,18.97,18.77,18.580000000000002,18.39,18.2,17.82,N/A,N/A -2012,12,7,4,30,101320,100140,98990,87.21000000000001,0,6.3100000000000005,6.78,6.890000000000001,6.93,6.96,6.97,6.97,6.96,6.94,138.9,139.54,139.92000000000002,140.34,140.75,141.15,141.6,142.01,142.96,19.91,19.57,19.39,19.19,19,18.81,18.61,18.43,18.05,N/A,N/A -2012,12,7,5,30,101320,100130,98990,87.01,0,5.7700000000000005,6.2700000000000005,6.4,6.47,6.5200000000000005,6.5600000000000005,6.59,6.61,6.65,149.78,149.84,149.95000000000002,150.06,150.18,150.29,150.42000000000002,150.54,150.85,20.06,19.740000000000002,19.56,19.36,19.17,18.98,18.79,18.6,18.21,N/A,N/A -2012,12,7,6,30,101300,100120,98970,88.18,0,6.390000000000001,6.92,7.03,7.09,7.11,7.13,7.13,7.13,7.11,144.55,144.79,144.96,145.14000000000001,145.33,145.5,145.72,145.92000000000002,146.47,20.19,19.86,19.68,19.490000000000002,19.3,19.11,18.91,18.73,18.35,N/A,N/A -2012,12,7,7,30,101310,100130,98980,87.97,0,6.01,6.46,6.55,6.58,6.6000000000000005,6.61,6.62,6.63,6.76,147.29,147.67000000000002,147.96,148.31,148.69,149.09,149.65,150.19,152.53,20.29,19.98,19.8,19.61,19.42,19.240000000000002,19.04,18.87,18.51,N/A,N/A -2012,12,7,8,30,101300,100120,98980,89.69,0,6.34,6.82,6.91,6.94,6.97,6.99,7.08,7.19,7.88,147.74,148.12,148.41,148.78,149.28,149.86,151.34,152.97,162.86,20.51,20.21,20.05,19.86,19.67,19.5,19.330000000000002,19.18,19.05,N/A,N/A -2012,12,7,9,30,101280,100100,98960,86.93,0,5.98,6.59,6.7700000000000005,6.88,6.97,7.04,7.1000000000000005,7.15,7.24,172.04,171.98,172.02,172.1,172.22,172.38,172.59,172.81,173.49,21.07,20.85,20.7,20.53,20.35,20.18,20.01,19.84,19.490000000000002,N/A,N/A -2012,12,7,10,30,101290,100110,98970,85.81,0,4.8100000000000005,5.4,5.59,5.74,5.86,5.96,6.05,6.12,6.24,164.88,164.85,164.94,165.09,165.28,165.51,165.84,166.16,167.12,21.150000000000002,20.95,20.81,20.64,20.48,20.31,20.13,19.97,19.62,N/A,N/A -2012,12,7,11,30,101280,100110,98970,87.21000000000001,0,4.6000000000000005,5.26,5.5200000000000005,5.75,5.96,6.140000000000001,6.3100000000000005,6.46,6.71,161.95000000000002,162.93,163.61,164.43,165.26,166.11,167.07,167.99,170.13,21.13,20.93,20.8,20.64,20.490000000000002,20.330000000000002,20.16,20,19.66,N/A,N/A -2012,12,7,12,30,101280,100110,98970,89.3,0,3.79,4.39,4.63,4.84,5.03,5.2,5.37,5.54,6.11,160.06,161.1,161.95000000000002,163.03,164.19,165.45000000000002,167.12,168.78,175.35,21.11,20.93,20.81,20.67,20.53,20.39,20.26,20.14,20.01,N/A,N/A -2012,12,7,13,30,101290,100120,98980,89.64,0,4.11,4.71,4.95,5.19,5.39,5.59,5.83,6.0600000000000005,6.5,155.04,156.01,156.81,158.04,159.71,161.72,165.8,170.24,181.99,21.07,20.88,20.76,20.62,20.5,20.38,20.3,20.23,20.21,N/A,N/A -2012,12,7,14,30,101300,100130,98990,89.66,0,3.24,4.01,4.37,4.7700000000000005,5.15,5.5,5.8,6.05,6.22,162.27,165.66,167.94,170.19,171.87,173.17000000000002,174.29,175.29,179.32,21.21,21.13,21.07,21,20.92,20.830000000000002,20.72,20.61,20.36,N/A,N/A -2012,12,7,15,30,101300,100120,98990,89.83,0,3.56,4.3500000000000005,4.7,5.08,5.42,5.74,6.03,6.3,6.8100000000000005,170.9,173.16,174.72,176.52,178.06,179.44,180.62,181.67000000000002,185.91,21.34,21.23,21.16,21.07,20.98,20.89,20.77,20.650000000000002,20.400000000000002,N/A,N/A -2012,12,7,16,30,101300,100120,98990,88.54,0,3.72,4.39,4.68,5.03,5.4,5.8100000000000005,6.24,6.66,7.25,170.85,173.44,175.45000000000002,178.09,180.41,182.57,183.87,184.85,185.3,21.48,21.36,21.28,21.2,21.12,21.04,20.96,20.88,20.64,N/A,N/A -2012,12,7,17,30,101280,100110,98970,86.59,0,4.11,4.7700000000000005,5.04,5.32,5.58,5.84,6.09,6.33,6.78,172.16,173.27,174.08,175.07,176.07,177.12,178.24,179.32,182.1,21.68,21.52,21.41,21.28,21.150000000000002,21.02,20.89,20.76,20.5,N/A,N/A -2012,12,7,18,30,101260,100090,98950,84.33,0,4.61,5.33,5.61,5.88,6.11,6.32,6.5200000000000005,6.69,7.01,180.12,180.49,180.79,181.12,181.43,181.74,182.04,182.33,182.99,21.900000000000002,21.740000000000002,21.64,21.5,21.36,21.23,21.080000000000002,20.94,20.650000000000002,N/A,N/A -2012,12,7,19,30,101230,100060,98930,84.19,0,4.32,4.95,5.2,5.43,5.64,5.82,5.99,6.140000000000001,6.390000000000001,171.94,172.75,173.39000000000001,174.14000000000001,174.91,175.70000000000002,176.58,177.44,179.29,21.900000000000002,21.740000000000002,21.63,21.5,21.36,21.22,21.07,20.94,20.63,N/A,N/A -2012,12,7,20,30,101210,100040,98900,83.63,0,4.49,5.18,5.44,5.69,5.9,6.09,6.2700000000000005,6.43,6.8,168.37,169.35,170.1,171.02,171.96,172.92000000000002,173.95000000000002,174.92000000000002,176.8,21.900000000000002,21.75,21.64,21.5,21.37,21.23,21.080000000000002,20.95,20.66,N/A,N/A -2012,12,7,21,30,101200,100030,98890,83.64,0,4.55,5.37,5.7,6.01,6.28,6.53,6.76,6.97,7.3100000000000005,173.4,174.11,174.63,175.29,175.96,176.65,177.41,178.14000000000001,179.86,21.86,21.75,21.66,21.54,21.41,21.28,21.14,21,20.7,N/A,N/A -2012,12,7,22,30,101200,100030,98890,87.21000000000001,0,4.18,5.05,5.4,5.71,5.96,6.17,6.390000000000001,6.59,7.01,170.25,171.6,172.66,174.02,175.44,176.94,178.54,180.07,182.5,21.64,21.580000000000002,21.52,21.43,21.32,21.21,21.09,20.98,20.72,N/A,N/A -2012,12,7,23,30,101200,100030,98900,87.35000000000001,0,4.45,5.37,5.76,6.13,6.44,6.72,6.96,7.17,7.49,160.66,162.27,163.5,165.04,166.47,167.85,169.03,170.07,171.79,21.5,21.45,21.400000000000002,21.330000000000002,21.25,21.16,21.05,20.94,20.67,N/A,N/A -2012,12,8,0,30,101210,100040,98900,88.21000000000001,0,4.18,5.08,5.48,5.89,6.26,6.61,6.91,7.17,7.38,156.45000000000002,158.23,159.69,161.62,163.5,165.37,167.17000000000002,168.84,172.59,21.41,21.36,21.32,21.27,21.21,21.150000000000002,21.07,20.98,20.82,N/A,N/A -2012,12,8,1,30,101200,100030,98900,87.3,0,5.08,6.0200000000000005,6.4,6.78,7.12,7.43,7.72,7.98,8.38,156.20000000000002,157.09,157.8,158.8,159.9,161.11,162.49,163.86,166.74,21.46,21.36,21.29,21.2,21.11,21.02,20.92,20.830000000000002,20.63,N/A,N/A -2012,12,8,2,30,101200,100030,98900,86.13,0,5.44,6.45,6.8500000000000005,7.25,7.58,7.88,8.120000000000001,8.34,8.63,154.74,155.53,156.19,157.1,158.08,159.14000000000001,160.41,161.67000000000002,164.88,21.54,21.47,21.41,21.32,21.240000000000002,21.16,21.06,20.96,20.72,N/A,N/A -2012,12,8,3,30,101200,100030,98890,85.52,0,6.03,7.05,7.47,7.87,8.24,8.58,8.91,9.22,9.68,152.49,153.12,153.66,154.4,155.19,156.04,156.99,157.92000000000002,159.95000000000002,21.55,21.47,21.39,21.29,21.2,21.11,21.01,20.92,20.71,N/A,N/A -2012,12,8,4,30,101180,100010,98880,87.02,0,6.09,7.0600000000000005,7.44,7.79,8.1,8.4,8.69,8.96,9.51,149.86,150.64000000000001,151.29,152.20000000000002,153.20000000000002,154.3,155.56,156.79,159.45000000000002,21.490000000000002,21.37,21.29,21.18,21.080000000000002,20.98,20.88,20.78,20.6,N/A,N/A -2012,12,8,5,30,101200,100020,98890,86.12,0,6.17,7.25,7.7,8.15,8.56,8.93,9.28,9.61,10.14,153.92000000000002,154.81,155.47,156.28,157.05,157.83,158.63,159.4,161.07,21.580000000000002,21.490000000000002,21.42,21.31,21.21,21.11,21,20.89,20.650000000000002,N/A,N/A -2012,12,8,6,30,101200,100030,98900,86.68,0,5.91,6.95,7.38,7.78,8.14,8.47,8.76,9.02,9.4,162.83,163.39000000000001,163.82,164.42000000000002,165.04,165.71,166.46,167.21,169.11,21.7,21.61,21.54,21.43,21.32,21.21,21.09,20.97,20.7,N/A,N/A -2012,12,8,7,30,101230,100060,98930,88.92,0,5.73,6.78,7.22,7.65,8.03,8.39,8.73,9.05,9.59,167.31,168.18,168.85,169.72,170.57,171.46,172.39000000000001,173.29,175.22,21.69,21.61,21.53,21.43,21.330000000000002,21.23,21.12,21.02,20.79,N/A,N/A -2012,12,8,8,30,101230,100060,98930,89.67,0,4.72,5.7700000000000005,6.24,6.72,7.15,7.5600000000000005,7.94,8.290000000000001,8.81,170.73,171.57,172.27,173.19,174.1,175.05,176.03,176.98,179.62,21.68,21.64,21.59,21.52,21.45,21.36,21.26,21.16,20.91,N/A,N/A -2012,12,8,9,30,101250,100080,98950,90.48,0,4.66,5.7700000000000005,6.2700000000000005,6.79,7.26,7.7,8.07,8.39,8.85,173.62,174.86,175.76,176.79,177.58,178.21,178.75,179.23,180.54,21.72,21.71,21.68,21.62,21.55,21.47,21.38,21.28,21.04,N/A,N/A -2012,12,8,10,30,101270,100100,98960,90.89,0,4.3,5.4,5.91,6.41,6.87,7.32,7.7700000000000005,8.19,8.77,175.08,176.03,176.81,177.93,179.06,180.25,181.26,182.18,183.33,21.68,21.67,21.64,21.580000000000002,21.52,21.46,21.39,21.330000000000002,21.11,N/A,N/A -2012,12,8,11,30,101310,100140,99010,91.71000000000001,0,4.03,5.12,5.63,6.12,6.5200000000000005,6.86,7.17,7.46,7.890000000000001,169.44,170.96,172.12,173.34,174.37,175.27,176.58,178.01,181.95000000000002,21.64,21.650000000000002,21.63,21.580000000000002,21.52,21.43,21.32,21.22,21.01,N/A,N/A -2012,12,8,12,30,101320,100150,99010,91.9,0,4.3100000000000005,5.37,5.86,6.38,6.7700000000000005,7.05,7.16,7.19,7.28,174.26,176.32,178.01,180.16,182.37,184.70000000000002,188.34,192.18,195.52,21.66,21.67,21.67,21.650000000000002,21.61,21.56,21.5,21.43,21.18,N/A,N/A -2012,12,8,13,30,101330,100160,99030,93.52,0,3.8200000000000003,4.8500000000000005,5.32,5.8100000000000005,6.26,6.68,6.88,6.99,7.18,166.39000000000001,170.4,174,179.97,184.70000000000002,188.59,190.42000000000002,191.39000000000001,193.52,21.53,21.6,21.64,21.7,21.73,21.73,21.68,21.61,21.37,N/A,N/A -2012,12,8,14,30,101360,100190,99060,93.27,0,3.9,4.88,5.37,5.95,6.54,7.17,7.61,7.930000000000001,8.19,169.55,172.86,175.8,180.35,184.37,188.13,190.07,191.12,192.02,21.52,21.54,21.55,21.59,21.62,21.650000000000002,21.650000000000002,21.650000000000002,21.47,N/A,N/A -2012,12,8,15,30,101370,100190,99060,92.58,0,4.1,5.0200000000000005,5.44,5.89,6.390000000000001,6.96,7.45,7.9,7.97,167.38,168.93,170.25,172.08,174.07,176.32,178.4,180.32,183.91,21.57,21.51,21.48,21.45,21.42,21.39,21.34,21.28,21.21,N/A,N/A -2012,12,8,16,30,101350,100180,99050,90.19,0,4.8500000000000005,5.8100000000000005,6.23,6.640000000000001,6.97,7.24,7.41,7.53,7.82,170.84,172.07,173.20000000000002,174.91,176.59,178.29,179.63,180.75,182.38,21.79,21.740000000000002,21.7,21.68,21.650000000000002,21.64,21.62,21.6,21.5,N/A,N/A -2012,12,8,17,30,101330,100160,99030,89.53,0,5.19,6.09,6.48,6.9,7.3100000000000005,7.73,8.11,8.44,8.620000000000001,166.48,167.75,168.89000000000001,170.79,172.63,174.52,175.96,177.16,178.65,21.87,21.79,21.740000000000002,21.7,21.67,21.66,21.67,21.68,21.62,N/A,N/A -2012,12,8,18,30,101310,100140,99010,88.74,0,5.5,6.41,6.7700000000000005,7.11,7.43,7.74,8.06,8.370000000000001,8.950000000000001,158.42000000000002,159.59,160.57,161.96,163.43,165.04,166.69,168.27,170.69,21.92,21.81,21.740000000000002,21.64,21.56,21.48,21.400000000000002,21.330000000000002,21.17,N/A,N/A -2012,12,8,19,30,101290,100120,98990,87.09,0,5.48,6.45,6.83,7.21,7.54,7.86,8.15,8.42,8.92,155.43,156.19,156.79,157.69,158.69,159.79,161.09,162.37,165.06,21.98,21.89,21.82,21.72,21.63,21.54,21.44,21.34,21.12,N/A,N/A -2012,12,8,20,30,101280,100110,98980,87.71000000000001,0,5.4,6.42,6.86,7.2700000000000005,7.640000000000001,7.99,8.32,8.63,9.17,159.31,160.24,160.93,161.77,162.6,163.45000000000002,164.31,165.13,166.63,21.97,21.91,21.85,21.75,21.67,21.57,21.47,21.38,21.17,N/A,N/A -2012,12,8,21,30,101270,100100,98970,86.22,0,5.73,6.87,7.3500000000000005,7.79,8.16,8.5,8.82,9.120000000000001,9.65,165.37,166.11,166.63,167.29,167.97,168.69,169.4,170.08,171.07,22.01,21.990000000000002,21.94,21.87,21.79,21.7,21.59,21.490000000000002,21.25,N/A,N/A -2012,12,8,22,30,101280,100110,98980,87.97,0,4.97,6.1000000000000005,6.6000000000000005,7.09,7.53,7.94,8.32,8.68,9.3,169.33,169.88,170.29,170.87,171.42000000000002,171.97,172.44,172.84,173.48,21.88,21.87,21.830000000000002,21.76,21.68,21.6,21.490000000000002,21.38,21.11,N/A,N/A -2012,12,8,23,30,101260,100090,98960,88.74,0,5.2,6.390000000000001,6.93,7.47,7.96,8.41,8.84,9.25,9.92,166.04,167.23,168.11,169.17000000000002,170.16,171.13,171.99,172.77,173.79,21.830000000000002,21.830000000000002,21.81,21.76,21.7,21.64,21.55,21.47,21.26,N/A,N/A -2012,12,9,0,30,101280,100110,98980,89.96000000000001,0,6.0200000000000005,7.23,7.76,8.27,8.72,9.13,9.5,9.84,10.4,161.91,163.05,163.95000000000002,165.03,166.06,167.12,168.19,169.22,171.02,21.830000000000002,21.82,21.78,21.72,21.650000000000002,21.57,21.48,21.39,21.16,N/A,N/A -2012,12,9,1,30,101270,100100,98970,89.71000000000001,0,5.79,7.07,7.61,8.13,8.59,9.02,9.4,9.75,10.34,168.20000000000002,169.04,169.65,170.28,170.83,171.32,171.78,172.19,173.08,21.830000000000002,21.8,21.75,21.68,21.6,21.51,21.400000000000002,21.31,21.080000000000002,N/A,N/A -2012,12,9,2,30,101300,100130,98990,88.62,0,5.2700000000000005,6.43,6.95,7.47,7.92,8.35,8.73,9.07,9.66,177.84,178.33,178.73,179.3,179.86,180.46,181.07,181.65,182.70000000000002,21.86,21.86,21.82,21.75,21.68,21.6,21.51,21.41,21.19,N/A,N/A -2012,12,9,3,30,101290,100120,98980,89.53,0,5.12,6.2700000000000005,6.7700000000000005,7.26,7.68,8.07,8.42,8.74,9.26,177.63,177.78,177.94,178.21,178.5,178.81,179.17000000000002,179.53,180.41,21.81,21.79,21.75,21.67,21.580000000000002,21.48,21.37,21.26,21,N/A,N/A -2012,12,9,4,30,101260,100090,98960,89.68,0,5.22,6.49,7.05,7.61,8.08,8.51,8.9,9.25,9.88,171.77,172.99,173.85,174.69,175.4,176.03,176.57,177.03,177.64000000000001,21.830000000000002,21.830000000000002,21.79,21.73,21.650000000000002,21.56,21.46,21.35,21.09,N/A,N/A -2012,12,9,5,30,101250,100080,98950,90.14,0,5.3100000000000005,6.54,7.09,7.640000000000001,8.11,8.56,8.93,9.27,9.790000000000001,169.8,170.77,171.49,172.34,173.13,173.9,174.66,175.38,176.91,21.830000000000002,21.82,21.78,21.72,21.650000000000002,21.57,21.47,21.37,21.14,N/A,N/A -2012,12,9,6,30,101260,100090,98960,88.17,0,6.13,7.36,7.9,8.41,8.86,9.27,9.65,9.99,10.53,171.59,172.39000000000001,172.96,173.58,174.12,174.61,175.04,175.44,176.15,22.01,21.97,21.92,21.84,21.75,21.650000000000002,21.55,21.44,21.18,N/A,N/A -2012,12,9,7,30,101270,100110,98970,88,0,6.3500000000000005,7.63,8.18,8.72,9.200000000000001,9.65,10.06,10.450000000000001,11.09,174.63,175.23,175.69,176.26,176.83,177.42000000000002,178,178.55,179.47,22.09,22.07,22.03,21.96,21.89,21.81,21.71,21.62,21.39,N/A,N/A -2012,12,9,8,30,101280,100110,98970,87.57000000000001,0,6.51,7.78,8.31,8.82,9.27,9.68,10.06,10.41,11.03,175.17000000000002,175.71,176.13,176.67000000000002,177.20000000000002,177.74,178.3,178.84,179.82,22.150000000000002,22.13,22.09,22.02,21.94,21.86,21.76,21.67,21.44,N/A,N/A -2012,12,9,9,30,101280,100110,98980,88.42,0,6.22,7.48,8.02,8.540000000000001,8.99,9.4,9.76,10.08,10.61,176.32,176.82,177.22,177.8,178.38,178.99,179.63,180.24,181.42000000000002,22.12,22.11,22.07,22,21.92,21.84,21.740000000000002,21.64,21.39,N/A,N/A -2012,12,9,10,30,101280,100110,98980,90.73,0,5.63,6.88,7.43,7.98,8.47,8.91,9.28,9.620000000000001,10.13,179.4,180.44,181.25,182.24,183.17000000000002,184.11,185.08,186,188,22.06,22.05,22.02,21.96,21.89,21.81,21.71,21.6,21.34,N/A,N/A -2012,12,9,11,30,101290,100120,98990,93.03,0,5.22,6.41,6.92,7.44,7.91,8.35,8.76,9.15,9.74,184.36,185.83,186.91,188.24,189.47,190.66,191.62,192.45000000000002,193.26,21.98,21.96,21.92,21.86,21.79,21.72,21.64,21.56,21.36,N/A,N/A -2012,12,9,12,30,101320,100150,99020,94.58,0,4.25,5.44,5.97,6.49,6.92,7.3,7.7700000000000005,8.26,9.06,187.76,189.1,190.11,191.28,192.61,194.11,196.25,198.57,200.74,21.91,21.92,21.900000000000002,21.85,21.78,21.71,21.650000000000002,21.580000000000002,21.44,N/A,N/A -2012,12,9,13,30,101330,100160,99030,94.92,0,4.3100000000000005,5.67,6.32,6.93,7.49,8,8.39,8.72,9.1,194.23000000000002,195.66,196.93,198.95000000000002,200.88,202.83,204.04,204.9,204.99,21.95,22.06,22.1,22.11,22.09,22.06,22,21.94,21.76,N/A,N/A -2012,12,9,14,30,101360,100190,99060,96.52,0,3.23,4.3500000000000005,4.93,5.62,6.49,7.58,8.19,8.540000000000001,9.17,179.88,184.75,188.28,192.05,195.53,199.06,200.92000000000002,201.99,203.39000000000001,21.75,21.78,21.79,21.8,21.85,21.93,21.92,21.87,21.81,N/A,N/A -2012,12,9,15,30,101360,100190,99060,97.58,0,3.04,3.98,4.48,5.19,6.07,7.2,7.87,8.3,9.03,171.88,178.69,183.79,190.07,194.43,197.27,199.20000000000002,200.64000000000001,202.57,21.68,21.63,21.63,21.67,21.72,21.77,21.75,21.72,21.67,N/A,N/A -2012,12,9,16,30,101330,100160,99030,95.81,0,4.54,5.69,6.2700000000000005,6.93,7.54,8.14,8.68,9.18,9.96,187.66,189.39000000000001,190.77,192.52,194.04,195.41,196.46,197.34,199.52,22.05,22,21.97,21.95,21.92,21.900000000000002,21.85,21.8,21.59,N/A,N/A -2012,12,9,17,30,101290,100130,99000,95.69,0,4.54,5.66,6.22,6.87,7.5200000000000005,8.22,8.94,9.65,10.26,191.44,192.84,194.01,195.85,197.72,199.70000000000002,201.15,202.34,202.59,22.17,22.11,22.080000000000002,22.07,22.1,22.150000000000002,22.19,22.23,22.13,N/A,N/A -2012,12,9,18,30,101280,100110,98980,95.98,0,5.04,6.05,6.51,6.99,7.46,7.92,8.4,8.870000000000001,10.09,184.38,185.59,186.61,188.1,189.77,191.70000000000002,194.4,197.3,202.47,22.26,22.150000000000002,22.080000000000002,22,21.94,21.88,21.85,21.830000000000002,21.95,N/A,N/A -2012,12,9,19,30,101250,100080,98960,93.96000000000001,0,5.21,6.43,7,7.65,8.31,9.02,9.790000000000001,10.56,11.99,192.35,193.87,195.1,196.81,198.38,199.92000000000002,201.14000000000001,202.20000000000002,203.21,22.47,22.46,22.45,22.46,22.47,22.5,22.52,22.55,22.45,N/A,N/A -2012,12,9,20,30,101210,100050,98920,93.75,0,5.51,6.8500000000000005,7.46,8.09,8.64,9.16,9.64,10.1,11.11,191.46,192.48000000000002,193.28,194.33,195.28,196.19,197.04,197.82,198.98000000000002,22.52,22.53,22.52,22.48,22.44,22.38,22.32,22.26,22.11,N/A,N/A -2012,12,9,21,30,101190,100030,98900,94.83,0,4.72,6.09,6.7,7.28,7.8100000000000005,8.3,8.8,9.3,10.450000000000001,186.45000000000002,188.19,189.58,191.4,193.18,195,196.64000000000001,198.17000000000002,200.35,22.41,22.490000000000002,22.5,22.48,22.45,22.42,22.38,22.34,22.25,N/A,N/A -2012,12,9,22,30,101150,99990,98860,92.42,0,4.92,6.38,7.07,7.7700000000000005,8.4,8.98,9.6,10.200000000000001,11.48,186.70000000000002,188.23,189.39000000000001,190.71,191.89000000000001,193.01,194.58,196.29,199.98000000000002,22.36,22.52,22.580000000000002,22.64,22.68,22.71,22.740000000000002,22.77,22.64,N/A,N/A -2012,12,9,23,30,101130,99970,98840,91.74,0,5.09,6.5200000000000005,7.17,7.8500000000000005,8.53,9.27,10.15,11.07,12.06,182.92000000000002,184.24,185.39000000000001,187.20000000000002,189.12,191.22,193.02,194.68,195.72,22.28,22.43,22.490000000000002,22.56,22.64,22.72,22.77,22.81,22.61,N/A,N/A -2012,12,10,0,30,101120,99960,98830,92.58,0,5.3,6.74,7.42,8.13,8.76,9.36,10.07,10.81,12.07,181.57,182.57,183.37,184.46,185.8,187.44,189.82,192.48000000000002,195.62,22.240000000000002,22.36,22.41,22.46,22.53,22.62,22.72,22.830000000000002,22.72,N/A,N/A -2012,12,10,1,30,101120,99950,98820,93.99,0,5.38,6.78,7.45,8.15,8.78,9.4,9.96,10.46,11.290000000000001,176.07,176.98,177.75,178.81,179.95000000000002,181.24,182.62,183.99,186.48,22.16,22.23,22.25,22.240000000000002,22.23,22.22,22.19,22.14,21.96,N/A,N/A -2012,12,10,2,30,101100,99930,98810,94.4,0,6.03,7.48,8.14,8.83,9.450000000000001,10.02,10.53,10.98,11.63,177.97,178.49,178.92000000000002,179.48,180.02,180.58,181.12,181.61,182.79,22.23,22.28,22.28,22.26,22.23,22.19,22.12,22.04,21.830000000000002,N/A,N/A -2012,12,10,3,30,101080,99910,98790,94.22,0,6.24,7.71,8.370000000000001,9.02,9.6,10.16,10.71,11.23,12.17,178.1,179.18,179.96,180.9,181.76,182.59,183.31,183.95000000000002,184.81,22.26,22.32,22.31,22.29,22.25,22.2,22.150000000000002,22.09,21.92,N/A,N/A -2012,12,10,4,30,101060,99890,98770,92.74,0,6.57,8.08,8.74,9.38,9.96,10.5,11,11.450000000000001,12.200000000000001,183.16,183.43,183.66,184.01,184.38,184.8,185.25,185.67000000000002,186.52,22.35,22.400000000000002,22.39,22.35,22.3,22.25,22.18,22.1,21.900000000000002,N/A,N/A -2012,12,10,5,30,101030,99860,98740,91.86,0,7.42,8.950000000000001,9.61,10.25,10.8,11.32,11.8,12.24,13.030000000000001,184.70000000000002,185.21,185.58,186.02,186.43,186.85,187.27,187.67000000000002,188.41,22.44,22.490000000000002,22.48,22.46,22.41,22.36,22.29,22.22,22.02,N/A,N/A -2012,12,10,6,30,101050,99890,98760,92.67,0,6.28,7.8100000000000005,8.5,9.18,9.77,10.33,10.85,11.33,12.200000000000001,186.65,187.23,187.69,188.28,188.82,189.36,189.86,190.31,191.17000000000002,22.3,22.400000000000002,22.41,22.38,22.34,22.29,22.22,22.14,21.95,N/A,N/A -2012,12,10,7,30,101050,99880,98760,93.31,0,6.34,7.9,8.620000000000001,9.36,10,10.58,11.11,11.61,12.44,193.46,193.96,194.32,194.84,195.33,195.8,196.21,196.56,197.06,22.28,22.37,22.38,22.37,22.34,22.3,22.23,22.17,21.97,N/A,N/A -2012,12,10,8,30,101010,99850,98720,94.36,0,4.86,6.38,7.11,7.86,8.540000000000001,9.19,9.790000000000001,10.35,11.44,202.20000000000002,202.09,202.06,202.24,202.5,202.86,203.24,203.6,204.04,22.080000000000002,22.18,22.19,22.19,22.16,22.13,22.07,22.01,21.85,N/A,N/A -2012,12,10,9,30,101110,99920,98770,99.10000000000001,4.4,11.76,12.81,13.19,13.4,13.55,13.66,13.75,13.82,13.94,330.29,330.1,330.24,330.41,330.57,330.73,330.90000000000003,331.06,331.43,17.26,16.73,16.53,16.36,16.22,16.080000000000002,15.950000000000001,15.83,15.59,N/A,N/A -2012,12,10,10,30,101190,99990,98830,95.18,150.9,12.89,13.99,14.290000000000001,14.43,14.51,14.57,14.6,14.63,14.72,349.23,349.25,349.21,349.13,349.04,348.94,348.81,348.68,348.25,15.89,15.23,14.99,14.780000000000001,14.59,14.41,14.23,14.07,13.76,N/A,N/A -2012,12,10,11,30,101240,100040,98870,91.9,12.8,12.950000000000001,14.040000000000001,14.3,14.4,14.450000000000001,14.47,14.47,14.450000000000001,14.4,340.15000000000003,340.55,340.8,341.06,341.33,341.59000000000003,341.88,342.16,342.82,15.290000000000001,14.6,14.35,14.13,13.92,13.73,13.540000000000001,13.370000000000001,13.01,N/A,N/A -2012,12,10,12,30,101330,100120,98940,86,0,14.09,15.35,15.67,15.83,15.93,15.99,16.02,16.03,16.03,346.93,346.72,346.58,346.44,346.31,346.18,346.04,345.91,345.62,14.040000000000001,13.24,12.950000000000001,12.71,12.48,12.280000000000001,12.07,11.870000000000001,11.48,N/A,N/A -2012,12,10,13,30,101380,100160,98980,75.71000000000001,0,16.22,17.79,18.19,18.41,18.53,18.62,18.67,18.7,18.72,344.26,344.19,344.18,344.15000000000003,344.11,344.07,344.01,343.96,343.86,13.32,12.42,12.120000000000001,11.86,11.620000000000001,11.41,11.19,10.99,10.59,N/A,N/A -2012,12,10,14,30,101450,100220,99040,72.65,0,16.080000000000002,17.61,18.01,18.22,18.34,18.43,18.490000000000002,18.52,18.56,346.61,346.51,346.45,346.40000000000003,346.34000000000003,346.29,346.23,346.18,346.07,12.76,11.84,11.53,11.27,11.03,10.82,10.6,10.4,10.01,N/A,N/A -2012,12,10,15,30,101550,100330,99140,72.59,0,14.33,15.6,15.950000000000001,16.13,16.25,16.32,16.37,16.41,16.45,352.22,351.97,351.8,351.64,351.48,351.34000000000003,351.18,351.04,350.75,12.21,11.31,11,10.74,10.51,10.3,10.08,9.88,9.48,N/A,N/A -2012,12,10,16,30,101620,100390,99200,71.67,0,12.67,13.700000000000001,13.96,14.09,14.17,14.23,14.26,14.280000000000001,14.290000000000001,351.16,350.94,350.79,350.66,350.53000000000003,350.43,350.31,350.21,349.99,11.67,10.8,10.5,10.24,10.01,9.8,9.58,9.38,8.98,N/A,N/A -2012,12,10,17,30,101620,100390,99200,65.02,0,12.89,13.91,14.15,14.27,14.33,14.36,14.370000000000001,14.370000000000001,14.35,354.89,354.83,354.79,354.74,354.68,354.63,354.58,354.52,354.39,11.450000000000001,10.57,10.27,10.02,9.790000000000001,9.59,9.370000000000001,9.18,8.790000000000001,N/A,N/A -2012,12,10,18,30,101650,100420,99230,63.83,0,11.55,12.450000000000001,12.68,12.8,12.88,12.93,12.97,12.99,13.030000000000001,351.05,350.85,350.75,350.64,350.55,350.46,350.36,350.27,350.09000000000003,11.700000000000001,10.88,10.59,10.35,10.120000000000001,9.91,9.700000000000001,9.5,9.11,N/A,N/A -2012,12,10,19,30,101680,100450,99260,59.93,0,11.1,11.94,12.15,12.26,12.32,12.370000000000001,12.4,12.42,12.44,350.75,350.69,350.64,350.6,350.56,350.53000000000003,350.49,350.46,350.39,12.07,11.27,10.99,10.74,10.51,10.31,10.09,9.89,9.49,N/A,N/A -2012,12,10,20,30,101660,100440,99240,58.88,0,10.53,11.3,11.49,11.58,11.65,11.69,11.71,11.73,11.75,347.17,347.14,347.12,347.1,347.07,347.04,347.01,346.99,346.93,12.290000000000001,11.52,11.24,10.99,10.77,10.56,10.34,10.14,9.74,N/A,N/A -2012,12,10,21,30,101660,100440,99250,57.03,0,10.14,10.86,11.040000000000001,11.13,11.19,11.22,11.25,11.26,11.27,350.27,350.12,350.01,349.90000000000003,349.79,349.7,349.6,349.5,349.32,12.49,11.74,11.47,11.23,11.01,10.8,10.58,10.38,9.97,N/A,N/A -2012,12,10,22,30,101660,100440,99250,57.32,0,9.86,10.55,10.71,10.78,10.83,10.86,10.870000000000001,10.88,10.870000000000001,351.54,351.48,351.42,351.36,351.3,351.25,351.19,351.14,351.05,12.47,11.73,11.450000000000001,11.21,10.98,10.78,10.56,10.36,9.950000000000001,N/A,N/A -2012,12,10,23,30,101710,100480,99290,55.730000000000004,0,9.99,10.68,10.85,10.92,10.96,10.99,11,11,11,354.63,354.51,354.45,354.40000000000003,354.35,354.3,354.25,354.2,354.1,12.18,11.43,11.16,10.91,10.69,10.48,10.26,10.06,9.66,N/A,N/A -2012,12,11,0,30,101780,100550,99360,55.59,0,9.84,10.48,10.63,10.69,10.72,10.74,10.74,10.73,10.71,1.34,1.09,0.92,0.75,0.6,0.46,0.31,0.18,359.90000000000003,11.6,10.83,10.55,10.3,10.08,9.870000000000001,9.65,9.450000000000001,9.05,N/A,N/A -2012,12,11,1,30,101830,100590,99390,55.730000000000004,0,9.8,10.44,10.57,10.63,10.65,10.66,10.66,10.65,10.620000000000001,1.59,1.3900000000000001,1.26,1.1400000000000001,1.02,0.91,0.8,0.6900000000000001,0.48,11.06,10.27,9.99,9.75,9.52,9.32,9.1,8.9,8.5,N/A,N/A -2012,12,11,2,30,101860,100630,99430,56.22,0,10.07,10.72,10.85,10.9,10.92,10.93,10.92,10.9,10.86,2.27,2.13,2.0300000000000002,1.94,1.86,1.78,1.69,1.61,1.44,10.68,9.870000000000001,9.59,9.35,9.120000000000001,8.91,8.700000000000001,8.5,8.1,N/A,N/A -2012,12,11,3,30,101890,100650,99440,56.800000000000004,0,9.870000000000001,10.49,10.6,10.64,10.65,10.65,10.63,10.61,10.55,4.11,4.09,4.08,4.07,4.05,4.04,4.0200000000000005,3.99,3.95,10.27,9.46,9.18,8.93,8.71,8.5,8.28,8.08,7.69,N/A,N/A -2012,12,11,4,30,101890,100640,99440,59.43,0,10.07,10.69,10.8,10.84,10.84,10.84,10.81,10.790000000000001,10.72,2.59,2.77,2.89,2.99,3.09,3.16,3.25,3.33,3.47,9.78,8.94,8.65,8.4,8.17,7.96,7.74,7.54,7.15,N/A,N/A -2012,12,11,5,30,101890,100650,99440,61.89,0,10.200000000000001,10.85,10.98,11.03,11.05,11.05,11.040000000000001,11.02,10.97,6.1000000000000005,6.34,6.48,6.6000000000000005,6.71,6.8100000000000005,6.91,7,7.17,9.34,8.48,8.18,7.930000000000001,7.7,7.48,7.26,7.0600000000000005,6.66,N/A,N/A -2012,12,11,6,30,101930,100690,99480,63.96,0,9.9,10.51,10.64,10.68,10.700000000000001,10.71,10.69,10.68,10.63,10.540000000000001,10.73,10.81,10.89,10.96,11.02,11.09,11.15,11.27,9.09,8.23,7.930000000000001,7.68,7.44,7.23,7.01,6.8,6.4,N/A,N/A -2012,12,11,7,30,101930,100680,99470,64.21000000000001,0,10.06,10.69,10.82,10.870000000000001,10.89,10.89,10.88,10.86,10.82,17.81,17.94,17.990000000000002,18.04,18.080000000000002,18.12,18.17,18.21,18.28,8.78,7.91,7.61,7.36,7.12,6.91,6.69,6.48,6.08,N/A,N/A -2012,12,11,8,30,101960,100720,99500,64.13,0,9.950000000000001,10.55,10.67,10.71,10.72,10.72,10.700000000000001,10.67,10.61,21.68,21.73,21.81,21.88,21.94,22,22.05,22.11,22.2,8.52,7.640000000000001,7.34,7.08,6.84,6.63,6.42,6.21,5.8100000000000005,N/A,N/A -2012,12,11,9,30,101970,100720,99510,64.15,0,9.51,10.07,10.17,10.21,10.22,10.22,10.200000000000001,10.18,10.120000000000001,20.900000000000002,21.080000000000002,21.2,21.32,21.42,21.52,21.62,21.7,21.89,8.49,7.63,7.33,7.08,6.8500000000000005,6.640000000000001,6.42,6.22,5.82,N/A,N/A -2012,12,11,10,30,102020,100770,99560,64.56,0,8.84,9.33,9.41,9.44,9.44,9.43,9.41,9.38,9.31,20.39,20.650000000000002,20.84,20.990000000000002,21.14,21.28,21.41,21.54,21.79,8.51,7.68,7.390000000000001,7.140000000000001,6.9,6.69,6.48,6.28,5.88,N/A,N/A -2012,12,11,11,30,102040,100800,99580,65.87,0,8.64,9.09,9.16,9.18,9.17,9.16,9.13,9.1,9.02,23.78,24.04,24.25,24.43,24.6,24.76,24.92,25.07,25.38,8.6,7.78,7.49,7.24,7.01,6.8,6.59,6.390000000000001,5.99,N/A,N/A -2012,12,11,12,30,102050,100800,99590,66.93,0,8.18,8.59,8.65,8.66,8.65,8.63,8.61,8.58,8.5,26.03,26.39,26.61,26.810000000000002,27.01,27.18,27.36,27.54,27.88,8.77,7.98,7.69,7.45,7.22,7.01,6.8,6.6000000000000005,6.21,N/A,N/A -2012,12,11,13,30,102030,100790,99580,69.18,0,8.77,9.23,9.3,9.31,9.3,9.27,9.24,9.200000000000001,9.120000000000001,26.32,26.76,27.02,27.25,27.48,27.68,27.900000000000002,28.1,28.5,8.84,8.03,7.74,7.49,7.26,7.0600000000000005,6.84,6.65,6.25,N/A,N/A -2012,12,11,14,30,102090,100850,99640,69,0,8.44,8.89,8.950000000000001,8.950000000000001,8.93,8.91,8.870000000000001,8.84,8.75,26.38,26.78,27.060000000000002,27.310000000000002,27.560000000000002,27.78,28.02,28.240000000000002,28.7,8.84,8.03,7.74,7.5,7.2700000000000005,7.07,6.8500000000000005,6.65,6.26,N/A,N/A -2012,12,11,15,30,102090,100840,99630,66.9,0,8.11,8.51,8.58,8.58,8.58,8.56,8.53,8.5,8.42,26.22,26.62,26.87,27.1,27.310000000000002,27.51,27.72,27.91,28.3,8.950000000000001,8.17,7.88,7.640000000000001,7.41,7.2,6.99,6.79,6.390000000000001,N/A,N/A -2012,12,11,16,30,102080,100840,99630,64.77,0,7.47,7.83,7.86,7.86,7.84,7.82,7.79,7.75,7.68,23.72,24.080000000000002,24.35,24.59,24.82,25.03,25.25,25.46,25.87,9.200000000000001,8.45,8.17,7.930000000000001,7.7,7.5,7.29,7.09,6.7,N/A,N/A -2012,12,11,17,30,102070,100820,99610,61.74,0,7.11,7.44,7.48,7.48,7.46,7.45,7.42,7.390000000000001,7.3100000000000005,15.06,15.46,15.69,15.91,16.12,16.32,16.53,16.73,17.13,9.58,8.85,8.58,8.34,8.120000000000001,7.92,7.71,7.5200000000000005,7.12,N/A,N/A -2012,12,11,18,30,102100,100860,99660,59.35,0,5.96,6.2,6.24,6.25,6.24,6.23,6.21,6.19,6.140000000000001,14.57,14.780000000000001,14.91,15.040000000000001,15.16,15.27,15.38,15.49,15.700000000000001,10.08,9.39,9.13,8.9,8.67,8.47,8.26,8.06,7.67,N/A,N/A -2012,12,11,19,30,102070,100830,99620,56.800000000000004,0,6.19,6.47,6.5200000000000005,6.53,6.53,6.5200000000000005,6.51,6.5,6.47,11.290000000000001,11.47,11.58,11.67,11.76,11.84,11.93,12,12.16,10.59,9.91,9.65,9.42,9.200000000000001,9,8.78,8.59,8.19,N/A,N/A -2012,12,11,20,30,102090,100850,99650,54.06,0,4.37,4.57,4.59,4.59,4.59,4.58,4.57,4.57,4.54,12.51,12.950000000000001,13.24,13.51,13.77,14,14.23,14.450000000000001,14.88,11.13,10.52,10.27,10.040000000000001,9.83,9.63,9.41,9.21,8.82,N/A,N/A -2012,12,11,21,30,102020,100790,99590,53.19,0,5.84,6.11,6.16,6.19,6.19,6.2,6.19,6.19,6.17,8.2,8.700000000000001,9,9.27,9.52,9.74,9.96,10.17,10.58,11.69,11.05,10.8,10.57,10.35,10.15,9.93,9.73,9.33,N/A,N/A -2012,12,11,22,30,102110,100880,99680,49.11,0,4.65,4.82,4.83,4.82,4.8,4.79,4.7700000000000005,4.75,4.71,2.7600000000000002,3.18,3.45,3.69,3.92,4.13,4.3500000000000005,4.5600000000000005,4.96,12.040000000000001,11.450000000000001,11.21,10.99,10.77,10.58,10.36,10.16,9.77,N/A,N/A -2012,12,11,23,30,102050,100820,99620,51.9,0,7.25,7.62,7.68,7.69,7.69,7.68,7.66,7.640000000000001,7.6000000000000005,12.88,13.120000000000001,13.25,13.370000000000001,13.49,13.59,13.71,13.8,14.01,12.290000000000001,11.63,11.38,11.15,10.92,10.72,10.51,10.31,9.91,N/A,N/A -2012,12,12,0,30,102100,100860,99670,54.57,0,8.14,8.58,8.64,8.65,8.64,8.620000000000001,8.6,8.57,8.51,15.41,15.66,15.73,15.81,15.89,15.96,16.05,16.12,16.28,12.13,11.43,11.18,10.950000000000001,10.72,10.52,10.31,10.11,9.71,N/A,N/A -2012,12,12,1,30,102210,100980,99780,54.49,0,6.76,7.09,7.140000000000001,7.15,7.140000000000001,7.13,7.1000000000000005,7.08,7.0200000000000005,16.68,16.96,17.06,17.16,17.240000000000002,17.32,17.400000000000002,17.46,17.61,11.91,11.25,11,10.77,10.540000000000001,10.34,10.13,9.93,9.53,N/A,N/A -2012,12,12,2,30,102210,100970,99770,55.660000000000004,0,7.97,8.4,8.46,8.47,8.47,8.46,8.43,8.4,8.33,21.62,21.76,21.85,21.92,22,22.06,22.13,22.19,22.31,11.73,11.03,10.77,10.540000000000001,10.32,10.120000000000001,9.9,9.700000000000001,9.3,N/A,N/A -2012,12,12,3,30,102250,101020,99810,55.56,0,7.67,8.07,8.13,8.14,8.13,8.11,8.08,8.06,7.99,22.53,22.91,23.16,23.37,23.59,23.78,23.990000000000002,24.18,24.57,11.65,10.96,10.700000000000001,10.47,10.24,10.040000000000001,9.83,9.63,9.23,N/A,N/A -2012,12,12,4,30,102280,101050,99840,57.15,0,7.33,7.7,7.75,7.76,7.75,7.74,7.72,7.69,7.63,27.02,27.35,27.59,27.810000000000002,28.01,28.2,28.39,28.57,28.93,11.71,11.02,10.77,10.540000000000001,10.31,10.120000000000001,9.9,9.700000000000001,9.3,N/A,N/A -2012,12,12,5,30,102310,101070,99870,58.19,0,8,8.41,8.47,8.48,8.47,8.45,8.41,8.38,8.3,22.41,22.830000000000002,23.1,23.34,23.57,23.78,24.01,24.21,24.64,11.53,10.82,10.56,10.33,10.1,9.9,9.69,9.49,9.09,N/A,N/A -2012,12,12,6,30,102340,101100,99900,57.4,0,6.86,7.2,7.25,7.26,7.25,7.25,7.22,7.2,7.140000000000001,31.54,31.84,32.05,32.230000000000004,32.410000000000004,32.57,32.730000000000004,32.88,33.2,11.75,11.11,10.86,10.63,10.41,10.22,10,9.81,9.41,N/A,N/A -2012,12,12,7,30,102380,101150,99950,56.34,0,6.7700000000000005,7.09,7.13,7.13,7.11,7.09,7.0600000000000005,7.03,6.96,26.62,27.02,27.26,27.48,27.7,27.88,28.09,28.28,28.67,11.82,11.17,10.93,10.700000000000001,10.48,10.290000000000001,10.07,9.88,9.49,N/A,N/A -2012,12,12,8,30,102410,101170,99970,56.870000000000005,0,7.5600000000000005,7.92,7.97,7.96,7.94,7.91,7.87,7.83,7.74,22.77,23.1,23.3,23.48,23.650000000000002,23.8,23.96,24.11,24.41,11.59,10.91,10.66,10.43,10.21,10.01,9.8,9.61,9.21,N/A,N/A -2012,12,12,9,30,102450,101210,100010,57.620000000000005,0,7.63,8,8.05,8.05,8.03,8.01,7.97,7.930000000000001,7.84,24.330000000000002,24.580000000000002,24.740000000000002,24.88,25.03,25.150000000000002,25.28,25.400000000000002,25.650000000000002,11.24,10.55,10.3,10.07,9.85,9.65,9.44,9.25,8.86,N/A,N/A -2012,12,12,10,30,102480,101240,100030,59.1,0,8.09,8.52,8.58,8.58,8.56,8.540000000000001,8.5,8.46,8.370000000000001,26.77,27.02,27.21,27.37,27.53,27.66,27.810000000000002,27.94,28.22,10.98,10.26,9.99,9.76,9.540000000000001,9.34,9.13,8.94,8.540000000000001,N/A,N/A -2012,12,12,11,30,102500,101260,100050,57.81,0,7.63,8.02,8.08,8.09,8.08,8.06,8.03,8,7.92,28.59,28.810000000000002,28.94,29.07,29.18,29.28,29.38,29.48,29.67,10.98,10.290000000000001,10.03,9.8,9.58,9.38,9.17,8.98,8.59,N/A,N/A -2012,12,12,12,30,102530,101290,100080,55.910000000000004,0,7.62,8,8.05,8.06,8.040000000000001,8.03,7.99,7.96,7.88,27.91,28.150000000000002,28.32,28.46,28.6,28.72,28.85,28.97,29.2,10.96,10.26,10,9.77,9.55,9.36,9.15,8.96,8.56,N/A,N/A -2012,12,12,13,30,102550,101310,100100,56.85,0,7.62,8.02,8.07,8.08,8.06,8.040000000000001,8.01,7.98,7.9,27.87,28.07,28.19,28.3,28.400000000000002,28.490000000000002,28.580000000000002,28.66,28.82,10.98,10.28,10.02,9.790000000000001,9.57,9.38,9.17,8.97,8.59,N/A,N/A -2012,12,12,14,30,102590,101350,100140,55.71,0,7.68,8.07,8.13,8.13,8.120000000000001,8.1,8.07,8.03,7.95,28.78,29.05,29.21,29.35,29.490000000000002,29.61,29.75,29.86,30.09,10.91,10.21,9.96,9.73,9.51,9.32,9.11,8.92,8.53,N/A,N/A -2012,12,12,15,30,102620,101380,100170,55.28,0,7.59,7.99,8.040000000000001,8.06,8.05,8.03,8,7.97,7.9,29.38,29.55,29.67,29.78,29.87,29.96,30.04,30.12,30.27,11.01,10.32,10.06,9.84,9.620000000000001,9.43,9.22,9.03,8.64,N/A,N/A -2012,12,12,16,30,102630,101390,100180,52.19,0,7.17,7.54,7.59,7.61,7.6000000000000005,7.59,7.57,7.54,7.49,28.310000000000002,28.47,28.55,28.64,28.7,28.76,28.830000000000002,28.88,28.98,11.200000000000001,10.52,10.27,10.05,9.83,9.64,9.43,9.24,8.85,N/A,N/A -2012,12,12,17,30,102620,101380,100170,48.54,0,6.94,7.29,7.34,7.36,7.3500000000000005,7.34,7.32,7.3,7.25,28.01,28.23,28.36,28.48,28.59,28.69,28.79,28.88,29.07,11.55,10.89,10.64,10.42,10.200000000000001,10.01,9.8,9.61,9.22,N/A,N/A -2012,12,12,18,30,102620,101380,100170,47.17,0,6.4,6.72,6.7700000000000005,6.78,6.78,6.78,6.7700000000000005,6.75,6.72,26.92,27.14,27.26,27.37,27.47,27.57,27.66,27.75,27.92,11.89,11.27,11.02,10.8,10.59,10.39,10.19,9.99,9.6,N/A,N/A -2012,12,12,19,30,102600,101360,100160,45.31,0,5.72,6,6.05,6.0600000000000005,6.07,6.07,6.0600000000000005,6.0600000000000005,6.04,27.830000000000002,27.900000000000002,27.94,27.97,28,28.03,28.05,28.07,28.1,12.33,11.74,11.5,11.28,11.07,10.88,10.66,10.47,10.08,N/A,N/A -2012,12,12,20,30,102570,101340,100140,43.5,0,5.39,5.65,5.7,5.72,5.73,5.73,5.73,5.73,5.72,29.79,29.69,29.63,29.55,29.490000000000002,29.43,29.36,29.29,29.14,12.790000000000001,12.22,11.99,11.77,11.56,11.36,11.15,10.96,10.56,N/A,N/A -2012,12,12,21,30,102560,101330,100130,40.43,0,4.86,5.1000000000000005,5.15,5.17,5.18,5.19,5.19,5.19,5.19,33.980000000000004,33.84,33.730000000000004,33.63,33.53,33.44,33.35,33.26,33.06,13.33,12.780000000000001,12.55,12.34,12.13,11.93,11.72,11.53,11.13,N/A,N/A -2012,12,12,22,30,102550,101320,100120,38.800000000000004,0,4.92,5.16,5.2,5.22,5.23,5.23,5.23,5.23,5.23,35.660000000000004,35.63,35.6,35.56,35.53,35.5,35.46,35.44,35.37,13.72,13.18,12.96,12.75,12.530000000000001,12.34,12.13,11.93,11.540000000000001,N/A,N/A -2012,12,12,23,30,102540,101310,100110,39.47,0,5.24,5.5,5.54,5.5600000000000005,5.5600000000000005,5.5600000000000005,5.5600000000000005,5.55,5.54,33.64,33.89,34.05,34.2,34.33,34.45,34.58,34.7,34.94,13.98,13.44,13.22,13.01,12.790000000000001,12.6,12.39,12.200000000000001,11.8,N/A,N/A -2012,12,13,0,30,102560,101330,100130,42.15,0,5.57,5.84,5.88,5.89,5.89,5.89,5.88,5.87,5.84,38.300000000000004,38.730000000000004,39,39.24,39.480000000000004,39.68,39.89,40.09,40.5,14.11,13.57,13.35,13.13,12.92,12.73,12.52,12.32,11.93,N/A,N/A -2012,12,13,1,30,102560,101330,100140,44.660000000000004,0,5.36,5.6000000000000005,5.63,5.64,5.63,5.62,5.6000000000000005,5.59,5.55,45.17,45.68,45.980000000000004,46.25,46.52,46.75,47,47.230000000000004,47.71,14.14,13.61,13.38,13.17,12.96,12.77,12.56,12.36,11.97,N/A,N/A -2012,12,13,2,30,102570,101340,100150,47.95,0,5.38,5.65,5.69,5.71,5.71,5.72,5.71,5.7,5.69,52.38,53.050000000000004,53.43,53.76,54.08,54.370000000000005,54.67,54.95,55.5,14.27,13.74,13.51,13.3,13.09,12.9,12.69,12.49,12.1,N/A,N/A -2012,12,13,3,30,102570,101350,100150,52.22,0,5.37,5.63,5.67,5.69,5.69,5.69,5.68,5.67,5.65,60.09,60.45,60.67,60.870000000000005,61.06,61.24,61.43,61.6,61.95,14.35,13.82,13.6,13.38,13.17,12.98,12.77,12.58,12.18,N/A,N/A -2012,12,13,4,30,102570,101340,100150,51.620000000000005,0,5.11,5.3500000000000005,5.38,5.39,5.39,5.39,5.37,5.37,5.34,68.06,68.3,68.45,68.58,68.71000000000001,68.82000000000001,68.94,69.06,69.28,14.56,14.040000000000001,13.82,13.61,13.4,13.21,13,12.8,12.41,N/A,N/A -2012,12,13,5,30,102560,101340,100150,54.44,0,4.98,5.22,5.26,5.2700000000000005,5.2700000000000005,5.2700000000000005,5.26,5.25,5.22,67.89,68.27,68.52,68.75,68.97,69.17,69.38,69.57000000000001,69.97,14.63,14.11,13.89,13.68,13.47,13.280000000000001,13.07,12.88,12.48,N/A,N/A -2012,12,13,6,30,102580,101350,100160,56.49,0,4.79,5.01,5.04,5.04,5.04,5.04,5.0200000000000005,5.01,4.98,71.72,72.09,72.33,72.54,72.74,72.91,73.11,73.28,73.64,14.73,14.23,14.01,13.8,13.59,13.4,13.19,13,12.6,N/A,N/A -2012,12,13,7,30,102600,101370,100180,58.480000000000004,0,4.8100000000000005,5.01,5.04,5.04,5.04,5.03,5.01,5,4.97,74.62,74.93,75.10000000000001,75.25,75.4,75.52,75.65,75.78,76.03,14.71,14.21,14,13.790000000000001,13.58,13.39,13.18,12.98,12.59,N/A,N/A -2012,12,13,8,30,102590,101370,100180,57.6,0,4.8500000000000005,5.05,5.08,5.08,5.07,5.0600000000000005,5.04,5.03,4.99,70.08,70.36,70.55,70.72,70.89,71.03,71.18,71.32000000000001,71.61,14.790000000000001,14.290000000000001,14.07,13.870000000000001,13.66,13.47,13.26,13.06,12.67,N/A,N/A -2012,12,13,9,30,102590,101370,100180,59.1,0,5.21,5.45,5.48,5.48,5.48,5.47,5.46,5.44,5.4,66.56,66.86,67.05,67.23,67.39,67.54,67.71000000000001,67.85,68.15,14.790000000000001,14.280000000000001,14.06,13.85,13.64,13.450000000000001,13.24,13.05,12.65,N/A,N/A -2012,12,13,10,30,102590,101370,100180,57.910000000000004,0,5.32,5.57,5.6000000000000005,5.61,5.61,5.6000000000000005,5.59,5.57,5.54,65.04,65.25,65.38,65.5,65.62,65.72,65.83,65.93,66.13,14.83,14.33,14.11,13.9,13.69,13.5,13.290000000000001,13.1,12.700000000000001,N/A,N/A -2012,12,13,11,30,102610,101390,100200,59.9,0,6.09,6.4,6.44,6.45,6.45,6.44,6.42,6.4,6.3500000000000005,64.83,65.08,65.24,65.37,65.5,65.62,65.74,65.85,66.08,14.8,14.280000000000001,14.06,13.84,13.63,13.44,13.23,13.040000000000001,12.65,N/A,N/A -2012,12,13,12,30,102630,101400,100210,64.7,0,6.66,7.03,7.09,7.11,7.12,7.11,7.1000000000000005,7.09,7.05,65.02,65.31,65.49,65.66,65.82000000000001,65.96000000000001,66.12,66.27,66.57000000000001,14.57,14.02,13.8,13.59,13.370000000000001,13.18,12.97,12.780000000000001,12.39,N/A,N/A -2012,12,13,13,30,102630,101400,100210,65.72,0,6.65,7.0200000000000005,7.08,7.1000000000000005,7.1000000000000005,7.09,7.08,7.0600000000000005,7.0200000000000005,64.6,64.98,65.22,65.44,65.66,65.86,66.07000000000001,66.27,66.67,14.5,13.950000000000001,13.73,13.51,13.3,13.120000000000001,12.9,12.71,12.32,N/A,N/A -2012,12,13,14,30,102650,101430,100240,66.61,0,6.8100000000000005,7.2,7.26,7.29,7.3,7.3,7.29,7.28,7.25,66.06,66.5,66.77,67.02,67.27,67.49,67.73,67.95,68.4,14.48,13.92,13.700000000000001,13.48,13.27,13.08,12.870000000000001,12.68,12.290000000000001,N/A,N/A -2012,12,13,15,30,102670,101440,100250,65.01,0,6.68,7.0600000000000005,7.13,7.16,7.17,7.17,7.16,7.15,7.13,68.05,68.5,68.77,69.03,69.27,69.48,69.71000000000001,69.92,70.37,14.6,14.06,13.83,13.620000000000001,13.41,13.22,13.01,12.82,12.42,N/A,N/A -2012,12,13,16,30,102650,101420,100230,65.06,0,6.3100000000000005,6.66,6.72,6.75,6.75,6.76,6.75,6.74,6.71,72.17,72.47,72.65,72.82000000000001,72.97,73.12,73.28,73.42,73.71000000000001,14.77,14.24,14.02,13.8,13.59,13.4,13.19,13,12.6,N/A,N/A -2012,12,13,17,30,102630,101400,100220,66.89,0,6.21,6.5600000000000005,6.62,6.65,6.66,6.66,6.66,6.65,6.63,74.65,75.04,75.28,75.49,75.69,75.87,76.07000000000001,76.24,76.61,14.870000000000001,14.35,14.13,13.91,13.700000000000001,13.51,13.3,13.11,12.72,N/A,N/A -2012,12,13,18,30,102610,101380,100200,66.25,0,5.88,6.2,6.26,6.28,6.3,6.3,6.3,6.29,6.2700000000000005,76.12,76.47,76.69,76.88,77.07000000000001,77.24,77.43,77.59,77.93,15.030000000000001,14.52,14.3,14.09,13.88,13.69,13.48,13.280000000000001,12.89,N/A,N/A -2012,12,13,19,30,102590,101370,100180,67.54,0,5.8100000000000005,6.13,6.18,6.21,6.22,6.22,6.22,6.21,6.19,77.48,77.83,78.04,78.23,78.41,78.58,78.75,78.9,79.24,15.16,14.65,14.43,14.22,14.01,13.82,13.61,13.42,13.02,N/A,N/A -2012,12,13,20,30,102560,101330,100150,65.56,0,5.79,6.1000000000000005,6.16,6.18,6.19,6.2,6.19,6.18,6.16,79.55,79.9,80.11,80.3,80.48,80.65,80.83,80.99,81.33,15.3,14.790000000000001,14.58,14.370000000000001,14.16,13.97,13.76,13.57,13.17,N/A,N/A -2012,12,13,21,30,102520,101300,100110,63.88,0,5.44,5.73,5.78,5.8,5.8100000000000005,5.8100000000000005,5.8100000000000005,5.8,5.78,80.81,81.22,81.47,81.71000000000001,81.93,82.14,82.35000000000001,82.55,82.97,15.44,14.950000000000001,14.74,14.530000000000001,14.32,14.13,13.93,13.73,13.34,N/A,N/A -2012,12,13,22,30,102490,101270,100090,63.35,0,5.36,5.64,5.7,5.72,5.73,5.73,5.73,5.73,5.72,83.8,84.16,84.39,84.60000000000001,84.81,84.99,85.19,85.38,85.77,15.610000000000001,15.13,14.92,14.71,14.51,14.31,14.11,13.92,13.52,N/A,N/A -2012,12,13,23,30,102480,101270,100080,64.29,0,5.39,5.68,5.74,5.7700000000000005,5.79,5.8,5.8,5.8,5.8,86.9,87.27,87.52,87.75,87.96000000000001,88.16,88.37,88.56,88.96000000000001,15.81,15.33,15.120000000000001,14.91,14.71,14.51,14.31,14.120000000000001,13.72,N/A,N/A -2012,12,14,0,30,102470,101250,100070,65.51,0,5.62,5.92,5.98,6.01,6.0200000000000005,6.0200000000000005,6.0200000000000005,6.01,6,86.71000000000001,87.03,87.25,87.45,87.65,87.83,88.04,88.22,88.62,15.92,15.44,15.23,15.02,14.82,14.63,14.42,14.23,13.84,N/A,N/A -2012,12,14,1,30,102450,101230,100050,65.55,0,5.94,6.29,6.36,6.4,6.42,6.44,6.45,6.45,6.44,93.11,93.22,93.33,93.47,93.62,93.77,93.93,94.08,94.41,16.17,15.700000000000001,15.49,15.280000000000001,15.07,14.88,14.67,14.48,14.09,N/A,N/A -2012,12,14,2,30,102440,101220,100040,63.58,0,5.83,6.17,6.25,6.29,6.32,6.34,6.3500000000000005,6.36,6.36,95.88,95.79,95.73,95.74000000000001,95.76,95.79,95.85000000000001,95.92,96.10000000000001,16.41,15.96,15.75,15.540000000000001,15.34,15.14,14.94,14.75,14.35,N/A,N/A -2012,12,14,3,30,102420,101210,100030,67.26,0,6.07,6.45,6.55,6.6000000000000005,6.63,6.66,6.67,6.69,6.71,95.8,96.29,96.67,97.03,97.39,97.71000000000001,98.06,98.37,99.02,16.56,16.1,15.9,15.69,15.49,15.3,15.09,14.9,14.51,N/A,N/A -2012,12,14,4,30,102390,101170,100000,66.65,0,6.22,6.61,6.69,6.73,6.75,6.76,6.7700000000000005,6.7700000000000005,6.76,101.41,101.44,101.51,101.58,101.68,101.76,101.88,101.99000000000001,102.27,16.87,16.42,16.22,16.01,15.81,15.620000000000001,15.41,15.22,14.83,N/A,N/A -2012,12,14,5,30,102370,101160,99980,67.85,0,6.3100000000000005,6.74,6.84,6.890000000000001,6.93,6.95,6.97,6.98,6.99,101.01,101.69,102.10000000000001,102.47,102.8,103.11,103.42,103.71000000000001,104.31,17.06,16.62,16.41,16.21,16,15.81,15.610000000000001,15.42,15.030000000000001,N/A,N/A -2012,12,14,6,30,102350,101140,99970,68.43,0,6.21,6.66,6.7700000000000005,6.84,6.88,6.91,6.94,6.96,6.99,105.01,105.5,105.77,106,106.22,106.42,106.61,106.78,107.14,17.23,16.81,16.62,16.41,16.21,16.02,15.81,15.620000000000001,15.23,N/A,N/A -2012,12,14,7,30,102350,101140,99970,70.09,0,6.6000000000000005,7.0600000000000005,7.17,7.22,7.26,7.28,7.29,7.3,7.3100000000000005,107.42,107.96000000000001,108.26,108.54,108.79,109.03,109.26,109.48,109.92,17.43,17.02,16.82,16.62,16.42,16.23,16.02,15.83,15.44,N/A,N/A -2012,12,14,8,30,102320,101110,99940,71.48,0,6.72,7.17,7.28,7.32,7.34,7.3500000000000005,7.36,7.36,7.34,110.21000000000001,110.41,110.54,110.67,110.8,110.92,111.05,111.18,111.47,17.56,17.16,16.96,16.76,16.56,16.37,16.17,15.98,15.59,N/A,N/A -2012,12,14,9,30,102300,101090,99920,72.88,0,6.93,7.45,7.58,7.65,7.69,7.72,7.74,7.76,7.78,111.83,112.28,112.55,112.8,113.03,113.24000000000001,113.46000000000001,113.66,114.09,17.82,17.43,17.240000000000002,17.03,16.830000000000002,16.64,16.44,16.25,15.860000000000001,N/A,N/A -2012,12,14,10,30,102280,101080,99910,72.31,0,7.3,7.87,8.01,8.08,8.120000000000001,8.15,8.17,8.19,8.2,114.76,114.99000000000001,115.18,115.38,115.57000000000001,115.76,115.95,116.14,116.56,18.06,17.67,17.48,17.28,17.080000000000002,16.9,16.69,16.51,16.12,N/A,N/A -2012,12,14,11,30,102280,101070,99910,73.81,0,7.29,7.87,8.01,8.08,8.13,8.16,8.18,8.19,8.2,115.76,116.04,116.24000000000001,116.45,116.64,116.82000000000001,117.01,117.19,117.58,18.28,17.91,17.72,17.52,17.32,17.13,16.93,16.740000000000002,16.35,N/A,N/A -2012,12,14,12,30,102270,101070,99910,76.78,0,7.75,8.4,8.57,8.66,8.73,8.77,8.8,8.82,8.85,117.32000000000001,117.66,117.91,118.16,118.4,118.62,118.86,119.08,119.55,18.45,18.080000000000002,17.89,17.69,17.490000000000002,17.31,17.1,16.92,16.53,N/A,N/A -2012,12,14,13,30,102250,101050,99890,79.61,0,7.94,8.66,8.85,8.96,9.040000000000001,9.1,9.14,9.18,9.23,121.52,121.89,122.12,122.35000000000001,122.56,122.75,122.96000000000001,123.14,123.53,18.6,18.240000000000002,18.06,17.86,17.66,17.47,17.27,17.09,16.69,N/A,N/A -2012,12,14,14,30,102240,101040,99880,80.4,0,8.120000000000001,8.86,9.05,9.15,9.22,9.27,9.3,9.32,9.35,127.2,127.26,127.36,127.47,127.58,127.69,127.81,127.93,128.19,18.86,18.51,18.330000000000002,18.13,17.94,17.75,17.55,17.36,16.97,N/A,N/A -2012,12,14,15,30,102190,100990,99830,81.64,0,7.930000000000001,8.620000000000001,8.790000000000001,8.870000000000001,8.93,8.97,8.99,9.01,9.040000000000001,125.94,126.41,126.79,127.18,127.59,127.98,128.42000000000002,128.82,129.77,19.02,18.69,18.51,18.32,18.13,17.94,17.75,17.56,17.19,N/A,N/A -2012,12,14,16,30,102140,100950,99790,83.97,0,8.02,8.8,9.01,9.14,9.23,9.28,9.33,9.36,9.41,127.31,127.60000000000001,127.82000000000001,128.06,128.29,128.51,128.75,128.97,129.45,19.21,18.89,18.71,18.52,18.32,18.14,17.94,17.75,17.37,N/A,N/A -2012,12,14,17,30,102100,100900,99740,84.22,0,8.44,9.3,9.53,9.67,9.75,9.81,9.84,9.86,9.870000000000001,128.3,128.26,128.36,128.48,128.62,128.76,128.93,129.1,129.48,19.47,19.17,19,18.8,18.61,18.42,18.22,18.04,17.650000000000002,N/A,N/A -2012,12,14,18,30,102040,100850,99690,84.09,0,8.25,9.03,9.24,9.36,9.450000000000001,9.51,9.57,9.63,9.790000000000001,129.07,129.57,129.92000000000002,130.3,130.69,131.09,131.58,132.05,133.34,19.68,19.400000000000002,19.240000000000002,19.05,18.87,18.69,18.5,18.330000000000002,17.96,N/A,N/A -2012,12,14,19,30,101970,100780,99630,86.59,0,7.71,8.45,8.67,8.85,9.02,9.200000000000001,9.38,9.55,9.9,121.64,122.08,122.46000000000001,122.99000000000001,123.64,124.37,125.23,126.04,127.96000000000001,19.79,19.53,19.37,19.19,19.02,18.86,18.68,18.51,18.16,N/A,N/A -2012,12,14,20,30,101880,100690,99540,88.64,0,8.38,9.61,10.05,10.18,10.41,10.72,10.99,11.22,11.61,125.24000000000001,126.58,127.46000000000001,128.17000000000002,129.1,130.24,131.5,132.72,134.64000000000001,19.88,19.66,19.51,19.32,19.17,19.04,18.88,18.73,18.43,N/A,N/A -2012,12,14,21,30,101800,100610,99460,86.32000000000001,0,8.76,9.86,10.25,10.55,10.790000000000001,11.01,11.200000000000001,11.370000000000001,11.69,133.71,134,134.22,134.5,134.8,135.11,135.47,135.82,136.68,20.2,20,19.86,19.69,19.53,19.37,19.19,19.03,18.68,N/A,N/A -2012,12,14,22,30,101730,100550,99400,87.17,0,9.16,10.39,10.82,11.17,11.47,11.73,11.96,12.17,12.56,137.28,137.72,138.04,138.42000000000002,138.83,139.24,139.73,140.19,141.29,20.36,20.19,20.06,19.91,19.75,19.59,19.43,19.27,18.94,N/A,N/A -2012,12,14,23,30,101700,100510,99370,87.33,0,9.77,11.09,11.61,12.040000000000001,12.39,12.69,12.96,13.200000000000001,13.6,142.45000000000002,142.77,143,143.24,143.47,143.69,143.95000000000002,144.19,144.83,20.54,20.42,20.31,20.16,20.01,19.86,19.7,19.55,19.22,N/A,N/A -2012,12,15,0,30,101640,100460,99320,88.63,0,8.94,10.3,10.82,11.290000000000001,11.68,12.040000000000001,12.370000000000001,12.68,13.25,147.39000000000001,147.8,148.13,148.53,148.91,149.27,149.64000000000001,149.99,150.65,20.66,20.54,20.44,20.31,20.16,20.02,19.87,19.73,19.41,N/A,N/A -2012,12,15,1,30,101610,100430,99290,88.23,0,8.94,10.33,10.84,11.28,11.66,11.99,12.290000000000001,12.55,13.02,151.73,152.08,152.34,152.68,153.05,153.45000000000002,153.91,154.35,155.45000000000002,20.77,20.68,20.59,20.46,20.34,20.21,20.06,19.92,19.62,N/A,N/A -2012,12,15,2,30,101570,100400,99250,88.63,0,8.85,10.33,10.91,11.4,11.81,12.18,12.51,12.81,13.36,155.21,155.71,156.08,156.35,156.53,156.64000000000001,156.66,156.65,156.45000000000002,20.91,20.85,20.76,20.63,20.5,20.37,20.21,20.06,19.73,N/A,N/A -2012,12,15,3,30,101610,100430,99290,88.2,0,7.18,8.63,9.290000000000001,9.94,10.5,11.01,11.47,11.89,12.66,155.73,156.48,157.09,157.95000000000002,158.82,159.76,160.74,161.69,163.52,20.96,20.95,20.89,20.8,20.7,20.6,20.47,20.36,20.09,N/A,N/A -2012,12,15,4,30,101580,100400,99260,89.97,0,6.63,7.92,8.45,8.950000000000001,9.41,9.85,10.31,10.75,11.66,154.94,156.37,157.5,158.97,160.42000000000002,161.91,163.27,164.53,166.26,20.95,20.95,20.900000000000002,20.830000000000002,20.740000000000002,20.66,20.56,20.46,20.25,N/A,N/A -2012,12,15,5,30,101540,100360,99220,90.74,0,7.55,9.040000000000001,9.64,10.17,10.620000000000001,11.040000000000001,11.43,11.8,12.620000000000001,161.43,162.51,163.29,164.21,165.14000000000001,166.09,167.09,168.02,169.9,20.97,20.990000000000002,20.96,20.89,20.82,20.740000000000002,20.63,20.53,20.29,N/A,N/A -2012,12,15,6,30,101530,100360,99220,90.4,0,7.19,8.68,9.25,9.81,10.27,10.68,11.05,11.39,11.96,164.68,165.62,166.38,167.33,168.27,169.17000000000002,170.07,170.91,172.41,21.03,21.07,21.04,20.990000000000002,20.92,20.830000000000002,20.73,20.63,20.37,N/A,N/A -2012,12,15,7,30,101540,100370,99230,90.27,0,6.37,7.82,8.46,9.09,9.67,10.24,10.81,11.34,12.32,168.73,169.17000000000002,169.53,170.04,170.55,171.1,171.61,172.08,172.78,21,21.07,21.05,21,20.95,20.88,20.8,20.73,20.53,N/A,N/A -2012,12,15,8,30,101520,100350,99210,91.15,0,6.93,8.44,9.08,9.67,10.17,10.61,11,11.34,11.870000000000001,170.85,171.47,172.01,172.67000000000002,173.28,173.86,174.4,174.91,175.83,21.07,21.16,21.16,21.13,21.080000000000002,21.01,20.92,20.82,20.56,N/A,N/A -2012,12,15,9,30,101500,100330,99190,90.89,0,7.1000000000000005,8.66,9.34,10.01,10.59,11.120000000000001,11.64,12.13,13.02,170.22,171.06,171.77,172.84,173.97,175.20000000000002,176.43,177.6,179.51,21.09,21.19,21.2,21.18,21.16,21.12,21.07,21.02,20.87,N/A,N/A -2012,12,15,10,30,101500,100320,99190,92.92,0,5.91,7.55,8.31,9.05,9.700000000000001,10.28,10.790000000000001,11.26,12.18,167.1,169.32,170.96,172.84,174.44,175.87,177.02,178.01,179.8,20.94,21.1,21.150000000000002,21.17,21.16,21.13,21.07,21,20.830000000000002,N/A,N/A -2012,12,15,11,30,101500,100320,99190,92.44,0,6.58,8.22,8.97,9.75,10.450000000000001,11.120000000000001,11.73,12.3,13.200000000000001,173.18,174.31,175.24,176.51,177.73,178.98,180.01,180.9,181.85,21.06,21.2,21.240000000000002,21.25,21.25,21.23,21.18,21.13,20.92,N/A,N/A -2012,12,15,12,30,101500,100320,99190,93,0,5.83,7.51,8.35,9.22,10.01,10.77,11.370000000000001,11.88,12.72,171.48,173.42000000000002,174.89000000000001,176.74,178.42000000000002,180.01,181.39000000000001,182.62,185.24,20.96,21.16,21.240000000000002,21.29,21.32,21.35,21.32,21.29,21.11,N/A,N/A -2012,12,15,13,30,101480,100310,99170,92.99,0,6.0200000000000005,7.72,8.55,9.43,10.24,11.02,11.71,12.34,13.25,170.98,172.86,174.28,176.01,177.56,179.03,180.25,181.32,182.76,20.96,21.16,21.23,21.31,21.36,21.39,21.36,21.32,21.09,N/A,N/A -2012,12,15,14,30,101490,100320,99180,93.11,0,5.67,7.32,8.11,8.9,9.6,10.23,10.77,11.25,11.81,173.18,174.99,176.34,177.82,179.1,180.24,181.16,181.94,183,20.96,21.150000000000002,21.21,21.26,21.28,21.29,21.26,21.23,21.02,N/A,N/A -2012,12,15,15,30,101500,100330,99190,93.45,0,5.1000000000000005,6.74,7.5600000000000005,8.4,9.15,9.82,10.38,10.88,11.56,171.19,173.08,174.5,176.11,177.57,178.96,180.14000000000001,181.21,183.19,20.96,21.14,21.21,21.26,21.28,21.29,21.25,21.21,21.03,N/A,N/A -2012,12,15,16,30,101490,100320,99180,93.48,0,4.96,6.5,7.28,8.13,8.870000000000001,9.55,10.1,10.58,11.28,177.67000000000002,178.85,179.88,181.32,182.75,184.21,185.52,186.71,188.19,21.02,21.17,21.23,21.27,21.3,21.3,21.27,21.240000000000002,21.07,N/A,N/A -2012,12,15,17,30,101480,100300,99170,95.54,0,3.46,4.84,5.55,6.33,7.13,8.02,8.61,9.03,9.88,170.53,173.46,175.72,178.15,180.76,183.72,185.5,186.67000000000002,188.42000000000002,20.96,21.080000000000002,21.13,21.18,21.22,21.26,21.23,21.18,21.04,N/A,N/A -2012,12,15,18,30,101470,100290,99160,96.26,0,3.25,4.43,5.09,5.86,6.73,7.7700000000000005,8.35,8.700000000000001,9.39,162.33,167.09,170.68,174.51,177.71,180.54,181.98,182.76,184.06,20.990000000000002,21.06,21.11,21.17,21.21,21.23,21.2,21.150000000000002,21.01,N/A,N/A -2012,12,15,19,30,101440,100260,99130,95.03,0,3.7600000000000002,4.9,5.51,6.3100000000000005,7.04,7.75,8.370000000000001,8.94,9.38,163.61,167,169.63,172.96,176.01,178.92000000000002,180.78,182.17000000000002,183.38,21.19,21.2,21.22,21.26,21.28,21.3,21.29,21.28,21.1,N/A,N/A -2012,12,15,20,30,101400,100230,99090,94.95,0,4.32,5.53,6.07,6.67,7.28,7.94,8.63,9.32,9.8,159.17000000000002,162.33,164.96,168.71,171.86,174.69,177.78,180.88,182.85,21.17,21.240000000000002,21.25,21.27,21.29,21.3,21.32,21.34,21.17,N/A,N/A -2012,12,15,21,30,101360,100190,99060,94.01,0,4.46,5.98,6.71,7.46,8.18,8.93,9.63,10.290000000000001,10.72,164.44,166.81,168.83,171.59,174.25,176.98,179.62,182.13,183.65,21.01,21.22,21.32,21.39,21.44,21.47,21.490000000000002,21.5,21.38,N/A,N/A -2012,12,15,22,30,101320,100150,99020,92.56,0,5.95,7.62,8.42,9.3,10.06,10.72,11.19,11.56,11.93,163.69,166.01,167.88,170.39000000000001,172.68,174.86,176.85,178.65,180.46,21.14,21.39,21.490000000000002,21.57,21.650000000000002,21.71,21.72,21.71,21.57,N/A,N/A -2012,12,15,23,30,101280,100110,98980,92.02,0,7.51,9.43,10.34,11.22,11.86,12.3,12.540000000000001,12.69,12.870000000000001,166.65,168.39000000000001,169.73,171.39000000000001,173,174.61,176.06,177.36,178.74,21.19,21.5,21.650000000000002,21.82,21.92,21.97,21.94,21.900000000000002,21.69,N/A,N/A -2012,12,16,0,30,101290,100120,98990,91.91,0,7.640000000000001,9.450000000000001,10.290000000000001,11.15,11.9,12.58,13.1,13.530000000000001,13.68,166.12,167.8,169.11,170.78,172.32,173.83,175.16,176.35,178.19,21.21,21.45,21.56,21.68,21.77,21.84,21.85,21.830000000000002,21.64,N/A,N/A -2012,12,16,1,30,101290,100120,98990,92.17,0,6.97,8.73,9.57,10.47,11.25,11.96,12.51,12.96,13.43,171.18,172.23,173.12,174.45000000000002,175.72,177,178.07,179.01,180.55,21.18,21.400000000000002,21.5,21.63,21.740000000000002,21.84,21.86,21.84,21.61,N/A,N/A -2012,12,16,2,30,101290,100120,98990,91.73,0,6.68,8.44,9.27,10.11,10.83,11.49,12.01,12.450000000000001,12.71,168.78,169.71,170.47,171.54,172.57,173.61,174.71,175.78,177.79,21.28,21.54,21.650000000000002,21.75,21.82,21.85,21.830000000000002,21.8,21.64,N/A,N/A -2012,12,16,3,30,101260,100090,98960,92.08,0,6.91,8.64,9.450000000000001,10.26,10.97,11.61,12.08,12.450000000000001,12.88,169.36,170.48,171.5,173.08,174.63,176.25,177.63,178.84,181.11,21.19,21.42,21.52,21.63,21.71,21.77,21.8,21.81,21.78,N/A,N/A -2012,12,16,4,30,101220,100050,98920,92.75,0,6.5600000000000005,8.25,9.08,10.02,10.86,11.67,12.41,13.09,14.16,169.25,171.89000000000001,173.73,175.64000000000001,177.14000000000001,178.34,179.42000000000002,180.41,181.94,21.03,21.28,21.38,21.46,21.5,21.5,21.48,21.46,21.36,N/A,N/A -2012,12,16,5,30,101180,100010,98880,90.84,0,8.78,10.63,11.43,12.19,12.83,13.41,13.9,14.33,14.93,175.78,176.35,176.84,177.54,178.31,179.19,180.14000000000001,181.08,182.69,21.44,21.62,21.66,21.68,21.68,21.68,21.650000000000002,21.61,21.44,N/A,N/A -2012,12,16,6,30,101190,100020,98890,91.35000000000001,0,8.34,10.14,10.950000000000001,11.76,12.46,13.1,13.69,14.22,15.05,180.72,181.47,182.09,182.94,183.78,184.69,185.6,186.48,187.88,21.57,21.73,21.77,21.79,21.8,21.81,21.79,21.77,21.650000000000002,N/A,N/A -2012,12,16,7,30,101180,100010,98880,91.77,0,7.97,9.69,10.44,11.16,11.790000000000001,12.38,12.86,13.280000000000001,13.75,180.79,181.83,182.71,183.86,184.96,186.07,187.12,188.09,189.92000000000002,21.48,21.63,21.67,21.69,21.71,21.72,21.72,21.71,21.6,N/A,N/A -2012,12,16,8,30,101150,99980,98850,92.38,0,7.38,9.06,9.85,10.66,11.38,12.07,12.63,13.11,13.620000000000001,183.25,184.61,185.69,187.1,188.31,189.38,190.14000000000001,190.72,191.26,21.34,21.490000000000002,21.54,21.57,21.6,21.62,21.61,21.6,21.41,N/A,N/A -2012,12,16,9,30,101110,99950,98810,92.49,0,7.21,8.84,9.56,10.23,10.8,11.3,11.72,12.08,12.76,182.48,183.55,184.39000000000001,185.48,186.46,187.39000000000001,188.21,188.92000000000002,190.14000000000001,21.32,21.48,21.53,21.56,21.57,21.56,21.52,21.47,21.3,N/A,N/A -2012,12,16,10,30,101100,99930,98800,92.28,0,7.15,8.790000000000001,9.56,10.27,10.89,11.450000000000001,11.97,12.450000000000001,13.31,189.29,189.49,189.67000000000002,189.98,190.32,190.70000000000002,191.07,191.41,192.1,21.36,21.48,21.51,21.5,21.490000000000002,21.46,21.41,21.36,21.19,N/A,N/A -2012,12,16,11,30,101100,99930,98800,92.55,0,6.11,7.75,8.540000000000001,9.31,9.97,10.57,11.1,11.58,12.35,197.4,197.26,197.12,197,196.94,196.94,197.01,197.11,197.36,21.31,21.45,21.48,21.46,21.43,21.38,21.31,21.240000000000002,21.05,N/A,N/A -2012,12,16,12,30,101080,99920,98780,92.66,0,6.74,8.33,9.05,9.77,10.39,10.94,11.44,11.88,12.56,197.8,198.03,198.19,198.38,198.56,198.75,199.01,199.28,200.17000000000002,21.27,21.37,21.39,21.37,21.34,21.29,21.240000000000002,21.17,21.01,N/A,N/A -2012,12,16,13,30,101090,99920,98790,92.81,0,6.5200000000000005,8.05,8.78,9.5,10.16,10.83,11.47,12.08,13.16,195.83,196.84,197.66,198.65,199.52,200.35,201.01,201.58,202.28,21.25,21.36,21.39,21.37,21.35,21.32,21.28,21.25,21.12,N/A,N/A -2012,12,16,14,30,101050,99880,98750,91.17,0,9.16,11.1,11.94,12.75,13.450000000000001,14.06,14.57,15.01,15.69,187.20000000000002,188.53,189.52,190.71,191.77,192.78,193.69,194.52,196.11,21.61,21.77,21.8,21.82,21.81,21.79,21.740000000000002,21.68,21.490000000000002,N/A,N/A -2012,12,16,15,30,101040,99880,98750,91.15,0,9.18,11,11.81,12.63,13.34,14.01,14.61,15.15,16.03,191.15,191.86,192.43,193.21,193.98000000000002,194.82,195.70000000000002,196.57,198.45000000000002,21.57,21.68,21.68,21.67,21.64,21.61,21.57,21.53,21.42,N/A,N/A -2012,12,16,16,30,101010,99840,98710,90.22,0,10.36,12.19,13,13.76,14.4,14.99,15.540000000000001,16.05,16.96,190.18,190.68,191.08,191.62,192.16,192.74,193.39000000000001,194.07,195.64000000000001,21.68,21.8,21.81,21.77,21.73,21.66,21.59,21.52,21.34,N/A,N/A -2012,12,16,17,30,101120,99930,98790,94.93,96.30000000000001,9.89,10.92,11.370000000000001,11.82,12.38,12.98,13.64,14.23,14.98,289.16,289.57,290.28000000000003,291.23,292.59000000000003,294.14,295.68,297.04,298.6,18.96,18.650000000000002,18.51,18.37,18.26,18.16,18.07,17.98,17.830000000000002,N/A,N/A -2012,12,16,18,30,101140,99960,98810,94.76,115.4,5.87,6.3100000000000005,6.51,6.71,7.05,7.53,8.45,9.56,10.77,290.88,291.74,292.12,292.79,293.68,294.84000000000003,296.06,297.33,299.27,18.66,18.330000000000002,18.17,17.990000000000002,17.84,17.71,17.64,17.61,17.66,N/A,N/A -2012,12,16,19,30,101170,99980,98840,95.51,33.300000000000004,4.37,4.76,4.98,5.45,6.05,6.78,7.23,7.58,8.27,282.44,281.94,283.87,287.77,291.44,295.11,297.29,299.01,301.57,18.59,18.29,18.16,18.05,18.02,18.05,18.03,18.02,17.88,N/A,N/A -2012,12,16,20,30,101040,99850,98710,94.57000000000001,9.9,0.5700000000000001,0.58,0.71,1.32,1.9000000000000001,2.27,2.56,2.81,3.3200000000000003,64.23,55.910000000000004,41.61,0.55,332.3,326.57,321.67,317.18,309.12,18.72,18.43,18.3,18.22,18.14,18.05,17.92,17.81,17.54,N/A,N/A -2012,12,16,21,30,101020,99840,98700,93.05,0,1.11,1.04,0.75,0.29,0.39,1.28,1.9100000000000001,2.19,2.66,110.99000000000001,109.33,79.33,21.63,1.02,319.76,298.71,297.32,294.72,18.92,18.64,18.5,18.38,18.35,18.39,18.28,18.14,17.81,N/A,N/A -2012,12,16,22,30,101000,99820,98670,90.36,0,2.22,2.2,2.0100000000000002,1.6300000000000001,1.56,1.69,1.9000000000000001,2.13,2.73,155.77,157.79,168.58,197.12,213.73000000000002,225.87,233.83,240.63,248.68,19.25,18.96,18.84,18.8,18.72,18.59,18.45,18.31,18.05,N/A,N/A -2012,12,16,23,30,100950,99770,98630,92.84,0,4.17,4.18,4.04,3.79,3.73,3.81,3.95,4.1,4.55,149.92000000000002,152.25,157.43,172.34,183.1,191.71,198.98000000000002,205.47,216.43,19.22,18.95,18.84,18.82,18.76,18.67,18.61,18.55,18.44,N/A,N/A -2012,12,17,0,30,100980,99810,98660,93.03,0,5.41,5.6000000000000005,5.57,5.46,5.38,5.3100000000000005,5.26,5.21,5.19,159.93,161.02,163.09,169.54,174.72,179.18,183.57,187.64000000000001,196.02,19.48,19.22,19.080000000000002,18.98,18.91,18.86,18.8,18.75,18.64,N/A,N/A -2012,12,17,1,30,100960,99790,98650,93.48,0,5.04,5.2,5.12,4.93,4.8,4.71,4.67,4.65,4.76,160.59,162.49,165.77,174.41,180.86,186,191.6,196.94,207.15,19.52,19.27,19.18,19.19,19.22,19.27,19.330000000000002,19.39,19.46,N/A,N/A -2012,12,17,2,30,101000,99820,98680,93.47,0,4.83,5.1000000000000005,5.13,5.16,5.0600000000000005,4.86,4.7700000000000005,4.73,4.75,164.14000000000001,164.76,165.96,169.53,174.3,180.18,185.67000000000002,190.64000000000001,201.17000000000002,19.67,19.400000000000002,19.26,19.11,19.09,19.17,19.2,19.21,19.23,N/A,N/A -2012,12,17,3,30,101020,99840,98700,94.16,0,4.51,4.76,4.79,4.8100000000000005,4.74,4.57,4.47,4.4,4.3500000000000005,168.8,169.39000000000001,170.5,173.93,179.14000000000001,186.23,192.42000000000002,197.85,208.72,19.69,19.43,19.28,19.13,19.080000000000002,19.13,19.19,19.25,19.400000000000002,N/A,N/A -2012,12,17,4,30,101010,99830,98690,95.27,0,3.5100000000000002,3.85,3.98,4.08,4.16,4.21,4.2700000000000005,4.32,4.42,179.97,182.66,185.20000000000002,189.79,194.3,198.93,204,208.88,218.38,19.830000000000002,19.61,19.490000000000002,19.38,19.32,19.29,19.32,19.37,19.42,N/A,N/A -2012,12,17,5,30,101020,99850,98710,96.08,0,2.75,3.16,3.34,3.58,3.8000000000000003,4.0200000000000005,4.17,4.2700000000000005,4.45,192.06,194.76,197.89000000000001,204.5,211.72,219.97,225.17000000000002,228.92000000000002,235.94,19.95,19.740000000000002,19.650000000000002,19.6,19.6,19.64,19.67,19.7,19.650000000000002,N/A,N/A -2012,12,17,6,30,101040,99870,98730,96.69,0,2.35,2.81,3.0700000000000003,3.52,3.84,4,4.17,4.32,4.6000000000000005,206.5,210.13,214.94,227.28,235.31,239.09,242.62,245.9,251.59,20.02,19.84,19.77,19.8,19.8,19.77,19.76,19.76,19.69,N/A,N/A -2012,12,17,7,30,101080,99900,98760,96.18,0,2.82,3.5,3.8200000000000003,4.17,4.48,4.7700000000000005,4.91,4.99,5.14,235.92000000000002,238.42000000000002,241.26,247.54,253.24,258.79,261.35,262.47,264.47,20.22,20.11,20.06,20.03,20,19.95,19.86,19.76,19.47,N/A,N/A -2012,12,17,8,30,101070,99900,98760,95.95,0,3.63,4.42,4.7700000000000005,5.09,5.36,5.61,5.8,5.96,6.16,256.65,257.38,258.07,259.13,260.2,261.37,262.54,263.65,267.35,20.3,20.150000000000002,20.05,19.900000000000002,19.76,19.6,19.45,19.3,19.150000000000002,N/A,N/A -2012,12,17,9,30,101080,99910,98770,92.77,0,5.73,6.44,6.72,6.95,7.13,7.26,7.3100000000000005,7.3100000000000005,7.44,266.27,266.29,266.33,266.43,266.93,267.95,270.27,273.09000000000003,277.57,20.28,20.1,20,19.91,19.91,20.02,20.21,20.44,20.67,N/A,N/A -2012,12,17,10,30,101100,99930,98790,92.18,0,7.17,8.05,8.38,8.56,8.84,9.21,9.51,9.76,9.950000000000001,277.57,277.64,277.65000000000003,277.81,278.14,278.65000000000003,280.02,281.65000000000003,284.31,20.06,19.84,19.71,19.59,19.6,19.73,20.07,20.45,20.82,N/A,N/A -2012,12,17,11,30,101160,99970,98830,95.01,0,7.79,8.4,8.58,8.76,9.09,9.59,10.46,11.450000000000001,12.280000000000001,296.17,296.16,296.13,296.09000000000003,296.05,295.99,296.04,296.12,296.58,18.66,18.31,18.150000000000002,17.97,17.82,17.67,17.68,17.73,18.580000000000002,N/A,N/A -2012,12,17,12,30,101190,100000,98860,76.64,0,8.16,8.76,8.950000000000001,9.21,10.02,11.5,12.3,12.780000000000001,13.6,293.95,294.26,294.54,295.11,296.57,299.16,300.66,301.59000000000003,303.11,19.34,19.080000000000002,18.95,18.84,18.900000000000002,19.13,19.32,19.490000000000002,19.84,N/A,N/A -2012,12,17,13,30,101200,100010,98860,63.980000000000004,0,9.78,10.67,10.950000000000001,11.25,11.8,12.6,13.36,14.07,14.26,296.73,296.58,296.5,296.37,296.26,296.15000000000003,295.95,295.73,294.74,19.36,19.09,18.97,18.84,18.79,18.8,18.92,19.07,19.3,N/A,N/A -2012,12,17,14,30,101240,100050,98890,63.24,0,10.14,10.96,11.16,11.25,11.31,11.35,11.39,11.44,11.69,295.32,295.53000000000003,295.63,295.77,295.93,296.1,296.37,296.65000000000003,297.86,18,17.6,17.41,17.21,17.03,16.85,16.67,16.51,16.2,N/A,N/A -2012,12,17,15,30,101260,100060,98900,65.38,0,8.78,9.41,9.57,9.64,9.700000000000001,9.74,9.81,9.88,10.49,306.85,307.09000000000003,307.24,307.42,307.63,307.85,308.17,308.51,310.19,17.2,16.77,16.580000000000002,16.38,16.2,16.02,15.85,15.69,15.48,N/A,N/A -2012,12,17,16,30,101270,100070,98910,63.65,0,7.890000000000001,8.49,8.65,8.73,8.790000000000001,8.84,8.89,8.94,9.08,313.29,313.34000000000003,313.33,313.31,313.31,313.31,313.31,313.32,313.45,17.59,17.17,16.98,16.78,16.59,16.4,16.21,16.03,15.66,N/A,N/A -2012,12,17,17,30,101280,100090,98930,56.27,0,7.01,7.49,7.61,7.67,7.72,7.76,7.8100000000000005,7.87,8.24,309.40000000000003,309.08,308.90000000000003,308.7,308.51,308.32,308.09000000000003,307.87,307.48,18.06,17.7,17.52,17.330000000000002,17.150000000000002,16.97,16.8,16.64,16.38,N/A,N/A -2012,12,17,18,30,101300,100110,98950,52.33,0,6.9,7.4,7.5200000000000005,7.57,7.6000000000000005,7.62,7.62,7.62,7.61,313.82,312.91,312.27,311.63,311.02,310.43,309.83,309.26,308.01,18.78,18.45,18.28,18.080000000000002,17.89,17.71,17.52,17.34,16.96,N/A,N/A -2012,12,17,19,30,101280,100090,98940,49.07,0,6.88,7.44,7.58,7.67,7.73,7.7700000000000005,7.8,7.82,7.86,303.85,303.57,303.36,303.15000000000003,302.96,302.8,302.63,302.48,302.18,19.11,18.81,18.64,18.44,18.25,18.06,17.87,17.68,17.3,N/A,N/A -2012,12,17,20,30,101270,100090,98930,46.93,0,6.72,7.32,7.49,7.59,7.66,7.71,7.75,7.79,7.84,302.06,301.8,301.65000000000003,301.5,301.37,301.25,301.13,301.02,300.83,19.48,19.2,19.03,18.84,18.650000000000002,18.47,18.27,18.080000000000002,17.7,N/A,N/A -2012,12,17,21,30,101290,100110,98950,45.28,0,6.55,7.11,7.25,7.33,7.38,7.42,7.45,7.47,7.5,306.43,306.15000000000003,305.96,305.76,305.58,305.41,305.24,305.09000000000003,304.78000000000003,19.62,19.35,19.18,18.990000000000002,18.8,18.62,18.42,18.240000000000002,17.85,N/A,N/A -2012,12,17,22,30,101300,100110,98950,43.230000000000004,0,6.65,7.23,7.37,7.45,7.5,7.54,7.57,7.59,7.62,302.75,302.75,302.73,302.7,302.67,302.64,302.6,302.57,302.49,19.59,19.32,19.150000000000002,18.96,18.77,18.580000000000002,18.39,18.2,17.81,N/A,N/A -2012,12,17,23,30,101330,100140,98980,47.71,0,6.61,7.12,7.24,7.29,7.32,7.34,7.3500000000000005,7.36,7.3500000000000005,301.52,301.14,300.93,300.73,300.56,300.39,300.23,300.08,299.78000000000003,19.27,18.97,18.79,18.6,18.400000000000002,18.22,18.02,17.830000000000002,17.44,N/A,N/A -2012,12,18,0,30,101360,100170,99010,47.28,0,6.8100000000000005,7.3,7.4,7.45,7.47,7.47,7.47,7.46,7.43,295.82,295.83,295.84000000000003,295.84000000000003,295.84000000000003,295.84000000000003,295.85,295.85,295.88,18.88,18.55,18.37,18.17,17.98,17.79,17.59,17.41,17.02,N/A,N/A -2012,12,18,1,30,101380,100190,99030,46.67,0,5.9,6.32,6.43,6.48,6.5200000000000005,6.54,6.5600000000000005,6.58,6.62,299.07,298.73,298.49,298.25,298.02,297.8,297.57,297.35,296.88,18.84,18.52,18.34,18.150000000000002,17.96,17.78,17.59,17.41,17.03,N/A,N/A -2012,12,18,2,30,101400,100210,99050,50.13,0,4.54,4.79,4.84,4.87,4.88,4.9,4.92,4.94,5.11,292.1,291.87,291.71,291.55,291.40000000000003,291.25,291.1,290.97,290.93,18.63,18.3,18.13,17.94,17.75,17.57,17.39,17.22,16.89,N/A,N/A -2012,12,18,3,30,101420,100230,99070,51.78,0,3.65,3.8000000000000003,3.8200000000000003,3.83,3.89,3.96,4.37,4.78,4.83,297.43,296.96,296.6,296.13,295.36,294.42,292.11,289.75,288.31,18.650000000000002,18.35,18.19,18.02,17.88,17.77,17.91,18.05,17.76,N/A,N/A -2012,12,18,4,30,101430,100230,99080,52.83,0,2.71,2.83,2.84,2.86,2.9,2.95,3.5100000000000002,4.16,4.67,282.27,281.72,281.34000000000003,280.86,280.18,279.40000000000003,277.06,274.56,273.63,18.68,18.37,18.2,18.02,17.86,17.71,17.84,17.990000000000002,18.05,N/A,N/A -2012,12,18,5,30,101440,100240,99090,54.64,0,1.92,2.02,2.05,2.07,2.1,2.14,2.22,2.34,3.63,257.35,256.82,256.51,256.19,255.87,255.58,255.49,255.74,262.44,18.86,18.55,18.38,18.19,18.01,17.830000000000002,17.66,17.52,17.64,N/A,N/A -2012,12,18,6,30,101450,100260,99110,55.61,0,1.94,2.08,2.12,2.15,2.19,2.23,2.31,2.43,3.38,230.97,230.9,230.95000000000002,231.06,231.27,231.53,232.59,234.21,248.11,19.16,18.87,18.71,18.52,18.330000000000002,18.150000000000002,17.98,17.84,17.89,N/A,N/A -2012,12,18,7,30,101460,100270,99120,55.17,0,2.5,2.69,2.73,2.77,2.8000000000000003,2.84,2.91,3.0100000000000002,3.8200000000000003,215.28,215.74,216.1,216.51,217.01,217.54,218.68,220.4,236.16,19.51,19.25,19.080000000000002,18.900000000000002,18.71,18.54,18.36,18.21,18.21,N/A,N/A -2012,12,18,8,30,101450,100260,99110,56.09,0,3.52,3.77,3.8200000000000003,3.84,3.85,3.87,3.89,3.91,4.1,214.58,214.82,215,215.18,215.39000000000001,215.6,215.94,216.34,220.97,19.76,19.51,19.35,19.17,18.98,18.8,18.61,18.44,18.2,N/A,N/A -2012,12,18,9,30,101450,100260,99110,61.6,0,4.13,4.39,4.42,4.42,4.41,4.39,4.36,4.34,4.46,199.27,199.45000000000002,199.64000000000001,199.84,200.08,200.34,200.51,201.20000000000002,215.04,19.69,19.44,19.27,19.080000000000002,18.900000000000002,18.72,18.52,18.35,18.44,N/A,N/A -2012,12,18,10,30,101460,100270,99120,63.81,0,5.33,5.74,5.82,5.8500000000000005,5.86,5.87,5.87,5.87,5.89,191.8,192.01,192.15,192.29,192.42000000000002,192.55,192.70000000000002,192.83,193.11,19.71,19.45,19.29,19.1,18.91,18.73,18.54,18.36,17.97,N/A,N/A -2012,12,18,11,30,101460,100270,99120,65.56,0,6.3,6.82,6.93,6.98,7,7.01,7,6.99,6.96,193.89000000000001,194.12,194.26,194.4,194.54,194.67000000000002,194.83,194.98000000000002,195.4,19.830000000000002,19.59,19.43,19.25,19.06,18.88,18.69,18.51,18.14,N/A,N/A -2012,12,18,12,30,101460,100270,99120,67.47,0,6.7,7.3,7.43,7.49,7.53,7.55,7.55,7.5600000000000005,7.55,191.38,191.61,191.77,191.93,192.09,192.24,192.42000000000002,192.59,193.06,19.92,19.68,19.52,19.34,19.16,18.98,18.79,18.61,18.240000000000002,N/A,N/A -2012,12,18,13,30,101470,100280,99130,65.86,0,6.33,6.87,6.99,7.05,7.09,7.12,7.15,7.19,7.48,187.88,188.11,188.28,188.47,188.68,188.91,189.23,189.57,191.82,20.14,19.93,19.79,19.62,19.44,19.27,19.1,18.94,18.68,N/A,N/A -2012,12,18,14,30,101480,100300,99150,68.79,0,6.6000000000000005,7.18,7.32,7.41,7.48,7.54,7.640000000000001,7.74,8.120000000000001,187.41,187.55,187.66,187.8,187.99,188.20000000000002,188.68,189.28,194.38,20.2,20,19.87,19.69,19.53,19.37,19.21,19.080000000000002,19.05,N/A,N/A -2012,12,18,15,30,101490,100300,99150,70.83,0,6.7,7.49,7.75,7.94,8.09,8.21,8.31,8.4,8.58,188.94,189.18,189.37,189.59,189.83,190.09,190.44,190.78,191.88,20.32,20.16,20.03,19.88,19.72,19.57,19.400000000000002,19.25,18.92,N/A,N/A -2012,12,18,16,30,101480,100290,99150,71.87,0,6.13,6.9,7.16,7.38,7.57,7.73,7.88,8.02,8.290000000000001,190.63,190.87,191.04,191.27,191.52,191.79,192.16,192.52,193.69,20.48,20.330000000000002,20.21,20.06,19.91,19.77,19.61,19.46,19.16,N/A,N/A -2012,12,18,17,30,101470,100290,99140,72.82000000000001,0,6.4,7.25,7.55,7.79,8,8.18,8.34,8.48,8.73,190.4,190.62,190.79,190.98,191.17000000000002,191.36,191.57,191.77,192.27,20.59,20.46,20.35,20.2,20.06,19.91,19.75,19.6,19.28,N/A,N/A -2012,12,18,18,30,101470,100290,99140,73.10000000000001,0,6.5,7.43,7.76,8.040000000000001,8.290000000000001,8.49,8.68,8.85,9.14,191.16,191.6,191.86,192.16,192.44,192.71,192.96,193.21,193.66,20.72,20.61,20.51,20.37,20.23,20.09,19.93,19.79,19.47,N/A,N/A -2012,12,18,19,30,101460,100280,99140,74.8,0,5.67,6.6000000000000005,6.96,7.28,7.55,7.8100000000000005,8.040000000000001,8.26,8.68,192.87,193.04,193.19,193.37,193.52,193.67000000000002,193.8,193.93,194.19,20.81,20.75,20.67,20.57,20.45,20.34,20.22,20.1,19.84,N/A,N/A -2012,12,18,20,30,101430,100250,99110,75.35000000000001,0,5.44,6.37,6.72,7.0200000000000005,7.28,7.5,7.68,7.84,8.1,185.5,185.99,186.42000000000002,186.93,187.43,187.94,188.49,188.99,190.14000000000001,20.82,20.76,20.69,20.580000000000002,20.47,20.35,20.21,20.09,19.8,N/A,N/A -2012,12,18,21,30,101390,100210,99070,75.57000000000001,0,5.59,6.6000000000000005,6.99,7.3500000000000005,7.66,7.94,8.19,8.41,8.8,180.95000000000002,181.52,181.94,182.44,182.95000000000002,183.47,184.01,184.52,185.53,20.79,20.76,20.7,20.61,20.51,20.41,20.29,20.17,19.900000000000002,N/A,N/A -2012,12,18,22,30,101360,100180,99040,77.72,0,5.75,6.82,7.25,7.65,8,8.3,8.58,8.83,9.26,178.9,179.52,180,180.58,181.15,181.73,182.35,182.93,184.1,20.740000000000002,20.72,20.67,20.580000000000002,20.490000000000002,20.39,20.27,20.16,19.91,N/A,N/A -2012,12,18,23,30,101330,100150,99010,78.89,0,5.5,6.62,7.09,7.54,7.94,8.32,8.65,8.950000000000001,9.4,170.91,171.91,172.63,173.48,174.23,174.94,175.51,176.01,176.74,20.740000000000002,20.77,20.75,20.72,20.67,20.62,20.54,20.46,20.21,N/A,N/A -2012,12,19,0,30,101340,100160,99020,79.11,0,6.29,7.43,7.88,8.3,8.68,9.02,9.35,9.65,10.24,170.87,171.34,171.68,172.08,172.48,172.89000000000001,173.34,173.77,174.74,20.740000000000002,20.72,20.66,20.580000000000002,20.5,20.42,20.32,20.240000000000002,20.03,N/A,N/A -2012,12,19,1,30,101330,100150,99010,80.15,0,6.5,7.74,8.26,8.75,9.200000000000001,9.620000000000001,10.01,10.370000000000001,10.96,167.01,167.95000000000002,168.65,169.49,170.27,171.01,171.64000000000001,172.19,172.64000000000001,20.81,20.81,20.78,20.72,20.66,20.6,20.52,20.44,20.21,N/A,N/A -2012,12,19,2,30,101330,100150,99010,80.77,0,6.79,8.11,8.64,9.16,9.6,10,10.35,10.66,11.13,166.8,167.32,167.76,168.34,168.95000000000002,169.59,170.21,170.79,171.58,20.85,20.86,20.830000000000002,20.78,20.72,20.650000000000002,20.57,20.490000000000002,20.26,N/A,N/A -2012,12,19,3,30,101320,100140,99010,81.68,0,7.12,8.44,8.96,9.47,9.92,10.33,10.72,11.09,11.8,167.67000000000002,168.15,168.49,168.94,169.42000000000002,169.91,170.47,171,172.08,20.89,20.88,20.830000000000002,20.76,20.69,20.61,20.52,20.44,20.23,N/A,N/A -2012,12,19,4,30,101300,100130,98990,83.07000000000001,0,6.78,8.15,8.72,9.26,9.74,10.18,10.61,11,11.78,167.93,168.41,168.78,169.22,169.62,170,170.28,170.52,170.53,20.91,20.94,20.91,20.86,20.81,20.75,20.67,20.6,20.39,N/A,N/A -2012,12,19,5,30,101290,100120,98980,83.43,0,7.26,8.69,9.290000000000001,9.86,10.370000000000001,10.84,11.28,11.68,12.39,166.05,166.71,167.21,167.83,168.45000000000002,169.08,169.68,170.22,170.96,20.95,20.97,20.95,20.91,20.86,20.81,20.740000000000002,20.67,20.5,N/A,N/A -2012,12,19,6,30,101300,100130,98990,84.9,0,7.47,8.91,9.5,10.07,10.57,11.05,11.5,11.92,12.68,165.98,166.62,167.14000000000001,167.78,168.45000000000002,169.14000000000001,169.85,170.52,171.64000000000001,21.01,21.01,20.98,20.92,20.86,20.8,20.73,20.66,20.47,N/A,N/A -2012,12,19,7,30,101300,100120,98990,85.2,0,7.890000000000001,9.46,10.1,10.72,11.26,11.77,12.24,12.67,13.41,164.73,165.39000000000001,165.87,166.44,167.04,167.65,168.28,168.86,169.83,21.13,21.14,21.11,21.04,20.97,20.89,20.79,20.7,20.45,N/A,N/A -2012,12,19,8,30,101270,100100,98960,87.83,0,8.22,9.8,10.43,11.01,11.52,11.99,12.42,12.81,13.49,163.26,163.67000000000002,164.01,164.48,164.99,165.56,166.26,166.95000000000002,168.70000000000002,21.14,21.16,21.12,21.07,21,20.94,20.87,20.8,20.650000000000002,N/A,N/A -2012,12,19,9,30,101250,100080,98940,86.7,0,8.17,9.790000000000001,10.44,11.06,11.61,12.11,12.57,13,13.75,166.61,167.28,167.77,168.4,169.06,169.72,170.4,171.04,172.17000000000002,21.3,21.36,21.35,21.3,21.240000000000002,21.18,21.1,21.01,20.8,N/A,N/A -2012,12,19,10,30,101220,100040,98910,90.36,0,8.06,9.77,10.49,11.18,11.790000000000001,12.35,12.870000000000001,13.34,14.17,158.98,159.64000000000001,160.16,160.85,161.58,162.33,163.12,163.87,165.32,21.240000000000002,21.29,21.28,21.240000000000002,21.19,21.14,21.07,21,20.8,N/A,N/A -2012,12,19,11,30,101190,100020,98890,92.76,0,8.18,9.9,10.61,11.31,11.93,12.5,13.01,13.48,14.25,159.67000000000002,160.46,161.01,161.73,162.48,163.25,164.08,164.87,166.5,21.23,21.29,21.28,21.25,21.21,21.16,21.1,21.03,20.85,N/A,N/A -2012,12,19,12,30,101180,100010,98880,93,0,7.79,9.51,10.24,10.94,11.55,12.11,12.6,13.040000000000001,13.75,159.38,160.29,161,161.92000000000002,162.88,163.88,164.92000000000002,165.91,167.68,21.23,21.31,21.31,21.3,21.28,21.240000000000002,21.19,21.14,20.96,N/A,N/A -2012,12,19,13,30,101170,100000,98860,92.79,0,7.7700000000000005,9.48,10.17,10.84,11.43,11.97,12.51,13.02,13.98,159.79,160.25,160.64000000000001,161.08,161.54,162,162.61,163.21,164.83,21.28,21.36,21.36,21.32,21.28,21.22,21.16,21.1,20.97,N/A,N/A -2012,12,19,14,30,101180,100010,98880,92.61,0,7.71,9.53,10.32,11.1,11.790000000000001,12.43,13.030000000000001,13.58,14.56,161.34,162.70000000000002,163.68,164.89000000000001,166.09,167.29,168.5,169.63,171.64000000000001,21.34,21.47,21.5,21.53,21.53,21.53,21.51,21.48,21.37,N/A,N/A -2012,12,19,15,30,101170,100000,98870,92.91,0,7.43,9.18,9.96,10.73,11.41,12.040000000000001,12.61,13.13,14,163.27,164.25,164.92000000000002,165.75,166.58,167.43,168.32,169.19,170.86,21.32,21.43,21.45,21.45,21.44,21.43,21.39,21.36,21.23,N/A,N/A -2012,12,19,16,30,101160,99990,98860,93.04,0,7.04,8.69,9.41,10.15,10.790000000000001,11.38,11.88,12.32,13.030000000000001,165.68,166.41,167.13,168.06,168.98,169.93,170.93,171.88,173.75,21.36,21.47,21.5,21.51,21.51,21.5,21.48,21.46,21.35,N/A,N/A -2012,12,19,17,30,101130,99960,98830,92.83,0,6.72,8.49,9.26,10,10.68,11.32,12,12.65,14.02,170.4,171.74,172.73,173.95000000000002,175.13,176.29,177.29,178.20000000000002,179.63,21.490000000000002,21.66,21.72,21.75,21.75,21.740000000000002,21.71,21.67,21.59,N/A,N/A -2012,12,19,18,30,101100,99930,98800,93.05,0,6.66,8.44,9.25,10.1,10.870000000000001,11.6,12.23,12.790000000000001,13.68,171.67000000000002,172.83,173.63,174.53,175.28,175.95000000000002,176.4,176.76,177.04,21.51,21.650000000000002,21.69,21.72,21.73,21.73,21.69,21.650000000000002,21.490000000000002,N/A,N/A -2012,12,19,19,30,101060,99900,98770,91.79,0,7.18,9.040000000000001,9.85,10.620000000000001,11.32,11.97,12.58,13.15,14.24,170.61,171.3,171.81,172.44,173.06,173.72,174.52,175.34,177.46,21.73,21.92,21.97,22,22,21.990000000000002,21.96,21.93,21.830000000000002,N/A,N/A -2012,12,19,20,30,101030,99860,98730,92.07000000000001,0,7.1000000000000005,8.94,9.76,10.59,11.32,11.99,12.61,13.19,14.22,169.16,170.32,171.13,172.06,172.91,173.73,174.52,175.25,176.54,21.6,21.78,21.84,21.87,21.88,21.87,21.830000000000002,21.78,21.61,N/A,N/A -2012,12,19,21,30,100990,99820,98700,91.83,0,7.22,9.1,9.94,10.76,11.5,12.200000000000001,12.870000000000001,13.5,14.75,171.52,172.70000000000002,173.56,174.48,175.26,175.96,176.51,177,177.95000000000002,21.59,21.79,21.85,21.88,21.89,21.89,21.86,21.830000000000002,21.7,N/A,N/A -2012,12,19,22,30,100930,99760,98640,91.76,0,7.43,9.3,10.13,10.94,11.66,12.34,12.96,13.530000000000001,14.43,166.5,167.41,168.1,168.82,169.46,170.04,170.63,171.18,172.33,21.55,21.77,21.85,21.900000000000002,21.93,21.94,21.92,21.89,21.740000000000002,N/A,N/A -2012,12,19,23,30,100920,99760,98630,91.68,0,7.95,9.85,10.73,11.57,12.32,13.02,13.67,14.280000000000001,15.31,170.43,170.49,170.61,170.82,171.12,171.5,172.03,172.61,173.81,21.54,21.79,21.88,21.94,21.97,21.990000000000002,21.98,21.96,21.85,N/A,N/A -2012,12,20,0,30,100910,99750,98620,92.27,0,7.57,9.46,10.32,11.200000000000001,11.97,12.67,13.290000000000001,13.85,14.92,161.36,162.47,163.49,165.16,166.82,168.54,170.06,171.42000000000002,174.16,21.42,21.650000000000002,21.76,21.89,21.990000000000002,22.080000000000002,22.1,22.1,22,N/A,N/A -2012,12,20,1,30,100900,99730,98610,91.84,0,8.14,10.02,10.86,11.700000000000001,12.47,13.22,13.92,14.58,15.69,167.21,168.46,169.41,170.63,171.75,172.83,173.75,174.58,175.75,21.54,21.67,21.73,21.82,21.87,21.89,21.86,21.830000000000002,21.67,N/A,N/A -2012,12,20,2,30,100890,99720,98600,91.42,0,8.48,10.46,11.33,12.17,12.93,13.63,14.32,14.97,16.05,174.95000000000002,175.55,175.95000000000002,176.35,176.75,177.15,177.64000000000001,178.15,179.38,21.62,21.86,21.94,21.97,21.98,21.97,21.96,21.94,21.84,N/A,N/A -2012,12,20,3,30,100900,99740,98620,91.07000000000001,0,8.21,10.08,10.870000000000001,11.63,12.290000000000001,12.9,13.47,14.01,15.08,178.64000000000001,178.91,179.18,179.64000000000001,180.16,180.77,181.51,182.26,184.06,21.69,21.89,21.95,21.98,21.990000000000002,21.97,21.93,21.89,21.75,N/A,N/A -2012,12,20,4,30,100940,99770,98650,92.18,0,6.6000000000000005,8.53,9.450000000000001,10.4,11.21,11.94,12.56,13.09,13.96,180.41,181.25,181.93,182.85,183.72,184.59,185.35,186.03,187.17000000000002,21.490000000000002,21.73,21.830000000000002,21.92,21.97,21.98,21.95,21.91,21.73,N/A,N/A -2012,12,20,5,30,100960,99800,98670,92.10000000000001,0,6.46,8.3,9.17,10.06,10.85,11.61,12.3,12.92,14.11,184.3,186.15,187.53,189.27,190.8,192.22,193.35,194.32,196.27,21.52,21.8,21.92,22.01,22.07,22.11,22.11,22.09,21.990000000000002,N/A,N/A -2012,12,20,6,30,100990,99820,98700,92,0,6.140000000000001,8.08,9.03,10.040000000000001,10.97,11.85,12.620000000000001,13.31,14.55,192.13,192.87,193.67000000000002,195.12,196.64000000000001,198.3,199.81,201.19,203.47,21.53,21.76,21.86,21.97,22.07,22.150000000000002,22.19,22.19,22.09,N/A,N/A -2012,12,20,7,30,101080,99920,98790,91.73,0,5.9,7.91,8.92,9.99,11.02,12.09,13.07,14,15.25,205.67000000000002,206.81,207.58,208.46,209.47,210.74,212.15,213.61,215.66,21.55,21.78,21.84,21.900000000000002,21.97,22.07,22.17,22.27,22.22,N/A,N/A -2012,12,20,8,30,101120,99950,98820,91.52,0,6.7700000000000005,8.9,9.99,11.14,12.14,13.05,13.75,14.32,14.97,220.66,220.05,219.65,219.8,220.22,220.94,221.76,222.58,224.84,21.61,22.04,22.23,22.330000000000002,22.41,22.46,22.45,22.43,22.26,N/A,N/A -2012,12,20,9,30,101160,99990,98860,91.12,0,8.3,10.14,10.9,11.58,12.15,12.64,13.05,13.41,14.05,221.61,223.44,224.72,226.35,227.81,229.19,230.43,231.57,233.79,21.650000000000002,21.8,21.82,21.81,21.79,21.78,21.740000000000002,21.69,21.54,N/A,N/A -2012,12,20,10,30,101380,100200,99050,74.88,0,6.93,8.08,8.65,9.31,9.98,10.67,11.44,12.200000000000001,13.8,303.46,307.61,310.09000000000003,312.90000000000003,315.45,317.91,320.13,322.19,325.38,20.46,20.400000000000002,20.36,20.3,20.22,20.13,20,19.88,19.53,N/A,N/A -2012,12,20,11,30,101560,100370,99210,52.25,0,15.22,17.1,17.7,18.080000000000002,18.36,18.57,18.740000000000002,18.88,19.09,330.23,330.43,330.54,330.66,330.76,330.86,330.97,331.06,331.25,19.03,18.68,18.5,18.29,18.1,17.91,17.7,17.52,17.13,N/A,N/A -2012,12,20,12,30,101710,100500,99330,54.980000000000004,0,15.98,17.66,18.13,18.37,18.51,18.6,18.650000000000002,18.67,18.66,327.77,328.21,328.42,328.63,328.84000000000003,329.03000000000003,329.24,329.44,329.84000000000003,17.1,16.57,16.34,16.12,15.91,15.71,15.5,15.31,14.92,N/A,N/A -2012,12,20,13,30,101860,100650,99460,60.4,0,14.17,15.52,15.88,16.080000000000002,16.2,16.29,16.35,16.39,16.43,339.89,339.51,339.3,339.09000000000003,338.90000000000003,338.73,338.55,338.39,338.08,15.01,14.35,14.09,13.85,13.63,13.42,13.21,13.01,12.6,N/A,N/A -2012,12,20,14,30,102030,100800,99610,63.46,0,14.46,15.84,16.23,16.44,16.580000000000002,16.69,16.76,16.82,16.89,339.81,339.75,339.69,339.64,339.58,339.52,339.46,339.41,339.29,13.26,12.47,12.18,11.93,11.69,11.48,11.26,11.06,10.65,N/A,N/A -2012,12,20,15,30,102140,100910,99710,65.6,0,15.96,17.47,17.89,18.11,18.25,18.35,18.41,18.45,18.5,333.81,334.01,334.15000000000003,334.29,334.42,334.54,334.66,334.78000000000003,335.01,11.99,11.08,10.77,10.5,10.26,10.040000000000001,9.82,9.61,9.200000000000001,N/A,N/A -2012,12,20,16,30,102230,100990,99780,65.58,0,16.01,17.57,18.04,18.3,18.48,18.62,18.71,18.79,18.900000000000002,334.88,334.99,335.05,335.1,335.15000000000003,335.19,335.24,335.27,335.35,11.24,10.290000000000001,9.97,9.69,9.450000000000001,9.22,9,8.790000000000001,8.38,N/A,N/A -2012,12,20,17,30,102270,101030,99830,65.17,0,14.870000000000001,16.29,16.68,16.9,17.05,17.16,17.240000000000002,17.3,17.400000000000002,333.67,333.66,333.68,333.69,333.7,333.71,333.73,333.74,333.75,11.44,10.540000000000001,10.23,9.97,9.72,9.51,9.28,9.08,8.67,N/A,N/A -2012,12,20,18,30,102360,101120,99920,63.08,0,15.16,16.63,17.04,17.27,17.43,17.55,17.63,17.7,17.8,334.6,334.65000000000003,334.69,334.73,334.76,334.79,334.81,334.84000000000003,334.90000000000003,11.71,10.82,10.52,10.26,10.01,9.8,9.57,9.36,8.950000000000001,N/A,N/A -2012,12,20,19,30,102430,101190,99990,61.04,0,14.69,16.09,16.490000000000002,16.71,16.86,16.98,17.06,17.13,17.22,332.97,333.05,333.09000000000003,333.12,333.15000000000003,333.18,333.21,333.24,333.29,12.05,11.19,10.89,10.63,10.39,10.17,9.950000000000001,9.74,9.33,N/A,N/A -2012,12,20,20,30,102470,101230,100030,58.15,0,14.39,15.76,16.14,16.35,16.5,16.6,16.68,16.740000000000002,16.82,332.7,332.76,332.8,332.84000000000003,332.86,332.88,332.92,332.94,332.99,12.48,11.65,11.370000000000001,11.11,10.88,10.66,10.44,10.23,9.82,N/A,N/A -2012,12,20,21,30,102550,101310,100110,55.480000000000004,0,13.88,15.14,15.5,15.700000000000001,15.83,15.93,16,16.05,16.13,333.48,333.54,333.59000000000003,333.63,333.66,333.7,333.73,333.76,333.81,12.66,11.86,11.58,11.32,11.09,10.88,10.65,10.450000000000001,10.040000000000001,N/A,N/A -2012,12,20,22,30,102600,101370,100160,54.44,0,13.64,14.86,15.200000000000001,15.39,15.51,15.6,15.66,15.71,15.77,333.93,334.01,334.06,334.1,334.14,334.18,334.22,334.25,334.33,12.58,11.78,11.5,11.25,11.02,10.8,10.58,10.370000000000001,9.96,N/A,N/A -2012,12,20,23,30,102720,101480,100270,54.39,0,12.77,13.870000000000001,14.18,14.34,14.46,14.540000000000001,14.6,14.64,14.700000000000001,337.19,337.31,337.38,337.44,337.5,337.55,337.61,337.66,337.77,12.35,11.56,11.27,11.02,10.790000000000001,10.58,10.35,10.15,9.74,N/A,N/A -2012,12,21,0,30,102830,101580,100380,53.24,0,12.21,13.24,13.530000000000001,13.69,13.8,13.88,13.93,13.98,14.05,342.28000000000003,342.34000000000003,342.36,342.38,342.39,342.41,342.43,342.44,342.47,12.06,11.27,10.99,10.74,10.5,10.290000000000001,10.07,9.86,9.450000000000001,N/A,N/A -2012,12,21,1,30,102900,101660,100450,51.13,0,12.68,13.76,14.06,14.22,14.33,14.4,14.46,14.5,14.55,343.36,343.40000000000003,343.43,343.45,343.48,343.5,343.53000000000003,343.55,343.61,11.81,11,10.71,10.46,10.23,10.01,9.790000000000001,9.58,9.17,N/A,N/A -2012,12,21,2,30,102940,101690,100480,52.34,0,12.14,13.14,13.41,13.55,13.64,13.71,13.75,13.790000000000001,13.84,345.53000000000003,345.67,345.76,345.84000000000003,345.90000000000003,345.96,346.03000000000003,346.09000000000003,346.2,11.64,10.84,10.56,10.31,10.08,9.86,9.64,9.43,9.03,N/A,N/A -2012,12,21,3,30,102970,101720,100510,53.160000000000004,0,11.47,12.38,12.61,12.73,12.81,12.86,12.89,12.92,12.950000000000001,353.72,353.51,353.36,353.24,353.12,353.01,352.89,352.79,352.59000000000003,11.51,10.72,10.44,10.200000000000001,9.96,9.76,9.540000000000001,9.33,8.92,N/A,N/A -2012,12,21,4,30,103010,101770,100550,50.120000000000005,0,11.57,12.49,12.73,12.85,12.94,13,13.040000000000001,13.07,13.1,354.98,354.88,354.81,354.74,354.67,354.61,354.55,354.49,354.38,11.4,10.61,10.33,10.08,9.84,9.64,9.42,9.21,8.81,N/A,N/A -2012,12,21,5,30,103050,101800,100590,48.86,0,11.09,11.93,12.15,12.27,12.34,12.39,12.42,12.450000000000001,12.48,0.38,0.09,359.90000000000003,359.72,359.56,359.42,359.27,359.14,358.88,11.27,10.48,10.21,9.96,9.73,9.53,9.31,9.11,8.71,N/A,N/A -2012,12,21,6,30,103080,101830,100620,47.94,0,9.85,10.57,10.75,10.85,10.91,10.950000000000001,10.98,11,11.040000000000001,0.96,0.58,0.32,0.09,359.88,359.69,359.5,359.33,358.99,11.3,10.57,10.3,10.07,9.84,9.64,9.43,9.22,8.82,N/A,N/A -2012,12,21,7,30,103130,101880,100660,47.160000000000004,0,9.44,10.1,10.26,10.35,10.4,10.43,10.46,10.47,10.5,2.32,1.92,1.6600000000000001,1.42,1.21,1.01,0.81,0.63,0.27,11.32,10.6,10.34,10.11,9.88,9.68,9.47,9.27,8.870000000000001,N/A,N/A -2012,12,21,8,30,103150,101900,100690,48.26,0,9.05,9.67,9.81,9.89,9.94,9.97,9.99,10,10.02,359.45,359.15000000000003,358.97,358.8,358.65000000000003,358.52,358.37,358.25,358.01,11.35,10.65,10.39,10.15,9.93,9.73,9.52,9.32,8.92,N/A,N/A -2012,12,21,9,30,103160,101910,100690,47.4,0,9.09,9.700000000000001,9.85,9.92,9.96,9.99,10.01,10.02,10.03,1.35,1.04,0.8300000000000001,0.64,0.47000000000000003,0.32,0.16,0.01,359.73,11.36,10.65,10.4,10.16,9.94,9.74,9.53,9.33,8.93,N/A,N/A -2012,12,21,10,30,103170,101920,100710,45.2,0,8.82,9.4,9.540000000000001,9.6,9.64,9.66,9.67,9.69,9.69,3.98,3.61,3.36,3.13,2.92,2.72,2.52,2.33,1.94,11.38,10.68,10.43,10.200000000000001,9.98,9.78,9.57,9.370000000000001,8.98,N/A,N/A -2012,12,21,11,30,103190,101940,100730,44.06,0,8.65,9.22,9.34,9.4,9.43,9.450000000000001,9.46,9.47,9.47,3.37,3.08,2.9,2.73,2.56,2.41,2.25,2.1,1.82,11.46,10.77,10.52,10.3,10.08,9.88,9.67,9.47,9.08,N/A,N/A -2012,12,21,12,30,103210,101970,100750,44.050000000000004,0,8.27,8.78,8.89,8.94,8.96,8.98,8.98,8.98,8.97,5.99,5.72,5.55,5.38,5.22,5.07,4.91,4.76,4.46,11.42,10.74,10.49,10.27,10.05,9.86,9.65,9.46,9.07,N/A,N/A -2012,12,21,13,30,103220,101970,100750,45.29,0,8.24,8.75,8.85,8.9,8.92,8.94,8.94,8.94,8.93,6.61,6.59,6.58,6.57,6.55,6.53,6.51,6.49,6.43,11.3,10.620000000000001,10.370000000000001,10.15,9.93,9.73,9.53,9.33,8.950000000000001,N/A,N/A -2012,12,21,14,30,103250,102000,100790,47.14,0,7.33,7.75,7.84,7.88,7.9,7.91,7.91,7.91,7.9,10.17,10.26,10.3,10.34,10.38,10.42,10.450000000000001,10.49,10.55,11.3,10.65,10.4,10.18,9.96,9.77,9.56,9.370000000000001,8.98,N/A,N/A -2012,12,21,15,30,103240,101990,100770,46.67,0,6.46,6.8100000000000005,6.87,6.9,6.91,6.92,6.92,6.92,6.91,11.09,11.17,11.200000000000001,11.23,11.26,11.28,11.31,11.33,11.38,11.450000000000001,10.82,10.58,10.36,10.15,9.96,9.75,9.56,9.17,N/A,N/A -2012,12,21,16,30,103200,101960,100750,45.59,0,5.79,6.07,6.13,6.15,6.16,6.16,6.16,6.16,6.15,13.42,13.41,13.41,13.4,13.39,13.39,13.38,13.38,13.35,11.75,11.15,10.92,10.700000000000001,10.49,10.3,10.09,9.9,9.51,N/A,N/A -2012,12,21,17,30,103150,101910,100700,44.730000000000004,0,5.4,5.67,5.72,5.74,5.75,5.76,5.76,5.76,5.76,9.28,9.28,9.3,9.31,9.32,9.33,9.33,9.34,9.35,12.17,11.6,11.370000000000001,11.15,10.94,10.75,10.55,10.36,9.97,N/A,N/A -2012,12,21,18,30,103120,101870,100670,44.79,0,4.39,4.58,4.62,4.64,4.64,4.65,4.65,4.65,4.65,6.5,6.18,5.99,5.8100000000000005,5.64,5.5,5.3500000000000005,5.21,4.94,12.68,12.14,11.92,11.71,11.5,11.31,11.1,10.91,10.52,N/A,N/A -2012,12,21,19,30,103090,101850,100640,45.300000000000004,0,3.85,4,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.0200000000000005,4.01,4,3.99,0.04,0.46,0.75,1.03,1.29,1.52,1.74,1.94,2.35,13.16,12.65,12.43,12.22,12.01,11.82,11.61,11.42,11.03,N/A,N/A -2012,12,21,20,30,103030,101800,100590,41.81,0,3.5700000000000003,3.73,3.75,3.77,3.77,3.7800000000000002,3.7800000000000002,3.7800000000000002,3.7800000000000002,355.81,355.76,355.73,355.69,355.67,355.65000000000003,355.63,355.62,355.62,13.65,13.16,12.950000000000001,12.74,12.540000000000001,12.35,12.14,11.96,11.56,N/A,N/A -2012,12,21,21,30,103000,101760,100560,43.18,0,2.9,3.02,3.04,3.0500000000000003,3.06,3.0700000000000003,3.0700000000000003,3.08,3.09,355.40000000000003,354.89,354.57,354.29,354.02,353.78000000000003,353.53000000000003,353.31,352.85,14.09,13.63,13.42,13.21,13.01,12.82,12.61,12.42,12.030000000000001,N/A,N/A -2012,12,21,22,30,102960,101730,100540,48.4,0,2.36,2.44,2.44,2.44,2.44,2.44,2.43,2.43,2.42,341.08,341.33,341.49,341.65000000000003,341.79,341.92,342.09000000000003,342.23,342.55,14.36,13.91,13.700000000000001,13.5,13.290000000000001,13.1,12.9,12.71,12.31,N/A,N/A -2012,12,21,23,30,102960,101730,100530,46.68,0,1.97,2.0100000000000002,2,1.98,1.97,1.95,1.94,1.92,1.8900000000000001,334.92,335.46,335.79,336.11,336.44,336.74,337.08,337.39,338.09000000000003,14.6,14.16,13.950000000000001,13.75,13.55,13.36,13.15,12.96,12.57,N/A,N/A -2012,12,22,0,30,102950,101720,100520,47.27,0,2.15,2.2,2.19,2.18,2.16,2.15,2.13,2.11,2.08,338.72,339.16,339.41,339.66,339.89,340.11,340.33,340.55,341.04,14.82,14.38,14.18,13.98,13.77,13.58,13.38,13.19,12.790000000000001,N/A,N/A -2012,12,22,1,30,102920,101700,100500,47.59,0,1.92,1.95,1.93,1.92,1.9000000000000001,1.8800000000000001,1.86,1.84,1.8,354.65000000000003,355.39,355.85,356.3,356.76,357.19,357.66,358.1,359.06,14.97,14.540000000000001,14.34,14.14,13.94,13.75,13.540000000000001,13.35,12.96,N/A,N/A -2012,12,22,2,30,102910,101690,100490,47.52,0,1.6,1.61,1.59,1.57,1.55,1.53,1.51,1.49,1.45,4.7700000000000005,5.89,6.59,7.28,7.97,8.6,9.35,10.040000000000001,11.55,15.1,14.68,14.48,14.27,14.07,13.88,13.68,13.49,13.1,N/A,N/A -2012,12,22,3,30,102910,101690,100500,47.75,0,1.09,1.07,1.05,1.02,1,0.97,0.9500000000000001,0.93,0.89,12.88,13.36,13.68,14.05,14.46,14.85,15.3,15.72,16.740000000000002,15.24,14.83,14.63,14.43,14.23,14.040000000000001,13.84,13.64,13.25,N/A,N/A -2012,12,22,4,30,102890,101660,100470,48.7,0,1.33,1.33,1.3,1.28,1.26,1.24,1.21,1.19,1.1500000000000001,25.2,25.25,25.27,25.29,25.34,25.400000000000002,25.51,25.62,25.93,15.33,14.92,14.73,14.52,14.32,14.13,13.93,13.74,13.35,N/A,N/A -2012,12,22,5,30,102870,101640,100450,49.65,0,1.12,1.11,1.09,1.06,1.04,1.02,0.99,0.97,0.92,40.53,41.22,41.61,41.95,42.27,42.54,42.82,43.07,43.68,15.41,15,14.81,14.61,14.41,14.22,14.02,13.83,13.44,N/A,N/A -2012,12,22,6,30,102870,101650,100460,51.11,0,0.99,0.99,0.96,0.9400000000000001,0.92,0.91,0.89,0.87,0.84,39.74,41.78,43.07,44.31,45.54,46.67,47.95,49.14,51.76,15.43,15.05,14.85,14.65,14.450000000000001,14.27,14.06,13.870000000000001,13.48,N/A,N/A -2012,12,22,7,30,102880,101650,100470,53.46,0,1.17,1.17,1.1400000000000001,1.12,1.1,1.07,1.05,1.03,0.99,46.800000000000004,48.24,49.11,49.97,50.83,51.620000000000005,52.52,53.35,55.18,15.43,15.040000000000001,14.85,14.64,14.44,14.25,14.05,13.86,13.47,N/A,N/A -2012,12,22,8,30,102860,101640,100450,54.79,0,1.3,1.28,1.25,1.22,1.2,1.17,1.1400000000000001,1.12,1.08,46.45,48.230000000000004,49.35,50.46,51.59,52.64,53.84,54.97,57.53,15.42,15.030000000000001,14.83,14.63,14.43,14.24,14.040000000000001,13.85,13.46,N/A,N/A -2012,12,22,9,30,102850,101630,100440,54.94,0,1.53,1.57,1.56,1.56,1.55,1.55,1.54,1.54,1.52,69.79,71.85000000000001,73.06,74.19,75.26,76.24,77.28,78.24,80.22,15.49,15.1,14.91,14.71,14.5,14.32,14.11,13.92,13.530000000000001,N/A,N/A -2012,12,22,10,30,102850,101620,100430,53.370000000000005,0,2.2600000000000002,2.2800000000000002,2.2600000000000002,2.23,2.21,2.18,2.15,2.13,2.08,86.44,86.83,87.13,87.43,87.74,88.03,88.35000000000001,88.66,89.33,15.52,15.120000000000001,14.93,14.73,14.530000000000001,14.34,14.14,13.950000000000001,13.56,N/A,N/A -2012,12,22,11,30,102840,101620,100430,56.660000000000004,0,2.5500000000000003,2.64,2.65,2.66,2.66,2.66,2.66,2.67,2.67,69.46000000000001,71.73,73.13,74.44,75.69,76.85000000000001,78.04,79.13,81.31,15.52,15.120000000000001,14.93,14.73,14.530000000000001,14.34,14.14,13.950000000000001,13.56,N/A,N/A -2012,12,22,12,30,102840,101620,100430,54.99,0,2.98,3.11,3.13,3.14,3.15,3.16,3.16,3.17,3.17,92.51,93.23,93.75,94.27,94.77,95.24,95.74000000000001,96.2,97.18,15.65,15.25,15.06,14.85,14.66,14.47,14.26,14.07,13.68,N/A,N/A -2012,12,22,13,30,102830,101610,100420,59.34,0,3.71,3.89,3.92,3.93,3.94,3.94,3.94,3.94,3.94,109.34,110.06,110.47,110.84,111.21000000000001,111.55,111.9,112.23,112.93,15.73,15.32,15.13,14.92,14.72,14.530000000000001,14.33,14.14,13.75,N/A,N/A -2012,12,22,14,30,102840,101610,100430,61.38,0,4.11,4.34,4.39,4.42,4.44,4.46,4.47,4.48,4.5,108.28,109.04,109.51,109.93,110.33,110.69,111.07000000000001,111.42,112.11,15.89,15.48,15.290000000000001,15.08,14.88,14.69,14.49,14.3,13.91,N/A,N/A -2012,12,22,15,30,102820,101600,100410,61.43,0,4.92,5.18,5.24,5.26,5.2700000000000005,5.28,5.29,5.29,5.28,120.71000000000001,121.16,121.41,121.64,121.86,122.05,122.25,122.45,122.85000000000001,16.13,15.72,15.530000000000001,15.32,15.120000000000001,14.93,14.73,14.540000000000001,14.15,N/A,N/A -2012,12,22,16,30,102770,101550,100370,64.03,0,5,5.3100000000000005,5.39,5.43,5.47,5.5,5.5200000000000005,5.54,5.57,126.96000000000001,127.22,127.39,127.55,127.7,127.85000000000001,127.99000000000001,128.13,128.42000000000002,16.330000000000002,15.93,15.73,15.530000000000001,15.33,15.14,14.94,14.75,14.35,N/A,N/A -2012,12,22,17,30,102700,101490,100310,63.370000000000005,0,5.23,5.58,5.66,5.71,5.75,5.7700000000000005,5.79,5.8100000000000005,5.83,130.6,131.16,131.48,131.79,132.06,132.31,132.58,132.81,133.3,16.61,16.22,16.02,15.82,15.620000000000001,15.43,15.23,15.040000000000001,14.64,N/A,N/A -2012,12,22,18,30,102670,101450,100270,64.5,0,5.55,5.93,6.03,6.08,6.12,6.15,6.17,6.19,6.22,137.71,138.09,138.35,138.59,138.82,139.03,139.24,139.44,139.84,16.85,16.46,16.26,16.06,15.860000000000001,15.68,15.47,15.280000000000001,14.89,N/A,N/A -2012,12,22,19,30,102630,101420,100240,66.63,0,5.69,6.1000000000000005,6.21,6.28,6.33,6.36,6.390000000000001,6.42,6.45,139.12,139.70000000000002,140.01,140.31,140.57,140.82,141.06,141.29,141.76,17.06,16.68,16.490000000000002,16.29,16.080000000000002,15.9,15.69,15.5,15.11,N/A,N/A -2012,12,22,20,30,102560,101350,100180,66.66,0,5.92,6.36,6.47,6.54,6.59,6.62,6.65,6.67,6.7,144.04,144.52,144.83,145.12,145.4,145.66,145.91,146.16,146.65,17.38,17.01,16.830000000000002,16.63,16.43,16.240000000000002,16.04,15.85,15.46,N/A,N/A -2012,12,22,21,30,102500,101290,100120,69.84,0,6.26,6.79,6.93,7.0200000000000005,7.08,7.13,7.16,7.19,7.23,146.51,147.13,147.49,147.82,148.12,148.4,148.67000000000002,148.92000000000002,149.42000000000002,17.71,17.36,17.18,16.98,16.78,16.59,16.39,16.21,15.81,N/A,N/A -2012,12,22,22,30,102450,101240,100070,71.44,0,6.28,6.82,6.98,7.09,7.17,7.23,7.29,7.34,7.43,147.35,148.18,148.71,149.22,149.67000000000002,150.08,150.5,150.87,151.63,17.990000000000002,17.650000000000002,17.48,17.28,17.09,16.9,16.7,16.52,16.13,N/A,N/A -2012,12,22,23,30,102400,101200,100030,73.06,0,7.37,8.01,8.17,8.26,8.33,8.370000000000001,8.4,8.43,8.47,149,149.45000000000002,149.76,150.05,150.31,150.56,150.81,151.04,151.51,18.41,18.1,17.92,17.72,17.53,17.35,17.150000000000002,16.96,16.57,N/A,N/A -2012,12,23,0,30,102360,101160,99990,71.95,0,8.17,8.98,9.19,9.3,9.38,9.43,9.47,9.49,9.52,155.97,156.51,156.84,157.15,157.44,157.71,157.98,158.22,158.74,18.740000000000002,18.47,18.3,18.1,17.92,17.73,17.53,17.35,16.96,N/A,N/A -2012,12,23,1,30,102300,101100,99930,74.34,0,6.98,7.7,7.9,8.02,8.11,8.19,8.25,8.3,8.38,157.88,158.03,158.16,158.28,158.39000000000001,158.49,158.6,158.69,158.89000000000001,18.97,18.71,18.54,18.36,18.17,17.990000000000002,17.79,17.61,17.22,N/A,N/A -2012,12,23,2,30,102260,101060,99900,75.3,0,6.92,7.69,7.930000000000001,8.120000000000001,8.28,8.41,8.53,8.64,8.84,159.3,160.06,160.48,160.92000000000002,161.32,161.70000000000002,162.09,162.44,163.12,19.17,18.95,18.8,18.63,18.45,18.27,18.080000000000002,17.91,17.53,N/A,N/A -2012,12,23,3,30,102220,101030,99870,77.48,0,7.58,8.370000000000001,8.620000000000001,8.78,8.89,8.98,9.040000000000001,9.08,9.13,158.98,158.94,159.02,159.16,159.34,159.54,159.78,160.01,160.78,19.27,19.07,18.93,18.75,18.580000000000002,18.41,18.22,18.05,17.68,N/A,N/A -2012,12,23,4,30,102150,100960,99800,80.05,0,7.0600000000000005,8.01,8.35,8.66,8.94,9.18,9.43,9.65,10.07,154.46,155.51,156.16,156.86,157.5,158.1,158.66,159.17000000000002,160.09,19.38,19.2,19.07,18.91,18.740000000000002,18.580000000000002,18.41,18.240000000000002,17.89,N/A,N/A -2012,12,23,5,30,102130,100930,99780,77.96000000000001,0,8.05,9.06,9.42,9.700000000000001,9.93,10.120000000000001,10.290000000000001,10.44,10.700000000000001,165.65,165.78,165.93,166.15,166.4,166.67000000000002,167.01,167.33,168.15,19.67,19.53,19.41,19.26,19.11,18.95,18.79,18.63,18.3,N/A,N/A -2012,12,23,6,30,102090,100900,99740,82.3,0,7.43,8.66,9.17,9.63,10.03,10.39,10.71,10.99,11.43,166.95000000000002,167.95000000000002,168.61,169.36,170.03,170.66,171.22,171.71,172.51,19.63,19.580000000000002,19.5,19.38,19.26,19.13,18.98,18.84,18.53,N/A,N/A -2012,12,23,7,30,102070,100880,99720,83.31,0,6.91,8.2,8.76,9.24,9.67,10.040000000000001,10.370000000000001,10.66,11.14,179.07,179.64000000000001,180,180.1,180.06,179.93,179.71,179.49,179.09,19.62,19.56,19.48,19.35,19.22,19.080000000000002,18.93,18.79,18.48,N/A,N/A -2012,12,23,8,30,102030,100840,99690,82.16,0,7.07,8.3,8.790000000000001,9.18,9.49,9.74,9.92,10.08,10.28,179.77,179.66,179.63,179.61,179.63,179.67000000000002,179.82,179.98,180.68,19.76,19.75,19.68,19.57,19.44,19.3,19.14,18.990000000000002,18.66,N/A,N/A -2012,12,23,9,30,102000,100810,99660,84.88,0,6.72,8.08,8.69,9.27,9.77,10.22,10.61,10.97,11.51,184.55,185.31,185.94,186.71,187.43,188.14000000000001,188.81,189.44,190.54,19.740000000000002,19.75,19.7,19.62,19.53,19.42,19.3,19.19,18.91,N/A,N/A -2012,12,23,10,30,101960,100770,99620,85.35000000000001,0,6.96,8.39,9.02,9.6,10.09,10.53,10.89,11.22,11.74,185.89000000000001,186.70000000000002,187.26,187.84,188.35,188.83,189.25,189.63,190.23,19.78,19.81,19.79,19.72,19.64,19.55,19.44,19.32,19.05,N/A,N/A -2012,12,23,11,30,101940,100760,99610,85.56,0,6.92,8.370000000000001,9,9.6,10.120000000000001,10.58,10.98,11.35,11.92,190.11,190.79,191.31,191.89000000000001,192.44,192.98000000000002,193.54,194.06,195.18,19.85,19.900000000000002,19.87,19.81,19.73,19.64,19.53,19.42,19.150000000000002,N/A,N/A -2012,12,23,12,30,101920,100730,99580,86.44,0,6.44,7.83,8.46,9.06,9.59,10.09,10.540000000000001,10.96,11.68,190.01,191.23000000000002,192.15,193.20000000000002,194.16,195.08,195.91,196.67000000000002,197.92000000000002,19.81,19.86,19.84,19.78,19.71,19.62,19.52,19.42,19.18,N/A,N/A -2012,12,23,13,30,101890,100700,99550,85.74,0,6.65,8.08,8.700000000000001,9.290000000000001,9.790000000000001,10.25,10.67,11.040000000000001,11.69,192.45000000000002,192.95000000000002,193.33,193.76,194.15,194.52,194.93,195.32,196.3,19.89,19.94,19.92,19.85,19.77,19.68,19.57,19.47,19.21,N/A,N/A -2012,12,23,14,30,101880,100700,99550,86.69,0,6.61,8.05,8.69,9.28,9.8,10.26,10.69,11.08,11.71,193.69,194.39000000000001,194.91,195.54,196.1,196.63,197.13,197.59,198.36,19.91,19.97,19.95,19.88,19.81,19.72,19.61,19.51,19.26,N/A,N/A -2012,12,23,15,30,101860,100670,99520,87.74,0,6.3100000000000005,7.74,8.38,8.98,9.52,10.02,10.49,10.92,11.74,194.47,195.35,196,196.73000000000002,197.42000000000002,198.12,198.86,199.56,200.96,19.95,20.02,20.01,19.96,19.89,19.81,19.72,19.63,19.41,N/A,N/A -2012,12,23,16,30,101820,100640,99490,87.58,0,6.45,7.92,8.6,9.25,9.8,10.290000000000001,10.700000000000001,11.06,11.63,198.73000000000002,199.74,200.46,201.23000000000002,201.84,202.35,202.74,203.07,203.59,20.01,20.1,20.11,20.07,20.02,19.95,19.86,19.76,19.5,N/A,N/A -2012,12,23,17,30,101760,100580,99430,87.82000000000001,0,6.29,7.73,8.370000000000001,9,9.55,10.06,10.52,10.94,11.68,198.77,199.51,200.07,200.68,201.20000000000002,201.67000000000002,202.1,202.5,203.37,20.06,20.13,20.12,20.07,20.01,19.93,19.830000000000002,19.73,19.490000000000002,N/A,N/A -2012,12,23,18,30,101710,100530,99390,87.19,0,6.43,7.91,8.55,9.14,9.63,10.07,10.450000000000001,10.790000000000001,11.43,195.1,196.29,197.14000000000001,198.05,198.76,199.34,199.75,200.09,200.63,20.150000000000002,20.25,20.25,20.21,20.14,20.06,19.94,19.82,19.54,N/A,N/A -2012,12,23,19,30,101670,100490,99340,90.37,0,6.140000000000001,7.6000000000000005,8.27,8.92,9.5,10.040000000000001,10.52,10.97,11.73,195.47,197.29,198.56,199.89000000000001,201.01,201.98000000000002,202.76,203.45000000000002,204.47,20.07,20.14,20.14,20.09,20.04,19.97,19.89,19.8,19.580000000000002,N/A,N/A -2012,12,23,20,30,101610,100430,99280,88.63,0,6.65,8.18,8.870000000000001,9.53,10.11,10.63,11.09,11.51,12.23,199.09,200.02,200.70000000000002,201.44,202.1,202.71,203.3,203.84,204.85,20.14,20.240000000000002,20.240000000000002,20.21,20.16,20.09,20.01,19.92,19.69,N/A,N/A -2012,12,23,21,30,101560,100380,99230,89.01,0,7.22,8.78,9.48,10.14,10.700000000000001,11.200000000000001,11.65,12.05,12.75,202.36,202.78,203.1,203.45000000000002,203.74,204,204.25,204.49,205.07,20.150000000000002,20.26,20.27,20.23,20.18,20.12,20.03,19.94,19.7,N/A,N/A -2012,12,23,22,30,101510,100330,99190,88.81,0,7.33,8.950000000000001,9.67,10.34,10.93,11.47,11.94,12.36,13.030000000000001,199.95000000000002,200.66,201.22,201.9,202.51,203.07,203.54,203.96,204.57,20.17,20.3,20.32,20.29,20.25,20.19,20.11,20.02,19.79,N/A,N/A -2012,12,23,23,30,101490,100320,99170,89.96000000000001,0,7.0200000000000005,8.56,9.25,9.91,10.47,10.98,11.44,11.86,12.59,200.53,201.05,201.48000000000002,202.02,202.51,203,203.44,203.85,204.49,20.14,20.26,20.28,20.25,20.2,20.14,20.06,19.97,19.740000000000002,N/A,N/A -2012,12,24,0,30,101470,100290,99150,90.48,0,6.95,8.57,9.31,10.01,10.61,11.16,11.64,12.07,12.8,201.46,201.92000000000002,202.28,202.75,203.23000000000002,203.73000000000002,204.23000000000002,204.70000000000002,205.55,20.150000000000002,20.28,20.29,20.26,20.21,20.150000000000002,20.06,19.98,19.75,N/A,N/A -2012,12,24,1,30,101460,100280,99140,90.9,0,6.8,8.44,9.200000000000001,9.92,10.53,11.1,11.61,12.09,12.88,203.42000000000002,204.1,204.59,205.08,205.47,205.77,206.02,206.23000000000002,206.62,20.18,20.330000000000002,20.35,20.330000000000002,20.29,20.22,20.13,20.04,19.81,N/A,N/A -2012,12,24,2,30,101440,100260,99120,91.24,0,7.23,8.91,9.66,10.370000000000001,11,11.57,12.09,12.58,13.47,205.25,205.70000000000002,206.04,206.43,206.8,207.15,207.48000000000002,207.79,208.32,20.18,20.32,20.34,20.32,20.27,20.21,20.13,20.05,19.84,N/A,N/A -2012,12,24,3,30,101420,100240,99100,91.37,0,7.73,9.49,10.3,11.06,11.73,12.33,12.88,13.38,14.24,206.29,206.65,206.92000000000002,207.24,207.52,207.8,208.05,208.29,208.68,20.25,20.400000000000002,20.43,20.42,20.38,20.330000000000002,20.25,20.17,19.96,N/A,N/A -2012,12,24,4,30,101410,100230,99090,91.43,0,7.57,9.31,10.11,10.870000000000001,11.53,12.120000000000001,12.66,13.15,14.01,208.6,208.77,208.91,209.08,209.26,209.44,209.65,209.85,210.25,20.25,20.400000000000002,20.43,20.41,20.37,20.31,20.23,20.150000000000002,19.93,N/A,N/A -2012,12,24,5,30,101410,100230,99090,91.63,0,6.84,8.57,9.38,10.16,10.84,11.47,12.040000000000001,12.57,13.48,211.61,211.72,211.83,212,212.17000000000002,212.35,212.53,212.71,213.04,20.22,20.39,20.43,20.41,20.38,20.32,20.25,20.17,19.96,N/A,N/A -2012,12,24,6,30,101410,100240,99100,91.55,0,6.92,8.66,9.47,10.24,10.92,11.55,12.120000000000001,12.64,13.57,212.18,212.56,212.84,213.15,213.43,213.71,213.95000000000002,214.18,214.59,20.17,20.37,20.42,20.42,20.38,20.34,20.26,20.19,19.98,N/A,N/A -2012,12,24,7,30,101410,100230,99090,91.73,0,6.88,8.59,9.4,10.18,10.86,11.49,12.07,12.61,13.57,214.02,214.4,214.70000000000002,215.02,215.3,215.55,215.78,215.99,216.35,20.13,20.32,20.38,20.38,20.36,20.32,20.26,20.19,20.01,N/A,N/A -2012,12,24,8,30,101390,100210,99070,91.58,0,7.36,9.13,9.94,10.73,11.42,12.05,12.63,13.17,14.120000000000001,215.05,215.73000000000002,216.23000000000002,216.82,217.35,217.86,218.32,218.73000000000002,219.37,20.16,20.35,20.400000000000002,20.41,20.400000000000002,20.36,20.31,20.240000000000002,20.07,N/A,N/A -2012,12,24,9,30,101380,100200,99070,91.39,0,7.24,9.02,9.82,10.59,11.27,11.9,12.47,12.99,14,217.33,218,218.5,219.08,219.56,220,220.37,220.71,221.32,20.2,20.39,20.44,20.44,20.41,20.36,20.28,20.2,20,N/A,N/A -2012,12,24,10,30,101380,100210,99070,91.78,0,6.67,8.42,9.23,10.01,10.700000000000001,11.35,11.96,12.530000000000001,13.58,223.70000000000002,223.81,223.92000000000002,224.14000000000001,224.41,224.78,225.15,225.52,226.08,20.14,20.31,20.35,20.330000000000002,20.29,20.23,20.150000000000002,20.080000000000002,19.89,N/A,N/A -2012,12,24,11,30,101410,100230,99090,92.16,0,5.97,7.66,8.48,9.290000000000001,9.98,10.59,11.120000000000001,11.59,12.39,232.85,233.23000000000002,233.44,233.5,233.5,233.44,233.47,233.53,233.96,20.080000000000002,20.27,20.32,20.32,20.3,20.240000000000002,20.16,20.07,19.830000000000002,N/A,N/A -2012,12,24,12,30,101420,100250,99100,93.10000000000001,0,5,6.6000000000000005,7.32,7.99,8.56,9.05,9.49,9.88,10.61,247.66,247.6,247.54,247.41,247.21,246.94,246.6,246.25,245.58,19.91,20.09,20.12,20.09,20.03,19.94,19.830000000000002,19.73,19.48,N/A,N/A -2012,12,24,13,30,101430,100250,99110,93.95,0,4.48,5.98,6.66,7.2700000000000005,7.7700000000000005,8.19,8.700000000000001,9.23,9.99,252.81,253.8,254.43,254.84,255.01000000000002,254.98000000000002,254.57,254.01000000000002,252.34,19.75,19.91,19.95,19.91,19.84,19.77,19.69,19.61,19.42,N/A,N/A -2012,12,24,14,30,101440,100260,99120,94.67,0,4.1,5.53,6.22,6.94,7.66,8.44,9.08,9.65,10.14,245.06,248.77,251.19,252.45000000000002,253.12,253.29,253.15,252.91,252.65,19.59,19.87,19.97,19.95,19.93,19.91,19.89,19.88,19.76,N/A,N/A -2012,12,24,15,30,101430,100250,99110,96.10000000000001,0,3.2,4.47,5.2,6.37,7.26,7.8500000000000005,8.32,8.73,9.36,245.53,248.46,250.81,254.06,255.76000000000002,255.88,255.67000000000002,255.33,254.57,19.38,19.650000000000002,19.78,19.85,19.84,19.77,19.73,19.69,19.580000000000002,N/A,N/A -2012,12,24,16,30,101410,100230,99080,97.33,0,3.1,4.48,5.34,6.2700000000000005,6.92,7.2700000000000005,7.57,7.84,8.25,257.26,258.35,259.37,260.6,260.94,260.37,259.83,259.31,258.81,19.150000000000002,19.39,19.55,19.66,19.7,19.7,19.650000000000002,19.57,19.35,N/A,N/A -2012,12,24,17,30,101360,100180,99030,98.14,0,1.69,2.69,3.09,3.35,3.48,3.5100000000000002,3.46,3.41,3.36,267.04,269.61,271.99,275.97,280.07,284.28000000000003,288.13,291.5,294.82,19.22,19.31,19.330000000000002,19.31,19.28,19.22,19.14,19.05,18.93,N/A,N/A -2012,12,24,18,30,101330,100150,99000,99.28,0,1.61,2.11,2.33,2.25,2.11,1.93,1.93,1.97,2.4,346.12,340.67,335.94,330.28000000000003,324.61,319.21,311.14,302.87,291.35,18.64,18.66,18.75,18.91,18.95,18.91,18.91,18.91,18.830000000000002,N/A,N/A -2012,12,24,19,30,101310,100120,98980,94.54,0,1.96,2.29,2.48,2.66,2.71,2.67,2.45,2.23,1.7,14.82,7.45,2.68,358.35,352.98,346.91,340.27,334.55,318.90000000000003,19.03,18.8,18.68,18.56,18.51,18.52,18.6,18.7,18.66,N/A,N/A -2012,12,24,20,30,101250,100060,98920,91.22,0,2.2,2.35,2.41,2.5300000000000002,2.46,2.2600000000000002,1.95,1.67,0.89,50.980000000000004,47.08,42.67,34.31,28.04,23.62,21.72,20.72,20.02,19.02,18.77,18.68,18.68,18.7,18.73,18.73,18.72,18.66,N/A,N/A -2012,12,24,21,30,101210,100030,98880,91.74,0,1.57,1.59,1.59,1.61,1.53,1.36,1.11,0.89,0.56,83.88,76.88,69.73,55.7,47.31,43.300000000000004,47.64,52.92,93.39,19,18.78,18.73,18.830000000000002,18.87,18.88,18.86,18.830000000000002,18.69,N/A,N/A -2012,12,24,22,30,101150,99960,98820,95.43,0,2.74,2.71,2.61,2.46,2.32,2.17,2.05,1.96,1.83,112.13,106.04,100.89,93.71000000000001,89.28,86.59,89.84,94.04,109.09,18.91,18.830000000000002,18.85,18.92,18.96,18.97,18.94,18.89,18.72,N/A,N/A -2012,12,24,23,30,101120,99940,98800,94.58,0,2.8000000000000003,3.11,3.17,3.09,2.98,2.86,2.66,2.46,1.98,106.88,108.7,110.24000000000001,112.10000000000001,113.49000000000001,114.56,116.10000000000001,117.55,128.21,18.97,19.13,19.21,19.16,19.06,18.91,18.79,18.68,18.66,N/A,N/A -2012,12,25,0,30,101090,99910,98770,96.48,0,2.17,2.25,2.19,2.21,2.29,2.4,2.45,2.48,2.5,115.62,129.15,136.02,139.17000000000002,144.24,151,153.12,153.82,156.02,19.26,19.25,19.18,18.96,18.79,18.650000000000002,18.54,18.45,18.29,N/A,N/A -2012,12,25,1,30,101060,99880,98740,97.14,0,2.79,2.63,2.42,2.4,2.4,2.42,2.44,2.47,2.5100000000000002,110.47,123.31,129.45,132.52,137.89000000000001,145.25,147.98,149.05,151.25,19.2,19.38,19.400000000000002,19.18,19.01,18.86,18.75,18.67,18.48,N/A,N/A -2012,12,25,2,30,101020,99840,98700,97.03,0,2.64,2.95,2.9,2.91,2.9,2.87,2.92,2.98,3.43,130.34,137.97,141.84,143.89000000000001,144.92000000000002,145.27,146.67000000000002,148.27,157.26,19.25,19.55,19.62,19.43,19.25,19.07,18.97,18.900000000000002,19.47,N/A,N/A -2012,12,25,3,30,100970,99790,98650,97.98,0,3.63,4.24,4.38,4.37,4.41,4.49,4.61,4.72,4.87,116.4,120.55,124.51,130.3,134.88,138.75,143.1,147.27,155.81,18.89,18.87,18.900000000000002,18.96,19.07,19.22,19.46,19.71,19.91,N/A,N/A -2012,12,25,4,30,100860,99690,98550,98.59,0,5.44,6.16,6.36,6.390000000000001,6.390000000000001,6.36,6.390000000000001,6.42,6.69,116.91,122.72,130.83,145,152.73,156.83,160.38,163.48,169,18.73,18.64,18.86,19.44,19.830000000000002,20.12,20.17,20.17,20.1,N/A,N/A -2012,12,25,5,30,100850,99670,98540,94.97,14.3,5.48,7.29,8.25,9.21,10.4,11.9,12.81,13.450000000000001,13.4,149.4,153.02,156.61,162.81,169.72,177.77,182.36,185.46,186.32,19.47,19.53,19.6,19.77,19.900000000000002,20,20.09,20.18,20.080000000000002,N/A,N/A -2012,12,25,6,30,100850,99680,98550,91.95,0,5.95,7.74,8.55,9.33,10.05,10.74,11.38,11.96,12.58,182.46,181.85,182.20000000000002,183.83,186.09,188.76,190.78,192.54,193.77,19.73,19.77,19.77,19.830000000000002,20.01,20.26,20.34,20.37,20.240000000000002,N/A,N/A -2012,12,25,7,30,100800,99630,98500,93.92,0,6.38,8.2,9.19,10.34,11.46,12.58,13.31,13.86,14.51,188.37,189.14000000000001,189.75,190.67000000000002,191.54,192.39000000000001,193,193.5,194.16,19.27,19.19,19.28,19.67,20.02,20.330000000000002,20.43,20.46,20.32,N/A,N/A -2012,12,25,8,30,100730,99550,98420,97.93,0,2.61,4.39,5.69,7.25,8.53,9.540000000000001,10.46,11.33,12.76,202.35,197.47,194.1,192.67000000000002,191.74,191.24,191.09,191.05,191.13,18.490000000000002,18.85,19.14,19.52,19.7,19.76,19.89,20.02,20.16,N/A,N/A -2012,12,25,9,30,100700,99530,98400,90.07000000000001,0,7.16,9.09,10.040000000000001,11.02,11.86,12.620000000000001,13.17,13.61,14.040000000000001,183.94,184.88,185.51,185.84,186.06,186.16,186.59,187.11,188.09,20.06,20.63,20.900000000000002,21.080000000000002,21.16,21.17,21.17,21.17,21.1,N/A,N/A -2012,12,25,10,30,100630,99460,98330,93.23,0,4.2700000000000005,6.09,7.1000000000000005,8.36,9.58,10.8,11.91,12.950000000000001,14.42,173.18,177.71,180.35,181.72,182.71,183.39000000000001,184.02,184.61,186.19,19.48,19.87,20.02,20.09,20.150000000000002,20.21,20.26,20.3,20.34,N/A,N/A -2012,12,25,11,30,100660,99490,98360,90.4,0,9.09,11.05,11.950000000000001,12.84,13.63,14.39,15.11,15.790000000000001,16.94,185.36,186.6,187.5,188.52,189.36,190.08,190.61,191.03,191.70000000000002,19.990000000000002,20.22,20.29,20.35,20.38,20.400000000000002,20.39,20.38,20.31,N/A,N/A -2012,12,25,12,30,100490,99330,98190,92.93,0,3.27,4.96,5.72,6.5200000000000005,7.4,8.4,9.42,10.43,12.290000000000001,164.20000000000002,166.63,169.16,173,175.86,178.02,178.96,179.44,179.58,19.68,20.09,20.12,19.91,19.75,19.62,19.490000000000002,19.37,19.14,N/A,N/A -2012,12,25,13,30,100490,99330,98200,89.73,0,8.91,10.82,11.72,12.57,13.3,13.97,14.540000000000001,15.06,15.85,178.32,177.94,177.6,177.18,176.84,176.54,176.46,176.47,177.32,20.13,20.35,20.400000000000002,20.42,20.42,20.400000000000002,20.37,20.34,20.21,N/A,N/A -2012,12,25,14,30,100520,99350,98220,91.2,0,8.2,10.14,11.1,12.08,12.97,13.83,14.620000000000001,15.35,16.51,180.07,179.88,179.73,179.54,179.38,179.25,179.19,179.14000000000001,179.37,19.84,20.05,20.12,20.17,20.21,20.25,20.27,20.27,20.22,N/A,N/A -2012,12,25,15,30,100440,99270,98140,91.13,5.9,8.81,10.82,11.75,12.72,13.65,14.59,15.59,16.59,18.57,177.48,178.70000000000002,179.48,180.41,181.41,182.52,183.85,185.22,187.94,19.84,19.91,19.900000000000002,19.87,19.830000000000002,19.79,19.75,19.72,19.57,N/A,N/A -2012,12,25,16,30,100440,99270,98140,90.03,0,11.85,14.22,15.26,16.29,17.16,17.96,18.68,19.34,20.54,190.79,191.71,192.18,192.66,193.06,193.43,193.76,194.07,194.69,20.080000000000002,20.22,20.23,20.21,20.17,20.12,20.06,19.990000000000002,19.830000000000002,N/A,N/A -2012,12,25,17,30,100280,99120,97990,90.10000000000001,0,15.77,18.26,19.26,20.12,20.84,21.48,22.080000000000002,22.63,23.59,194.54,194.84,195.14000000000001,195.53,195.92000000000002,196.34,196.83,197.33,198.52,20.080000000000002,20.18,20.17,20.1,20.03,19.95,19.87,19.8,19.650000000000002,N/A,N/A -2012,12,25,18,30,100390,99220,98100,89.94,1.5,14.51,17.080000000000002,18.07,18.94,19.69,20.37,20.990000000000002,21.56,22.57,214.73000000000002,215.78,216.23000000000002,216.73000000000002,217.18,217.63,218.07,218.48000000000002,219.28,20.1,20.22,20.21,20.14,20.080000000000002,19.990000000000002,19.900000000000002,19.81,19.61,N/A,N/A -2012,12,25,19,30,100420,99250,98120,90.82000000000001,0,10.790000000000001,12.780000000000001,13.64,14.44,15.08,15.610000000000001,15.860000000000001,15.99,15.56,237.64000000000001,238.55,239.28,240.36,241.51,242.82,244.57,246.36,254.17000000000002,19.95,20.06,20.080000000000002,20.09,20.12,20.16,20.21,20.28,20.54,N/A,N/A -2012,12,25,20,30,100480,99310,98180,79.87,0,10.02,11.84,12.6,13.280000000000001,13.83,14.290000000000001,14.66,14.98,15.44,308.16,306.5,305.56,304.78000000000003,304.26,303.92,303.66,303.44,302.68,20.01,20.16,20.17,20.14,20.080000000000002,19.990000000000002,19.87,19.740000000000002,19.44,N/A,N/A -2012,12,25,21,30,100570,99390,98260,58.65,0,12.01,13.91,14.66,15.3,15.83,16.29,16.7,17.05,17.61,307.74,307.40000000000003,307.17,306.92,306.7,306.48,306.27,306.08,305.68,19.92,19.98,19.92,19.81,19.68,19.54,19.37,19.2,18.830000000000002,N/A,N/A -2012,12,25,22,30,100700,99520,98380,51.89,0,12.26,13.780000000000001,14.370000000000001,14.8,15.16,15.47,15.75,16,16.45,304.08,304.47,304.69,304.91,305.09000000000003,305.26,305.41,305.55,305.76,19.22,19.150000000000002,19.04,18.88,18.72,18.55,18.37,18.2,17.830000000000002,N/A,N/A -2012,12,25,23,30,100830,99640,98490,55.72,0,13.8,15.48,16.06,16.45,16.740000000000002,16.97,17.150000000000002,17.31,17.57,305.91,305.78000000000003,305.76,305.76,305.75,305.75,305.75,305.76,305.76,17.830000000000002,17.56,17.400000000000002,17.2,17.01,16.82,16.62,16.43,16.04,N/A,N/A -2012,12,26,0,30,100950,99750,98590,76.75,0,15.99,17.650000000000002,18.16,18.42,18.59,18.69,18.740000000000002,18.77,18.76,326.23,326.22,326.12,325.98,325.85,325.72,325.57,325.44,325.14,15.57,15.040000000000001,14.82,14.58,14.36,14.16,13.950000000000001,13.76,13.36,N/A,N/A -2012,12,26,1,30,101150,99940,98750,81.77,0,15.34,16.81,17.32,17.580000000000002,17.76,17.87,17.94,17.990000000000002,18.03,314.27,314.35,314.49,314.63,314.75,314.86,314.97,315.08,315.28000000000003,12.9,12.19,11.91,11.64,11.41,11.19,10.97,10.77,10.36,N/A,N/A -2012,12,26,2,30,101300,100070,98870,82.72,0,16.72,18.23,18.67,18.85,18.95,19,19.01,19,18.93,318.17,318.34000000000003,318.43,318.52,318.6,318.66,318.73,318.8,318.94,10.19,9.26,8.94,8.67,8.43,8.22,8,7.8,7.4,N/A,N/A -2012,12,26,3,30,101410,100180,98970,87.37,0,14.23,15.44,15.81,16.02,16.15,16.240000000000002,16.3,16.35,16.4,327.78000000000003,327.5,327.40000000000003,327.33,327.28000000000003,327.22,327.18,327.14,327.06,8.9,7.98,7.65,7.37,7.12,6.9,6.66,6.45,6.03,N/A,N/A -2012,12,26,4,30,101510,100270,99060,85.96000000000001,0,14.22,15.39,15.700000000000001,15.85,15.94,16,16.03,16.05,16.06,331.69,331.33,331.08,330.85,330.63,330.43,330.22,330.02,329.63,7.57,6.59,6.25,5.98,5.73,5.51,5.28,5.07,4.66,N/A,N/A -2012,12,26,5,30,101630,100380,99160,84.72,0,14.41,15.66,16,16.19,16.31,16.39,16.44,16.48,16.53,330.85,330.65000000000003,330.52,330.40000000000003,330.28000000000003,330.17,330.07,329.97,329.77,6.59,5.5600000000000005,5.22,4.94,4.69,4.46,4.23,4.0200000000000005,3.61,N/A,N/A -2012,12,26,6,30,101730,100470,99250,87.39,0,13.5,14.58,14.85,14.99,15.07,15.13,15.16,15.18,15.19,331.42,331.41,331.43,331.46,331.49,331.51,331.54,331.57,331.63,6.1000000000000005,5.05,4.7,4.42,4.16,3.94,3.71,3.49,3.08,N/A,N/A -2012,12,26,7,30,101820,100560,99340,86.99,0,13.48,14.55,14.81,14.950000000000001,15.030000000000001,15.09,15.120000000000001,15.14,15.15,334.24,334.2,334.16,334.13,334.1,334.07,334.04,334.02,333.97,5.74,4.69,4.34,4.0600000000000005,3.81,3.58,3.36,3.14,2.73,N/A,N/A -2012,12,26,8,30,101880,100620,99400,87.56,0,13.86,14.92,15.200000000000001,15.33,15.41,15.46,15.48,15.5,15.5,335.7,335.71,335.7,335.7,335.7,335.69,335.7,335.7,335.7,5.46,4.38,4.0200000000000005,3.73,3.48,3.25,3.0300000000000002,2.82,2.41,N/A,N/A -2012,12,26,9,30,101930,100670,99440,89.59,0,13.24,14.27,14.540000000000001,14.67,14.75,14.8,14.82,14.83,14.83,337.7,337.77,337.81,337.86,337.91,337.94,337.99,338.03000000000003,338.13,5.3100000000000005,4.24,3.88,3.6,3.34,3.12,2.89,2.68,2.27,N/A,N/A -2012,12,26,10,30,102000,100730,99510,90.25,0,12.32,13.22,13.44,13.55,13.6,13.64,13.65,13.65,13.63,339.02,339.09000000000003,339.13,339.17,339.21,339.24,339.28000000000003,339.32,339.40000000000003,5.18,4.16,3.81,3.54,3.29,3.06,2.84,2.63,2.23,N/A,N/A -2012,12,26,11,30,102060,100800,99570,90.38,0,11.65,12.46,12.65,12.74,12.780000000000001,12.81,12.81,12.81,12.780000000000001,340.64,340.71,340.76,340.81,340.85,340.88,340.93,340.97,341.05,5.08,4.08,3.74,3.47,3.22,3,2.7800000000000002,2.57,2.17,N/A,N/A -2012,12,26,12,30,102130,100860,99630,89.52,0,11.01,11.76,11.92,12,12.030000000000001,12.05,12.05,12.05,12.01,342.26,342.32,342.37,342.40000000000003,342.45,342.49,342.53000000000003,342.57,342.66,4.98,4.01,3.67,3.4,3.16,2.94,2.72,2.5100000000000002,2.11,N/A,N/A -2012,12,26,13,30,102180,100910,99680,89.71000000000001,0,10.370000000000001,11.05,11.200000000000001,11.27,11.290000000000001,11.31,11.31,11.3,11.27,344.2,344.38,344.49,344.59000000000003,344.68,344.77,344.86,344.95,345.14,4.9,3.96,3.64,3.38,3.13,2.92,2.7,2.49,2.09,N/A,N/A -2012,12,26,14,30,102240,100970,99740,90.66,0,9.72,10.31,10.43,10.48,10.5,10.5,10.49,10.48,10.44,345.47,345.65000000000003,345.75,345.84000000000003,345.94,346.02,346.11,346.2,346.37,4.97,4.0600000000000005,3.74,3.48,3.24,3.0300000000000002,2.81,2.61,2.21,N/A,N/A -2012,12,26,15,30,102220,100960,99730,90.81,0,10.76,11.450000000000001,11.59,11.66,11.68,11.69,11.68,11.67,11.63,346.11,346.21,346.28000000000003,346.34000000000003,346.40000000000003,346.46,346.52,346.59000000000003,346.71,5.3100000000000005,4.37,4.04,3.7800000000000002,3.54,3.3200000000000003,3.11,2.91,2.5100000000000002,N/A,N/A -2012,12,26,16,30,102240,100980,99750,89.26,0,9.73,10.33,10.46,10.52,10.540000000000001,10.55,10.55,10.540000000000001,10.5,346.16,346.25,346.32,346.37,346.42,346.47,346.51,346.56,346.65000000000003,5.7700000000000005,4.89,4.57,4.3100000000000005,4.08,3.86,3.65,3.45,3.0500000000000003,N/A,N/A -2012,12,26,17,30,102220,100960,99730,86.94,0,9.3,9.86,9.98,10.03,10.05,10.06,10.06,10.040000000000001,10.01,343.92,344.01,344.08,344.14,344.2,344.25,344.31,344.36,344.48,6.3500000000000005,5.5,5.2,4.95,4.71,4.5,4.29,4.09,3.69,N/A,N/A -2012,12,26,18,30,102240,100980,99760,83.05,0,8.43,8.92,9.01,9.05,9.07,9.07,9.07,9.05,9.02,342.49,342.62,342.72,342.8,342.88,342.95,343.03000000000003,343.11,343.26,7.03,6.23,5.94,5.7,5.46,5.26,5.05,4.84,4.45,N/A,N/A -2012,12,26,19,30,102220,100960,99750,79.55,0,8.69,9.200000000000001,9.31,9.35,9.36,9.370000000000001,9.36,9.34,9.31,343.35,343.52,343.62,343.72,343.82,343.90000000000003,344,344.09000000000003,344.27,7.74,6.95,6.67,6.43,6.2,6,5.78,5.58,5.19,N/A,N/A -2012,12,26,20,30,102160,100910,99700,76.2,0,8.9,9.44,9.540000000000001,9.58,9.6,9.6,9.6,9.58,9.540000000000001,345.27,345.44,345.55,345.66,345.76,345.85,345.96,346.06,346.28000000000003,8.45,7.68,7.4,7.16,6.93,6.73,6.5200000000000005,6.32,5.92,N/A,N/A -2012,12,26,21,30,102170,100920,99710,75.02,0,7.29,7.69,7.78,7.82,7.83,7.84,7.84,7.83,7.8100000000000005,348.47,348.76,348.93,349.08,349.23,349.37,349.51,349.65000000000003,349.92,9.13,8.43,8.17,7.930000000000001,7.71,7.51,7.3,7.1000000000000005,6.7,N/A,N/A -2012,12,26,22,30,102150,100910,99700,69.65,0,6.21,6.51,6.5600000000000005,6.57,6.57,6.5600000000000005,6.55,6.54,6.5,357.04,356.95,356.88,356.82,356.77,356.72,356.67,356.62,356.53000000000003,9.61,8.96,8.71,8.48,8.26,8.06,7.8500000000000005,7.65,7.26,N/A,N/A -2012,12,26,23,30,102140,100900,99690,68.98,0,6.32,6.61,6.65,6.65,6.640000000000001,6.62,6.6000000000000005,6.58,6.5200000000000005,3.7,3.8200000000000003,3.88,3.93,3.99,4.03,4.08,4.12,4.22,9.790000000000001,9.15,8.9,8.67,8.46,8.26,8.05,7.86,7.46,N/A,N/A -2012,12,27,0,30,102160,100920,99710,70.42,0,6.74,7.0600000000000005,7.1000000000000005,7.1000000000000005,7.09,7.07,7.04,7.01,6.94,16.240000000000002,16.34,16.4,16.44,16.490000000000002,16.53,16.580000000000002,16.63,16.73,9.72,9.07,8.81,8.58,8.36,8.16,7.95,7.76,7.36,N/A,N/A -2012,12,27,1,30,102160,100910,99700,70.47,0,6.61,6.9,6.93,6.93,6.91,6.890000000000001,6.8500000000000005,6.82,6.74,23.330000000000002,23.54,23.67,23.79,23.91,24.01,24.13,24.240000000000002,24.47,9.52,8.86,8.6,8.38,8.16,7.96,7.75,7.55,7.16,N/A,N/A -2012,12,27,2,30,102160,100910,99700,70.57000000000001,0,6.34,6.61,6.640000000000001,6.63,6.61,6.59,6.5600000000000005,6.5200000000000005,6.45,31.220000000000002,31.68,31.98,32.25,32.53,32.77,33.05,33.32,33.87,9.46,8.81,8.55,8.33,8.11,7.91,7.7,7.51,7.12,N/A,N/A -2012,12,27,3,30,102130,100890,99680,72.28,0,6.36,6.66,6.7,6.7,6.69,6.68,6.66,6.63,6.58,37.92,38.550000000000004,38.93,39.29,39.64,39.96,40.300000000000004,40.63,41.32,9.68,9.03,8.78,8.55,8.33,8.13,7.930000000000001,7.73,7.34,N/A,N/A -2012,12,27,4,30,102100,100860,99660,75.58,0,5.94,6.21,6.26,6.2700000000000005,6.2700000000000005,6.2700000000000005,6.25,6.24,6.2,46.26,47.1,47.61,48.08,48.53,48.95,49.39,49.800000000000004,50.64,10.11,9.48,9.23,9.01,8.790000000000001,8.6,8.38,8.19,7.79,N/A,N/A -2012,12,27,5,30,102090,100850,99640,75.48,0,5.8500000000000005,6.11,6.15,6.16,6.15,6.140000000000001,6.13,6.11,6.08,54.43,55.39,56,56.56,57.09,57.57,58.1,58.59,59.58,10.450000000000001,9.84,9.6,9.38,9.16,8.96,8.75,8.56,8.17,N/A,N/A -2012,12,27,6,30,102070,100830,99630,75.92,0,5.13,5.4,5.46,5.49,5.5200000000000005,5.54,5.55,5.5600000000000005,5.58,65.2,66.58,67.41,68.18,68.89,69.52,70.19,70.81,72.03,11.08,10.52,10.290000000000001,10.08,9.86,9.67,9.46,9.26,8.870000000000001,N/A,N/A -2012,12,27,7,30,102050,100820,99630,77.75,0,5.04,5.24,5.26,5.26,5.25,5.24,5.22,5.2,5.16,81.8,82.59,83.17,83.71000000000001,84.23,84.71000000000001,85.23,85.72,86.72,11.56,11.01,10.78,10.57,10.35,10.16,9.950000000000001,9.76,9.36,N/A,N/A -2012,12,27,8,30,102020,100800,99600,82.68,0,5.7700000000000005,6.11,6.18,6.21,6.23,6.25,6.25,6.25,6.25,88.4,89.88,90.55,91.15,91.67,92.14,92.63,93.07000000000001,93.94,12.09,11.540000000000001,11.31,11.09,10.88,10.68,10.47,10.27,9.88,N/A,N/A -2012,12,27,9,30,101990,100760,99570,76.12,0,5.48,5.78,5.8500000000000005,5.88,5.9,5.92,5.92,5.93,5.93,104.87,105.59,106.03,106.43,106.8,107.12,107.46000000000001,107.77,108.38,12.64,12.11,11.88,11.67,11.450000000000001,11.26,11.05,10.85,10.450000000000001,N/A,N/A -2012,12,27,10,30,101910,100690,99500,77.64,0,6.41,6.78,6.86,6.9,6.92,6.93,6.94,6.95,6.95,97.53,97.93,98.22,98.48,98.75,98.99000000000001,99.25,99.51,100.03,13.01,12.48,12.26,12.040000000000001,11.83,11.64,11.43,11.24,10.85,N/A,N/A -2012,12,27,11,30,101880,100660,99480,78.19,0.4,5.93,6.3100000000000005,6.4,6.45,6.49,6.51,6.53,6.55,6.58,107.9,109.32000000000001,110.03,110.69,111.31,111.88,112.48,113.04,114.19,13.700000000000001,13.200000000000001,12.99,12.77,12.57,12.38,12.17,11.98,11.59,N/A,N/A -2012,12,27,12,30,101850,100630,99440,81.28,2.9000000000000004,7.46,7.9,8.01,8.06,8.08,8.09,8.1,8.1,8.08,89.47,90.47,91.13,91.76,92.34,92.86,93.41,93.92,94.99,13.66,13.13,12.91,12.700000000000001,12.5,12.3,12.1,11.91,11.53,N/A,N/A -2012,12,27,13,30,101790,100570,99390,81.19,0,7.55,8.1,8.23,8.3,8.34,8.370000000000001,8.39,8.4,8.4,104.92,105.35000000000001,105.57000000000001,105.77,105.97,106.14,106.33,106.5,106.85000000000001,14.17,13.66,13.43,13.22,13.01,12.81,12.6,12.4,12.01,N/A,N/A -2012,12,27,14,30,101780,100560,99380,80.68,0,8.1,8.69,8.84,8.91,8.96,8.99,9.01,9.02,9.02,103.02,103.60000000000001,103.9,104.16,104.42,104.65,104.89,105.11,105.58,14.59,14.08,13.870000000000001,13.65,13.44,13.25,13.040000000000001,12.85,12.46,N/A,N/A -2012,12,27,15,30,101750,100540,99360,83.73,0,8.32,8.92,9.09,9.17,9.23,9.27,9.31,9.33,9.36,95.58,96.41,96.83,97.21000000000001,97.54,97.84,98.14,98.42,98.98,14.83,14.33,14.120000000000001,13.9,13.69,13.5,13.3,13.1,12.71,N/A,N/A -2012,12,27,16,30,101700,100490,99320,82.71000000000001,0,8.91,9.61,9.8,9.89,9.950000000000001,9.99,10.02,10.03,10.040000000000001,99.08,99.16,99.24000000000001,99.33,99.41,99.5,99.58,99.66,99.85000000000001,15.120000000000001,14.620000000000001,14.41,14.19,13.98,13.790000000000001,13.58,13.39,13,N/A,N/A -2012,12,27,17,30,101630,100420,99250,85.02,0,9.82,10.69,10.92,11.05,11.14,11.200000000000001,11.25,11.28,11.33,99.58,100,100.26,100.52,100.75,100.97,101.19,101.4,101.82000000000001,15.43,14.94,14.72,14.51,14.31,14.11,13.91,13.72,13.33,N/A,N/A -2012,12,27,18,30,101580,100380,99210,86.29,1.1,10.92,11.91,12.16,12.3,12.38,12.44,12.47,12.5,12.52,102.68,103.08,103.31,103.52,103.72,103.9,104.10000000000001,104.28,104.65,15.66,15.17,14.96,14.74,14.530000000000001,14.34,14.14,13.950000000000001,13.56,N/A,N/A -2012,12,27,19,30,101540,100340,99170,85.49,0,10.64,11.65,11.92,12.08,12.18,12.25,12.3,12.34,12.38,107.27,107.61,107.8,107.99000000000001,108.16,108.31,108.48,108.63,108.94,16.21,15.76,15.55,15.34,15.13,14.94,14.74,14.55,14.16,N/A,N/A -2012,12,27,20,30,101500,100300,99140,86.09,0,11.36,12.43,12.76,12.93,13.040000000000001,13.120000000000001,13.17,13.200000000000001,13.23,110.16,110.32000000000001,110.45,110.58,110.7,110.81,110.93,111.05,111.31,16.55,16.12,15.92,15.71,15.5,15.31,15.11,14.92,14.530000000000001,N/A,N/A -2012,12,27,21,30,101420,100220,99060,90.68,1.1,11.08,12.23,12.56,12.76,12.9,13,13.07,13.13,13.200000000000001,112.11,112.68,112.93,113.15,113.35000000000001,113.54,113.74000000000001,113.92,114.29,16.86,16.45,16.26,16.05,15.85,15.67,15.47,15.290000000000001,14.9,N/A,N/A -2012,12,27,22,30,101360,100170,99010,89.55,4.800000000000001,12.09,13.23,13.52,13.65,13.72,13.76,13.76,13.76,13.72,114.71000000000001,114.94,115.11,115.31,115.52,115.73,115.99000000000001,116.23,116.88,17.18,16.79,16.6,16.4,16.21,16.02,15.83,15.65,15.280000000000001,N/A,N/A -2012,12,27,23,30,101300,100110,98950,91.72,0,10.14,11.01,11.22,11.33,11.4,11.46,11.56,11.69,12.43,104.94,105.44,105.86,106.38,107.05,107.77,108.99000000000001,110.51,118.67,17.41,17.05,16.88,16.69,16.51,16.34,16.17,16.03,15.88,N/A,N/A -2012,12,28,0,30,101270,100080,98920,91.7,5.5,11.42,12.57,12.88,13.06,13.19,13.290000000000001,13.370000000000001,13.44,13.68,114.8,115.13,115.41,115.72,116.04,116.38,116.8,117.22,118.53,17.82,17.490000000000002,17.32,17.12,16.94,16.76,16.57,16.4,16.05,N/A,N/A -2012,12,28,1,30,101250,100060,98910,93.45,0.4,8.34,9.61,10.1,10.34,10.620000000000001,10.94,11.21,11.44,11.83,121.44,122.63,123.61,124.89,126.29,127.81,129.49,131.1,134.34,18.36,18.12,17.98,17.8,17.66,17.55,17.44,17.34,17.11,N/A,N/A -2012,12,28,2,30,101210,100020,98870,91.04,0,8.41,9.5,9.89,10.23,10.52,10.790000000000001,11.040000000000001,11.28,11.77,125.54,126.14,126.57000000000001,127.09,127.65,128.24,128.93,129.6,131.38,18.740000000000002,18.54,18.400000000000002,18.25,18.1,17.96,17.81,17.67,17.400000000000002,N/A,N/A -2012,12,28,3,30,101190,100010,98860,90.73,0.7000000000000001,8.3,9.51,9.97,10.36,10.71,11.02,11.31,11.58,12.11,140.37,140.91,141.43,142.13,142.88,143.69,144.64000000000001,145.56,147.66,19.06,18.94,18.86,18.740000000000002,18.63,18.52,18.41,18.3,18.07,N/A,N/A -2012,12,28,4,30,101150,99970,98820,91.99,0.4,8.27,9.63,10.17,10.64,11.08,11.47,11.86,12.21,12.86,145.22,145.79,146.38,147.1,147.83,148.56,149.28,149.95000000000002,151.17000000000002,19.25,19.16,19.080000000000002,18.96,18.85,18.73,18.6,18.48,18.22,N/A,N/A -2012,12,28,5,30,101100,99920,98780,93.36,1.8,7.58,9.03,9.68,10.38,11.05,11.72,12.39,13.030000000000001,14.24,154.92000000000002,155.61,156.20000000000002,156.92000000000002,157.64000000000001,158.37,159.1,159.78,160.96,19.19,19.11,19.04,18.95,18.86,18.78,18.68,18.6,18.43,N/A,N/A -2012,12,28,6,30,101080,99900,98760,90.46000000000001,0,9.18,10.89,11.67,12.42,13.08,13.68,14.24,14.74,15.59,154.75,155.35,155.76,156.16,156.5,156.8,157.11,157.4,158.21,19.73,19.73,19.68,19.6,19.52,19.44,19.34,19.25,19.04,N/A,N/A -2012,12,28,7,30,101030,99850,98710,88.51,0,10.17,12.1,12.92,13.69,14.370000000000001,15.01,15.6,16.15,17.150000000000002,159.67000000000002,160.17000000000002,160.59,161.09,161.56,162.04,162.49,162.9,163.61,20.14,20.22,20.2,20.16,20.11,20.05,19.97,19.900000000000002,19.71,N/A,N/A -2012,12,28,8,30,101020,99850,98710,90.46000000000001,0,9.84,11.57,12.33,13.02,13.61,14.17,14.69,15.17,16.080000000000002,163.79,164.18,164.48,164.92000000000002,165.35,165.83,166.31,166.78,167.78,20.13,20.240000000000002,20.25,20.22,20.18,20.12,20.05,19.97,19.77,N/A,N/A -2012,12,28,9,30,100960,99790,98650,91.27,0,9.31,11.14,11.94,12.69,13.34,13.94,14.51,15.030000000000001,16.03,164.71,165.20000000000002,165.66,166.32,166.98,167.68,168.42000000000002,169.12,170.47,20.17,20.28,20.29,20.26,20.23,20.18,20.13,20.07,19.92,N/A,N/A -2012,12,28,10,30,100940,99770,98630,89.97,0,9.09,10.94,11.76,12.530000000000001,13.200000000000001,13.81,14.370000000000001,14.89,15.81,166.65,167.23,167.72,168.31,168.86,169.41,169.94,170.44,171.39000000000001,20.36,20.5,20.51,20.48,20.43,20.36,20.29,20.21,20.03,N/A,N/A -2012,12,28,11,30,100890,99720,98580,90.36,0,10.27,12.19,13.01,13.77,14.44,15.05,15.620000000000001,16.15,17.13,171.84,172.18,172.45000000000002,172.81,173.18,173.57,173.96,174.35,175.14000000000001,20.37,20.51,20.53,20.5,20.46,20.41,20.34,20.27,20.1,N/A,N/A -2012,12,28,12,30,100870,99700,98570,89.8,0.7000000000000001,10.78,12.870000000000001,13.77,14.620000000000001,15.36,16.04,16.66,17.21,18.2,175.58,175.86,176,176.18,176.34,176.48,176.61,176.73,176.92000000000002,20.490000000000002,20.67,20.69,20.68,20.650000000000002,20.6,20.53,20.46,20.27,N/A,N/A -2012,12,28,13,30,100810,99640,98510,89.5,0.4,11.14,13.24,14.15,14.950000000000001,15.65,16.3,16.89,17.42,18.43,176.17000000000002,176.12,176.38,176.64000000000001,176.89000000000001,177.13,177.36,177.58,178.04,20.56,20.75,20.78,20.76,20.72,20.68,20.61,20.54,20.37,N/A,N/A -2012,12,28,14,30,100900,99730,98590,92.79,99.2,8.89,10.46,11.23,11.97,12.61,13.23,13.84,14.44,15.620000000000001,192.1,191.78,191.4,190.73,189.99,189.02,187.87,186.63,184,19.85,19.87,19.84,19.740000000000002,19.66,19.57,19.48,19.38,19.19,N/A,N/A -2012,12,28,15,30,100990,99820,98680,98.78,566.9,9.5,9.97,10.200000000000001,10.46,10.68,10.88,11.05,11.19,11.4,301.94,293.14,285.98,279.35,274.25,270.4,267.46,265.23,262.25,18.45,18.62,18.8,18.93,19,18.96,18.900000000000002,18.830000000000002,18.650000000000002,N/A,N/A -2012,12,28,16,30,101050,99850,98690,93.94,24.5,9.78,10.51,10.72,10.78,10.82,10.82,10.82,10.82,10.89,322.88,323.3,323.26,323.22,323.17,323.12,323.05,322.97,322.73,15.8,15.34,15.14,14.93,14.74,14.55,14.36,14.19,13.84,N/A,N/A -2012,12,28,17,30,101030,99820,98650,91.52,0,11.01,11.88,12.09,12.17,12.21,12.23,12.23,12.23,12.23,328.09000000000003,328.03000000000003,328.02,328,327.97,327.94,327.91,327.87,327.74,14.71,14.16,13.94,13.73,13.52,13.33,13.14,12.96,12.58,N/A,N/A -2012,12,28,18,30,101070,99860,98690,90.98,2.6,10.540000000000001,11.35,11.55,11.64,11.69,11.72,11.73,11.75,11.8,326.72,326.77,326.77,326.75,326.73,326.69,326.66,326.62,326.5,14.34,13.77,13.55,13.34,13.14,12.950000000000001,12.76,12.57,12.21,N/A,N/A -2012,12,28,19,30,101150,99940,98770,88.13,0,9.55,10.25,10.450000000000001,10.540000000000001,10.59,10.63,10.65,10.66,10.69,330.33,330.2,330.12,330.04,329.97,329.90000000000003,329.82,329.74,329.58,14.39,13.85,13.620000000000001,13.41,13.200000000000001,13.01,12.81,12.620000000000001,12.24,N/A,N/A -2012,12,28,20,30,101210,100000,98830,86.12,0,10.41,11.28,11.53,11.66,11.75,11.81,11.86,11.89,11.950000000000001,327.72,327.75,327.77,327.78000000000003,327.79,327.8,327.81,327.82,327.84000000000003,14.58,14.030000000000001,13.8,13.58,13.370000000000001,13.18,12.97,12.780000000000001,12.39,N/A,N/A -2012,12,28,21,30,101310,100100,98930,83.76,0,11.05,11.96,12.22,12.35,12.44,12.49,12.530000000000001,12.55,12.58,331.12,331.06,331.01,330.96,330.92,330.88,330.84000000000003,330.8,330.73,14.18,13.6,13.36,13.13,12.91,12.71,12.5,12.31,11.91,N/A,N/A -2012,12,28,22,30,101400,100190,99000,83.89,0,12.63,13.72,14.030000000000001,14.18,14.280000000000001,14.35,14.39,14.42,14.44,332.88,332.95,332.98,333.02,333.05,333.08,333.11,333.14,333.2,13.13,12.450000000000001,12.19,11.950000000000001,11.73,11.53,11.31,11.11,10.71,N/A,N/A -2012,12,28,23,30,101500,100280,99090,85.23,0,11.73,12.700000000000001,12.98,13.120000000000001,13.21,13.280000000000001,13.33,13.36,13.41,338.89,338.85,338.8,338.75,338.71,338.66,338.62,338.58,338.49,12.21,11.5,11.23,10.99,10.76,10.55,10.33,10.13,9.73,N/A,N/A -2012,12,29,0,30,101610,100380,99190,85.55,0,12.22,13.26,13.56,13.72,13.82,13.89,13.94,13.98,14.02,340.33,340.34000000000003,340.36,340.37,340.38,340.39,340.41,340.42,340.44,11.57,10.82,10.540000000000001,10.290000000000001,10.06,9.85,9.63,9.43,9.02,N/A,N/A -2012,12,29,1,30,101710,100480,99280,86.3,0,12.07,13.05,13.33,13.46,13.55,13.61,13.64,13.67,13.69,342.2,342.1,342.06,342.03000000000003,342.01,341.99,341.98,341.97,341.95,10.78,10,9.71,9.46,9.22,9.01,8.790000000000001,8.59,8.18,N/A,N/A -2012,12,29,2,30,101810,100570,99370,86.31,0,12.47,13.46,13.74,13.89,13.97,14.040000000000001,14.07,14.09,14.11,341.32,341.65000000000003,341.88,342.1,342.3,342.48,342.66,342.84000000000003,343.19,10.27,9.44,9.15,8.89,8.65,8.44,8.22,8.02,7.61,N/A,N/A -2012,12,29,3,30,101890,100650,99450,88.38,0,11.3,12.18,12.43,12.57,12.66,12.72,12.76,12.790000000000001,12.82,346.8,347.11,347.22,347.29,347.35,347.40000000000003,347.44,347.48,347.54,9.9,9.09,8.790000000000001,8.53,8.290000000000001,8.07,7.84,7.640000000000001,7.23,N/A,N/A -2012,12,29,4,30,101970,100730,99520,88.74,0,11.69,12.59,12.84,12.97,13.05,13.1,13.13,13.15,13.16,344.82,344.90000000000003,345.02,345.14,345.26,345.37,345.48,345.59000000000003,345.79,9.49,8.64,8.33,8.07,7.83,7.61,7.38,7.18,6.76,N/A,N/A -2012,12,29,5,30,102040,100790,99580,89.71000000000001,0,10.46,11.19,11.38,11.47,11.53,11.56,11.58,11.59,11.59,346.97,347.49,347.65000000000003,347.78000000000003,347.89,347.98,348.05,348.12,348.26,8.78,7.97,7.67,7.42,7.18,6.97,6.75,6.54,6.140000000000001,N/A,N/A -2012,12,29,6,30,102160,100900,99680,82.29,0,13.31,14.35,14.620000000000001,14.74,14.81,14.86,14.870000000000001,14.88,14.870000000000001,356.90000000000003,356.68,356.51,356.35,356.19,356.06,355.90000000000003,355.76,355.46,7.6000000000000005,6.63,6.3100000000000005,6.04,5.8,5.58,5.36,5.16,4.76,N/A,N/A -2012,12,29,7,30,102250,101000,99770,81.2,0,12.94,13.96,14.22,14.35,14.42,14.47,14.5,14.51,14.51,1.43,1.18,1.01,0.85,0.7000000000000001,0.56,0.41000000000000003,0.26,359.97,7.26,6.3,5.98,5.71,5.47,5.26,5.04,4.84,4.44,N/A,N/A -2012,12,29,8,30,102310,101050,99830,81.07000000000001,0,12.61,13.6,13.86,13.99,14.07,14.120000000000001,14.15,14.17,14.19,359.08,358.82,358.66,358.51,358.37,358.24,358.11,357.99,357.75,7.11,6.15,5.83,5.57,5.33,5.11,4.89,4.69,4.29,N/A,N/A -2012,12,29,9,30,102400,101140,99920,78.04,0,12.96,13.96,14.21,14.32,14.38,14.42,14.44,14.450000000000001,14.44,1.33,1.1400000000000001,1.01,0.88,0.76,0.66,0.55,0.44,0.23,6.8,5.82,5.49,5.22,4.98,4.7700000000000005,4.55,4.3500000000000005,3.95,N/A,N/A -2012,12,29,10,30,102510,101250,100020,75.41,0,13.01,13.99,14.25,14.370000000000001,14.43,14.47,14.48,14.49,14.47,1.8800000000000001,1.73,1.6300000000000001,1.53,1.44,1.36,1.27,1.19,1.02,6.5,5.51,5.17,4.9,4.66,4.45,4.23,4.03,3.63,N/A,N/A -2012,12,29,11,30,102600,101330,100100,70.18,0,12.89,13.870000000000001,14.120000000000001,14.23,14.290000000000001,14.33,14.35,14.36,14.35,2.24,2.21,2.18,2.15,2.13,2.1,2.07,2.04,1.97,6.21,5.2,4.87,4.6000000000000005,4.36,4.15,3.93,3.73,3.34,N/A,N/A -2012,12,29,12,30,102670,101400,100170,68.39,0,12.67,13.63,13.870000000000001,13.99,14.06,14.1,14.13,14.14,14.15,4.33,4.5,4.61,4.7,4.78,4.8500000000000005,4.92,4.97,5.08,5.97,4.98,4.64,4.38,4.13,3.92,3.7,3.5,3.11,N/A,N/A -2012,12,29,13,30,102760,101490,100250,69.11,0,12.55,13.5,13.74,13.86,13.93,13.97,14,14.01,14.01,4.8,4.94,5.04,5.11,5.19,5.24,5.3,5.3500000000000005,5.44,5.82,4.8100000000000005,4.48,4.21,3.96,3.75,3.5300000000000002,3.33,2.94,N/A,N/A -2012,12,29,14,30,102840,101570,100330,69.91,0,11.92,12.790000000000001,13.01,13.13,13.19,13.24,13.26,13.280000000000001,13.290000000000001,6.76,6.8500000000000005,6.92,6.97,7.01,7.05,7.09,7.12,7.19,5.57,4.59,4.25,3.99,3.74,3.5300000000000002,3.31,3.11,2.72,N/A,N/A -2012,12,29,15,30,102860,101590,100350,69.3,0,10.74,11.49,11.68,11.78,11.84,11.88,11.91,11.93,11.97,1.75,1.86,1.93,2,2.07,2.12,2.17,2.22,2.3000000000000003,5.67,4.75,4.44,4.18,3.95,3.74,3.5300000000000002,3.33,2.95,N/A,N/A -2012,12,29,16,30,102900,101630,100390,67.44,0,9.64,10.290000000000001,10.46,10.55,10.61,10.66,10.69,10.72,10.77,359.46,359.38,359.34000000000003,359.3,359.26,359.24,359.2,359.17,359.11,6.3,5.44,5.14,4.89,4.66,4.46,4.25,4.05,3.67,N/A,N/A -2012,12,29,17,30,102880,101620,100390,66.02,0,9.61,10.26,10.43,10.53,10.59,10.63,10.67,10.69,10.74,354.52,354.51,354.51,354.52,354.53000000000003,354.55,354.56,354.57,354.61,7,6.16,5.86,5.61,5.38,5.17,4.96,4.7700000000000005,4.37,N/A,N/A -2012,12,29,18,30,102890,101630,100400,63.79,0,9.49,10.14,10.31,10.4,10.46,10.51,10.540000000000001,10.57,10.61,350.05,349.99,349.95,349.91,349.89,349.86,349.85,349.84000000000003,349.82,7.86,7.0600000000000005,6.7700000000000005,6.5200000000000005,6.29,6.09,5.88,5.68,5.28,N/A,N/A -2012,12,29,19,30,102890,101640,100410,62,0,9.5,10.16,10.34,10.43,10.49,10.53,10.56,10.58,10.61,350.19,350.12,350.07,350.04,350,349.97,349.95,349.93,349.89,8.67,7.88,7.6000000000000005,7.36,7.13,6.93,6.71,6.51,6.11,N/A,N/A -2012,12,29,20,30,102890,101640,100420,59.93,0,9.040000000000001,9.65,9.8,9.88,9.93,9.96,9.99,10.01,10.03,349.95,349.92,349.90000000000003,349.88,349.88,349.87,349.86,349.85,349.85,9.27,8.53,8.26,8.02,7.8,7.59,7.38,7.18,6.78,N/A,N/A -2012,12,29,21,30,102900,101650,100430,57.59,0,8.53,9.09,9.23,9.31,9.35,9.39,9.41,9.42,9.44,352.24,352.17,352.12,352.07,352.03000000000003,352,351.96,351.93,351.88,9.75,9.040000000000001,8.78,8.540000000000001,8.31,8.11,7.890000000000001,7.7,7.29,N/A,N/A -2012,12,29,22,30,102910,101660,100440,55.89,0,8.52,9.07,9.200000000000001,9.26,9.3,9.33,9.34,9.35,9.36,350.57,350.53000000000003,350.52,350.5,350.49,350.47,350.47,350.46,350.45,10.05,9.36,9.09,8.86,8.64,8.44,8.22,8.02,7.62,N/A,N/A -2012,12,29,23,30,102930,101680,100460,56.03,0,8.51,9.06,9.19,9.25,9.290000000000001,9.31,9.32,9.33,9.34,356.35,356.45,356.5,356.54,356.58,356.62,356.67,356.7,356.79,10.13,9.43,9.18,8.94,8.72,8.52,8.3,8.1,7.7,N/A,N/A -2012,12,30,0,30,103000,101750,100530,56.47,0,8.8,9.36,9.49,9.55,9.58,9.6,9.61,9.61,9.61,3.3200000000000003,3.21,3.12,3.0300000000000002,2.95,2.88,2.8000000000000003,2.74,2.6,10.02,9.32,9.05,8.82,8.59,8.39,8.17,7.98,7.58,N/A,N/A -2012,12,30,1,30,103030,101770,100560,55.57,0,9.22,9.82,9.950000000000001,10,10.03,10.05,10.05,10.05,10.03,6.24,6.140000000000001,6.08,6.03,5.98,5.93,5.88,5.83,5.74,9.72,8.99,8.73,8.49,8.27,8.07,7.86,7.66,7.2700000000000005,N/A,N/A -2012,12,30,2,30,103060,101810,100590,59.34,0,9.02,9.6,9.72,9.78,9.81,9.83,9.84,9.84,9.83,8.97,9.26,9.44,9.6,9.75,9.89,10.040000000000001,10.17,10.450000000000001,9.49,8.76,8.49,8.25,8.03,7.83,7.61,7.41,7.01,N/A,N/A -2012,12,30,3,30,103080,101830,100610,59.22,0,9.13,9.72,9.84,9.9,9.93,9.950000000000001,9.950000000000001,9.950000000000001,9.93,17.06,17.12,17.16,17.19,17.23,17.27,17.31,17.35,17.44,9.38,8.64,8.38,8.14,7.91,7.71,7.5,7.3,6.9,N/A,N/A -2012,12,30,4,30,103060,101800,100580,59.33,0,9.59,10.22,10.36,10.42,10.450000000000001,10.47,10.47,10.46,10.450000000000001,20.82,20.94,21,21.06,21.12,21.18,21.240000000000002,21.3,21.42,9.28,8.52,8.25,8.01,7.78,7.58,7.37,7.17,6.7700000000000005,N/A,N/A -2012,12,30,5,30,103060,101800,100580,60.34,0,9.61,10.25,10.39,10.450000000000001,10.48,10.5,10.5,10.49,10.47,25.400000000000002,25.63,25.79,25.92,26.05,26.18,26.310000000000002,26.43,26.69,9.17,8.41,8.13,7.9,7.67,7.47,7.25,7.05,6.66,N/A,N/A -2012,12,30,6,30,103080,101830,100600,61.58,0,9.52,10.15,10.28,10.35,10.38,10.39,10.4,10.39,10.370000000000001,32.25,32.53,32.69,32.84,32.99,33.12,33.27,33.4,33.67,9.16,8.41,8.14,7.9,7.67,7.47,7.26,7.0600000000000005,6.66,N/A,N/A -2012,12,30,7,30,103100,101840,100620,61.51,0,9.53,10.16,10.3,10.36,10.39,10.41,10.41,10.41,10.39,37.7,38.09,38.33,38.550000000000004,38.76,38.95,39.15,39.33,39.72,9.18,8.43,8.17,7.930000000000001,7.7,7.5,7.29,7.09,6.69,N/A,N/A -2012,12,30,8,30,103100,101850,100630,65.35,0,8.84,9.41,9.53,9.6,9.63,9.65,9.65,9.65,9.64,44.4,44.97,45.300000000000004,45.61,45.910000000000004,46.18,46.45,46.7,47.230000000000004,9.38,8.65,8.38,8.15,7.92,7.72,7.51,7.3100000000000005,6.91,N/A,N/A -2012,12,30,9,30,103090,101840,100620,70.09,0,9,9.6,9.73,9.8,9.83,9.85,9.86,9.870000000000001,9.86,51.660000000000004,52.02,52.24,52.44,52.63,52.800000000000004,52.980000000000004,53.14,53.47,9.51,8.790000000000001,8.52,8.28,8.06,7.8500000000000005,7.640000000000001,7.44,7.03,N/A,N/A -2012,12,30,10,30,103080,101830,100610,61.75,0,9.200000000000001,9.8,9.92,9.98,10,10.02,10.01,10.01,9.98,56.85,57.11,57.27,57.410000000000004,57.54,57.67,57.800000000000004,57.92,58.17,9.65,8.92,8.65,8.42,8.19,7.98,7.7700000000000005,7.57,7.17,N/A,N/A -2012,12,30,11,30,103080,101830,100610,69.78,0,8.86,9.44,9.56,9.620000000000001,9.65,9.67,9.67,9.67,9.65,58.230000000000004,58.72,59.02,59.29,59.550000000000004,59.78,60.03,60.26,60.72,9.700000000000001,8.98,8.72,8.49,8.26,8.06,7.84,7.640000000000001,7.24,N/A,N/A -2012,12,30,12,30,103090,101840,100620,71.62,0,8.67,9.23,9.36,9.41,9.450000000000001,9.47,9.47,9.48,9.46,63.95,64.38,64.63,64.87,65.09,65.29,65.5,65.7,66.1,9.99,9.290000000000001,9.03,8.8,8.57,8.370000000000001,8.16,7.96,7.5600000000000005,N/A,N/A -2012,12,30,13,30,103090,101840,100620,67.2,0,8.42,8.950000000000001,9.06,9.11,9.14,9.15,9.15,9.15,9.13,71.4,71.65,71.81,71.95,72.09,72.21000000000001,72.34,72.46000000000001,72.7,10.34,9.67,9.41,9.18,8.96,8.76,8.540000000000001,8.34,7.94,N/A,N/A -2012,12,30,14,30,103110,101860,100640,69.19,0,8.33,8.85,8.96,9.01,9.03,9.040000000000001,9.040000000000001,9.040000000000001,9.02,72.96000000000001,73.28,73.48,73.66,73.84,74,74.17,74.34,74.67,10.39,9.72,9.47,9.24,9.02,8.82,8.6,8.4,8,N/A,N/A -2012,12,30,15,30,103100,101850,100630,71.87,0,8.2,8.72,8.82,8.870000000000001,8.9,8.91,8.91,8.91,8.9,76.29,76.69,76.93,77.15,77.37,77.57000000000001,77.76,77.95,78.33,10.66,10.01,9.76,9.53,9.3,9.11,8.89,8.69,8.290000000000001,N/A,N/A -2012,12,30,16,30,103060,101810,100600,73.94,0,7.72,8.19,8.290000000000001,8.34,8.370000000000001,8.39,8.4,8.4,8.39,79.76,80.17,80.42,80.65,80.87,81.07000000000001,81.27,81.47,81.85000000000001,10.950000000000001,10.31,10.07,9.84,9.620000000000001,9.43,9.21,9.01,8.61,N/A,N/A -2012,12,30,17,30,103020,101770,100560,71.73,0,7.23,7.65,7.73,7.7700000000000005,7.78,7.79,7.79,7.78,7.76,84.09,84.51,84.78,85.02,85.25,85.45,85.67,85.87,86.28,11.23,10.620000000000001,10.38,10.15,9.94,9.74,9.53,9.33,8.93,N/A,N/A -2012,12,30,18,30,102980,101740,100530,74.5,0,6.7700000000000005,7.16,7.23,7.2700000000000005,7.28,7.29,7.29,7.29,7.2700000000000005,84.32000000000001,84.94,85.32000000000001,85.66,85.98,86.27,86.58,86.87,87.44,11.51,10.92,10.68,10.46,10.25,10.05,9.84,9.64,9.25,N/A,N/A -2012,12,30,19,30,102950,101710,100500,75.72,0,6.63,7,7.07,7.1000000000000005,7.11,7.12,7.12,7.11,7.1000000000000005,82.71000000000001,83.38,83.79,84.16,84.51,84.83,85.16,85.47,86.08,11.78,11.200000000000001,10.97,10.76,10.540000000000001,10.34,10.13,9.94,9.540000000000001,N/A,N/A -2012,12,30,20,30,102890,101650,100440,76.62,0,6.53,6.9,6.98,7.0200000000000005,7.04,7.05,7.05,7.0600000000000005,7.05,85.09,85.65,86.01,86.33,86.64,86.92,87.21000000000001,87.48,88.03,12.05,11.49,11.26,11.040000000000001,10.82,10.63,10.42,10.22,9.83,N/A,N/A -2012,12,30,21,30,102830,101600,100390,79.41,0,6.8500000000000005,7.26,7.36,7.41,7.43,7.45,7.46,7.46,7.46,85.53,86.33,86.76,87.15,87.5,87.82000000000001,88.15,88.45,89.05,12.41,11.85,11.620000000000001,11.4,11.18,10.99,10.78,10.58,10.19,N/A,N/A -2012,12,30,22,30,102750,101520,100320,78.61,0,6.96,7.390000000000001,7.49,7.54,7.5600000000000005,7.58,7.6000000000000005,7.61,7.62,91.83,91.91,92.05,92.19,92.34,92.49,92.66,92.82000000000001,93.18,12.56,12,11.78,11.56,11.35,11.15,10.94,10.74,10.35,N/A,N/A -2012,12,30,23,30,102700,101460,100270,79.09,0,7.890000000000001,8.4,8.52,8.57,8.6,8.620000000000001,8.63,8.63,8.63,92.16,93.06,93.58,94.05,94.48,94.86,95.27,95.64,96.4,13.16,12.61,12.38,12.17,11.950000000000001,11.76,11.55,11.35,10.96,N/A,N/A -2012,12,31,0,30,102660,101430,100240,79.2,0,7.54,8.08,8.21,8.290000000000001,8.33,8.370000000000001,8.39,8.41,8.44,98.85000000000001,99.43,99.76,100.06,100.34,100.59,100.85000000000001,101.09,101.59,13.6,13.07,12.85,12.63,12.42,12.22,12.01,11.82,11.42,N/A,N/A -2012,12,31,1,30,102610,101380,100190,78.48,0,7.95,8.52,8.66,8.74,8.790000000000001,8.82,8.85,8.870000000000001,8.89,102.65,103.35000000000001,103.7,104.02,104.31,104.56,104.82000000000001,105.07000000000001,105.55,14.02,13.51,13.280000000000001,13.07,12.86,12.66,12.450000000000001,12.26,11.86,N/A,N/A -2012,12,31,2,30,102580,101360,100170,77.87,0,7.57,8.16,8.32,8.42,8.49,8.55,8.59,8.63,8.69,106.64,107.46000000000001,107.87,108.24000000000001,108.57000000000001,108.87,109.17,109.44,109.98,14.57,14.08,13.870000000000001,13.66,13.450000000000001,13.26,13.05,12.85,12.46,N/A,N/A -2012,12,31,3,30,102520,101300,100110,77.65,0,7.17,7.66,7.7700000000000005,7.82,7.8500000000000005,7.87,7.88,7.88,7.890000000000001,111.82000000000001,112.21000000000001,112.51,112.81,113.10000000000001,113.38,113.7,114,114.67,15.09,14.620000000000001,14.42,14.21,14.01,13.82,13.61,13.42,13.040000000000001,N/A,N/A -2012,12,31,4,30,102460,101250,100070,80.9,0,7.2,7.79,7.96,8.06,8.14,8.2,8.25,8.290000000000001,8.35,105.71000000000001,106.37,106.72,107.06,107.37,107.65,107.94,108.2,108.75,15.700000000000001,15.27,15.07,14.86,14.66,14.47,14.27,14.08,13.69,N/A,N/A -2012,12,31,5,30,102410,101200,100020,83.57000000000001,0,8.35,9.01,9.16,9.24,9.290000000000001,9.32,9.33,9.34,9.34,102.15,102.42,102.67,102.92,103.17,103.4,103.67,103.92,104.49000000000001,16.05,15.620000000000001,15.42,15.21,15.01,14.82,14.620000000000001,14.44,14.05,N/A,N/A -2012,12,31,6,30,102380,101170,99990,83.93,0,8.75,9.56,9.78,9.91,9.99,10.040000000000001,10.07,10.09,10.11,108.52,108.9,109.14,109.37,109.57000000000001,109.76,109.94,110.12,110.48,16.69,16.330000000000002,16.14,15.94,15.74,15.55,15.35,15.17,14.780000000000001,N/A,N/A -2012,12,31,7,30,102360,101150,99970,85.54,0,8.88,9.69,9.91,10.02,10.08,10.13,10.14,10.15,10.14,103.81,104.13,104.43,104.73,105.02,105.28,105.57000000000001,105.85000000000001,106.46000000000001,16.86,16.51,16.330000000000002,16.13,15.93,15.75,15.55,15.36,14.98,N/A,N/A -2012,12,31,8,30,102280,101070,99900,87.4,0,9.91,10.790000000000001,11,11.09,11.15,11.17,11.18,11.19,11.200000000000001,109.34,109.57000000000001,109.75,109.95,110.18,110.4,110.7,110.99000000000001,111.93,16.94,16.59,16.41,16.21,16.02,15.84,15.64,15.46,15.09,N/A,N/A -2012,12,31,9,30,102240,101030,99860,88.60000000000001,0,9.31,10.16,10.38,10.5,10.57,10.63,10.67,10.71,10.9,113.31,113.68,113.88,114.12,114.4,114.7,115.11,115.53,117.41,17.41,17.11,16.94,16.75,16.56,16.38,16.19,16.02,15.67,N/A,N/A -2012,12,31,10,30,102180,100980,99810,90.73,0,8.65,9.51,9.78,9.99,10.200000000000001,10.41,10.73,11.040000000000001,11.09,117.18,117.44,117.71000000000001,118.11,118.67,119.32000000000001,120.3,121.3,125.16,17.650000000000002,17.38,17.23,17.04,16.87,16.7,16.54,16.38,16.13,N/A,N/A -2012,12,31,11,30,102110,100910,99750,93.61,0,8,9.31,9.74,9.870000000000001,10.14,10.46,10.71,10.9,11.1,113.31,115.23,116.21000000000001,116.72,117.89,119.38,121.06,122.65,126.45,17.63,17.39,17.25,17.07,16.94,16.84,16.72,16.62,16.41,N/A,N/A -2012,12,31,12,30,102070,100870,99700,93.51,0,8.2,9.21,9.57,9.88,10.15,10.4,10.67,10.91,11.46,116.12,116.53,116.87,117.29,117.79,118.32000000000001,119.10000000000001,119.92,124.06,17.89,17.650000000000002,17.51,17.35,17.19,17.04,16.9,16.77,16.65,N/A,N/A -2012,12,31,13,30,102010,100820,99660,94.8,0,7.7,8.76,9.16,9.52,9.85,10.14,10.44,10.72,11.26,119.09,119.74000000000001,120.17,120.72,121.34,121.99000000000001,122.93,123.89,127.85000000000001,18.03,17.82,17.68,17.53,17.38,17.240000000000002,17.11,16.990000000000002,16.86,N/A,N/A -2012,12,31,14,30,102000,100810,99650,93.58,0,7.74,8.92,9.39,9.82,10.200000000000001,10.540000000000001,10.85,11.13,11.84,122.41,123.65,124.84,126.7,129.18,132.13,136.3,140.49,149,18.42,18.34,18.29,18.25,18.25,18.27,18.32,18.37,18.36,N/A,N/A -2012,12,31,15,30,101970,100780,99620,93.84,0,6.57,7.78,8.32,8.870000000000001,9.39,9.89,10.33,10.73,11.31,132.14000000000001,133.27,134.21,135.49,136.82,138.20000000000002,139.68,141.08,144.24,18.580000000000002,18.51,18.46,18.400000000000002,18.36,18.32,18.28,18.240000000000002,18.13,N/A,N/A -2012,12,31,16,30,101920,100730,99580,93.26,0,6.55,8.01,8.72,9.450000000000001,10.14,10.82,11.41,11.950000000000001,12.71,144.82,146.84,148.37,150.13,151.68,153.12,154.37,155.52,159.33,18.95,19.01,19.04,19.06,19.09,19.12,19.11,19.1,19,N/A,N/A -2012,12,31,17,30,101860,100670,99520,93.35000000000001,0,6.09,7.5600000000000005,8.27,9.040000000000001,9.78,10.5,11.18,11.82,12.75,150.49,151.82,152.81,153.94,155.03,156.11,157.33,158.52,160.97,19.06,19.13,19.16,19.18,19.19,19.21,19.2,19.19,19.080000000000002,N/A,N/A -2012,12,31,18,30,101810,100620,99470,92.16,0,6.890000000000001,8.44,9.13,9.82,10.48,11.13,11.8,12.44,13.51,153.79,155.1,156.19,157.63,159.02,160.39000000000001,161.5,162.49,163.72,19.31,19.43,19.46,19.48,19.5,19.5,19.490000000000002,19.48,19.37,N/A,N/A -2012,12,31,19,30,101780,100590,99440,93.09,0,6.5200000000000005,8.11,8.85,9.6,10.31,10.98,11.64,12.25,13.27,155.75,157.24,158.45000000000002,160.03,161.51,162.92000000000002,164.03,165.01,166.77,19.32,19.45,19.5,19.54,19.56,19.59,19.580000000000002,19.57,19.47,N/A,N/A -2012,12,31,20,30,101720,100530,99390,91.79,0,6.61,8.32,9.120000000000001,9.93,10.65,11.32,11.94,12.51,13.4,161.15,162.17000000000002,162.87,163.56,164.06,164.41,164.56,164.64000000000001,164.68,19.48,19.66,19.72,19.77,19.78,19.77,19.740000000000002,19.7,19.53,N/A,N/A -2012,12,31,21,30,101680,100500,99350,92.01,0,6.640000000000001,8.41,9.23,10.05,10.78,11.46,12.06,12.61,13.5,159.20000000000002,160.91,162.17000000000002,163.67000000000002,165,166.23,167.25,168.15,169.4,19.43,19.64,19.71,19.78,19.82,19.84,19.830000000000002,19.8,19.66,N/A,N/A -2012,12,31,22,30,101650,100460,99320,92.33,0,6,7.74,8.57,9.43,10.21,10.94,11.59,12.200000000000001,13.42,160.17000000000002,161.85,163.20000000000002,164.87,166.42000000000002,167.89000000000001,169.15,170.29,172.26,19.31,19.55,19.650000000000002,19.73,19.78,19.82,19.81,19.8,19.73,N/A,N/A -2012,12,31,23,30,101610,100430,99280,92.32000000000001,0,6.16,7.91,8.74,9.6,10.38,11.11,11.8,12.44,13.5,160.8,162.20000000000002,163.34,164.83,166.22,167.56,168.65,169.6,170.55,19.29,19.53,19.62,19.72,19.78,19.830000000000002,19.84,19.84,19.72,N/A,N/A From 539b5d8d371356c324923e90ca4cdca29b5de374 Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Tue, 7 Oct 2025 11:17:15 -0600 Subject: [PATCH 30/79] Removing commented out config block --- examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml | 4 ---- 1 file changed, 4 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml index 02b71421b..f3f766b4d 100644 --- a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml @@ -61,10 +61,6 @@ finance_parameters: hydrogen: commodity: "hydrogen" technologies: ["hopp", "electrolyzer"] - # methanol: - # commodity: "methanol" - # finance_groups: ["methanol"] - # technologies: ["methanol"] cost_adjustment_parameters: cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year target_dollar_year: 2022 From 44ac54cba8499ea802834ebdebdc7e4f9e44245d Mon Sep 17 00:00:00 2001 From: Jonathan Martin <94018654+jmartin4nrel@users.noreply.github.com> Date: Tue, 7 Oct 2025 14:11:11 -0600 Subject: [PATCH 31/79] Fix local test failures on test_hybrid_energy_plant_example (#283) * Test fixed * Fix precommit * Adding iterations in driver_config --- examples/11_hybrid_energy_plant/driver_config.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/11_hybrid_energy_plant/driver_config.yaml b/examples/11_hybrid_energy_plant/driver_config.yaml index 23e7b1050..34bc6de62 100644 --- a/examples/11_hybrid_energy_plant/driver_config.yaml +++ b/examples/11_hybrid_energy_plant/driver_config.yaml @@ -8,9 +8,9 @@ driver: optimization: flag: True tol: 0.1 - max_iter: 0 + max_iter: 6 solver: COBYLA - rhobeg: 1000. + rhobeg: 1.0 debug_print: False design_variables: From 66d1c294ad077727e2babfece16ec7921bd74c27 Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Wed, 8 Oct 2025 13:20:31 -0500 Subject: [PATCH 32/79] commodity-neutral transporters and basic operations (#293) * added generic combiner, splitter and summer models * updated combiner and splitter to power_combiner and power_splitter * added tests for generic splitter and combiner * removed electricity combiner and spliter from supported models * removed electricity combiner and electricity splitter * updated invalid mode splitter test * Minor typo fexes * update docs * fix example test * Added tests for consumption summer * Combined generic summers for production and consumption * remove extra unused code --------- Co-authored-by: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Co-authored-by: John Jasa --- docs/technology_models/technology_overview.md | 24 +- docs/user_guide/connecting_technologies.md | 6 + .../tech_config_co2h.yaml | 5 +- .../tech_config.yaml | 4 + .../17_splitter_wind_doc_h2/tech_config.yaml | 5 +- h2integrate/core/h2integrate_model.py | 4 +- h2integrate/core/supported_models.py | 11 +- .../transporters/electricity_combiner.py | 23 -- .../transporters/electricity_splitter.py | 131 --------- h2integrate/transporters/generic_combiner.py | 62 ++++ h2integrate/transporters/generic_splitter.py | 147 +++++++++ h2integrate/transporters/generic_summer.py | 70 +++++ .../test/test_electricity_combiner.py | 30 -- .../test/test_generic_combiner.py | 278 ++++++++++++++++++ ...y_splitter.py => test_generic_splitter.py} | 171 ++++++----- 15 files changed, 699 insertions(+), 272 deletions(-) delete mode 100644 h2integrate/transporters/electricity_combiner.py delete mode 100644 h2integrate/transporters/electricity_splitter.py create mode 100644 h2integrate/transporters/generic_combiner.py create mode 100644 h2integrate/transporters/generic_splitter.py create mode 100644 h2integrate/transporters/generic_summer.py delete mode 100644 h2integrate/transporters/test/test_electricity_combiner.py create mode 100644 h2integrate/transporters/test/test_generic_combiner.py rename h2integrate/transporters/test/{test_electricity_splitter.py => test_generic_splitter.py} (61%) diff --git a/docs/technology_models/technology_overview.md b/docs/technology_models/technology_overview.md index 4c8528e94..561368433 100644 --- a/docs/technology_models/technology_overview.md +++ b/docs/technology_models/technology_overview.md @@ -56,9 +56,9 @@ The inputs, outputs, and corresponding technology that are currently available i | Technology | Transport Commodity | | :---------------- | :---------------: | | `cable` | electricity | -| `pipe` | hydrogen | -| `combiner` | Any | -| `splitter` | electricity | +| `pipe` | most mass-based commodities | +| `combiner` | Any | +| `splitter` | Any| Connection: `[source_tech, dest_tech, transport_commodity, transport_technology]` @@ -88,6 +88,8 @@ Below summarizes the available performance, cost, and financial models for each - [Converters](#converter-models) - [Transport](#transport-models) - [Storage](#storage-models) +- [Basic Operations](#basic-operations) +- [Controllers](#controller-models) (resource-models)= ## Resource models @@ -183,13 +185,16 @@ Below summarizes the available performance, cost, and financial models for each ## Transport Models - `cable` - performance models: - + `'cable'` + + `'cable'`: specific to `electricity` commodity - `pipe`: - performance models: - + `'pipe'` + + `'pipe'`: currently compatible with the commodities "hydrogen", "co2", "methanol", "ammonia", "nitrogen", "natural_gas" - `combiner`: - performance models: - + `'combiner_performance'` + + `'combiner_performance'`: can be used for any commodity +- `splitter`: + - performance models: + + `'splitter_performance'`: can be used for any commodity (storage-models)= ## Storage Models @@ -205,6 +210,13 @@ Below summarizes the available performance, cost, and financial models for each - cost models: + `'atb_battery_cost'` +(basic-operations)= +## Basic Operations +- `production_summer`: sums the production profile of any commodity +- `consumption_summer`: sums the consumption profile of any feedstock + + +(control-models)= ## Controller Models - `pass_through_controller` - `demand_open_loop_controller` diff --git a/docs/user_guide/connecting_technologies.md b/docs/user_guide/connecting_technologies.md index da5b62e52..7c95b3451 100644 --- a/docs/user_guide/connecting_technologies.md +++ b/docs/user_guide/connecting_technologies.md @@ -101,6 +101,10 @@ technologies: electricity_combiner: performance_model: model: "combiner_performance" + model_inputs: + performance_parameters: + commodity: "electricity" + commodity_units: "kW" ``` No additional configuration parameters are needed - the combiner simply adds the two input streams. @@ -141,6 +145,8 @@ technologies: performance_model: model: "splitter_performance" config: + commodity: "electricity" + commodity_units: "kW" split_mode: "fraction" # or "prescribed_electricity" fraction_to_priority_tech: 0.7 # for fraction mode # OR diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index 02358d7fe..a5c21aa7b 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -14,7 +14,10 @@ technologies: electricity_splitter: performance_model: model: "splitter_performance" - config: + model_inputs: + performance_parameters: + commodity: "electricity" + commodity_units: "kW" split_mode: "fraction" fraction_to_priority_tech: 0.243998425816608 electrolyzer: diff --git a/examples/15_wind_solar_electrolyzer/tech_config.yaml b/examples/15_wind_solar_electrolyzer/tech_config.yaml index b694c57b4..4edbe5b98 100644 --- a/examples/15_wind_solar_electrolyzer/tech_config.yaml +++ b/examples/15_wind_solar_electrolyzer/tech_config.yaml @@ -65,6 +65,10 @@ technologies: combiner: performance_model: model: "combiner_performance" + model_inputs: + performance_parameters: + commodity: "electricity" + commodity_units: "kW" electrolyzer: performance_model: model: "eco_pem_electrolyzer_performance" diff --git a/examples/17_splitter_wind_doc_h2/tech_config.yaml b/examples/17_splitter_wind_doc_h2/tech_config.yaml index 176830dc0..ea576a146 100644 --- a/examples/17_splitter_wind_doc_h2/tech_config.yaml +++ b/examples/17_splitter_wind_doc_h2/tech_config.yaml @@ -15,8 +15,11 @@ technologies: electricity_splitter: performance_model: model: "splitter_performance" - config: + model_inputs: + performance_parameters: split_mode: "fraction" + commodity: "electricity" + commodity_units: "kW" fraction_to_priority_tech: 0.25 doc: diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index 11eeaf25c..efa72f767 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -672,7 +672,7 @@ def connect_technologies(self): # Connect the splitter output to the connection component self.plant.connect( - f"{source_tech}.electricity_out{splitter_counts[source_tech]}", + f"{source_tech}.{transport_item}_out{splitter_counts[source_tech]}", f"{connection_name}.{transport_item}_in", ) @@ -701,7 +701,7 @@ def connect_technologies(self): # Connect the connection component to the destination technology self.plant.connect( f"{connection_name}.{transport_item}_out", - f"{dest_tech}.electricity_in{combiner_counts[dest_tech]}", + f"{dest_tech}.{transport_item}_in{combiner_counts[dest_tech]}", ) elif "storage" in dest_tech: diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index c92e3ef9d..54f44303a 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -5,9 +5,12 @@ from h2integrate.converters.steel.steel import SteelPerformanceModel, SteelCostAndFinancialModel from h2integrate.converters.wind.wind_plant import WindPlantCostModel, WindPlantPerformanceModel from h2integrate.finances.profast_financial import ProFastComp +from h2integrate.transporters.generic_summer import GenericSummerPerformanceModel from h2integrate.converters.hopp.hopp_wrapper import HOPPComponent from h2integrate.converters.solar.solar_pysam import PYSAMSolarPlantPerformanceModel from h2integrate.storage.hydrogen.eco_storage import H2Storage +from h2integrate.transporters.generic_combiner import GenericCombinerPerformanceModel +from h2integrate.transporters.generic_splitter import GenericSplitterPerformanceModel from h2integrate.converters.nitrogen.simple_ASU import SimpleASUCostModel, SimpleASUPerformanceModel from h2integrate.storage.simple_generic_storage import SimpleGenericStorage from h2integrate.storage.hydrogen.tank_baseclass import ( @@ -21,8 +24,6 @@ from h2integrate.converters.hydrogen.wombat_model import WOMBATElectrolyzerModel from h2integrate.converters.wind.wind_plant_pysam import PYSAMWindPlantPerformanceModel from h2integrate.storage.battery.atb_battery_cost import ATBBatteryCostModel -from h2integrate.transporters.electricity_combiner import CombinerPerformanceModel -from h2integrate.transporters.electricity_splitter import SplitterPerformanceModel from h2integrate.converters.ammonia.ammonia_synloop import ( AmmoniaSynLoopCostModel, AmmoniaSynLoopPerformanceModel, @@ -139,8 +140,10 @@ # Transport "cable": CablePerformanceModel, "pipe": PipePerformanceModel, - "combiner_performance": CombinerPerformanceModel, - "splitter_performance": SplitterPerformanceModel, + "combiner_performance": GenericCombinerPerformanceModel, + "splitter_performance": GenericSplitterPerformanceModel, + # Simple Summers + "summer": GenericSummerPerformanceModel, # Storage "h2_storage": H2Storage, "hydrogen_tank_performance": HydrogenTankPerformanceModel, diff --git a/h2integrate/transporters/electricity_combiner.py b/h2integrate/transporters/electricity_combiner.py deleted file mode 100644 index 582aa3462..000000000 --- a/h2integrate/transporters/electricity_combiner.py +++ /dev/null @@ -1,23 +0,0 @@ -import openmdao.api as om - - -class CombinerPerformanceModel(om.ExplicitComponent): - """ - Combine electricity from two sources into one output without losses. - - This component is purposefully simple; a more realistic case might include - losses or other considerations from power electronics. - """ - - def initialize(self): - self.options.declare("driver_config", types=dict) - self.options.declare("plant_config", types=dict) - self.options.declare("tech_config", types=dict) - - def setup(self): - self.add_input("electricity_in1", val=0.0, shape_by_conn=True, units="kW") - self.add_input("electricity_in2", val=0.0, shape_by_conn=True, units="kW") - self.add_output("electricity_out", val=0.0, copy_shape="electricity_in1", units="kW") - - def compute(self, inputs, outputs): - outputs["electricity_out"] = inputs["electricity_in1"] + inputs["electricity_in2"] diff --git a/h2integrate/transporters/electricity_splitter.py b/h2integrate/transporters/electricity_splitter.py deleted file mode 100644 index be816f976..000000000 --- a/h2integrate/transporters/electricity_splitter.py +++ /dev/null @@ -1,131 +0,0 @@ -import numpy as np -import openmdao.api as om -from attrs import field, define - -from h2integrate.core.utilities import BaseConfig - - -@define -class SplitterPerformanceConfig(BaseConfig): - split_mode: str = field() - fraction_to_priority_tech: float = field(default=None) - prescribed_electricity_to_priority_tech: float = field(default=None) - - def __attrs_post_init__(self): - """Validate that the required fields are present based on split_mode.""" - if self.split_mode == "fraction": - if self.fraction_to_priority_tech is None: - raise ValueError( - "fraction_to_priority_tech is required" " when split_mode is 'fraction'" - ) - elif self.split_mode == "prescribed_electricity": - if self.prescribed_electricity_to_priority_tech is None: - raise ValueError( - "prescribed_electricity_to_priority_tech is required" - " when split_mode is 'prescribed_electricity'" - ) - else: - raise ValueError( - f"Invalid split_mode: {self.split_mode}." - " Must be 'fraction' or 'prescribed_electricity'" - ) - - # Set default values for unused fields - if self.split_mode == "fraction" and self.prescribed_electricity_to_priority_tech is None: - self.prescribed_electricity_to_priority_tech = 0.0 - elif self.split_mode == "prescribed_electricity" and self.fraction_to_priority_tech is None: - self.fraction_to_priority_tech = 0.0 - - -class SplitterPerformanceModel(om.ExplicitComponent): - """ - Split electricity from one source into two outputs. - - This component supports two splitting modes: - 1. Fraction-based splitting: Split based on a specified fraction sent to the priority technology - 2. Prescribed electricity splitting: Send a prescribed amount to the priority technology, - remainder to the other technology - - The priority_tech parameter determines which technology receives the primary allocation. - The outputs are: - - electricity_out1: Power sent to the first technology - - electricity_out2: Power sent to the second technology - - This component is purposefully simple; a more realistic case might include - losses or other considerations from power electronics. - """ - - def initialize(self): - self.options.declare("driver_config", types=dict, default={}) - self.options.declare("plant_config", types=dict, default={}) - self.options.declare("tech_config", types=dict, default={}) - - def setup(self): - # Initialize config from tech_config - self.config = SplitterPerformanceConfig.from_dict( - self.options["tech_config"].get("performance_model", {}).get("config", {}) - ) - - self.add_input("electricity_in", val=0.0, shape_by_conn=True, units="kW") - - split_mode = self.config.split_mode - - if split_mode == "fraction": - self.add_input( - "fraction_to_priority_tech", - val=self.config.fraction_to_priority_tech, - desc="Fraction of input power to send to the priority technology (0.0 to 1.0)", - ) - elif split_mode == "prescribed_electricity": - self.add_input( - "prescribed_electricity_to_priority_tech", - val=self.config.prescribed_electricity_to_priority_tech, - copy_shape="electricity_in", - units="kW", - desc="Prescribed amount of power to send to the priority technology", - ) - else: - raise ValueError( - f"Invalid split_mode: {split_mode}. Must be 'fraction' or 'prescribed_electricity'" - ) - - self.add_output( - "electricity_out1", - val=0.0, - copy_shape="electricity_in", - units="kW", - desc="Power output to the first technology", - ) - self.add_output( - "electricity_out2", - val=0.0, - copy_shape="electricity_in", - units="kW", - desc="Power output to the second technology", - ) - - def compute(self, inputs, outputs): - electricity_in = inputs["electricity_in"] - split_mode = self.config.split_mode - - if split_mode == "fraction": - fraction_to_priority = inputs["fraction_to_priority_tech"] - # Ensure fraction is between 0 and 1 - fraction_to_priority = np.clip(fraction_to_priority, 0.0, 1.0) - electricity_to_priority = electricity_in * fraction_to_priority - electricity_to_other = electricity_in * (1.0 - fraction_to_priority) - - elif split_mode == "prescribed_electricity": - prescribed_to_priority = inputs["prescribed_electricity_to_priority_tech"] - # Ensure prescribed electricity is non-negative and doesn't exceed available power - available_power = np.maximum(0.0, electricity_in) - requested_amount = np.maximum(0.0, prescribed_to_priority) - electricity_to_priority = np.minimum(requested_amount, available_power) - electricity_to_other = electricity_in - electricity_to_priority - - # Determine which output gets priority allocation based on plant config - # This requires mapping priority_tech to output1 or output2 - # For now, we'll assume priority_tech maps to output1 - # TODO: This mapping logic should be enhanced based on plant configuration - outputs["electricity_out1"] = electricity_to_priority - outputs["electricity_out2"] = electricity_to_other diff --git a/h2integrate/transporters/generic_combiner.py b/h2integrate/transporters/generic_combiner.py new file mode 100644 index 000000000..a930df129 --- /dev/null +++ b/h2integrate/transporters/generic_combiner.py @@ -0,0 +1,62 @@ +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs + + +@define +class GenericCombinerPerformanceConfig(BaseConfig): + """Configuration class for a generic combiner. + + Attributes: + commodity (str): name of commodity type + commodity_units (str): units of commodity production profile + """ + + commodity: str = field(converter=(str.lower, str.strip)) + commodity_units: str = field() + + +class GenericCombinerPerformanceModel(om.ExplicitComponent): + """ + Combine any commodity or resource from two sources into one output without losses. + + This component is purposefully simple; a more realistic case might include + losses or other considerations from system components. + """ + + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + self.config = GenericCombinerPerformanceConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") + ) + + n_timesteps = int(self.options["plant_config"]["plant"]["simulation"]["n_timesteps"]) + + self.add_input( + f"{self.config.commodity}_in1", + val=0.0, + shape=n_timesteps, + units=self.config.commodity_units, + ) + self.add_input( + f"{self.config.commodity}_in2", + val=0.0, + shape=n_timesteps, + units=self.config.commodity_units, + ) + self.add_output( + f"{self.config.commodity}_out", + val=0.0, + shape=n_timesteps, + units=self.config.commodity_units, + ) + + def compute(self, inputs, outputs): + outputs[f"{self.config.commodity}_out"] = ( + inputs[f"{self.config.commodity}_in1"] + inputs[f"{self.config.commodity}_in2"] + ) diff --git a/h2integrate/transporters/generic_splitter.py b/h2integrate/transporters/generic_splitter.py new file mode 100644 index 000000000..513dcf288 --- /dev/null +++ b/h2integrate/transporters/generic_splitter.py @@ -0,0 +1,147 @@ +import numpy as np +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig +from h2integrate.core.validators import contains, range_val_or_none + + +@define +class GenericSplitterPerformanceConfig(BaseConfig): + """Configuration class for the GenericSplitterPerformanceModel. + + Attributes: + split_mode (str): what method to use to split input commodity stream. + Must be either "prescribed_commodity" or "fraction" to split commodity stream. + commodity (str): name of commodity + commodity_units (str): units of commodity production profile + fraction_to_priority_tech (float, optional): fraction of input commodity to + send to first output stream. Only used if `split_mode` is "fraction". + Defaults to None. + prescribed_commodity_to_priority_tech (float, optional): constant amount + of input commodity to send to first output stream in same units as ``commodity_units``. + Only used if `split_mode` is "prescribed_commodity". Defaults to None. + """ + + split_mode: str = field( + converter=(str.lower, str.strip), validator=contains(["prescribed_commodity", "fraction"]) + ) + commodity: str = field(converter=(str.lower, str.strip)) + commodity_units: str = field() + fraction_to_priority_tech: float = field(default=None, validator=range_val_or_none(0, 1)) + prescribed_commodity_to_priority_tech: float = field(default=None) + + def __attrs_post_init__(self): + """Validate that the required fields are present based on split_mode.""" + if self.split_mode == "fraction": + if self.fraction_to_priority_tech is None: + raise ValueError( + "fraction_to_priority_tech is required" " when split_mode is 'fraction'" + ) + if self.split_mode == "prescribed_commodity": + if self.prescribed_commodity_to_priority_tech is None: + raise ValueError( + "prescribed_commodity_to_priority_tech is required" + " when split_mode is 'prescribed_commodity'" + ) + + # Set default values for unused fields + if self.split_mode == "fraction" and self.prescribed_commodity_to_priority_tech is None: + self.prescribed_commodity_to_priority_tech = 0.0 + elif self.split_mode == "prescribed_commodity" and self.fraction_to_priority_tech is None: + self.fraction_to_priority_tech = 0.0 + + +class GenericSplitterPerformanceModel(om.ExplicitComponent): + """ + Split commodity from one source into two outputs. + + This component supports two splitting modes: + 1. Fraction-based splitting: Split based on a specified fraction sent to the priority technology + 2. Prescribed commodity splitting: Send a prescribed amount to the priority technology, + remainder to the other technology + + The priority_tech parameter determines which technology receives the primary allocation. + The outputs are: + - {commodity}_out1: commodity sent to the first technology + - {commodity}_out2: commodity sent to the second technology + + This component is purposefully simple; a more realistic case might include + losses or other considerations from system components. + """ + + def initialize(self): + self.options.declare("driver_config", types=dict, default={}) + self.options.declare("plant_config", types=dict, default={}) + self.options.declare("tech_config", types=dict, default={}) + + def setup(self): + # Initialize config from tech config + self.config = GenericSplitterPerformanceConfig.from_dict( + self.options["tech_config"]["model_inputs"]["performance_parameters"] + ) + + self.add_input( + f"{self.config.commodity}_in", + val=0.0, + shape_by_conn=True, + units=self.config.commodity_units, + ) + + split_mode = self.config.split_mode + + if split_mode == "fraction": + self.add_input( + "fraction_to_priority_tech", + val=self.config.fraction_to_priority_tech, + desc="Fraction of input commodity to send to the priority technology (0.0 to 1.0)", + ) + elif split_mode == "prescribed_commodity": + self.add_input( + "prescribed_commodity_to_priority_tech", + val=self.config.prescribed_commodity_to_priority_tech, + copy_shape=f"{self.config.commodity}_in", + units=self.config.commodity_units, + desc="Prescribed amount of commodity to send to the priority technology", + ) + + self.add_output( + f"{self.config.commodity}_out1", + val=0.0, + copy_shape=f"{self.config.commodity}_in", + units=self.config.commodity_units, + desc=f"{self.config.commodity} output to the first technology", + ) + self.add_output( + f"{self.config.commodity}_out2", + val=0.0, + copy_shape=f"{self.config.commodity}_in", + units=self.config.commodity_units, + desc=f"{self.config.commodity} output to the second technology", + ) + + def compute(self, inputs, outputs): + commodity_in = inputs[f"{self.config.commodity}_in"] + split_mode = self.config.split_mode + + if split_mode == "fraction": + fraction_to_priority = inputs["fraction_to_priority_tech"] + # Ensure fraction is between 0 and 1 + fraction_to_priority = np.clip(fraction_to_priority, 0.0, 1.0) + commodity_to_priority = commodity_in * fraction_to_priority + commodity_to_other = commodity_in * (1.0 - fraction_to_priority) + + elif split_mode == "prescribed_commodity": + prescribed_to_priority = inputs["prescribed_commodity_to_priority_tech"] + # Ensure prescribed commodity is non-negative and doesn't exceed available commodity + available_commodity = np.maximum(0.0, commodity_in) + requested_amount = np.maximum(0.0, prescribed_to_priority) + commodity_to_priority = np.minimum(requested_amount, available_commodity) + commodity_to_other = commodity_in - commodity_to_priority + + # Determine which output gets priority allocation based on plant config + # This requires mapping priority_tech to output1 or output2 + # For now, we'll assume priority_tech maps to output1 + # TODO: This mapping logic should be enhanced based on plant configuration + outputs[f"{self.config.commodity}_out1"] = commodity_to_priority + outputs[f"{self.config.commodity}_out2"] = commodity_to_other diff --git a/h2integrate/transporters/generic_summer.py b/h2integrate/transporters/generic_summer.py new file mode 100644 index 000000000..d7a3ee91b --- /dev/null +++ b/h2integrate/transporters/generic_summer.py @@ -0,0 +1,70 @@ +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import contains + + +@define +class GenericSummerPerformanceConfig(BaseConfig): + """Configuration class for a generic summer for commodities or feedstocks. + + Attributes: + commodity (str): name of commodity/feedstock type + commodity_units (str): units of commodity/feedstock profile + operation_mode (str): either "production" or "consumption" to determine input/output naming + """ + + commodity: str = field(converter=(str.lower, str.strip)) + commodity_units: str = field() + operation_mode: str = field( + default="production", + converter=(str.lower, str.strip), + validator=contains(["production", "consumption"]), + ) + + +class GenericSummerPerformanceModel(om.ExplicitComponent): + """ + Sum the production or consumption profile of some commodity from a single source. + """ + + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + self.config = GenericSummerPerformanceConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") + ) + + n_timesteps = int(self.options["plant_config"]["plant"]["simulation"]["n_timesteps"]) + + if self.config.commodity == "electricity": + # NOTE: this should be updated in overhaul required for flexible dt + summed_units = f"{self.config.commodity_units}*h" + else: + summed_units = self.config.commodity_units + + self.add_input( + f"{self.config.commodity}_in", + val=0.0, + shape=n_timesteps, + units=self.config.commodity_units, + ) + + if self.config.operation_mode == "consumption": + self.add_output(f"total_{self.config.commodity}_consumed", val=0.0, units=summed_units) + else: # production mode (default) + self.add_output(f"total_{self.config.commodity}_produced", val=0.0, units=summed_units) + + def compute(self, inputs, outputs): + if self.config.operation_mode == "consumption": + outputs[f"total_{self.config.commodity}_consumed"] = sum( + inputs[f"{self.config.commodity}_in"] + ) + else: # production mode (default) + outputs[f"total_{self.config.commodity}_produced"] = sum( + inputs[f"{self.config.commodity}_in"] + ) diff --git a/h2integrate/transporters/test/test_electricity_combiner.py b/h2integrate/transporters/test/test_electricity_combiner.py deleted file mode 100644 index cdb85f3d7..000000000 --- a/h2integrate/transporters/test/test_electricity_combiner.py +++ /dev/null @@ -1,30 +0,0 @@ -import numpy as np -import openmdao.api as om -from pytest import approx - -from h2integrate.transporters.electricity_combiner import CombinerPerformanceModel - - -rng = np.random.default_rng(seed=0) - - -def test_combiner_performance(): - prob = om.Problem() - comp = CombinerPerformanceModel() - prob.model.add_subsystem("comp", comp, promotes=["*"]) - ivc = om.IndepVarComp() - ivc.add_output("electricity_in1", val=np.zeros(8760), units="kW") - ivc.add_output("electricity_in2", val=np.zeros(8760), units="kW") - prob.model.add_subsystem("ivc", ivc, promotes=["*"]) - - prob.setup() - - electricity_input1 = rng.random(8760) - electricity_input2 = rng.random(8760) - electricity_output = electricity_input1 + electricity_input2 - - prob.set_val("electricity_in1", electricity_input1, units="kW") - prob.set_val("electricity_in2", electricity_input2, units="kW") - prob.run_model() - - assert prob.get_val("electricity_out", units="kW") == approx(electricity_output, rel=1e-5) diff --git a/h2integrate/transporters/test/test_generic_combiner.py b/h2integrate/transporters/test/test_generic_combiner.py new file mode 100644 index 000000000..f95273013 --- /dev/null +++ b/h2integrate/transporters/test/test_generic_combiner.py @@ -0,0 +1,278 @@ +import numpy as np +import openmdao.api as om +from pytest import approx, fixture + +from h2integrate.transporters.generic_summer import GenericSummerPerformanceModel +from h2integrate.transporters.generic_combiner import GenericCombinerPerformanceModel + + +rng = np.random.default_rng(seed=0) + + +@fixture +def plant_config(): + plant_dict = {"plant": {"simulation": {"n_timesteps": 8760, "dt": 3600}}} + return plant_dict + + +@fixture +def combiner_tech_config_electricity(): + elec_combiner_dict = { + "model_inputs": { + "performance_parameters": {"commodity": "electricity", "commodity_units": "kW"} + } + } + return elec_combiner_dict + + +@fixture +def combiner_tech_config_hydrogen(): + h2_combiner_dict = { + "model_inputs": { + "performance_parameters": {"commodity": "hydrogen", "commodity_units": "kg"} + } + } + return h2_combiner_dict + + +@fixture +def summer_tech_config_electricity_consumption(): + elec_summer_dict = { + "model_inputs": { + "performance_parameters": { + "commodity": "electricity", + "commodity_units": "kW", + "operation_mode": "consumption", + } + } + } + return elec_summer_dict + + +@fixture +def summer_tech_config_hydrogen_consumption(): + h2_summer_dict = { + "model_inputs": { + "performance_parameters": { + "commodity": "hydrogen", + "commodity_units": "kg", + "operation_mode": "consumption", + } + } + } + return h2_summer_dict + + +@fixture +def summer_tech_config_electricity_production(): + elec_summer_dict = { + "model_inputs": { + "performance_parameters": { + "commodity": "electricity", + "commodity_units": "kW", + "operation_mode": "production", + } + } + } + return elec_summer_dict + + +@fixture +def summer_tech_config_hydrogen_production(): + h2_summer_dict = { + "model_inputs": { + "performance_parameters": { + "commodity": "hydrogen", + "commodity_units": "kg", + "operation_mode": "production", + } + } + } + return h2_summer_dict + + +def test_generic_combiner_performance_power(plant_config, combiner_tech_config_electricity): + prob = om.Problem() + comp = GenericCombinerPerformanceModel( + plant_config=plant_config, tech_config=combiner_tech_config_electricity, driver_config={} + ) + prob.model.add_subsystem("comp", comp, promotes=["*"]) + ivc = om.IndepVarComp() + ivc.add_output("electricity_in1", val=np.zeros(8760), units="kW") + ivc.add_output("electricity_in2", val=np.zeros(8760), units="kW") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + + prob.setup() + + electricity_input1 = rng.random(8760) + electricity_input2 = rng.random(8760) + electricity_output = electricity_input1 + electricity_input2 + + prob.set_val("electricity_in1", electricity_input1, units="kW") + prob.set_val("electricity_in2", electricity_input2, units="kW") + prob.run_model() + + assert prob.get_val("electricity_out", units="kW") == approx(electricity_output, rel=1e-5) + + +def test_generic_combiner_performance_hydrogen(plant_config, combiner_tech_config_hydrogen): + prob = om.Problem() + comp = GenericCombinerPerformanceModel( + plant_config=plant_config, tech_config=combiner_tech_config_hydrogen, driver_config={} + ) + prob.model.add_subsystem("comp", comp, promotes=["*"]) + ivc = om.IndepVarComp() + ivc.add_output("hydrogen_in1", val=np.zeros(8760), units="kg") + ivc.add_output("hydrogen_in2", val=np.zeros(8760), units="kg") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + + prob.setup() + + hydrogen_input1 = rng.random(8760) + hydrogen_input2 = rng.random(8760) + hydrogen_output = hydrogen_input1 + hydrogen_input2 + + prob.set_val("hydrogen_in1", hydrogen_input1, units="kg") + prob.set_val("hydrogen_in2", hydrogen_input2, units="kg") + prob.run_model() + + assert prob.get_val("hydrogen_out", units="kg") == approx(hydrogen_output, rel=1e-5) + + +def test_generic_consumption_summer_performance_electricity( + plant_config, summer_tech_config_electricity_consumption +): + prob = om.Problem() + comp = GenericSummerPerformanceModel( + plant_config=plant_config, + tech_config=summer_tech_config_electricity_consumption, + driver_config={}, + ) + prob.model.add_subsystem("comp", comp, promotes=["*"]) + ivc = om.IndepVarComp() + ivc.add_output("electricity_in", val=np.zeros(8760), units="kW") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + + prob.setup() + + electricity_input = rng.random(8760) + total_electricity_consumed = sum(electricity_input) + + prob.set_val("electricity_in", electricity_input, units="kW") + prob.run_model() + + assert prob.get_val("total_electricity_consumed") == approx( + total_electricity_consumed, rel=1e-5 + ) + + +def test_generic_consumption_summer_performance_hydrogen( + plant_config, summer_tech_config_hydrogen_consumption +): + prob = om.Problem() + comp = GenericSummerPerformanceModel( + plant_config=plant_config, + tech_config=summer_tech_config_hydrogen_consumption, + driver_config={}, + ) + prob.model.add_subsystem("comp", comp, promotes=["*"]) + ivc = om.IndepVarComp() + ivc.add_output("hydrogen_in", val=np.zeros(8760), units="kg") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + + prob.setup() + + hydrogen_input = rng.random(8760) + total_hydrogen_consumed = sum(hydrogen_input) + + prob.set_val("hydrogen_in", hydrogen_input, units="kg") + prob.run_model() + + assert prob.get_val("total_hydrogen_consumed") == approx(total_hydrogen_consumed, rel=1e-5) + + +def test_generic_production_summer_performance_electricity( + plant_config, summer_tech_config_electricity_production +): + prob = om.Problem() + comp = GenericSummerPerformanceModel( + plant_config=plant_config, + tech_config=summer_tech_config_electricity_production, + driver_config={}, + ) + prob.model.add_subsystem("comp", comp, promotes=["*"]) + ivc = om.IndepVarComp() + ivc.add_output("electricity_in", val=np.zeros(8760), units="kW") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + + prob.setup() + + electricity_input = rng.random(8760) + total_electricity_produced = sum(electricity_input) + + prob.set_val("electricity_in", electricity_input, units="kW") + prob.run_model() + + assert prob.get_val("total_electricity_produced") == approx( + total_electricity_produced, rel=1e-5 + ) + + +def test_generic_production_summer_performance_hydrogen( + plant_config, summer_tech_config_hydrogen_production +): + prob = om.Problem() + comp = GenericSummerPerformanceModel( + plant_config=plant_config, + tech_config=summer_tech_config_hydrogen_production, + driver_config={}, + ) + prob.model.add_subsystem("comp", comp, promotes=["*"]) + ivc = om.IndepVarComp() + ivc.add_output("hydrogen_in", val=np.zeros(8760), units="kg") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + + prob.setup() + + hydrogen_input = rng.random(8760) + total_hydrogen_produced = sum(hydrogen_input) + + prob.set_val("hydrogen_in", hydrogen_input, units="kg") + prob.run_model() + + assert prob.get_val("total_hydrogen_produced") == approx(total_hydrogen_produced, rel=1e-5) + + +def test_generic_summer_default_mode_is_production(plant_config): + """Test that the default operation mode is production when not specified.""" + tech_config = { + "model_inputs": { + "performance_parameters": { + "commodity": "electricity", + "commodity_units": "kW", + # Note: operation_mode not specified, should default to production + } + } + } + + prob = om.Problem() + comp = GenericSummerPerformanceModel( + plant_config=plant_config, tech_config=tech_config, driver_config={} + ) + prob.model.add_subsystem("comp", comp, promotes=["*"]) + ivc = om.IndepVarComp() + ivc.add_output("electricity_in", val=np.zeros(8760), units="kW") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + + prob.setup() + + electricity_input = rng.random(8760) + total_electricity_produced = sum(electricity_input) + + prob.set_val("electricity_in", electricity_input, units="kW") + prob.run_model() + + # Should have production output, not consumption + assert prob.get_val("total_electricity_produced") == approx( + total_electricity_produced, rel=1e-5 + ) diff --git a/h2integrate/transporters/test/test_electricity_splitter.py b/h2integrate/transporters/test/test_generic_splitter.py similarity index 61% rename from h2integrate/transporters/test/test_electricity_splitter.py rename to h2integrate/transporters/test/test_generic_splitter.py index 7e5fa6063..20377987b 100644 --- a/h2integrate/transporters/test/test_electricity_splitter.py +++ b/h2integrate/transporters/test/test_generic_splitter.py @@ -1,30 +1,45 @@ import numpy as np import pytest import openmdao.api as om -from pytest import approx +from pytest import approx, fixture -from h2integrate.transporters.electricity_splitter import ( - SplitterPerformanceModel, - SplitterPerformanceConfig, +from h2integrate.transporters.generic_splitter import ( + GenericSplitterPerformanceModel, + GenericSplitterPerformanceConfig, ) +@fixture +def splitter_tech_config_electricity(): + return {"commodity": "electricity", "commodity_units": "kW"} + + +@fixture +def splitter_tech_config_hydrogen(): + h2_combiner_dict = { + "model_inputs": { + "performance_parameters": {"commodity": "hydrogen", "commodity_units": "kg"} + } + } + return h2_combiner_dict + + rng = np.random.default_rng(seed=0) -def test_splitter_ratio_mode_edge_cases(): +def test_splitter_ratio_mode_edge_cases_electricity(splitter_tech_config_electricity): """Test the splitter in fraction mode with edge case fractions.""" - tech_config = { - "performance_model": { - "config": { - "split_mode": "fraction", - "fraction_to_priority_tech": 0.0, - } - } + performance_config = { + "split_mode": "fraction", + "fraction_to_priority_tech": 0.0, } + performance_config.update(splitter_tech_config_electricity) + + tech_config = {"model_inputs": {"performance_parameters": performance_config}} + prob = om.Problem() - comp = SplitterPerformanceModel(tech_config=tech_config) + comp = GenericSplitterPerformanceModel(tech_config=tech_config) prob.model.add_subsystem("comp", comp, promotes=["*"]) ivc = om.IndepVarComp() ivc.add_output("electricity_in", val=100.0, units="kW") @@ -61,23 +76,23 @@ def test_splitter_ratio_mode_edge_cases(): assert prob.get_val("electricity_out2", units="kW") == approx(electricity_input, rel=1e-5) -def test_splitter_prescribed_electricity_mode(): +def test_splitter_prescribed_electricity_mode(splitter_tech_config_electricity): """Test the splitter in prescribed_electricity mode.""" - tech_config = { - "performance_model": { - "config": { - "split_mode": "prescribed_electricity", - "prescribed_electricity_to_priority_tech": 200.0, - } - } + performance_config = { + "split_mode": "prescribed_commodity", + "prescribed_commodity_to_priority_tech": 200.0, } + performance_config.update(splitter_tech_config_electricity) + + tech_config = {"model_inputs": {"performance_parameters": performance_config}} + prob = om.Problem() - comp = SplitterPerformanceModel(tech_config=tech_config) + comp = GenericSplitterPerformanceModel(tech_config=tech_config) prob.model.add_subsystem("comp", comp, promotes=["*"]) ivc = om.IndepVarComp() ivc.add_output("electricity_in", val=np.zeros(8760), units="kW") - ivc.add_output("prescribed_electricity_to_priority_tech", val=np.zeros(8760), units="kW") + ivc.add_output("prescribed_commodity_to_priority_tech", val=np.zeros(8760), units="kW") prob.model.add_subsystem("ivc", ivc, promotes=["*"]) prob.setup() @@ -86,7 +101,7 @@ def test_splitter_prescribed_electricity_mode(): prescribed_electricity = np.full(8760, 200.0) prob.set_val("electricity_in", electricity_input, units="kW") - prob.set_val("prescribed_electricity_to_priority_tech", prescribed_electricity, units="kW") + prob.set_val("prescribed_commodity_to_priority_tech", prescribed_electricity, units="kW") prob.run_model() expected_output1 = prescribed_electricity @@ -101,26 +116,27 @@ def test_splitter_prescribed_electricity_mode(): assert total_output == approx(electricity_input, rel=1e-5) -def test_splitter_prescribed_electricity_mode_limited_input(): +def test_splitter_prescribed_electricity_mode_limited_input(splitter_tech_config_electricity): """ Test the splitter in prescribed_electricity mode when input is less than prescribed electricity. """ - tech_config = { - "performance_model": { - "config": { - "split_mode": "prescribed_electricity", - "prescribed_electricity_to_priority_tech": 150.0, - } - } + + performance_config = { + "split_mode": "prescribed_commodity", + "prescribed_commodity_to_priority_tech": 150.0, } + performance_config.update(splitter_tech_config_electricity) + + tech_config = {"model_inputs": {"performance_parameters": performance_config}} + prob = om.Problem() - comp = SplitterPerformanceModel(tech_config=tech_config) + comp = GenericSplitterPerformanceModel(tech_config=tech_config) prob.model.add_subsystem("comp", comp, promotes=["*"]) ivc = om.IndepVarComp() ivc.add_output("electricity_in", val=np.zeros(8760), units="kW") - ivc.add_output("prescribed_electricity_to_priority_tech", val=np.zeros(8760), units="kW") + ivc.add_output("prescribed_commodity_to_priority_tech", val=np.zeros(8760), units="kW") prob.model.add_subsystem("ivc", ivc, promotes=["*"]) prob.setup() @@ -129,7 +145,7 @@ def test_splitter_prescribed_electricity_mode_limited_input(): prescribed_electricity = np.full(8760, 150.0) prob.set_val("electricity_in", electricity_input, units="kW") - prob.set_val("prescribed_electricity_to_priority_tech", prescribed_electricity, units="kW") + prob.set_val("prescribed_commodity_to_priority_tech", prescribed_electricity, units="kW") prob.run_model() expected_output1 = electricity_input @@ -139,39 +155,38 @@ def test_splitter_prescribed_electricity_mode_limited_input(): assert prob.get_val("electricity_out2", units="kW") == approx(expected_output2, abs=1e-10) -def test_splitter_invalid_mode(): +def test_splitter_invalid_mode(splitter_tech_config_electricity): """Test that an invalid split mode raises an error.""" - tech_config = { - "performance_model": { - "config": { - "split_mode": "invalid_mode", - } - } + performance_config = { + "split_mode": "invalid_mode", } + performance_config.update(splitter_tech_config_electricity) + + tech_config = {"model_inputs": {"performance_parameters": performance_config}} + with pytest.raises( ValueError, - match="Invalid split_mode: invalid_mode. Must be 'fraction' or 'prescribed_electricity'", + match="Item invalid_mode not found in list", ): prob = om.Problem() - comp = SplitterPerformanceModel(tech_config=tech_config) + comp = GenericSplitterPerformanceModel(tech_config=tech_config) prob.model.add_subsystem("comp", comp, promotes=["*"]) prob.setup() -def test_splitter_scalar_inputs(): +def test_splitter_scalar_inputs(splitter_tech_config_electricity): """Test the splitter with scalar inputs instead of arrays.""" - tech_config_ratio = { - "performance_model": { - "config": { - "split_mode": "fraction", - "fraction_to_priority_tech": 0.4, - } - } + performance_config_ratio = { + "split_mode": "fraction", + "fraction_to_priority_tech": 0.4, } + performance_config_ratio.update(splitter_tech_config_electricity) + + tech_config_ratio = {"model_inputs": {"performance_parameters": performance_config_ratio}} prob = om.Problem() - comp = SplitterPerformanceModel(tech_config=tech_config_ratio) + comp = GenericSplitterPerformanceModel(tech_config=tech_config_ratio) prob.model.add_subsystem("comp", comp, promotes=["*"]) ivc = om.IndepVarComp() ivc.add_output("electricity_in", val=100.0, units="kW") @@ -184,21 +199,23 @@ def test_splitter_scalar_inputs(): assert prob.get_val("electricity_out1", units="kW") == approx(40.0, rel=1e-5) assert prob.get_val("electricity_out2", units="kW") == approx(60.0, rel=1e-5) + performance_config_prescribed = { + "split_mode": "prescribed_commodity", + "prescribed_commodity_to_priority_tech": 30.0, + } + + performance_config_prescribed.update(splitter_tech_config_electricity) + tech_config_prescribed = { - "performance_model": { - "config": { - "split_mode": "prescribed_electricity", - "prescribed_electricity_to_priority_tech": 30.0, - } - } + "model_inputs": {"performance_parameters": performance_config_prescribed} } prob2 = om.Problem() - comp2 = SplitterPerformanceModel(tech_config=tech_config_prescribed) + comp2 = GenericSplitterPerformanceModel(tech_config=tech_config_prescribed) prob2.model.add_subsystem("comp", comp2, promotes=["*"]) ivc2 = om.IndepVarComp() ivc2.add_output("electricity_in", val=100.0, units="kW") - ivc2.add_output("prescribed_electricity_to_priority_tech", val=30.0, units="kW") + ivc2.add_output("prescribed_commodity_to_priority_tech", val=30.0, units="kW") prob2.model.add_subsystem("ivc", ivc2, promotes=["*"]) prob2.setup() @@ -208,23 +225,25 @@ def test_splitter_scalar_inputs(): assert prob2.get_val("electricity_out2", units="kW") == approx(70.0, rel=1e-5) -def test_splitter_prescribed_electricity_varied_array(): +def test_splitter_prescribed_electricity_varied_array(splitter_tech_config_electricity): """Test the splitter in prescribed_electricity mode with a varied array (50-100 MW).""" - tech_config = { - "performance_model": { - "config": { - "split_mode": "prescribed_electricity", - "prescribed_electricity_to_priority_tech": 75000.0, # Default value in kW - } - } + performance_config = { + "split_mode": "prescribed_commodity", + "prescribed_commodity_to_priority_tech": 75000.0, # Default value in kW } + performance_config.update(splitter_tech_config_electricity) + + tech_config = {"model_inputs": {"performance_parameters": performance_config}} + + tech_config.update(splitter_tech_config_electricity) + prob = om.Problem() - comp = SplitterPerformanceModel(tech_config=tech_config) + comp = GenericSplitterPerformanceModel(tech_config=tech_config) prob.model.add_subsystem("comp", comp, promotes=["*"]) ivc = om.IndepVarComp() ivc.add_output("electricity_in", val=np.zeros(8760), units="kW") - ivc.add_output("prescribed_electricity_to_priority_tech", val=np.zeros(8760), units="kW") + ivc.add_output("prescribed_commodity_to_priority_tech", val=np.zeros(8760), units="kW") prob.model.add_subsystem("ivc", ivc, promotes=["*"]) prob.setup() @@ -236,7 +255,7 @@ def test_splitter_prescribed_electricity_varied_array(): electricity_input = rng.random(8760) * 30000 + 120000 # 120-150 MW range prob.set_val("electricity_in", electricity_input, units="kW") - prob.set_val("prescribed_electricity_to_priority_tech", prescribed_electricity, units="kW") + prob.set_val("prescribed_commodity_to_priority_tech", prescribed_electricity, units="kW") prob.run_model() # Since input > prescribed in all cases, prescribed should go to output1 @@ -271,10 +290,14 @@ def test_splitter_prescribed_electricity_varied_array(): def test_splitter_missing_config(): """Test that missing required config fields cause an error.""" - incomplete_config_dict = {"split_mode": "fraction"} + incomplete_config_dict = { + "split_mode": "fraction", + "commodity": "electricity", + "commodity_units": "kW", + } with pytest.raises( ValueError, match="fraction_to_priority_tech is required when split_mode is 'fraction'", ): - SplitterPerformanceConfig.from_dict(incomplete_config_dict) + GenericSplitterPerformanceConfig.from_dict(incomplete_config_dict) From 2b0dd9455222e8b16a579b410ffb52026f19b874 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Thu, 9 Oct 2025 10:22:46 -0600 Subject: [PATCH 33/79] Updated/Fixed SQL Recording (#291) * updated set_recorders and added call to it in h2integrate_model.py * updated changelog * added tests for updates to recorder * updated conftest to prevent errors * removed env variables from test_recorder in attempt to fix CI tests --------- Co-authored-by: John Jasa --- CHANGELOG.md | 1 + h2integrate/core/h2integrate_model.py | 15 +- h2integrate/core/pose_optimization.py | 56 +++++-- h2integrate/core/test/conftest.py | 48 ++++++ h2integrate/core/test/test_recorder.py | 213 +++++++++++++++++++++++++ 5 files changed, 313 insertions(+), 20 deletions(-) create mode 100644 h2integrate/core/test/conftest.py create mode 100644 h2integrate/core/test/test_recorder.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 201e78f61..637b64827 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -4,6 +4,7 @@ - Added `tools/run_cases.py` with tools to run different `tech_config` cases from a spreadsheet, with new docs page to describe: docs/user_guide/how_to_run_several_cases_in_sequence.md - Added capability for user-defined finance models in the H2Integrate framework - Added an optimized offshore methanol production case to examples/03_methanol/co2_hydrogenation_doc +- Updated setting up recorder in `PoseOptimization` ## 0.4.0 [October 1, 2025] diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index efa72f767..81b10c17e 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -892,25 +892,22 @@ def connect_technologies(self): def create_driver_model(self): """ - Add the driver to the OpenMDAO model. + Add the driver to the OpenMDAO model and add recorder. """ + + myopt = PoseOptimization(self.driver_config) if "driver" in self.driver_config: - myopt = PoseOptimization(self.driver_config) myopt.set_driver(self.prob) myopt.set_objective(self.prob) myopt.set_design_variables(self.prob) myopt.set_constraints(self.prob) + # Add a recorder if specified in the driver config + if "recorder" in self.driver_config: + myopt.set_recorders(self.prob) def run(self): # do model setup based on the driver config # might add a recorder, driver, set solver tolerances, etc - - # Add a recorder if specified in the driver config - if "recorder" in self.driver_config: - recorder_config = self.driver_config["recorder"] - recorder = om.SqliteRecorder(recorder_config["file"]) - self.model.add_recorder(recorder) - self.prob.setup() self.prob.run_driver() diff --git a/h2integrate/core/pose_optimization.py b/h2integrate/core/pose_optimization.py index ac00b1dcd..5a3b3216b 100644 --- a/h2integrate/core/pose_optimization.py +++ b/h2integrate/core/pose_optimization.py @@ -3,6 +3,7 @@ and also based off of the H2Integrate file of the same name originally adapted by Jared Thomas. """ +import re import warnings from pathlib import Path @@ -431,22 +432,55 @@ def set_recorders(self, opt_prob): """ folder_output = self.config["general"]["folder_output"] + # Check that the output folder exists and create it if needed + if not Path(folder_output).exists(): + Path.mkdir(folder_output, parents=True) # Set recorder on the OpenMDAO driver level using the `optimization_log` # filename supplied in the optimization yaml - if self.config["recorder"]["flag"]: - recorder = om.SqliteRecorder(Path(folder_output) / self.config["recorder"]["file_name"]) - opt_prob.driver.add_recorder(recorder) - opt_prob.add_recorder(recorder) + if self.config["recorder"].get("flag", False): + overwrite_recorder = self.config["recorder"].get("overwrite_recorder", False) + recorder_path = Path(folder_output) / self.config["recorder"]["file"] + + if not overwrite_recorder: + # make a unique filename with the same base as self.config["recorder"]["file"] + # separate out the filename without the extension + file_base = self.config["recorder"]["file"].split(".sql")[0] + # get all the files in the output folder that start with file_base + existing_files = list(Path(folder_output).glob(f"{file_base}*")) + if len(existing_files) > 0: + # if file(s) exist with the same base name, make a new unique filename + + # get past numbers that were used to make unique files by matching + # filenames against the file base name followed by a number + past_numbers = [ + int(re.findall(f"{file_base}[0-9]+", str(fname))[0].split(file_base)[-1]) + for fname in existing_files + if len(re.findall(f"{file_base}[0-9]+", str(fname))) > 0 + ] - opt_prob.driver.recording_options["excludes"] = ["*_df"] - opt_prob.driver.recording_options["record_constraints"] = True - opt_prob.driver.recording_options["record_desvars"] = True - opt_prob.driver.recording_options["record_objectives"] = True + if len(past_numbers) > 0: + # if multiple files have the same basename followed by a number, + # take the maximum unique number and add one + unique_number = int(max(past_numbers) + 1) + recorder_path = Path(folder_output) / f"{file_base}{unique_number}.sql" + else: + # if no files have the same basename followed by a number, + # but do have the same basename, then add a zero to the file basename + recorder_path = Path(folder_output) / f"{file_base}0.sql" - if self.config["recorder"]["includes"]: - opt_prob.driver.recording_options["includes"] = self.config["recorder"]["includes"] + # Create recorder and add to model + recorder = om.SqliteRecorder(recorder_path) + opt_prob.model.add_recorder(recorder) - return opt_prob + opt_prob.model.recording_options["record_inputs"] = True + opt_prob.model.recording_options["record_outputs"] = True + opt_prob.model.recording_options["record_residuals"] = True + + if self.config["recorder"].get("includes", False): + opt_prob.model.recording_options["includes"] = self.config["recorder"]["includes"] + + if self.config["recorder"].get("excludes", False): + opt_prob.model.recording_options["excludes"] = self.config["recorder"]["excludes"] def set_restart(self, opt_prob): """ diff --git a/h2integrate/core/test/conftest.py b/h2integrate/core/test/conftest.py new file mode 100644 index 000000000..48904cf27 --- /dev/null +++ b/h2integrate/core/test/conftest.py @@ -0,0 +1,48 @@ +""" +Pytest configuration file. +""" + +import os + +from h2integrate import EXAMPLE_DIR + + +def pytest_sessionstart(session): + # set environment variables used for + # tests in h2integrate/core/test/test_recorder.py + os.environ["TEST_RECORDER_OUTPUT_EXAMPLE"] = "05_wind_h2_opt" + os.environ["TEST_RECORDER_OUTPUT_DIR"] = "testingtesting_output_dir" + os.environ["TEST_RECORDER_OUTPUT_FILE0"] = "testingtesting_filename.sql" + os.environ["TEST_RECORDER_OUTPUT_FILE1"] = "testingtesting_filename0.sql" + os.environ["TEST_RECORDER_OUTPUT_FILE2"] = "testingtesting_filename1.sql" + + +def pytest_sessionfinish(session, exitstatus): + # remove files that were created in h2integrate/core/test/test_recorder.py + if os.getenv("TEST_RECORDER_OUTPUT_EXAMPLE") is not None: + test_dir = ( + EXAMPLE_DIR + / os.getenv("TEST_RECORDER_OUTPUT_EXAMPLE") + / os.getenv("TEST_RECORDER_OUTPUT_DIR") + ) + file0path = test_dir / os.getenv("TEST_RECORDER_OUTPUT_FILE0") + file1path = test_dir / os.getenv("TEST_RECORDER_OUTPUT_FILE1") + file2path = test_dir / os.getenv("TEST_RECORDER_OUTPUT_FILE2") + if file0path.exists(): + file0path.unlink() + if file1path.exists(): + file1path.unlink() + if file2path.exists(): + file2path.unlink() + # remove folder created in h2integrate/core/test/test_recorder.py + files_in_test_folder = list(test_dir.iterdir()) + if len(files_in_test_folder) == 0: + test_dir.rmdir() + + # remove environment variables used for tests in + # h2integrate/core/test/test_recorder.py + os.environ.pop("TEST_RECORDER_OUTPUT_EXAMPLE", None) + os.environ.pop("TEST_RECORDER_OUTPUT_DIR", None) + os.environ.pop("TEST_RECORDER_OUTPUT_FILE0", None) + os.environ.pop("TEST_RECORDER_OUTPUT_FILE1", None) + os.environ.pop("TEST_RECORDER_OUTPUT_FILE2", None) diff --git a/h2integrate/core/test/test_recorder.py b/h2integrate/core/test/test_recorder.py new file mode 100644 index 000000000..680357808 --- /dev/null +++ b/h2integrate/core/test/test_recorder.py @@ -0,0 +1,213 @@ +import os + +from h2integrate import EXAMPLE_DIR +from h2integrate.core.h2integrate_model import H2IntegrateModel +from h2integrate.core.inputs.validation import load_driver_yaml + + +TEST_RECORDER_OUTPUT_DIR = "testingtesting_output_dir" +TEST_RECORDER_OUTPUT_FILE0 = "testingtesting_filename.sql" +TEST_RECORDER_OUTPUT_FILE1 = "testingtesting_filename0.sql" +TEST_RECORDER_OUTPUT_FILE2 = "testingtesting_filename1.sql" + + +def test_output_folder_creation_first_run(subtests): + # Test that the sql file is written to the output folder + # with the specified name + + # change to example dir + os.chdir(EXAMPLE_DIR / "05_wind_h2_opt") + + # initialize H2I using non-optimization config + input_file = EXAMPLE_DIR / "05_wind_h2_opt" / "wind_plant_electrolyzer0.yaml" + h2i = H2IntegrateModel(input_file) + + # load driver config for optimization run + driver_config = load_driver_yaml(EXAMPLE_DIR / "05_wind_h2_opt" / "driver_config.yaml") + + # update driver config params with test variables + new_output_folder = TEST_RECORDER_OUTPUT_DIR + filename_initial = TEST_RECORDER_OUTPUT_FILE0 + driver_config["general"]["folder_output"] = new_output_folder + driver_config["recorder"]["file"] = filename_initial + driver_config["driver"]["optimization"]["max_iter"] = 5 # to prevent tests taking too long + + # reset the driver config in H2I + h2i.driver_config = driver_config + + # reinitialize the driver model + h2i.create_driver_model() + + # check if output folder and output files exist + output_folder_exists = (EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder).exists() + output_file_exists_prerun = ( + EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder / filename_initial + ).exists() + + with subtests.test("Run 0: output folder exists"): + assert output_folder_exists is True + with subtests.test("Run 0: recorder output file does not exist yet"): + assert output_file_exists_prerun is False + + # run the model + h2i.run() + + # check that recorder file was created + output_file_exists_postrun = ( + EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder / filename_initial + ).exists() + with subtests.test("Run 0: recorder output file exists after run"): + assert output_file_exists_postrun is True + + +def test_output_new_recorder_filename_second_run(subtests): + # Test that the sql file is written to the output folder + # with the specified base name and an appended 0 + # change to example dir + os.chdir(EXAMPLE_DIR / "05_wind_h2_opt") + + # initialize H2I using non-optimization config + input_file = EXAMPLE_DIR / "05_wind_h2_opt" / "wind_plant_electrolyzer0.yaml" + h2i = H2IntegrateModel(input_file) + + # load driver config for optimization run + driver_config = load_driver_yaml(EXAMPLE_DIR / "05_wind_h2_opt" / "driver_config.yaml") + + # update driver config params with test variables + new_output_folder = TEST_RECORDER_OUTPUT_DIR + filename_initial = TEST_RECORDER_OUTPUT_FILE0 + filename_expected = TEST_RECORDER_OUTPUT_FILE1 + + driver_config["general"]["folder_output"] = new_output_folder + driver_config["recorder"]["file"] = filename_initial + driver_config["driver"]["optimization"]["max_iter"] = 5 # to prevent tests taking too long + + # reset the driver config in H2I + h2i.driver_config = driver_config + + # reinitialize the driver model + h2i.create_driver_model() + + # check if output folder and output files exist + output_folder_exists = (EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder).exists() + output_file_exists_prerun = ( + EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder / filename_initial + ).exists() + + with subtests.test("Run 1: output folder exists"): + assert output_folder_exists is True + with subtests.test("Run 1: initial recorder output file exists"): + assert output_file_exists_prerun is True + + # run the model + h2i.run() + + # check that the new recorder file was created + new_output_file_exists = ( + EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder / filename_expected + ).exists() + with subtests.test("Run 1: new recorder output file was made"): + assert new_output_file_exists is True + + +def test_output_new_recorder_overwrite_first_run(subtests): + # change to example dir + os.chdir(EXAMPLE_DIR / "05_wind_h2_opt") + + # initialize H2I using non-optimization config + input_file = EXAMPLE_DIR / "05_wind_h2_opt" / "wind_plant_electrolyzer0.yaml" + h2i = H2IntegrateModel(input_file) + + # load driver config for optimization run + driver_config = load_driver_yaml(EXAMPLE_DIR / "05_wind_h2_opt" / "driver_config.yaml") + + # update driver config params with test variables + new_output_folder = TEST_RECORDER_OUTPUT_DIR + filename_initial = TEST_RECORDER_OUTPUT_FILE0 + filename_exists_if_failed = TEST_RECORDER_OUTPUT_FILE2 + driver_config["general"]["folder_output"] = new_output_folder + driver_config["recorder"]["file"] = filename_initial + + # specify that we want the previous file overwritten rather + # than create a new file + driver_config["recorder"].update({"overwrite_recorder": True}) + driver_config["driver"]["optimization"]["max_iter"] = 5 # to prevent tests taking too long + + # reset the driver config in H2I + h2i.driver_config = driver_config + + # reinitialize the driver model + h2i.create_driver_model() + + # check if output folder and output files exist + output_folder_exists = (EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder).exists() + output_file_exists_prerun = ( + EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder / filename_initial + ).exists() + + with subtests.test("Run 2: output folder exists"): + assert output_folder_exists is True + with subtests.test("Run 2: initial recorder output file exists"): + assert output_file_exists_prerun is True + + # run the model + h2i.run() + + # check that recorder file was overwritten + new_output_file_exists = ( + EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder / filename_exists_if_failed + ).exists() + with subtests.test("Run 2: initial output file was overwritten"): + assert new_output_file_exists is False + + +def test_output_new_recorder_filename_third_run(subtests): + # change to example dir + os.chdir(EXAMPLE_DIR / "05_wind_h2_opt") + + # initialize H2I using non-optimization config + input_file = EXAMPLE_DIR / "05_wind_h2_opt" / "wind_plant_electrolyzer0.yaml" + h2i = H2IntegrateModel(input_file) + + # load driver config for optimization run + driver_config = load_driver_yaml(EXAMPLE_DIR / "05_wind_h2_opt" / "driver_config.yaml") + + # update driver config params with test variables + new_output_folder = TEST_RECORDER_OUTPUT_DIR + filename_initial = TEST_RECORDER_OUTPUT_FILE0 + filename_second = TEST_RECORDER_OUTPUT_FILE1 + filename_expected = TEST_RECORDER_OUTPUT_FILE2 + driver_config["general"]["folder_output"] = new_output_folder + driver_config["recorder"]["file"] = filename_initial + driver_config["driver"]["optimization"]["max_iter"] = 5 # to prevent tests taking too long + + # reset the driver config in H2I + h2i.driver_config = driver_config + + # reinitialize the driver model + h2i.create_driver_model() + + # check if output folder and output files exist + output_folder_exists = (EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder).exists() + output_file_exists_prerun = ( + EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder / filename_initial + ).exists() + run1_output_file_exists_prerun = ( + EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder / filename_second + ).exists() + with subtests.test("Run 3: output folder exists"): + assert output_folder_exists is True + with subtests.test("Run 3: initial recorder output file exists"): + assert output_file_exists_prerun is True + with subtests.test("Run 3: second recorder output file exists"): + assert run1_output_file_exists_prerun is True + + # run the model + h2i.run() + + # check that the new recorder file was created + new_output_file_exists = ( + EXAMPLE_DIR / "05_wind_h2_opt" / new_output_folder / filename_expected + ).exists() + with subtests.test("Run 3: new recorder output file was made"): + assert new_output_file_exists is True From 9eba75f5114cb5d78c98399a9713eaaba610deb5 Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Fri, 10 Oct 2025 15:08:26 -0500 Subject: [PATCH 34/79] Flexible Finance Streams (#294) * wip commodity streams * minor update, wip * updated example 22 to use commodity stream and updated test * added another example based on example 16 to show commodity stream usage * fixed bug causing test failures * added documentation of commodity_stream * removed old examples from ng firming work * updated example 19 and tests for commodity stream and updated generic summer units * updated technologies in battery finance subgroup in example 19 * added commodity stream to ex 15 to test functionality with combiner * fixed bug with doc and oae * made subtest for ex 19 more clear * added comments to plant configs --------- Co-authored-by: elenya-grant <116225007+elenya-grant@users.noreply.github.com> --- .../specifying_finance_parameters.md | 2 + .../plant_config.yaml | 1 + .../plant_config.yaml | 12 ++ h2integrate/core/h2integrate_model.py | 142 +++++++++++++----- h2integrate/transporters/generic_summer.py | 5 +- tests/h2integrate/test_all_examples.py | 46 ++++++ 6 files changed, 166 insertions(+), 42 deletions(-) diff --git a/docs/user_guide/specifying_finance_parameters.md b/docs/user_guide/specifying_finance_parameters.md index 8c041cf05..7bae9c756 100644 --- a/docs/user_guide/specifying_finance_parameters.md +++ b/docs/user_guide/specifying_finance_parameters.md @@ -43,6 +43,8 @@ Within this framework, there are two distinct layers, **finance groups** and **f List of `finance_groups` that contain the `finance_model` and `model_inputs`. Required if multiple `finance_groups` are being used. Technology-specific `finance_groups` can be called by using the technology name listed in the `tech_config` (e.g., `steel` to use the steel specific finance model). - `commodity_desc` (optional): A text label to further distinguish outputs for a commodity. This is particularly useful when multiple finance models or subgroups reference the same commodity but need to produce separate outputs. + - `commodity_stream` (optional): + A text label of a technology that outputs the specified ``commodity`` to use as the commodity production stream in finance calculations. This is particularly useful when wanting to choose a specific commodity stream to use in finance calculations (such as the outputs of combiners or splitters) ```{important} If no subgroups are defined, a **default subgroup** is created that contains *all technologies* and references the default finance model and commodity defined in `finance_groups`. diff --git a/examples/15_wind_solar_electrolyzer/plant_config.yaml b/examples/15_wind_solar_electrolyzer/plant_config.yaml index 512cab442..d88d0dee7 100644 --- a/examples/15_wind_solar_electrolyzer/plant_config.yaml +++ b/examples/15_wind_solar_electrolyzer/plant_config.yaml @@ -75,6 +75,7 @@ finance_parameters: finance_subgroups: electricity: commodity: "electricity" + commodity_stream: "combiner" #use the total electricity output from the combiner for the finance calc technologies: ["wind", "solar"] hydrogen: commodity: "hydrogen" diff --git a/examples/19_wind_battery_dispatch/plant_config.yaml b/examples/19_wind_battery_dispatch/plant_config.yaml index 3b584ddd6..ee9750cf8 100644 --- a/examples/19_wind_battery_dispatch/plant_config.yaml +++ b/examples/19_wind_battery_dispatch/plant_config.yaml @@ -67,6 +67,18 @@ finance_parameters: cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year target_dollar_year: 2022 finance_subgroups: + wind: + commodity: "electricity" + commodity_stream: "wind" #use electricity from wind in finance calc + technologies: ["wind"] + battery: + commodity: "electricity" + commodity_stream: "battery" #use electricity from battery in finance calc + technologies: ["wind", "battery"] electricity: commodity: "electricity" + # since commodity_stream is not specified, the default behavior is to + # use the electricity produced from all electricity producing technologies + # included in 'technologies'. In this case, it will use the electricity + # produced by the wind technology as the commodity stream. technologies: ["wind","battery"] diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index 81b10c17e..b6744c4b3 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -364,8 +364,11 @@ def create_finance_model(self): Each subgroup is nested under a unique name of your choice under ["finance_parameters"]["subgroups"] in the plant configuration. * Subsystems such as ``ElectricitySumComp``, ``AdjustedCapexOpexComp``, - and the selected finance models are added to each subgroup's - finance group. + ``GenericProductionSummerPerformanceModel``, and the selected finance + models are added to each subgroup's finance group. + * If `commodity_stream` is provided for a subgroup, the output of the + technology specified as the `commodity_stream` must be the same as the + specified commodity for that subgroup. * Supports both global finance models and technology-specific finance models. Technology-specific finance models are defined in the technology configuration. @@ -478,6 +481,7 @@ def create_finance_model(self): "finance_groups", [default_finance_group_name] ) tech_names = subgroup_params.get("technologies") + commodity_stream = subgroup_params.get("commodity_stream", None) if isinstance(finance_group_names, str): finance_group_names = [finance_group_names] @@ -499,18 +503,57 @@ def create_finance_model(self): "Available " f"technologies: {list(self.technology_config['technologies'].keys())}" ) + if commodity_stream is not None: + if "combiner" not in commodity_stream and commodity_stream not in tech_names: + raise UserWarning( + f"The technology specific for the commodity_stream '{commodity_stream}' " + f"is not included in subgroup '{subgroup_name}' technologies list." + f" Subgroup '{subgroup_name}' includes technologies: {tech_names}." + ) finance_subgroups.update( { subgroup_name: { "tech_configs": tech_configs, "commodity": commodity, + "commodity_stream": commodity_stream, } } ) finance_subgroup = om.Group() - if commodity == "electricity": + # if commodity stream is specified, then create use the "summer" model + # to sum the commodity production profile from the commodity stream + if commodity_stream is not None: + # get the generic summer model + commodity_summer_model = self.supported_models.get("summer") + if "combiner" in commodity_stream or "splitter" in commodity_stream: + # combiners and splitters have the same tech config as the production summer, + # so just use their config if the commodity stream is a combiner or splitter + commodity_summer_config = self.technology_config["technologies"][ + commodity_stream + ] + else: + # create the input dictionary for the production summer based + # on the commodity type + commodity_summer_config = { + "model_inputs": { + "performance_parameters": { + "commodity": commodity, + "commodity_units": "kW" if commodity == "electricity" else "kg", + } + } + } + # create the commodity production summer model + commodity_summer = commodity_summer_model( + driver_config=self.driver_config, + plant_config=self.plant_config, + tech_config=commodity_summer_config, + ) + # add the production summer as a subsystem + finance_subgroup.add_subsystem(f"{commodity}_sum", commodity_summer) + + if commodity_stream is None and commodity == "electricity": finance_subgroup.add_subsystem( "electricity_sum", ElectricitySumComp(tech_configs=tech_configs) ) @@ -782,40 +825,56 @@ def connect_technologies(self): # Connect the resource output to the technology input self.model.connect(f"{resource_name}.{variable}", f"{tech_name}.{variable}") - # TODO: connect outputs of the technology models to the cost and finance models of the + # connect outputs of the technology models to the cost and finance models of the # same name if the cost and finance models are not None if "finance_parameters" in self.plant_config: # Connect the outputs of the technology models to the appropriate finance groups for group_id, group_configs in self.finance_subgroups.items(): tech_configs = group_configs.get("tech_configs") primary_commodity_type = group_configs.get("commodity") + commodity_stream = group_configs.get("commodity_stream") # Skip steel finances; it provides its own finances if any(c in tech_configs for c in ("steel", "geoh2")): continue - plant_producing_electricity = False + if commodity_stream is not None: + # connect commodity stream output to summer input + self.plant.connect( + f"{commodity_stream}.{primary_commodity_type}_out", + f"finance_subgroup_{group_id}.{primary_commodity_type}_sum.{primary_commodity_type}_in", + ) + # NOTE: this wont be compatible with co2 in the finance models + # because its expected to have a different name + # connect summer output to finance model + self.plant.connect( + f"finance_subgroup_{group_id}.{primary_commodity_type}_sum.total_{primary_commodity_type}_produced", + f"finance_subgroup_{group_id}.total_{primary_commodity_type}_produced", + ) - # Loop through technologies and connect electricity outputs to the ExecComp - # Only connect if the technology is included in at least one commodity's stackup - # and in this finance group - for tech_name in tech_configs.keys(): - if ( - tech_name in electricity_producing_techs - # and tech_name in all_included_techs - and primary_commodity_type == "electricity" - ): + # if commodity stream was not specified, follow existing logic + else: + plant_producing_electricity = False + + # Loop through technologies and connect electricity outputs to the ExecComp + # Only connect if the technology is included in at least one commodity's stackup + # and in this finance group + for tech_name in tech_configs.keys(): + if ( + tech_name in electricity_producing_techs + and primary_commodity_type == "electricity" + ): + self.plant.connect( + f"{tech_name}.electricity_out", + f"finance_subgroup_{group_id}.electricity_sum.electricity_{tech_name}", + ) + plant_producing_electricity = True + + if plant_producing_electricity and primary_commodity_type == "electricity": + # Connect total electricity produced to the finance group self.plant.connect( - f"{tech_name}.electricity_out", - f"finance_subgroup_{group_id}.electricity_sum.electricity_{tech_name}", + f"finance_subgroup_{group_id}.electricity_sum.total_electricity_produced", + f"finance_subgroup_{group_id}.total_electricity_produced", ) - plant_producing_electricity = True - - if plant_producing_electricity and primary_commodity_type == "electricity": - # Connect total electricity produced to the finance group - self.plant.connect( - f"finance_subgroup_{group_id}.electricity_sum.total_electricity_produced", - f"finance_subgroup_{group_id}.total_electricity_produced", - ) # Only connect technologies that are included in the finance stackup for tech_name in tech_configs.keys(): @@ -843,17 +902,28 @@ def connect_technologies(self): f"{tech_name}.time_until_replacement", f"finance_subgroup_{group_id}.{tech_name}_time_until_replacement", ) - if primary_commodity_type == "hydrogen": + + if commodity_stream is None: + if "electrolyzer" in tech_name: + if primary_commodity_type == "hydrogen": + self.plant.connect( + f"{tech_name}.total_hydrogen_produced", + f"finance_subgroup_{group_id}.total_hydrogen_produced", + ) + + if "ammonia" in tech_name and primary_commodity_type == "ammonia": self.plant.connect( - f"{tech_name}.total_hydrogen_produced", - f"finance_subgroup_{group_id}.total_hydrogen_produced", + f"{tech_name}.total_ammonia_produced", + f"finance_subgroup_{group_id}.total_ammonia_produced", ) - if "ammonia" in tech_name and primary_commodity_type == "ammonia": - self.plant.connect( - f"{tech_name}.total_ammonia_produced", - f"finance_subgroup_{group_id}.total_ammonia_produced", - ) + if ( + "doc" in tech_name or "oae" in tech_name + ) and primary_commodity_type == "co2": + self.plant.connect( + f"{tech_name}.co2_capture_mtpy", + f"finance_subgroup_{group_id}.co2_capture_kgpy", + ) if "methanol" in tech_name and primary_commodity_type == "methanol": self.plant.connect( @@ -861,14 +931,6 @@ def connect_technologies(self): f"finance_subgroup_{group_id}.total_methanol_produced", ) - if ( - "doc" in tech_name or "oae" in tech_name - ) and primary_commodity_type == "co2": - self.plant.connect( - f"{tech_name}.co2_capture_mtpy", - f"finance_subgroup_{group_id}.co2_capture_kgpy", - ) - if "air_separator" in tech_name and primary_commodity_type == "nitrogen": self.plant.connect( f"{tech_name}.total_nitrogen_produced", diff --git a/h2integrate/transporters/generic_summer.py b/h2integrate/transporters/generic_summer.py index d7a3ee91b..02e9f7b39 100644 --- a/h2integrate/transporters/generic_summer.py +++ b/h2integrate/transporters/generic_summer.py @@ -43,9 +43,10 @@ def setup(self): if self.config.commodity == "electricity": # NOTE: this should be updated in overhaul required for flexible dt - summed_units = f"{self.config.commodity_units}*h" + # and flexible simulation length + summed_units = f"{self.config.commodity_units}*h/year" else: - summed_units = self.config.commodity_units + summed_units = f"{self.config.commodity_units}/year" self.add_input( f"{self.config.commodity}_in", diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index 40ae71076..8acc18d83 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -820,3 +820,49 @@ def test_wind_battery_dispatch_example(subtests): model.prob.get_val("battery.electricity_missed_load") ) assert pytest.approx(electricity_missed_load, rel=1e-6) == 165604.70758669 + + # Subtest for total electricity produced from wind, should be equal to total + # electricity produced from finance_subgroup_electricity + with subtests.test("Check total electricity produced from wind"): + wind_electricity_finance = model.prob.get_val( + "finance_subgroup_wind.electricity_sum.total_electricity_produced", units="kW*h/year" + )[0] + assert pytest.approx(wind_electricity_finance, rel=1e-6) == total_electricity + + with subtests.test("Check total electricity produced from wind compared to wind aep"): + wind_electricity_performance = np.sum( + model.prob.get_val("wind.electricity_out", units="kW") + ) + assert pytest.approx(wind_electricity_performance, rel=1e-6) == wind_electricity_finance + + # Subtest for total electricity produced from battery, should be equal + # to sum of "battery.electricity_out" + with subtests.test("Check total electricity produced from battery"): + battery_electricity_finance = model.prob.get_val( + "finance_subgroup_battery.electricity_sum.total_electricity_produced", units="MW*h/year" + )[0] + battery_electricity_performance = np.sum( + model.prob.get_val("battery.electricity_out", units="MW") + ) + assert ( + pytest.approx(battery_electricity_finance, rel=1e-6) == battery_electricity_performance + ) + + wind_lcoe = model.prob.get_val("finance_subgroup_wind.LCOE", units="USD/MW/h")[0] + battery_lcoe = model.prob.get_val("finance_subgroup_battery.LCOE", units="USD/MW/h")[0] + electricity_lcoe = model.prob.get_val("finance_subgroup_electricity.LCOE", units="USD/MW/h")[0] + + with subtests.test("Check electricity LCOE is greater than wind LCOE"): + assert electricity_lcoe > wind_lcoe + + with subtests.test("Check battery LCOE is greater than electricity LCOE"): + assert battery_lcoe > electricity_lcoe + + with subtests.test("Check battery LCOE"): + assert pytest.approx(battery_lcoe, rel=1e-6) == 131.781997 + + with subtests.test("Check wind LCOE"): + assert pytest.approx(wind_lcoe, rel=1e-6) == 58.8248 + + with subtests.test("Check electricity LCOE"): + assert pytest.approx(electricity_lcoe, rel=1e-6) == 78.01723 From 0f2ef468501ccbb1957dfc6936d2fafc8d80472f Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Tue, 14 Oct 2025 13:42:20 -0600 Subject: [PATCH 35/79] GOES Solar Resource Models (#279) * added solar resource draft * started adding doc strings for solar resource * added solar resource api calls * added solar resource api calls * added solar resource docs * added solar resource data file from goes api call * added solar resource dir to gitignore * added tests for solar resource and updated pysam solar tests * updated solar cost model tests * added docstrings and inline comments to pysam pvwatts model * Adding init file * removed legacy solar resource tests * removed legacy solar resource files * updated year for solar resource test * added all goes api models * added all solar resource datasets to supported models * renamed goes_v4_solar_api to goes_aggregated_v4_solar_api * updated solar resource imports for tests * updated solar resource docs * removed old solar resource model * added tests for other goes solar resource models * updated changelog * cleaned up docs * added regions covered to docs * doc clean up * fix typos * remove commented code * renamed solar resource models * updated docs to explain tmy tgy and tdy * Minor doc changes and streamlined setup methods for GOES * fixed breaking tests --------- Co-authored-by: John Jasa Co-authored-by: kbrunik Co-authored-by: Jasa --- .gitignore | 3 +- CHANGELOG.md | 1 + docs/_toc.yml | 9 +- docs/getting_started/environment_variables.md | 5 +- docs/resource/goes_solar_v4_api.md | 60 + docs/resource/resource_index.md | 1 + docs/resource/solar_index.md | 72 + docs/resource/wind_index.md | 1 + .../plant_config.yaml | 10 +- .../converters/solar/solar_baseclass.py | 7 +- h2integrate/converters/solar/solar_pysam.py | 115 +- .../converters/solar/test/test_pysam_solar.py | 69 +- .../solar/test/test_pysam_with_atb_costs.py | 104 +- h2integrate/core/supported_models.py | 10 + h2integrate/resource/solar/__init__.py | 0 .../solar/nrel_developer_goes_api_base.py | 212 + .../solar/nrel_developer_goes_api_models.py | 218 + .../resource/solar/solar_resource_base.py | 59 + h2integrate/resource/solar/test/__init__.py | 0 .../resource/solar/test/test_nrel_goes_api.py | 214 + ...5_2012_goes_aggregated_v4_60min_utc_tz.csv | 8763 +++++++++++++++++ 21 files changed, 9798 insertions(+), 135 deletions(-) create mode 100644 docs/resource/goes_solar_v4_api.md create mode 100644 docs/resource/solar_index.md create mode 100644 h2integrate/resource/solar/__init__.py create mode 100644 h2integrate/resource/solar/nrel_developer_goes_api_base.py create mode 100644 h2integrate/resource/solar/nrel_developer_goes_api_models.py create mode 100644 h2integrate/resource/solar/solar_resource_base.py create mode 100644 h2integrate/resource/solar/test/__init__.py create mode 100644 h2integrate/resource/solar/test/test_nrel_goes_api.py create mode 100644 resource_files/solar/34.22_-102.75_2012_goes_aggregated_v4_60min_utc_tz.csv diff --git a/.gitignore b/.gitignore index f024027b5..9096bc44e 100644 --- a/.gitignore +++ b/.gitignore @@ -144,5 +144,6 @@ reports/* *.aux *.bbl -# Ignore wind resource data files +# Ignore wind and solar resource data files resource_files/wind/* +resource_files/solar/* diff --git a/CHANGELOG.md b/CHANGELOG.md index 637b64827..21b3f0698 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -5,6 +5,7 @@ - Added capability for user-defined finance models in the H2Integrate framework - Added an optimized offshore methanol production case to examples/03_methanol/co2_hydrogenation_doc - Updated setting up recorder in `PoseOptimization` +- Added resource models to make solar resource API calls to the NREL Developer GOES dataset ## 0.4.0 [October 1, 2025] diff --git a/docs/_toc.yml b/docs/_toc.yml index 5811b0f2b..004e70639 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -30,13 +30,14 @@ parts: - file: technology_models/technology_overview - file: technology_models/feedstocks - file: technology_models/run_of_river - - file: technology_models/direct_ocean_capture - file: technology_models/natural_gas - file: technology_models/wombat_electrolyzer_om - file: technology_models/pvwattsv8_solar_pv.md - file: technology_models/atb_costs_pv.md - file: technology_models/co2.md - file: technology_models/simple_generic_storage.md + - file: technology_models/methanol.md + - file: technology_models/ammonia.md - caption: Resource Models chapters: @@ -44,10 +45,8 @@ parts: sections: - file: resource/wind_index - file: resource/wind_toolkit_v2_api - -- caption: Examples - chapters: - - file: examples/01-green-hydrogen + - file: resource/solar_index + - file: resource/goes_solar_v4_api - caption: Developer Guide chapters: diff --git a/docs/getting_started/environment_variables.md b/docs/getting_started/environment_variables.md index 7af093821..5a1c4133f 100644 --- a/docs/getting_started/environment_variables.md +++ b/docs/getting_started/environment_variables.md @@ -1,3 +1,4 @@ +(environment_variables:setting-environment-variables)= # Setting Environment Variables H2Integrate can pull weather resource datasets (e.g. data needed for wind or solar generation) automatically for a user-provided location. @@ -15,6 +16,7 @@ The remaining sections outline different options for setting environment variabl - [Set environment variables with a .yaml file](#set-environment-variables-with-yaml-file) - [Set environment variables with a .env file](#set-environment-variables-with-env-file) +(save-environment-variables-with-conda-preferred)= ## Save Environment Variables with Conda (Preferred) After creating the conda environment for H2Integrate, you can [save environment variables with conda](https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html#saving-environment-variables) within that environment. @@ -60,7 +62,7 @@ unset NREL_API_EMAIL unset RESOURCE_DIR ``` - +(set-environment-variables-with-yaml-file)= ## Set Environment Variables with .yaml file 1. In `environment.yml`, add the following lines to the bottom of the file, and replace the @@ -80,6 +82,7 @@ unset RESOURCE_DIR conda env create -f environment.yml ``` +(set-environment-variables-with-env-file)= ## Set Environment Variables with .env file ```{note} diff --git a/docs/resource/goes_solar_v4_api.md b/docs/resource/goes_solar_v4_api.md new file mode 100644 index 000000000..65c3b720d --- /dev/null +++ b/docs/resource/goes_solar_v4_api.md @@ -0,0 +1,60 @@ +(solar_resource:goes_v4_api)= +# Solar Resource: GOES PSM v4 + +There are four datasets that use the [NSRDB GOES PSM v4 API](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-GOES-full-disc-v4-0-0-download/) calls: +- "goes_aggregated_solar_v4_api" +- "goes_conus_solar_v4_api" +- "goes_fulldisc_solar_v4_api" +- "goes_tmy_solar_v4_api" + - supports solar resource data for typical meteorological year (TMY), typical global horizontal irradiance year (TGY), and typical direct normal irradiance year (TDY) + +These datasets allow for resource data to be downloaded for **locations** within the continental United States. + +| Model | Temporal resolution | Spatial resolution | Years covered | Regions | Website | +| :--------- | :---------------: | :---------------: | :---------------: | :---------------: | :---------------: | +| `goes_aggregated_solar_v4_api` | 30, 60 min | 4 km | 1998-2024 | North America, South America | [GOES Aggregated](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-GOES-aggregated-v4-0-0-download/) | +| `goes_conus_solar_v4_api` | 5, 15, 30, 60 min | 2 km | 2018-2024 | Continental United States | [GOES Conus](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-GOES-conus-v4-0-0-download/) | +| `goes_fulldisc_solar_v4_api` | 10, 30, 60 min | 2 km | 2018-2024 | North America, South America | [GOES Full disc](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-GOES-full-disc-v4-0-0-download/) | +| `goes_tmy_solar_v4_api` | 60 min | 4 km | 2022-2024, for tmy, tdy and tgy | North America, South America | [GOES TMY](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-GOES-tmy-v4-0-0-download/) | + + +```{note} +For the goes_tmy_v4_api model, the resource_year should be specified as a string formatted as `tdy-yyyy` or `tgy-yyy` or `tmy-yyyy` where yyyy is the year between 2022 and 2024. +``` + + +## Available Data + +| Resource Data | Included | +| :---------------- | :---------------: | +| `wind_direction` | X | +| `wind_speed` | X | +| `temperature` | X | +| `pressure` | X | +| `relative_humidity` | X | +| `ghi` | X | +| `dhi` | X | +| `dni` | X | +| `clearsky_ghi` | X | +| `clearsky_dhi` | X | +| `clearsky_dni` | X | +| `dew_point` | X | +| `surface_albedo` | X | +| `solar_zenith_angle` | X | +| `snow_depth` | X | +| `precipitable_water` | X | + +| Additional Data | Included | +| :---------------- | :---------------: | +| `site_id` | X | +| `site_lat` | X | +| `site_lon` | X | +| `elevation` | X | +| `site_tz` | X | +| `data_tz` | X | +| `filepath` | X | +| `year` | X | +| `month` | X | +| `day` | X | +| `hour` | X | +| `minute` | X | diff --git a/docs/resource/resource_index.md b/docs/resource/resource_index.md index a33404c1c..6ea4c7762 100644 --- a/docs/resource/resource_index.md +++ b/docs/resource/resource_index.md @@ -2,3 +2,4 @@ - [Wind Resource Data](wind_resource:models) +- [Solar Resource Data](solar_resource:models) diff --git a/docs/resource/solar_index.md b/docs/resource/solar_index.md new file mode 100644 index 000000000..b24a9c32d --- /dev/null +++ b/docs/resource/solar_index.md @@ -0,0 +1,72 @@ +(solar_resource:models)= +# Solar Resource: Model Overview + +- [GOES PSM v4 API](solar_resource:goes_v4_api): these models require an API key from the [NREL developer network](https://developer.nrel.gov/signup/), the available models are: + - "goes_aggregated_solar_v4_api" + - "goes_conus_solar_v4_api" + - "goes_fulldisc_solar_v4_api" + - "goes_tmy_solar_v4_api" + +Please see the [GOES PSM v4 API model documentation here for more information on these models.](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-GOES-full-disc-v4-0-0-download/) + + +```{note} +Please refer to the [`Setting Environment Variables`](environment_variables:setting-environment-variables) doc page for information on setting up an NREL API key if you haven't yet. +``` + +(solarresource:overview)= +# Solar Resource: Output Data + +Solar resource models may output solar resource data, site information, information about the data source, and time information. This information is outputted as a dictionary. The following sections detail the naming convention for the dictionary keys, standardized units, and descriptions of all the output data that may be output from a solar resource model. + +- [Solar Resource Data](#primary-data-solar-resource-timeseries) +- [Site Information](#additional-data-site-information) +- [Data Source Information](#additional-data-data-source) +- [Time Profile Information](#additional-data-time-profile) + + +```{note} +Not all solar resource models will output all the data keys listed below. Please check the documentation for each solar resource model and solar performance model to ensure compatibility. +``` + +(primary-data-solar-resource-timeseries)= +## Primary Data: Solar Resource Timeseries +The below variables are outputted as arrays, with a length equal to the simulation duration. The naming convention and standardized units of solar resource variables are listed below: +- `solar_direction`: solar direction in degrees (units are 'deg') +- `solar_speed`: solar speed in meters per second (units are 'm/s') +- `temperature`: air temperature in Celsius (units are 'C') +- `pressure`: air pressure in millibar (units are 'mbar') +- `relative_humidity`: relative humidity represented as a percentage (units are 'percent') +- `ghi`: global horizontal irradiance in watts per square meter (units are 'W/m**2') +- `dni`: beam normal irradiance in watts per square meter (units are 'W/m**2') +- `dhi`: diffuse horizontal irradiance in watts per square meter (units are 'W/m**2') +- `clearsky_ghi`: global horizontal irradiance in clearsky conditions in watts per square meter (units are 'W/m**2') +- `clearsky_dni`: beam normal irradiance in clearsky conditions in watts per square meter (units are 'W/m**2') +- `clearsky_dhi`: diffuse horizontal irradiance in clearsky conditions in watts per square meter (units are 'W/m**2') +- `dew_point`: dew point in Celsius (units are 'C') +- `surface_albedo`: surface albedo represented as a percentage (units are 'percent') +- `solar_zenith_angle`: solar zenith angle in degrees (units are 'deg') +- `snow_depth`: snow depth in centimeters (units are 'cm') +- `precipitable_water`: precipitable water in centimeters (units are 'cm') + +(additional-data-site-information)= +## Additional Data: Site Information +- `site_id` (int): site identification +- `site_tz` (int | float): local timezone for the site +- `site_lat` (float): latitude of the site +- `site_lon` (float): longitude of the site +- `elevation` (float | int): elevation of the site in meters + +(additional-data-data-source)= +## Additional Data: Data source +- `data_tz` (int | float): timezone the data is in represented as an hour offset from UTC +- `filepath` (str): filepath where the resource data was loaded from + +(additional-data-time-profile)= +## Additional Data: Time profile +Time data may be outputted as arrays to represent the time profile of the resource data. These times should be represented in the timezone of `data_tz` (if outputted). +- `year`: year as 4-digit value (i.e., 2019) +- `month`: month of year (1-12) +- `day`: day of month (1-31) +- `hour`: hour of day from a 24-hour clock (0-23) +- `minute`: minute of hour (0-59) diff --git a/docs/resource/wind_index.md b/docs/resource/wind_index.md index 46e636ed5..8254e696d 100644 --- a/docs/resource/wind_index.md +++ b/docs/resource/wind_index.md @@ -23,6 +23,7 @@ Wind resource models may output wind resource data, site information, informatio Not all wind resource models will output all the data keys listed below. Please check the documentation for each wind resource model and wind performance model to ensure compatibility. ``` +(primary-data-wind-resource-timeseries)= ## Primary Data: Wind Resource Timeseries The below variables are outputted as arrays, with a length equal to the simulation duration. In the variables listed below, `` is used to indicate the height (in meters) above the ground for the resource parameter. `` should be 0 for surface level wind resource data. The naming convention and standardized units of wind resource variables are listed below: - `wind_direction_m`: wind direction in degrees (units are 'deg') diff --git a/examples/15_wind_solar_electrolyzer/plant_config.yaml b/examples/15_wind_solar_electrolyzer/plant_config.yaml index d88d0dee7..009d59ebf 100644 --- a/examples/15_wind_solar_electrolyzer/plant_config.yaml +++ b/examples/15_wind_solar_electrolyzer/plant_config.yaml @@ -4,7 +4,6 @@ description: "This plant is located in MN, USA..." site: latitude: 30.6617 longitude: -101.7096 - year: 2013 # array of polygons defining boundaries with x/y coords boundaries: [ @@ -25,8 +24,12 @@ site: latitude: 35.2018863 longitude: -101.945027 resource_year: 2012 - - solar_resource_filepath: "../11_hybrid_energy_plant/tech_inputs/weather/solar/30.6617_-101.7096_psmv3_60_2013.csv" + solar_resource: + resource_model: "goes_aggregated_solar_v4_api" + resource_parameters: + resource_year: 2013 + resource_dir: "../11_hybrid_energy_plant/tech_inputs/weather/solar" + resource_filename: "30.6617_-101.7096_psmv3_60_2013.csv" # array of arrays containing left-to-right technology # interconnections; can support bidirectional connections @@ -42,6 +45,7 @@ technology_interconnections: [ resource_to_tech_connections: [ # connect the wind resource to the wind technology ['wind_resource', 'wind', 'wind_resource_data'], + ['solar_resource', 'solar', 'solar_resource_data'], ] plant: diff --git a/h2integrate/converters/solar/solar_baseclass.py b/h2integrate/converters/solar/solar_baseclass.py index 21a3ed665..013881d65 100644 --- a/h2integrate/converters/solar/solar_baseclass.py +++ b/h2integrate/converters/solar/solar_baseclass.py @@ -8,6 +8,11 @@ def initialize(self): self.options.declare("tech_config", types=dict) def setup(self): + self.add_discrete_input( + "solar_resource_data", + val={}, + desc="Solar resource data dictionary", + ) n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] self.add_output( "electricity_out", @@ -17,7 +22,7 @@ def setup(self): desc="Power output from SolarPlant", ) - def compute(self, inputs, outputs): + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): """ Computation for the OM component. diff --git a/h2integrate/converters/solar/solar_pysam.py b/h2integrate/converters/solar/solar_pysam.py index cc61f681d..1cd3637a9 100644 --- a/h2integrate/converters/solar/solar_pysam.py +++ b/h2integrate/converters/solar/solar_pysam.py @@ -1,30 +1,11 @@ import PySAM.Pvwattsv8 as Pvwatts from attrs import field, define -from hopp.simulation.technologies.resource import SolarResource from h2integrate.core.utilities import BaseConfig, merge_shared_inputs, check_pysam_input_params from h2integrate.core.validators import contains, range_val_or_none from h2integrate.converters.solar.solar_baseclass import SolarPerformanceBaseClass -@define -class PYSAMSolarPlantPerformanceModelSiteConfig(BaseConfig): - """Configuration class for the location of the solar pv plant - PYSAMSolarPlantPerformanceComponentSite. - - Attributes: - latitude (float): Latitude of wind plant location. - longitude (float): Longitude of wind plant location. - year (float): Year for resource. - solar_resource_filepath (str): Path to solar resource file. Defaults to "". - """ - - latitude: float = field() - longitude: float = field() - year: float = field() - solar_resource_filepath: str = field(default="") - - @define class PYSAMSolarPlantPerformanceModelDesignConfig(BaseConfig): """Configuration class for design parameters of the solar pv plant. @@ -162,9 +143,7 @@ class PYSAMSolarPlantPerformanceModel(SolarPerformanceBaseClass): def setup(self): super().setup() - self.config = PYSAMSolarPlantPerformanceModelSiteConfig.from_dict( - self.options["plant_config"]["site"], strict=False - ) + self.design_config = PYSAMSolarPlantPerformanceModelDesignConfig.from_dict( merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), strict=False, @@ -189,8 +168,6 @@ def setup(self): self.system_model = Pvwatts.new(self.design_config.config_name) design_dict = self.design_config.create_input_dict() - tilt = self.calc_tilt_angle() - design_dict["SystemDesign"].update({"tilt": tilt}) # update design_dict if user provides non-empty design information if bool(self.design_config.pysam_options): @@ -202,18 +179,10 @@ def setup(self): else: design_dict.update({group: group_parameters}) + self.design_dict = design_dict self.system_model.assign(design_dict) - solar_resource = SolarResource( - lat=self.config.latitude, - lon=self.config.longitude, - year=self.config.year, - filepath=self.config.solar_resource_filepath, - ) - - self.system_model.value("solar_resource_data", solar_resource.data) - - def calc_tilt_angle(self): + def calc_tilt_angle(self, latitude): """ Calculates the tilt angle of the PV panel based on the tilt option described by design_config.tilt_angle_func. @@ -243,23 +212,87 @@ def calc_tilt_angle(self): # If tilt angle function is 'lat', use the latitude as the tilt if self.design_config.tilt_angle_func == "lat": - return self.config.latitude + return latitude # If tilt angle function is 'lat-func', use empirical formulas based on latitude if self.design_config.tilt_angle_func == "lat-func": - if self.config.latitude <= 25: + if latitude <= 25: # For latitudes <= 25, use 0.87 * latitude - return self.config.latitude * 0.87 - if 25 < self.config.latitude <= 50: + return latitude * 0.87 + if 25 < latitude <= 50: # For latitudes between 25 and 50, use 0.76 * latitude + 3.1 - return (self.config.latitude * 0.76) + 3.1 + return (latitude * 0.76) + 3.1 # For latitudes > 50, use latitude directly - return self.config.latitude + return latitude + + def format_resource_data(self, solar_resource_data): + """Format solar resource data into the format required for the + PySAM PvWattsv8 module. This method includes: + + 1. Renaming solar resource data keys to the keynames + expected by the PvWattsv8 modules + 2. Remove any solar resource data that PvWattsv8 does not use. + + Args: + solar_resource_data (dict): solar resource data dictionary + + Returns: + dict: PySAM formatted solar resource data + """ - def compute(self, inputs, outputs): + resource_name_mapper = { + "elevation": "elev", + "site_lat": "lat", + "site_lon": "lon", + "data_tz": "tz", + "year": "year", + "month": "month", + "day": "day", + "hour": "hour", + "minute": "minute", + "dni": "dn", + "dhi": "df", + "ghi": "gh", + "wind_speed": "wspd", + "temperature": "tdry", + "wind_direction": "wdir", + "pressure": "pres", + "dew_point": "tdew", + "relative_humidity": "rhum", + "surface_albedo": "alb", + "snow_depth": "snow", + } + + reformatted_data = {} + for old_key, values in solar_resource_data.items(): + if old_key in resource_name_mapper: + new_key = resource_name_mapper[old_key] + if not isinstance(values, (float, int, str, bool)): + reformatted_data.update({new_key: values.astype(float).tolist()}) + else: + reformatted_data.update({new_key: values}) + return reformatted_data + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + # calculate the tilt angle based on site latitude (use 0 if site latitude is not input) + tilt = self.calc_tilt_angle(discrete_inputs["solar_resource_data"].get("site_lat", 0)) + # over-write the tilt angle if it was specified in the design dict + tilt_angle = self.design_dict.get("SystemDesign", {}).get("tilt", tilt) + # assign the tilt angle + self.system_model.value("tilt", tilt_angle) + + # set the system capacity self.system_model.value("system_capacity", inputs["capacity_kWdc"][0]) + solar_resource_data = discrete_inputs["solar_resource_data"] + # format solar resource data into the necessary format for PySAM + solar_resource = self.format_resource_data(solar_resource_data) + self.system_model.value("solar_resource_data", solar_resource) + + # run the model self.system_model.execute(0) + + # assign outputs outputs["electricity_out"] = self.system_model.Outputs.gen # kW-dc pv_capacity_kWdc = self.system_model.value("system_capacity") dc_ac_ratio = self.system_model.value("dc_ac_ratio") diff --git a/h2integrate/converters/solar/test/test_pysam_solar.py b/h2integrate/converters/solar/test/test_pysam_solar.py index 085254e42..371b83a51 100644 --- a/h2integrate/converters/solar/test/test_pysam_solar.py +++ b/h2integrate/converters/solar/test/test_pysam_solar.py @@ -4,6 +4,22 @@ from h2integrate import EXAMPLE_DIR from h2integrate.converters.solar.solar_pysam import PYSAMSolarPlantPerformanceModel +from h2integrate.resource.solar.nrel_developer_goes_api_models import GOESAggregatedSolarAPI + + +@fixture +def plant_config(): + plant = { + "plant_life": 30, + "simulation": { + "dt": 3600, + "n_timesteps": 8760, + "start_time": "01/01/1900 00:30:00", + "timezone": 0, + }, + } + + return {"plant": plant, "site": {"latitude": 30.6617, "longitude": -101.7096, "resources": {}}} @fixture @@ -11,10 +27,9 @@ def solar_resource_dict(): pv_resource_dir = EXAMPLE_DIR / "11_hybrid_energy_plant" / "tech_inputs" / "weather" / "solar" pv_filename = "30.6617_-101.7096_psmv3_60_2013.csv" pv_resource_dict = { - "latitude": 30.6617, - "longitude": -101.7096, - "year": 2013, - "solar_resource_filepath": pv_resource_dir / pv_filename, + "resource_year": 2013, + "resource_dir": pv_resource_dir, + "resource_filename": pv_filename, } return pv_resource_dict @@ -36,7 +51,9 @@ def basic_pysam_options(): return pysam_options -def test_pvwatts_singleowner_notilt(basic_pysam_options, solar_resource_dict, subtests): +def test_pvwatts_singleowner_notilt( + basic_pysam_options, solar_resource_dict, plant_config, subtests +): """Test `PYSAMSolarPlantPerformanceModel` with a basic input scenario: - `pysam_options` is provided @@ -63,19 +80,19 @@ def test_pvwatts_singleowner_notilt(basic_pysam_options, solar_resource_dict, su } } - plant_info = { - "simulation": { - "n_timesteps": 8760, - "dt": 3600, - } - } - prob = om.Problem() + solar_resource = GOESAggregatedSolarAPI( + plant_config=plant_config, + resource_config=solar_resource_dict, + driver_config={}, + ) comp = PYSAMSolarPlantPerformanceModel( - plant_config={"site": solar_resource_dict, "plant": plant_info}, + plant_config=plant_config, tech_config=tech_config_dict, + driver_config={}, ) - prob.model.add_subsystem("pv_perf", comp) + prob.model.add_subsystem("solar_resource", solar_resource, promotes=["*"]) + prob.model.add_subsystem("pv_perf", comp, promotes=["*"]) prob.setup() prob.run_model() @@ -95,7 +112,9 @@ def test_pvwatts_singleowner_notilt(basic_pysam_options, solar_resource_dict, su assert pytest.approx(capacity_kWdc, rel=1e-6) == pv_design_dict["pv_capacity_kWdc"] -def test_pvwatts_singleowner_withtilt(basic_pysam_options, solar_resource_dict, subtests): +def test_pvwatts_singleowner_withtilt( + basic_pysam_options, solar_resource_dict, plant_config, subtests +): """Test PYSAMSolarPlantPerformanceModel with tilt angle calculated using 'lat-func' option. The AEP of this test should be higher than the AEP in `test_pvwatts_singleowner_notilt`. """ @@ -115,19 +134,19 @@ def test_pvwatts_singleowner_withtilt(basic_pysam_options, solar_resource_dict, } } - plant_info = { - "simulation": { - "n_timesteps": 8760, - "dt": 3600, - } - } - prob = om.Problem() + solar_resource = GOESAggregatedSolarAPI( + plant_config=plant_config, + resource_config=solar_resource_dict, + driver_config={}, + ) comp = PYSAMSolarPlantPerformanceModel( - plant_config={"site": solar_resource_dict, "plant": plant_info}, + plant_config=plant_config, tech_config=tech_config_dict, + driver_config={}, ) - prob.model.add_subsystem("pv_perf", comp) + prob.model.add_subsystem("solar_resource", solar_resource, promotes=["*"]) + prob.model.add_subsystem("pv_perf", comp, promotes=["*"]) prob.setup() prob.run_model() @@ -136,7 +155,7 @@ def test_pvwatts_singleowner_withtilt(basic_pysam_options, solar_resource_dict, capacity_kWdc = prob.get_val("pv_perf.capacity_kWdc")[0] with subtests.test("AEP"): - assert pytest.approx(aep, rel=1e-6) == 556441491 + assert pytest.approx(aep, rel=1e-6) == 556443491 with subtests.test("Capacity in kW-AC"): assert ( diff --git a/h2integrate/converters/solar/test/test_pysam_with_atb_costs.py b/h2integrate/converters/solar/test/test_pysam_with_atb_costs.py index 095f5dc42..85a6cf01f 100644 --- a/h2integrate/converters/solar/test/test_pysam_with_atb_costs.py +++ b/h2integrate/converters/solar/test/test_pysam_with_atb_costs.py @@ -6,6 +6,7 @@ from h2integrate.converters.solar.solar_pysam import PYSAMSolarPlantPerformanceModel from h2integrate.converters.solar.atb_res_com_pv_cost import ATBResComPVCostModel from h2integrate.converters.solar.atb_utility_pv_cost import ATBUtilityPVCostModel +from h2integrate.resource.solar.nrel_developer_goes_api_models import GOESAggregatedSolarAPI @fixture @@ -13,10 +14,9 @@ def solar_resource_dict(): pv_resource_dir = EXAMPLE_DIR / "11_hybrid_energy_plant" / "tech_inputs" / "weather" / "solar" pv_filename = "30.6617_-101.7096_psmv3_60_2013.csv" pv_resource_dict = { - "latitude": 30.6617, - "longitude": -101.7096, - "year": 2013, - "solar_resource_filepath": pv_resource_dir / pv_filename, + "resource_year": 2013, + "resource_dir": pv_resource_dir, + "resource_filename": pv_filename, } return pv_resource_dict @@ -49,6 +49,21 @@ def utility_scale_pv_performance_params(): return tech_params +@fixture +def plant_config(): + plant = { + "plant_life": 30, + "simulation": { + "dt": 3600, + "n_timesteps": 8760, + "start_time": "01/01/1900 00:30:00", + "timezone": 0, + }, + } + + return {"plant": plant, "site": {"latitude": 30.6617, "longitude": -101.7096, "resources": {}}} + + @fixture def commercial_pv_performance_params(): pysam_options = { @@ -93,27 +108,6 @@ def residential_pv_performance_params(): return tech_params -@fixture -def plant_config(): - pv_resource_dir = EXAMPLE_DIR / "11_hybrid_energy_plant" / "tech_inputs" / "weather" / "solar" - pv_filename = "30.6617_-101.7096_psmv3_60_2013.csv" - pv_resource_dict = { - "latitude": 30.6617, - "longitude": -101.7096, - "year": 2013, - "solar_resource_filepath": pv_resource_dir / pv_filename, - } - return { - "plant": { - "plant_life": 30, - "simulation": { - "n_timesteps": 8760, - }, - }, - "site": pv_resource_dict, - } - - def test_utility_pv_cost( utility_scale_pv_performance_params, solar_resource_dict, plant_config, subtests ): @@ -131,24 +125,24 @@ def test_utility_pv_cost( } } - plant_info = { - "plant_life": 30, - "simulation": { - "n_timesteps": 8760, - "dt": 3600, - }, - } - prob = om.Problem() + solar_resource = GOESAggregatedSolarAPI( + plant_config=plant_config, + resource_config=solar_resource_dict, + driver_config={}, + ) perf_comp = PYSAMSolarPlantPerformanceModel( - plant_config={"site": solar_resource_dict, "plant": plant_info}, + plant_config=plant_config, tech_config=tech_config_dict, + driver_config={}, ) cost_comp = ATBUtilityPVCostModel( plant_config=plant_config, tech_config=tech_config_dict, + driver_config={}, ) + prob.model.add_subsystem("solar_resource", solar_resource, promotes=["*"]) prob.model.add_subsystem("pv_perf", perf_comp, promotes=["*"]) prob.model.add_subsystem("pv_cost", cost_comp, promotes=["*"]) prob.setup() @@ -189,24 +183,21 @@ def test_commercial_pv_cost( } } - plant_info = { - "plant_life": 30, - "simulation": { - "n_timesteps": 8760, - "dt": 3600, - }, - } - prob = om.Problem() + solar_resource = GOESAggregatedSolarAPI( + plant_config=plant_config, + resource_config=solar_resource_dict, + driver_config={}, + ) + perf_comp = PYSAMSolarPlantPerformanceModel( - plant_config={"site": solar_resource_dict, "plant": plant_info}, - tech_config=tech_config_dict, + plant_config=plant_config, tech_config=tech_config_dict, driver_config={} ) cost_comp = ATBResComPVCostModel( - plant_config=plant_config, - tech_config=tech_config_dict, + plant_config=plant_config, tech_config=tech_config_dict, driver_config={} ) + prob.model.add_subsystem("solar_resource", solar_resource, promotes=["*"]) prob.model.add_subsystem("pv_perf", perf_comp, promotes=["*"]) prob.model.add_subsystem("pv_cost", cost_comp, promotes=["*"]) prob.setup() @@ -244,24 +235,21 @@ def test_residential_pv_cost( } } - plant_info = { - "plant_life": 30, - "simulation": { - "n_timesteps": 8760, - "dt": 3600, - }, - } - prob = om.Problem() + solar_resource = GOESAggregatedSolarAPI( + plant_config=plant_config, + resource_config=solar_resource_dict, + driver_config={}, + ) perf_comp = PYSAMSolarPlantPerformanceModel( - plant_config={"site": solar_resource_dict, "plant": plant_info}, + plant_config=plant_config, tech_config=tech_config_dict, + driver_config={}, ) cost_comp = ATBResComPVCostModel( - plant_config=plant_config, - tech_config=tech_config_dict, + plant_config=plant_config, tech_config=tech_config_dict, driver_config={} ) - + prob.model.add_subsystem("solar_resource", solar_resource, promotes=["*"]) prob.model.add_subsystem("pv_perf", perf_comp, promotes=["*"]) prob.model.add_subsystem("pv_cost", cost_comp, promotes=["*"]) prob.setup() diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index 54f44303a..9012456d6 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -60,6 +60,12 @@ ) from h2integrate.converters.hydrogen.singlitico_cost_model import SingliticoCostModel from h2integrate.converters.co2.marine.direct_ocean_capture import DOCCostModel, DOCPerformanceModel +from h2integrate.resource.solar.nrel_developer_goes_api_models import ( + GOESTMYSolarAPI, + GOESConusSolarAPI, + GOESFullDiscSolarAPI, + GOESAggregatedSolarAPI, +) from h2integrate.converters.hydrogen.eco_tools_pem_electrolyzer import ( ECOElectrolyzerPerformanceModel, ) @@ -91,6 +97,10 @@ # Resources "river_resource": RiverResource, "wind_toolkit_v2_api": WTKNRELDeveloperAPIWindResource, + "goes_aggregated_solar_v4_api": GOESAggregatedSolarAPI, + "goes_conus_solar_v4_api": GOESConusSolarAPI, + "goes_fulldisc_solar_v4_api": GOESFullDiscSolarAPI, + "goes_tmy_solar_v4_api": GOESTMYSolarAPI, # Converters "wind_plant_performance": WindPlantPerformanceModel, "wind_plant_cost": WindPlantCostModel, diff --git a/h2integrate/resource/solar/__init__.py b/h2integrate/resource/solar/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/resource/solar/nrel_developer_goes_api_base.py b/h2integrate/resource/solar/nrel_developer_goes_api_base.py new file mode 100644 index 000000000..a92f7ca9a --- /dev/null +++ b/h2integrate/resource/solar/nrel_developer_goes_api_base.py @@ -0,0 +1,212 @@ +import urllib.parse + +import pandas as pd + +from h2integrate.resource.solar.solar_resource_base import SolarResourceBaseAPIModel +from h2integrate.resource.utilities.nrel_developer_api_keys import ( + get_nrel_developer_api_key, + get_nrel_developer_api_email, +) + + +class GOESNRELDeveloperAPISolarResourceBase(SolarResourceBaseAPIModel): + def setup(self): + super().setup() + + # set UTC variable depending on timezone, used for filenaming + self.utc = False + if float(self.config.timezone) == 0.0: + self.utc = True + + # check interval to use for data download/load based on simulation timestep + interval = self.dt / 60 + if any(float(v) == float(interval) for v in self.config.valid_intervals): + self.interval = int(interval) + else: + if interval > max(self.config.valid_intervals): + self.interval = int(max(self.config.valid_intervals)) + else: + self.interval = int(min(self.config.valid_intervals)) + + # get the data dictionary + data = self.get_data() + + # add resource data dictionary as an out + self.add_discrete_output( + "solar_resource_data", val=data, desc="Dict of solar resource data" + ) + + def helper_setup_method(self): + """ + Prepares and configures resource specifications for the GOES API based on plant + and site configuration options. + + This method extracts relevant configuration details from the `self.options` dictionary, + sets default values for latitude, longitude, resource directory, and timezone if they + are not already specified, and returns the updated resource specifications dictionary. + + Returns: + dict: The resource specifications dictionary with defaults set for latitude, + longitude, resource_dir, and timezone. + """ + self.site_config = self.options["plant_config"]["site"] + self.sim_config = self.options["plant_config"]["plant"]["simulation"] + self.n_timesteps = int(self.sim_config["n_timesteps"]) + self.dt = self.sim_config["dt"] + self.start_time = self.sim_config["start_time"] + + # create the input dictionary for GOESAPIConfig + resource_specs = self.options["resource_config"] + # set the default latitude, longitude, and resource_year from the site_config + resource_specs.setdefault("latitude", self.site_config["latitude"]) + resource_specs.setdefault("longitude", self.site_config["longitude"]) + # set the default resource_dir from a directory that can be + # specified in site_config['resources']['resource_dir'] + resource_specs.setdefault( + "resource_dir", self.site_config.get("resources", {}).get("resource_dir", None) + ) + + # default timezone to UTC because 'timezone' was removed from the plant config schema + resource_specs.setdefault("timezone", self.sim_config.get("timezone", 0)) + return resource_specs + + def create_filename(self): + """Create default filename to save downloaded data to. Filename is formatted as + "{latitude}_{longitude}_{resource_year}_{config.dataset_desc}_{interval}min_{tz_desc}_tz.csv" + where "tz_desc" is "utc" if the timezone is zero, or "local" otherwise. + + Returns: + str: filename for resource data to be saved to or loaded from. + """ + # TODO: update to handle multiple years + # TODO: update to handle nonstandard time intervals + if self.utc: + tz_desc = "utc" + else: + tz_desc = "local" + filename = ( + f"{self.config.latitude}_{self.config.longitude}_{self.config.resource_year}_" + f"{self.config.dataset_desc}_{self.interval}min_{tz_desc}_tz.csv" + ) + return filename + + def create_url(self): + """Create url for data download. + + Returns: + str: url to use for API call. + """ + input_data = { + "wkt": f"POINT({self.config.longitude} {self.config.latitude})", + "names": [str(self.config.resource_year)], # TODO: update to handle multiple years + "interval": str(self.interval), + "utc": str(self.utc).lower(), + "api_key": get_nrel_developer_api_key(), + "email": get_nrel_developer_api_email(), + } + url = self.base_url + urllib.parse.urlencode(input_data, True) + return url + + def load_data(self, fpath): + """Load data from a file and format as a dictionary that: + + 1) follows naming convention described in SolarResourceBaseAPIModel. + 2) is converted to standardized units described in SolarResourceBaseAPIModel. + + This method does the following steps: + + 1) load the data, separate out scalar data and timeseries data + 2) remove unused data + 3) Rename the data columns to standardized naming convention and create dictionary of + OpenMDAO compatible units for the data. Calls `format_timeseries_data()` method. + 4) Convert data to standardized units. Calls `compare_units_and_correct()` method + + Args: + fpath (str | Path): filepath to file containing the data + + Returns: + dict: dictionary of data in standardized units and naming convention. + """ + data = pd.read_csv(fpath, header=2) + header = pd.read_csv(fpath, nrows=2, header=None) + header_keys = header.iloc[0].to_list() + header_vals = header.iloc[1].to_list() + header_dict = dict(zip(header_keys, header_vals)) + + time_cols = ["Year", "Month", "Day", "Hour", "Minute"] + data_cols = [c for c in data.columns.to_list() if c not in time_cols] + colnames_to_units = { + c: header_dict[f"{c} Units"] for c in data_cols if f"{c} Units" in header_dict + } + # data_missing_units = [c for c in data_cols if f"{c} Units" not in header_dict] + + colname_mapper = {c: f"{c} ({v})" for c, v in colnames_to_units.items()} + + site_data = { + "id": int(header_dict["Location ID"]), + "site_tz": float(header_dict["Local Time Zone"]), + "data_tz": float(header_dict["Time Zone"]), + "site_lat": float(header_dict["Latitude"]), + "site_lon": float(header_dict["Longitude"]), + "elevation": float(header_dict["Elevation"]), + "filepath": str(fpath), + } + + data = data.dropna(axis=1, how="all") + data = data.rename(columns=colname_mapper) # add units to colnames + + # dont include data that doesn't have units + data_main_cols = time_cols + list(colname_mapper.values()) + # make units for data in openMDAO-compatible units + data, data_units = self.format_timeseries_data(data[data_main_cols]) + # convert units to standard units + data, data_units = self.compare_units_and_correct(data, data_units) + + data.update(site_data) + return data + + def format_timeseries_data(self, data): + """Convert data to a dictionary with keys that follow the standardized naming convention and + create a dictionary containing the units for the data. + + Args: + data (pd.DataFrame): Dataframe of timeseries data. + + Returns: + 2-element tuple containing + + - **data** (*dict*): data dictionary with keys following the standardized naming + convention. + - **data_units** (*dict*): dictionary with same keys as `data` and values as the + data units in OpenMDAO compatible format. + """ + time_cols = ["Year", "Month", "Day", "Hour", "Minute"] + data_cols_init = [c for c in data.columns.to_list() if c not in time_cols] + data_rename_mapper = {} + data_units = {} + for c in data_cols_init: + units = c.split("(")[-1].strip(")") + new_c = c.replace("air", "").replace("at ", "") + new_c = ( + new_c.replace(f"({units})", "").strip().replace(" ", "_").replace("__", "_").lower() + ) + + if units == "c": + units = units.upper() + if units == "w/m2": + units = "W/m**2" + if units == "nan" or units == "%": + units = "percent" + if units == "Degree" or units == "Degrees": + units = "deg" + + data_rename_mapper.update({c: new_c}) + data_units.update({new_c: units}) + data = data.rename(columns=data_rename_mapper) + data_dict = {c: data[c].astype(float).values for x, c in data_rename_mapper.items()} + data_time_dict = {c.lower(): data[c].astype(float).values for c in time_cols} + data_dict.update(data_time_dict) + return data_dict, data_units + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + pass diff --git a/h2integrate/resource/solar/nrel_developer_goes_api_models.py b/h2integrate/resource/solar/nrel_developer_goes_api_models.py new file mode 100644 index 000000000..ecb56f561 --- /dev/null +++ b/h2integrate/resource/solar/nrel_developer_goes_api_models.py @@ -0,0 +1,218 @@ +from pathlib import Path + +from attrs import field, define + +from h2integrate.core.validators import contains, range_val +from h2integrate.resource.resource_base import ResourceBaseAPIConfig +from h2integrate.resource.solar.nrel_developer_goes_api_base import ( + GOESNRELDeveloperAPISolarResourceBase, +) + + +@define +class GOESAggregatedAPIConfig(ResourceBaseAPIConfig): + """Configuration class to download solar resource data from + `GOES Aggregated PSM v4 `_. + This dataset covers regions within North and South America at a spatial resolution of 4 km. + + Args: + resource_year (int): Year to use for resource data. + Must been between 1998 and 2024 (inclusive). + resource_data (dict | object, optional): Dictionary of user-input resource data. + Defaults to an empty dictionary. + resource_dir (str | Path, optional): Folder to save resource files to or + load resource files from. Defaults to "". + resource_filename (str, optional): Filename to save resource data to or load + resource data from. Defaults to None. + + Attributes: + dataset_desc (str): description of the dataset, used in file naming. + For this dataset, the `dataset_desc` is "goes_aggregated_v2". + resource_type (str): type of resource data downloaded, used in folder naming. + For this dataset, the `resource_type` is "solar". + valid_intervals (list[int]): time interval(s) in minutes that resource data can be + downloaded in. For this dataset, `valid_intervals` are 30 and 60 minutes. + + """ + + resource_year: int = field(converter=int, validator=range_val(1998, 2024)) + dataset_desc: str = "goes_aggregated_v4" + resource_type: str = "solar" + valid_intervals: list[int] = field(factory=lambda: [30, 60]) + resource_data: dict | object = field(default={}) + resource_filename: Path | str = field(default="") + resource_dir: Path | str | None = field(default=None) + + +class GOESAggregatedSolarAPI(GOESNRELDeveloperAPISolarResourceBase): + def setup(self): + resource_specs = self.helper_setup_method() + + self.base_url = "https://developer.nrel.gov/api/nsrdb/v2/solar/nsrdb-GOES-aggregated-v4-0-0-download.csv?" + # create the resource config + self.config = GOESAggregatedAPIConfig.from_dict(resource_specs) + super().setup() + + +@define +class GOESConusAPIConfig(ResourceBaseAPIConfig): + """Configuration class to download solar resource data from + `GOES Conus PSM v4 `_. + This dataset covers regions within the continental United States at a spatial resolution of + 2 km. + + Args: + resource_year (int): Year to use for resource data. + Must been between 2018 and 2024 (inclusive). + resource_data (dict | object, optional): Dictionary of user-input resource data. + Defaults to an empty dictionary. + resource_dir (str | Path, optional): Folder to save resource files to or + load resource files from. Defaults to "". + resource_filename (str, optional): Filename to save resource data to or load + resource data from. Defaults to None. + + Attributes: + dataset_desc (str): description of the dataset, used in file naming. + For this dataset, the `dataset_desc` is "goes_aggregated_v2". + resource_type (str): type of resource data downloaded, used in folder naming. + For this dataset, the `resource_type` is "solar". + valid_intervals (list[int]): time interval(s) in minutes that resource data can be + downloaded in. For this dataset, `valid_intervals` are 5, 15, 30 and 60 minutes. + + """ + + resource_year: int = field(converter=int, validator=range_val(2018, 2024)) + dataset_desc: str = "goes_conus_v4" + resource_type: str = "solar" + valid_intervals: list[int] = field(factory=lambda: [5, 15, 30, 60]) + resource_data: dict | object = field(default={}) + resource_filename: Path | str = field(default="") + resource_dir: Path | str | None = field(default=None) + + +class GOESConusSolarAPI(GOESNRELDeveloperAPISolarResourceBase): + def setup(self): + resource_specs = self.helper_setup_method() + + self.base_url = ( + "https://developer.nrel.gov/api/nsrdb/v2/solar/nsrdb-GOES-conus-v4-0-0-download.csv?" + ) + # create the resource config + self.config = GOESConusAPIConfig.from_dict(resource_specs) + super().setup() + + +@define +class GOESFullDiscAPIConfig(ResourceBaseAPIConfig): + """Configuration class to download solar resource data from + `GOES Full Disc PSM v4 `_. + This dataset covers regions within North and South America at a spatial resolution of 2 km. + + Args: + resource_year (int): Year to use for resource data. + Must been between 2018 and 2024 (inclusive). + resource_data (dict | object, optional): Dictionary of user-input resource data. + Defaults to an empty dictionary. + resource_dir (str | Path, optional): Folder to save resource files to or + load resource files from. Defaults to "". + resource_filename (str, optional): Filename to save resource data to or load + resource data from. Defaults to None. + + Attributes: + dataset_desc (str): description of the dataset, used in file naming. + For this dataset, the `dataset_desc` is "goes_aggregated_v2". + resource_type (str): type of resource data downloaded, used in folder naming. + For this dataset, the `resource_type` is "solar". + valid_intervals (list[int]): time interval(s) in minutes that resource data can be + downloaded in. For this dataset, `valid_intervals` are 10, 30 and 60 minutes. + + """ + + resource_year: int = field(converter=int, validator=range_val(2018, 2024)) + dataset_desc: str = "goes_fulldisc_v4" + resource_type: str = "solar" + valid_intervals: list[int] = field(factory=lambda: [10, 30, 60]) + resource_data: dict | object = field(default={}) + resource_filename: Path | str = field(default="") + resource_dir: Path | str | None = field(default=None) + + +class GOESFullDiscSolarAPI(GOESNRELDeveloperAPISolarResourceBase): + def setup(self): + resource_specs = self.helper_setup_method() + + self.base_url = "https://developer.nrel.gov/api/nsrdb/v2/solar/nsrdb-GOES-full-disc-v4-0-0-download.csv?" + # create the resource config + self.config = GOESFullDiscAPIConfig.from_dict(resource_specs) + super().setup() + + +@define +class GOESTMYAPIConfig(ResourceBaseAPIConfig): + """Configuration class to download solar resource data from + `GOES Full Disc PSM v4 `_. + This dataset covers regions within North and South America at a spatial resolution of 4 km. + + Args: + resource_year (str): Year to use for resource data. Can be any of the following: + tmy-2022, tdy-2022, tgy-2022, tmy-2023, tdy-2023, tgy-2023, tmy-2024, tdy-2024, + or tgy-2024. + resource_data (dict | object, optional): Dictionary of user-input resource data. + Defaults to an empty dictionary. + resource_dir (str | Path, optional): Folder to save resource files to or + load resource files from. Defaults to "". + resource_filename (str, optional): Filename to save resource data to or load + resource data from. Defaults to None. + + Attributes: + dataset_desc (str): description of the dataset, used in file naming. + For this dataset, the `dataset_desc` is "goes_aggregated_v2". + resource_type (str): type of resource data downloaded, used in folder naming. + For this dataset, the `resource_type` is "solar". + valid_intervals (list[int]): time interval(s) in minutes that resource data can be + downloaded in. For this dataset, `valid_intervals` is minutes. + + """ + + resource_year: str = field( + converter=str.lower, + validator=contains( + [ + "tmy-2022", + "tdy-2022", + "tgy-2022", + "tmy-2023", + "tdy-2023", + "tgy-2023", + "tmy-2024", + "tdy-2024", + "tgy-2024", + ] + ), + ) + dataset_desc: str = "goes_tmy_v4" + resource_type: str = "solar" + valid_intervals: list[int] = field(factory=lambda: [60]) + resource_data: dict | object = field(default={}) + resource_filename: Path | str = field(default="") + resource_dir: Path | str | None = field(default=None) + + def __attrs_post_init__(self): + if "tmy" in self.resource_year: + self.dataset_desc = "goes_tmy_v4" + if "tdy" in self.resource_year: + self.dataset_desc = "goes_tdy_v4" + if "tgy" in self.resource_year: + self.dataset_desc = "goes_tgy_v4" + + +class GOESTMYSolarAPI(GOESNRELDeveloperAPISolarResourceBase): + def setup(self): + resource_specs = self.helper_setup_method() + + self.base_url = ( + "https://developer.nrel.gov/api/nsrdb/v2/solar/nsrdb-GOES-tmy-v4-0-0-download.csv?" + ) + # create the resource config + self.config = GOESTMYAPIConfig.from_dict(resource_specs) + super().setup() diff --git a/h2integrate/resource/solar/solar_resource_base.py b/h2integrate/resource/solar/solar_resource_base.py new file mode 100644 index 000000000..aef221a93 --- /dev/null +++ b/h2integrate/resource/solar/solar_resource_base.py @@ -0,0 +1,59 @@ +from openmdao.utils import units + +from h2integrate.resource.resource_base import ResourceBaseAPIModel + + +class SolarResourceBaseAPIModel(ResourceBaseAPIModel): + def setup(self): + super().setup() + + self.output_vars_to_units = { + "wind_direction": "deg", + "wind_speed": "m/s", + "temperature": "C", + "pressure": "mbar", + "relative_humidity": "percent", + "ghi": "W/m**2", + "dni": "W/m**2", + "dhi": "W/m**2", + "clearsky_ghi": "W/m**2", + "clearsky_dni": "W/m**2", + "clearsky_dhi": "W/m**2", + "dew_point": "C", + "surface_albedo": "percent", + "solar_zenith_angle": "deg", + "snow_depth": "cm", + "precipitable_water": "cm", + } + + def compare_units_and_correct(self, data, data_units): + """Convert data to standard units defined in ``output_vars_to_units``. + + Note: + The keys for `data` and `data_units` are expected to have the same keys + as the attribute ``output_vars_to_units``. + + Note: + the values for `data_units` must be formatted to be compatible with OpenMDAO units. + + Args: + data (dict): dictionary of data, keys are data names and values may be + a scalar or array of numerical values in units of ``data_units[data_key]``. + data_units (dict): dictionary of units corresponding to the data. + Has the same keys as `data` with values as a str of OpenMDAO compatible units. + + + Returns: + 2-element tuple containing + + - **data** (*dict*): data converted to standard units found in the attribute + ``output_vars_to_units``. + - **data_units** (*dict*): updated units of data in ``data``. + """ + for data_col, orig_units in data_units.items(): + if data_col in self.output_vars_to_units: + desired_units = self.output_vars_to_units[data_col] + if desired_units != orig_units: + data[data_col] = units.convert_units(data[data_col], orig_units, desired_units) + data_units[data_col] = desired_units + return data, data_units diff --git a/h2integrate/resource/solar/test/__init__.py b/h2integrate/resource/solar/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/resource/solar/test/test_nrel_goes_api.py b/h2integrate/resource/solar/test/test_nrel_goes_api.py new file mode 100644 index 000000000..60d342bc7 --- /dev/null +++ b/h2integrate/resource/solar/test/test_nrel_goes_api.py @@ -0,0 +1,214 @@ +from pathlib import Path + +import openmdao.api as om +from pytest import fixture + +from h2integrate import RESOURCE_DEFAULT_DIR +from h2integrate.resource.solar.nrel_developer_goes_api_models import ( + GOESTMYSolarAPI, + GOESConusSolarAPI, + GOESFullDiscSolarAPI, + GOESAggregatedSolarAPI, +) + + +@fixture +def plant_simulation_utc_start(): + plant = { + "plant_life": 30, + "simulation": { + "dt": 3600, + "n_timesteps": 8760, + "start_time": "01/01/1900 00:30:00", + "timezone": 0, + }, + } + return plant + + +@fixture +def site_config(): + site = { + "latitude": 34.22, + "longitude": -102.75, + "resources": { + "solar_resource": { + "resource_model": "goes_aggregated_solar_v4_api", + "resource_parameters": { + "latitude": 34.22, + "longitude": -102.75, + "resource_year": 2012, + }, + } + }, + } + return site + + +def test_goes_aggregated_loaded_from_default_dir(plant_simulation_utc_start, site_config, subtests): + plant_config = { + "site": site_config, + "plant": plant_simulation_utc_start, + } + + prob = om.Problem() + comp = GOESAggregatedSolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + prob.model.add_subsystem("resource", comp) + prob.setup() + prob.run_model() + goes_data = prob.get_val("resource.solar_resource_data") + + solar_dir = RESOURCE_DEFAULT_DIR / "solar" + with subtests.test("filepath for data was found where expected"): + assert Path(goes_data["filepath"]).exists() + assert Path(goes_data["filepath"]).parent == solar_dir + + data_keys = [ + "ghi", + "dhi", + "dni", + "temperature", + "pressure", + "dew_point", + "wind_speed", + "wind_direction", + ] + with subtests.test("resource data is 8760 in length"): + assert all(len(goes_data[k]) == 8760 for k in data_keys) + + +def test_goes_conus_loaded_from_default_dir(plant_simulation_utc_start, site_config, subtests): + plant_config = { + "site": site_config, + "plant": plant_simulation_utc_start, + } + + filename = "34.22_-102.75_2012_goes_aggregated_v4_60min_utc_tz.csv" + plant_config["site"]["resources"]["solar_resource"]["resource_parameters"].update( + {"resource_filename": filename} + ) + plant_config["site"]["resources"]["solar_resource"]["resource_parameters"]["resource_year"] = ( + 2020 + ) + + prob = om.Problem() + comp = GOESConusSolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + prob.model.add_subsystem("resource", comp) + prob.setup() + prob.run_model() + goes_data = prob.get_val("resource.solar_resource_data") + + solar_dir = RESOURCE_DEFAULT_DIR / "solar" + with subtests.test("filepath for data was found where expected"): + assert Path(goes_data["filepath"]).exists() + assert Path(goes_data["filepath"]).parent == solar_dir + + data_keys = [ + "ghi", + "dhi", + "dni", + "temperature", + "pressure", + "dew_point", + "wind_speed", + "wind_direction", + ] + with subtests.test("resource data is 8760 in length"): + assert all(len(goes_data[k]) == 8760 for k in data_keys) + + +def test_goes_fulldisc_loaded_from_default_dir(plant_simulation_utc_start, site_config, subtests): + plant_config = { + "site": site_config, + "plant": plant_simulation_utc_start, + } + + filename = "34.22_-102.75_2012_goes_aggregated_v4_60min_utc_tz.csv" + plant_config["site"]["resources"]["solar_resource"]["resource_parameters"].update( + {"resource_filename": filename} + ) + plant_config["site"]["resources"]["solar_resource"]["resource_parameters"]["resource_year"] = ( + 2020 + ) + + prob = om.Problem() + comp = GOESFullDiscSolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + prob.model.add_subsystem("resource", comp) + prob.setup() + prob.run_model() + goes_data = prob.get_val("resource.solar_resource_data") + + solar_dir = RESOURCE_DEFAULT_DIR / "solar" + with subtests.test("filepath for data was found where expected"): + assert Path(goes_data["filepath"]).exists() + assert Path(goes_data["filepath"]).parent == solar_dir + + data_keys = [ + "ghi", + "dhi", + "dni", + "temperature", + "pressure", + "dew_point", + "wind_speed", + "wind_direction", + ] + with subtests.test("resource data is 8760 in length"): + assert all(len(goes_data[k]) == 8760 for k in data_keys) + + +def test_goes_tmy_loaded_from_default_dir(plant_simulation_utc_start, site_config, subtests): + plant_config = { + "site": site_config, + "plant": plant_simulation_utc_start, + } + + filename = "34.22_-102.75_2012_goes_aggregated_v4_60min_utc_tz.csv" + plant_config["site"]["resources"]["solar_resource"]["resource_parameters"].update( + {"resource_filename": filename} + ) + + plant_config["site"]["resources"]["solar_resource"]["resource_parameters"]["resource_year"] = ( + "tmy-2022" + ) + + prob = om.Problem() + comp = GOESTMYSolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + prob.model.add_subsystem("resource", comp) + prob.setup() + prob.run_model() + goes_data = prob.get_val("resource.solar_resource_data") + + solar_dir = RESOURCE_DEFAULT_DIR / "solar" + with subtests.test("filepath for data was found where expected"): + assert Path(goes_data["filepath"]).exists() + assert Path(goes_data["filepath"]).parent == solar_dir + + data_keys = [ + "ghi", + "dhi", + "dni", + "temperature", + "pressure", + "dew_point", + "wind_speed", + "wind_direction", + ] + with subtests.test("resource data is 8760 in length"): + assert all(len(goes_data[k]) == 8760 for k in data_keys) diff --git a/resource_files/solar/34.22_-102.75_2012_goes_aggregated_v4_60min_utc_tz.csv b/resource_files/solar/34.22_-102.75_2012_goes_aggregated_v4_60min_utc_tz.csv new file mode 100644 index 000000000..006ce2237 --- /dev/null +++ b/resource_files/solar/34.22_-102.75_2012_goes_aggregated_v4_60min_utc_tz.csv @@ -0,0 +1,8763 @@ +Source,Location ID,City,State,Country,Latitude,Longitude,Time Zone,Elevation,Local Time Zone,Clearsky DHI Units,Clearsky DNI Units,Clearsky GHI Units,Dew Point Units,DHI Units,DNI Units,GHI Units,Solar Zenith Angle Units,Temperature Units,Pressure Units,Relative Humidity Units,Precipitable Water Units,Wind Direction Units,Wind Speed Units,Cloud Type -15,Cloud Type 0,Cloud Type 1,Cloud Type 2,Cloud Type 3,Cloud Type 4,Cloud Type 5,Cloud Type 6,Cloud Type 7,Cloud Type 8,Cloud Type 9,Cloud Type 10,Cloud Type 11,Cloud Type 12,Fill Flag 0,Fill Flag 1,Fill Flag 2,Fill Flag 3,Fill Flag 4,Fill Flag 5,Surface Albedo Units,Version +NSRDB,542970,-,-,-,34.21,-102.74,0,1166,-6,w/m2,w/m2,w/m2,c,w/m2,w/m2,w/m2,Degree,c,mbar,%,cm,Degrees,m/s,N/A,Clear,Probably Clear,Fog,Water,Super-Cooled Water,Mixed,Opaque Ice,Cirrus,Overlapping,Overshooting,Unknown,Dust,Smoke,N/A,Missing Image,Low Irradiance,Exceeds Clearsky,Missing CLoud Properties,Rayleigh Violation,N/A,4.0.1 +Year,Month,Day,Hour,Minute,Temperature,Alpha,Aerosol Optical Depth,Asymmetry,Clearsky DHI,Clearsky DNI,Clearsky GHI,Cloud Fill Flag,Cloud Type,Dew Point,DHI,DNI,Fill Flag,GHI,Ozone,Relative Humidity,Solar Zenith Angle,SSA,Surface Albedo,Pressure,Precipitable Water,Wind Direction,Wind Speed,Global Horizontal UV Irradiance (280-400nm),Global Horizontal UV Irradiance (295-385nm) +2012,1,1,0,30,9.600000000000001,1.07,0.019,0.62,0,0,0,0,0,-6.300000000000001,0,0,0,0,0.294,31.93,98.08,0.87,0.23,888,0.4,344,3.8000000000000003,0.0000,0.0000 +2012,1,1,1,30,7.9,1.09,0.018000000000000002,0.62,0,0,0,0,0,-6.9,0,0,0,0,0.294,34.4,109.82000000000001,0.87,0.23,890,0.30000000000000004,189,5,0.0000,0.0000 +2012,1,1,2,30,5.800000000000001,1.08,0.016,0.62,0,0,0,0,0,-9.600000000000001,0,0,0,0,0.294,32.05,121.97,0.87,0.23,892,0.30000000000000004,23,6.300000000000001,0.0000,0.0000 +2012,1,1,3,30,3.7,1.09,0.016,0.62,0,0,0,0,0,-11.9,0,0,0,0,0.293,30.89,134.33,0.87,0.23,893,0.30000000000000004,26,6.2,0.0000,0.0000 +2012,1,1,4,30,2.1,1.16,0.015,0.62,0,0,0,0,0,-10,0,0,0,0,0.292,40.52,146.67000000000002,0.88,0.23,894,0.30000000000000004,28,5.6000000000000005,0.0000,0.0000 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+2012,12,31,20,30,8.6,1.19,0.025,0.62,62,959,519,0,0,-4.6000000000000005,62,959,0,519,0.274,38.97,61.550000000000004,0.92,0.24,880,0.6000000000000001,269,5.1000000000000005,16.0998,12.5620 +2012,12,31,21,30,7.7,1.2,0.025,0.62,55,907,394,0,0,-5.5,55,907,0,394,0.273,38.79,68.1,0.92,0.24,880,0.5,268,3.7,10.8667,8.4326 +2012,12,31,22,30,4.7,1.21,0.025,0.62,44,776,222,0,4,-4.4,49,0,0,49,0.273,51.83,76.72,0.92,0.24,881,0.5,268,2.1,4.2884,3.2845 +2012,12,31,23,30,1.6,1.21,0.025,0.62,20,405,43,7,4,-5,20,0,7,20,0.273,61.52,86.69,0.92,0.24,881,0.6000000000000001,274,1.5,0.0000,0.0000 From 8711b3d3e132432a3fbc7953f8915733c70bc81d Mon Sep 17 00:00:00 2001 From: jmartin4 Date: Thu, 16 Oct 2025 16:20:49 -0600 Subject: [PATCH 36/79] Sprucing up plots for white paper --- .../plot_co2h_methanol.py | 113 ++++++++++++------ .../tech_config_co2h.yaml | 4 +- 2 files changed, 80 insertions(+), 37 deletions(-) diff --git a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py index bbd81b4d7..f6960d6f5 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py +++ b/examples/03_methanol/co2_hydrogenation_doc/plot_co2h_methanol.py @@ -1,15 +1,20 @@ import pandas as pd +import matplotlib.dates as mdates import matplotlib.pyplot as plt +myFmt = mdates.DateFormatter("%m/%d") + + def plot_methanol(model): - plt.clf() + fig = plt.figure(figsize=(8, 8)) times = pd.date_range("2013", periods=8760, freq="1h") # Electricity to H2 using Electrolyzer plt.subplot(3, 2, 1) - plt.title("Electrolyzer") + T = plt.title("Electrolyzer") + T.set_position([-0.2, 1.1]) elyzer_elec_in = ( model.plant.electrolyzer.eco_pem_electrolyzer_performance.get_val("electricity_in") / 1000 ) @@ -18,77 +23,115 @@ def plot_methanol(model): / 1000 * 24 ) - plt.plot(times, elyzer_elec_in, label="electricity_in [MW]", color=[0.5, 0.5, 1]) + plt.plot(times, elyzer_elec_in, label="Electricity Available [MW]", color=[0.5, 0.5, 1]) plt.plot( [times[0], times[-1]], [160, 160], "--", - label="electrolyzer_max_input [MW]", + label="Electrolyzer Capacity [MW]", color=[0.5, 0.5, 1], ) - plt.plot(times, elyzer_h2_out, label="hydrogen_out [t/d]", color=[1, 0.5, 0]) - plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) + plt.plot(times, elyzer_h2_out, label="Hydrogen Produced [t/d]", color=[1, 0.5, 0]) + plt.legend(bbox_to_anchor=(0, 1.02), loc=3) + plt.xlim(pd.to_datetime("2012-12-31"), pd.to_datetime("2013-01-31")) + plt.xticks(["2013-01-01", "2013-01-08", "2013-01-15", "2013-01-22", "2013-01-29"]) + ax = plt.gca() + ax.xaxis.set_major_formatter(myFmt) + plt.xlabel("Day in simulated year") + plt.ylabel( + "Power\n[MW]\n \nFlow\n[t/d]", rotation="horizontal", va="center", ha="center", labelpad=20 + ) # Electricity to CO2 using DOC plt.subplot(3, 2, 2) - plt.title("DOC") + T = plt.title("Direct\nOcean\nCapture") + T.set_position([-0.2, 1.1]) doc_elec_in = model.plant.doc.direct_ocean_capture_performance.get_val("electricity_in") / 1e6 doc_co2_out = model.plant.doc.direct_ocean_capture_performance.get_val("co2_out") / 1000 - plt.plot(times, doc_elec_in, label="electricity_in [MW]") + plt.plot(times, doc_elec_in, label="Electricity Available [MW]", color=[0.5, 0.5, 1]) plt.plot( [times[0], times[-1]], [43.32621908, 43.32621908], "--", - label="doc_max_input [MW]", + label="DOC Input Capacity [MW]", color=[0.5, 0.5, 1], ) - plt.plot(times, doc_co2_out, label="co2_out [t/hr]", color=[0.5, 0.25, 0]) - plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) + plt.plot(times, doc_co2_out, label="CO$_2$ Produced [t/hr]", color=[0.5, 0.25, 0]) + plt.legend(bbox_to_anchor=(0, 1.02), loc=3) + plt.xlim(pd.to_datetime("2012-12-31"), pd.to_datetime("2013-01-31")) + plt.xticks(["2013-01-01", "2013-01-08", "2013-01-15", "2013-01-22", "2013-01-29"]) + ax = plt.gca() + ax.xaxis.set_major_formatter(myFmt) + plt.xlabel("Day in simulated year") + plt.ylabel( + "Power\n[MW]\n \nFlow\n[t/hr]", rotation="horizontal", va="center", ha="center", labelpad=20 + ) # H2 and Storage plt.subplot(3, 2, 3) - plt.title("H2 Storage") + T = plt.title("Hydrogen\nStorage") + T.set_position([-0.2, 1.1]) h2_storage_in = model.plant.electrolyzer_to_h2_storage_pipe.get_val("hydrogen_in") * 3600 h2_storage_out = model.plant.h2_storage_to_methanol_pipe.get_val("hydrogen_out") * 3600 - plt.plot(times, h2_storage_in, label="hydrogen_in [kg/hr]", color=[1, 0.5, 0]) - plt.plot(times, h2_storage_out, label="hydrogen_out [kg/hr]", color=[0, 0.5, 0]) - plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) + plt.plot(times, h2_storage_in, label="Hydrogen In [kg/hr]", color=[1, 0.5, 0]) + plt.plot(times, h2_storage_out, label="Hydrogen Out [kg/hr]", color=[0, 0.5, 0]) + plt.legend(bbox_to_anchor=(0, 1.02), loc=3) + plt.xlim(pd.to_datetime("2012-12-31"), pd.to_datetime("2013-01-31")) + plt.xticks(["2013-01-01", "2013-01-08", "2013-01-15", "2013-01-22", "2013-01-29"]) + ax = plt.gca() + ax.xaxis.set_major_formatter(myFmt) + plt.xlabel("Day in simulated year") + plt.ylabel("Flow\n[kg/hr]", rotation="horizontal", va="center", ha="center", labelpad=20) # H2 and Storage plt.subplot(3, 2, 4) - plt.title("CO2 Storage") + T = plt.title("CO$_2$\nStorage") + T.set_position([-0.2, 1.1]) co2_storage_in = model.plant.doc_to_co2_storage_pipe.get_val("co2_in") co2_storage_out = model.plant.co2_storage_to_methanol_pipe.get_val("co2_out") - plt.plot(times, co2_storage_in, label="co2_in [kg/hr]", color=[0.5, 0.25, 0]) - plt.plot(times, co2_storage_out, label="co2_out [kg/hr]", color=[0, 0.25, 0.5]) - plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) + plt.plot(times, co2_storage_in, label="CO$_2$ In [kg/hr]", color=[0.5, 0.25, 0]) + plt.plot(times, co2_storage_out, label="CO$_2$ Out [kg/hr]", color=[0, 0.25, 0.5]) + plt.legend(bbox_to_anchor=(0, 1.02), loc=3) + plt.xlim(pd.to_datetime("2012-12-31"), pd.to_datetime("2013-01-31")) + plt.xticks(["2013-01-01", "2013-01-08", "2013-01-15", "2013-01-22", "2013-01-29"]) + ax = plt.gca() + ax.xaxis.set_major_formatter(myFmt) + plt.xlabel("Day in simulated year") + plt.ylabel("Flow\n[kg/hr]", rotation="horizontal", va="center", ha="center", labelpad=20) # H2 and CO2 to Methanol plt.subplot(3, 2, 5) - plt.title("Methanol") + T = plt.title("Methanol") + T.set_position([-0.2, 1.1]) meoh_h2_in = model.plant.methanol.co2h_methanol_plant_performance.get_val("hydrogen_in") meoh_co2_in = model.plant.methanol.co2h_methanol_plant_performance.get_val("co2_in") meoh_meoh_out = model.plant.methanol.co2h_methanol_plant_performance.get_val("methanol_out") - plt.plot(times, meoh_h2_in, label="hydrogen_in [kg/hr]", color=[0, 0.5, 0]) - plt.plot(times, meoh_co2_in, label="co2_in [kg/hr]", color=[0, 0.25, 0.5]) - plt.plot(times, meoh_meoh_out, label="methanol_out [kg/hr]", color=[1, 0, 0.5]) - plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) + plt.plot(times, meoh_h2_in, label="Hydrogen In [kg/hr]", color=[0, 0.5, 0]) + plt.plot(times, meoh_co2_in, label="CO$_2$ In [kg/hr]", color=[0, 0.25, 0.5]) + plt.plot(times, meoh_meoh_out, label="Methanol Out [kg/hr]", color=[1, 0, 0.5]) + plt.legend(bbox_to_anchor=(0, 1.02), loc=3) + plt.xlim(pd.to_datetime("2012-12-31"), pd.to_datetime("2013-01-31")) + plt.xticks(["2013-01-01", "2013-01-08", "2013-01-15", "2013-01-22", "2013-01-29"]) + ax = plt.gca() + ax.xaxis.set_major_formatter(myFmt) + plt.xlabel("Day in simulated year") + plt.ylabel("Flow\n[kg/hr]", rotation="horizontal", va="center", ha="center", labelpad=20) # H2 and CO2 storage SOC plt.subplot(3, 2, 6) - plt.title("Storage SOC") + T = plt.title("State of\nCharge\n(SOC)") + T.set_position([-0.2, 1.1]) h2_soc = model.plant.h2_storage.get_val("hydrogen_soc") * 100 co2_soc = model.plant.co2_storage.get_val("co2_soc") * 100 - plt.plot(times, h2_soc, label="hydrogen_soc [%]", color=[1, 0.5, 0]) - plt.plot(times, co2_soc, label="co2_soc [%]", color=[0.5, 0.25, 0]) - plt.legend() - plt.xlim(pd.to_datetime("2012-12-15"), pd.to_datetime("2013-01-31")) + plt.plot(times, h2_soc, label="Hydrogen SOC [%]", color=[1, 0.5, 0]) + plt.plot(times, co2_soc, label="CO$_2$ SOC [%]", color=[0.5, 0.25, 0]) + plt.legend(bbox_to_anchor=(0, 1.02), loc=3) + plt.xlim(pd.to_datetime("2012-12-31"), pd.to_datetime("2013-01-31")) + plt.xticks(["2013-01-01", "2013-01-08", "2013-01-15", "2013-01-22", "2013-01-29"]) + ax = plt.gca() + ax.xaxis.set_major_formatter(myFmt) + plt.xlabel("Day in simulated year") + plt.ylabel("SOC\n[kg]", rotation="horizontal", va="center", ha="center", labelpad=20) - fig = plt.gcf() fig.tight_layout() plt.show() diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index a5c21aa7b..58e4c858a 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -68,7 +68,7 @@ technologies: demand_profile: 2108.73919484047 cost_parameters: cost_year: 2022 - energy_capex: 383 # $/kg + energy_capex: 383 # $/kg - based on https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/review22/st235_houchins_2022_p-pdf.pdf?Status=Master power_capex: .000001 # $/kg/h opex_fraction: .000001 # percent of capex doc: @@ -120,7 +120,7 @@ technologies: demand_profile: 15388.3891 cost_parameters: cost_year: 2022 - energy_capex: 5 # $/kg + energy_capex: 5 # $/kg - based on https://www.maritime.dot.gov/sites/marad.dot.gov/files/2024-11/LCE%20MARAD%20CCS%20TEA%20Final%20Report%20-%2031%20May%202024%20%283%29.pdf power_capex: .000001 # $/kg/h opex_fraction: .000001 # percent of capex methanol: From 856cfbdf4a17ee276a2fffa69856d000003e0147 Mon Sep 17 00:00:00 2001 From: John Jasa Date: Fri, 17 Oct 2025 11:53:56 -0500 Subject: [PATCH 37/79] Add a bool to driver_config for creating OM reports (#308) * Added bool for turning off OM reports * Reverting framework test * Added test for create_om_reports --- CHANGELOG.md | 1 + h2integrate/core/h2integrate_model.py | 4 +- h2integrate/core/inputs/driver_schema.yaml | 4 ++ h2integrate/core/test/conftest.py | 7 ++- h2integrate/core/test/test_framework.py | 71 ++++++++++++++++++++++ 5 files changed, 83 insertions(+), 4 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 21b3f0698..62e0ccb95 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -6,6 +6,7 @@ - Added an optimized offshore methanol production case to examples/03_methanol/co2_hydrogenation_doc - Updated setting up recorder in `PoseOptimization` - Added resource models to make solar resource API calls to the NREL Developer GOES dataset +- Added `create_om_reports` option to driver config to enable/disable OpenMDAO reports (N2 diagrams, etc.) ## 0.4.0 [October 1, 2025] diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index b6744c4b3..a98d1fd27 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -30,7 +30,9 @@ def __init__(self, config_file): # load custom models self.collect_custom_models() - self.prob = om.Problem() + # Check if create_om_reports is specified in driver config + create_om_reports = self.driver_config.get("general", {}).get("create_om_reports", True) + self.prob = om.Problem(reports=create_om_reports) self.model = self.prob.model # create site-level model diff --git a/h2integrate/core/inputs/driver_schema.yaml b/h2integrate/core/inputs/driver_schema.yaml index 44d3dbe02..8e4099284 100644 --- a/h2integrate/core/inputs/driver_schema.yaml +++ b/h2integrate/core/inputs/driver_schema.yaml @@ -17,6 +17,10 @@ properties: type: string description: Name of the folder for output files default: "output" + create_om_reports: + type: boolean + description: Whether to create OpenMDAO reports (N2 diagrams, etc.) + default: true driver: type: object properties: diff --git a/h2integrate/core/test/conftest.py b/h2integrate/core/test/conftest.py index 48904cf27..5e33704d1 100644 --- a/h2integrate/core/test/conftest.py +++ b/h2integrate/core/test/conftest.py @@ -35,9 +35,10 @@ def pytest_sessionfinish(session, exitstatus): if file2path.exists(): file2path.unlink() # remove folder created in h2integrate/core/test/test_recorder.py - files_in_test_folder = list(test_dir.iterdir()) - if len(files_in_test_folder) == 0: - test_dir.rmdir() + if test_dir.exists(): + files_in_test_folder = list(test_dir.iterdir()) + if len(files_in_test_folder) == 0: + test_dir.rmdir() # remove environment variables used for tests in # h2integrate/core/test/test_recorder.py diff --git a/h2integrate/core/test/test_framework.py b/h2integrate/core/test/test_framework.py index 00e6e8898..7270db03d 100644 --- a/h2integrate/core/test/test_framework.py +++ b/h2integrate/core/test/test_framework.py @@ -275,3 +275,74 @@ def test_resource_connection_error_missing_resource(): # Clean up temporary YAML files temp_plant_config.unlink(missing_ok=True) temp_highlevel_yaml.unlink(missing_ok=True) + + +def test_reports_turned_off(): + # Change the current working directory to the example's directory + os.chdir(examples_dir / "13_air_separator") + + # Path to the original config files in the example directory + orig_plant_config = Path.cwd() / "plant_config.yaml" + orig_driver_config = Path.cwd() / "driver_config.yaml" + orig_tech_config = Path.cwd() / "tech_config.yaml" + orig_highlevel_yaml = Path.cwd() / "13_air_separator.yaml" + + # Create temporary config files + temp_plant_config = Path.cwd() / "temp_plant_config.yaml" + temp_driver_config = Path.cwd() / "temp_driver_config.yaml" + temp_tech_config = Path.cwd() / "temp_tech_config.yaml" + temp_highlevel_yaml = Path.cwd() / "temp_13_air_separator.yaml" + + # Copy the original config files to temp files + shutil.copy(orig_plant_config, temp_plant_config) + shutil.copy(orig_driver_config, temp_driver_config) + shutil.copy(orig_tech_config, temp_tech_config) + shutil.copy(orig_highlevel_yaml, temp_highlevel_yaml) + + # Load and modify the driver config to turn off reports + with temp_driver_config.open() as f: + driver_data = yaml.safe_load(f) + + if "general" not in driver_data: + driver_data["general"] = {} + driver_data["general"]["create_om_reports"] = False + + # Save the modified driver config + with temp_driver_config.open("w") as f: + yaml.safe_dump(driver_data, f) + + # Load the high-level YAML content and point to temp config files + with temp_highlevel_yaml.open() as f: + highlevel_data = yaml.safe_load(f) + + # Modify the high-level YAML to point to the temp config files + highlevel_data["plant_config"] = str(temp_plant_config.name) + highlevel_data["driver_config"] = str(temp_driver_config.name) + highlevel_data["technology_config"] = str(temp_tech_config.name) + + # Save the modified high-level YAML back + with temp_highlevel_yaml.open("w") as f: + yaml.safe_dump(highlevel_data, f) + + # Record initial files before running the model + initial_files = set(Path.cwd().rglob("*")) + + # Run the model + h2i_model = H2IntegrateModel(temp_highlevel_yaml) + h2i_model.run() + + # Check that no OpenMDAO report directories were created + final_files = set(Path.cwd().rglob("*")) + new_files = final_files - initial_files + report_dirs = [f for f in new_files if f.is_dir() and "reports" in f.name.lower()] + + # Assert that no report directories were created due to create_om_reports=False + assert ( + len(report_dirs) == 0 + ), f"Report directories were created despite create_om_reports=False: {report_dirs}" + + # Clean up temporary YAML files + temp_plant_config.unlink(missing_ok=True) + temp_driver_config.unlink(missing_ok=True) + temp_tech_config.unlink(missing_ok=True) + temp_highlevel_yaml.unlink(missing_ok=True) From 75500899f373b618ae630e9a226bdf01f9d2b7ef Mon Sep 17 00:00:00 2001 From: John Jasa Date: Fri, 24 Oct 2025 16:22:12 -0500 Subject: [PATCH 38/79] Minor opt formulation fixes (#317) --- h2integrate/controllers/openloop_controllers.py | 11 ++++++++++- h2integrate/core/pose_optimization.py | 16 ++++++++++------ 2 files changed, 20 insertions(+), 7 deletions(-) diff --git a/h2integrate/controllers/openloop_controllers.py b/h2integrate/controllers/openloop_controllers.py index 2e8ecc992..aa1dfd945 100644 --- a/h2integrate/controllers/openloop_controllers.py +++ b/h2integrate/controllers/openloop_controllers.py @@ -246,7 +246,8 @@ class DemandOpenLoopController(ControllerBaseClass): the system. {resource_name}_missed_load (float): Missed load timeseries when demand exceeds supply. - Units: Defined in `resource_rate_units` (e.g., "kg/h"). - + total_{resource_name}_missed_load (float): Total missed load over the simulation period. + - Units: Defined in `resource_rate_units` (e.g., "kg"). """ def setup(self): @@ -303,6 +304,12 @@ def setup(self): desc=f"{resource_name} missed load timeseries", ) + self.add_output( + f"total_{resource_name}_missed_load", + units=self.config.resource_rate_units, + desc=f"Total {resource_name} missed load over the simulation period", + ) + def compute(self, inputs, outputs): """ Compute the state of charge (SOC) and output flow based on demand and storage constraints. @@ -383,3 +390,5 @@ def compute(self, inputs, outputs): # Record the missed load at the current time step missed_load_array[t] = max(0, (demand_t - output_array[t])) + + outputs[f"total_{resource_name}_missed_load"] = np.sum(missed_load_array) diff --git a/h2integrate/core/pose_optimization.py b/h2integrate/core/pose_optimization.py index 5a3b3216b..bfdc7b881 100644 --- a/h2integrate/core/pose_optimization.py +++ b/h2integrate/core/pose_optimization.py @@ -356,7 +356,10 @@ def set_driver(self, opt_prob): return opt_prob def set_objective(self, opt_prob): - """Set merit figure. Each objective has its own scaling. Check first for user override + """Set merit figure. Each objective has its own scaling. Check first for user override. + + The optimization is always minimizing the objective. If you wish to maximize the objective, + use a negative ref or scaler value in the config. Args: opt_prob (openmdao problem instance): openmdao problem instance for @@ -413,11 +416,12 @@ def set_constraints(self, opt_prob): opt_prob (openmdao problem instance): openmdao problem instance for current optimization problem edited to include constraint setup """ - for technology, variables in self.config["constraints"].items(): - for key, value in variables.items(): - if value["flag"]: - value.pop("flag") - opt_prob.model.add_constraint(f"{technology}.{key}", **value) + if self.config.get("constraints", False): + for technology, variables in self.config["constraints"].items(): + for key, value in variables.items(): + if value["flag"]: + value.pop("flag") + opt_prob.model.add_constraint(f"{technology}.{key}", **value) def set_recorders(self, opt_prob): """sets up a recorder for the openmdao problem as desired in the input yaml From e922c522719347be5c8490fd6dc5b6522bda33a7 Mon Sep 17 00:00:00 2001 From: Jared Thomas Date: Sun, 26 Oct 2025 12:51:24 -0600 Subject: [PATCH 39/79] Pyomo dispatch (#211) * refactor open loop controller classes * update inputs for control model functionality * refactor model processing * pre-commit formatting updates * missing driver_config from refactor * pre-commit formatting fix * adding missing driver_config declaration to open loop controller base class * shift from generic to * correct incorrect comment * new controller directory structure * add *_out/ to .gitignore to avoid clutter * edit change log * demand controller working and tested in single-tech system * add h2 dispatch example * working with pass through * complete h2 dispatch example and corresponding example test * h2 dispatch example plot * add doc strings and other comments/explanations * update docs * rename control_model to control_strategy * update changelog and test_all_examples * update example for h2 rule-based dispatch * add PyXDSM output to .gitignore * rename control_methods to control_strategies * rename * rename * restore openloop_controllers.py from develop * replace old openloop contents with new * remove control_strategies/openloop_controllers.py * move openloop_controllers.py to control_strategies directory * move openloop_controllers.py back to controllers/ * fix typo * revert cost_coeffs.csv changes * update examples for financial group default naming and control naming changes * typing adjustment reverted by hook * Removed time_steps as an input to controllers * minor refactor to demand controller * create base class for Pyomo dispatch rules for individual technologies * Made demand profile available as an OpenMDAO input * Added back persistent variables * add infrastructure for pyomo dispatch * input files for pyomo dispatch test * remove debugging artifacts * remove copy shape from demand profile to allow users to specify the demand profile in the config * revert base class start * enable passing of pyomo objects for pyomo dispatch * add battery baseclass * add initial pysam battery wrapper; note, not fully functional * add heuristic dispatch controller for battery from HOPP * include dispatch rule framework * add heuristic dispatch test * generalize heuristic dispatch and change battery units to kW from MW * update for financial input rework * restructuring control and dispatch folders * split out pyomo comtrol tests * move previously missed pyomo test * wip * move storage pyomo rules to storage rules base class * propogate use of baseclass for pyomo rules to technologies * successfully pass rules * dynamically set pyomo rule names * allow dispatch rules in dispatch tech * pass pyomo_dispatch_solver to storage performance model * reorder so control and dispatch rules are put into tech groups first * updating pysam battery model * add more pseudo code * update pysam battery model * update pyomo controller, separating from openloop controller * WIP: heuristic controller test update * a step to generalize matching dispatch techs group names * update heuristic load following battery dispatch test * generalize the return of pyomo blocks * bring in changes from elenya-grant/dev/battery to allow battery tests to run * add logic for over charging/dischargin and move demand to be an openMDAO input * update test values for new logic and add demand as openMDAO input * updated battery dispatch tests to included min and max SOC tests * Battery cost model and updates to performance model (#3) * added battery cost model and updated pysam battery so capacity is input --------- Co-authored-by: Jared Thomas * run pre-commit hooks back to fc3bbde98999d957347a63ab714837756390cf09 * precommit adjustments * update heuristic battery dispatch * update h2storage naming * increase grid limit value so it is not a limiting factor * set default value for grid_limit to be high * remove grid limit from test input file * update test for heuristic battery controller * rename test input folder for h2_storage * generalize naming to be technology agnostic * update to get n_timesteps and dt from plant_config * update electricity out from battery to remove charged energy * WIP: example 18; NOTE: mod in h2integrate_model is stand-in for demand module * fix typo Co-authored-by: John Jasa * fix typo Co-authored-by: John Jasa * Update h2integrate/storage/battery/pysam_battery.py Co-authored-by: John Jasa * Update h2integrate/core/h2integrate_model.py Co-authored-by: John Jasa * Reworked setup order in H2I * update pysam battery logic to finally be correct, plus example * updating test and example * WIP: update h2storage to use new heuristic structure * battery control pyomo tests all passing * refactor demand no longer required by performance model * wip: separation of dispatch and simulate * Removed policy_parameters throughout * removed unused tech_config_heuristic in test_controllers * removed cost_year from WindPlantCostModelConfig * removed unused battery baseclasses * removed policy parameters from test_controllers plant configs * wip: fix pysam battery usage * wip: debug p_chargeable * wip: adding local checks * Making pyomo control options a config * Updating after merge * Merging; pre-commit fix * finance fix * correct logic and update tests * swap np.max for np.maximum * Working on testing (#4) * units fix and merge_shared_inputs * Update SOC start value * Update battery power output keys and adjust tolerances * update tests --------- Co-authored-by: Genevieve Starke * get all tests passing * update example 14 * update names from 'resource' to 'commodity' * add abs_tol for max SOC test * add rtol to max SOC test * adjust tol * adjust tol for unmet demand test * add more checks on how much power the battery can charge or discharge * update tolerance * adjust tol * adjust expected values * rename resource to commodity for dispatch and battery. print warning if unable to generate xdsm diagram rather than raising an error * remove internal battery sizing method in favor of using the builtin one from PySAM. * remove commented code * update comments and doc strings based on feedback * update doc strings and validators * add test for example 18 * remove code from usage: pyomo [-h] [--version] {build-extensions,convert,download-extensions,help,install-extras,model-viewer,run,solve,test-solvers} ... This is the main driver for the Pyomo optimization software. options: -h, --help show this help message and exit --version show program's version number and exit subcommands: {build-extensions,convert,download-extensions,help,install-extras,model-viewer,run,solve,test-solvers} build-extensions Build compiled extension modules convert Convert a Pyomo model to another format download-extensions Download compiled extension modules help Print help information. install-extras Install "extra" packages that Pyomo can leverage. model-viewer Run the Pyomo model viewer run Execute a command from the Pyomo bin (or Scripts) directory. solve Optimize a model test-solvers Test Pyomo solvers ------------------------------------------------------------------------- Pyomo supports a variety of modeling and optimization capabilities, which are executed either as subcommands of 'pyomo' or as separate commands. Use the 'help' subcommand to get information about the capabilities installed with Pyomo. Additionally, each subcommand supports independent command-line options. Use the -h option to print details for a subcommand. For example, type pyomo solve -h to print information about the `solve` subcommand. branch that will be saved for the pr later * fix example 14 plant input * remove changes that have been saved in for later pr * roll back h2 pyomo dispatch - save for later in 'pyomo_h2' for another pr * pull dt and n_timesteps from plant_config * move h2 pyomo test inputs out of pyomo and into pyomo_h2 for a later pr * move input_power from being a discrete_input for openmdao to being in the input yaml and config * make names in battery and control more explicit * create pysam battery with pyomo heuristic system test * include generic converter rules * change 'excess' to 'unused' in accordance with naming discussion * remove h2 storage rules * shift to generic dispatch for pyomo with storage techs * adjust test from battery dispatch rules to generic dispatch rules * update modify_tech_config function to run model.setup() internally by default, with the option to not run model.setup() * change location for example 18 (wind battery dispatch) to match example 19 (simple dispatch) to avoid saving more resource files in git * remove TODOs that are not needed in this PR anymore. * update doc strings * generalize pyomo storage rules * remove comments specific to pyomo_opt * edit doc string * include notebook version of example 18 * remove notebook version * add control framework documentation * repair errors arising due to renaming * update changelog * rename test, rename example 18 input yaml * unify unit specifications to rates and unify names between all techs * update resource_name to commodity_name, resource_units to commodity_units, and kg to kg/h * revert switch from excess_acid to unused_acid * update docs after bringing in commodity stream PR (#294) * update links in control docs * update doc strings to clarify what is included in commodity_out for storage and control * correct naming for h2 storage input for electrolyzer rating * change from battery_electricity_out to battery_electricity_discharge and add some test cleanup * correct naming typo and add pyomo comment in docs * Update docs/control/control_overview.md Co-authored-by: John Jasa * Update docs/technology_models/pysam_battery.md Co-authored-by: John Jasa * Update docs/technology_models/pysam_battery.md Co-authored-by: John Jasa * Update examples/18_pyomo_heuristic_dispatch/18_run_pyomo_heuristic_dispatch.py Co-authored-by: John Jasa * Update examples/18_pyomo_heuristic_dispatch/18_run_pyomo_heuristic_dispatch.py Co-authored-by: John Jasa * put error in place for compute method of PyomoRuleBaseClass * remove incorrect error raising and correct comment * change from _demand_in to _demand * rename run script for example 18 * add comments * Update h2integrate/storage/battery/battery_baseclass.py Co-authored-by: John Jasa * Update h2integrate/storage/battery/battery_baseclass.py Co-authored-by: John Jasa * update pysam battery call without controller to have a pseudo control option * Update h2integrate/storage/battery/pysam_battery.py Co-authored-by: John Jasa * Update h2integrate/storage/battery/pysam_battery.py Co-authored-by: John Jasa * remove finance parameters because they are unused - we are only testing control and battery outputs here * update docs * Update h2integrate/storage/battery/battery_baseclass.py Co-authored-by: kbrunik <102193481+kbrunik@users.noreply.github.com> * Update h2integrate/control/control_rules/converters/generic_converter.py Co-authored-by: kbrunik <102193481+kbrunik@users.noreply.github.com> * move battery tests to battery directory * open loop html * Apply suggested doc updates from code review Co-authored-by: kbrunik <102193481+kbrunik@users.noreply.github.com> * updating formatting to fix tests * fixing formatting for pre-commit hooks * fixing formatting from including suggestions from code reivew * more pre-commit fixes * add error message if provided tech_name does not match the actual tech name * Consolidated pyomo controller test files * include file for testing that was left out * include file for testing that was left out * update docs to clarify system_commodity_interface_limit * update min/max storage fraction handling to use provided limits * remove unused battery themal function (it is in PySAM BatteryTools) --------- Co-authored-by: bayc Co-authored-by: John Jasa Co-authored-by: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Co-authored-by: Chris Bay <12664940+bayc@users.noreply.github.com> Co-authored-by: John Jasa Co-authored-by: kbrunik Co-authored-by: kbrunik <102193481+kbrunik@users.noreply.github.com> Co-authored-by: Genevieve Starke --- CHANGELOG.md | 2 + docs/_toc.yml | 9 + docs/control/control_overview.md | 37 + docs/control/figures/open-loop-n2.html | 14808 ++++++++++++++++ docs/control/figures/open-loop-n2.png | Bin 0 -> 174036 bytes docs/control/figures/pyomo-n2.html | 14808 ++++++++++++++++ docs/control/figures/pyomo-n2.png | Bin 0 -> 354348 bytes docs/technology_models/pysam_battery.md | 8 + .../simple_generic_storage.md | 8 +- docs/technology_models/technology_overview.md | 14 +- examples/01_onshore_steel_mn/tech_config.yaml | 8 +- examples/02_texas_ammonia/tech_config.yaml | 6 +- .../tech_config_co2h.yaml | 8 +- examples/05_wind_h2_opt/driver_config.yaml | 2 +- .../driver_config_no_optimization.yaml | 2 +- .../offshore_plant_oae.yaml | 2 +- examples/12_ammonia_synloop/tech_config.yaml | 6 +- .../hydrogen_dispatch.ipynb | 309 +- .../inputs/h2i_wind_to_h2_storage.yaml | 1 - .../inputs/plant_config.yaml | 10 +- .../inputs/tech_config.yaml | 8 +- .../driver_config.yaml | 5 + .../plant_config.yaml | 84 + .../pyomo_heuristic_dispatch.yaml | 7 + ..._heuristic_dispatch_error_for_testing.yaml | 7 + .../run_pyomo_heuristic_dispatch.py | 78 + .../tech_config.yaml | 77 + .../tech_config_error_for_testing.yaml | 77 + .../driver_config.yaml | 0 .../plant_config.yaml | 0 .../run_wind_battery.py | 8 +- .../tech_config.yaml | 10 +- .../wind_battery_dispatch.yaml | 0 h2integrate/control/__init__.py | 0 h2integrate/control/control_rules/__init__.py | 0 .../control_rules/converters/__init__.py | 0 .../converters/generic_converter.py | 78 + .../control_rules/pyomo_rule_baseclass.py | 151 + .../control/control_rules/storage/__init__.py | 0 .../storage/pyomo_storage_rule_baseclass.py | 232 + .../control/control_strategies/__init__.py | 0 .../controller_baseclass.py | 52 + .../openloop_controllers.py | 239 +- .../control_strategies/pyomo_controllers.py | 751 + .../marine/ocean_alkalinity_enhancement.py | 14 +- .../converters/wind/wind_plant_baseclass.py | 1 + h2integrate/core/h2integrate_model.py | 82 +- h2integrate/core/supported_models.py | 23 +- h2integrate/core/test/test_recorder.py | 24 + .../iron/rosner_override/finance_model.py | 6 +- .../simulation/technologies/steel/steel.py | 8 +- .../storage/battery/atb_battery_cost.py | 10 +- .../storage/battery/battery_baseclass.py | 50 + h2integrate/storage/battery/pysam_battery.py | 590 + .../test_battery/inputs/tech_config.yaml | 28 + .../test_battery/test_pysam_battery.py | 271 + h2integrate/storage/hydrogen/eco_storage.py | 15 +- h2integrate/storage/simple_generic_storage.py | 10 +- h2integrate/tools/run_cases.py | 8 +- h2integrate/tools/test/test_tools.py | 17 + h2integrate/transporters/generic_summer.py | 2 +- tests/h2integrate/test_all_examples.py | 129 +- .../test_controllers/inputs/tech_config.yaml | 6 +- .../test_open_loop_controllers.py | 55 +- .../test_pyomo_controllers.py | 401 + 65 files changed, 33271 insertions(+), 391 deletions(-) create mode 100644 docs/control/control_overview.md create mode 100644 docs/control/figures/open-loop-n2.html create mode 100644 docs/control/figures/open-loop-n2.png create mode 100644 docs/control/figures/pyomo-n2.html create mode 100644 docs/control/figures/pyomo-n2.png create mode 100644 docs/technology_models/pysam_battery.md create mode 100644 examples/18_pyomo_heuristic_dispatch/driver_config.yaml create mode 100644 examples/18_pyomo_heuristic_dispatch/plant_config.yaml create mode 100644 examples/18_pyomo_heuristic_dispatch/pyomo_heuristic_dispatch.yaml create mode 100644 examples/18_pyomo_heuristic_dispatch/pyomo_heuristic_dispatch_error_for_testing.yaml create mode 100644 examples/18_pyomo_heuristic_dispatch/run_pyomo_heuristic_dispatch.py create mode 100644 examples/18_pyomo_heuristic_dispatch/tech_config.yaml create mode 100644 examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml rename examples/{19_wind_battery_dispatch => 19_simple_dispatch}/driver_config.yaml (100%) rename examples/{19_wind_battery_dispatch => 19_simple_dispatch}/plant_config.yaml (100%) rename examples/{19_wind_battery_dispatch => 19_simple_dispatch}/run_wind_battery.py (85%) rename examples/{19_wind_battery_dispatch => 19_simple_dispatch}/tech_config.yaml (89%) rename examples/{19_wind_battery_dispatch => 19_simple_dispatch}/wind_battery_dispatch.yaml (100%) create mode 100644 h2integrate/control/__init__.py create mode 100644 h2integrate/control/control_rules/__init__.py create mode 100644 h2integrate/control/control_rules/converters/__init__.py create mode 100644 h2integrate/control/control_rules/converters/generic_converter.py create mode 100644 h2integrate/control/control_rules/pyomo_rule_baseclass.py create mode 100644 h2integrate/control/control_rules/storage/__init__.py create mode 100644 h2integrate/control/control_rules/storage/pyomo_storage_rule_baseclass.py create mode 100644 h2integrate/control/control_strategies/__init__.py create mode 100644 h2integrate/control/control_strategies/controller_baseclass.py rename h2integrate/{controllers => control/control_strategies}/openloop_controllers.py (59%) create mode 100644 h2integrate/control/control_strategies/pyomo_controllers.py create mode 100644 h2integrate/storage/battery/battery_baseclass.py create mode 100644 h2integrate/storage/battery/pysam_battery.py create mode 100644 h2integrate/storage/battery/test_battery/inputs/tech_config.yaml create mode 100644 h2integrate/storage/battery/test_battery/test_pysam_battery.py create mode 100644 tests/h2integrate/test_controllers/test_pyomo_controllers.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 62e0ccb95..64988ca86 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -6,6 +6,8 @@ - Added an optimized offshore methanol production case to examples/03_methanol/co2_hydrogenation_doc - Updated setting up recorder in `PoseOptimization` - Added resource models to make solar resource API calls to the NREL Developer GOES dataset +- Added framework to run heuristic load following dispatch for storage technologies +- Added PySAM battery model as a storage technology performance model - Added `create_om_reports` option to driver config to enable/disable OpenMDAO reports (N2 diagrams, etc.) ## 0.4.0 [October 1, 2025] diff --git a/docs/_toc.yml b/docs/_toc.yml index 004e70639..b22fab622 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -38,6 +38,7 @@ parts: - file: technology_models/simple_generic_storage.md - file: technology_models/methanol.md - file: technology_models/ammonia.md + - file: technology_models/pysam_battery.md - caption: Resource Models chapters: @@ -48,6 +49,14 @@ parts: - file: resource/solar_index - file: resource/goes_solar_v4_api +- caption: Control + chapters: + - file: control/control_overview.md + +- caption: Examples + chapters: + - file: examples/01-green-hydrogen + - caption: Developer Guide chapters: - file: CONTRIBUTING diff --git a/docs/control/control_overview.md b/docs/control/control_overview.md new file mode 100644 index 000000000..86a710cfa --- /dev/null +++ b/docs/control/control_overview.md @@ -0,0 +1,37 @@ +# Control Overview + +There are two different systematic approaches, or frameworks, in H2Integrate for control: [open-loop](open-loop-control) and [pyomo](pyomo-control). These two frameworks are useful in different situations and have different impacts on the system and control strategies that can be implemented. Both control frameworks are focused on dispatching storage technologies and as such can currently only be used on storage technologies. However, we plan to extend them to work more generally as system controllers, and even though the controllers must be placed on storage technologies for now, they behave somewhat like system controllers in that they may curtail/discard commodity amounts exceeding the needs of the storage technology and the specified demand. However, any unused commodity may be connected to another down-stream component to avoid actual curtailment. + +(open-loop-control)= +## Open-loop control framework +The first approach, open-loop control, assumes no feedback of any kind to the controller. The open-loop framework does not require a detailed performance model and can essentially act as the performance model in the absence of a dedicated performance model for a given storage technology. The open-loop framework establishes a control component that runs the control and passes out information about storage dispatch, state of charge (SOC), etc. + +An example of an N2 diagram for a system using the open-loop control framework for hydrogen storage and dispatch is shown below ([click here for an interactive version](./figures/open-loop-n2.html)). Note that the hydrogen out going into the finance model is coming from the control component. + +![](./figures/open-loop-n2.png) + +The open-loop framework currently supports only two control strategy, `pass_through_controller`, and `demand_open_loop_controller`. The `pass_through_controller` simply directly passes the input commodity flow to the output without any modifications. It is useful for testing, as a placeholder for more complex controllers, and for maintaining consistency between controlled and uncontrolled frameworks as this 'controller' does not alter the system output in any way. The `demand_open_loop_controller` uses simple logic to dispatch the storage technology when demand is higher than commodity generation and charges the storage technology when the commodity generation exceeds demand, both cases depending on the storage technology's state of charge. For the `demand_open_loop_controller`, the storage state of charge is an estimate in the control logic and is not informed in any way by the storage technology performance model. + +For examples of how to use the open-loop control framework, see the following: +- For the `pass_through_controller` + - `examples/01_onshore_steel_mn` + - `examples/02_texas_ammonia` + - `examples/12_ammonia_synloop` +- For the `demand_open_loop_controller` + - `examples/14_wind_hydrogen_dispatch/` + - `examples/19_simple_dispatch/` + +(pyomo-control)= +## Pyomo control framework +[Pyomo](https://www.pyomo.org/about) is an open-source optimization software package. It is used in H2Integrate to facilitate modeling and solving control problems, specifically to determine optimal dispatch strategies for dispatchable technologies. + +The second systematic control approach, pyomo control, allows for the possibility of feedback control at specified intervals, but can also be used for open-loop control if desired. In the pyomo control framework in H2Integrate, each technology can have control rules associated with them that are in turn passed to the pyomo control component, which is owned by the storage technology. The pyomo control component combines the technology rules into a single pyomo model, which is then passed to the storage technology performance model inside a callable dispatch function. The dispatch function also accepts a simulation method from the performance model and iterates between the pyomo model for dispatch commands and the performance simulation function to simulated performance with the specified commands. The dispatch function runs in specified time windows for dispatch and performance until the whole simulation time has been run. + +An example of an N2 diagram for a system using the pyomo control framework for hydrogen storage and dispatch is shown below ([click here for an interactive version](./figures/pyomo-n2.html)). Note the control rules being passed to the dispatch component and the dispatch function, containing the full pyomo model, being passed to the performance model for the battery/storage technology. Another important thing to recognize, in contrast to the open-loop control framework, is that the storage technology outputs (commodity out, SOC, unused commodity, etc) are passed out of the performance model when using the Pyomo control framework rather than from the control component. + +![](./figures/pyomo-n2.png) + +The pyomo control framework currently supports only a simple heuristic method, `heuristic_load_following_controller`, but we plan to extend the framework to be able to run a full dispatch optimization using a pyomo solver. When using the pyomo framework, a `dispatch_rule_set` for each technology connected to the storage technology must also be specified. These will typically be `pyomo_dispatch_generic_converter` for generating technologies, and `pyomo_dispatch_generic_storage` for storage technologies. More complex rule sets may be developed as needed. + +For an example of how to use the pyomo control framework with the `heuristic_load_following_controller`, see +- `examples/18_pyomo_heuristic_wind_battery_dispatch` diff --git a/docs/control/figures/open-loop-n2.html b/docs/control/figures/open-loop-n2.html new file mode 100644 index 000000000..44bca3629 --- /dev/null +++ b/docs/control/figures/open-loop-n2.html @@ -0,0 +1,14808 @@ + + + +OpenMDAO Model Hierarchy and N2 diagram + + + + + + + + + + + + + + + + + +
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Left-click on a node in the model hierarchy to navigate to that node.
+ Right-click on a node to collapse/expand it. + Alt-right-click on a node with variables to select which ones to hide.
+ Note: Right-click in Firefox displays a browser menu. To disable that, + visit about:config and set dom.event.contextmenu.enabled + to true.
+ Hover over any cell in the matrix to display its connections + as arrows. Click that cell to make those arrows persistent. +

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+
+
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+2A8vR99R3xVrvDM6auOdUZ5SjZKqWoiFAl6LCd6JDc4uZJfbfXFDd+cMAbez8/WQoFuIMd/FkXk7tvbs+MjEXK/opA+PYdBb+/HOr1dRodEht7wGL+5Msfh6OpxWhPJqLYJ9ZdxML0fpG+kHXw8xlDVaXHSS3l4KdpzMlfwKZJfWwFMiwqjuIfCUinCPabXaZDsUnyLmHFE9uTFsN7Ctd0bsEFa3UF+79hL0ilBAJBTgdoUGBSrnKxXvSpwl4HZ2CR39AADnHJi3w0du1fR+xhy9CrUOKrUOoXIZlk3oDolIgH2phfjmjGVrTbH7Te8XwWvh0NYQi4RcHaFj150jb4eCHSeTklsOABjQyR+eUuOXEzv8wCaaEvuo1RlQaFrTxdF31X0jFZB7iKFS62zKg2GHsNjp4fbiKRWhW6jxTvuvbHqf2oILuCnYaRbbI3I5zzHvN53ewAX2tuT4PZLYGadeGoN9S+7GnkUjcGTZaCwYHYPnx3cHALzxUyrO3ipt9hj5yhocvGqc6j3TlPrgaOwN21Ebh+L5QsGOk7mSXwEAiAv35baxme0008W+CpRqMAwgEwsR5NP29SnqE4uE3EwNW2Y0sMGOvWZi1dePrbfjJN3WripP6Ry9i86OHZZlPzPbWoFpsVapSIhgH5lNxwqReyA21BfxHRRcD+zjd0VjWNdAVNfq8Y9PkvHN6aZ7eL45nQMDY6yQ3jXYOdaGZHt2/sopd4p18yjYcTJXC4xFsnqE1eVX9IqQQyAwXlzOuJqsu8gpN07v7+Bnfc0Me+DujFqZt1Op0XGF/uyZnMzqS8tG8IJq7FimW6gPBAKguFLDa1E+S7F/p3A/+yzWKhIKsHn2QEyMD0Ot3oDl31/Eun3XGuynNzD4+nQWAHATWpxBpL8ngnxk0OoZh/W+1UfBjhNhGIa7S+lRr2fHWyZGjClav0RDWXbjLPk6LHbBwwvZ5a0q1rf1eAYqNDp0CfK2a3Iyi+2BvJijpJmDNqAaO5bxkorRyVTfKa2g7Xt32uLv5C0TY8M/+2Px2FgAwAcHrmPTkRtm+xy9fht5SjUUnhLcG9+2y0M0RyAQ1OVV3Sp3aFsACnacSoFKDWWNFiKhADEh5l2Rvdm8HRrKshtn+5KJ9PdCdLA39AbrV0Yuq6rFJ0dvAgCWjuvWJgmL3UJ94CERolKjw83iSrufzx2ptXoUV5rWWnKSoNuZsT3gVxywbERb5VYJhQIsHtsNy+815vC88+tVrPzhEv64UYxtJzKw7Nu/AAD39490ulIFbPHHcw6udA1QsONUrpp6dboGe0MmNn/T9u5gDHYob8d+nDExdGi0segYu2q5pTYdvYEKjQ5x4XJM7h1uj6Y1IBYJufcpJSm3Djvt3EsqgsKz7ddmczVsD/hVR/bstFFQ+vSoGCwcHQMA+OzkLfxzczJe/ykVxZW16BLkjSfvjm6TdlijPzdjrszhJSko2HEiVxrJ12HVn5Hl6DeNu3LGxNAhpgrayRmW9+zcrtBg+x+ZAIBlE7rZJZ+gKXUroJe32TndSV553WxAZ8gbc3bsZyWb69iWHNET/Nz4bvjvIwNwX0IHBPnI0MHPE29Nj8fvS+5GmMKjzdphqT6RfhAJBShUaZCndGy+qePqSZMGrjaSr8PqGa6AUGD8IitUaZzyje3qnLlnJzVPBZVaC7kFK7H/kpIPtdaA3h0UGN09xN5NNNOHXTaCkpRbJdeUJE/JyZZhZ61eL6yETm+AWNR29++OCHYEAgEm9DIWm3UFnlIR4sJ9cSlXhfNZZQ79bKWeHSfCjjvHNdKzU7+OSQolKfPOYGDq7qqdqGcnVO6BzoFeMDDAmUzLhrJ+NVXgntYvos17B/qZenZS81XQ6Bw/3dTVOFuSvLOL8veCl1QEjc6AzDZcLJlhmLpK1/S3ahaXt+PgJGWnDnb0ej1effVVdOnSBZ6enujatSvefPNNs2EchmGwcuVKhIeHw9PTE2PHjsX169cd2OrWUWv1uFlcBaDxnh2gft5OeVs1q90ortSgVm+AUGAMMJzJkC7G3p3kmy0HOyWVGi6/xxF3f1EBnvD3kkCrZxxW/8SV5ZY7R1FLVyEUCribwLYcyiqpqoVaa4BAAIQr6G/VHGdJUnbqYOff//43Nm7ciI8//hhXrlzBv//9b7z77rv46KOPuH3effddfPjhh9i0aROSk5Ph7e2NCRMmQK12rXo06UWV0BsYKDwlCGviy7Y3VVK2mxzTXVqY3AOSNuwKt8SQaGPezp8WJCn/nloIA2MMjKMCWrc4oS0EAgFX2dZZ1sRxJbn1aj0Ry7BDWVfbMLhme+BCfGWQip3r88LZsMHO5TylQ4sLOvVf6Y8//sC0adMwefJkdO7cGQ888ADGjx+PU6dOATD26qxfvx6vvPIKpk2bhj59+uCzzz5DXl4edu/e7djGW4mdTdAjzLfJoYf6M7IoSZlfzjx8MMSUt3MpV4lKja7ZfX+9VAAADq23wSYpn3fgmkWuqq1n+LgDRyQpO1uZCmcWFeCJQG+pw4sLOnWwM2zYMBw4cADXrhmrRv711184fvw4Jk6cCADIyMhAQUEBxo4dyz1HoVBgyJAhOHnyZJPH1Wg0UKlUZj+Oxnbx9YxouvhbXLgcYqEAJVW1yHdwZru7ceYPrw5+noj094TewOBsMyvfK6u1+CPduLTERAcGO/1M000vUJKyVfQGBgVKGsayVo+wtp9+Xndz1Pa9p65GIBBg1bR4JD0xBD3D7V/JvSlOHey8+OKLmDlzJnr06AGJRIKEhAQsXrwYs2bNAgAUFBjvYkNDQ82eFxoayj3WmDVr1kChUHA/UVFR9nsRFmAYBodMi7jdHRvc5H4ekrokZSouyC9n7tkB6vJ2TjczlHXgaiF0BgbdQ30R7cD1cdgk5YziKpRV1TqsHa7mdoUGWj0DkVCAEF/b1lpqT9ienZyyGqjU1lcabw1nvjlyRpP7hGNY1yBucWtHcOpg55tvvsGXX36JpKQknDt3Dtu3b8f//d//Yfv27TYdd8WKFVAqldxPdnbTC6y1hasFFchXquEhESKxa2Cz+7L1dtjV0Qk/6j68nPNOjS273lz9GjYAvrtbUBu0qGn+3lJEB3kDoN4da7D5OmFyjzadQu3qFF4ShJtKcVxro96dHCe/OSINOfUVtWzZMq53p3fv3njkkUewZMkSrFmzBgAQFmbsqi8sLDR7XmFhIfdYY2QyGeRyudmPIx009eoM7xrUYrnv+A60bIQ9OPs00n5c0m/T+VqZJcbZfI7s1WGxQ1nnKdixGM3Eaj12KOtKGwU77M1RJP2tXIZTBzvV1dUQCs2bKBKJYDAYAABdunRBWFgYDhw4wD2uUqmQnJyMxMTENm2rLdhgZ3SPlgvA1fXsUJIyn5yxoGB93cN8IRULoazR4lYT9USyTNs7OWAW1p0STDMwzjvBmjiuwtmHUp1ZD9NCt1fbaI2s3DLTrDn6W7kMpw52pk6ditWrV+Pnn39GZmYmdu3ahbVr12LGjBkAjIlPixcvxltvvYUff/wRKSkpmD17NiIiIjB9+nTHNt5CpVW13BeCJcFO9zBfSEQClFdrua5UYhtljRYVpllOzhrsSERC9DR9oDc2lKU3MMg2fQB3Mg0hOVKCqSfqQnY5rYBuoTzKA2k1tmenLVY/r1BroVI79+cFacipg52PPvoIDzzwAJ5++mnExcXh+eefx7/+9S+8+eab3D7Lly/HokWL8OSTT2LQoEGorKzE3r174eHhXIXhmnLkWhEMjPFiteTCkYlFXEIeVVLmB3tHHegtdWgCXUv6RjY9hJlXXgOtnoFUJGyyTlNb6hHmCw+JEBVqWgHdUuzQCC0VYb266ecVdu/xZv9Ofl4SeMtoxSVX4dTBjq+vL9avX49bt26hpqYGN27cwFtvvQWpVMrtIxAIsGrVKhQUFECtVmP//v3o1q2bA1ttnYNXbwMA7rGgV4fVu5kvPWI9V/mS6cMustlIHkxWqbFXJzLAE6I2XPizKWKRkGvvOaq3YxEaxmq96GBvSEQCVGp0du/xph441+TUwU57wE4lvrtb01PO79SnA83I4hM3/u7kH159o4x/90t5Suj0BrPH2OTkzoGOH8JisUNZVFzQMvQl2noSkRAxIW1Tb8fZ8/tI4yjYcaACpRoFKjWEgrrEY0vEUyVlXrlK1droIB/4yMRQaw24XmQ+NMQmJ3d0guRkFjtdnpKUW1Y/byzCz/HDkK4oji0uaOck5RwX+bwg5ijYcSA20bRbqC+8pJaP/XYLNc7MUal13PAFaT1XKRAmFAoQ38GYm3DnulN1PTvOFOwYZ2RdK6xAVQvLXLR3bG9BgLfUqs8CUoddQPlqIfXskIYo2HEgNveCXUvIUlKxEHHh7Jce5e3YypVyJdj3yl93/N3Z6eidnGgYK1TugQiFBwwMvU9bksfljVGvTmt1D2ub6eeucnNEzFGw40Bszw67SrQ16vJ26EvEVq704cW+V87VWyOLYRiuh6+TE/XsAPXq7WTTUFZzXOk96KzYYayM4iq7rq7tSjdHpE6r+kszMjJw7Ngx3Lp1C9XV1QgODkZCQgISExNdZsq3oxkMDC5mGwMVNvHUGnUzssr5bFa7o9bqUVxpXL8p0gU+vAZ1DgBgTMIsrapFgLcUtys1qK7VQygAIp1sYcKEjn74OSWfkpRbkOfky5W4gmBfGQK8pSitqsX1wkruM5JPGp0etys1ACgwdTVWBTtffvklPvjgA5w5cwahoaGIiIiAp6cnSktLcePGDXh4eGDWrFl44YUX0KlTJ3u12S1klFShQqODh0TILe5pjd6mnp1LuSoYDAyETjDd2BWxXzLeUhEUnhIHt6Zlwb4ydA/1RVphBf68WYJJvcO5IawIP09Ixc7VWVuXpFwOhmEgEND7tDE5NIxlM4FAgB5hvvjjRgmuFKjsEuzklavBMICXVIQAb2nLTyBOw+JPxoSEBHz44YeYO3cubt26hfz8fJw9exbHjx9HamoqVCoVfvjhBxgMBgwcOBDffvutPdvt8th8nfgIBSStWPQvNsQHMrEQlRodl5xKrFd/JparfBGzi8WeSC8GUD9fx/l6BXpFKCARCVBcqaGK381gh0ZcoXfRmbHFBe1VSTnHVKYi0oU+L4iRxd+y77zzDpKTk/H0008jKiqqweMymQyjRo3Cpk2bcPXqVURHR/PaUHfDJSe3Il8HMBZt6xVBlZRtxX7JOHtBwfqGxxhXNT95owQAkGUKdp0pOZnlIRFxy1zQoqBNy3ORwpbOjl024mqBfZKUc7ig1PluLEjzLA52JkyYYPFBAwMDMWDAgFY1qL24kMPm6/i1+hhshVqa6dJ6rpgYOrhLAIQC4GZxFfKVNch0ogVAG9OPKy5IScqN0ej0KKqgPBA+sNPPr+TbZ9mI+j07xLXYPMD/888/Y9myZVi6dCm+//57Ptrk9mp1BlzJM9559LNy2nl9vesVFySt44ozKxSeEu5vv/2PWzhwpRAAEBvq48hmNaluBfRyxzbESeWXqwEAHhIh5YHYKDbEF0KBcYFlNpGYTzk03OiybAp2Xn31VSxfvhwCgQAMw2DJkiVYtGgRX21zW1mlVajVG+AtFSEqoPUXDZuAdzlPCT2tLN0qOS7YswMAw0xDWZuO3EBVrR5DowNwd6zlS460JTZJOTVPBY3OflOCXVX9ISzKA7GNp1SEzkHG4dyr+fzn7dAwluuyKtg5c+aM2e9ff/01zpw5g3fffRfr1q3DTz/9hC+++ILXBrqj9CJjjkV0sI9NH25dg33gJRWhqlaPm7dpZenWcNXE0GGmJGUAiFB4YMM/+0PcikT3ttAxwAsB3lLU6g12+QJyda4acDurODsmKdMwluuy6tPxqaeewuLFi1FdbfyDR0dH4/3330daWhpSUlKwceNGl1px3FFuFhsDk67BtiWUioQCrpLy5Tz7Vg11Rzq9AQUq4xCCq9U3GdgpAH5eEsjEQvz3kYEI9JE5uklNEggE3LDbRUqmb8BVA25n1d2UpHyF5yRljU6PQpVxaIx6dlyPVcFOcnIywsPD0b9/f/z000/YsmULzp8/j2HDhuGuu+5CTk4OkpKS7NVWt3GjXs+OrdgZWZfz6EvEWkUVGugNDCQiAUJ8nTdYaIynVISfFo7AviUj7VJPhG/sQrcpVASzAW4YS0HBDh+4GVk89yLmmXKrvKQi+Hs5f00uYs6qooIikQgvvPACHnzwQcyfPx/e3t74+OOPERERYa/2uaW6nh0+gx3q2bEWOxMrXOHpkkUZo5x09lVjuJ4dSqZvIJdW0eYV29udXlQJrd7QqjpmjaEaO66tVe+C6Oho/Pbbb5gxYwbuvvtubNiwge92uS2GYXDzNtuzY3tdlF4RbCVlpV2mWrozWr247bBlEq4VVqCmlpKU66MaO/zq4OcJH5kYtXoDMor5K7hKycmuzapgp7y8HMuXL8fUqVPxyiuvYMaMGUhOTsbp06cxdOhQpKSk2KudbqOkqhbKGi0EAqBLkO3BTrdQX0hEAqjUOqpQa6Vc+pJpM6FyGYJ9ZTAwQGo+9e6wDAaGGx6hoJsfQqGAy9u5ymOSMiUnuzargp05c+YgOTkZkydPRlpaGubPn4/AwEBs27YNq1evxkMPPYQXXnjBXm11C2yvTgc/T3hIRDYfTyoWIjbEeGHTUJZ1clywxo6rEggE6BtJQ1l3Kq7UoFZvgFAAhCloXSy+cMFOPn+fiVRjx7VZFewcPHgQn376KZ566ins2LEDx48f5x4bM2YMzp07B5HI9i9wd3bjNn/5Oiw2byeVkpStwvbsRNIddZvo3cEPABXBrI99D4bKPXjLLSFAnF16dmgYy5VZdXXFxsbik08+wbVr17Bp06YGK5t7eHjg7bff5rWBubm5ePjhhxEYGAhPT0/07t3brN4PwzBYuXIlwsPD4enpibFjx+L69eu8toFPbD0cPvJ1WPHsCujUs2OVXFO3NPXstA12RtZfNCOL44rLlbiCHqYkZX57dmgYy5VZFexs2bIFBw8eREJCApKSkrBx40Z7tQsAUFZWhuHDh0MikeDXX39Famoq3n//ffj7+3P7vPvuu/jwww+xadMmJCcnw9vbGxMmTIBarbZr21rrhmkYyx49OzT93HIMw9AXTRtjp8jfLK5ChVrr4NY4B1dcrsQVsMNYeUo1lNW2v9eoxo7rs2rqeb9+/RpUUbanf//734iKisLWrVu5bV26dOH+zTAM1q9fj1deeQXTpk0DAHz22WcIDQ3F7t27MXPmzEaPq9FooNHUrZuiUrVdj4g9enbiwuUQCIBClQa3KzQIdrGaMY5QWlULtdYAAAj3o1yJthDkI0MHP0/kltfgcp4KQ6MDW36Sm6OZWPYh95Bw77W0wgoM7hJg0/Goxo7rs7hnxxHTmn/88UcMHDgQDz74IEJCQpCQkIDNmzdzj2dkZKCgoABjx47ltikUCgwZMgQnT55s8rhr1qyBQqHgfqKiouz6OlganR5Zpcau0Bgee3a8ZWJ0CTQGT9S7Yxn2wyvEVwaZmPLM2gotXmuOehfthysuyEMlZaqx4/osDnZ69eqFHTt2oLa2ttn9rl+/jvnz5+Odd96xuXE3b97Exo0bERsbi99++w3z58/HM888g+3btwMACgoKAAChoaFmzwsNDeUea8yKFSugVCq5n+zsbJvbaomskmoYGMBHJua996Unm6TM4xi1O8stp3wdR2CHsmjZCKNcmnZuNz3CTctG8FBJmZKTXZ/Fw1gfffQRXnjhBTz99NMYN24cBg4ciIiICHh4eKCsrAypqak4fvw4Ll++jIULF2L+/Pk2N85gMGDgwIFc0nNCQgIuXbqETZs2Yc6cOa0+rkwmg0zW9kM9N+oNYfF9dxAXLseei/l2WfzOHeVQQUGH6MNNPy93bEOcBCXJ208P04KgfPfsENdkcbAzZswYnDlzBsePH8fXX3+NL7/8Erdu3UJNTQ2CgoKQkJCA2bNnY9asWWYJxLYIDw9Hz549zbbFxcXh+++/BwCEhYUBAAoLCxEeHs7tU1hYiH79+vHSBj5dKzQGO2xdHD7Zaz0Yd0XDB47BDmPdKqmGsloLRTvOf6hQa6FS6wBQzo49xJl6dtIKKmAwMDYtCUM1dlyfVQnKADBixAiMGDHCHm1pYPjw4UhLSzPbdu3aNW7Ke5cuXRAWFoYDBw5wwY1KpUJycjIvPUt8u1ZoDES6hfKXr8Nip1reuF2JWp0BUjHV7GgOzYJxDD8vKToFeuFWSTVScpUYERvk6CY5DJs3pvCUwEdm9UcxaUHnQG9IxUJU1+qRU1aDjoGtH4KiYSzX59TfiEuWLMGff/6Jt99+G+np6UhKSsInn3yCBQsWADBWZV28eDHeeust/Pjjj0hJScHs2bMRERGB6dOnO7bxjbhu6tnpFsp/z06EwgO+HmLoDAw3XEaaRj07jsMtCppb7tiGOBiXN0bvQbsQi4TcjeUVG4eyaBjL9Tl1sDNo0CDs2rULX331FeLj4/Hmm29i/fr1mDVrFrfP8uXLsWjRIjz55JMYNGgQKisrsXfvXnh4ONd0Yq3ewK12HmuHnh2BQMDr7AN3RytNOw6bt9PeZ2RR76L9dQ9liwu2fnifauy4B6fvO50yZQqmTJnS5OMCgQCrVq3CqlWr2rBV1rtVUgWtnoG3VGS3O7keYXKczizjtUS6O6rS6FBuKjRGd9Vtj102or2vkUUzseyPzdux5QaQauy4B6fu2XEnbHJyTKiv3eo0dKckZYuwvTpyDzF8PejDq63FdzAWwcwtr0FxpablJ7gpGkq1P3ZGli2zVKnGjnugYKeNcMnJIfwPYbHqzz4gTasbwqIuaUfw9ZAgOshYBDOlHdfbYaed00ws+2Fr7WSUVKGmVt+qY1BysnuwKtjJy8vD888/3+jyCkqlEsuWLUNhYSFvjXMn9kxOZrHHLlCpUV7dfPHH9iyXauw4XJ9IPwDtO2+HHR6hnB37CfKRIchHBoapu+G0FiUnuwergp21a9dCpVJBLpc3eEyhUKCiogJr167lrXHuhL3Q7JGczPL1kHAXJOXtNI3t2aEPL8fhZmS102CnVmdAYQXl7LQFWyduUI0d92BVsLN3717Mnj27ycdnz56NPXv22Nwod1OrMyCj2LjauT17doB6VUNp2YgmsT07EbQAqMO090rKhSo1GAaQioUI9JY6ujlujQ12WrtsBA1juQergp2MjAx07NixyccjIyORmZlpa5vcTmZJFXQGBr4yMcIV9v2CrbuLoZ6dptQlhtKHl6P0ilBAKACKKjQoVKkd3Zw2V3+5Elsq+5KWsQVXW5vLSMNY7sGqYMfT07PZYCYzMxOenvSGuBM7hBUT6mP3bP4e4RTstITqmziep1TE9XK2x6EsmonVduoPYzEMY9VzqcaO+7Aq2BkyZAg+//zzJh//7LPPMHjwYJsb5W7Yaefd7LAm1p3YC/taoXE9GGKOciWcB5u3k9IOh7Lyymkota3EhPhAJBSgrFqLogrrSh1QjR33YVWw8/zzz2Pr1q14/vnnzWZdFRYW4rnnnsO2bdvw/PPP895IV3erxJiv0yXY2+7nqr8eTLap+5XUKVAacyVkYiGCfChXwpG4vJ12OP28bkYg9RbYm4dEhC6mUgdXrMxlpBo77sOqYGf06NHYsGEDPv74Y0RERMDf3x8BAQGIiIjAhg0b8NFHH+Gee+6xV1tdVl4bdlmLRULEmmr5tDYhz53l1FuPiD68HKu3afr5xRyl1cMLri6XenbaVGtzGSk52X1YvVzEv/71L0yZMgXffPMN0tPTwTAMunXrhgceeACRkZH2aKPLa+sckR5hclzOUyGtoAL3xoe1yTldBdU2cR5x4b6QiAQorapFbnlNu/pCyaO12dpUXLgcey7mW52knF1Ki7W6i1atjdWhQwcsWbKE77a4JZ3egALTbJPINrpg+FgPxl1RQUHnIROL0D3MF5dyVUjJUbabYIdhmLpaTzSM1Sbqpp9b95mYaUpB6Bxk/xQEYl+tWi7i22+/xX333Yf4+HjEx8fjvvvuw3fffcd329xCgUoNAwNIRUIE+cja5Jzdafp5k3LL6U7NmXCLgrajvJ2SqlpodAYIBECYnUtRECN2+nl6USXUWsuXjbh52xjsRFOw4/KsCnYMBgMeeughPPTQQ0hNTUVMTAxiYmJw+fJlPPTQQ5g5c2a7G3tvCduTEO7n0Wb1NNjCgpk2rAfjrupyJSjYcQZsknJ7WjaC/UwI8ZVBKqblCdtChMIDoXIZdAYGf2WXW/Qcg4HBrRLjzRH17Lg+q660Dz74APv378ePP/6Iq1evYvfu3di9ezfS0tKwa9cu7Nu3Dx988IG92uqS8pRtP2wS7CtDoLfUpvVg3BXV2HEubLDzV055uymVQDV22p5AIMDAzgEAgDO3yix6TmGFGjVaPcRCARUUdANWBTtbt27Fe++9hylTpjR47G9/+xveffddbNmyhbfGuYO6pQna9mLpQSugN2AwMHUJyvRF4xS6h/rCSypChVqH60WVjm5Om8ij3kWHGNTJHwBwOrPUov0zTENYHQO8IBFRD5yrs+oveP36dYwdO7bJx8eOHYvr16/b3Ch34qi7OHYo6wolKXOKKzWo1RsgpFwJpyEWCdEvyg8AcNbCO25Xl0O9iw7B9uyczSyD3oJexAxKTnYrVi8XUV5e3uTjKpUKHh70JVJfroN6EtgkZerZqZNjCjzD5B50p+ZEBpruuM/csuyO2xZqrd6qBFV7oGEsx+gR5gsfmRgVGp1Fn4tsz04XCnbcglWf+ImJidi4cWOTj2/YsAGJiYk2N8qd5JoqcLb1XVwc27OTb/16MO6K8nWcU39TsGPvnp3c8hqMef8IBq3ej4NXC1t+gp20ZZFRUkcsEiKhox8AywLrjGIKdtyJVcHOyy+/jE8//RR///vfcerUKahUKiiVSvz555948MEHsWXLFrz88sv2aiveeecdCAQCLF68mNumVquxYMECBAYGwsfHB/fff7/ZUhaOVL+eRlt/sMWG+kAoAMqqtbht5Xow7oruqJ1T/07+EAiAWyXVdnuvllfXYs6WU8gtr0GFWod5289g4+EbDrkRyKWCgg4zyDSUdTqz5cCaHcaiYMc9WBXsDBs2DF9//TUOHTqExMREbrmI4cOH49ChQ/jqq68wfPhwuzT09OnT+O9//4s+ffqYbV+yZAl++uknfPvttzhy5Ajy8vJw33332aUN1iqr1kKtNQBo+xwRD4mIG2umejtGVLXWOck9JOhuWgHdHr07tToDHt9+BulFlQiTe+D+/pFgGODfe69i1/lc3s/XnCqNDuXVWgCUoOwIAzubkpQzSpsNdHV6A7JM084p2HEPVldQnjFjBiZMmIDffvuNS0bu1q0bxo8fDy8v+1QDraysxKxZs7B582a89dZb3HalUolPP/0USUlJ3JpcW7duRVxcHP78808MHTrULu2xFDtsEuwrg4dE1ObnjwuT4+btKlwtUOHubsFtfn5nQ4svOq/+nfxxtaAC57LKeF/iZPf5XJy5VQZfDzG2PzYY3UJ9EK7wwMeH0vH+79cwqXd4m12fbMDt6yGG3INW0W5r/aL8IBYKUKBSI6esBlEBjX8W5JTVQGdgIBMLESanPFR30KosTS8vL8yYMQPLly/H8uXLMX36dLsFOgCwYMECTJ48ucFMsLNnz0Kr1Zpt79GjBzp27IiTJ082eTyNRgOVSmX2Yw+OLmBHlZTN0eKLzotLUrZwWrClGIbB9pOZAIAFo2PQPcwXAoEAC++JQZjcA7nlNfjiz1u8nrM5OTSU6lBeUjH6mmb/HU4ranK/+kNYbVUMltiXVcHOyZMnsWfPHrNtn332Gbp06YKQkBA8+eST0Gj4HXPfsWMHzp07hzVr1jR4rKCgAFKpFH5+fmbbQ0NDUVBQ0OQx16xZA4VCwf1ERUXx2mZW3fo3jvlg41b6pdXPAdT17FCBMOczwBTsXMpV8Tpb6lxWOS7nqSAVC/H3gXXXuYdEhMVjYwEAGw6lo0Kt5e2czaHkZMeb0CsUAPDrpaa/I2gmlvuxKthZtWoVLl++zP2ekpKCefPmYezYsXjxxRfx008/NRqUtFZ2djaeffZZfPnll7xOaV+xYgWUSiX3k52dzdux63P07B+21k56USV0eoND2uAslDVaVGh0AChXwhl1DPBCiK8MtXoD/rxZwttxPzf16kztE4EAb6nZYw8MiER0sDfKqrXYfPQmb+dsjqM/EwgwMT4cAJCcUYrSqtpG96EFQN2PVcHOhQsXMGbMGO73HTt2YMiQIdi8eTOWLl2KDz/8EN988w1vjTt79iyKiorQv39/iMViiMViHDlyBB9++CHEYjFCQ0NRW1vboPZPYWEhwsKaHveXyWSQy+VmP/bAVUp1UAG7SH9PeEtFqNUbuGmU7RX7JRPgLYWX1OpUNWJnAoEA40133Hsu5vNyzOJKDX5JMd69zxnWqcHjYpEQy8Z3BwD873hGm8xadPTQNgGiArzQK0IOvYHBvtTGe3duUs+O27Eq2CkrK0NoaCj3+5EjRzBx4kTu90GDBvHaSzJmzBikpKTgwoUL3M/AgQMxa9Ys7t8SiQQHDhzgnpOWloasrCynqPdTN8XUMQmxQqEA3UxDWVfaed4OTTt3flP6RAAAfrtcAI3O9qGsXedyUas3oG+UH/pE+jW6z73xYegbqUB1rR4fH7R/9XcaxnIOE01J8I0NZekNDP7KKQdQV6+MuD6rgp3Q0FBkZGQAAGpra3Hu3DmzGU8VFRWQSPibYeDr64v4+HizH29vbwQGBiI+Ph4KhQLz5s3D0qVLcejQIZw9exaPPvooEhMTHT4TCwDKqo1dpI5MiGWHstLa+bIRXHFH+pJxWoM6ByDEV4YKtQ7HrhXbfDy2cNzk3k338goEArxwbw8AQNKpLG66sb3QMJZzuNc0lHUivRjKGvN8rbSCClSodfCWihBnWmOQuD6rgp1JkybhxRdfxLFjx7BixQp4eXnhrrvu4h6/ePEiunbtynsjm7Nu3TpMmTIF999/P+6++26EhYVh586dbdqGphxbPhoXVo5Dt1DHXTDsxdrek5SpkJvzEwkFmNzH+CW052Kezce7lGsM8OM7KJrdb1hMEO6KDYJWz2Dd/ms2n7cpWr0BBSpaiNYZxIT4IDbEB1o9g/2p5kVo2SC5fyd/iGlZGbdh1V/yzTffhFgsxsiRI7F582Zs3rwZUmld0t+WLVswfvx43htZ3+HDh7F+/Xrudw8PD2zYsAGlpaWoqqrCzp07m83XaUsCgQB+XlKHrsPEFmtr79PPabVz18AOZe1LLbRpVlZZVS0X4PaKaD7YAYBlE4y5Oz/9lddk0qqtClVqGBhAKhIi2Edml3MQy03ta3yv/e94Bgz1FgY9lWEMdthqy8Q9WPUtHBQUhKNHj6KsrAxlZWWYMWOG2ePffvstXnvtNV4bSGzDDmPlltdA1UbTa51RDvXsuIT+Hf3Qwc8TVbV6/GxDovLlPGOvTqdALyg8Wx5a7xPph14RcugMDH7moVepMewQVrifB9VucQKzEzvBRybGlXwVfjclKjMMg9OZFOy4o1Z1OSgUCohEDSuOBgQEmPX0EMdTeEkQbpoNdq0d9+7UVU+mYMeZCQQCrh7OGz9dRnZp63JoLuUpAQDxFvTqsGYkdAAA7LTTEhJ5SnZ2Jr0HnYGflxSPDu8MAFi//zoMBgY5ZTUoVGkgEQnQz1R8kLgHGpBsB3q08xlZaq0exZXGacUU7Di/+aO6om+UH1RqHZ7ZcR7aVtSISsk1Bju9Olg+m+Zv/SIgFADns8rtUqqBkpOdz7wRXeArE+NqQQV+u1zA9erEd1DAU9r2S/wQ+6Fgpx3oEW78wL+a3z5nZLHTfb2kIvh50XpEzk4qFuLjfyTA10OM81nl+OiA9VPCL+da37MT4uuBu2KNa8jZY4FQqrHjfOr37ry4M4VbOoSGsNwPBTvtANuzk9ZOe3bq19gRCChXwhVEBXjh7Rm9AQCfHs9AebXlScMqtRaZpinkLc3EutN9/Y1DWbvP5za7KnZr5JqS5B21fAxp3BN3RyOhox+UNVqcyyoHQMGOO6Jgpx2oq7VTwfsHuCug4QPXNKVPOOLC5aiq1WP7H5Yv1plqSk7u4OfZYImIlozvGQYvqQhZpdXc1HW+cLWe6H3oVHw9JNjx5FA8ZMoVEwsF3FptxH1QsNMORAd7QyISoEKj43o52hOqnuyaBAIBnh5lrNu19Y8MVJnWNmvJJTZfJ8L66reeUhGGdQ0CABxLv23185vCMAwNYzkxmViEd+7vjU0PD8AnswdYHSQT50fBTjsgEQnRNdgHQPssLkg9O65rUu9wdA70Qnm1Fl+dyrLoOWywY+0QFuvubqZgh4cqzqyyai3UWmOidbiD1sojzRMIBLg3Pgz39AhteWficijYaSe4vJ3CdhjsUM+OyxIJBZhv6t3ZdORmg9L+d9IbGJw0rZreJ7J1wc6IGGOwc/ZWGaprLetNagkbcAf5yOAhoVk+hLQ1CnbaCXZG1pV2OCOLDXYiqWfHJc1IiESXIG8UV2qw5pcrze6bfLMEhSoNFJ4SJHYNbNX5ugR5o4OfJ2r1BiSbqunaKrec8nUIcSQKdtoJtmenvS0boTcwKFCyS0U4ZvV5YhupWIh37jPOzNpxOhsn0pseXmKnjE/uEw6ZuHU9KAKBAHfFGnt3jl/nZyiLZmIR4lgU7LQT7IysjOIqm9YccjWFKjV0BgZioQDBvrQekasaEh2IR4Z2AgC8uPMiyhpZv0qt1ePXS8ay/9P7dbDpfGy9nWPX+UlSZoexIvwoX4cQR6Bgp50Ilcvg5yWB3sAgvajS0c1pM+wQVrifB0S0HpFLe2FiD3Tw80R2aQ0e/O9Jrlgka/+VQlRqdOjg54mBNk4dHtY1EAIBcK2wEoWmlcptkUd5Y4Q4FAU77YRAIOBWQG9PxQVpTSz34SMTY9ujgxAm90B6USUe2PgH9lzMg0anR02tHl+fzgYATE+IsHmhTX9vKfqYZnPxMZTFJcn701AqIY5AwU47EscuG1HQfpKUc0yF3CLpS8YtxIb64vunhyE62Bt5SjUWJp3HwLf2o88bv+GYKSixdQiLNdBURZddZ8sWdTV2aBiLEEegYKcdaY9Jytmlxi+ZKAp23EYHP0/snD8MC0fHIEzugQq1Dlo9gwiFB54ZE4tYUw+mrdiihJfzbAt2amr1KDXlGEVSkjwhDiF2dANI2+neHoMdrmeHhrHciZ+XFM9P6I4l47rhQnY5gnyk6BjgxevaZ2xRwtQ8FQwGptVDY2yvjrdUBLknfeQS4gjUs9OOdAv1hUAA3K7QoKRS4+jmtAk22IkKoDtqdyQyrWPUKdCb90Veo4O8IRMLUVWrR2ZJVauPU5evQwvREuIoFOy0I94yMTqavvTbQ5KyTm9Avqm+SVQA9ewQ64hFQq4Y5+W81ue50UwsQhyPgp12hs3budIOgp0CU40dqUiIUF9KDCXWq8vbaX2wU1djh4IdQhzFqYOdNWvWYNCgQfD19UVISAimT5+OtLQ0s33UajUWLFiAwMBA+Pj44P7770dhYaGDWuz82OKCae1gRhabnNzB39PmqcikfYqPMObt2JKkTEOphDieUwc7R44cwYIFC/Dnn39i37590Gq1GD9+PKqq6sbPlyxZgp9++gnffvstjhw5gry8PNx3330ObLVza08zsig5mdiqfs8OwzCtOkZ2qSnYoRmBhDiMU08N2Lt3r9nv27ZtQ0hICM6ePYu7774bSqUSn376KZKSknDPPfcAALZu3Yq4uDj8+eefGDp0qCOa7dTYHIRrhRXQGxi3riqcU0o1dohtuof5QiQUoLSqFgUqNcIV1gfOWaYexo7Us0OIwzh1z86dlEpjV3JAgLHY19mzZ6HVajF27Fhunx49eqBjx444efJkk8fRaDRQqVRmP+1FxwAveEiEUGsNuGXDDBNXkG3KlaDkZNJaHhIRYoJ9AACXc63/nKip1aPYNPOR3oeEOI7LBDsGgwGLFy/G8OHDER8fDwAoKCiAVCqFn5+f2b6hoaEoKCho8lhr1qyBQqHgfqKiouzZdKciEtYtG+HuQ1k0fED4YEuSMjuU6ushhsJTwmu7CCGWc5lgZ8GCBbh06RJ27Nhh87FWrFgBpVLJ/WRnZ/PQQtfRXooL5nA9OxTskNbr1aH1Scr1A26qsUOI4zh1zg5r4cKF2LNnD44ePYrIyEhue1hYGGpra1FeXm7Wu1NYWIiwsLAmjyeTySCTyezZZKfGzsi6mu++w3canR6FFaYaO5SgTGxgS89OlinYoXwdQhzLqXt2GIbBwoULsWvXLhw8eBBdunQxe3zAgAGQSCQ4cOAAty0tLQ1ZWVlITExs6+a6DHZB0FQ3DnZyy2rAMICXVIQAb6mjm0NcWE9TsJNbXoMy0xpXluLWZqN8HUIcyql7dhYsWICkpCT88MMP8PX15fJwFAoFPD09oVAoMG/ePCxduhQBAQGQy+VYtGgREhMTaSZWM3qagp2cshooq7VQeLlfLgGXnEzDB8RGcg8JOgZ4Iau0Gqn5KgyPCbL4uWzODvXsEOJYTt2zs3HjRiiVSowaNQrh4eHcz9dff83ts27dOkyZMgX3338/7r77boSFhWHnzp0ObLXzU3hJuNozl/NtW9HZWWWXUo0dwp/4Dq1bAZ17H1KwQ4hDOXXPjiVFvDw8PLBhwwZs2LChDVrkPnpFyJFTVoPUPBWGdbX8TtVVUNVawqdeEQr8klKAS1ZMP2cYhgt2qGeHEMdy6p4dYj+9uDL47pm3c/O2sYYQ9ewQPvSMsL5np7SqFlW1egC0CCghjkbBTjvVqxUf3q5CrdXjRHoxAGBQ5wAHt4a4A/Z6uVlchepanUXPYfPGwuQe8JCI7NY2QkjLKNhpp9ienRu3q6DW6h3cGn4dv16M6lo9whUe6BOpcHRziBsI8fVAsK8MDANcybesPhU77ZxmYhHieBTstFOhchkCvaXQGxi3Ky7422XjrL3xPUNpJhbhTbypdyfVwt5QrqAg5esQ4nAU7LRTAoGgVXkIzk6nN2D/lUIAwIT4pgtLEmIttjfU0iTlHJp2TojToGCnHXPHJOVTmaUoq9bC30uCwZSvQ3jE5u1cyC6HTm9odt8qjQ7ns8oB0NpshDgDp556TuyL/fA+n1WOS7nu0bvz3dkcAMCYuFCIRRTLE/706+gHkVCAtMIKTNtwAi9O7AF/r4bVuSvUOrz6wyWkF1VCKhJSkjwhToCCnXaMDXau5Ksw5aPjDm4Nvyb0oiEswq9whSfWPdQPr+6+hMt5Kjzy6alm9w+Vy7Dhn/3RMZB6dghxNAp22rEuQd74W98InMoodXRTeNUtzBd3d3O/QonE8f7WNwKJ0YFY8+sVnLxRgqbqnvaNUuCt6b0R7Nt+FxwmxJkIGEvKFLs5lUoFhUIBpVIJuVzu6OYQQgghxAKWfn9TUgMhhBBC3BoFO4QQQghxaxTsEEIIIcStUbBDCCGEELdGwQ4hhBBC3BoFO4QQQghxaxTsEEIIIcStUbBDCCGEELdGwQ4hhBBC3BoFO4QQQghxa24T7GzYsAGdO3eGh4cHhgwZglOnml+kjxBCCCHtg1sEO19//TWWLl2K1157DefOnUPfvn0xYcIEFBUVObpphBBCCHEwt1gIdMiQIRg0aBA+/vhjAIDBYEBUVBQWLVqEF198scH+Go0GGo2G+12pVKJjx47Izs6mhUAJIYQQF6FSqRAVFYXy8nIoFIom9xO3YZvsora2FmfPnsWKFSu4bUKhEGPHjsXJkycbfc6aNWvwxhtvNNgeFRVlt3YSQgghxD4qKircO9gpLi6GXq9HaGio2fbQ0FBcvXq10eesWLECS5cu5X43GAwoLS1FYGAgBAIBb21jI0537jFy99fo7q8PoNfoDtz99QH0Gt2BPV4fwzCoqKhAREREs/u5fLDTGjKZDDKZzGybn5+f3c4nl8vd8o1bn7u/Rnd/fQC9Rnfg7q8PoNfoDvh+fc316LBcPkE5KCgIIpEIhYWFZtsLCwsRFhbmoFYRQgghxFm4fLAjlUoxYMAAHDhwgNtmMBhw4MABJCYmOrBlhBBCCHEGbjGMtXTpUsyZMwcDBw7E4MGDsX79elRVVeHRRx91aLtkMhlee+21BkNm7sTdX6O7vz6AXqM7cPfXB9BrdAeOfH1uMfUcAD7++GO89957KCgoQL9+/fDhhx9iyJAhjm4WIYQQQhzMbYIdQgghhJDGuHzODiGEEEJIcyjYIYQQQohbo2CHEEIIIW6Ngh1CCCGEuDUKdgghhBDi1ijYIYQQQohbo2CHEEIIIW6Ngh1CCCGEuDUKdgghhBDi1ijYIYQQQohbo2CHEEIIIW6Ngh1CCCGEuDUKdgghhBDi1ijYIYQQQohbo2CHEEIIIW6Ngh1CCCGEuDUKdgghhBDi1ijYIYQQQohbo2CHEEIIIW6Ngh1CCCGEuDUKdgghhBDi1ijYIYQQQohbc+pgZ+PGjejTpw/kcjnkcjkSExPx66+/co+r1WosWLAAgYGB8PHxwf3334/CwkIHtpgQQgghzkbAMAzj6EY05aeffoJIJEJsbCwYhsH27dvx3nvv4fz58+jVqxfmz5+Pn3/+Gdu2bYNCocDChQshFApx4sQJRzedEEIIIU7CqYOdxgQEBOC9997DAw88gODgYCQlJeGBBx4AAFy9ehVxcXE4efIkhg4d6uCWEkIIIcQZiB3dAEvp9Xp8++23qKqqQmJiIs6ePQutVouxY8dy+/To0QMdO3ZsMdjRaDTQaDTc7waDAaWlpQgMDIRAILDr6yCEEEIIPxiGQUVFBSIiIiAUNp2Z4/TBTkpKChITE6FWq+Hj44Ndu3ahZ8+euHDhAqRSKfz8/Mz2Dw0NRUFBQbPHXLNmDd544w07tpoQQgghbSU7OxuRkZFNPu70wU737t1x4cIFKJVKfPfdd5gzZw6OHDli0zFXrFiBpUuXcr8rlUp07NgR2dnZkMvltjaZEEIIIW1ApVIhKioKvr6+ze7n9MGOVCpFTEwMAGDAgAE4ffo0PvjgAzz00EOora1FeXm5We9OYWEhwsLCmj2mTCaDTCZrsJ2d9UUIIYQQ19FSCopTTz1vjMFggEajwYABAyCRSHDgwAHusbS0NGRlZSExMdGBLSSEEEKIM3Hqnp0VK1Zg4sSJ6NixIyoqKpCUlITDhw/jt99+g0KhwLx587B06VIEBARALpdj0aJFSExMpJlYhBBCCOE4dbBTVFSE2bNnIz8/HwqFAn369MFvv/2GcePGAQDWrVsHoVCI+++/HxqNBhMmTMB//vMfB7eaEEIIIc7E5ers2INKpYJCoYBSqaScHUIIIcRFWPr97XI5O4QQQggh1qBghxBCCCFujYIdQgghhLg1CnYIIYQQ4tYo2CGEEEKIW6NghxBCCCFujYIdQgghhLg1CnYIIYQQ4tYo2CGEWK2kpAQhISHIzMzkto0aNQqLFy+26bgzZ87E+++/b1vjCHEzd15vdK1Zj4IdQpzU3LlzMX369AbbDx8+DIFAgPLyct6Oaa3Vq1dj2rRp6Ny5s83Hqu+VV17B6tWroVQqeT0uaV/sce0AQHZ2Nh577DFERERAKpWiU6dOePbZZ1FSUmL1sawJWOxxvbW3a42CHUKIVaqrq/Hpp59i3rx5vB87Pj4eXbt2xRdffMH7sQmxxc2bNzFw4EBcv34dX331FdLT07Fp0yYcOHAAiYmJKC0ttct57XW9tbdrjYId0q4wDIPqWp1DfpxxGbpRo0bhmWeewfLlyxEQEICwsDC8/vrrzT7nl19+gUwmw9ChQ5vd7+eff4ZCocCXX34JAKioqMCsWbPg7e2N8PBwrFu3rtG726lTp2LHjh22vCxiBwzDwFBd7ZAfZ7h2FixYAKlUit9//x0jR45Ex44dMXHiROzfvx+5ubl4+eWXuX07d+6M9evXmz2/X79+3LU1d+5cHDlyBB988AEEAgEEAoHZkHB9llxvdK21zKlXPSeEbzVaPXqu/M0h505dNQFeUue75LZv346lS5ciOTkZJ0+exNy5czF8+HCMGzeu0f2PHTuGAQMGNHvMpKQkPPXUU0hKSsKUKVMAAEuXLsWJEyfw448/IjQ0FCtXrsS5c+fQr18/s+cOHjwYq1evhkajgUwm4+U1EtsxNTVI69/8391eup87C4GXl0PODQClpaX47bffsHr1anh6epo9FhYWhlmzZuHrr7/Gf/7zHwgEghaP98EHH+DatWuIj4/HqlWrAADBwcGN7tvS9UbXmmWc75OXEMLZs2cPfHx8zLbp9Xru39nZ2XjkkUdQVFQEsViMV199FQ8++KBV5+jTpw9ee+01AEBsbCw+/vhjHDhwoMlg59atW4iIiGjyeBs2bMDLL7+Mn376CSNHjgRgvNPcvn07kpKSMGbMGADA1q1bGz1OREQEamtrUVBQgE6dOln1Wghh8XntXL9+HQzDIC4urtHH4+LiUFZWhtu3byMkJKTFtikUCkilUnh5eSEsLKzZfZu73uhasxwFO6Rd8ZSIkLpqgsPOba3Ro0dj48aNZtuSk5Px8MMPAwDEYjHWr1+Pfv36oaCgAAMGDMCkSZPg7e1t8Tn69Olj9nt4eDiKioqa3L+mpgYeHh6NPvbdd9+hqKgIJ06cwKBBg7jtN2/ehFarxeDBg7ltCoUC3bt3b3AM9s65urra4tdA7E/g6Ynu58467NzWsse144jhtKauN7rWrEPBDmlXBAKBUw4lNcXb2xsxMTFm23Jycrh/h4eHIzw8HICxOz0oKAilpaVWBTsSicTsd4FAAIPB0OT+QUFBKCsra/SxhIQEnDt3Dlu2bMHAgQMt6tK/E5vo2VS3PnEMgUDg0KEka/F57cTExEAgEODKlSuYMWNGg8evXLkCf39/7j0rFAobBEZarbZVr6Op642uNetQgjIhbuLs2bPQ6/WIioqy63kSEhKQmpra6GNdu3bFoUOH8MMPP2DRokXc9ujoaEgkEpw+fZrbplQqce3atQbHuHTpEiIjIxEUFMR/4wlpREvXTmBgIMaNG4f//Oc/qKmpMXusoKAAX375JR566CEu4AgODkZ+fj63j0qlQkZGhtnzpFKp2bBaU5q63uhas45TBztr1qzBoEGD4Ovri5CQEEyfPh1paWlm+4waNYrLZmd/nnrqKQe1mBDHKC0txezZs/HJJ5/Y/VwTJkzA5cuXm+zd6datGw4dOoTvv/+em/3h6+uLOXPmYNmyZTh06BAuX76MefPmQSgUNrgjPXbsGMaPH2/vl0EIAMuvnY8//hgajQYTJkzA0aNHkZ2djb1792LcuHHo0KEDVq9eze17zz334PPPP8exY8eQkpKCOXPmQCQyH8bu3LkzkpOTkZmZieLi4iZ7U5u73uhas5xTBztHjhzBggUL8Oeff2Lfvn3QarUYP348qqqqzPZ74oknkJ+fz/28++67DmoxIW1Po9Fg+vTpePHFFzFs2DC7n693797o378/vvnmmyb36d69Ow4ePIivvvoKzz33HABg7dq1SExMxJQpUzB27FgMHz4ccXFxZvkIarUau3fvxhNPPGH310GINddObGwszpw5g+joaPz9739H165d8eSTT2L06NE4efIkAgICuH1XrFiBkSNHYsqUKZg8eTKmT5+Orl27mh3v+eefh0gkQs+ePREcHIysrKxGz9vS9UbXmoUYF1JUVMQAYI4cOcJtGzlyJPPss8/adFylUskAYJRKpY0tJKRtGQwGZubMmcxrr73Wpufds2cPExcXx+j1+lYfo7KyklEoFMz//vc/btt//vMfZty4cXw0kZBmOeraaQ1brzd3vtYs/f526p6dO7FlretH0ADw5ZdfIigoCPHx8VixYkWLmeUajQYqlcrshxBXdOLECXz99dfYvXs3+vXrh379+iElJcXu5508eTKefPJJ5ObmWvyc8+fP46uvvsKNGzdw7tw5zJo1CwAwbdo0bh+JRIKPPvqI9/YScidHXTutYe31RtdaQwKGcYLSlBYwGAz429/+hvLychw/fpzb/sknn6BTp06IiIjAxYsX8cILL2Dw4MHYuXNnk8d6/fXX8cYbbzTYrlQqIZfL7dJ+Qtq78+fP4/HHH0daWhqkUikGDBiAtWvXonfv3o5uGiFupT1dayqVCgqFosXvb5cJdubPn49ff/0Vx48fR2RkZJP7HTx4EGPGjEF6enqDMVKWRqOBRqPhflepVIiKiqJghxBCCHEhlgY7LlFwZOHChdizZw+OHj3abKADAEOGDAGAZoMdmUzm9qWxCSGEEGLk1MEOwzBYtGgRdu3ahcOHD6NLly4tPufChQsAwBWLIoQQQkj75tTBzoIFC5CUlIQffvgBvr6+KCgoAGAsfe3p6YkbN24gKSkJkyZNQmBgIC5evIglS5bg7rvvblACnxBCCCHtk1Pn7DRV/nrr1q2YO3cusrOz8fDDD+PSpUuoqqpCVFQUZsyYgVdeecWq3BtLx/wIIYQQ4jzcImenpTgsKioKR44caaPWEEIIIcQVuVSdHUIIIYQQa1GwQwghhBC3RsEOIYQQQtwaBTuEEEIIcWsU7BBCCCHErVGwQwhxuFGjRmHx4sVN/s7HMZtSUlKCkJAQZGZm8nbumTNn4v3337fpGIS0FUve83deJ5Y+ryVtda1QsEOIk5o7dy6mT5/eYPvhw4chEAhQXl7equMWFBRg0aJFiI6OhkwmQ1RUFKZOnYoDBw7Y1mC0/sNv586dePPNN20+f2usXr0a06ZNQ+fOnXk75iuvvILVq1dDqVTydkxiOXtcO3PnzoVAIIBAIIBEIkFoaCjGjRuHLVu2wGAw2N5oJ2eP6wRou2uF92BHq9UiOzsbaWlpKC0t5fvwhBAbZGZmYsCAATh48CDee+89pKSkYO/evRg9ejQWLFhg07Fra2tb/dyAgAD4+vradP7WqK6uxqeffop58+bxetz4+Hh07doVX3zxBa/HJY517733Ij8/H5mZmfj1118xevRoPPvss5gyZQp0Op2jm2c39rpOgLa7VngJdioqKrBx40aMHDkScrkcnTt3RlxcHIKDg9GpUyc88cQTOH36NB+nIoQftVXGn/qFK3W1xm06TeP71r9702uN27Rqy/Z1Ek8//TQEAgFOnTqF+++/H926dUOvXr2wdOlS/Pnnn9x+nTt3xvr1682e269fP7z++uvc76NGjcLChQuxePFiBAUFYcKECThy5Ag++OAD7g6Y7fLeu3cvRowYAT8/PwQGBmLKlCm4ceOG2bGa6xEyGAxYs2YNunTpAk9PT/Tt2xffffcd93hVVRVmz54NHx8fhIeHW9wt/ssvv0Amk2Ho0KFN7vPzzz9DoVDgyy+/BGD8vJs1axa8vb0RHh6OdevWNdr+qVOnYseOHRa1w5VoNfomf3RaveX71lq2rzORyWQICwtDhw4d0L9/f7z00kv44Ycf8Ouvv2Lbtm3cfi29X0eNGoVFixZh8eLF8Pf3R2hoKDZv3oyqqio8+uij8PX1RUxMDH799Vez81tyHT3zzDNYvnw5AgICEBYWZnbNAq27Viy5TgDnvlZsrqC8du1arF69Gl27dsXUqVPx0ksvISIiAp6enigtLcWlS5dw7NgxjB8/HkOGDMFHH32E2NhYPtpOSOu9HWH877IbgHeQ8d9/fAAcfAvoPxv420d1+74XA2irgWcvAv6djNtObQZ+WwH0fhC4/391+67vDVSXAE//CYTEGbdd+BIYMNfuL6klpaWl2Lt3L1avXg1vb+8Gj/v5+Vl9zO3bt2P+/Pk4ceIE1Go15s+fj/j4eKxatQoAEBwcDMD4Abt06VL06dMHlZWVWLlyJWbMmIELFy5AKGz5nmvNmjX44osvsGnTJsTGxuLo0aN4+OGHERwcjJEjR2LZsmU4cuQIfvjhB4SEhOCll17CuXPn0K9fv2aPe+zYMQwYMKDJx5OSkvDUU08hKSkJU6ZMAQAsXboUJ06cwI8//ojQ0FCsXLmy0XMNHjwYq1evhkajgUwma/E1uopPnm26an2n+EBMWdiX+33LsmPQ1TY+xBMR64cZz/Xnfv/s5T+grmx4Y7Bg0z02tNb+7rnnHvTt2xc7d+7E448/DqDl9ytgvHaWL1+OU6dO4euvv8b8+fOxa9cuzJgxAy+99BLWrVuHRx55BFlZWfDy8gJg2XW0fft2LF26FMnJyTh58iTmzp2L4cOHY9y4cQDQqmulpesEcP5rxeZg5/Tp0zh69Ch69erV6OODBw/GY489hk2bNmHr1q04duwYBTuEWGjPnj3w8fEx26bX193tZmdn45FHHkFRURHEYjFeffVVPPjgg40eKz09HQzDoEePHry1LzY2Fu+++y73u1QqhZeXF8LCwsz2u//++81+37JlC4KDg5Gamor4+Phmz6HRaPD2229j//79SExMBABER0fj+PHj+O9//4sBAwbg008/xRdffIExY8YAMH7gR0ZGttj+W7duISIiotHHNmzYgJdffhk//fQT9wVVUVGB7du3IykpiTvX1q1bGz1GREQEamtrUVBQgE6dOrXYFsIvPq+dlvTo0QMXL14E0PL7lX0v9e3bF6+88goAYMWKFXjnnXcQFBSEJ554AgCwcuVKbNy4ERcvXuR6VCy5jvr06YPXXnsNgPH6/Pjjj3HgwAGMGzcOlZWVrbpWmrtOANe4VmwOdr766iuL9pPJZHjqqadsPR0h/Hgpz/hfiVfdtmHPAkOfBoR3XBbL0o3/FXvWbRv8BDBgDiAQme+7OKXhvv1mtbqZo0ePxsaNG822JScn4+GHHzaeRizG+vXr0a9fPxQUFGDAgAGYNGlSoz039ljzt6W7Pdb169excuVKJCcno7i4mEvozMrKajHYSU9PR3V1NXdnyqqtrUVCQgJu3LiB2tpaDBkyhHssICAA3bt3b7FdNTU18PDwaLD9u+++Q1FREU6cOIFBgwZx22/evAmtVovBgwdz2xQKRaPn8vQ0vgeqq6tbbIcrefKDkU0+Jrijk+6x9+5qet871nmevXqYLc1qgM9rpyUMw3ALV7f0fmX16dOH+7dIJEJgYCB69+7NbQsNDQUAFBUVcdssuY7qHxcAwsPDuWO09lpp6joBXOda4XUh0KysLERFRTVYrZxhGGRnZ6Njx458no6Q1pM28oEmlgKQWravSGL8sXTfVvL29kZMTIzZtpycHO7f4eHhCA8PBwCEhYUhKCgIpaWljX5gx8bGQiAQ4OrVqy2eVygUNgiOtNqGQwyWfjFMnToVnTp1wubNmxEREQGDwYD4+HiLkporKysBGPMBOnToYPaYTCazaSJEUFAQysrKGmxPSEjAuXPnsGXLFgwcOLDBZ5ol2HaxQ3nuQiITtbyTnfe1BJ/XTkuuXLmCLl26AGj5/cqSSMw/F9hZXvV/B2A208uS66ix49o6W6yp6wRwnWuF19lYXbp0we3btxtsLy0t5d4IhBD7OHv2LPR6PaKiohp9PCAgABMmTMCGDRtQVVXV4PH603GDg4ORn5/P/a5SqZCRkdFiG6RSqdlQAWCsz5GWloZXXnkFY8aMQVxcXJMfnI3p2bMnZDIZsrKyEBMTY/YTFRWFrl27QiKRIDk5mXtOWVkZrl271uKxExISkJqa2mB7165dcejQIfzwww9YtGgRtz06OhoSicRswoVSqWz0XJcuXUJkZCSCgoIsfq3EMVq6dppz8OBBpKSkcENMLb1fW8vW6whAq6+Vpq4T9piucK3w2rNTvyuvvsrKyia7wAghtistLcXs2bOxefPmZvfbsGEDhg8fjsGDB2PVqlXo06cPdDod9u3bh40bN+LKlSsAjEmX27Ztw9SpU+Hn54eVK1dCJGr5zrtz585ITk5GZmYmfHx8EBAQAH9/fwQGBuKTTz5BeHg4srKy8OKLL1r82nx9ffH8889jyZIlMBgMGDFiBJRKJU6cOAG5XI45c+Zg3rx5WLZsGQIDAxESEoKXX37ZosTnCRMmYMWKFSgrK4O/v7/ZY926dcOhQ4cwatQobsjD19cXc+bMwbJlyxAQEICQkBC89tprEAqFDT772IkZxLlZeu0AxnycgoIC6PV6FBYWYu/evVizZg2mTJmC2bNnA7Ds/doatl5HAODj49Oqa6W56wRwjWuFl2Bn6dKlAIzdZa+++iqXOQ4YE8KSk5NbnBVBCGkdjUaD6dOn48UXX8SwYc3nPURHR+PcuXNYvXo1nnvuOeTn5yM4OBgDBgwwy29YsWIFMjIyMGXKFCgUCrz55psW9ew8//zzmDNnDnr27ImamhpkZGSgc+fO2LFjB5555hnEx8eje/fu+PDDDzFq1CiLX+Obb76J4OBgrFmzBjdv3oSfnx839RcA3nvvPVRWVmLq1Knw9fXFc889Z1GRst69e6N///745ptv8K9//avB4927d8fBgwcxatQoiEQivP/++1i7di2eeuopTJkyBXK5HMuXL0d2drbZDZ1arcbu3buxd+9ei18jaXvWXDuAcep3eHg4xGIx/P390bdvX3z44YeYM2eOWcDQ0vu1NYRCoc3XEdC6a6Wl6wRw/mtFwPCQtTh69GgAwJEjR5CYmAiptC7vQSqVonPnznj++eeddhaWSqWCQqGAUqmEXC53dHMIsRjDMPjnP/+J7t27N6inQSzz888/Y9myZbh06ZJFvUF3qqqqQocOHfD+++9zRdc2btyIXbt24ffff+e7uYQndO1Yx9brBLDPtWLx9zfDo7lz5zJKpZK347399tvMwIEDGR8fHyY4OJiZNm0ac/XqVbN9ampqmKeffpoJCAhgvL29mfvuu48pKCiw6jxKpZIBwGvbCWkLx44dYwQCAdO3b1/u5+LFi45ulstZt24dk5WVZdG+586dY5KSkpj09HTm7NmzzLRp0xiFQsHcvn2b22fz5s0NPquIc6Frx3rWXCcM0zbXiqXf3zb37GRlZVk1yyo3N7dBhnpT7r33XsycORODBg2CTqfDSy+9hEuXLiE1NZXLmJ8/fz5+/vlnbNu2DQqFAgsXLoRQKMSJEycsbhP17BBCLHX+/Hk8/vjjSEtLg1QqxYABA7B27VqzacOEkLa5Viz9/rY52AkNDcX06dPx+OOPm82xr0+pVOKbb77BBx98gCeffBLPPPNMq851+/ZthISE4MiRI7j77ruhVCoRHByMpKQkPPDAAwCAq1evIi4uDidPnmyxtDWLgh1CCCHE9Vj6/W1zgnJqaipWr16NcePGwcPDAwMGDEBERAQ8PDxQVlaG1NRUXL58Gf3798e7776LSZMmtfpcbBJVQEAAAON0Qa1Wi7Fjx3L79OjRAx07dmw22NFoNNBo6tY/UqlUrW4TIYQQQpybzXV2AgMDsXbtWuTn5+Pjjz9GbGwsiouLcf36dQDArFmzcPbsWZw8edKmQMdgMGDx4sUYPnw4VymyoKAAUqm0wZo+oaGhKCgoaPJYa9asgUKh4H5sqX1ACCGEEOfGW50dT09PPPDAA9xwEt8WLFiAS5cu4fjx4zYfa8WKFdx0ecDYs0MBDyGEEOKeeC0qaC8LFy7Enj17cPToUbMFy8LCwlBbW4vy8nKz3p3CwsIGCxHWJ5PJ3GoVYkIIIYQ0jdflIvjGMAwWLlyIXbt24eDBgw2WnBgwYAAkEgkOHDjAbUtLS0NWVha32iwhhBBC2jen7tlZsGABkpKS8MMPP8DX15fLw1EoFPD09IRCocC8efOwdOlSBAQEQC6XY9GiRUhMTLR4JhYhhBBC3BsvFZTtpanVU7du3Yq5c+cCMJaafu655/DVV19Bo9FgwoQJ+M9//tPsMNadaOo5IYQQ4nrarM6OO6BghxBCCHE9ln5/85qzM2fOHBw9epTPQxJCCCGE2ITXYEepVGLs2LGIjY3F22+/jdzcXD4PTwghhBBiNV6Dnd27dyM3Nxfz58/H119/jc6dO2PixIn47rvvoNVq+TwVIaQNjBo1CosXL26352+KJe0qKSlBSEgIMjMzLX5OS2bOnIn333/fpmMQ0h7xPvU8ODgYS5cuxV9//YXk5GTExMTgkUceQUREBJYsWcJVViaENG/u3LmYPn16g+2HDx+GQCBAeXl5q44pEAjw1FNPNXhswYIFEAgEXPI/AOzcuRNvvvmm1edpK039P3IGq1evxrRp09C5c2fejvnKK69g9erV3NI5hBDL2K3OTn5+Pvbt24d9+/ZBJBJh0qRJSElJQc+ePbFu3Tp7nZYQ0oKoqCjs2LEDNTU13Da1Wo2kpCR07NjRbN+AgAD4+vq2dRNdXnV1NT799FPMmzeP1+PGx8eja9eu+OKLL3g9LiHujtdgR6vV4vvvv8eUKVPQqVMnfPvtt1i8eDHy8vKwfft27N+/H9988w1WrVrF52kJsVq1thrV2mrUn4yo1WtRra1Grb620X0NjKFuX4NxX41eY9G+zqR///6IiorCzp07uW07d+5Ex44dkZCQYLbvnUMv3333HXr37g1PT08EBgZi7NixqKqqavExg8GANWvWoEuXLvD09ETfvn3x3XffmZ2rqqoKs2fPho+PD8LDw3kZrtFoNHjmmWcQEhICDw8PjBgxAqdPn+Ye37t3L0aMGAE/Pz8EBgZiypQpuHHjhs3t+uWXXyCTyZqt9/Xzzz9DoVDgyy+/BABUVFRg1qxZ8Pb2Rnh4ONatW9fo0NfUqVOxY8cOK/4vEEJ4DXbCw8PxxBNPoFOnTjh16hTOnDmDp556ymw62OjRoxss3ElIWxuSNARDkoagTFPGbdt6eSuGJA3B28lvm+076ptRGJI0BPlV+dy2HVd3YEjSEKw8sdJs33u/vxdDkobgZvlNbtsP6T/Y6VW03mOPPYatW7dyv2/ZsgWPPvpos8/Jz8/HP/7xDzz22GO4cuUKDh8+jPvuuw8MwzT7GGBcfPezzz7Dpk2bcPnyZSxZsgQPP/wwjhw5wh1/2bJlOHLkCH744Qf8/vvvOHz4MM6dO2fT61y+fDm+//57bN++HefOnUNMTAwmTJiA0tJSAMZAZunSpThz5gwOHDgAoVCIGTNmwGCoC1Zb065jx45hwIABTT6elJSEf/zjH/jyyy8xa9YsAMDSpUtx4sQJ/Pjjj9i3bx+OHTvW6HkGDx6MU6dOQaPRNHiMENI4Xisor1u3Dg8++CA8PDya3MfPzw8ZGRl8npYQt7Vnzx74+PiYbdPr9dy/s7Oz8cgjj6CoqAhisRivvvoqHnzwwRaP+/DDD2PFihW4desWAODEiRPYsWMHDh8+3ORz8vPzodPpcN9996FTp04AgN69ewMArl271uRjGo0Gb7/9Nvbv388t4xIdHY3jx4/jv//9L0aOHInKykp8+umn+OKLLzBmzBgAwPbt283WwrNWVVUVNm7ciG3btmHixIkAgM2bN2Pfvn349NNPsWzZMtx///1mz9myZQuCg4ORmpqK+Pj4Vrfr1q1biIiIaPSxDRs24OWXX8ZPP/2EkSNHAjD26mzfvh1JSUncebZu3droMSIiIlBbW4uCggLu/zUhpHm8BjuPPPIIn4cjxG6S/5kMAPAUe3LbHu31KB6OexhiofllcfjvhwEAHuK6IH5mj5m4P/Z+iIQis3333r+3wb7TYqa1up2jR4/Gxo0bzduenIyHH34YACAWi7F+/Xr069cPBQUFGDBgACZNmgRvb+9mjxscHIzJkydj27ZtYBgGkydPRlBQULPP6du3L8aMGYPevXtjwoQJGD9+PB544AH4+/s3+1h6ejqqq6sxbtw4s+PV1tZyw2Y3btxAbW0thgwZwj0eEBCA7t27W/z/6k43btyAVqvF8OHDuW0SiQSDBw/GlStXAADXr1/HypUrkZycjOLiYq5HJysrC/Hx8a1uV01NTaM3fd999x2Kiopw4sQJDBo0iNt+8+ZNaLVaDB48mNumUCgaPY+np/E9W11dbcn/BkIIeAh2li5davG+a9eutfV0hPDCS+LVYJtEJIFEJLFsX6EEEqHl+7aWt7c3YmJizLbl5ORw/w4PD0d4eDgAICwsDEFBQSgtLW0x2AGMQ1kLFy4EYOxtaIlIJMK+ffvwxx9/4Pfff8dHH32El19+GcnJyejSpUuTj1VWVgIw5qh06NDB7JgymazF89rT1KlT0alTJ2zevBkREREwGAyIj49HbW1ty09uRlBQEMrKyhpsT0hIwLlz57BlyxYMHDiwySVxmsMOwQUHB9vURkLaE5tzds6fP2/Rz4ULF3hoLiGkKWfPnoVer0dUVJRF+997772ora2FVqvFhAkTLHqOQCDA8OHD8cYbb+D8+fOQSqXYtWtXs4/17NkTMpkMWVlZiImJMfth29q1a1dIJBIkJydz5yorK8O1a9es/L9Qp2vXrpBKpThx4gS3TavV4vTp0+jZsydKSkqQlpaGV155BWPGjEFcXFyDAKW17UpISEBqamqjbTp06BB++OEHLFq0iNseHR0NiURiljytVCobPc+lS5cQGRnZYk8cIaSOzT07hw4dAmDskp44cSI2bdqE2NhYmxtGCLFcaWkpZs+ejc2bN1v8HJFIxA3niESiFvY2Dp8dOHAA48ePR0hICJKTk3H79m3ExcU1+5ivry+ef/55LFmyBAaDASNGjIBSqcSJEycgl8sxZ84c+Pj4YN68eVi2bBkCAwMREhKCl19+GUJhy/djSqWywc1UYGAgoqKiMH/+fCxbtgwBAQHo2LEj3n33XVRXV2PevHlQKBQIDAzEJ598gvDwcGRlZeHFF180O05r2zVhwgSsWLECZWVl8Pf3N3usW7duOHToEEaNGsUNQ/r6+mLOnDlcW0NCQvDaa69BKBQ26P05duwYxo8f3+L/F0JIHd5ydqRSKS5evMjX4QghFtJoNJg+fTpefPFFDBs2zKrnWrPwrVwux9GjR7F+/XqoVCp06tQJ77//PiZOnIgrV640+RgAvPnmmwgODsaaNWtw8+ZN+Pn5oX///njppZe447/33nuorKzE1KlT4evri+eee86i4nmHDx9uMGV+3rx5+N///od33nkHBoMBjzzyCCoqKjBw4ED89ttvXACyY8cOPPPMM4iPj0f37t3x4YcfYtSoUWbHak27evfujf79++Obb77Bv/71rwaPd+/eHQcPHsSoUaMgEonw/vvvY+3atXjqqacwZcoUyOVyLF++HNnZ2Wa5P2q1Grt378bevXtb/P9CCKnD66rnS5YsgUwmwzvvvMPXIdsErXpOXBXDMPjnP/+J7t274/XXX3d0c0g9P//8M5YtW4ZLly5Z1EN1p6qqKnTo0AHvv/8+V5xw48aN2LVrF37//Xe+m0uIS7L0+5vX2Vg6nQ5btmzB/v37MWDAgAZJkpSgTAi/Tpw4ga+//hp9+vTB7t27AQCff/45N+2bOM7kyZNx/fp15ObmWpRHdf78eVy9ehWDBw+GUqnkiq9Om1Y3m08ikeCjjz6yW5sJcVe89uyMHj266RMJBDh48CBfp+IV9ewQQhzt/PnzePzxx5GWlgapVIoBAwZg7dq1FLgS0gxLv795DXZcFQU7hBBCiOux9PvbbguB8uXo0aOYOnUqIiIiIBAIuK56FruKc/2fe++91zGNJYQQQojT4TVnp6UFPleuXNns442pqqpC37598dhjj+G+++5rdJ97773XbJ0fRxcqI4QQQojz4DXYYYuLsbRaLTIyMiAWi9G1a9dWBTsTJ07kpq82RSaTISwszOpjE0IIIcT98RrsnD9/vsE2lUqFuXPnYsaMGXyeyszhw4cREhICf39/3HPPPXjrrbcQGBjY5P4ajcZsxWCVSmW3thFCCCHEseyesyOXy/HGG2/g1Vdftcvx7733Xnz22Wc4cOAA/v3vf+PIkSOYOHGi2crQd1qzZg0UCgX3Y2l5fUIIIYS4Hl57dpqiVCotqoTaGjNnzuT+3bt3b/Tp0wddu3bF4cOHMWbMmEafs2LFCrMFTFUqFQU8hBBCiJviNdj58MMPzX5nGAb5+fn4/PPPW8y74Ut0dDSCgoKQnp7eZLAjk8koiZkQQghpJ3gNdtatW2f2u1AoRHBwMObMmYMVK1bweaom5eTkoKSkBOHh4W1yPkIIIYQ4N16DnYyMDD4PBwCorKxEenq62TkuXLiAgIAABAQE4I033sD999+PsLAw3LhxA8uXL0dMTAwmTJjAe1sIIYQQ4nraJGfHFmfOnDFbhoLNtZkzZw42btyIixcvYvv27SgvL0dERATGjx+PN998k4apCCGEEALADstFlJeX49NPP8WVK1cAAD179sS8efOgUCj4PA2vaLkIQgghxPU4ZLmIM2fOoGvXrli3bh1KS0tRWlqKdevWoWvXrjh37hyfpyKEEEIIsQivPTt33XUXYmJisHnzZojFxhEynU6Hxx9/HDdv3sTRo0f5OhWvqGeHEEIIcT0OWfXc09MT58+fR48ePcy2p6amYuDAgaiurubrVLyiYIcQQghxPQ4ZxpLL5cjKymqwPTs7G76+vnyeihBCCCHEIrwGOw899BDmzZuHr7/+GtnZ2cjOzsaOHTvw+OOP4x//+AefpyKEEEIIsQivU8//7//+DwKBALNnz4ZOpwMASCQSzJ8/H++88w6fp3IJOr2B+7dQIIBQKHBga0hzGIYBv/MSAYEAEAjob04IIY7G+9RzAKiursaNGzcAAF27doWXlxffp+CVvXJ27nn/MG7ergIAeEpE2PTIAIzsFszb8Yl1btyuRGqeCiq1FrcrNMgtq0FOWQ1yyquRX66GzsDvpeAtFSE21Bf9ovzw3Phu8PWQ8Hp84loyiqvwj0/+RFGFGgKBAAKYAmIITIFxvX/DGCg3+e8G2wB/LylendITw2OC2vy1vfPrVfxxoxgPD+mEGf07QCKy+xrTDmMwMEi/XYkzmWW4XlQBtVaPWh0DXw8xFJ4SyCRCMAwQG+KD8b3CHN1ct2fp9zcvPTsqlarBtk6dOgEwzsZiH2/Pyb81Wj1+vphHwY6DfHMmGy9+fxE8xzPNqqrV40J2OS5kl6NHmC9mDu7YdicnTsVgYPDi9xdRoFIbN5jdY/LzpixUafD49jP44vHBGNApgNuu1upx8kYJiirUqNUZMC2hA+Q8Bt63KzT45OgNGBhgec5FfHwoHV/MG4KOgXU3uQYDg89OZuJUZiniwuQY1CUAQ7oEuFzP5+U8JZZ8fQHXCist2v/Y8tGICnDum/32gpdgx8/Pr9k3LcMwEAgE0Ov1fJzOZexeMByMATiYVoglX/+F1PyGQSGxvy3HM7BqTyoAIL6DHOEKTwR6SxHp74lIfy9E+nsiws8TnhIRb+dkAJRUavDub2nYl1qI7DLnnIlI2sY3Z7KRnFEKT4kI3z6ViGBfGRgGMDAMGJgPozbYDjY2YkyPAYzp30y9f7/7WxqOXruNR7eexldPDkWvCAVKq2rx4KY/cMPUwwwYg6LnJ3Tn7bX9nloAAwOEKzyg1RuQVVqNzcdu4s3p8QCAsqpaLP3mAg6l3QYA/JJSAAB4c1ovPJLYmbd22NuW4xl459erqNUb4CkRoV+UH3pHKuAjE0MiEqJCrUVZtRY6vQF7LxWgQqNDUYWGgh0nwUuwc+jQIe7fDMNg0qRJ+N///ocOHTrwcXiXxd49DehovMu6VlAJrd7g1l28zuaP9GIu0Hl8RBe8PDmuze4mA7yl6N/RH/tSC5GvVLfJOW1hMDDIKasxuyMntitSqbH6F2NF+efGd0N8B/tUk9/0cH/M/vQUztwqwwMbT+L1v/XEV6eyceN2FQK8pQiVe+BKvgoXsst5Pe8vKfkAgDnDOqNbqA8e23YGB68WYRXDQKMz4L6NfyCjuAoysRCPDu+CUxklOJdVjrO3ylwm2Dly7Tb3OTI2LhTvPtAHAd7SJve/lKfClXwVKjW6tmoiaQEvwc7IkSPNfheJRBg6dCiio6P5OLzLiwrwhK9MjAqNDjduV6JHWPsdzmtr57LKAADje4a2aaDDCld4AADyy50/2Hl5dwq+OpWNjbP6Y2LvcEc3x20kncpChVqH3h0UmDuss93O4yUV49O5g/D0l2dxIr0EL3yfAgBQeErwzb+GorpWj799fAKX85Rcb7utSio1+PNmKQBgUnw4QuQyeEiEyC2vQVphBa7mVyCjuApBPjJ89thg9IyQY++lfDz1xTncLK5q4ejO49PjxkWu/zE4Cm/P6N3i/ztfmfGrtVJNwY6zoC6GNiAQCBAXYQxwLufSUFZbKqrQAABiQ30ckh/ABTvKGrufS29gcC6rDLU6Q8s73+GP9GJ8dSobALDHdKdO+FGoMr4Hx8aFQmznXl2FpwSfPTYEz46JhUAAyMRCbJk7EDEhvugW6guRUICyam1d7lAjGIbB2VtleOfXq/i1hffCvtRC6A0M4jvI0THQCx4SEYZ3NSZIH7hShB2njXXXHhnaCT1Nn4HRwT4AgIzbVbDD/BjeXS+swNFrtyEUAE+PirHoc8THwxjsVFHPjtNw+lXP3UXPcDlOZZQiNV+F+x3dmHakyPRFE+Lr4ZDzR/h5AgDylWre7qabsuN0Fl7edQlLx3XDM2NiLX6eRqfHK7svcb//kV4Mg4GhUgk8UdVoAQAKz7b5uBUJBVgyrhum9AmHVCxEp0BvAICHRISYYB+kFVbgcq4K4QrPBs+9VliBx7efQVZpXY7ZM/fEYMm4bo2+d3+5ZMy/mRhf1xN4T1wIDlwtwtens5FVWg2BAHhgYCT3eMcALwgEQIVGh9uVGoddm5ba+kcmAGBcz1CL8298TD07FRTsOA273Wa4Wpa9vbF3Nal51LPTlooqjHewIb4yh5w/RG48r0ZnQFm11q7nSi8yzhC5YkUiPMMwWLvvGm4WVyHYVwYfmRhl1VpKpueRkg12vNq29EBsqC8X6LB6sZ9DTfx93/n1KrJKq+EtFWFY10AAwIcH0/HsjgtQqc3fv7crNPgjvRgAMDG+bor1PT1CAIALmO6KDUYHv7rAykMiQqS/8feM2849lFVeXYud53IAAI8N72Lx87xpGMvp8HKrcd9995n9rlar8dRTT8Hb2/xC27lzJx+nc0k9w+s+ZOx9h0/qsMNYIXLH3D3KxCIE+chQXKlBvrKm2aRGW5VV1QIA8ixMhs4srsJLu1Lwx40SAMBrU3ti17lcHLhahBPpxXZLpG1vuGDH0/F1lnpGyLHzfC4u5ykbPHarpAqH0ooAAD8tGoHoYB98beot/PGvPCRnlOCt6b0xrmcoAGDDoXToDAwSOvpxQ1MAEK7wRM9wORdQzRwU1eBc0UE+yC6twc3iKgyJDrTHS+XFznO5UGsN6BUhx+AuAS0/wcSXHcaqpWDHWfDSs6NQKMx+Hn74YURERDTY3p51C/WFRCSAskaL3PIafP7nLXx7JtvRzXJrDMPUBTsO6tkB2i5Jme05KrAgP6ikUoNpG07gjxsl8JAI8crkOEzuHc4VpDtuumMntmODHT5r27RWz2Z6dj47eQsMA4zsFswFLw8N6oikJ4aic6AXClUaPPHZGfzncDqySqrxZfItAMCy8Q2nsY+NM/buBHhLMTYutMHjXYKMN8I3b1tWr8ZR/sopBwBM6h1u1Q0qN4zlAj071bU65JXbP6fQ0Xjp2dm6dSsfh3FrUrEQMSG+uJKvwoqdKTh23fhlcne3YIQ6qNfB3SlrtFyybrCDg52UXKXdk5TLqo09O0UVmhZLHBxOuw1ljRadAr3w2WODueGOEbHGYOd0ZinUWj08eKw91F45Vc+OqYc5u7QGJZUarNiZgrLqWiwe2w3fmG6+7pwxNrhLAPYuvhvv/ZaGT49n4N29afjuTA60egZ3xQZhWCMVm2cO7oij14vxz8EdIRU3fB92DTa+3zKcfEZWWkEFACAu3LqFrLlhLCfP2amu1WHaxyeQWVKFw8tGmw03uhunn4119OhRTJ06FRERERAIBNi9e7fZ4wzDYOXKlQgPD4enpyfGjh2L69evO6axLWA/aNhABwD+uEF30PbC9uooPCUO/dKum5Fl754dY7DDMMZ8iuacMPXcTO4dbpbXERvig2BfGdRaAzdtn7SewcBwuS7OEOz4eUm5L7Ql3/yF31MLcTqzDLP+l4wKtQ6dA70arfLuIRHh1Sk98cw9MQDATRt/4d4ejZ4nws8TuxcMx98bGcICgC5Bxp6jm06cs1OrM3B5cN2tLBdSN/Xcvnl6tlr98xVcL6qEVs+4fT6p0wc7VVVV6Nu3LzZs2NDo4++++y4+/PBDbNq0CcnJyfD29saECROgVjtfXRO2CxkAAk25GyfSSxzVHLdXNxPLcb06ABBeb0aWPZVV1X2wNncuhmFwwhRk37mOkkAgwAjTtj/ovWmzCo2Oq4wsd4JgB6j7HDp6zVjReGh0XS7KI4mdm52Ft2RcNzxxlzFR976EDq3O64o29exklVZDq7e+VEJbuFlcCZ3BuOZVhMK63ve6qefOu2rAwauF+DI5i/vdkuFvV+b0U88nTpyIiRMnNvoYwzBYv349XnnlFUybNg0A8NlnnyE0NBS7d+/GzJkz27KpLRrdPRjv/SbEqG4heGhQFB7ddhon0ospYdlOuJlYcgcHO6YPSnuOi9fqDGZd5gXNBDs3bleiUKWBTCzEgE7+DR5PjA7ErvO5OHOr1C5tbU/YaecysdBphgR7RcixL7UQgLH2z+bZA3AqoxRXCyowa0jz67cJBAK8NCkODw6MQicbKm2HyT3gKRGhRqtHdmm1WYKzs2CHsLqH+lr9+ezt5FPP1Vo9ln9nLDrJ/h2aq73kDpy+Z6c5GRkZKCgowNixY7ltCoUCQ4YMwcmTJ5t8nkajgUqlMvtpC9HBPvjrtfHY+HB/DI0OhFQkRL5SbTZuXV5di6kfHce6fdfapE3urC452bE5UWw9E3t+mJSbhrBYzeUHHTcNow7qHNDoF3BMqPGLJ7OY1vOylTPl67D6RBp7Y+QeYqyeEQ+BQIAh0YGYM6yzRUUPBQIBuoX6QiZuffAmFArQOci583aussFOmHX5OkBdgnKlxjmHsdKLKlFcqYHCU4In7jaudOAKS9rYwqWDnYICY0Gr0FDzbP/Q0FDuscasWbPGbJZYVFTj48r2IBOLIBAI4CkVIaGjHwDgxI264YKDV4uQkqvEtj8yXaK6qDNzmmGsejk79vqb3lnDp7meneOm4ak7h7BY0aYvoQKVGtU0ddYmzhjsjOoWglcmx+HzeUMcOjmCHcpy1rwdtmenRyuCHV8nH8bKNfUydw70QmdTD10h9ey0Tk1NDXJzcxtsv3z5sr1OabEVK1ZAqVRyP9nZjpkCzuZGnKiXsPyXaZE+ZU3zJd1Jy9hhLEfOxAKAULkHBALjUFNpVW3LT2iFO4+b38R7R6c34M+bxmBnRBPBjp+XFH6mAniu3LuTW16DZd/+hVsljvsydcZgRygU4PG7otE3ys+h7WCDamddI4sbxmrFWobOXlSQHVKP8PNEmLxtJlA4ml2Cne+++w6xsbGYPHky+vTpg+TkZO6xRx55hLfzhIUZq3YWFhaabS8sLOQea4xMJoNcLjf7cQR2yubJmyXQG4x3/Bdy6op9WVMJlzTk6IKCLKlYiCAfY8Blrw+UsjuGse7s2TmTWYr5X5zFk5+fRaVGBz8viVnC/J06m2ZoZTowULDVf4/cwLdnc7DpyA2HtcEZgx1nwfbsnEgvRkll87MH25pKreV6P7qHtn4Yq1ZvgEbnfL07uWXG19bBzxNhpp7nAjv2PDsDuwQ7b731Fs6ePYsLFy5g69atmDdvHpKSkgCA1/+ZXbp0QVhYGA4cOMBtU6lUSE5ORmJiIm/nsZe+kQr4yMRQ1mhxOU8JjU6PK/Wm/13Jr3Bg61zfbScoKMiyd5IyG+ywQdWdwc66/dfw66UCHLxqrJA7IiYIomZm3UQ7eT6FJS6abhzYO3RHUFGw06SR3UIQ5CNDVmk1HvrkTxQ5UU82+54JV3i0apkPNtgBnHMoK8+U09fBvy7Yqa7VO21CNR/sEuxotVouj2bAgAE4evQo/vvf/2LVqlVWZ7VXVlbiwoULuHDhAgBjUvKFCxeQlZUFgUCAxYsX46233sKPP/6IlJQUzJ49GxEREZg+fTrPr4p/YpEQw2OMpdJ/v1yIq/kVqK03DZN6dmzDfng6U7Bjr6FJdqkItremQKXmeguBunWznrirC1ZM7IFXJvds9njOnjzaEp3ewF0/1wsrHXbHylVPpmCngQBvKb7511CEyT2QXlSJ2VtOwWBwjp4FW5KTAeNirJ6m5H9nHMpie3Yi/DzhJRVDbsoxKnTjoSy7BDshISG4ePEi93tAQAD27duHK1eumG23xJkzZ5CQkICEhAQAwNKlS5GQkICVK1cCAJYvX45FixbhySefxKBBg1BZWYm9e/fCw8M1qhJP6m1cLfjnlHxcMOXrsHcFFOy0XqVGh6pa4x2Vo4exgLoZWXl2WjKCTVDuFuIDkVAAvYFBsWlooFKjQ6EpWXvh6Fj8a2RX7m6uKWw5/0wXDXZu3K6CxlQ9u0Kjc1j+Gw1jNS862Aff/CsRIqEAVwsquKFnR0srMH729mhFvg6LrbVT4YQzstghOrbAZFgbFT51JLsEO59//jlCQkLMtkmlUnz11Vc4cuSIVccaNWoUGIZp8LNt2zYAxmmQq1atQkFBAdRqNfbv349u3brx9VLsbkxcKGRiITKKq7DjtDFRemrfCADGu2q11vm6QF0B26vjJRWZdSk7Ctuzk1Nmn4RftmcnyFfG9WSxH1zsytKB3lKLu+S7uHjPzqVc84UurxU6Zg0mCnZa1jHQC0E+xiKr7KQCR7teyFZObn39H18nTVJWa/UorjR+XrCrz4e1QXkMR+Ml2LmzZo1cLoeXl1ejtWyGDx/Oxyndho9MjFHdjeXZ2Z6c8T1DEegthYEBrhVS3k5rOMMCoPV1M3WH26skO5uz4+8lqRsyM43L3yw2fnCzCaGWYIexSqpquS9sV5JyR7Bz3UHXEQU7lmFrYbW0zElbYadhRyhav1YUOyPL2VY+Z/MGvaQi7n0ZZiq8SsNYLfDz84O/v3+TP+zjpHGT+0SY/d43yg89TAvP0VBW6zjLTCxW30g/AMZptvYIHkpNw1j+XlJuyIzt2blh6tmJDrL8LtVHJuam7LviUNblPGOw0zHAWEPEUTcNlKBsGfa95izBDtvzYUvZCmdd+bz+EBabQ8v27DRVssId8NK/f+jQIe7fDMNg0qRJ+N///ocOHTrwcXi3N6ZHCGRiITQ6AzoGeCHAW4q4MDlOpJfQjKxWcqbkZMCYjBnp74mcshpcylU2WdCvtdgKyv7eUrOppABw87b1PTsA0CXQG7crNMgsqXJ4TRZrGAwMLpt60GYkdMAHB647fhirFTN62pNgH+cJdtRaPbf0SpAtwY6Hc658zvbsdPCv67Via+24c88OL8HOyJEjzX4XiUQYOnQooqOj+Ti82/OWiXFPjxD8eqmA+1LpYVohnXp2Wue2kywVUV/fSD/klNXgr5xy3oMdtqigsWfHPNmQrVBr7fpDXYK8cSqzFBnFVUjNU+FaYQWm9Ytw+nXcbhZXobpWDw+JEPfGh+GDA9eRXlTpkDXoaBjLMlzPjhPU22E/O6RiIZd30xrsc6ucLNipPxOLdednhjtyfOYmAQA8OzYWFWodHh9hXFE4rt4wFi0Uar26YSzn6NkBgL5RCvycko+L2cqWd7aCVm/gusr9vSRmPTsGA8MlGVvbs8Pm7ey9VIBNR25ArTVA4SXB6O4hLTzTsdghrJ7hcnQN9oFYKEClRoc8pZqbfdIWGIaByvR3oWCneex1yi7x4kjsLMZgH5lNn7vOUEU5u7QaGp0eMSF1U+hzTTNC618L7LIh7rxkhEuvjeVOeoTJ8cXjQ7ienZgQHwgFgEqtc4quXVfDXrShfAY7DAMYDMaf+nVb2G0Gg/m+d9R26WPK2/krp5y/NgEoN+XrCATGL1U2T+VKvgqZJVWo0eohFgq47ZZiZ2RdLaiAWmt8bd+cdszSKtZgZ2LFd1BAKhZyr6Ot83YqNTqu1hEFO83jhrGcoGeHzddhZ4i1Vt3U87YPdooq1HhpVwpG/d9hTPzgmNnEiNxy44zQSP+GPTslVbVOWfGZD3YLdqgnwjYysQj+XsaLrcRO6ym5MzZfhdeFDtXlwCp/44+h3gfY/pXGbftfq9um1wJrIoHNYwBVHgDjl69AYOwq5nOKLZuvI/eQQCwSIj5CgagAT1RodNhwyLhUQscAL0gsWNG6PjZIAOpWyt5/pdBu63vx5VKu8YM9voOxzd1M5f7bekYWO4QlFQsbXV3eJl/+HXi7A3B5l/n2isLG928rZbeM730rOVOCMtsGthp5a/k4oGenSqPD+v3XMOq9w0hKzoLewECrZ7B+/zVun9zyhsNYfl4SSMXGzwdn6F2zB16Gse677z6z39VqNZ566il4e5t3m+/cuZOP07UbAd5SlFTVcjVUiGUYhuHqRYTZGuwY9ICwlV9UtZVA3nnAy1gl20cmRkywD64XVeJithJje/ITiLHBR4C3MTgWCgX4+4AovL/vGnaezwFg/RAWYOxdHN8zFF5SEd65vw8e2PQHLuWq8MOFXDw6vAsvbecbwzC4YioI19OU9xYb6gOktH2tHbvm62irje+v+r2Hf24EDrwJzN4NRA1u+ByDHjizBejzd8BDwX+bDAbgq38A2irgkd1AQBfzx05vNl4LvR9o8NT6wY6jh+3ZYSxbgx1fCQMhDG029TyzuAoP/vckF6z1jfLDw0M6Yvn3F/F7aiEu5SoRFy7nbgTrD2MJBAKEKzxwq6Qa+Uo1oqzsBXYFvPTsKBQKs5+HH34YERERDbYT6/h7U89Oa1RodKg2VU9uqVJwi3Y/DbwZDCR/AsgUwPIM44+w3n3CqBXGbaNerNsmkgBPJwP/+AoQ131oskNZF3kcymKrJ/vVm/HzwMBICAV134XWJicDxpL3n8weiPUzE+AhEeHBAVEAgO/O5tjeaDspVGlQXq2FSChATIjxNbM9O/aqcdQU3oOdm4eB8izjH/X+T4FnLgCx44yPGfRA+n5joJG+v/Hn62uBfSuBEx/y0547lWcCJemAXgfknjV/bNeTwK/LAUnjOVNssFNTbyaUo3A5O7bM5Px4MGbvH4h+gnQun65So7PrsiWf/3kLtys0iPT3xIZ/9sfup4fhwYFRmGoqbfLBgeu4XaGBVs9AJBQ06PVmf3fXwoK89Oxs3bqVj8OQOwSYhrHuXNGaNI+dPunrIYaX1Ma3uEZl/JIQSQChEPAKaLiP1Nv4U59AAIT0MP7U0y9Kge/P5Zitbm8r9v3Bvl8A4/IUI7sF41DabQB1C3s2y2AAym+Z35HX87e+EVj98xVczlMhNU/V7KrpjsL26kQHeXNDRwM7+0MoAFLzVbhVUoVOgdb3crWGqobH5GS9ztRrUg0sOAUEdzd/XCgC/v4ZcHk30O+fxm21VUDyJmDYs4BIDFzaaXx+zmnb21Pf148AEi/g7mXAsuuATG58/9fXcxpwZU9djxLDGNtium68pGL4yMSo1BhzFH09HJfjVNezY0POjtj4XB9BDSo0OpzPKsN9G//AI0M7YdW0eD6a2cCZW2UAgOfGd8PkPuHc9mfGxGLPxTzsSy3k1usKk3s0WAiYm5Flp8WKHY0SlJ1YgOlic/YcCWfD3pmE29qrAwD3fQIsvgTE39fyvo0puwUcXw/8uQkA0C/KWFzz2PXbeO2HS7xMS2WDHT8v8w/nhwZFcf+2qGdn/0rgw35A6g+NPuzvLcXYnsaZWHsu5rWusXZ21VSXii3dABjLD7BT/Xefb7t281pQsOq2McDxCgQCYxvfR+oNJMyqCzRuHAQOrAJ+eNr4e8xY4NFfgYe+sL09XLtKgKs/Axd3GG8GPBQNAx0AiJsKPHsB6DwCyDgG/LszsG2y2S7OkrdTXFG39EqrpHwHRA7CpTGf4bihN6o0Ohy8WgSGMfa+2KOciFqrx2VTYv7ATuY3ZDEhPvj7QONnwY9/Gd//9WvssNgcvTQ3rdpPwY4TY+/UKdixDq/JyTJfwC+q9TkOyhxj4vKp/wIA4jvIMXdYZzAMsP3kLfzt4+OoqbVt9kMZl7Nj/qV6T49QdAr0gsJTwlXkbpanqcr56U+b3GVUN2OwczqztHWNtbOr3AKO5q93RoKxwOkPF3LbbAV0Xoex5OHAk4eB59KMQYUlbv0BiD2AgfOMv/uGAp2GAR5W9MiVZTb/uKc/MPdnYMxrQMAdddVq76i87Rtm/K93kDHZv+SmWc6Rs8zIsjlnJ+Vb4MwW+FfdhAFCVKp1XJFLhgHe3XuVr6Zy/souh87AIMRXZjbLivXW9Hh8MLMfJvQyLkX0t74RDfZhJyGk8Njr7Eyozo4TY3N2KNixDhvs2JyczIeALkCfhwB/49CQQCDA63/rhbFxoViQdA43blfh7K0yjIhtfZHBupwd854dqViI3U8Ph9ZggNySYYG4acYvrC4jm9xlUBfjXeNf2UqotXr+ZxnZiO3ZibsjuBvfKwwekhTcLK7CxRxlm1SEZoMduQePH7MiKwKn/nOAwU80DEIslXEU+Pw+YMQSYPRLjffYCIVAp0TjDyvnLPDDAqC6GPAONrZjyL/qnh8YAzx1wtiuescMdpJaOzbPxor7G+DpD0PHRAAlqNDozPLFDqXdxp83SzA0OpCH1hqxQ1gDOvk3mtwtFgkxrV8HTOvX9KoG7OzF9NuVqNLouDpB7oJ6dpwYe6dOOTvW4WZi8TGMdXw9cHIDUFPWuufLI4xDYaNXmG0eERuEQZ2NgQO7UGdrld0xG6s+f29p81WkGQYoMt1pBsUAvWY0npdk0tm0QnWt3tBgZXFH0+j0uGFaGqNHmHnvhY9MjPE9jT0Lu87ntkl7eO3ZaU1vVEiPhoFO4WXgxAfAlZ8af05lUd2/s08BBq0x6dia88vDgdtXjENvRanA9d/NAyWRBAiLB6TmM36coWdHrdVzdXGCWxvsJMwC+v0T/jkHcZfwIirUOu4zie1h/L/f0nhpL+tcvWCntUJ8PRCu8ADDgOuJcicU7DixAG/jxVZa5XqrTjtSXUFBHoKdQ28Dv70EaPgfx+4aYhwjv1FkW7BTWm/Fc6t99yjwnyHGWWe6lr9kBAIBlxNwysmGsm4UVUFnYCD3EDear8V+0ey5mAed3tDgcb5xPTu2Bjs1ZcD73Y0Jyq2oYWPm5mHjjKy/djR8rPQm8H4PIGmm8Tx3Pw889CUwfWPd0Jm+fn2p14GDqwH1HV+M8gjgn98Az14EJq8Fhj9jUdNaytlhGMbuQ5DsEJZUJITc04aejfT98Pnj3xgp/Ivb1DnQC0vHdQNg7InR8vQeNBgYnM0yBjsDOzd9o2KJ3qbeHT5nizoLCnacWF3OjnsWebIX/mrsGIx3ab0fBDz8bDuWrhbQms9y6GpahZxdlby1bMoxiB0PiD2B0F6ASGr8Yj33OXDs/Safwg5lnclsZW+XnXD5OuHyRrvyR8QGQe4hRnFlLVLbYM053np2cs8ClYXA7avWDWM1JmoI0HM6EDOm4WM3DwOM3tibw54nbgogqXcd7XkWOL4OKM8G/vgYOPqusZbUnbpNAPw7AYPmAdGjGj6edwE4/A5w8VtuU0gzwU5xpQb3b/wDE9YftWuF3/rVk1tV66c8C6guBSIHg+k/F+eZumTyXhEKRPh5crOg+EpPuFlchfJqLTwkQvSycYYkl7fjZL22fHCvQTk3488OY1VpHV5oy5UUKI0fljYPYwmFwJR1tjdo99PAhSRg0nvGHAoTtmeHXZW8tUq4D+hWBDt9/2HM0VGYxvIrCoAfFxoDoKELzL/oTAZ1NnaVn8kshcHAQCh0jvfl1QJTvk5Y48nYEpEQAzsH4ODVIpzOLONqHtkLb8FOpxHAvH2AmocvoMiBwN+31/2+ZwlQdAUY9yYw8DHje6GpHr7i68B500yu6NHAA1uMAVJ00zleTco9AxxeA3SbCPR5EEDTPTtFFWrM2pyM66Ye0IziqgbDlHwpZvN1WjsT67eXgSs/ApP+D4K/fYCjZ3/jesN6RsghEgoQ6C1FUYUGtys0TfY+q7V6iIQCi6qen71l7GHtE+lndZX0O/U2XRPumKTs8j07r7/+OgQCgdlPjx49Wn6iC2BzMGr1BlTZOGOnvajVGbieDl5ydvgg9QbAABX5ZpujTT07eUo1qltZZbW6tq6AYmBr6oIIBHWBDgAE9wBiJwDDFgK6xouL9QyXw0sqgkqtw7Ui55mmyk7prT/t/E4D6wVq9pZjWl06XGHj4qMSD2NFZLaAIJ/uet7Ym5f0oHH2VGBXILRn4/sGxQIjXwAm/R8Q0Q/o+TdgytrWnTeiP5DwMNCjbvo5G+wU1Qt2VGotZn7yJxfoAPZdmdvmmVhsbl+QcbjKp15yOlvRu6XhukKVGmPeP4Lx645aNNyanGF8Lw9sbb6OTmOcdVddyg1j3SyugkptDNbLqmrx8cHrWPrNBa731BW5Rc9Or169sH9/XdVQsdgtXha8pGJ4SIRQaw0orazl1lohTWPXnJKIBGZF9lqFYRqfgWKtu5cbvyS8zGdf+HtLEeAtRWlVLW7eruJmQ1iDrQkiEwute3/cOglc3WO80+81o267QADM+qbZp4pFQvTv6I/j6cU4nVlmt7tsa7E9O3dOO6+PTQo/nVlm197SCrWW++LsHOSEpfdrq43BjdjDGHh0HNKwMGZjRr/Ez/k79Df+1MMGAaVVGugNxiq/Gw6l4+btKoQrPBDgLcXlPBVXNNQe6mZitfKzY+4eoKacqxQtlwrA3uKwRTibC3b0BgbP7jjPrV91taCi2c+FWyVV2POX8Qx3dwu2rq3XfgcyjxonKKTvAya/j4BBjyPS3xM5ZTU4e6sMJ64X44vkW9xCwLvP52Lm4I544d4eLre4rVt8e4rFYoSFhTm6GQ1UHj8BjarpfAyhABDVm7mrbeTmftztqyir1qLkFy38Qr2a3ZclEADiesfV6YA70/oEIhG8Bg6AyNcXEqkIqloVLhRdQGLI8IY7myg1SvxVfh4Mw2Bk5EgI9EIwDJChzECmMhMRPuHoHlDXq3a08DAYhsGIDiMgNkjAMMAt1S3cLL+JMO8wxAXGcfueKDoGnUGHxIhEyOABppkbGoms7sXptHqzffOKqyBhgM5SoHz/IYgYHRev6PWAoZn8RrEI5vsWpRnzE/w6NZhNZbbvHQueN3vcO/adUnYNN4urkf9jBcI7BUAkMr4vLDmuSASUllRhWF4aAr2kKP216WngImFdjqnBAOiv7jUWP4tKB255N79vI22YWFoA5BWg+OccqFRdmt230eMyxv/HTREKjftbuu/FnDLEpmWghwAIOy9CyaXGO607MQbcXXAJOgODG9/XwN+r6Tv4+tcnwwBsqohnfDwkoaF3tEEAkURo2pfBzfwK+GmqMbQ6B7UHJShp4rhA89eyUACI8pIBgRAI6QmtsOmA5M7rvsnjXt8HwcWvIO48FBjyJOA9A7pCgPnl98aPC6D+/WNjnydN7qtvfiKXpN6+Qh1wd95lGABk7QJ0egZpv17BCD2Df8V0waU8JRR5xTAcKUZZSXiz13L941pz3ctOZWNEXgl6Xb+Nkl8aLqra4DOiqeMWX4P4+LvYyMjxiuZhKDwkEB+ToEQADMzIgi6vFMyRUpTcDjU77k9/5UOUUoARMJ4k/Tslwu8oS1H/M+K7IzcxOFuFHmE+iL0iQckdJXzq72t2feq1wK8vGCvEA4AwEKI/LkFY9jtmVNzEuTwlPn8nFbV6BgMBRPp5wN9bipRcFbJ2Xcb/HTuMxeNiIREJrbruvYcNh8inbSqY30nAtFWFLTt5/fXX8d5770GhUMDDwwOJiYlYs2YNOnbs2ORzNBoNNJp6XaUqFaKioqBUKiGX83eXemPiJOzt9HyTjweWXELflI3c74fvWguDqPEPX7/ya+h/4QPu92PD3oFW2vgdrK/qFgade5f7/Y+hq6D2aLymg1+gGLNW342FBxbiXNE5LLy2FmX51Y3u6+Enwvq4hQCA4zOP4/e111B0q/FhDA8fCTb0fRZagxb7HtiHk5vykHe9vNF9xVIhtie+hIraCvw4/Udc/lyFW5dKGt0XABZsuof7995PUnDj3O0m9x15dAlEBmPvR2qPR1AQNrTJfUeceAFSrbG7PC3278jt0HQuQuKfr8JTbew+To+egayOY5vcd/Cpt+BTbbz7utl5EjI7T25y34Fn/w15RRYA4FbUWNzoOqPJfRMurId/+XUAQE7E3f/f3nmHRXGtDfy3u+wuvXcVEEVsNBtBY4kaS3JjS4wxxmhimjGSxMSb9kXTm2k3xphy04sxGk0xltiwgQ17CQoCAgLSy1J22Z3vj2EXEVjaIsKd3/Psozvz7pkznJkz77znLZzrNaNB2dATn+CefxqATO8bONt7doOy/U//F88c0en0skcEp/o90KBsn3++xydrPwC5rv04Efpog7K9zq2m66XdABQ4B3E0/IkGZXskrcc/TbTWFjv4cXjgMw3KBqT8RWDKRgBKbX04OOT/GpT1u7iNnhfESuHl1q7E3fBqg7JdMnYRfF60cmmV9uwd9naDsr1v8GbMXHH5R1ep5/PHdzUo63H5CCFnahI37hi1okHZ62GOsNNkEnnoNdP3A4P/D42dT72y1hV5DN2/xPT90IB/U+LoX6+sUlvC8NiaenJHwh+n0LlXvbJyfSWj9iwyfT8eMp88t4bLLoyOWWD6/8m+88jxHNCgrDRHiFyLOSJw00bU3S1bRLi4uBgnJ6dGn98d3rITGRnJN998Q3BwMJmZmbz88ssMHz6cU6dO4eBQ/43+5ptv8vLLL7d536z79gUzgTZyRydsBtTchDIzmVH1Nna1Zc0s1cntbGvLqho2yerSM9DExZFYmEiJtoQKM+HHSrmSu4LvIqEgAYWs8WRy4Z7hVBmqUMobN3eGeoRSpivDWmENWG5d2Do0FCu5+NphZW0+LNM6NBS1UFEta94kbN2vPzaCOOlZqT3Ny/YJxqZIAL0WpXf9Dwkj6uDe2BjENzmlquEEYADqoCBKC1Wk5mkQXMz3V9WzJzZV4kNSqaz/4WOSDfDHhgMgCKgCzMtesnMnsPpaU1l1Myur7NYNG29Rtkxh3hKr7NIFGw9RtlJuPuFisYMbp10DsFVb0dXXfB+svDzJE3qTVVSBo7P5dq08PLBxEPsgl1nO/0vh4lLr/jSH3NEJGz978U3cPcjsHCG3d2j6HGGtxKZ/L1CJfmPm5giZtXXtdq0b/lvIVKpasnK7hpfwZAo5Nu6VouXU0Re5bcPLjzK5HE2vfqTkanC0USJ3NL/ke2UfFMbM4A1gHR6OFaIZTCOYzzTerDmidxBZubnklekxODUy9/TtQ2mRK6l5GrQO5pMNGueIs5nFXLY1f27qoCBs9OI5KZXm7w3jHFGu1ZNRbv7eSLf3IEcfAECFvfm/g9LfHxtfUZmUq1tXSb41dHjLztUUFhbi7+/P+++/z7x58+qVuVaWHRDf8hpCJgerKzLQ1ie7eO1x/jqRyeLxwTw0umfT2pWBleqKdrX6OnZnfVEh6YueouLIEVSOdnht/4uCqmLclR6oFdb8lrieNw68iYPKgb9v/xuFXAEyUF7RbpVWb95ErW6hbPXS1J9Jf7IjbQevDn0Ve5W9WVkjy7b8Q/HX33BPwt9Yh4bSY9V3Jr8Mvc6AwYw920olb7qsUo6s2j6srzJg0JuRlVUhe8MLENA/cQ6DTc1EsvOfyyz46Qi9vR1Y9+gwFEq5KbqpsXYVSjkf70zk/a3nmDGgK6+ZKTCosJIhr14X0usNGKrMtGslQ/5uIOgqMDy4G71zjzoyOr2B8Ff+pkqA/S+MwdPRGoPegN5Mu3IrGYrqPhgMAnpdw7ZvuUKGwqpx2Q+3JbBydzJqlYIN0TcS6GZHVSPt7krM4f5vDhPoZsuW6BENy161NFWlNZA4ahT6omL816zGumdQg7KvfbyJqSufQ69S0yd2L7Ir1q2act+3SPbq+76Vc0SNcO37vjmyZu/7Xe+gjH0Loh6D8a9TpdXz2a4k/rP9vOk3UyK68MbUEADiUvO596uD9PZ2YMOCYS1e6r6aK+/7sct2kppbxtdzBxNZT4Zjs3PEwS/EHEZ9J8PUT7FSyvnzZCbvbkng47vC6eMlPls2ncrkqV+OM9DPhe8fiBTbVcp5b+s5Pt6ZyD1DuvH02GCGvLENQYAdT4/E27HGyV2hlLM2Pp1//3oCB6WCLU8Mx8O+fgW01nzSlPu++v4sq9BhhaxBn7YNpzJZtFbMIWSvtKKisoqFo3syf1TPOrJX3vdtwf+MZedqnJ2d6dWrF4mJiQ3KqNVq1NdIw7zypmuJrLODGp0MCq6K1mlWu6q6skpPNwK//IyEiAHoCwuxLa3CySvAtH9qnyk42TmikCmwUsuxktdtw6qedhuiWbLVk/u0vlOY2meyWSdSq6vKFWSWVjAtdR8Kgxb3GbfX+q1CKaepvWiWrJUchdk7SSHmG1E7olBaobhi7Hr6OqCTwfl8Ta2JqWntQp4xesRJ3eRrQqGQo9AWim/1DR1gwUGwdUcul9cbsqlEgWe1I2NqfhmejtbIFXLquUzqRS6XIW9ifxuS/eVQGiv2JIMMXp/anx7VxU4b+zsM9KvOXJ1XRpGuqkmRNzKZDKVagdrbg8qCXMjJQtmv/qhPmUyGISkBhUGLrlsPVI04yrd2jrCIbDPuz+bImr3vh8+HkQtBbW+SXXBzL+4bGciFHA3ZxRUM6+mO0lipuzq6Mqu4os59b7YPzZC9rNGik4G3m02jf786c0SPSJA9L0a0Vf92UphvnTpUXi426GSQXa6tdYxL1U7Jvq62ODuqCfJ15PSlYo5nFtPV3Y5z2aUEethRUlHF29X1taJv7oWvW9N8YBQKeY2vWGGamEvJzlP029n5OmhyxXQCMhm2jZSXmTqwKxH+Ltiprdh9Loen1hznt1OZLBzX67pNkdLhQ8+vprS0lKSkJHx8zC8XdBSM4ecFbVAfS65Wo3AVJ359fm0fGSu5FeMCxjHGfwxW8vbTiZt74ziciMe7rAC9nT2OEye07uAXdkHcJ5B2qHXtANz6HoxdCna13xa7udqiVMio0BnILG5+lEluS3Ps/HcMvOomRmXVh71nowUn/d3EJYrUvPp9vNqS2MRcnl9/EoDoMUFMG9C1yb91slUS7CWa9mOTGvYNqw+lr/jg0l0yXz3d7mISAKo+fczK/U9j42xSdAAwiJYoW5UV/bs4MaaPV63aa8acNIVlOip0lk/FUVSmo7hCfKlsUei5bwTc+IRY4R1ES8+uZWJ01hU0FI2VXq3sdHEWrTjGUPL41AJe/+ss4z/czej3Ynhs1RHyNFp6etozd1hA8/sJYlb494Lh4Oei0nPwczi9rsZhuQkEuNvh4aBmfH9vrJVyLuRorutkhB1e2Xn66afZtWsXKSkpxMbGMnXqVBQKBTNnzmzvrlkEo7KT10bFQK2qlZ3fD33Hxgsb2+QYrWV3+m6W7FvC7vTdjcr2P7IDAP3YicjN+BY0iX82wJbn4PyW1rVjBqVCjp+rqDS0pGyEsY6QW3Mn57LqPDON+DOYw9jvi/nXVtnJKakk+udjVBkEpoT78uTYoMZ/dBVj+4p+Vj8fvNis3xmVnSozyk5JhQ6fnDQAXMMaXlpsEin74D9hsPb+1rVzvXMhBr4cZzb80NHaCttqS1FWG4Sf/3FCHNPe3g51iuq2iJ2vw87XxOzXV2BUdkorqyi/In9aRnVeJmPV8gHVys76oxn8d28yAGn55ew5nwvAy5P6tTyJYFWluEbq3E1MOTDqOTF/UhN8Ma/GXm3FzdV15347av4loD3p8MpOeno6M2fOJDg4mDvvvBM3Nzf279+Ph0czcw5cp7SlZQfAyl20NOw6+Qffn/m+TY7RWvZn7md94npi0mLMymUkXiQ0TXzbd7+r4aiDJuMTDv3vAO+Q1rcF4gRz1VseYFp+MVYubg41SdCaOTk/fR4WJ4kVqOsjLwk2PQt/m4lschXN5xfzWlfuoiEqdHo+3HaOhKyaiD+DQeCpNcfJLa0k2MuBt24PbZHZfOYQP+Qy0bKT2IzEiDWWncwGZVJzNfQoEouNOoe2UtnRXBYTvhU3fLwOj0EvVlfPOAylWQ2KyWQyUwmYtkgsuOawqKBOH2TekbdBClKhJLumfljIdLHiu7K2k7a9WsyfBjX3b5XeYCpz08VZlDcW9SwsE5P7zYny5/lbeuPnasvcoQEM62neidgss36B/7sslosBGPWsmN39SktbM5gSLt4Xf564hN5cnH870uF9dn7+uZ6Cdp0IF2N9rDaqfK5wFZWd4TYhFHVrQdr3a8DobqOxklsxsmvt/hkMBpLizxAY0QeFlYL4ld8SJBhI9Q1iQkS/1h84Ypb4sQQHv4CNT0O/aTD961q7bgnx4e8z2Xyx+wIzBnczmbGbgrFURLMrNCuswM7MZFlZAgdWgq07jHutXhHjMlZbWXZ+PHCRD7edZ83hdLYtGomNSsEXey6w+1wO1ko5y++OqLXM0Ry6utgyurcX285m88P+i7w0qWnXi7J6edzcMtbF86l012rQy+Soe9UfSt1kAkfB/X837FvVGZArYPADYqboRpbMvZ2suZCrMRX7tRQJWSWcSC/CSi4zPbibzc93Q/YpuGedWHvslmX1islkMjwc1KTll3O5pJJurrZcLhETKVrJZSbLTxdnG7wdrckqriCsqxMv3NoXlZWch0bUDRhoEa2ts3YFI3p54GKrJKekktikXIYHXX/Ghg5v2enstLllx01cxhrjOIhHwh5pk2O0lkHeg1g0cBEDvQbW2r7lteVUzZ7OhnsfQ6fV4RqzCQDVlNvbo5vmcQkQ/y2u+5CcHO7LkABXynV6XvnzdJOb1FYZTPWXWpzeviHceopRMqNfaHBpoa2XsXb+cxmAjMJyPolJZF9iLu9sSQBgyb/60cvLfJhwY9wbJYbV/xqfTmllFbmllY2m51d2adxnp+iEOIZFHl1aH2pr4yJmN+4ysHHZjswt78DNr4i+YmZoK8uO0aozpo9n85eEjQgGQFYnU3p9GF9OjH47xozJPs7WpkKhMpmMBTf1YEiAKx/fPQCVVRs+rqsqIT8ZitJb9HOlQs6toeKLwPW6lCUpO9c5RmWnsFzXJuZBhZv4dl+V1/a1gixJweU83Nd+B0CvIzFsnLMQN00BJSpbbrh/ejv3rh78h8GTp+H+zXV2yWQyXpnSD4VcxpbT2exMuNykJvM04kSpkMual7o997xYsPDw1w3LqO1h/OticcgGHJX9qi07uaVaNJUtq+3VEJrKKg4m11yTn+26wIKfjqA3CEwb0IWZQ1q41HAFN/Z0p7u7HSWVVQx4ZSuDXtvGzC/2Yy4bh8lnJycHQVvzAlJlqDn/qgRRIasMsNAbuIQJr+qILEtadnR6A+uPisuO0we24rp6NA6W5IF3aO3t9VxPJifl6mUso7/O1Vbd2VEB/PJIFN1cLVhyJCNe9AGL+6Rm2+534aNw8d8WMiVczAu2+VRmLV+k6wVJ2bnOcbYVH2KCAIVtsJRltOxU5TcvKuVaYxAMnCs4R3x2PAB7Xv0Ae20ZuupY515HxYy1mTeMwdbeQhPDJ0NhWU9xcmgtKltw6tpgra3e3o7cNzQAgLc2/mM2x48R4xKWm52qeZXHc/6BuI/h2I9N/009OForTdenpa07cUl5aPUGurrYMLKXB1q9gcIyHaFdnXhjaohFwlvlchnzbhSzuWqrLTqHUgrYdrZhZVPh6opMrQZBYNGaueSW51KmK2P2xtn8eFb8e9qkimkvlJYoSJy8B07/BoXNc6TukFRpxeVTM/g4GS075RY77Paz2eRptLjbqxkV3MrlF7mi5uXgzyfgdR/Yv7KO2NURWUbLjm8zlrBbTPZpOPUrJG2v2eboK9ZJM7T8pWWgvwtdXWzQaPVsO1u31EZ7Iyk71zlKhRzH6sq5BW2g7BhDz0+d28f2i9sbkW4/tqVu4/Y/bufNA2+SdSENvx1/AFDw5Itc9A40yfV7+F7LHVSTI34aSM9vaRaOCcJBbUVCdkmTJoucllZodgmAoQtF/yFzGPSi02V+MmSdhBO/1HlL9W+jpayYc6LCMSrYg5cn9cNOpcDTQc1nswe22E+nPmZF+vH7gmFsf2okD40Qr6OPtp9v0Lojk8mQe4v1jDKTjuOgcmDDhQ2cyjvFZ8c/o6CiAI/sVABcWuucDBC3AtbMgaQdrW/rembff+A1DzEk2gzG8POs4oYzvTeX7+LE8Zo+qCtWFk1+J4CurF4FzpgE8Gplp+u1UHa6DoZxr0P43TXbImbDC1kw+eMWNyuTyZhc7e/0+7GM1vbS4nRir7fOg5u9muKKKvJKtfQ0v6TdbKzcxPVlB40ehdU1uNFayACvAchlcgZ6DWT/0rcJ1utI9e7BuHnTuRgZwcV58yjo0ZfJAy3wgDHy4A4x74SrhZYjss/Aof+C2gFurluuxMlGyewofz6JSeLjnYnc3NfLrAUj11ih2aGZyo53SNMizGKXw7alYkRaQYoYLWPtDL3GmUT83Ow4nl7ERQvm2hEEgZgEsd7ZqF6eBLjbsfPpUais5JYJCb4CmUxGWDdnAB4eEcj3camczCgiJiGHm3rXf7OpunShPPUij3nPQK1QM73XdDQ6DQO9BlKclIdnqWgl7TY4rPUd9AiGikJwbrjWX6fA2ln8t9T8Eq7RsmOpyufns0uITcpDLoN7bjBfGsUsuYmwe5mYUHDkv8Vto56DG58Unfyvwt1BvI5Nyo5xGcvlGszBnn3Ez5VYyAF+SngXVuxMIiYhhwKNFhc7y96vrUGy7HQAXKqXCvLbwEnZqOy4VygJc7fA5NxGuNu488eUP7ileARBh8S3XI+nFiGXywkI7cWIQ3uY/PNnlj2oczfw6idGiViC8nw4/CWcXNOgyLwbu2OtlHMivciUT6MhTAkF22pCcQ0EhQoEPXhWL8lclXTMz1WcnC1p2UnK0ZBeUI5KIWdoT/H69HS0triiczVu9mpmVzst/8eMdUfdRfRNCNaJfZPJZNzX/z5CPUI5+rZYiPOCfz+cvFoRGmzk5pdFP68eoxuX7cj0nyamQrhrlVkxo4Py5ZKKRp3Jm8L3+0Wrzpg+Xs2KgqxDQQqc+BnO/lGzzcFbtKLWE85tclAubYdlrDYkyMuBvj6OVBkENpy8vtIlSMpOB8Cn+gZIaYNMtcZlLLQ6rLXXZ34EI75qHy6//DJyBM6HDWfgbR3sAeATLi4fjXutXqdFEB+4M4eIb/HLdzT8wIUrSkU017JTWVKTC8QcwRNF0/b0b2DCW7AkH0LuqCXiX51rJ9WCyk5MtYP2kO6u2KqurfH5weGBqK3kHEsrbFDZtGog/Dz9XAqBh3cC4Dz/vrbtaGdD7SCmQmgka7ebvRqFXIZBqFH2W0pJhY5f48XoozlRAa1qC7dAMZpsUP31GK/G6LOTW1KJIAgNOii3CZknxHxAV0dZbnkBVt1db8Roc5g2QHwZ+HpvskUUUkshKTsdgNAuYoXf42mFFm9bbmOD3Fb0u9DnmrcktDfb3vqErrlplCqtOTnHk6LKNkxNXpYvRisct2AeJ7W9qOj0n9agozLAwyN6oLKScyilgN+PNTzxtDih4Nr7xVIRx34yL6dQYip2pXagvsJXxiiRNAsqO9vP1vjrXGs8HNTMijRv3blkJ4b7a9JSam2Pf/sjlAY9p7vJOOqf3OZ9/V9EIZfhVa0otNZJ+bejGWi0egI97BjWs/FwcbO4BsKwx2HQFUpuXhLs/xROrq0jfqWDckGZjvLq8hdtbtkxGOCL0fBeLyi5am75ZwMk/CX66bWCu4b44WKr5EKuxuz8da2RlJ0OQGhXZwBOpBdavO1sTTYaB/HtuSr/+g0/ryyvMIWab5rgxs85v/PlyS/b7oBF6WKpiK1L2u4YDeDtZE10dYX7VzacaXD5ssV1sYylIqydWtbBnATTf42JBdMLytBZ4C2uQKPlYIrYv3HVKeivNQ+PDERlJSc+taDe2llbKo4AUJpWo9CknDiHf9xWANbeKCMmLcasVa5JVBSLpSI+HwV6Xeva6gjEfixm7daYf+kyhp+3tmTEz4fE3Dr3RPq3TfHK7NOw+RkxoehVGO9Zrd7A2cxi0zZLOt/XS3mBmMtIoQL7q+6vG58Ua/i5tMJ3CTFD9MMjRT/Hj3act8i8YAkkZacDENLVCZkMLhVVcLnEssm0UopTuGgl3mxVeddv+PmZnQew15VTrLZjxIIXCHEPYXjX4W13QJUd9L8deo23bLsGA+Scg3Pm6209NKIHwV4O5Gu0vPbXmXplcltaF2ve37D4QvP9QAx6+GIMrBgimsIRfSjc7FTo9AKHUlqvLG87m43eINDb28GUx+da4+Vozd3VS4n/2X6+zn5Hf3EiV+eWIBgMnNp5gMw5s1Ebqkjx7ckni/ewdtLa1j9Ay/NFX5CcBItmu71u2f+JmLW70LxlwVheJe5Cy+erM5eKOX2pGKVCxpSILi1ux0RJlvi5Uil18Yd+U6HHTXXErZUKU5Tt3kRRuevibCHfQHPYucGiM/B8Zl2n5IFzxUzWji3MIH0F90b542anIjWvjPVHro/ILEnZ6QDYq63oWX2Dn0iz7NKNi7UL9p7iza6/jhMLZuyOBeByQF9G+o/ix1t+ZLD3YE7nneZEjvjgvVR6ibN5Zy1zQLcecMdXMGm5ZdozknUcVgyGn+6EpJ0Niqms5Lx1ewgyGaw7ksH3cSl1ZGosO81cxpIrxElP2UyTuVwBTl3EYoEX94ub5DJT1NJ2M/lpmsqW02LI/YT+7WPVMfLwyEBUCjkHk/NrJTcEeHjMcyCXI9NVcfKRaLQLH8K5vJgMt66EfbYCV1tXy3TC3kssFXFX6/IhdRgiZovWBRvzf79/VWfq/fP4JbRVLbMarIkXrTpj+3iZEre2ik3PiFXED39Vs80nTPR3G/WsGK31UQTs+8i0u7e3IwArY5KAaxSJZaSNy4/YqqyYP6rGutPScbIkkrLTQTCGxx638FJWL5de9Os5FICqvOvYZ+f4UQCsBgxAJpMhk8nQ6DT8e9e/uXfTvSzetZgJv07g9QOvt3NHG8EnHCIfEdP/B5i3TEX4ubDwJnE568XfT/Pl3pplkwqdnvzqDMrNrovVGia+A89ehMiHTJvG9jEqO9mtWrrRVFax+7wYcj6+X/sqOz5ONkyJqC5ueLy234FMqTTVyFLu3o5NlZYL/v0Y/Psv+AZZMERcaSOWiujskVhGbnoOxr4Ert3Nit3Y0x13ezUFZTp2nctp9mG0VQaTL8n0QV1b0tO66HViFfGGFLWEvyD/Amx9UUyeCCybHmoq9gnXyDnZ3P0pCFCUAYnbLHKoWZH+uNurSS8o59cjLStDYUkkZaeDENa12kk53fJOuYrqLMrXq2VHV6nFJ+0cAH43DTNtV8lVTAuahp+jH/PD56OQK7BWWFNeZbnsqhZHJoOJb8Pcv5r0dvXkzb1Mb0ivbjjD2urokV+PpGMQwNfJunk+O+UFYtTF3g9b0nsxnPaqUNrhQR6oFHJS8spIyml5BfRd53LQVhnwc7Wlt3fr6l5ZAqPP0M6Ey3WUOO+lS0iMvJlv+kzkkzEPMWrd9zi5iw+upMIkXtj7Ai/H1c2lJNF6rBRyU/K63442f4lkxz/Z5Gu0eDqoGWGpgpUzf4IX88Rlq/oY9jj860NYeASsREuSv5sdvzwcxUu39WWQvwuTwy2wnGYOfZW4BL1+fo3f3pWUF8AHfeGH26G8sNWHs1EpeLR67vp4RyKVVe1bQkJSdjoIRsvOifTC1js+XkGVoQorY32s69RB+Z+98dhWVVKqtCE4KsK0vbCykPTSdJaNWEagUyBb79jKf8f/FxtLJEeM+wSWBbWdg7JxCcmgh8K0BsVkMhn/Hh9sUnhe++sMOSWVfLbrAgAPjghsXqmI4ktiqYhYyy3P2amtuKGHGM2yvRVp4reczgJgfD/zyRSvFUN7uqGykpNeUE5STikABzIPMOHXCTxT8RfRvuNZHTyGO5+4Bzu7mmtOq9fyR9IfbEnZ0rp7NfsMnF4vOrr+r1ClFR+6jTC12s9m69lsUzHcprLmsPjCMHVAF8tmTJbLa7/A6Mrh3WB43Re0GjFSy612glKFXMbcYd1ZO38o/bu0MGCgqaQdgNxzkLBRjK68GltXMYGqVwiUWqbcw92Rfng5qskoLOeXw+1r3ZGUnQ5Cb29HVAo5hWU6iyZwe3Lnkyw9+z4A+uvUQTktRvTXyfYLxkpZM5l42HqwNGopwa7BgJh40GKU5YLmMugs6xBei4wj8HZ3+PY2s2IymYynbu5Fb28HCst0zPg8jov5ZbjaqbhrcDOXTdSOMDQaBrSirEbCZvh5lpgNuhrjUpaxzIXBIPDL4TSGvrmdO1bG8teJTLM5NzafymTDCTEJWXv76xixVVlxQ6CoxO38R1wuSStJI6M0gwOpqQiCmFNk+FXWgZ7OPZkfNp/Xhr2GQWiFr8LZP2DNXDj4ecvb6EgcWyWWjFj3UKOi/Xwd6eVlj7bKwKZmJK+7XFJBTPXSV6uKfjYFK+vqOUQDlaU126u04j3UyhDvZtMtUrQo37KsYYf3BQdh/l4xc7cFsFYqWFC9FL9iRyIVuvaz7kjKTgdBZSWnj6/o0HbMgvl28ivyybEWfT+u12gs/TEx1FcWMaBJ8hVVFaQVN2wtaRI3LIBH9sHQx1rXjjnceoK2VIy6qc+sfAVWCjmvTRFLYVyoXiq6b2gANqpmhqo6d4Nxr8LYpS3qMiD6HvyzoVZE2ehqJ+X41AKe/fUEUz/Zx7/XnuBSUQWHUwtY8NMRbnovht+OZtQqcioIAtvPZrNw1VH0BoHbB3RlgJ9LnUO2FzdV5/rZ8Y/ofH2z/81M8nid/IxRuNmpePHWvnV+o1QoeTT8UUb7jUZRT26iJuPgA35R4GGBgqIdAdvqXDeaxv1wZDIZUyNEf5tVh5p+r68/koHeIBDh50xPz7qZjVuEVgPrHobNz9dO1imTwcN7YMRiMY3F+WpfmHUPwqoZrS7E22wUVhBwI4TeaV7GwswY3A0fJ2uyiiuIqyeVw7VCqo3VgQjr6sTxtEIe//kYi9eeILSLE3cN8eNfoT4tzs/w2c2fket7hPKfHr4uLTv6Kj3eqf8A0HXk0EblD2QeYFHMIvwc/Fj1L/Op581i5yZ+2hJrR5gfC+5B9Sbsu5pBAa7cMbAra+PTsVMpuLe1WV9bStA40GtrOVh3dbGln68jpy8Vm/KX2KkULBwTRJlWz4/7U0nLL+eJ1cf4aMd5kzPm2cwSUwj9raE+vH27ZSqaW4qbgj15+c8zHErJp6RCR06xgjX7lBj03VhyV9+2rf0zcI74+V+h+3AxJYJNA8pucSbseQ8ChkG/qUwf1JUPtp7jeFohx9IKCa9e6m8IQRBYU+3zZlGrjiZXLBWhUMP4qwIkvPtDzJviy4F3KASNheBbxGhGZfukVrjWqK0UvH17KB4Oavr4OLZbPzqNsrNixQqWLVtGVlYWYWFhLF++nCFDhrR3tyzKbWG+/BqfjkarR1tl4HBqAYdTC1jy+ykiu7syKtiTGYO7NUvxsVfZYx0QwnlAX1SEoNMhU14/OT2O/LUTe20Z5VYqQkYMblS+p3NPyqrKyK/Ip7CiEGdjgcHrFc/mvbW/cEsfKnR6xvbxwsm2meNUUQSHvxajwVpT78u9J9z4RJ3NH84IZ+PJLOQysFVbcWuID97VCeAeGRnIV3uT+XTXBS7kaEzWKRD9FiaH+/L27aEWrjrdegLc7ejubkdyrob3t57jYHI+Wr2BUcEeTAprOB+JTq/jfOF5CisLGerbuJIugejHZi4dwtEf4NAXcGEn9JmEu72af4X6sO5oBt/GphA+I9xs88fSCkm8XIq1Us6/wnws12+1A9z8Kugr68+MHrUAvPqLLwkgZlAPuaNJLzgWI24FVFWKxzVXVFYQxKXT9EPwwDaL5NwBGNHr2mdDvxqZYElv13Zi9erV3HvvvXz66adERkby4YcfsmbNGhISEvD0bLxMeHFxMU5OThQVFeHo2H6aZ1PQGwRKK6vI12jZeDKTVQcvkl5QE30UFejGF3MGYa9uXI89mHmQAV4DUCDnn/4hYDDQc/culJ6exHy2CqvPlyMgI79POG7jxhJ19yQUVtfuBr10/iIpd07HpbyY82HDmbS6ab4LZ/PO0sulV+uWEM78LtaQChwFThYKT21vNj8nJm4LGgezGi5G2pYUaLQcSM6jXKenSi8Q6GFHXx+n5i/HXUNe+fMMX+0Tw/6tnA6jktnzx7y59PRo2PJ3OOsw9225Dx87H/6+4+9r1dXOSeHFGmvPrw+IykP3EYBYQmfyin0oFTJinx1jKsNQH8+vP8lPBy4yJdyXD++KaFDOopzfBvlJEHgTePS6Nse8mtxEMbeXYIAZP0Af8z6CrBwG2adgxo+i9Xn7KzD9WzHHFkB+sqiUOlwfvnVNfX53CmUnMjKSwYMH8/HHHwNgMBjo1q0bCxcu5Nlnn230922p7Bw48jklZXmEB0/B3aMPALk5ZzmW8BsOtm5EDqhxxjt07CuKSrMJCboVL69QAAryk4g/8wu2akeGDl5gkj164gfyitPo0/1mimS92H0+h29j4uiijMHdwYnJo542vWTkZfyOpiINN5eh2LmKfi+7L/3An5nfMdo2ggm936Lbg3egKCyg7M6paM6fx+PoqTrnUuTsTNGUOVhXh9jaaNJRV+ZRYeNNhY0XADJDFU6FYvRIoWtNFXUbzSXUlTlUWntSbmt8qzLgnH9SbNulP4JMfOBZl2dhXZ5N4R+xeOZmk+niy8A/1+J0eY/4s6BxNZaJ3PNw+azoi+J7xQT2z0Y0Og1xNjZYqe0Z1W2U6GuSdYrTaMm0cybIJQh/R384t4XyyhL22aiQqewY4zcG3g6A8gLOTv6ADFc/Ap0CCXQOBMS39l3puwAY4zfGtOySkJ9AWkka/o7+BLkEAaA36NmZJiYPHNltJEq5aI1JKkwiuSiZrg5d6X1mk5hS/q4f2aYTlxJvVHthnZ8Mzn4k2zmRVJiEj70P/XJSxAiunmPYmXUQvaBnqLU3tnkXwLELaY6eJBQk4GnrSWhBpvg2FziK3bnH0CbvJvLQDzhMWgE9x5BRmsHZvLO427gT7hlu+tPty9hHeVU5g7wGmSxjWZosTuWewsXahYFeA0XH7Yx44va+iabnaCLC5uBm4waaXHLOb+Z4ZS6OfkMZ4lNtXU2N5VDmQYqcfAjzH42HrQeU5ZN3fjNHy7Ow84siyjdKlE07SPyl/RTYu9M/YDTedt5QUUTRuU0c0qRj7XcDN3a5UZRNj+dYRiy5di70CbiJLvZdQKuh5J+/OFCajMovihFdxQcjl45xMn0f2TaO9PIfiZ+jH+gqKPtnA7FF51H43cBNftXZbrNOcjptL5lqG5T2g1n662VcbWWk2z9NOZVsnbYFb4fqt97sM5CXKNZH8hb9qkoqi7ll7c0E23iz8tYfKRV0xGfHY6vJZyjW4tu1bzhHLx8lrzyPvgWZ+KqcoOdYigQdh7IOof7raYYrHGHKp+DVl+M5x8kpyyHYNZhuDuIyjEanIe5SHFZyK/Ear+Z07mkyNZk11zhQXlXOvox9yGQy8Rqv5mzeWTJKM9r2GnetsWBuSxV9V4Z3HY5aISonyUXJ4jWeeoB+F+LE9Axe/dh5cSf6na8x9HIytlM/h55jSStOI6EgAa/CDEKULszdLiMmQ85N4bmEelYxpFKPUu1BvucN5FdmkVxyDm1qEnmJOg7pAnn/gYlgk0C55jKDKypxsvWAnmNqrvGiSwy0cgbfcHD2I+5SHBpNNhFlZbjZuEOvceSU5XA85ziORZcYYuUM3iHg2p2DmQcp1hYT5hEmXuM/3E7ehR0cHRGNXa8JNdc4EJ8dT8H5zfTvMgzv7uLYFVUUcujwSqwVSm4cvBCsxL/PsXN/kHv5NH18BtGlx83iNaYt4cChFahkckYMegxU4rLYycRNZGcdo5dXGH5BtwBQdvxnYlP+RhFxDzf51eRtOp13mszSTHo496C7k5jfqPLcJvYUJYFrAGP3fwvn/4bwe0gYEU1a8UW6xyyjR9oxmPopur63sSttFxRncJPcCYVrd/AJ43zBeVKLU+mWe4FgG28Iurn5SUybSFOf3x1+GUur1RIfH89zzz1n2iaXyxk7dixxcXH1/qayspLKykrT96IiMXdNcXGxxfv31v7lJMj1fKBVEDVI1IzjT/7Jk+e+J9ig4Nued5lk34/7iOMyLW9oyhld7Y9x4uxWok99j59exi/Bs02yy2M/ZD9lLC3MY+KIJdwd4YGHtpwXk2JxqzKw8asbTLJDunzGGftK+h8/zf6CWQD42Kdj8K3CPmsvD8fu4V2dku56Paxaiw1QCiSNmoRr5CBKdm4l4OguFHl5uH75fq3z0yJ6udtetQ3AlrV1ZGUNyNrUI2sLZKrt8PzgXWQqBcXf3wsY4LEj4FBtsTu8Bna9BaEzxLouRn6aR4pQSXQXbxyUDmydvhWO/QFbl/BVYCib9PlER0Rzd5+7YfWjZFfkE93NB6VcyZ679sCw/4OYN/kh6xTrD7zLAyEP8EDIAwAUVRYRvSkagH137TNZkH45/gurElZxT597eCxCdGzW6rUm2W13bMNeJTpFrju5jq9Pf80dve7g6cQjkJMOmgqe2PEEBsHAhi5TcI/9GMJm8pd/CJ8c/4R/Bf6L/9vzLVSVwyP7WLx1MWVVZaz1v5Ouu9+HPpPZ3GcEH8R/wBi/Mbx+eAOU58ED23lhzwvkVeTx/eSvCfLoB8XFxCTF8PqB17nR90beHfWu6U/30o6XyNBk8PnNnxPqISrd+1L28WLsiwz0HMiKsSvg0jH49jbe8PEg6dgFlruGMdh7MKQc4uDvi1js5U6/i/v4cnx1/bJNr7Ks4hynrNW8M9yOEd1GQMYJjq+PJtrbk8DkHfx0a3Vh0r/f4T/FRzlso+aVKhXjuo+Dywmc/nUB0T5e+CZuZt3kdaLsjg9YmbOPPXY2PK+DST0mQUEqiWseIbqLNy4Jf7Dp9k2i7K5P+G/G32y1t+XJigpmBM+A0hzSVz9IdFcfbM/+yo4ZO0TZfV/y3YX1/Olgx/yw+fzx8BzKSnNI/CyZR709UVdAsVA9X+z/HvavgEEPwM0vidsEgQ2nziLjLOVRuZzQpBK9LRo/hQO/XDgL4XfDxHdYHruc/Vn7WZJfwi0lRTA/jgSDhujN0XgqlPyRcgw0FVBczGcHPiMmPYZ/D/4304KmAaKSEL0puuYar+arw1+xKWVTzTWOWAcvelM0KrmK3XftNsl+f/R7fkv8rVnX+Ow+s1kQIb58VeorG7/GBz1tOt4Tm8Vr/K+pf4kKMrDhzAZWHl/Jv/TW/F96Igy6BDbdWPx39TVeUkJXpTcUF7M5YTMfxH/AWL2K19IvcM/gD9hxwZG43I85UKhhREYWOq0vD2mXYuV4BGuf3+mvkfPfqossd36afu5Kpv8pXuNfZGYTYtcNHtldc41jw4rU83DrBxA6nTd2v0FSYRLLsy4zWOkKCw9zMP0gi3cvpr/Mlv+mnINxr8PAOby7911O5Z3ineHviNe4+wCOV2qJ/mcNgZnxNde4IPCfdQ9wWFbJqxeOcLOb+BJ6KucU0ae+x1dXxbqAO8BOzIG2MnY5eyoyeP7CASZ5RAKQWJBI9MnvcK3Ss7HrreILH/DF/o/ZVprMkwkxzPASXwrS3UOJjnsF28snaq5x4Lv47/jzwp/MD5vPnH6if1ieU2+idzyFDBlxwz4AlRfc8DQ/HfuaNefWMNdgxyPlVeDYG01Brmnsd6Wmo46YDRPeZO2JtXx/9nvuKtbwREEBLDgEjhZcOrwC43O7UbuN0MHJyMgQACE2NrbW9sWLFwtDhgyp9zdLly4VAOkjfaSP9JE+0kf6dIJPWlqaWV2hw1t2WsJzzz3HokWLTN8NBgP5+fm4ublZNBKkuLiYbt26kZaWdt37ArWUzn6Onf38QDrHzkBnPz+QzrEz0BbnJwgCJSUl+Pqad6bu8MqOu7s7CoWC7OzaGR+zs7Px9q7fgUqtVqNW13Zkc3Z2bqsu4ujo2Ckv3Cvp7OfY2c8PpHPsDHT28wPpHDsDlj4/JyenRmWurzjPFqBSqRg4cCDbt283bTMYDGzfvp2oqCgzv5SQkJCQkJD4X6DDW3YAFi1axJw5cxg0aBBDhgzhww8/RKPRcN9997V31yQkJCQkJCTamU6h7MyYMYOcnByWLFlCVlYW4eHhbN68GS8vr3btl1qtZunSpXWWzDoTnf0cO/v5gXSOnYHOfn4gnWNnoD3Pr1Pk2ZGQkJCQkJCQaIgO77MjISEhISEhIWEOSdmRkJCQkJCQ6NRIyo6EhISEhIREp0ZSdiQkJCQkJCQ6NZKy04asWLGCgIAArK2tiYyM5ODBg+3dpRbx5ptvMnjwYBwcHPD09GTKlCkkJCTUkhk1ahQymazW55FHHmmnHjefl156qU7/e/euKV5YUVHBggULcHNzw97enttvv71OIsvrnYCAgDrnKJPJWLBArHHU0cZw9+7d3Hbbbfj6+iKTyfjtt99q7RcEgSVLluDj44ONjQ1jx47l/PnztWTy8/OZNWsWjo6OODs7M2/ePEpLS6/hWZjH3DnqdDqeeeYZQkJCsLOzw9fXl3vvvZdLly7VaqO+cX/rrbeu8ZnUT2NjOHfu3Dp9nzBhQi2ZjjyGQL33pEwmY9myZSaZ63kMm/J8aMr8efHiRW699VZsbW3x9PRk8eLFVFVVWayfkrLTRqxevZpFixaxdOlSjhw5QlhYGOPHj+fy5cvt3bVms2vXLhYsWMD+/fvZunUrOp2OcePGodFoask9+OCDZGZmmj7vvPNOO/W4ZfTr169W//fu3Wva9+STT/Lnn3+yZs0adu3axaVLl5g2bVo79rb5HDp0qNb5bd0qFo6cPn26SaYjjaFGoyEsLIwVK1bUu/+dd97ho48+4tNPP+XAgQPY2dkxfvx4KioqTDKzZs3i9OnTbN26lQ0bNrB7924eeuiha3UKjWLuHMvKyjhy5AgvvvgiR44cYd26dSQkJDBp0qQ6sq+88kqtcV24cOG16H6jNDaGABMmTKjV91WrVtXa35HHEKh1bpmZmXz11VfIZDJuv/32WnLX6xg25fnQ2Pyp1+u59dZb0Wq1xMbG8u233/LNN9+wZMkSy3XUItU4JeowZMgQYcGCBabver1e8PX1Fd5888127JVluHz5sgAIu3btMm0bOXKk8Pjjj7dfp1rJ0qVLhbCwsHr3FRYWCkqlUlizZo1p29mzZwVAiIuLu0Y9tDyPP/640KNHD8FgMAiC0LHHEBDWr19v+m4wGARvb29h2bJlpm2FhYWCWq0WVq1aJQiCIJw5c0YAhEOHDplkNm3aJMhkMiEjI+Oa9b2pXH2O9XHw4EEBEFJTU03b/P39hQ8++KBtO2cB6ju/OXPmCJMnT27wN51xDCdPniyMHj261raOMoaCUPf50JT5c+PGjYJcLheysrJMMitXrhQcHR2FyspKi/RLsuy0AVqtlvj4eMaOHWvaJpfLGTt2LHFxce3YM8tQVFQEgKura63tP/74I+7u7vTv35/nnnuOsrKy9uheizl//jy+vr4EBgYya9YsLl68CEB8fDw6na7WePbu3Rs/P78OO55arZYffviB+++/v1bx244+hkaSk5PJysqqNWZOTk5ERkaaxiwuLg5nZ2cGDRpkkhk7dixyuZwDBw5c8z5bgqKiImQyWZ1af2+99RZubm5ERESwbNkyiy4PtDUxMTF4enoSHBzM/PnzycvLM+3rbGOYnZ3NX3/9xbx58+rs6yhjePXzoSnzZ1xcHCEhIbUSAY8fP57i4mJOnz5tkX51igzK1xu5ubno9fo6GZy9vLz4559/2qlXlsFgMPDEE08wbNgw+vfvb9p+99134+/vj6+vLydOnOCZZ54hISGBdevWtWNvm05kZCTffPMNwcHBZGZm8vLLLzN8+HBOnTpFVlYWKpWqzgPEy8uLrKys9ulwK/ntt98oLCxk7ty5pm0dfQyvxDgu9d2Dxn1ZWVl4enrW2m9lZYWrq2uHHNeKigqeeeYZZs6cWavIYnR0NAMGDMDV1ZXY2Fiee+45MjMzef/999uxt01jwoQJTJs2je7du5OUlMTzzz/PxIkTiYuLQ6FQdLox/Pbbb3FwcKizRN5RxrC+50NT5s+srKx671XjPksgKTsSzWLBggWcOnWqlj8LUGuNPCQkBB8fH8aMGUNSUhI9evS41t1sNhMnTjT9PzQ0lMjISPz9/fnll1+wsbFpx561DV9++SUTJ07E19fXtK2jj+H/MjqdjjvvvBNBEFi5cmWtfYsWLTL9PzQ0FJVKxcMPP8ybb7553ZcluOuuu0z/DwkJITQ0lB49ehATE8OYMWPasWdtw1dffcWsWbOwtrautb2jjGFDz4frAWkZqw1wd3dHoVDU8TbPzs7G29u7nXrVeh577DE2bNjAzp076dq1q1nZyMhIABITE69F1yyOs7MzvXr1IjExEW9vb7RaLYWFhbVkOup4pqamsm3bNh544AGzch15DI3jYu4e9Pb2rhMwUFVVRX5+focaV6Oik5qaytatW2tZdeojMjKSqqoqUlJSrk0HLUhgYCDu7u6ma7KzjCHAnj17SEhIaPS+hOtzDBt6PjRl/vT29q73XjXuswSSstMGqFQqBg4cyPbt203bDAYD27dvJyoqqh171jIEQeCxxx5j/fr17Nixg+7duzf6m2PHjgHg4+PTxr1rG0pLS0lKSsLHx4eBAweiVCprjWdCQgIXL17skOP59ddf4+npya233mpWriOPYffu3fH29q41ZsXFxRw4cMA0ZlFRURQWFhIfH2+S2bFjBwaDwaToXe8YFZ3z58+zbds23NzcGv3NsWPHkMvldZZ/OgLp6enk5eWZrsnOMIZGvvzySwYOHEhYWFijstfTGDb2fGjK/BkVFcXJkydrKa5Gxb1v374W66hEG/Dzzz8LarVa+Oabb4QzZ84IDz30kODs7FzL27yjMH/+fMHJyUmIiYkRMjMzTZ+ysjJBEAQhMTFReOWVV4TDhw8LycnJwu+//y4EBgYKI0aMaOeeN52nnnpKiImJEZKTk4V9+/YJY8eOFdzd3YXLly8LgiAIjzzyiODn5yfs2LFDOHz4sBAVFSVERUW1c6+bj16vF/z8/IRnnnmm1vaOOIYlJSXC0aNHhaNHjwqA8P777wtHjx41RSK99dZbgrOzs/D7778LJ06cECZPnix0795dKC8vN7UxYcIEISIiQjhw4ICwd+9eISgoSJg5c2Z7nVIdzJ2jVqsVJk2aJHTt2lU4duxYrXvTGMESGxsrfPDBB8KxY8eEpKQk4YcffhA8PDyEe++9t53PTMTc+ZWUlAhPP/20EBcXJyQnJwvbtm0TBgwYIAQFBQkVFRWmNjryGBopKioSbG1thZUrV9b5/fU+ho09HwSh8fmzqqpK6N+/vzBu3Djh2LFjwubNmwUPDw/hueees1g/JWWnDVm+fLng5+cnqFQqYciQIcL+/fvbu0stAqj38/XXXwuCIAgXL14URowYIbi6ugpqtVro2bOnsHjxYqGoqKh9O94MZsyYIfj4+AgqlUro0qWLMGPGDCExMdG0v7y8XHj00UcFFxcXwdbWVpg6daqQmZnZjj1uGVu2bBEAISEhodb2jjiGO3furPe6nDNnjiAIYvj5iy++KHh5eQlqtVoYM2ZMnfPOy8sTZs6cKdjb2wuOjo7CfffdJ5SUlLTD2dSPuXNMTk5u8N7cuXOnIAiCEB8fL0RGRgpOTk6CtbW10KdPH+GNN96opSy0J+bOr6ysTBg3bpzg4eEhKJVKwd/fX3jwwQfrvDB25DE08tlnnwk2NjZCYWFhnd9f72PY2PNBEJo2f6akpAgTJ04UbGxsBHd3d+Gpp54SdDqdxfopq+6shISEhISEhESnRPLZkZCQkJCQkOjUSMqOhISEhISERKdGUnYkJCQkJCQkOjWSsiMhISEhISHRqZGUHQkJCQkJCYlOjaTsSEhISEhISHRqJGVHQkJCQkJColMjKTsSEhISEhISnRpJ2ZGQkLAYc+fOZcqUKe3djWvO7NmzeeONN0zfAwIC+PDDD5vdzubNmwkPD8dgMFiwdxISEpKyIyEh0SRkMpnZz0svvcR//vMfvvnmm3bt57VWuI4fP87GjRuJjo5udVsTJkxAqVTy448/WqBnEhISRqzauwMSEhIdg8zMTNP/V69ezZIlS0hISDBts7e3x97evj261q4sX76c6dOnt/rcdTodSqWSuXPn8tFHHzF79mwL9VBCQkKy7EhISDQJb29v08fJyQmZTFZrm729fR2ryqhRo1i4cCFPPPEELi4ueHl58cUXX6DRaLjvvvtwcHCgZ8+ebNq0qdaxTp06xcSJE7G3t8fLy4vZs2eTm5tr2r927VpCQkKwsbHBzc2NsWPHotFoeOmll/j222/5/fffTRanmJgYANLS0rjzzjtxdnbG1dWVyZMnk5KSYmrT2PeXX34ZDw8PHB0deeSRR9BqtQ3+TfR6PWvXruW2226rs6+srIz7778fBwcH/Pz8+Pzzz037UlJSkMlkrF69mpEjR2JtbW2y5tx2220cPnyYpKSk5gyPhISEGSRlR0JCok359ttvcXd35+DBgyxcuJD58+czffp0hg4dypEjRxg3bhyzZ8+mrKwMgMLCQkaPHk1ERASHDx9m8+bNZGdnc+eddwKihWnmzJncf//9nD17lpiYGKZNm4YgCDz99NPceeedTJgwgczMTDIzMxk6dCg6nY7x48fj4ODAnj172LdvH/b29kyYMKGWMrN9+3ZTm6tWrWLdunW8/PLLDZ7biRMnKCoqYtCgQXX2vffeewwaNIijR4/y6KOPMn/+/FqWMIBnn32Wxx9/nLNnzzJ+/HgA/Pz88PLyYs+ePa3+20tISFRjsfrpEhIS/zN8/fXXgpOTU53tc+bMESZPnmz6PnLkSOHGG280fa+qqhLs7OyE2bNnm7ZlZmYKgBAXFycIgiC8+uqrwrhx42q1m5aWJgBCQkKCEB8fLwBCSkpKvX27ug+CIAjff/+9EBwcLBgMBtO2yspKwcbGRtiyZYvpd66uroJGozHJrFy5UrC3txf0en29x1q/fr2gUChqtSsIguDv7y/cc889pu8Gg0Hw9PQUVq5cKQiCICQnJwuA8OGHH9bbbkREhPDSSy/Vu09CQqL5SD47EhISbUpoaKjp/wqFAjc3N0JCQkzbvLy8ALh8+TIgOvzu3LmzXh+YpKQkxo0bx5gxYwgJCWH8+PGMGzeOO+64AxcXlwb7cPz4cRITE3FwcKi1vaKiotZyUVhYGLa2tqbvUVFRlJaWkpaWhr+/f512y8vLUavVyGQys+dtXPIznqOR+ixCADY2NiZLl4SEROuRlB0JCYk2RalU1vouk8lqbTMqCsZw69LSUm677TbefvvtOm35+PigUCjYunUrsbGx/P333yxfvpwXXniBAwcO0L1793r7UFpaysCBA+uNcvLw8Gjxubm7u1NWVoZWq0WlUtXaV995Xx1SbmdnV2+7+fn5reqXhIREbSRlR0JC4rpiwIAB/PrrrwQEBGBlVf8UJZPJGDZsGMOGDWPJkiX4+/uzfv16Fi1ahEqlQq/X12lz9erVeHp64ujo2OCxjx8/Tnl5OTY2NgDs378fe3t7unXrVq98eHg4AGfOnDH9v7UYrU0REREWaU9CQkJyUJaQkLjOWLBgAfn5+cycOZNDhw6RlJTEli1buO+++9Dr9Rw4cIA33niDw4cPc/HiRdatW0dOTg59+vQBxIR+J06cICEhgdzcXHQ6HbNmzcLd3Z3JkyezZ88ekpOTiYmJITo6mvT0dNOxtVot8+bN48yZM2zcuJGlS5fy2GOPIZfXP1V6eHgwYMAA9u7da7Hz379/P2q1mqioKIu1KSHxv46k7EhISFxX+Pr6sm/fPvR6PePGjSMkJIQnnngCZ2dn5HI5jo6O7N69m1tuuYVevXrxf//3f7z33ntMnDgRgAcffJDg4GAGDRqEh4cH+/btw9bWlt27d+Pn58e0adPo06cP8+bNo6KiopalZ8yYMQQFBTFixAhmzJjBpEmTeOmll8z294EHHrBoEsBVq1Yxa9asWr5DEhISrUMmCILQ3p2QkJCQaG/mzp1LYWEhv/32W7N+V15eTnBwMKtXr261NSY3N5fg4GAOHz7coP+RhIRE85EsOxISEhKtwMbGhu+++65W0sOWkpKSwieffCIpOhISFkZyUJaQkJBoJaNGjbJIO4MGDWowHF1CQqLlSMtYEhISEhISEp0aaRlLQkJCQkJColMjKTsSEhISEhISnRpJ2ZGQkJCQkJDo1EjKjoSEhISEhESnRlJ2JCQkJCQkJDo1krIjISEhISEh0amRlB0JCQkJCQmJTo2k7EhISEhISEh0av4fligbpTfyXzkAAAAASUVORK5CYII=", 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", 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" ] @@ -252,6 +313,7 @@ "start_hour = 0\n", "end_hour = 200\n", "total_time_steps = model.prob.get_val(\"h2_storage.hydrogen_soc\").size\n", + "print(total_time_steps)\n", "demand_profile = [\n", " model.technology_config[\"technologies\"][\"h2_storage\"][\"model_inputs\"][\"control_parameters\"][\n", " \"demand_profile\"\n", @@ -271,25 +333,25 @@ " range(start_hour, end_hour),\n", " model.prob.get_val(\"h2_storage.hydrogen_in\", units=\"t/h\")[start_hour:end_hour],\n", " linestyle=\"-\",\n", - " label=\"H$_2$ In (kg)\",\n", + " label=\"H$_2$ Produced (kg)\",\n", ")\n", "ax[1].plot(\n", " range(start_hour, end_hour),\n", - " model.prob.get_val(\"h2_storage.hydrogen_curtailed\", units=\"t/h\")[start_hour:end_hour],\n", + " model.prob.get_val(\"h2_storage.hydrogen_unused_commodity\", units=\"t/h\")[start_hour:end_hour],\n", " linestyle=\":\",\n", - " label=\"H$_2$ Curtailed (kg)\",\n", + " label=\"H$_2$ Unused (kg)\",\n", ")\n", "ax[1].plot(\n", " range(start_hour, end_hour),\n", - " model.prob.get_val(\"h2_storage.hydrogen_missed_load\", units=\"t/h\")[start_hour:end_hour],\n", + " model.prob.get_val(\"h2_storage.hydrogen_unmet_demand\", units=\"t/h\")[start_hour:end_hour],\n", " linestyle=\":\",\n", - " label=\"H$_2$ Missed Load (kg)\",\n", + " label=\"H$_2$ Unmet Demand (kg)\",\n", ")\n", "ax[1].plot(\n", " range(start_hour, end_hour),\n", " model.prob.get_val(\"h2_storage.hydrogen_out\", units=\"t/h\")[start_hour:end_hour],\n", " linestyle=\"-\",\n", - " label=\"H$_2$ Out (kg)\",\n", + " label=\"H$_2$ Delivered (kg)\",\n", ")\n", "ax[1].plot(\n", " range(start_hour, end_hour),\n", @@ -315,7 +377,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.11.13 ('h2i_env')", + "display_name": "native-ard-h2i", "language": "python", "name": "python3" }, @@ -329,12 +391,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.13" - }, - "vscode": { - "interpreter": { - "hash": "e55566d5f9cb5003b92ad1d2254e8146f3d62519cfa868f35d73d51fb57327c6" - } + "version": "3.12.11" } }, "nbformat": 4, diff --git a/examples/14_wind_hydrogen_dispatch/inputs/h2i_wind_to_h2_storage.yaml b/examples/14_wind_hydrogen_dispatch/inputs/h2i_wind_to_h2_storage.yaml index 0f3cd0cd5..8aee94ed6 100644 --- a/examples/14_wind_hydrogen_dispatch/inputs/h2i_wind_to_h2_storage.yaml +++ b/examples/14_wind_hydrogen_dispatch/inputs/h2i_wind_to_h2_storage.yaml @@ -1,5 +1,4 @@ name: "H2Integrate_config" - system_summary: "This reference hybrid plant is located in Minnesota and contains wind, electrolysis, and hydrogen storage technologies." driver_config: "driver_config.yaml" diff --git a/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml b/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml index 5f5097bd9..4e5eea316 100644 --- a/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml +++ b/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml @@ -21,6 +21,7 @@ site: resource_model: "wind_toolkit_v2_api" resource_parameters: resource_year: 2012 + # array of arrays containing left-to-right technology # interconnections; can support bidirectional connections # with the reverse definition. @@ -66,9 +67,14 @@ finance_parameters: cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year target_dollar_year: 2022 finance_subgroups: - elec: + electricity: commodity: "electricity" + technologies: ["wind"] + all_hydrogen: + commodity: "hydrogen" + commodity_stream: "electrolyzer" #use all hydrogen from the electrolyzer controller in finance calc technologies: ["wind", "electrolyzer", "h2_storage"] - h2: + dispatched_hydrogen: commodity: "hydrogen" + commodity_stream: "h2_storage" #use only dispatched hydrogen from h2_storage controller in finance calc technologies: ["wind", "electrolyzer", "h2_storage"] diff --git a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml index 37f04a537..134d4598b 100644 --- a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml +++ b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml @@ -68,16 +68,16 @@ technologies: model: "demand_open_loop_controller" model_inputs: shared_parameters: - resource_name: "hydrogen" + commodity_name: "hydrogen" performance_parameters: - rating: 720. # electrolyzer rating for sizing + electrolyzer_rating_mw_for_h2_storage_sizing: 720. # electrolyzer rating for sizing size_capacity_from_demand: flag: False # If True, then storage is sized to provide steady-state storage capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. type: "lined_rock_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] days: 10 #how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) control_parameters: - resource_rate_units: "kg/h" + commodity_units: "kg/h" max_capacity: 60000.0 # kg max_charge_percent: 1.0 # percent as decimal min_charge_percent: 0.1 # percent as decimal @@ -86,4 +86,4 @@ technologies: max_discharge_rate: 10000.0 # kg/time step charge_efficiency: 1.0 # percent as decimal discharge_efficiency: 1.0 # percent as decimal - demand_profile: 5000 # Example: 10 time steps with 5000 kg/time step demand. Scalar indicates constant demand, array-like indicates dynamic demand + demand_profile: 5000 # constant demand of 5000 kg per hour (see commodity_units) diff --git a/examples/18_pyomo_heuristic_dispatch/driver_config.yaml b/examples/18_pyomo_heuristic_dispatch/driver_config.yaml new file mode 100644 index 000000000..72d2e368a --- /dev/null +++ b/examples/18_pyomo_heuristic_dispatch/driver_config.yaml @@ -0,0 +1,5 @@ +name: "driver_config" +description: "This analysis runs a hybrid plant to meet an electrical load." + +general: + folder_output: outputs diff --git a/examples/18_pyomo_heuristic_dispatch/plant_config.yaml b/examples/18_pyomo_heuristic_dispatch/plant_config.yaml new file mode 100644 index 000000000..65d70216d --- /dev/null +++ b/examples/18_pyomo_heuristic_dispatch/plant_config.yaml @@ -0,0 +1,84 @@ +name: "plant_config" +description: "This plant is located in TX, USA..." + +site: + latitude: 35.2018863 + longitude: -101.945027 + + # array of polygons defining boundaries with x/y coords + boundaries: [ + { + x: [0.0, 1000.0, 1000.0, 0.0], + y: [0.0, 0.0, 100.0, 1000.0], + }, + { + x: [2000.0, 2500.0, 2000.0], + y: [2000.0, 2000.0, 2500.0], + } + ] + + resources: + wind_resource: + resource_model: "wind_toolkit_v2_api" + resource_parameters: + resource_year: 2012 + +plant: + plant_life: 30 + +# array of arrays containing left-to-right technology +# interconnections; can support bidirectional connections +# with the reverse definition. +# this will naturally grow as we mature the interconnected tech +technology_interconnections: [ + ["wind", "battery", "electricity", "cable"], +] + +# array of arrays containing left-to-right technology, technology doing the dispatching +# in this case, battery is connected to battery because there are controls rules for +# the battery and battery is controlling the dispatching +tech_to_dispatch_connections: [ + ["wind", "battery"], + ["battery", "battery"], +] + +resource_to_tech_connections: [ + # connect the wind resource to the wind technology + ['wind_resource', 'wind', 'wind_resource_data'], +] + +finance_parameters: + finance_groups: + commodity: "electricity" + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind + debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind + property_tax_and_insurance: 0.03 # p-tax https://www.house.mn.gov/hrd/issinfo/clsrates.aspx # insurance percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf + total_income_tax_rate: 0.257 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period_if_used: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + admin_expense: 0.00 # percent of sales H2FAST default + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" - MACRS may be better and can reduce LCOH by more than $1/kg and is spec'd in the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + depr_period: 5 # years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + cost_adjustment_parameters: + cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year + target_dollar_year: 2022 + finance_subgroups: + all_electricity: + commodity: "electricity" + commodity_stream: "wind" # use all electricity generated from wind in finance calc + technologies: ["wind", "battery"] + dispatched_electricity: + commodity: "electricity" + commodity_stream: "battery" #use only dispatched electricity from battery in finance calc + technologies: ["wind", "battery"] diff --git a/examples/18_pyomo_heuristic_dispatch/pyomo_heuristic_dispatch.yaml b/examples/18_pyomo_heuristic_dispatch/pyomo_heuristic_dispatch.yaml new file mode 100644 index 000000000..af7329de0 --- /dev/null +++ b/examples/18_pyomo_heuristic_dispatch/pyomo_heuristic_dispatch.yaml @@ -0,0 +1,7 @@ +name: "H2Integrate_config" + +system_summary: "This hybrid plant contains wind and battery storage technologies. The system is designed to meet a specific electrical load." + +driver_config: "driver_config.yaml" +technology_config: "tech_config.yaml" +plant_config: "plant_config.yaml" diff --git a/examples/18_pyomo_heuristic_dispatch/pyomo_heuristic_dispatch_error_for_testing.yaml b/examples/18_pyomo_heuristic_dispatch/pyomo_heuristic_dispatch_error_for_testing.yaml new file mode 100644 index 000000000..2166eb61d --- /dev/null +++ b/examples/18_pyomo_heuristic_dispatch/pyomo_heuristic_dispatch_error_for_testing.yaml @@ -0,0 +1,7 @@ +name: "H2Integrate_config" + +system_summary: "This hybrid plant contains wind and battery storage technologies. The system is designed to meet a specific electrical load." + +driver_config: "driver_config.yaml" +technology_config: "tech_config_error_for_testing.yaml" +plant_config: "plant_config.yaml" diff --git a/examples/18_pyomo_heuristic_dispatch/run_pyomo_heuristic_dispatch.py b/examples/18_pyomo_heuristic_dispatch/run_pyomo_heuristic_dispatch.py new file mode 100644 index 000000000..642dd03a7 --- /dev/null +++ b/examples/18_pyomo_heuristic_dispatch/run_pyomo_heuristic_dispatch.py @@ -0,0 +1,78 @@ +import numpy as np +from matplotlib import pyplot as plt + +from h2integrate.core.h2integrate_model import H2IntegrateModel + + +# Create an H2Integrate model +model = H2IntegrateModel("pyomo_heuristic_dispatch.yaml") + +demand_profile = np.ones(8760) * 50.0 + + +# TODO: Update with demand module once it is developed +model.setup() +model.prob.set_val("battery.electricity_demand", demand_profile, units="MW") + +# Run the model +model.run() + +# Plot the results +fig, ax = plt.subplots(2, 1, sharex=True) + +start_hour = 0 +end_hour = 200 + +ax[0].plot( + range(start_hour, end_hour), + model.prob.get_val("battery.SOC", units="percent")[start_hour:end_hour], + label="SOC", +) +ax[0].set_ylabel("SOC (%)") +ax[0].set_ylim([0, 110]) +ax[0].axhline(y=90.0, linestyle=":", color="k", alpha=0.5, label="Max Charge") +ax[0].legend() + +ax[1].plot( + range(start_hour, end_hour), + model.prob.get_val("battery.electricity_in", units="MW")[start_hour:end_hour], + linestyle="-", + label="Electricity In (MW)", +) +ax[1].plot( + range(start_hour, end_hour), + model.prob.get_val("battery.unused_electricity_out", units="MW")[start_hour:end_hour], + linestyle=":", + label="Unused Electricity (MW)", +) +ax[1].plot( + range(start_hour, end_hour), + model.prob.get_val("battery.unmet_electricity_demand_out", units="MW")[start_hour:end_hour], + linestyle=":", + label="Unmet Electrical Demand (MW)", +) +ax[1].plot( + range(start_hour, end_hour), + model.prob.get_val("battery.electricity_out", units="MW")[start_hour:end_hour], + linestyle="-", + label="Electricity Out (MW)", +) +ax[1].plot( + range(start_hour, end_hour), + model.prob.get_val("battery.battery_electricity_discharge", units="MW")[start_hour:end_hour], + linestyle="-.", + label="Battery Electricity Out (MW)", +) +ax[1].plot( + range(start_hour, end_hour), + demand_profile[start_hour:end_hour], + linestyle="--", + label="Eletrical Demand (MW)", +) +ax[1].set_ylim([-7e2, 7e2]) +ax[1].set_ylabel("Electricity Hourly (MW)") +ax[1].set_xlabel("Timestep (hr)") + +plt.legend(ncol=2, frameon=False) +plt.tight_layout() +plt.savefig("plot.png", dpi=300) diff --git a/examples/18_pyomo_heuristic_dispatch/tech_config.yaml b/examples/18_pyomo_heuristic_dispatch/tech_config.yaml new file mode 100644 index 000000000..7b1307331 --- /dev/null +++ b/examples/18_pyomo_heuristic_dispatch/tech_config.yaml @@ -0,0 +1,77 @@ +name: "technology_config" +description: "This hybrid plant produces hydrogen" + +technologies: + wind: + performance_model: + model: "wind_plant_performance" + cost_model: + model: "wind_plant_cost" + dispatch_rule_set: + model: "pyomo_dispatch_generic_converter" + resource: + type: "pysam_wind" + wind_speed: 9. + model_inputs: + shared_parameters: + num_turbines: 100 + turbine_rating_kw: 8300 + performance_parameters: + rotor_diameter: 196. + hub_height: 130. + layout_mode: "basicgrid" + model_name: "pysam" + model_input_file: null + layout_params: + row_D_spacing: 10. + turbine_D_spacing: 10. + rating_range_kw: [1000, 5000] + floris_config: null + operational_losses: 10.0 + timestep: [1, 60] + fin_model: "default" + name: "UtilityScaleWindPlant" + turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use + turbine_group: "onshore" + override_wind_resource_height: False + adjust_air_density_for_elevation: True + cost_parameters: + cost_per_kw: 1500.0 + cost_year: 2024 + dispatch_rule_parameters: + commodity_name: "electricity" + commodity_storage_units: "kW" + battery: + dispatch_rule_set: + model: "pyomo_dispatch_generic_storage" + control_strategy: + model: "heuristic_load_following_controller" + performance_model: + model: "pysam_battery" + cost_model: + model: "atb_battery_cost" + model_inputs: + shared_parameters: + max_charge_rate: 100000 + max_capacity: 500000 + n_control_window: 24 + n_horizon_window: 48 + init_charge_percent: 0.5 + max_charge_percent: 0.9 + min_charge_percent: 0.1 + system_commodity_interface_limit: 1e12 + performance_parameters: + system_model_source: "pysam" + chemistry: "LFPGraphite" + cost_parameters: + cost_year: 2022 + energy_capex: 310 # $/kWh from 2024 ATB year 2025 + power_capex: 311 # $/kW from 2024 ATB year 2025 + opex_fraction: 0.25 # 0.25% of capex per year from 2024 ATB + control_parameters: + commodity_name: "electricity" + commodity_storage_units: "kW" + tech_name: "battery" + dispatch_rule_parameters: + commodity_name: "electricity" + commodity_storage_units: "kW" diff --git a/examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml b/examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml new file mode 100644 index 000000000..e1f648f93 --- /dev/null +++ b/examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml @@ -0,0 +1,77 @@ +name: "technology_config" +description: "This hybrid plant produces hydrogen" + +technologies: + wind: + performance_model: + model: "wind_plant_performance" + cost_model: + model: "wind_plant_cost" + dispatch_rule_set: + model: "pyomo_dispatch_generic_converter" + resource: + type: "pysam_wind" + wind_speed: 9. + model_inputs: + shared_parameters: + num_turbines: 100 + turbine_rating_kw: 8300 + performance_parameters: + rotor_diameter: 196. + hub_height: 130. + layout_mode: "basicgrid" + model_name: "pysam" + model_input_file: null + layout_params: + row_D_spacing: 10. + turbine_D_spacing: 10. + rating_range_kw: [1000, 5000] + floris_config: null + operational_losses: 10.0 + timestep: [1, 60] + fin_model: "default" + name: "UtilityScaleWindPlant" + turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use + turbine_group: "onshore" + override_wind_resource_height: False + adjust_air_density_for_elevation: True + cost_parameters: + cost_per_kw: 1500.0 + cost_year: 2024 + dispatch_rule_parameters: + commodity_name: "electricity" + commodity_storage_units: "kW" + battery: + dispatch_rule_set: + model: "pyomo_dispatch_generic_storage" + control_strategy: + model: "heuristic_load_following_controller" + performance_model: + model: "pysam_battery" + cost_model: + model: "atb_battery_cost" + model_inputs: + shared_parameters: + max_charge_rate: 100000 + max_capacity: 500000 + n_control_window: 24 + n_horizon_window: 48 + init_charge_percent: 0.5 + max_charge_percent: 0.9 + min_charge_percent: 0.1 + system_commodity_interface_limit: 1e12 + performance_parameters: + system_model_source: "pysam" + chemistry: "LFPGraphite" + cost_parameters: + cost_year: 2022 + energy_capex: 310 # $/kWh from 2024 ATB year 2025 + power_capex: 311 # $/kW from 2024 ATB year 2025 + opex_fraction: 0.25 # 0.25% of capex per year from 2024 ATB + control_parameters: + commodity_name: "electricity" + commodity_storage_units: "kW" + tech_name: "wrong_tech_name" + dispatch_rule_parameters: + commodity_name: "electricity" + commodity_storage_units: "kW" diff --git a/examples/19_wind_battery_dispatch/driver_config.yaml b/examples/19_simple_dispatch/driver_config.yaml similarity index 100% rename from examples/19_wind_battery_dispatch/driver_config.yaml rename to examples/19_simple_dispatch/driver_config.yaml diff --git a/examples/19_wind_battery_dispatch/plant_config.yaml b/examples/19_simple_dispatch/plant_config.yaml similarity index 100% rename from examples/19_wind_battery_dispatch/plant_config.yaml rename to examples/19_simple_dispatch/plant_config.yaml diff --git a/examples/19_wind_battery_dispatch/run_wind_battery.py b/examples/19_simple_dispatch/run_wind_battery.py similarity index 85% rename from examples/19_wind_battery_dispatch/run_wind_battery.py rename to examples/19_simple_dispatch/run_wind_battery.py index f11948668..b9f322991 100644 --- a/examples/19_wind_battery_dispatch/run_wind_battery.py +++ b/examples/19_simple_dispatch/run_wind_battery.py @@ -42,16 +42,16 @@ ) ax[1].plot( range(start_hour, end_hour), - model.prob.get_val("battery.electricity_curtailed", units="MW")[start_hour:end_hour], + model.prob.get_val("battery.electricity_unused_commodity", units="MW")[start_hour:end_hour], linestyle=":", - label="Electricity Curtailed (MW)", + label="Unused Electricity commodity (MW)", linewidth=2, ) ax[1].plot( range(start_hour, end_hour), - model.prob.get_val("battery.electricity_missed_load", units="MW")[start_hour:end_hour], + model.prob.get_val("battery.electricity_unmet_demand", units="MW")[start_hour:end_hour], linestyle=":", - label="Electricity Missed Load (MW)", + label="Electricity Unmet Demand (MW)", linewidth=2, ) ax[1].plot( diff --git a/examples/19_wind_battery_dispatch/tech_config.yaml b/examples/19_simple_dispatch/tech_config.yaml similarity index 89% rename from examples/19_wind_battery_dispatch/tech_config.yaml rename to examples/19_simple_dispatch/tech_config.yaml index 3d29c6a17..d58d76726 100644 --- a/examples/19_wind_battery_dispatch/tech_config.yaml +++ b/examples/19_simple_dispatch/tech_config.yaml @@ -42,18 +42,18 @@ technologies: model: "demand_open_loop_controller" model_inputs: shared_parameters: - resource_name: "electricity" - resource_rate_units: "kW" - max_charge_rate: 5000.0 # kW/time step + commodity_name: "electricity" + commodity_units: "kW" + max_charge_rate: 5000.0 # kW max_capacity: 30000.0 # kWh control_parameters: max_charge_percent: 1.0 # percent as decimal min_charge_percent: 0.1 # percent as decimal init_charge_percent: 0.25 # percent as decimal - max_discharge_rate: 5000.0 # kW/time step + max_discharge_rate: 5000.0 # kW charge_efficiency: 1.0 # percent as decimal discharge_efficiency: 1.0 # percent as decimal - demand_profile: 5000 + demand_profile: 5000 # kW cost_parameters: cost_year: 2022 energy_capex: 300 # $/kWh diff --git a/examples/19_wind_battery_dispatch/wind_battery_dispatch.yaml b/examples/19_simple_dispatch/wind_battery_dispatch.yaml similarity index 100% rename from examples/19_wind_battery_dispatch/wind_battery_dispatch.yaml rename to examples/19_simple_dispatch/wind_battery_dispatch.yaml diff --git a/h2integrate/control/__init__.py b/h2integrate/control/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/control/control_rules/__init__.py b/h2integrate/control/control_rules/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/control/control_rules/converters/__init__.py b/h2integrate/control/control_rules/converters/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/control/control_rules/converters/generic_converter.py b/h2integrate/control/control_rules/converters/generic_converter.py new file mode 100644 index 000000000..b46146c5a --- /dev/null +++ b/h2integrate/control/control_rules/converters/generic_converter.py @@ -0,0 +1,78 @@ +import pyomo.environ as pyo +from pyomo.network import Port + +from h2integrate.control.control_rules.pyomo_rule_baseclass import PyomoRuleBaseClass + + +class PyomoDispatchGenericConverter(PyomoRuleBaseClass): + def _create_variables(self, pyomo_model: pyo.ConcreteModel, tech_name: str): + """Create generic converter variables to add to Pyomo model instance. + + Args: + pyomo_model (pyo.ConcreteModel): pyomo_model the variables should be added to. + tech_name (str): The name or key identifying the technology for which + variables are created. + + """ + setattr( + pyomo_model, + f"{tech_name}_{self.config.commodity_name}", + pyo.Var( + doc=f"{self.config.commodity_name} generation \ + from {tech_name} [{self.config.commodity_storage_units}]", + domain=pyo.NonNegativeReals, + units=eval("pyo.units." + self.config.commodity_storage_units), + initialize=0.0, + ), + ) + + def _create_ports(self, pyomo_model: pyo.ConcreteModel, tech_name: str): + """Create generic converter port to add to pyomo model instance. + + Args: + pyomo_model (pyo.ConcreteModel): pyomo_model the ports should be added to. + tech_name (str): The name or key identifying the technology for which + ports are created. + + """ + setattr( + pyomo_model, + f"{tech_name}_port", + Port( + initialize={ + f"{tech_name}_{self.config.commodity_name}": getattr( + pyomo_model, f"{tech_name}_{self.config.commodity_name}" + ) + } + ), + ) + + def _create_parameters(self, pyomo_model: pyo.ConcreteModel, tech_name: str): + """Create technology Pyomo parameters to add to the Pyomo model instance. + + Method is currently passed but this can serve as a template to add parameters to the Pyomo + model instance. + + Args: + pyomo_model (pyo.ConcreteModel): pyomo_model that parameters are added to. + tech_name (str): The name or key identifying the technology for which + parameters are created. + + """ + + pass + + def _create_constraints(self, pyomo_model: pyo.ConcreteModel, tech_name: str): + """Create technology Pyomo parameters to add to the Pyomo model instance. + + Method is currently passed but this can serve as a template to add constraints to the Pyomo + model instance. + + Args: + pyomo_model (pyo.ConcreteModel): pyomo_model that constraints are added to. + tech_name (str): The name or key identifying the technology for which + constraints are created. + + """ + + pass diff --git a/h2integrate/control/control_rules/pyomo_rule_baseclass.py b/h2integrate/control/control_rules/pyomo_rule_baseclass.py new file mode 100644 index 000000000..60788d151 --- /dev/null +++ b/h2integrate/control/control_rules/pyomo_rule_baseclass.py @@ -0,0 +1,151 @@ +import openmdao.api as om +import pyomo.environ as pyo +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig + + +@define +class PyomoRuleBaseConfig(BaseConfig): + """ + Configuration class for the PyomoRuleBaseConfig. + + This class defines the parameters required to configure the `PyomoRuleBaseConfig`. + + Attributes: + commodity_name (str): Name of the commodity being controlled (e.g., "hydrogen"). + commodity_units (str): Units of the commodity (e.g., "kg/h"). + """ + + commodity_name: str = field() + commodity_storage_units: str = field() + + +class PyomoRuleBaseClass(om.ExplicitComponent): + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + self.config = PyomoRuleBaseConfig.from_dict( + self.options["tech_config"]["model_inputs"]["dispatch_rule_parameters"] + ) + + self.add_discrete_output( + "dispatch_block_rule_function", + val=self.dispatch_block_rule_function, + desc="pyomo port creation function", + ) + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + """ + Return the Pyomo model elements for a given technology through the OpenMDAO + infrastructure. + + No computations are required for PyomoRuleClass children. All the work should be done in + setup via the dispatch_block_rule_function() method. + """ + + pass + + def dispatch_block_rule_function(self, pyomo_model: pyo.ConcreteModel, tech_name: str): + """ + Creates and initializes pyomo dispatch model components for a specific technology. + + This method sets up all model elements (parameters, variables, constraints, + and ports) associated with a technology block within the dispatch model. + It is typically called in the setup_pyomo() method of the PyomoControllerBaseClass. + + Args: + pyomo_model (pyo.ConcreteModel): The Pyomo model to which the technology + components will be added. + tech_name (str): The name or key identifying the technology (e.g., "battery", + "electrolyzer") for which model components are created. + """ + # Parameters + self._create_parameters(pyomo_model, tech_name) + # Variables + self._create_variables(pyomo_model, tech_name) + # Constraints + self._create_constraints(pyomo_model, tech_name) + # Ports + self._create_ports(pyomo_model, tech_name) + + def _create_parameters(self, pyomo_model, tech_name: str): + """Defines technology-specific Pyomo parameters for the given model. + + This abstract method should be implemented by subclasses to create and add + technology-specific Pyomo parameters (e.g., efficiencies, limits, or costs) + to the provided model instance. + + Args: + pyomo_model: The Pyomo model instance to which parameters will be added. + tech_name (str): The name or identifier of the technology for which + parameters are defined. + + Raises: + NotImplementedError: If the method is not implemented in a subclass. + """ + + raise NotImplementedError("This method should be implemented in a subclass.") + + def _create_variables(self, pyomo_model, tech_name: str): + """Defines technology-specific Pyomo variables for the given model. + + This abstract method should be implemented by subclasses to create and add + technology-specific Pyomo variables (e.g., efficiencies, limits, or costs) + to the provided model instance. + + Args: + pyomo_model: The Pyomo model instance to which variables will be added. + tech_name (str): The name or identifier of the technology for which + variables are defined. + + Raises: + NotImplementedError: If the method is not implemented in a subclass. + """ + + raise NotImplementedError( + "This method should be implemented in a subclass. \ + If no variables to add, simply use a pass function" + ) + + def _create_constraints(self, pyomo_model, tech_name: str): + """Defines technology-specific Pyomo constraints for the given model. + + This abstract method should be implemented by subclasses to create and add + technology-specific Pyomo constraints (e.g., efficiencies, limits, or costs) + to the provided model instance. + + Args: + pyomo_model: The Pyomo model instance to which constraints will be added. + tech_name (str): The name or identifier of the technology for which + constraints are defined. + + Raises: + NotImplementedError: If the method is not implemented in a subclass. + """ + + raise NotImplementedError( + "This method should be implemented in a subclass. \ + If no constraints to add, simply use a pass function" + ) + + def _create_ports(self, pyomo_model, tech_name: str): + """Defines technology-specific Pyomo ports for the given model. + + This abstract method should be implemented by subclasses to create and add + technology-specific Pyomo ports (e.g., efficiencies, limits, or costs) + to the provided model instance. + + Args: + pyomo_model: The Pyomo model instance to which ports will be added. + tech_name (str): The name or identifier of the technology for which + port are defined. + + Raises: + NotImplementedError: If the method is not implemented in a subclass. + """ + + raise NotImplementedError("This method should be implemented in a subclass.") diff --git a/h2integrate/control/control_rules/storage/__init__.py b/h2integrate/control/control_rules/storage/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/control/control_rules/storage/pyomo_storage_rule_baseclass.py b/h2integrate/control/control_rules/storage/pyomo_storage_rule_baseclass.py new file mode 100644 index 000000000..29e2adbd0 --- /dev/null +++ b/h2integrate/control/control_rules/storage/pyomo_storage_rule_baseclass.py @@ -0,0 +1,232 @@ +import pyomo.environ as pyo +from pyomo.network import Port + +from h2integrate.control.control_rules.pyomo_rule_baseclass import PyomoRuleBaseClass + + +class PyomoRuleStorageBaseclass(PyomoRuleBaseClass): + """Base class defining PYomo rules for generic commodity storage components.""" + + def _create_parameters(self, pyomo_model: pyo.ConcreteModel, t): + """Create storage-related parameters in the Pyomo model. + + This method defines key storage parameters such as capacity limits, + state-of-charge (SOC) bounds, efficiencies, and time duration for each + time step. + + Args: + pyomo_model (pyo.ConcreteModel): Pyomo model instance representing + the storage system. + t: Time index or iterable representing time steps (unused in this method). + """ + ################################## + # Storage Parameters # + ################################## + pyomo_model.time_duration = pyo.Param( + doc=pyomo_model.name + " time step [hour]", + default=1.0, + within=pyo.NonNegativeReals, + mutable=True, + units=pyo.units.hr, + ) + pyomo_model.minimum_storage = pyo.Param( + doc=pyomo_model.name + + " minimum storage rating [" + + self.config.commodity_storage_units + + "]", + default=0.0, + within=pyo.NonNegativeReals, + mutable=True, + units=eval("pyo.units." + self.config.commodity_storage_units), + ) + pyomo_model.maximum_storage = pyo.Param( + doc=pyomo_model.name + + " maximum storage rating [" + + self.config.commodity_storage_units + + "]", + within=pyo.NonNegativeReals, + mutable=True, + units=eval("pyo.units." + self.config.commodity_storage_units), + ) + pyomo_model.minimum_soc = pyo.Param( + doc=pyomo_model.name + " minimum state-of-charge [-]", + default=0.1, + within=pyo.PercentFraction, + mutable=True, + units=pyo.units.dimensionless, + ) + pyomo_model.maximum_soc = pyo.Param( + doc=pyomo_model.name + " maximum state-of-charge [-]", + default=0.9, + within=pyo.PercentFraction, + mutable=True, + units=pyo.units.dimensionless, + ) + + ################################## + # Efficiency Parameters # + ################################## + pyomo_model.charge_efficiency = pyo.Param( + doc=pyomo_model.name + " Charging efficiency [-]", + default=0.938, + within=pyo.PercentFraction, + mutable=True, + units=pyo.units.dimensionless, + ) + pyomo_model.discharge_efficiency = pyo.Param( + doc=pyomo_model.name + " discharging efficiency [-]", + default=0.938, + within=pyo.PercentFraction, + mutable=True, + units=pyo.units.dimensionless, + ) + ################################## + # Capacity Parameters # + ################################## + + pyomo_model.capacity = pyo.Param( + doc=pyomo_model.name + " capacity [" + self.config.commodity_storage_units + "]", + within=pyo.NonNegativeReals, + mutable=True, + units=eval("pyo.units." + self.config.commodity_storage_units), + ) + + def _create_variables(self, pyomo_model: pyo.ConcreteModel, t): + """Create storage-related decision variables in the Pyomo model. + + This method defines binary and continuous variables representing + charging/discharging modes, energy flows, and state-of-charge. + + Args: + pyomo_model (pyo.ConcreteModel): Pyomo model instance representing + the storage system. + t: Time index or iterable representing time steps (unused in this method). + """ + ################################## + # Variables # + ################################## + pyomo_model.is_charging = pyo.Var( + doc="1 if " + pyomo_model.name + " is charging; 0 Otherwise [-]", + domain=pyo.Binary, + units=pyo.units.dimensionless, + ) + pyomo_model.is_discharging = pyo.Var( + doc="1 if " + pyomo_model.name + " is discharging; 0 Otherwise [-]", + domain=pyo.Binary, + units=pyo.units.dimensionless, + ) + pyomo_model.soc0 = pyo.Var( + doc=pyomo_model.name + " initial state-of-charge at beginning of period[-]", + domain=pyo.PercentFraction, + bounds=(pyomo_model.minimum_soc, pyomo_model.maximum_soc), + units=pyo.units.dimensionless, + ) + pyomo_model.soc = pyo.Var( + doc=pyomo_model.name + " state-of-charge at end of period [-]", + domain=pyo.PercentFraction, + bounds=(pyomo_model.minimum_soc, pyomo_model.maximum_soc), + units=pyo.units.dimensionless, + ) + pyomo_model.charge_commodity = pyo.Var( + doc=self.config.commodity_name + + " into " + + pyomo_model.name + + " [" + + self.config.commodity_storage_units + + "]", + domain=pyo.NonNegativeReals, + units=eval("pyo.units." + self.config.commodity_storage_units), + ) + pyomo_model.discharge_commodity = pyo.Var( + doc=self.config.commodity_name + + " out of " + + pyomo_model.name + + " [" + + self.config.commodity_storage_units + + "]", + domain=pyo.NonNegativeReals, + units=eval("pyo.units." + self.config.commodity_storage_units), + ) + + def _create_constraints(self, pyomo_model: pyo.ConcreteModel, t): + """Create operational and state-of-charge constraints for storage. + + This method defines constraints that enforce: + - Mutual exclusivity between charging and discharging. + - Upper and lower bounds on charge/discharge flows. + - The state-of-charge balance over time. + + Args: + pyomo_model (pyo.ConcreteModel): Pyomo model instance representing + the storage system. + t: Time index or iterable representing time steps (unused in this method). + """ + ################################## + # Charging Constraints # + ################################## + # Charge commodity bounds + pyomo_model.charge_commodity_ub = pyo.Constraint( + doc=pyomo_model.name + " charging storage upper bound", + expr=pyomo_model.charge_commodity + <= pyomo_model.maximum_storage * pyomo_model.is_charging, + ) + pyomo_model.charge_commodity_lb = pyo.Constraint( + doc=pyomo_model.name + " charging storage lower bound", + expr=pyomo_model.charge_commodity + >= pyomo_model.minimum_storage * pyomo_model.is_charging, + ) + # Discharge commodity bounds + pyomo_model.discharge_commodity_lb = pyo.Constraint( + doc=pyomo_model.name + " Discharging storage lower bound", + expr=pyomo_model.discharge_commodity + >= pyomo_model.minimum_storage * pyomo_model.is_discharging, + ) + pyomo_model.discharge_commodity_ub = pyo.Constraint( + doc=pyomo_model.name + " Discharging storage upper bound", + expr=pyomo_model.discharge_commodity + <= pyomo_model.maximum_storage * pyomo_model.is_discharging, + ) + # Storage packing constraint + pyomo_model.charge_discharge_packing = pyo.Constraint( + doc=pyomo_model.name + " packing constraint for charging and discharging binaries", + expr=pyomo_model.is_charging + pyomo_model.is_discharging <= 1, + ) + + ################################## + # SOC Inventory Constraints # + ################################## + + def soc_inventory_rule(m): + return m.soc == ( + m.soc0 + + m.time_duration + * ( + m.charge_efficiency * m.charge_commodity + - (1 / m.discharge_efficiency) * m.discharge_commodity + ) + / m.capacity + ) + + # Storage State-of-charge balance + pyomo_model.soc_inventory = pyo.Constraint( + doc=pyomo_model.name + " state-of-charge inventory balance", + rule=soc_inventory_rule, + ) + + def _create_ports(self, pyomo_model: pyo.ConcreteModel, t): + """Create Pyomo ports for connecting the storage component. + + Ports are used to connect inflows and outflows of the storage system + (e.g., charging and discharging commodities) to the overall Pyomo model. + + Args: + pyomo_model (pyo.ConcreteModel): Pyomo model instance representing + the storage system. + t: Time index or iterable representing time steps (unused in this method). + """ + ################################## + # Ports # + ################################## + pyomo_model.port = Port() + pyomo_model.port.add(pyomo_model.charge_commodity) + pyomo_model.port.add(pyomo_model.discharge_commodity) diff --git a/h2integrate/control/control_strategies/__init__.py b/h2integrate/control/control_strategies/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/control/control_strategies/controller_baseclass.py b/h2integrate/control/control_strategies/controller_baseclass.py new file mode 100644 index 000000000..1e3a11a84 --- /dev/null +++ b/h2integrate/control/control_strategies/controller_baseclass.py @@ -0,0 +1,52 @@ +import openmdao.api as om + + +class ControllerBaseClass(om.ExplicitComponent): + """ + Base class for open-loop controllers in the H2Integrate system. + + This class provides a template for implementing open-loop controllers. It defines the + basic structure for inputs and outputs and requires subclasses to implement the `compute` + method for specific control logic. + + Attributes: + plant_config (dict): Configuration dictionary for the overall plant. + tech_config (dict): Configuration dictionary for the specific technology being controlled. + """ + + def initialize(self): + """ + Declare options for the component. See "Attributes" section in class doc strings for + details. + """ + + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + """ + Define inputs and outputs for the component. + + This method must be implemented in subclasses to define the specific control inputs + and outputs. + + Raises: + NotImplementedError: If the method is not implemented in a subclass. + """ + raise NotImplementedError("This method should be implemented in a subclass.") + + def compute(self, inputs, outputs): + """ + Perform computations for the component. + + This method must be implemented in subclasses to define the specific control logic. + + Args: + inputs (dict): Dictionary of input values. + outputs (dict): Dictionary of output values. + + Raises: + NotImplementedError: If the method is not implemented in a subclass. + """ + raise NotImplementedError("This method should be implemented in a subclass.") diff --git a/h2integrate/controllers/openloop_controllers.py b/h2integrate/control/control_strategies/openloop_controllers.py similarity index 59% rename from h2integrate/controllers/openloop_controllers.py rename to h2integrate/control/control_strategies/openloop_controllers.py index aa1dfd945..69ba8f5ed 100644 --- a/h2integrate/controllers/openloop_controllers.py +++ b/h2integrate/control/control_strategies/openloop_controllers.py @@ -1,74 +1,24 @@ from copy import deepcopy import numpy as np -import openmdao.api as om from attrs import field, define from h2integrate.core.utilities import BaseConfig, merge_shared_inputs from h2integrate.core.validators import range_val, range_val_or_none - - -class ControllerBaseClass(om.ExplicitComponent): - """ - Base class for open-loop controllers in the H2Integrate system. - - This class provides a template for implementing open-loop controllers. It defines the - basic structure for inputs and outputs and requires subclasses to implement the `compute` - method for specific control logic. - - Attributes: - plant_config (dict): Configuration dictionary for the overall plant. - tech_config (dict): Configuration dictionary for the specific technology being controlled. - """ - - def initialize(self): - """ - Declare options for the component. See "Attributes" section in class doc strings for - details. - """ - - self.options.declare("driver_config", types=dict) - self.options.declare("plant_config", types=dict) - self.options.declare("tech_config", types=dict) - - def setup(self): - """ - Define inputs and outputs for the component. - - This method must be implemented in subclasses to define the specific control I/O. - - Raises: - NotImplementedError: If the method is not implemented in a subclass. - """ - raise NotImplementedError("This method should be implemented in a subclass.") - - def compute(self, inputs, outputs): - """ - Perform computations for the component. - - This method must be implemented in subclasses to define the specific control logic. - - Args: - inputs (dict): Dictionary of input values. - outputs (dict): Dictionary of output values. - - Raises: - NotImplementedError: If the method is not implemented in a subclass. - """ - raise NotImplementedError("This method should be implemented in a subclass.") +from h2integrate.control.control_strategies.controller_baseclass import ControllerBaseClass @define class PassThroughOpenLoopControllerConfig(BaseConfig): - resource_name: str = field() - resource_rate_units: str = field() + commodity_name: str = field() + commodity_units: str = field() class PassThroughOpenLoopController(ControllerBaseClass): """ A simple pass-through controller for open-loop systems. - This controller directly passes the input resource flow to the output without any + This controller directly passes the input commodity flow to the output without any modifications. It is useful for testing, as a placeholder for more complex controllers, and for maintaining consistency between controlled and uncontrolled frameworks as this 'controller' does not alter the system output in any way. @@ -80,17 +30,17 @@ def setup(self): ) self.add_input( - f"{self.config.resource_name}_in", + f"{self.config.commodity_name}_in", shape_by_conn=True, - units=self.config.resource_rate_units, - desc=f"{self.config.resource_name} input timeseries from production to storage", + units=self.config.commodity_units, + desc=f"{self.config.commodity_name} input timeseries from production to storage", ) self.add_output( - f"{self.config.resource_name}_out", - copy_shape=f"{self.config.resource_name}_in", - units=self.config.resource_rate_units, - desc=f"{self.config.resource_name} output timeseries from plant after storage", + f"{self.config.commodity_name}_out", + copy_shape=f"{self.config.commodity_name}_in", + units=self.config.commodity_units, + desc=f"{self.config.commodity_name} output timeseries from plant after storage", ) def compute(self, inputs, outputs): @@ -99,13 +49,13 @@ def compute(self, inputs, outputs): Args: inputs (dict): Dictionary of input values. - - {resource_name}_in: Input resource flow. + - {commodity_name}_in: Input commodity flow. outputs (dict): Dictionary of output values. - - {resource_name}_out: Output resource flow, equal to the input flow. + - {commodity_name}_out: Output commodity flow, equal to the input flow. """ # Assign the input to the output - outputs[f"{self.config.resource_name}_out"] = inputs[f"{self.config.resource_name}_in"] + outputs[f"{self.config.commodity_name}_out"] = inputs[f"{self.config.commodity_name}_in"] def setup_partials(self): """ @@ -121,13 +71,13 @@ def setup_partials(self): """ # Get the size of the input/output array - size = self._get_var_meta(f"{self.config.resource_name}_in", "size") + size = self._get_var_meta(f"{self.config.commodity_name}_in", "size") # Declare partials sparsely for all elements as an identity matrix # (diagonal elements are 1.0, others are 0.0) self.declare_partials( - of=f"{self.config.resource_name}_out", - wrt=f"{self.config.resource_name}_in", + of=f"{self.config.commodity_name}_out", + wrt=f"{self.config.commodity_name}_in", rows=np.arange(size), cols=np.arange(size), val=np.ones(size), # Diagonal elements are 1.0 @@ -142,19 +92,19 @@ class DemandOpenLoopControllerConfig(BaseConfig): This class defines the parameters required to configure the `DemandOpenLoopController`. Attributes: - resource_name (str): Name of the resource being controlled (e.g., "hydrogen"). - resource_rate_units (str): Units of the resource (e.g., "kg/h"). - max_capacity (float): Maximum storage capacity of the resource (in non-rate units, - e.g., "kg" if `resource_rate_units` is "kg/h"). + commodity_name (str): Name of the commodity being controlled (e.g., "hydrogen"). + commodity_units (str): Units of the commodity (e.g., "kg/h"). + max_capacity (float): Maximum storage capacity of the commodity (in non-rate units, + e.g., "kg" if `commodity_units` is "kg/h"). max_charge_percent (float): Maximum allowable state of charge (SOC) as a percentage of `max_capacity`, represented as a decimal between 0 and 1. min_charge_percent (float): Minimum allowable SOC as a percentage of `max_capacity`, represented as a decimal between 0 and 1. init_charge_percent (float): Initial SOC as a percentage of `max_capacity`, represented as a decimal between 0 and 1. - max_charge_rate (float): Maximum rate at which the resource can be charged (in units + max_charge_rate (float): Maximum rate at which the commodity can be charged (in units per time step, e.g., "kg/time step"). This rate does not include the charge_efficiency. - max_discharge_rate (float): Maximum rate at which the resource can be discharged (in + max_discharge_rate (float): Maximum rate at which the commodity can be discharged (in units per time step, e.g., "kg/time step"). This rate does not include the discharge_efficiency. charge_efficiency (float | None): Efficiency of charging the storage, represented as a @@ -167,12 +117,11 @@ class DemandOpenLoopControllerConfig(BaseConfig): the storage, represented as a decimal between 0 and 1 (e.g., 0.81 for 81% efficiency). Optional if `charge_efficiency` and `discharge_efficiency` are provided. demand_profile (scalar or list): The demand values for each time step (in the same units - as `resource_rate_units`) or a scalar for a constant demand. - n_time_steps (int): Number of time steps in the simulation. Defaults to 8760. + as `commodity_units`) or a scalar for a constant demand. """ - resource_name: str = field() - resource_rate_units: str = field() + commodity_name: str = field() + commodity_units: str = field() max_capacity: float = field() max_charge_percent: float = field(validator=range_val(0, 1)) min_charge_percent: float = field(validator=range_val(0, 1)) @@ -180,7 +129,6 @@ class DemandOpenLoopControllerConfig(BaseConfig): max_charge_rate: float = field() max_discharge_rate: float = field() demand_profile: int | float | list = field() - n_time_steps: int = field(default=8760) charge_efficiency: float | None = field(default=None, validator=range_val_or_none(0, 1)) discharge_efficiency: float | None = field(default=None, validator=range_val_or_none(0, 1)) round_trip_efficiency: float | None = field(default=None, validator=range_val_or_none(0, 1)) @@ -215,39 +163,43 @@ def __attrs_post_init__(self): class DemandOpenLoopController(ControllerBaseClass): """ - A controller that manages resource flow based on demand and storage constraints. + A controller that manages commodity flow based on demand and storage constraints. The `DemandOpenLoopController` computes the state of charge (SOC), output flow, curtailment, - and missed load for a resource storage system. It uses a demand profile and storage parameters - to determine how much of the resource to charge, discharge, or curtail at each time step. + and missed load for a commodity storage system. It uses a demand profile and storage parameters + to determine how much of the commodity to charge, discharge, or curtail at each time step. - Note: the units of the outputs are the same as the resource units, which is typically a rate + Note: the units of the outputs are the same as the commodity units, which is typically a rate in H2Integrate (e.g. kg/h) Attributes: config (DemandOpenLoopControllerConfig): Configuration object containing parameters - such as resource name, units, time steps, storage capacity, charge/discharge rates, + such as commodity name, units, time steps, storage capacity, charge/discharge rates, efficiencies, and demand profile. Inputs: - {resource_name}_in (float): Input resource flow timeseries (e.g., hydrogen production). - - Units: Defined in `resource_rate_units` (e.g., "kg/h"). + {commodity_name}_in (float): Input commodity flow timeseries (e.g., hydrogen production). + - Units: Defined in `commodity_units` (e.g., "kg/h"). Outputs: - {resource_name}_out (float): Output resource flow timeseries after storage. - - Units: Defined in `resource_rate_units` (e.g., "kg/h"). - {resource_name}_soc (float): State of charge (SOC) timeseries for the storage system. + {commodity_name}_out (float): Output commodity flow timeseries after storage to meet demand. + - Units: Defined in `commodity_units` (e.g., "kg/h"). + - Note: the may include commodity from commodity_in that was never used to charge the + storage system but was directly dispatched to meet demand. + {commodity_name}_soc (float): State of charge (SOC) timeseries for the storage system. - Units: "unitless" (percentage of maximum capacity given as a ratio between 0 and 1). - {resource_name}_curtailed (float): Curtailment timeseries for unused input resource. - - Units: Defined in `resource_rate_units` (e.g., "kg/h"). + {commodity_name}_unused_commodity (float): Curtailment timeseries for unused + input commodity. + - Units: Defined in `commodity_units` (e.g., "kg/h"). - Note: curtailment in this case does not reduce what the converter produces, but rather the system just does not use it (throws it away) because this controller is specific to the storage technology and has no influence on other technologies in the system. - {resource_name}_missed_load (float): Missed load timeseries when demand exceeds supply. - - Units: Defined in `resource_rate_units` (e.g., "kg/h"). - total_{resource_name}_missed_load (float): Total missed load over the simulation period. - - Units: Defined in `resource_rate_units` (e.g., "kg"). + {commodity_name}_unmet_demand (float): Unmet demand timeseries when demand exceeds supply. + Same meaning as missed load. + - Units: Defined in `commodity_units` (e.g., "kg/h"). + total_{commodity_name}_unmet_demand (float): Total unmet demand over the simulation period. + - Units: Defined in `commodity_units` (e.g., "kg"). """ def setup(self): @@ -255,59 +207,62 @@ def setup(self): merge_shared_inputs(self.options["tech_config"]["model_inputs"], "control") ) - resource_name = self.config.resource_name + self.n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + + commodity_name = self.config.commodity_name self.add_input( - f"{resource_name}_in", + f"{commodity_name}_in", shape_by_conn=True, - units=self.config.resource_rate_units, - desc=f"{resource_name} input timeseries from production to storage", + units=f"{self.config.commodity_units}", + desc=f"{commodity_name} input timeseries from production to storage", ) if isinstance(self.config.demand_profile, int | float): - self.config.demand_profile = [self.config.demand_profile] * self.config.n_time_steps + self.config.demand_profile = [self.config.demand_profile] * self.n_timesteps self.add_input( - f"{resource_name}_demand_profile", - units=f"{self.config.resource_rate_units}/h", + f"{commodity_name}_demand_profile", + units=f"{self.config.commodity_units}", val=self.config.demand_profile, - shape=self.config.n_time_steps, - desc=f"{resource_name} demand profile timeseries", + shape=self.n_timesteps, + desc=f"{commodity_name} demand profile timeseries", ) self.add_output( - f"{resource_name}_out", - copy_shape=f"{resource_name}_in", - units=self.config.resource_rate_units, - desc=f"{resource_name} output timeseries from plant after storage", + f"{commodity_name}_out", + copy_shape=f"{commodity_name}_in", + units=f"{self.config.commodity_units}", + desc=f"{commodity_name} output timeseries from plant after storage including \ + stored and pass-through commodity amounts up to the demand amount", ) self.add_output( - f"{resource_name}_soc", - copy_shape=f"{resource_name}_in", + f"{commodity_name}_soc", + copy_shape=f"{commodity_name}_in", units="unitless", - desc=f"{resource_name} state of charge timeseries for storage", + desc=f"{commodity_name} state of charge timeseries for storage", ) self.add_output( - f"{resource_name}_curtailed", - copy_shape=f"{resource_name}_in", - units=self.config.resource_rate_units, - desc=f"{resource_name} curtailment timeseries for inflow resource at \ + f"{commodity_name}_unused_commodity", + copy_shape=f"{commodity_name}_in", + units=self.config.commodity_units, + desc=f"{commodity_name} curtailment timeseries for inflow commodity at \ storage point", ) self.add_output( - f"{resource_name}_missed_load", - copy_shape=f"{resource_name}_in", - units=self.config.resource_rate_units, - desc=f"{resource_name} missed load timeseries", + f"{commodity_name}_unmet_demand", + copy_shape=f"{commodity_name}_in", + units=self.config.commodity_units, + desc=f"{commodity_name} missed load timeseries", ) self.add_output( - f"total_{resource_name}_missed_load", - units=self.config.resource_rate_units, - desc=f"Total {resource_name} missed load over the simulation period", + f"total_{commodity_name}_unmet_demand", + units=self.config.commodity_units, + desc=f"Total {commodity_name} missed load over the simulation period", ) def compute(self, inputs, outputs): @@ -315,7 +270,7 @@ def compute(self, inputs, outputs): Compute the state of charge (SOC) and output flow based on demand and storage constraints. """ - resource_name = self.config.resource_name + commodity_name = self.config.commodity_name max_capacity = self.config.max_capacity max_charge_percent = self.config.max_charge_percent min_charge_percent = self.config.min_charge_percent @@ -329,25 +284,25 @@ def compute(self, inputs, outputs): # the previous time step's value soc = deepcopy(init_charge_percent) - demand_profile = inputs[f"{resource_name}_demand_profile"] + demand_profile = inputs[f"{commodity_name}_demand_profile"] # initialize outputs - soc_array = outputs[f"{resource_name}_soc"] - curtailment_array = outputs[f"{resource_name}_curtailed"] - output_array = outputs[f"{resource_name}_out"] - missed_load_array = outputs[f"{resource_name}_missed_load"] + soc_array = outputs[f"{commodity_name}_soc"] + unused_commodity_array = outputs[f"{commodity_name}_unused_commodity"] + output_array = outputs[f"{commodity_name}_out"] + unmet_demand_array = outputs[f"{commodity_name}_unmet_demand"] # Loop through each time step for t, demand_t in enumerate(demand_profile): # Get the input flow at the current time step - input_flow = inputs[f"{resource_name}_in"][t] + input_flow = inputs[f"{commodity_name}_in"][t] # Calculate the available charge/discharge capacity available_charge = (max_charge_percent - soc) * max_capacity available_discharge = (soc - min_charge_percent) * max_capacity # Initialize persistent variables for curtailment and missed load - excess_input = 0.0 + unused_input = 0.0 charge = 0.0 # Determine the output flow based on demand_t and SOC @@ -365,14 +320,14 @@ def compute(self, inputs, outputs): # applying `discharge_efficiency`. output_array[t] = input_flow + discharge * discharge_efficiency else: - # Charge storage with excess input - # `excess_input` is as seen outside the storage - excess_input = input_flow - demand_t + # Charge storage with unused input + # `unused_input` is as seen outside the storage + unused_input = input_flow - demand_t # `charge` is as seen by the storage, but the things being compared should all be as # seen outside the storage so we need to adjust `available_charge` outside the # storage view and the final result back into the storage view. charge = ( - min(excess_input, available_charge / charge_efficiency, max_charge_rate) + min(unused_input, available_charge / charge_efficiency, max_charge_rate) * charge_efficiency ) soc += charge / max_capacity # soc is a ratio with value between 0 and 1 @@ -386,9 +341,21 @@ def compute(self, inputs, outputs): # Record the curtailment at the current time step. Adjust `charge` from storage view to # outside view for curtailment - curtailment_array[t] = max(0, float(excess_input - charge / charge_efficiency)) + unused_commodity_array[t] = max(0, float(unused_input - charge / charge_efficiency)) # Record the missed load at the current time step - missed_load_array[t] = max(0, (demand_t - output_array[t])) + unmet_demand_array[t] = max(0, (demand_t - output_array[t])) + + outputs[f"{commodity_name}_out"] = output_array + + # Return the SOC + outputs[f"{commodity_name}_soc"] = soc_array + + # Return the unused commodity + outputs[f"{commodity_name}_unused_commodity"] = unused_commodity_array + + # Return the unmet load demand + outputs[f"{commodity_name}_unmet_demand"] = unmet_demand_array - outputs[f"total_{resource_name}_missed_load"] = np.sum(missed_load_array) + # Calculate and return the total unmet demand over the simulation period + outputs[f"total_{commodity_name}_unmet_demand"] = np.sum(unmet_demand_array) diff --git a/h2integrate/control/control_strategies/pyomo_controllers.py b/h2integrate/control/control_strategies/pyomo_controllers.py new file mode 100644 index 000000000..47ae68af8 --- /dev/null +++ b/h2integrate/control/control_strategies/pyomo_controllers.py @@ -0,0 +1,751 @@ +from typing import TYPE_CHECKING + +import numpy as np +import pyomo.environ as pyomo +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import range_val +from h2integrate.control.control_strategies.controller_baseclass import ControllerBaseClass + + +if TYPE_CHECKING: # to avoid circular imports + pass + + +@define +class PyomoControllerBaseConfig(BaseConfig): + """ + Configuration data container for Pyomo-based storage / dispatch controllers. + + This class groups the fundamental parameters needed by derived controller + implementations. Values are typically populated from the technology + `tech_config.yaml` (merged under the "control" section). + + Attributes: + max_capacity (float): + Physical maximum stored commodity capacity (inventory, not a rate). + Units correspond to the base commodity units (e.g., kg, MWh). + max_charge_percent (float): + Upper bound on state of charge expressed as a fraction in [0, 1]. + 1.0 means the controller may fill to max_capacity. + min_charge_percent (float): + Lower bound on state of charge expressed as a fraction in [0, 1]. + 0.0 allows full depletion; >0 reserves minimum inventory. + init_charge_percent (float): + Initial state of charge at simulation start as a fraction in [0, 1]. + n_control_window (int): + Number of consecutive timesteps processed per control action + (rolling control / dispatch window length). + n_horizon_window (int): + Number of timesteps considered for look ahead / optimization horizon. + May be >= n_control_window (used by predictive strategies). + commodity_name (str): + Base name of the controlled commodity (e.g., "hydrogen", "electricity"). + Used to construct input/output variable names (e.g., f"{commodity_name}_in"). + commodity_storage_units (str): + Units string for stored commodity rates (e.g., "kg/h", "MW"). + Used for unit annotations when creating model variables. + tech_name (str): + Technology identifier used to namespace Pyomo blocks / variables within + the broader OpenMDAO model (e.g., "battery", "h2_storage"). + system_commodity_interface_limit (float | int | str |list[float]): Max interface + (e.g. grid interface) flow used to bound dispatch (scalar or per-timestep list of + length n_control_window). + """ + + max_capacity: float = field() + max_charge_percent: float = field(validator=range_val(0, 1)) + min_charge_percent: float = field(validator=range_val(0, 1)) + init_charge_percent: float = field(validator=range_val(0, 1)) + n_control_window: int = field() + n_horizon_window: int = field() + commodity_name: str = field() + commodity_storage_units: str = field() + tech_name: str = field() + system_commodity_interface_limit: float | int | str | list[float] = field() + + def __attrs_post_init__(self): + if isinstance(self.system_commodity_interface_limit, str): + self.system_commodity_interface_limit = float(self.system_commodity_interface_limit) + if isinstance(self.system_commodity_interface_limit, (float, int)): + self.system_commodity_interface_limit = [ + self.system_commodity_interface_limit + ] * self.n_control_window + + +def dummy_function(): + """Dummy function used for setting OpenMDAO input/output defaults but otherwise unused. + + Returns: + None: empty output + """ + return None + + +class PyomoControllerBaseClass(ControllerBaseClass): + def dummy_method(self, in1, in2): + """Dummy method used for setting OpenMDAO input/output defaults but otherwise unused. + + Args: + in1 (any): dummy input 1 + in2 (any): dummy input 2 + + Returns: + None: empty output + """ + return None + + def setup(self): + """Register per-technology dispatch rule inputs and expose the solver callable. + + Adds discrete inputs named 'dispatch_block_rule_function' (and variants + suffixed with source tech names for cross-tech connections) plus a + discrete output 'pyomo_dispatch_solver' that will hold the assembled + callable after compute(). + """ + + # get technology group name + self.tech_group_name = self.pathname.split(".") + + # create inputs for all pyomo object creation functions from all connected technologies + self.dispatch_connections = self.options["plant_config"]["tech_to_dispatch_connections"] + for connection in self.dispatch_connections: + # get connection definition + source_tech, intended_dispatch_tech = connection + if any(intended_dispatch_tech in name for name in self.tech_group_name): + if source_tech == intended_dispatch_tech: + # When getting rules for the same tech, the tech name is not used in order to + # allow for automatic connections rather than complicating the h2i model set up + self.add_discrete_input("dispatch_block_rule_function", val=self.dummy_method) + else: + self.add_discrete_input( + f"{'dispatch_block_rule_function'}_{source_tech}", val=self.dummy_method + ) + else: + continue + + # create output for the pyomo control model + self.add_discrete_output( + "pyomo_dispatch_solver", + val=dummy_function, + desc="callable: fully formed pyomo model and execution logic to be run \ + by owning technologies performance model", + ) + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + """Build Pyomo model blocks and assign the dispatch solver.""" + discrete_outputs["pyomo_dispatch_solver"] = self.pyomo_setup(discrete_inputs) + + def pyomo_setup(self, discrete_inputs): + """Create the Pyomo model, attach per-tech Blocks, and return dispatch solver. + + Returns: + callable: Function(performance_model, performance_model_kwargs, inputs, commodity_name) + executing rolling-window heuristic dispatch and returning: + (total_out, storage_out, unmet_demand, unused_commodity, soc) + """ + # initialize the pyomo model + self.pyomo_model = pyomo.ConcreteModel() + + index_set = pyomo.Set(initialize=range(self.config.n_control_window)) + + # run each pyomo rule set up function for each technology + for connection in self.dispatch_connections: + # get connection definition + source_tech, intended_dispatch_tech = connection + # only add connections to intended dispatch tech + if any(intended_dispatch_tech in name for name in self.tech_group_name): + # names are specified differently if connecting within the tech group vs + # connecting from an external tech group. This facilitates OM connections + if source_tech == intended_dispatch_tech: + dispatch_block_rule_function = discrete_inputs["dispatch_block_rule_function"] + else: + dispatch_block_rule_function = discrete_inputs[ + f"{'dispatch_block_rule_function'}_{source_tech}" + ] + # create pyomo block and set attr + blocks = pyomo.Block(index_set, rule=dispatch_block_rule_function) + setattr(self.pyomo_model, source_tech, blocks) + else: + continue + + # define dispatch solver + def pyomo_dispatch_solver( + performance_model: callable, + performance_model_kwargs, + inputs, + commodity_name: str = self.config.commodity_name, + ): + r""" + Execute rolling-window dispatch for the controlled technology. + + Iterates over the full simulation period in chunks of size + `self.config.n_control_window`, (re)configures per\-window dispatch + parameters, invokes a heuristic control strategy to set fixed + dispatch decisions, and then calls the provided performance_model + over each window to obtain storage output and SOC trajectories. + + Args: + performance_model (callable): + Function implementing the technology performance over a control + window. Signature must accept (storage_dispatch_commands, + **performance_model_kwargs, sim_start_index=) + and return (storage_out_window, soc_window) arrays of length + n_control_window. + performance_model_kwargs (dict): + Extra keyword arguments forwarded unchanged to performance_model + at window (e.g., efficiencies, timestep size). + inputs (dict): + Dictionary of numpy arrays (length = self.n_timesteps) containing at least: + f"{commodity_name}_in" : available generated commodity profile. + f"{commodity_name}_demand" : demanded commodity output profile. + commodity_name (str, optional): + Base commodity name (e.g. "electricity", "hydrogen"). Default: + self.config.commodity_name. + + Returns: + tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray, np.ndarray]: + total_commodity_out : + Net commodity supplied to demand each timestep (min(demand, storage + gen)). + storage_commodity_out : + Commodity supplied (positive) by the storage asset each timestep. + unmet_demand : + Positive shortfall = demand - total_out (0 if fully met). + unused_commodity : + Surplus generation + storage discharge not used to meet demand. + soc : + State of charge trajectory (percent of capacity). + + Raises: + NotImplementedError: + If the configured control strategy is not implemented. + + Notes: + 1. Arrays returned have length self.n_timesteps (full simulation period). + """ + self.initialize_parameters() + + # initialize outputs + unmet_demand = np.zeros(self.n_timesteps) + storage_commodity_out = np.zeros(self.n_timesteps) + total_commodity_out = np.zeros(self.n_timesteps) + unused_commodity = np.zeros(self.n_timesteps) + soc = np.zeros(self.n_timesteps) + + # get the starting index for each control window + window_start_indices = list(range(0, self.n_timesteps, self.config.n_control_window)) + + control_strategy = self.options["tech_config"]["control_strategy"]["model"] + + # loop over all control windows, where t is the starting index of each window + for t in window_start_indices: + self.update_time_series_parameters() + # get the inputs over the current control window + commodity_in = inputs[self.config.commodity_name + "_in"][ + t : t + self.config.n_control_window + ] + demand_in = inputs[f"{commodity_name}_demand"][t : t + self.config.n_control_window] + + if "heuristic" in control_strategy: + # determine dispatch commands for the current control window + # using the heuristic method + self.set_fixed_dispatch( + commodity_in, + self.config.system_commodity_interface_limit, + demand_in, + ) + + else: + raise ( + NotImplementedError( + f"Control strategy '{control_strategy}' was given, \ + but has not been implemented yet." + ) + ) + + # run the performance/simulation model for the current control window + # using the dispatch commands + storage_commodity_out_control_window, soc_control_window = performance_model( + self.storage_dispatch_commands, + **performance_model_kwargs, + sim_start_index=t, + ) + + # get a list of all time indices belonging to the current control window + window_indices = list(range(t, t + self.config.n_control_window)) + + # loop over all time steps in the current control window + for j in window_indices: + # save the output for the control window to the output for the full + # simulation + storage_commodity_out[j] = storage_commodity_out_control_window[j - t] + soc[j] = soc_control_window[j - t] + total_commodity_out[j] = np.minimum( + demand_in[j - t], storage_commodity_out[j] + commodity_in[j - t] + ) + unmet_demand[j] = np.maximum(0, demand_in[j - t] - total_commodity_out[j]) + unused_commodity[j] = np.maximum( + 0, storage_commodity_out[j] + commodity_in[j - t] - demand_in[j - t] + ) + + return total_commodity_out, storage_commodity_out, unmet_demand, unused_commodity, soc + + return pyomo_dispatch_solver + + @staticmethod + def dispatch_block_rule(block, t): + raise NotImplementedError("This function must be overridden for specific dispatch model") + + def initialize_parameters(self): + raise NotImplementedError("This function must be overridden for specific dispatch model") + + def update_time_series_parameters(self, start_time: int): + raise NotImplementedError("This function must be overridden for specific dispatch model") + + @staticmethod + def _check_efficiency_value(efficiency): + """Checks efficiency is between 0 and 1. Returns fractional value""" + if efficiency < 0: + raise ValueError("Efficiency value must greater than 0") + elif efficiency > 1: + raise ValueError("Efficiency value must between 0 and 1") + return efficiency + + @property + def blocks(self) -> pyomo.Block: + return getattr(self.pyomo_model, self.config.tech_name) + + @property + def model(self) -> pyomo.ConcreteModel: + return self._model + + +class SimpleBatteryControllerHeuristic(PyomoControllerBaseClass): + """Fixes battery dispatch operations based on user input. + + Currently, enforces available generation and grid limit assuming no battery charging from grid. + + Enforces: + - Available generation cannot be exceeded for charging. + - Interface (grid / export) limit bounds discharge. + - No grid charging (unless logic extended elsewhere). + """ + + def setup(self): + """Initialize SimpleBatteryControllerHeuristic.""" + super().setup() + + self.round_digits = 4 + + self.max_charge_fraction = [0.0] * self.config.n_control_window + self.max_discharge_fraction = [0.0] * self.config.n_control_window + self._fixed_dispatch = [0.0] * self.config.n_control_window + + def initialize_parameters(self): + """Initializes parameters.""" + + self.minimum_storage = 0.0 + self.maximum_storage = self.config.max_capacity + self.minimum_soc = self.config.min_charge_percent + self.maximum_soc = self.config.max_charge_percent + self.initial_soc = self.config.init_charge_percent + + def update_time_series_parameters(self, start_time: int = 0): + """Updates time series parameters. + + Args: + start_time (int): The start time. + + """ + # TODO: provide more control; currently don't use `start_time` + # see HOPP implementation + self.time_duration = [1.0] * len(self.blocks.index_set()) + + def update_dispatch_initial_soc(self, initial_soc: float | None = None): + """Updates dispatch initial state of charge (SOC). + + Args: + initial_soc (float, optional): Initial state of charge. Defaults to None. + + """ + if initial_soc is not None: + self._system_model.value("initial_SOC", initial_soc) + self._system_model.setup() + self.initial_soc = self._system_model.value("SOC") + + def set_fixed_dispatch( + self, + commodity_in: list, + system_commodity_interface_limit: list, + ): + """Sets charge and discharge amount of storage dispatch using fixed_dispatch attribute + and enforces available generation and charge/discharge limits. + + Args: + commodity_in (list): commodity blocks. + system_commodity_interface_limit (list): Maximum flow rate of commodity through + the system interface (e.g. grid interface) + + Raises: + ValueError: If commodity_in or system_commodity_interface_limit length do not + match fixed_dispatch length. + + """ + self.check_commodity_in_discharge_limit(commodity_in, system_commodity_interface_limit) + self._set_commodity_fraction_limits(commodity_in, system_commodity_interface_limit) + self._heuristic_method(commodity_in) + self._fix_dispatch_model_variables() + + def check_commodity_in_discharge_limit( + self, commodity_in: list, system_commodity_interface_limit: list + ): + """Checks if commodity in and discharge limit lengths match fixed_dispatch length. + + Args: + commodity_in (list): commodity blocks. + system_commodity_interface_limit (list): Maximum flow rate of commodity through + the system interface (e.g. grid interface). + + Raises: + ValueError: If commodity_in or system_commodity_interface_limit length does not + match fixed_dispatch length. + + """ + if len(commodity_in) != len(self.fixed_dispatch): + raise ValueError("commodity_in must be the same length as fixed_dispatch.") + elif len(system_commodity_interface_limit) != len(self.fixed_dispatch): + raise ValueError( + "system_commodity_interface_limit must be the same length as fixed_dispatch." + ) + + def _set_commodity_fraction_limits( + self, commodity_in: list, system_commodity_interface_limit: list + ): + """Set storage charge and discharge fraction limits based on + available generation and system interface capacity, respectively. + + Args: + commodity_in (list): commodity blocks. + system_commodity_interface_limit (list): Maximum flow rate of commodity + through the system interface (e.g. grid interface). + + NOTE: This method assumes that storage cannot be charged by the grid. + + """ + for t in self.blocks.index_set(): + self.max_charge_fraction[t] = self.enforce_power_fraction_simple_bounds( + (commodity_in[t]) / self.maximum_storage, self.minimum_soc, self.maximum_soc + ) + self.max_discharge_fraction[t] = self.enforce_power_fraction_simple_bounds( + (system_commodity_interface_limit[t] - commodity_in[t]) / self.maximum_storage, + self.minimum_soc, + self.maximum_soc, + ) + + @staticmethod + def enforce_power_fraction_simple_bounds( + storage_fraction: float, + minimum_soc: float, + maximum_soc: float, + ) -> float: + """Enforces simple bounds (0, .9) for battery power fractions. + + Args: + storage_fraction (float): Storage fraction from heuristic method. + + Returns: + storage_fraction (float): Bounded storage fraction. + + """ + if storage_fraction > maximum_soc: + storage_fraction = maximum_soc + elif storage_fraction < minimum_soc: + storage_fraction = minimum_soc + return storage_fraction + + def update_soc(self, storage_fraction: float, soc0: float) -> float: + """Updates SOC based on storage fraction threshold. + + Args: + storage_fraction (float): Storage fraction from heuristic method. Below threshold + is charging, above is discharging. + soc0 (float): Initial SOC. + + Returns: + soc (float): Updated SOC. + + """ + if storage_fraction > 0.0: + discharge_commodity = storage_fraction * self.maximum_storage + soc = ( + soc0 + - self.time_duration[0] + * (1 / (self.discharge_efficiency) * discharge_commodity) + / self.maximum_storage + ) + elif storage_fraction < 0.0: + charge_commodity = -storage_fraction * self.maximum_storage + soc = ( + soc0 + + self.time_duration[0] + * (self.charge_efficiency * charge_commodity) + / self.maximum_storage + ) + else: + soc = soc0 + + return max(self.minimum_soc, min(self.maximum_soc, soc)) + + def _heuristic_method(self, _): + """Executes specific heuristic method to fix storage dispatch.""" + self._enforce_power_fraction_limits() + + def _enforce_power_fraction_limits(self): + """Enforces storage fraction limits and sets _fixed_dispatch attribute.""" + for t in self.blocks.index_set(): + fd = self.user_fixed_dispatch[t] + if fd > 0.0: # Discharging + if fd > self.max_discharge_fraction[t]: + fd = self.max_discharge_fraction[t] + elif fd < 0.0: # Charging + if -fd > self.max_charge_fraction[t]: + fd = -self.max_charge_fraction[t] + self._fixed_dispatch[t] = fd + + def _fix_dispatch_model_variables(self): + """Fixes dispatch model variables based on the fixed dispatch values.""" + soc0 = self.pyomo_model.initial_soc + for t in self.blocks.index_set(): + dispatch_factor = self._fixed_dispatch[t] + self.blocks[t].soc.fix(self.update_soc(dispatch_factor, soc0)) + soc0 = self.blocks[t].soc.value + + if dispatch_factor == 0.0: + # Do nothing + self.blocks[t].charge_commodity.fix(0.0) + self.blocks[t].discharge_commodity.fix(0.0) + elif dispatch_factor > 0.0: + # Discharging + self.blocks[t].charge_commodity.fix(0.0) + self.blocks[t].discharge_commodity.fix(dispatch_factor * self.maximum_storage) + elif dispatch_factor < 0.0: + # Charging + self.blocks[t].discharge_commodity.fix(0.0) + self.blocks[t].charge_commodity.fix(-dispatch_factor * self.maximum_storage) + + def _check_initial_soc(self, initial_soc): + """Checks initial state-of-charge. + + Args: + initial_soc: Initial state-of-charge value. + + Returns: + float: Checked initial state-of-charge. + + """ + initial_soc = round(initial_soc, self.round_digits) + if initial_soc > self.maximum_soc: + print( + "Warning: Storage dispatch was initialized with a state-of-charge greater than " + "maximum value!" + ) + print(f"Initial SOC = {initial_soc}") + print("Initial SOC was set to maximum value.") + initial_soc = self.maximum_soc + elif initial_soc < self.minimum_soc: + print( + "Warning: Storage dispatch was initialized with a state-of-charge less than " + "minimum value!" + ) + print(f"Initial SOC = {initial_soc}") + print("Initial SOC was set to minimum value.") + initial_soc = self.minimum_soc + return initial_soc + + @property + def fixed_dispatch(self) -> list: + """list: List of fixed dispatch.""" + return self._fixed_dispatch + + @property + def user_fixed_dispatch(self) -> list: + """list: List of user fixed dispatch.""" + return self._user_fixed_dispatch + + @user_fixed_dispatch.setter + def user_fixed_dispatch(self, fixed_dispatch: list): + if len(fixed_dispatch) != len(self.blocks.index_set()): + raise ValueError("fixed_dispatch must be the same length as dispatch index set.") + elif max(fixed_dispatch) > 1.0 or min(fixed_dispatch) < -1.0: + raise ValueError("fixed_dispatch must be normalized values between -1 and 1.") + else: + self._user_fixed_dispatch = fixed_dispatch + + @property + def storage_dispatch_commands(self) -> list: + """ + Commanded dispatch including available commodity at current time step that has not + been used to charge the battery. + """ + return [ + (self.blocks[t].discharge_commodity.value - self.blocks[t].charge_commodity.value) + for t in self.blocks.index_set() + ] + + @property + def soc(self) -> list: + """State-of-charge.""" + return [self.blocks[t].soc.value for t in self.blocks.index_set()] + + @property + def charge_commodity(self) -> list: + """Charge commodity.""" + return [self.blocks[t].charge_commodity.value for t in self.blocks.index_set()] + + @property + def discharge_commodity(self) -> list: + """Discharge commodity.""" + return [self.blocks[t].discharge_commodity.value for t in self.blocks.index_set()] + + @property + def initial_soc(self) -> float: + """Initial state-of-charge.""" + return self.pyomo_model.initial_soc.value + + @initial_soc.setter + def initial_soc(self, initial_soc: float): + initial_soc = self._check_initial_soc(initial_soc) + self.pyomo_model.initial_soc = round(initial_soc, self.round_digits) + + @property + def minimum_soc(self) -> float: + """Minimum state-of-charge.""" + for t in self.blocks.index_set(): + return self.blocks[t].minimum_soc.value + + @minimum_soc.setter + def minimum_soc(self, minimum_soc: float): + for t in self.blocks.index_set(): + self.blocks[t].minimum_soc = round(minimum_soc, self.round_digits) + + @property + def maximum_soc(self) -> float: + """Maximum state-of-charge.""" + for t in self.blocks.index_set(): + return self.blocks[t].maximum_soc.value + + @maximum_soc.setter + def maximum_soc(self, maximum_soc: float): + for t in self.blocks.index_set(): + self.blocks[t].maximum_soc = round(maximum_soc, self.round_digits) + + @property + def charge_efficiency(self) -> float: + """Charge efficiency.""" + for t in self.blocks.index_set(): + return self.blocks[t].charge_efficiency.value + + @charge_efficiency.setter + def charge_efficiency(self, efficiency: float): + efficiency = self._check_efficiency_value(efficiency) + for t in self.blocks.index_set(): + self.blocks[t].charge_efficiency = round(efficiency, self.round_digits) + + @property + def discharge_efficiency(self) -> float: + """Discharge efficiency.""" + for t in self.blocks.index_set(): + return self.blocks[t].discharge_efficiency.value + + @discharge_efficiency.setter + def discharge_efficiency(self, efficiency: float): + efficiency = self._check_efficiency_value(efficiency) + for t in self.blocks.index_set(): + self.blocks[t].discharge_efficiency = round(efficiency, self.round_digits) + + @property + def round_trip_efficiency(self) -> float: + """Round trip efficiency.""" + return self.charge_efficiency * self.discharge_efficiency + + @round_trip_efficiency.setter + def round_trip_efficiency(self, round_trip_efficiency: float): + round_trip_efficiency = self._check_efficiency_value(round_trip_efficiency) + # Assumes equal charge and discharge efficiencies + efficiency = round_trip_efficiency ** (1 / 2) + self.charge_efficiency = efficiency + self.discharge_efficiency = efficiency + + +@define +class HeuristicLoadFollowingControllerConfig(PyomoControllerBaseConfig): + max_charge_rate: int | float = field() + charge_efficiency: float = field(default=None) + discharge_efficiency: float = field(default=None) + include_lifecycle_count: bool = field(default=False) + + +class HeuristicLoadFollowingController(SimpleBatteryControllerHeuristic): + """Operates the battery based on heuristic rules to meet the demand profile based power + available from power generation profiles and power demand profile. + + Currently, enforces available generation and grid limit assuming no battery charging from grid. + + """ + + def setup(self): + """Initialize HeuristicLoadFollowingController.""" + self.config = HeuristicLoadFollowingControllerConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "control") + ) + + self.n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + + super().setup() + + if self.config.charge_efficiency is not None: + self.charge_efficiency = self.config.charge_efficiency + if self.config.discharge_efficiency is not None: + self.discharge_efficiency = self.config.discharge_efficiency + + def set_fixed_dispatch( + self, + commodity_in: list, + system_commodity_interface_limit: list, + commodity_demand: list, + ): + """Sets charge and discharge power of battery dispatch using fixed_dispatch attribute + and enforces available generation and charge/discharge limits. + + Args: + commodity_in (list): List of generated commodity in. + system_commodity_interface_limit (list): List of max flow rates through system + interface (e.g. grid interface). + commodity_demand (list): The demanded commodity. + + """ + + self.check_commodity_in_discharge_limit(commodity_in, system_commodity_interface_limit) + self._set_commodity_fraction_limits(commodity_in, system_commodity_interface_limit) + self._heuristic_method(commodity_in, commodity_demand) + self._fix_dispatch_model_variables() + + def _heuristic_method(self, commodity_in, commodity_demand): + """Enforces storage fraction limits and sets _fixed_dispatch attribute. + Sets the _fixed_dispatch based on commodity_demand and commodity_in. + + Args: + commodity_in: commodity generation profile. + commodity_demand: Goal amount of commodity. + + """ + for t in self.blocks.index_set(): + fd = (commodity_demand[t] - commodity_in[t]) / self.maximum_storage + if fd > 0.0: # Discharging + if fd > self.max_discharge_fraction[t]: + fd = self.max_discharge_fraction[t] + elif fd < 0.0: # Charging + if -fd > self.max_charge_fraction[t]: + fd = -self.max_charge_fraction[t] + self._fixed_dispatch[t] = fd diff --git a/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py b/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py index 9b57e7bf5..28ddb2035 100644 --- a/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py +++ b/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py @@ -174,11 +174,11 @@ def setup(self): desc="Mass of RCA tumbler slurry produced (grams)", ) self.add_output( - "excess_energy", + "unused_energy", val=0.0, shape=n_timesteps, units="W", - desc="Excess energy unused by OAE system (W)", + desc="Unused energy unused by OAE system (W)", ) def compute(self, inputs, outputs): @@ -230,7 +230,7 @@ def compute(self, inputs, outputs): outputs["cost_acid_disposal"] = oae_outputs.X_disp outputs["based_added_seawater_max_power"] = oae_outputs.mol_OH_yr_MaxPwr outputs["mass_rca"] = oae_outputs.slurry_mass_max - outputs["excess_energy"] = oae_outputs.OAE_outputs["P_xs"] + outputs["unused_energy"] = oae_outputs.OAE_outputs["P_xs"] @define @@ -370,11 +370,11 @@ def setup(self): desc="Annual energy production in kWac", ) self.add_input( - "excess_energy", + "unused_energy", val=0.0, shape=n_timesteps, units="W", - desc="Excess energy unused by OAE system (W)", + desc="Unused energy unused by OAE system (W)", ) self.add_input( "mass_sellable_product", @@ -428,8 +428,8 @@ def setup(self): def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): annual_energy_cost_usd_yr = inputs["LCOE"] * ( - inputs["annual_energy"] - (sum(inputs["excess_energy"]) / 1000) # Convert W to kW - ) # remove excess power from the annual energy cost only used power considered + inputs["annual_energy"] - (sum(inputs["unused_energy"]) / 1000) # Convert W to kW + ) # remove unused power from the annual energy cost only used power considered costs = echem_oae.OAECosts( mass_product=inputs["mass_sellable_product"], value_product=inputs["value_products"], diff --git a/h2integrate/converters/wind/wind_plant_baseclass.py b/h2integrate/converters/wind/wind_plant_baseclass.py index e127e0d47..eb35ca5b8 100644 --- a/h2integrate/converters/wind/wind_plant_baseclass.py +++ b/h2integrate/converters/wind/wind_plant_baseclass.py @@ -58,6 +58,7 @@ def calculate_bounding_heights_from_resource_data( if len(params_heights) > 0: heights_per_parameter.update({param: params_heights}) allowed_hub_height_meters.update(params_heights) + # Check if any resource height is equal to the hub-height if any(float(hh) == float(hub_height_meters) for hh in allowed_hub_height_meters): return [int(hub_height_meters)] diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index a98d1fd27..273ff2047 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -35,6 +35,9 @@ def __init__(self, config_file): self.prob = om.Problem(reports=create_om_reports) self.model = self.prob.model + # track if setup has been called via boolean + self.setup_has_been_called = False + # create site-level model # this is an OpenMDAO group that contains all the site information self.create_site_model() @@ -230,6 +233,7 @@ def create_technology_models(self): self.tech_names = [] self.performance_models = [] self.control_strategies = [] + self.dispatch_rule_sets = [] self.cost_models = [] self.finance_models = [] @@ -239,6 +243,17 @@ def create_technology_models(self): for tech_name, individual_tech_config in self.technology_config["technologies"].items(): perf_model = individual_tech_config.get("performance_model", {}).get("model") + if "control_parameters" in individual_tech_config["model_inputs"]: + if "tech_name" in individual_tech_config["model_inputs"]["control_parameters"]: + provided_tech_name = individual_tech_config["model_inputs"][ + "control_parameters" + ]["tech_name"] + if tech_name != provided_tech_name: + raise ValueError( + f"tech_name in control_parameters ({provided_tech_name}) must match " + f"the top-level name of the tech group ({tech_name})" + ) + if perf_model is not None and "feedstock" in perf_model: comp = self.supported_models[perf_model]( driver_config=self.driver_config, @@ -260,6 +275,20 @@ def create_technology_models(self): and perf_model == cost_model and perf_model in combined_performance_and_cost_models ): + # Catch dispatch rules for systems that have the same performance & cost models + if "dispatch_rule_set" in individual_tech_config: + control_object = self._process_model( + "dispatch_rule_set", individual_tech_config, tech_group + ) + self.control_strategies.append(control_object) + + # Catch control models for systems that have the same performance & cost models + if "control_strategy" in individual_tech_config: + control_object = self._process_model( + "control_strategy", individual_tech_config, tech_group + ) + self.control_strategies.append(control_object) + comp = self.supported_models[perf_model]( driver_config=self.driver_config, plant_config=self.plant_config, @@ -270,17 +299,17 @@ def create_technology_models(self): self.cost_models.append(comp) self.finance_models.append(comp) - # Catch control models for systems that have the same performance & cost models - if "control_strategy" in individual_tech_config: - control_object = self._process_model( - "control_strategy", individual_tech_config, tech_group - ) - self.control_strategies.append(control_object) continue # Process the models - # TODO: integrate finance_model into the loop below - model_types = ["performance_model", "control_strategy", "cost_model"] + # TODO: integrate financial_model into the loop below + model_types = [ + "dispatch_rule_set", + "control_strategy", + "performance_model", + "cost_model", + ] + for model_type in model_types: if model_type in individual_tech_config: model_object = self._process_model( @@ -542,7 +571,7 @@ def create_finance_model(self): "model_inputs": { "performance_parameters": { "commodity": commodity, - "commodity_units": "kW" if commodity == "electricity" else "kg", + "commodity_units": "kW" if commodity == "electricity" else "kg/h", } } } @@ -951,8 +980,30 @@ def connect_technologies(self): self.plant.linear_solver = om.DirectSolver() break + # initialize dispatch rules connection list + tech_to_dispatch_connections = self.plant_config.get("tech_to_dispatch_connections", []) + + for connection in tech_to_dispatch_connections: + if len(connection) != 2: + err_msg = f"Invalid tech to dispatching_tech_name connection: {connection}" + raise ValueError(err_msg) + + tech_name, dispatching_tech_name = connection + + if tech_name == dispatching_tech_name: + continue + else: + # Connect the dispatch rules output to the dispatching_tech_name input + self.model.connect( + f"{tech_name}.dispatch_block_rule_function", + f"{dispatching_tech_name}.dispatch_block_rule_function_{tech_name}", + ) + if (pyxdsm is not None) and (len(technology_interconnections) > 0): - create_xdsm_from_config(self.plant_config) + try: + create_xdsm_from_config(self.plant_config) + except FileNotFoundError as e: + print(f"Unable to create system XDSM diagram. Error: {e}") def create_driver_model(self): """ @@ -969,10 +1020,19 @@ def create_driver_model(self): if "recorder" in self.driver_config: myopt.set_recorders(self.prob) + def setup(self): + """ + Extremely light wrapper to setup the OpenMDAO problem and track setup status. + """ + self.setup_has_been_called = True + self.prob.setup() + def run(self): # do model setup based on the driver config # might add a recorder, driver, set solver tolerances, etc - self.prob.setup() + if not self.setup_has_been_called: + self.prob.setup() + self.setup_has_been_called = True self.prob.run_driver() diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index 9012456d6..6dc751a56 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -9,6 +9,7 @@ from h2integrate.converters.hopp.hopp_wrapper import HOPPComponent from h2integrate.converters.solar.solar_pysam import PYSAMSolarPlantPerformanceModel from h2integrate.storage.hydrogen.eco_storage import H2Storage +from h2integrate.storage.battery.pysam_battery import PySAMBatteryPerformanceModel from h2integrate.transporters.generic_combiner import GenericCombinerPerformanceModel from h2integrate.transporters.generic_splitter import GenericSplitterPerformanceModel from h2integrate.converters.nitrogen.simple_ASU import SimpleASUCostModel, SimpleASUPerformanceModel @@ -17,10 +18,6 @@ HydrogenTankCostModel, HydrogenTankPerformanceModel, ) -from h2integrate.controllers.openloop_controllers import ( - DemandOpenLoopController, - PassThroughOpenLoopController, -) from h2integrate.converters.hydrogen.wombat_model import WOMBATElectrolyzerModel from h2integrate.converters.wind.wind_plant_pysam import PYSAMWindPlantPerformanceModel from h2integrate.storage.battery.atb_battery_cost import ATBBatteryCostModel @@ -60,6 +57,9 @@ ) from h2integrate.converters.hydrogen.singlitico_cost_model import SingliticoCostModel from h2integrate.converters.co2.marine.direct_ocean_capture import DOCCostModel, DOCPerformanceModel +from h2integrate.control.control_strategies.pyomo_controllers import ( + HeuristicLoadFollowingController, +) from h2integrate.resource.solar.nrel_developer_goes_api_models import ( GOESTMYSolarAPI, GOESConusSolarAPI, @@ -69,6 +69,10 @@ from h2integrate.converters.hydrogen.eco_tools_pem_electrolyzer import ( ECOElectrolyzerPerformanceModel, ) +from h2integrate.control.control_strategies.openloop_controllers import ( + DemandOpenLoopController, + PassThroughOpenLoopController, +) from h2integrate.converters.water_power.hydro_plant_run_of_river import ( RunOfRiverHydroCostModel, RunOfRiverHydroPerformanceModel, @@ -78,6 +82,9 @@ NaturalGeoH2FinanceModel, NaturalGeoH2PerformanceModel, ) +from h2integrate.control.control_rules.converters.generic_converter import ( + PyomoDispatchGenericConverter, +) from h2integrate.converters.co2.marine.ocean_alkalinity_enhancement import ( OAECostModel, OAEPerformanceModel, @@ -91,6 +98,9 @@ StimulatedGeoH2FinanceModel, StimulatedGeoH2PerformanceModel, ) +from h2integrate.control.control_rules.storage.pyomo_storage_rule_baseclass import ( + PyomoRuleStorageBaseclass, +) supported_models = { @@ -155,6 +165,7 @@ # Simple Summers "summer": GenericSummerPerformanceModel, # Storage + "pysam_battery": PySAMBatteryPerformanceModel, "h2_storage": H2Storage, "hydrogen_tank_performance": HydrogenTankPerformanceModel, "hydrogen_tank_cost": HydrogenTankCostModel, @@ -163,6 +174,10 @@ # Control "pass_through_controller": PassThroughOpenLoopController, "demand_open_loop_controller": DemandOpenLoopController, + "heuristic_load_following_controller": HeuristicLoadFollowingController, + # Dispatch + "pyomo_dispatch_generic_converter": PyomoDispatchGenericConverter, + "pyomo_dispatch_generic_storage": PyomoRuleStorageBaseclass, # Feedstock "feedstock_performance": FeedstockPerformanceModel, "feedstock_cost": FeedstockCostModel, diff --git a/h2integrate/core/test/test_recorder.py b/h2integrate/core/test/test_recorder.py index 680357808..2ad2b22a9 100644 --- a/h2integrate/core/test/test_recorder.py +++ b/h2integrate/core/test/test_recorder.py @@ -1,4 +1,6 @@ import os +import shutil +from pathlib import Path from h2integrate import EXAMPLE_DIR from h2integrate.core.h2integrate_model import H2IntegrateModel @@ -11,6 +13,28 @@ TEST_RECORDER_OUTPUT_FILE2 = "testingtesting_filename1.sql" +def test_cleanup_from_past_tests(subtests): + """This function just removes any left over files if they + were not properly cleaned up in the last test run. The other + tests are interdependent via output files, so it is possible + to have tests fail because of previous failures. + """ + + os.chdir(EXAMPLE_DIR / "05_wind_h2_opt") + + dirs_to_remove = [ + "wind_plant_run", + TEST_RECORDER_OUTPUT_DIR, + ] + + for d in dirs_to_remove: + p = Path(d) # relative to cwd set above + if p.exists(): + shutil.rmtree(p) + with subtests.test(f"{d} does not exist"): + assert not p.exists() + + def test_output_folder_creation_first_run(subtests): # Test that the sql file is written to the output folder # with the specified name diff --git a/h2integrate/simulation/technologies/iron/rosner_override/finance_model.py b/h2integrate/simulation/technologies/iron/rosner_override/finance_model.py index 1fb03b8d3..432637cac 100644 --- a/h2integrate/simulation/technologies/iron/rosner_override/finance_model.py +++ b/h2integrate/simulation/technologies/iron/rosner_override/finance_model.py @@ -68,9 +68,9 @@ def main(config): raw_water_unitcost = 0.441167535 slag_disposal_unitcost = 28.0 if config.product_selection in ["ng_eaf", "h2_eaf"]: - excess_oxygen = 0 + unused_oxygen = 0 else: - excess_oxygen = 395 + unused_oxygen = 395 # Get plant performances into data frame/series with performance names as index performance = config.performance @@ -250,7 +250,7 @@ def main(config): pf.add_coproduct( name=f"{module_label}: Oxygen sales", - usage=excess_oxygen, + usage=unused_oxygen, unit="kg O2 per metric tonne of iron", cost=oxygen_market_price, escalation=gen_inflation, diff --git a/h2integrate/simulation/technologies/steel/steel.py b/h2integrate/simulation/technologies/steel/steel.py index 75037af97..37bdb6eae 100644 --- a/h2integrate/simulation/technologies/steel/steel.py +++ b/h2integrate/simulation/technologies/steel/steel.py @@ -17,8 +17,8 @@ class Feedstocks: Attributes: natural_gas_prices (Dict[str, float]): Natural gas costs, indexed by year ($/GJ). - excess_oxygen (float): - Excess oxygen produced (kgO2), default = 395. + unused_oxygen (float): + Unused oxygen produced (kgO2), default = 395. lime_unitcost (float): Cost per metric ton of lime ($/metric ton). lime_transport_cost (float): @@ -61,7 +61,7 @@ class Feedstocks: """ natural_gas_prices: dict[str, float] - excess_oxygen: float = 395 + unused_oxygen: float = 395 lime_unitcost: float = 122.1 lime_transport_cost: float = 0.0 # USD/metric ton lime carbon_unitcost: float = 236.97 @@ -834,7 +834,7 @@ def run_steel_finance_model( pf.add_coproduct( name="Oxygen sales", - usage=feedstocks.excess_oxygen, + usage=feedstocks.unused_oxygen, unit="kg O2 per metric ton of steel", cost=feedstocks.oxygen_market_price, escalation=config.gen_inflation, diff --git a/h2integrate/storage/battery/atb_battery_cost.py b/h2integrate/storage/battery/atb_battery_cost.py index 6fd55027f..9c80a3f42 100644 --- a/h2integrate/storage/battery/atb_battery_cost.py +++ b/h2integrate/storage/battery/atb_battery_cost.py @@ -19,7 +19,9 @@ class ATBBatteryCostConfig(CostModelBaseConfig): energy_capex (float|int): battery energy capital cost in $/kWh power_capex (float|int): battery power capital cost in $/kW opex_fraction (float): annual operating cost as a fraction of the total system cost. - cost_year (int): dollar year corresponding to input costs + max_charge_rate (float): maximum charge rate of battery in kW + max_capacity (float): maximum storage capacity of battery in kWh + """ energy_capex: float | int = field(validator=gt_zero) @@ -54,7 +56,7 @@ def setup(self): super().setup() self.add_input( - "charge_rate", + "max_charge_rate", val=self.config.max_charge_rate, units="kW", desc="Battery charge/discharge rate", @@ -67,13 +69,13 @@ def setup(self): ) def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - storage_duration_hrs = inputs["storage_capacity"] / inputs["charge_rate"] + storage_duration_hrs = inputs["storage_capacity"] / inputs["max_charge_rate"] # CapEx equation from Cell E29 total_system_cost = ( storage_duration_hrs * self.config.energy_capex ) + self.config.power_capex - capex = total_system_cost * inputs["charge_rate"] + capex = total_system_cost * inputs["max_charge_rate"] # OpEx equation from cells in the Fixed Operation and Maintenance Expenses section opex = self.config.opex_fraction * capex outputs["CapEx"] = capex diff --git a/h2integrate/storage/battery/battery_baseclass.py b/h2integrate/storage/battery/battery_baseclass.py new file mode 100644 index 000000000..6affdcaf5 --- /dev/null +++ b/h2integrate/storage/battery/battery_baseclass.py @@ -0,0 +1,50 @@ +import openmdao.api as om + + +class BatteryPerformanceBaseClass(om.ExplicitComponent): + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + self.add_input( + "electricity_in", + val=0.0, + shape_by_conn=True, + units="kW", + desc="Power input to Battery", + ) + + self.add_output( + "electricity_out", + val=0.0, + copy_shape="electricity_in", + units="kW", + desc="Total electricity out of Battery", + ) + + self.add_output( + "SOC", + val=0.0, + copy_shape="electricity_in", + units="percent", + desc="State of charge of Battery", + ) + + self.add_output( + "battery_electricity_discharge", + val=0.0, + copy_shape="electricity_in", + units="kW", + desc="Electricity output from Battery only", + ) + + def compute(self, inputs, outputs): + """ + Computation for the OM component. + + For a template class this is not implemented and raises an error. + """ + + raise NotImplementedError("This method should be implemented in a subclass.") diff --git a/h2integrate/storage/battery/pysam_battery.py b/h2integrate/storage/battery/pysam_battery.py new file mode 100644 index 000000000..eb518517b --- /dev/null +++ b/h2integrate/storage/battery/pysam_battery.py @@ -0,0 +1,590 @@ +from dataclasses import asdict, dataclass +from collections.abc import Sequence + +import numpy as np +import PySAM.BatteryTools as BatteryTools +import PySAM.BatteryStateful as BatteryStateful +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import gt_zero, contains, range_val +from h2integrate.storage.battery.battery_baseclass import BatteryPerformanceBaseClass + + +@dataclass +class BatteryOutputs: + I: Sequence # noqa: E741 + P: Sequence + Q: Sequence + SOC: Sequence + T_batt: Sequence + gen: Sequence + n_cycles: Sequence + P_chargeable: Sequence + P_dischargeable: Sequence + unmet_demand: list[float] + unused_commodity: list[float] + + """ + Container for simulated outputs from the `BatteryStateful` and H2I dispatch models. + + Attributes: + I (Sequence): Battery current [A] per timestep. + P (Sequence): Battery power [kW] per timestep. + Q (Sequence): Battery capacity [Ah] per timestep. + SOC (Sequence): State of charge [%] per timestep. + T_batt (Sequence): Battery temperature [°C] per timestep. + gen (Sequence): Generated power [kW] per timestep. + n_cycles (Sequence): Cumulative rainflow cycles since start of simulation [1]. + P_chargeable (Sequence): Maximum estimated chargeable power [kW] per timestep. + P_dischargeable (Sequence): Maximum estimated dischargeable power [kW] per timestep. + + unmet_demand (list[float]): Unmet demand [kW] per timestep. + unused_commodity (list[float]): Unused available commodity [kW] per timestep. + """ + + def __init__(self, n_timesteps, n_control_window): + """Class for storing stateful battery and dispatch outputs.""" + self.stateful_attributes = [ + "I", + "P", + "Q", + "SOC", + "T_batt", + "n_cycles", + "P_chargeable", + "P_dischargeable", + ] + for attr in self.stateful_attributes: + setattr(self, attr, [0.0] * n_timesteps) + + self.dispatch_lifecycles_per_control_window = [None] * int(n_timesteps / n_control_window) + + self.component_attributes = ["unmet_demand", "unused_commodity"] + for attr in self.component_attributes: + setattr(self, attr, [0.0] * n_timesteps) + + def export(self): + return asdict(self) + + +@define +class PySAMBatteryPerformanceModelConfig(BaseConfig): + """Configuration class for battery performance models. + + This class defines configuration parameters for simulating battery + performance in PySAM system models. It includes + specifications such as capacity, chemistry, state-of-charge limits, + and reference module characteristics. + + Attributes: + max_capacity (float): + Maximum battery energy capacity in kilowatt-hours (kWh). + Must be greater than zero. + max_charge_rate (float): + Rated power capacity of the battery in kilowatts (kW). + Must be greater than zero. + system_model_source (str): + Source software for the system model. "hopp" source has not been brought + over from HOPP yet. Options are: + - "pysam" + chemistry (str): + Battery chemistry option. "LDES" has not been brought over from HOPP yet. + Supported values include: + - PySAM: "LFPGraphite", "LMOLTO", "LeadAcid", "NMCGraphite" + min_charge_percent (float): + Minimum allowable state of charge as a fraction (0 to 1). + max_charge_percent (float): + Maximum allowable state of charge as a fraction (0 to 1). + init_charge_percent (float): + Initial state of charge as a fraction (0 to 1). + n_control_window (int, optional): + Number of timesteps in the control window. Defaults to 24. + n_horizon_window (int, optional): + Number of timesteps in the horizon window. Defaults to 48. + control_variable (str): + Control mode for the PySAM battery, either ``"input_power"`` + or ``"input_current"``. + ref_module_capacity (int | float, optional): + Reference module capacity in kilowatt-hours (kWh). + Defaults to 400. + ref_module_surface_area (int | float, optional): + Reference module surface area in square meters (m²). + Defaults to 30. + """ + + max_capacity: float = field(validator=gt_zero) + max_charge_rate: float = field(validator=gt_zero) + + system_model_source: str = field(validator=contains(["pysam"])) + chemistry: str = field( + validator=contains(["LFPGraphite", "LMOLTO", "LeadAcid", "NMCGraphite"]), + ) + min_charge_percent: float = field(validator=range_val(0, 1)) + max_charge_percent: float = field(validator=range_val(0, 1)) + init_charge_percent: float = field(validator=range_val(0, 1)) + n_control_window: int = field(validator=gt_zero, default=24) + n_horizon_window: int = field(validator=gt_zero, default=48) + control_variable: str = field( + default="input_power", validator=contains(["input_power", "input_current"]) + ) + ref_module_capacity: int | float = field(default=400) + ref_module_surface_area: int | float = field(default=30) + + +class PySAMBatteryPerformanceModel(BatteryPerformanceBaseClass): + """OpenMDAO component wrapping the PySAM Battery Performance model. + + This class integrates the NREL PySAM `BatteryStateful` model into + an OpenMDAO component. It provides inputs and outputs for battery + capacity, charge/discharge power, state of charge, and unmet or unused + demand. + + The PySAM battery simulation does not always respect max and min charge + bounds set by the user. It may exceed the bounds by up to 5% SOC. + + Attributes: + config (PySAMBatteryPerformanceModelConfig): + Configuration parameters for the battery performance model. + system_model (BatteryStateful): + Instance of the PySAM BatteryStateful model, initialized with + the selected chemistry and configuration parameters. + outputs (BatteryOutputs): + Container for simulation outputs such as SOC, chargeable/dischargeable + power, unmet demand, and unused commodities. + unmet_demand (float): + Tracks unmet demand during simulation (kW). + unused_commodity (float): + Tracks unused commodity during simulation (kW). + + Inputs: + max_charge_rate (float): + Battery charge rate in kilowatts per hour (kW). + storage_capacity (float): + Total energy storage capacity in kilowatt-hours (kWh). + electricity_demand (ndarray): + Power demand time series (kW). + electricity_in (ndarray): + Commanded input electricity (kW), typically from dispatch. + + Outputs: + P_chargeable (ndarray): + Maximum chargeable power (kW). + P_dischargeable (ndarray): + Maximum dischargeable power (kW). + unmet_demand_out (ndarray): + Remaining unmet demand after discharge (kW). + unused_commodity_out (ndarray): + Unused energy not absorbed by the battery (kW). + electricity_out (ndarray): + Dispatched electricity to meet demand (kW), including electricity from + electricity_in that was never used to charge the battery and + battery_electricity_discharge. + SOC (ndarray): + Battery state of charge (%). + battery_electricity_discharge (ndarray): + Electricity output from the battery model (kW). + + Methods: + setup(): + Defines model inputs, outputs, configuration, and connections + to plant-level dispatch (if applicable). + compute(inputs, outputs, discrete_inputs, discrete_outputs): + Runs the PySAM BatteryStateful model for a simulation timestep, + updating outputs such as SOC, charge/discharge limits, unmet + demand, and unused commodities. + simulate(electricity_in, electricity_demand, time_step_duration, control_variable, + sim_start_index=0): + Simulates the battery behavior across timesteps using either + input power or input current as control. This method is similar to what is + provided in typical compute methods in H2Integrate for running models, but + needs to be a separate method here to allow the dispatch function to call + and manage the performance model. + _set_control_mode(control_mode=1.0, input_power=0.0, input_current=0.0, + control_variable="input_power"): + Sets the battery control mode (power or current). + + Notes: + - Default timestep is 1 hour (``dt=1.0``). + - State of charge (SOC) bounds are set using the configuration's + ``min_charge_percent`` and ``max_charge_percent``. + - If a Pyomo dispatch solver is provided, the battery will simulate + dispatch decisions using solver inputs. + """ + + def setup(self): + """Set up the PySAM Battery Performance model in OpenMDAO. + + Initializes the configuration, defines inputs/outputs for OpenMDAO, + and creates a `BatteryStateful` instance with the selected chemistry. + If dispatch connections are specified, it also sets up a discrete + input for Pyomo solver integration. + """ + self.config = PySAMBatteryPerformanceModelConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), + strict=False, + ) + + self.add_input( + "max_charge_rate", + val=self.config.max_charge_rate, + units="kW", + desc="Battery charge rate", + ) + + self.add_input( + "storage_capacity", + val=self.config.max_capacity, + units="kW*h", + desc="Battery storage capacity", + ) + + BatteryPerformanceBaseClass.setup(self) + + self.add_input( + "electricity_demand", + val=0.0, + copy_shape="electricity_in", + units="kW", + desc="Power demand", + ) + + self.add_output( + "P_chargeable", + val=0.0, + copy_shape="electricity_in", + units="kW", + desc="Estimated max chargeable power", + ) + + self.add_output( + "P_dischargeable", + val=0.0, + copy_shape="electricity_in", + units="kW", + desc="Estimated max dischargeable power", + ) + + self.add_output( + "unmet_electricity_demand_out", + val=0.0, + copy_shape="electricity_in", + units="kW", + desc="Unmet power demand", + ) + + self.add_output( + "unused_electricity_out", + val=0.0, + copy_shape="electricity_in", + units="kW", + desc="Unused generated commodity", + ) + + # Initialize the PySAM BatteryStateful model with defaults + self.system_model = BatteryStateful.default(self.config.chemistry) + + n_timesteps = int( + self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + ) # self.config.n_timesteps + self.dt_hr = int(self.options["plant_config"]["plant"]["simulation"]["dt"]) / ( + 60**2 + ) # convert from seconds to hours + n_control_window = self.config.n_control_window + + # Setup outputs for the battery model to be stored during the compute method + self.outputs = BatteryOutputs(n_timesteps=n_timesteps, n_control_window=n_control_window) + + # create inputs for pyomo control model + if "tech_to_dispatch_connections" in self.options["plant_config"]: + # get technology group name + # TODO: The split below seems brittle + self.tech_group_name = self.pathname.split(".") + for _source_tech, intended_dispatch_tech in self.options["plant_config"][ + "tech_to_dispatch_connections" + ]: + if any(intended_dispatch_tech in name for name in self.tech_group_name): + self.add_discrete_input("pyomo_dispatch_solver", val=dummy_function) + break + + self.unmet_demand = 0.0 + self.unused_commodity = 0.0 + + def compute(self, inputs, outputs, discrete_inputs=[], discrete_outputs=[]): + """Run the PySAM Battery model for one simulation step. + + Configures the battery stateful model parameters (SOC limits, timestep, + thermal properties, etc.), executes the simulation, and stores the + results in OpenMDAO outputs. + + Args: + inputs (dict): + Continuous input values (e.g., electricity_in, electricity_demand). + outputs (dict): + Dictionary where model outputs (SOC, P_chargeable, unmet demand, etc.) + are written. + discrete_inputs (dict): + Discrete inputs such as control mode or Pyomo solver. + discrete_outputs (dict): + Discrete outputs (unused in this component). + """ + # Size the battery based on inputs -> method brought from HOPP + module_specs = { + "capacity": self.config.ref_module_capacity, + "surface_area": self.config.ref_module_surface_area, + } + + BatteryTools.battery_model_sizing( + self.system_model, + self.config.max_charge_rate, + self.config.max_capacity, + self.system_model.ParamsPack.nominal_voltage, + module_specs=module_specs, + ) + self.system_model.ParamsPack.h = 20 + self.system_model.ParamsPack.Cp = 900 + self.system_model.ParamsCell.resistance = 0.001 + self.system_model.ParamsCell.C_rate = ( + inputs["max_charge_rate"][0] / inputs["storage_capacity"][0] + ) + + # Minimum set of parameters to set to get statefulBattery to work + self._set_control_mode() + + self.system_model.value("input_current", 0.0) + self.system_model.value("dt_hr", self.dt_hr) + self.system_model.value("minimum_SOC", self.config.min_charge_percent * 100) + self.system_model.value("maximum_SOC", self.config.max_charge_percent * 100) + self.system_model.value("initial_SOC", self.config.init_charge_percent * 100) + + # Setup PySAM battery model using PySAM method + self.system_model.setup() + + # Run PySAM battery model 1 timestep to initialize values + self.system_model.value("dt_hr", self.dt_hr) + self.system_model.value("input_power", 0.0) + self.system_model.execute(0) + + if "pyomo_dispatch_solver" in discrete_inputs: + # Simulate the battery with provided dispatch inputs + dispatch = discrete_inputs["pyomo_dispatch_solver"] + kwargs = { + "time_step_duration": self.dt_hr, + "control_variable": self.config.control_variable, + } + ( + total_power_out, + battery_power_out, + unmet_demand, + unused_commodity, + soc, + ) = dispatch(self.simulate, kwargs, inputs) + + else: + # Simulate the battery with provided inputs and no controller. + # This essentially asks for discharge when demand exceeds input + # and requests charge when input exceeds demand + + # estimate required dispatch commands + pseudo_commands = inputs["electricity_demand"] - inputs["electricity_in"] + + battery_power, soc = self.simulate( + storage_dispatch_commands=pseudo_commands, + time_step_duration=self.dt_hr, + control_variable=self.config.control_variable, + ) + n_time_steps = len(inputs["electricity_demand"]) + + # determine battery discharge + self.outputs.P = battery_power + battery_power_out = [np.max([0, battery_power[i]]) for i in range(n_time_steps)] + + # calculate combined power out from inflow source and battery (note: battery_power is + # negative when charging) + combined_power_out = inputs["electricity_in"] + battery_power + + # find the total power out to meet demand + total_power_out = np.minimum(inputs["electricity_demand"], combined_power_out) + + # determine how much of the inflow electricity was unused + self.outputs.unused_commodity = [ + np.max([0, combined_power_out[i] - inputs["electricity_demand"][i]]) + for i in range(n_time_steps) + ] + unused_commodity = self.outputs.unused_commodity + + # determine how much demand was not met + self.outputs.unmet_demand = [ + np.max([0, inputs["electricity_demand"][i] - combined_power_out[i]]) + for i in range(n_time_steps) + ] + unmet_demand = self.outputs.unmet_demand + + outputs["unmet_electricity_demand_out"] = unmet_demand + outputs["unused_electricity_out"] = unused_commodity + outputs["battery_electricity_discharge"] = battery_power_out + outputs["electricity_out"] = total_power_out + outputs["SOC"] = soc + outputs["P_chargeable"] = self.outputs.P_chargeable + outputs["P_dischargeable"] = self.outputs.P_dischargeable + + def simulate( + self, + storage_dispatch_commands: list, + time_step_duration: list, + control_variable: str, + sim_start_index: int = 0, + ): + """Run the PySAM BatteryStateful model over a control window. + + Applies a sequence of dispatch commands (positive = discharge, negative = charge) + one timestep at a time. Each command is clipped to allowable instantaneous + charge / discharge limits derived from: + 1. Rated power (config.max_charge_rate) + 2. PySAM internal estimates (P_chargeable / P_dischargeable) + 3. Remaining energy headroom vs. SOC bounds + + The method updates internal rolling arrays in self.outputs in-place using + sim_start_index as an offset (enabling sliding / receding horizon logic). + + The simulate method is much of what would normally be in the compute() method + of a component, but is separated into its own function here to allow the dispatch() + method to manage calls to the performance model. + + Args: + storage_dispatch_commands : Sequence[float] + Commanded power per timestep (kW). Negative = charge, positive = discharge. + Length should be = config.n_control_window. + time_step_duration : float | Sequence[float] + Timestep duration in hours. Scalar applied uniformly or sequence matching + len(storage_dispatch_commands). + control_variable : str + PySAM control input to set each step ("input_power" or "input_current"). + sim_start_index : int, optional + Starting index for writing into persistent output arrays (default 0). + + Returns: + tuple[np.ndarray, np.ndarray] + (battery_power_kW, soc_percent) + battery_power_kW : array of PySAM P values (kW) per timestep + (positive = discharge, negative = charge). + soc_percent : array of SOC values (%) per timestep. + + Notes: + - SOC bounds may still be exceeded slightly due to PySAM internal dynamics. + - self.outputs.stateful_attributes are updated only if the attribute exists + in StatePack or StateCell. + - self.outputs.component_attributes (e.g., unmet_demand) are not modified here; + they are populated in compute(), unless an external dispatcher manages them. + """ + + # Loop through the provided input power/current (decided by control_variable) + self.system_model.value("dt_hr", time_step_duration) + + # initialize outputs + storage_power_out_timesteps = np.zeros(self.config.n_control_window) + soc_timesteps = np.zeros(self.config.n_control_window) + + # get constant battery parameters needed during all time steps + soc_max = self.system_model.value("maximum_SOC") / 100.0 + soc_min = self.system_model.value("minimum_SOC") / 100.0 + + for t, dispatch_command_t in enumerate(storage_dispatch_commands): + # get storage SOC at time t + soc = self.system_model.value("SOC") / 100.0 + + # manually adjust the dispatch command based on SOC + ## for when battery is withing set bounds + # according to specs + max_chargeable_0 = self.config.max_charge_rate + # according to simulation + max_chargeable_1 = np.maximum(0, -self.system_model.value("P_chargeable")) + # according to soc + max_chargeable_2 = np.maximum( + 0, (soc_max - soc) * self.config.max_capacity / self.dt_hr + ) + # compare all versions of max_chargeable + max_chargeable = np.min([max_chargeable_0, max_chargeable_1, max_chargeable_2]) + + # according to specs + max_dischargeable_0 = self.config.max_charge_rate + # according to simulation + max_dischargeable_1 = np.maximum(0, self.system_model.value("P_dischargeable")) + # according to soc + max_dischargeable_2 = np.maximum( + 0, (soc - soc_min) * self.config.max_capacity / self.dt_hr + ) + # compare all versions of max_dischargeable + max_dischargeable = np.min( + [max_dischargeable_0, max_dischargeable_1, max_dischargeable_2] + ) + + if dispatch_command_t < -max_chargeable: + dispatch_command_t = -max_chargeable + if dispatch_command_t > max_dischargeable: + dispatch_command_t = max_dischargeable + + # if battery soc is outside the set bounds, discharge battery down to set bounds + if (soc > soc_max) and dispatch_command_t < 0: # and (dispatch_command_t <= 0): + dispatch_command_t = 0.0 + + # Set the input variable to the desired value + self.system_model.value(control_variable, dispatch_command_t) + + # Simulate the PySAM BatteryStateful model + self.system_model.execute(0) + + # save outputs + storage_power_out_timesteps[t] = self.system_model.value("P") + soc_timesteps[t] = self.system_model.value("SOC") + + # Store outputs based on the outputs defined in `BatteryOutputs` above. The values are + # scraped from the PySAM model modules `StatePack` and `StateCell`. + for attr in self.outputs.stateful_attributes: + if hasattr(self.system_model.StatePack, attr) or hasattr( + self.system_model.StateCell, attr + ): + getattr(self.outputs, attr)[sim_start_index + t] = self.system_model.value(attr) + + for attr in self.outputs.component_attributes: + getattr(self.outputs, attr)[sim_start_index + t] = getattr(self, attr) + + return storage_power_out_timesteps, soc_timesteps + + def _set_control_mode( + self, + control_mode: float = 1.0, + input_power: float = 0.0, + input_current: float = 0.0, + control_variable: str = "input_power", + ): + """Set the control mode for the PySAM BatteryStateful model. + + Configures whether the battery operates in power-control or + current-control mode and initializes input values. + + Args: + control_mode (float, optional): + Mode flag: ``1.0`` for power control, ``0.0`` for current control. + Defaults to 1.0. + input_power (float, optional): + Initial power input (kW). Defaults to 0.0. + input_current (float, optional): + Initial current input (A). Defaults to 0.0. + control_variable (str, optional): + Control variable name, either ``"input_power"`` or ``"input_current"``. + Defaults to "input_power". + """ + if isinstance(self.system_model, BatteryStateful.BatteryStateful): + # Power control = 1.0, current control = 0.0 + self.system_model.value("control_mode", control_mode) + # Need initial values + self.system_model.value("input_power", input_power) + self.system_model.value("input_current", input_current) + # Either `input_power` or `input_current`; need to adjust `control_mode` above + self.control_variable = control_variable + + +def dummy_function(): + # this function is required for initializing the pyomo control input and nothing else + pass diff --git a/h2integrate/storage/battery/test_battery/inputs/tech_config.yaml b/h2integrate/storage/battery/test_battery/inputs/tech_config.yaml new file mode 100644 index 000000000..39114df9d --- /dev/null +++ b/h2integrate/storage/battery/test_battery/inputs/tech_config.yaml @@ -0,0 +1,28 @@ +name: "technology_config" +description: "This hybrid plant stores and discharges electricity" + +technologies: + battery: + dispatch_rule_set: + model: "pyomo_dispatch_generic_storage" + performance_model: + model: "pysam_battery" + cost_model: + model: "pysam_battery" + model_inputs: + shared_parameters: + max_charge_rate: 50000 + max_capacity: 200000 + n_control_window: 24 + n_horizon_window: 48 + dt: 1.0 + n_timesteps: 24 + init_charge_percent: 0.5 + max_charge_percent: 0.9 + min_charge_percent: 0.1 + performance_parameters: + system_model_source: "pysam" + chemistry: "LFPGraphite" + dispatch_rule_parameters: + commodity_name: "electricity" + commodity_storage_units: "kW" diff --git a/h2integrate/storage/battery/test_battery/test_pysam_battery.py b/h2integrate/storage/battery/test_battery/test_pysam_battery.py new file mode 100644 index 000000000..6f6467a0f --- /dev/null +++ b/h2integrate/storage/battery/test_battery/test_pysam_battery.py @@ -0,0 +1,271 @@ +from copy import deepcopy +from pathlib import Path + +import yaml +import numpy as np +import pytest +import openmdao.api as om + +from h2integrate.storage.battery.pysam_battery import ( + PySAMBatteryPerformanceModel, + PySAMBatteryPerformanceModelConfig, +) + + +def test_pysam_battery_performance_model_without_controller(subtests): + # Get the directory of the current script + current_dir = Path(__file__).parent + + # Resolve the paths to the configuration files + tech_config_path = current_dir / "inputs" / "tech_config.yaml" + + # Load the technology configuration + with tech_config_path.open() as file: + tech_config = yaml.safe_load(file) + + # Set up the OpenMDAO problem + prob = om.Problem() + + n_control_window = tech_config["technologies"]["battery"]["model_inputs"]["shared_parameters"][ + "n_control_window" + ] + + electricity_in = np.concatenate( + (np.ones(int(n_control_window / 2)) * 1000.0, np.zeros(int(n_control_window / 2))) + ) + + electricity_demand = np.ones(int(n_control_window)) * 1000.0 + + prob.model.add_subsystem( + name="IVC1", + subsys=om.IndepVarComp(name="electricity_in", val=electricity_in, units="kW"), + promotes=["*"], + ) + + prob.model.add_subsystem( + name="IVC2", + subsys=om.IndepVarComp(name="time_step_duration", val=np.ones(n_control_window), units="h"), + promotes=["*"], + ) + + prob.model.add_subsystem( + name="IVC3", + subsys=om.IndepVarComp(name="electricity_demand", val=electricity_demand, units="kW"), + promotes=["*"], + ) + + prob.model.add_subsystem( + "pysam_battery", + PySAMBatteryPerformanceModel( + plant_config={"plant": {"simulation": {"dt": 3600, "n_timesteps": 24}}}, + tech_config=tech_config["technologies"]["battery"], + ), + promotes=["*"], + ) + + prob.setup() + + prob.run_model() + + expected_battery_power = np.array( + [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 999.9999999703667, + 998.5371904178584, + 998.5263437993322, + 998.5152383436508, + 998.5038990519837, + 998.4923409910639, + 998.4805728240225, + 998.4685988497556, + 998.4564204119457, + 998.444036724444, + 998.4314456105915, + 998.4186438286721, + ] + ) + + expected_battery_SOC = np.array( + [ + 50.07393113, + 50.07924536, + 50.08359418, + 50.08738059, + 50.09078403, + 50.09390401, + 50.09680279, + 50.0995225, + 50.1020933, + 50.10453765, + 50.10687283, + 50.10911249, + 51.82111663, + 51.35016991, + 50.87907361, + 50.40778871, + 49.93629139, + 49.46456699, + 48.99260672, + 48.52040546, + 48.04796035, + 47.57526987, + 47.10233318, + 46.62914982, + ] + ) + + expected_unment_demand = np.array( + [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 2.963327006000327e-08, + 1.462809582141631, + 1.4736562006678469, + 1.4847616563491783, + 1.4961009480163057, + 1.5076590089361162, + 1.519427175977512, + 1.5314011502443918, + 1.5435795880542855, + 1.555963275555996, + 1.5685543894085185, + 1.5813561713279114, + ] + ) + expected_unused_electricity = np.zeros(n_control_window) + + with subtests.test("expected_battery_power"): + np.testing.assert_allclose( + prob.get_val("battery_electricity_discharge"), expected_battery_power, rtol=1e-2 + ) + + with subtests.test("expected_battery_SOC"): + np.testing.assert_allclose(prob.get_val("SOC"), expected_battery_SOC, rtol=1e-2) + + with subtests.test("expected_battery_unmet_demand"): + np.testing.assert_allclose( + prob.get_val("unmet_electricity_demand_out"), expected_unment_demand, rtol=1e-2 + ) + + with subtests.test("expected_battery_unused_commodity"): + np.testing.assert_allclose( + prob.get_val("unused_electricity_out"), expected_unused_electricity, rtol=1e-2 + ) + + +def test_battery_config(subtests): + batt_kw = 5e3 + config_data = { + "max_capacity": batt_kw * 4, + "max_charge_rate": batt_kw, + "chemistry": "LFPGraphite", + "init_charge_percent": 0.1, + "max_charge_percent": 0.9, + "min_charge_percent": 0.1, + "system_model_source": "pysam", + } + + config = PySAMBatteryPerformanceModelConfig.from_dict(config_data) + + with subtests.test("with minimal params batt_kw"): + assert config.max_charge_rate == batt_kw + with subtests.test("with minimal params system_capacity_kwh"): + assert config.max_capacity == batt_kw * 4 + with subtests.test("with minimal params minimum_SOC"): + assert ( + config.min_charge_percent == 0.1 + ) # Decimal percent as compared to test_battery.py in HOPP 10% + with subtests.test("with minimal params maximum_SOC"): + assert ( + config.max_charge_percent == 0.9 + ) # Decimal percent as compared to test_battery.py in HOPP 90% + with subtests.test("with minimal params initial_SOC"): + assert ( + config.init_charge_percent == 0.1 + ) # Decimal percent as compared to test_battery.py in HOPP 10% + with subtests.test("with minimal params system_model_source"): + assert config.system_model_source == "pysam" + with subtests.test("with minimal params n_control_window"): + assert config.n_control_window == 24 + with subtests.test("with minimal params n_horizon_window"): + assert config.n_horizon_window == 48 + + with subtests.test("with invalid capacity"): + with pytest.raises(ValueError): + data = deepcopy(config_data) + data["max_charge_rate"] = -1.0 + PySAMBatteryPerformanceModelConfig.from_dict(data) + + with pytest.raises(ValueError): + data = deepcopy(config_data) + data["max_capacity"] = -1.0 + PySAMBatteryPerformanceModelConfig.from_dict(data) + + with subtests.test("with invalid SOC"): + # SOC values must be between 0-100 + with pytest.raises(ValueError): + data = deepcopy(config_data) + data["min_charge_percent"] = -1.0 + PySAMBatteryPerformanceModelConfig.from_dict(data) + + with pytest.raises(ValueError): + data = deepcopy(config_data) + data["max_charge_percent"] = 120.0 + PySAMBatteryPerformanceModelConfig.from_dict(data) + + with pytest.raises(ValueError): + data = deepcopy(config_data) + data["init_charge_percent"] = 120.0 + PySAMBatteryPerformanceModelConfig.from_dict(data) + + +def test_battery_initialization(subtests): + # Get the directory of the current script + current_dir = Path(__file__).parent + + # Resolve the paths to the configuration files + tech_config_path = current_dir / "inputs" / "tech_config.yaml" + + # Load the technology configuration + with tech_config_path.open() as file: + tech_config = yaml.safe_load(file) + + battery = PySAMBatteryPerformanceModel( + plant_config={"plant": {"simulation": {"dt": 3600, "n_timesteps": 24}}}, + tech_config=tech_config["technologies"]["battery"], + ) + + battery.setup() + + with subtests.test("battery attribute not None system_model"): + assert battery.system_model is not None + with subtests.test("battery attribute not None outputs"): + assert battery.outputs is not None + + with subtests.test("battery mass"): + # this test value does not match the value in test_battery.py in HOPP + # this is because the mass is computed in compute function in H2I + # and in HOPP it's in the attrs_post_init function + # suggest removing this subtest + assert battery.system_model.ParamsPack.mass * 20000 == pytest.approx(3044540.0, 1e-3) diff --git a/h2integrate/storage/hydrogen/eco_storage.py b/h2integrate/storage/hydrogen/eco_storage.py index 69a5a8fa8..59a47c88c 100644 --- a/h2integrate/storage/hydrogen/eco_storage.py +++ b/h2integrate/storage/hydrogen/eco_storage.py @@ -17,9 +17,9 @@ @define class H2StorageModelConfig(BaseConfig): - resource_name: str = field(default="hydrogen") - resource_rate_units: str = field(default="kg/h") - rating: float = field(default=640) + commodity_name: str = field(default="hydrogen") + commodity_units: str = field(default="kg") + electrolyzer_rating_mw_for_h2_storage_sizing: float | None = field(default=None) size_capacity_from_demand: dict = field(default={"flag": True}) capacity_from_max_on_turbine_storage: bool = field(default=False) type: str = field( @@ -77,6 +77,13 @@ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): ##################### get storage capacity from hydrogen storage demand elif self.config.size_capacity_from_demand["flag"]: + if self.config.electrolyzer_rating_mw_for_h2_storage_sizing is None: + raise ( + ValueError( + "h2 storage input battery_electricity_discharge must be specified \ + if size_capacity_from_demand is True." + ) + ) hydrogen_storage_demand = np.mean( inputs["hydrogen_in"] ) # TODO: update demand based on end-use needs @@ -91,7 +98,7 @@ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): hydrogen_storage_soc, ) = hydrogen_storage_capacity( results_dict, - self.config.rating, + self.config.electrolyzer_rating_mw_for_h2_storage_sizing, hydrogen_storage_demand, ) h2_storage_capacity_kg = hydrogen_storage_capacity_kg diff --git a/h2integrate/storage/simple_generic_storage.py b/h2integrate/storage/simple_generic_storage.py index 84c7fe903..9f885d971 100644 --- a/h2integrate/storage/simple_generic_storage.py +++ b/h2integrate/storage/simple_generic_storage.py @@ -6,8 +6,8 @@ @define class SimpleGenericStorageConfig(BaseConfig): - resource_name: str = field() - resource_rate_units: str = field() + commodity_name: str = field() + commodity_units: str = field() class SimpleGenericStorage(om.ExplicitComponent): @@ -26,9 +26,9 @@ def setup(self): merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), strict=False, ) - resource_name = self.config.resource_name - resource_rate_units = self.config.resource_rate_units - self.add_input(f"{resource_name}_in", val=0.0, shape=n_timesteps, units=resource_rate_units) + commodity_name = self.config.commodity_name + commodity_units = self.config.commodity_units + self.add_input(f"{commodity_name}_in", val=0.0, shape=n_timesteps, units=commodity_units) def compute(self, inputs, outputs): pass diff --git a/h2integrate/tools/run_cases.py b/h2integrate/tools/run_cases.py index 65ef7e197..4e2438094 100644 --- a/h2integrate/tools/run_cases.py +++ b/h2integrate/tools/run_cases.py @@ -108,13 +108,16 @@ def load_tech_config_cases(case_file): return tech_config_cases -def modify_tech_config(h2i_model, tech_config_case): +def modify_tech_config(h2i_model, tech_config_case, run_setup=True): """Modify particular tech_config values on an existing H2I model before it is run. Args: h2i_model: H2IntegrateModel that has been set up but not run. tech_config_case (pd.Series): Series that was indexed from tech_config_cases DataFrame containing the parameter values to modify. + run_setup (bool): defaults to True. In case the user wishes to delay calling setup, + run_setup may be set to False, this may be useful to allow multiple calls to + modify_tech_config prior to running a simulation. Returns: H2IntegrateModel: The H2IntegrateModel with modified tech_config values. @@ -128,4 +131,7 @@ def modify_tech_config(h2i_model, tech_config_case): index_list = index_list[:-1] set_in_dict(h2i_model.technology_config, index_list, cast_by_name(data_type, value)) + if run_setup: + h2i_model.setup() + return h2i_model diff --git a/h2integrate/tools/test/test_tools.py b/h2integrate/tools/test/test_tools.py index 1221a84df..cac42f8c7 100644 --- a/h2integrate/tools/test/test_tools.py +++ b/h2integrate/tools/test/test_tools.py @@ -53,3 +53,20 @@ def test_tech_config_modifier(subtests): pytest.approx(model.prob.get_val("finance_subgroup_hydrogen.LCOH")[0], rel=1e-3) == 5.22644320514729 ) + with subtests.test("int repeat without run setup modify_tech_config"): + case = cases["Int Test"] + model = modify_tech_config(model, case, run_setup=False) + model.run() + assert ( + pytest.approx(model.prob.get_val("finance_subgroup_hydrogen.LCOH")[0], rel=1e-3) + == 5.22644320514729 # should still "str" test value + ) + with subtests.test("int repeat with run setup outside modify_tech_config"): + case = cases["Int Test"] + model = modify_tech_config(model, case, run_setup=False) + model.setup() + model.run() + assert ( + pytest.approx(model.prob.get_val("finance_subgroup_hydrogen.LCOH")[0], rel=1e-3) + == 5.4601971211592115 # should still "str" test value + ) diff --git a/h2integrate/transporters/generic_summer.py b/h2integrate/transporters/generic_summer.py index 02e9f7b39..7976b6c5d 100644 --- a/h2integrate/transporters/generic_summer.py +++ b/h2integrate/transporters/generic_summer.py @@ -46,7 +46,7 @@ def setup(self): # and flexible simulation length summed_units = f"{self.config.commodity_units}*h/year" else: - summed_units = f"{self.config.commodity_units}/year" + summed_units = f"{self.config.commodity_units}*h/year" self.add_input( f"{self.config.commodity}_in", diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index 8acc18d83..528dcbec2 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -322,6 +322,7 @@ def test_wind_h2_opt_example(subtests): assert len(cases) > 1, "Not enough cases recorded in SQL file." # Get initial and final LCOH values + initial_lcoh = cases[0].outputs["finance_subgroup_hydrogen.LCOH"][0] final_lcoh = cases[-1].outputs["finance_subgroup_hydrogen.LCOH"][0] @@ -506,19 +507,28 @@ def test_hydrogen_dispatch_example(subtests): with subtests.test("Check LCOE"): assert ( pytest.approx( - model.prob.get_val("finance_subgroup_elec.LCOE", units="USD/MW/h")[0], + model.prob.get_val("finance_subgroup_electricity.LCOE", units="USD/MW/h")[0], rel=1e-5, ) - == 105.75426 + == 59.0962072084844 ) - with subtests.test("Check LCOH"): + with subtests.test("Check all h2 LCOH"): + assert ( + pytest.approx( + model.prob.get_val("finance_subgroup_all_hydrogen.LCOH", units="USD/kg")[0], + rel=1e-5, + ) + == 5.360810057454742 + ) + + with subtests.test("Check dispatched h2 LCOH"): assert ( pytest.approx( - model.prob.get_val("finance_subgroup_h2.LCOH", units="USD/kg")[0], + model.prob.get_val("finance_subgroup_dispatched_hydrogen.LCOH", units="USD/kg")[0], rel=1e-5, ) - == 5.6540332 + == 8.371194137479359 ) @@ -764,9 +774,94 @@ def test_wombat_electrolyzer_example(subtests): assert pytest.approx(lcoe_with_profast_model, rel=1e-5) == 59.0962084 -def test_wind_battery_dispatch_example(subtests): +def test_pyomo_heuristic_dispatch_example(subtests): # Change the current working directory to the example's directory - os.chdir(EXAMPLE_DIR / "19_wind_battery_dispatch") + os.chdir(EXAMPLE_DIR / "18_pyomo_heuristic_dispatch") + + # Create a H2Integrate model + model = H2IntegrateModel(Path.cwd() / "pyomo_heuristic_dispatch.yaml") + + demand_profile = np.ones(8760) * 50.0 + + # TODO: Update with demand module once it is developed + model.setup() + model.prob.set_val("battery.electricity_demand", demand_profile, units="MW") + + # Run the model + model.run() + + model.post_process() + + # Test battery storage functionality + # SOC should stay within configured bounds (10% to 90%) + # Due to pysam simulation, bounds may not be fully respected, + # but should not exceed the upper bound more than 4% SOC + # and the lower bound more than 1% SOC + soc = model.prob.get_val("battery.SOC") + with subtests.test("Check battery SOC lower bound"): + assert all(soc >= 9.0) + with subtests.test("Check battery SOC upper bound"): + assert all(soc <= 94.0) + + with subtests.test("Check wind generation out of the wind plant"): + # Wind should generate some electricity + wind_electricity = model.prob.get_val("wind.electricity_out") + assert wind_electricity.sum() > 0 + # Wind electricity should match battery input (direct connection) + with subtests.test("Check wind generation in to battery"): + battery_electricity_in = model.prob.get_val("battery.electricity_in") + assert wind_electricity.sum() == pytest.approx(battery_electricity_in.sum(), rel=1e-6) + + with subtests.test("Check demand satisfaction"): + electricity_out = model.prob.get_val("battery.electricity_out", units="MW") + # Battery output should try to meet the 50 MW constant demand + # Average output should be close to demand when there's sufficient generation + assert electricity_out.mean() >= 45 # MW + + # Subtest for LCOE + with subtests.test("Check all LCOE value"): + lcoe = model.prob.get_val("finance_subgroup_all_electricity.LCOE")[0] + assert lcoe == pytest.approx(0.07470820840238226, rel=1e-6) + + with subtests.test("Check dispatched LCOE value"): + lcoe = model.prob.get_val("finance_subgroup_dispatched_electricity.LCOE")[0] + assert lcoe == pytest.approx(0.5473068063691052, rel=1e-6) + + # Subtest for total electricity produced + with subtests.test("Check total electricity produced"): + total_electricity = model.prob.get_val( + name="finance_subgroup_all_electricity.electricity_sum.total_electricity_produced", + units="MW*h/year", + )[0] + assert total_electricity == pytest.approx(3125443.1089529935, rel=1e-6) + + # Subtest for electricity unused_commodity + with subtests.test("Check electricity unused commodity"): + electricity_unused_commodity = np.linalg.norm( + model.prob.get_val("battery.unused_electricity_out", units="MW") + ) + assert electricity_unused_commodity == pytest.approx(36590.067573337095, rel=1e-6) + + # Subtest for unmet demand + with subtests.test("Check electricity unmet demand"): + electricity_unmet_demand = np.linalg.norm( + model.prob.get_val("battery.unmet_electricity_demand_out", units="MW") + ) + assert electricity_unmet_demand == pytest.approx(711.1997294551337, rel=1e-6) + + # check that error is raised when incorrect tech_name is given + with subtests.test("Check incorrect tech_name error"): + expected_error = ( + r"tech_name in control_parameters \(wrong_tech_name\) must match " + r"the top-level name of the tech group \(battery\)" + ) + with pytest.raises(ValueError, match=expected_error): + H2IntegrateModel(Path.cwd() / "pyomo_heuristic_dispatch_error_for_testing.yaml") + + +def test_simple_dispatch_example(subtests): + # Change the current working directory to the example's directory + os.chdir(EXAMPLE_DIR / "19_simple_dispatch") # Create a H2Integrate model model = H2IntegrateModel(Path.cwd() / "wind_battery_dispatch.yaml") @@ -809,17 +904,19 @@ def test_wind_battery_dispatch_example(subtests): )[0] assert pytest.approx(total_electricity, rel=1e-6) == 62797265.9296355 - # Subtest for electricity curtailed - with subtests.test("Check electricity curtailed"): - electricity_curtailed = np.linalg.norm(model.prob.get_val("battery.electricity_curtailed")) - assert pytest.approx(electricity_curtailed, rel=1e-6) == 412531.73840450746 + # Subtest for electricity unused_commodity + with subtests.test("Check electricity unused commodity"): + electricity_unused_commodity = np.linalg.norm( + model.prob.get_val("battery.electricity_unused_commodity") + ) + assert pytest.approx(electricity_unused_commodity, rel=1e-6) == 412531.73840450746 - # Subtest for missed load - with subtests.test("Check electricity missed load"): - electricity_missed_load = np.linalg.norm( - model.prob.get_val("battery.electricity_missed_load") + # Subtest for unmet demand + with subtests.test("Check electricity unmet demand"): + electricity_unmet_demand = np.linalg.norm( + model.prob.get_val("battery.electricity_unmet_demand") ) - assert pytest.approx(electricity_missed_load, rel=1e-6) == 165604.70758669 + assert pytest.approx(electricity_unmet_demand, rel=1e-6) == 165604.70758669 # Subtest for total electricity produced from wind, should be equal to total # electricity produced from finance_subgroup_electricity diff --git a/tests/h2integrate/test_controllers/inputs/tech_config.yaml b/tests/h2integrate/test_controllers/inputs/tech_config.yaml index 8513b0b4f..6e0e50031 100644 --- a/tests/h2integrate/test_controllers/inputs/tech_config.yaml +++ b/tests/h2integrate/test_controllers/inputs/tech_config.yaml @@ -11,12 +11,12 @@ technologies: model: "h2_storage" model_inputs: performance_parameters: - rating: 720. + max_charge_rate: 720. size_capacity_from_demand: flag: False # If True, then storage is sized to provide steady-state storage capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. type: "lined_rock_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] days: 10 #how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) control_parameters: - resource_name: "hydrogen" - resource_rate_units: "kg/h" + commodity_name: "hydrogen" + commodity_units: "kg/h" diff --git a/tests/h2integrate/test_controllers/test_open_loop_controllers.py b/tests/h2integrate/test_controllers/test_open_loop_controllers.py index e8432b9b1..b2f45ca07 100644 --- a/tests/h2integrate/test_controllers/test_open_loop_controllers.py +++ b/tests/h2integrate/test_controllers/test_open_loop_controllers.py @@ -7,7 +7,7 @@ import openmdao.api as om from openmdao.utils.assert_utils import assert_check_totals -from h2integrate.controllers.openloop_controllers import ( +from h2integrate.control.control_strategies.openloop_controllers import ( DemandOpenLoopController, PassThroughOpenLoopController, ) @@ -79,12 +79,15 @@ def test_demand_controller(subtests): with tech_config_path.open() as file: tech_config = yaml.safe_load(file) + plant_config = {"plant": {"simulation": {"n_timesteps": 10}}} + tech_config["technologies"]["h2_storage"]["control_strategy"]["model"] = ( "demand_openloop_controller" ) + tech_config["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { - "resource_name": "hydrogen", - "resource_rate_units": "kg/h", + "commodity_name": "hydrogen", + "commodity_units": "kg", "max_capacity": 10.0, # kg "max_charge_percent": 1.0, # percent as decimal "min_charge_percent": 0.0, # percent as decimal @@ -94,9 +97,10 @@ def test_demand_controller(subtests): "charge_efficiency": 1.0, "discharge_efficiency": 1.0, "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand - "n_time_steps": 10, } + plant_config = {"plant": {"plant_life": 30, "simulation": {"n_timesteps": 10}}} + # Set up the OpenMDAO problem prob = om.Problem() @@ -109,7 +113,7 @@ def test_demand_controller(subtests): prob.model.add_subsystem( "demand_openloop_controller", DemandOpenLoopController( - plant_config={}, tech_config=tech_config["technologies"]["h2_storage"] + plant_config=plant_config, tech_config=tech_config["technologies"]["h2_storage"] ), promotes=["*"], ) @@ -126,7 +130,7 @@ def test_demand_controller(subtests): with subtests.test("Check curtailment"): assert pytest.approx([0.0, 0.0, 0.5, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]) == prob.get_val( - "hydrogen_curtailed" + "hydrogen_unused_commodity" ) with subtests.test("Check soc"): @@ -136,7 +140,7 @@ def test_demand_controller(subtests): with subtests.test("Check missed load"): assert pytest.approx([0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]) == prob.get_val( - "hydrogen_missed_load" + "hydrogen_unmet_demand" ) @@ -151,12 +155,14 @@ def test_demand_controller_round_trip_efficiency(subtests): with tech_config_path.open() as file: tech_config = yaml.safe_load(file) + plant_config = {"plant": {"simulation": {"n_timesteps": 10}}} + tech_config["technologies"]["h2_storage"]["control_strategy"]["model"] = ( "demand_openloop_controller" ) tech_config["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { - "resource_name": "hydrogen", - "resource_rate_units": "kg/h", + "commodity_name": "hydrogen", + "commodity_units": "kg", "max_capacity": 10.0, # kg "max_charge_percent": 1.0, # percent as decimal "min_charge_percent": 0.0, # percent as decimal @@ -166,13 +172,12 @@ def test_demand_controller_round_trip_efficiency(subtests): "charge_efficiency": 1.0, "discharge_efficiency": 1.0, "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand - "n_time_steps": 10, } tech_config_rte = deepcopy(tech_config) tech_config_rte["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { - "resource_name": "hydrogen", - "resource_rate_units": "kg/h", + "commodity_name": "hydrogen", + "commodity_units": "kg", "max_capacity": 10.0, # kg "max_charge_percent": 1.0, # percent as decimal "min_charge_percent": 0.0, # percent as decimal @@ -181,9 +186,10 @@ def test_demand_controller_round_trip_efficiency(subtests): "max_discharge_rate": 0.5, # kg/time step "round_trip_efficiency": 1.0, "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand - "n_time_steps": 10, } + plant_config = {"plant": {"plant_life": 30, "simulation": {"n_timesteps": 10}}} + def set_up_and_run_problem(config): # Set up the OpenMDAO problem prob = om.Problem() @@ -197,7 +203,7 @@ def set_up_and_run_problem(config): prob.model.add_subsystem( "demand_openloop_controller", DemandOpenLoopController( - plant_config={}, tech_config=config["technologies"]["h2_storage"] + plant_config=plant_config, tech_config=config["technologies"]["h2_storage"] ), promotes=["*"], ) @@ -216,16 +222,16 @@ def set_up_and_run_problem(config): assert pytest.approx(prob_ioe.get_val("hydrogen_out")) == prob_rte.get_val("hydrogen_out") with subtests.test("Check curtailment"): - assert pytest.approx(prob_ioe.get_val("hydrogen_curtailed")) == prob_rte.get_val( - "hydrogen_curtailed" + assert pytest.approx(prob_ioe.get_val("hydrogen_unused_commodity")) == prob_rte.get_val( + "hydrogen_unused_commodity" ) with subtests.test("Check soc"): assert pytest.approx(prob_ioe.get_val("hydrogen_soc")) == prob_rte.get_val("hydrogen_soc") with subtests.test("Check missed load"): - assert pytest.approx(prob_ioe.get_val("hydrogen_missed_load")) == prob_rte.get_val( - "hydrogen_missed_load" + assert pytest.approx(prob_ioe.get_val("hydrogen_unmet_demand")) == prob_rte.get_val( + "hydrogen_unmet_demand" ) @@ -252,8 +258,8 @@ def test_generic_demand_controller(subtests): }, "model_inputs": { "shared_parameters": { - "resource_name": "hydrogen", - "resource_rate_units": "kg/h", + "commodity_name": "hydrogen", + "commodity_units": "kg", "max_capacity": 10.0, # kg "max_charge_rate": 1.0, # percent as decimal }, @@ -265,11 +271,12 @@ def test_generic_demand_controller(subtests): "charge_efficiency": 1.0, "discharge_efficiency": 1.0, "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand - "n_time_steps": 10, }, }, } + plant_config = {"plant": {"plant_life": 30, "simulation": {"n_timesteps": 10}}} + # Set up OpenMDAO problem prob = om.Problem() @@ -282,7 +289,7 @@ def test_generic_demand_controller(subtests): prob.model.add_subsystem( "demand_openloop_controller", DemandOpenLoopController( - plant_config={}, tech_config=tech_config["technologies"]["h2_storage"] + plant_config=plant_config, tech_config=tech_config["technologies"]["h2_storage"] ), promotes=["*"], ) @@ -299,7 +306,7 @@ def test_generic_demand_controller(subtests): with subtests.test("Check curtailment"): assert pytest.approx([0.0, 0.0, 0.5, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]) == prob.get_val( - "hydrogen_curtailed" + "hydrogen_unused_commodity" ) with subtests.test("Check soc"): @@ -309,5 +316,5 @@ def test_generic_demand_controller(subtests): with subtests.test("Check missed load"): assert pytest.approx([0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]) == prob.get_val( - "hydrogen_missed_load" + "hydrogen_unmet_demand" ) diff --git a/tests/h2integrate/test_controllers/test_pyomo_controllers.py b/tests/h2integrate/test_controllers/test_pyomo_controllers.py new file mode 100644 index 000000000..995c8f416 --- /dev/null +++ b/tests/h2integrate/test_controllers/test_pyomo_controllers.py @@ -0,0 +1,401 @@ +import numpy as np +import pytest +import openmdao.api as om + +from h2integrate.storage.battery.pysam_battery import PySAMBatteryPerformanceModel +from h2integrate.control.control_strategies.pyomo_controllers import ( + HeuristicLoadFollowingController, +) +from h2integrate.control.control_rules.storage.pyomo_storage_rule_baseclass import ( + PyomoRuleStorageBaseclass, +) + + +plant_config = { + "name": "plant_config", + "description": "...", + "plant": { + "plant_life": 30, + "grid_connection": False, + "ppa_price": 0.025, + "hybrid_electricity_estimated_cf": 0.492, + "simulation": { + "dt": 3600, + "n_timesteps": 8760, + }, + }, + "tech_to_dispatch_connections": [ + ["battery", "battery"], + ], +} + +tech_config = { + "name": "technology_config", + "description": "...", + "technologies": { + "battery": { + "dispatch_rule_set": {"model": "pyomo_dispatch_generic_storage"}, + "control_strategy": {"model": "heuristic_load_following_controller"}, + "performance_model": {"model": "pysam_battery"}, + "model_inputs": { + "shared_parameters": { + "max_charge_rate": 50000, + "max_capacity": 200000, + "n_control_window": 24, + "n_horizon_window": 48, + "init_charge_percent": 0.5, + "max_charge_percent": 0.9, + "min_charge_percent": 0.1, + }, + "performance_parameters": { + "system_model_source": "pysam", + "chemistry": "LFPGraphite", + "control_variable": "input_power", + }, + "control_parameters": { + "commodity_name": "electricity", + "commodity_storage_units": "kW", + "tech_name": "battery", + "system_commodity_interface_limit": 1e12, + }, + "dispatch_rule_parameters": { + "commodity_name": "electricity", + "commodity_storage_units": "kW", + }, + }, + } + }, +} + + +def test_heuristic_load_following_battery_dispatch(subtests): + # Fabricate some oscillating power generation data: 0 kW for the first 12 hours, 10000 kW for + # the second twelve hours, and repeat that daily cycle over a year. + n_look_ahead_half = int(24 / 2) + + electricity_in = np.concatenate( + (np.ones(n_look_ahead_half) * 0, np.ones(n_look_ahead_half) * 10000) + ) + electricity_in = np.tile(electricity_in, 365) + + demand_in = np.ones(8760) * 6000.0 + + # Setup the OpenMDAO problem and add subsystems + prob = om.Problem() + + prob.model.add_subsystem( + "pyomo_dispatch_generic_storage", + PyomoRuleStorageBaseclass( + plant_config=plant_config, tech_config=tech_config["technologies"]["battery"] + ), + promotes=["*"], + ) + + prob.model.add_subsystem( + "battery_heuristic_load_following_controller", + HeuristicLoadFollowingController( + plant_config=plant_config, tech_config=tech_config["technologies"]["battery"] + ), + promotes=["*"], + ) + + prob.model.add_subsystem( + "battery", + PySAMBatteryPerformanceModel( + plant_config=plant_config, tech_config=tech_config["technologies"]["battery"] + ), + promotes=["*"], + ) + + # Setup the system and required values + prob.setup() + prob.set_val("battery.electricity_in", electricity_in) + prob.set_val("battery.electricity_demand", demand_in) + + # Run the model + prob.run_model() + + # Test the case where the charging/discharging cycle remains within the max and min SOC limits + # Check the expected outputs to actual outputs + expected_electricity_out = [ + 5999.99995059, + 5990.56676743, + 5990.138959, + 5989.64831176, + 5989.08548217, + 5988.44193888, + 5987.70577962, + 5986.86071125, + 5985.88493352, + 5984.7496388, + 5983.41717191, + 5981.839478, + 6000.0, + 6000.0, + 6000.0, + 6000.0, + 6000.0, + 6000.0, + 6000.0, + 6000.0, + 6000.0, + 6000.0, + 6000.0, + 6000.0, + ] + + expected_battery_electricity_discharge = [ + 5999.99995059, + 5990.56676743, + 5990.138959, + 5989.64831176, + 5989.08548217, + 5988.44193888, + 5987.70577962, + 5986.86071125, + 5985.88493352, + 5984.7496388, + 5983.41717191, + 5981.839478, + -3988.62235554, + -3989.2357847, + -3989.76832626, + -3990.26170521, + -3990.71676106, + -3991.13573086, + -3991.52143699, + -3991.87684905, + -3992.20485715, + -3992.50815603, + -3992.78920148, + -3993.05020268, + ] + + expected_SOC = [ + 49.39724571, + 46.54631833, + 43.69133882, + 40.83119769, + 37.96394628, + 35.08762294, + 32.20015974, + 29.29919751, + 26.38184809, + 23.44436442, + 20.48162855, + 17.48627159, + 19.47067094, + 21.44466462, + 23.40741401, + 25.36052712, + 27.30530573, + 29.24281439, + 31.17393198, + 33.09939078, + 35.01980641, + 36.93570091, + 38.84752069, + 40.75565055, + ] + + expected_unmet_demand_out = np.array( + [ + 4.93562475e-05, + 9.43323257e00, + 9.86104099e00, + 1.03516883e01, + 1.09145178e01, + 1.15580611e01, + 1.22942204e01, + 1.31392889e01, + 1.41150664e01, + 1.52503612e01, + 1.65828282e01, + 1.81605218e01, + 0.00000000e00, + 0.00000000e00, + 0.00000000e00, + 0.00000000e00, + 0.00000000e00, + 0.00000000e00, + 0.00000000e00, + 0.00000000e00, + 0.00000000e00, + 0.00000000e00, + 0.00000000e00, + 0.00000000e00, + ] + ) + + expected_unused_commodity_out = np.array( + [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 11.37764445, + 10.76421514, + 10.23167373, + 9.73829458, + 9.28323883, + 8.86426912, + 8.47856327, + 8.12315078, + 7.79514283, + 7.49184426, + 7.21079852, + 6.94979705, + ] + ) + + with subtests.test("Check electricity_out"): + assert ( + pytest.approx(expected_electricity_out) == prob.get_val("battery.electricity_out")[0:24] + ) + + with subtests.test("Check battery_electricity_discharge"): + assert ( + pytest.approx(expected_battery_electricity_discharge) + == prob.get_val("battery.battery_electricity_discharge")[0:24] + ) + + with subtests.test("Check SOC"): + assert pytest.approx(expected_SOC) == prob.get_val("battery.SOC")[0:24] + + with subtests.test("Check unmet_demand"): + assert ( + pytest.approx(expected_unmet_demand_out, abs=1e-4) + == prob.get_val("battery.unmet_electricity_demand_out")[0:24] + ) + + with subtests.test("Check unused_electricity_out"): + assert ( + pytest.approx(expected_unused_commodity_out) + == prob.get_val("battery.unused_electricity_out")[0:24] + ) + + # Test the case where the battery is discharged to its lower SOC limit + electricity_in = np.zeros(8760) + demand_in = np.ones(8760) * 30000 + + # Setup the system and required values + prob.setup() + prob.set_val("battery.electricity_in", electricity_in) + prob.set_val("battery.electricity_demand", demand_in) + + # Run the model + prob.run_model() + + expected_electricity_out = np.array( + [3.00000000e04, 2.99305601e04, 2.48145097e04, 4.97901621e00, 3.04065390e01] + ) + expected_battery_electricity_discharge = expected_electricity_out + expected_SOC = np.array([37.69010284, 22.89921133, 10.00249593, 10.01524461, 10.03556385]) + expected_unmet_demand_out = np.array( + [ + 9.43691703e-09, + 6.94398578e01, + 5.18549025244965e03, + 2.999502098378662e04, + 2.9969593461021406e04, + ] + ) + expected_unused_commodity_out = np.zeros(5) + + with subtests.test("Check electricity_out for min SOC"): + assert ( + pytest.approx(expected_electricity_out) == prob.get_val("battery.electricity_out")[:5] + ) + + with subtests.test("Check battery_electricity_discharge for min SOC"): + assert ( + pytest.approx(expected_battery_electricity_discharge) + == prob.get_val("battery.battery_electricity_discharge")[:5] + ) + + with subtests.test("Check SOC for min SOC"): + assert pytest.approx(expected_SOC) == prob.get_val("battery.SOC")[:5] + + with subtests.test("Check unmet_demand for min SOC"): + assert ( + pytest.approx(expected_unmet_demand_out, abs=1e-6) + == prob.get_val("battery.unmet_electricity_demand_out")[:5] + ) + + with subtests.test("Check unused_commodity_out for min SOC"): + assert ( + pytest.approx(expected_unused_commodity_out) + == prob.get_val("battery.unused_electricity_out")[:5] + ) + + # Test the case where the battery is charged to its upper SOC limit + electricity_in = np.ones(8760) * 30000.0 + demand_in = np.zeros(8760) + + # Setup the system and required values + prob.setup() + prob.set_val("battery.electricity_in", electricity_in) + prob.set_val("battery.electricity_demand", demand_in) + + # Run the model + prob.run_model() + + expected_electricity_out = [-0.008477085, 0.0, 0.0, 0.0, 0.0] + + # TODO reevaluate the output here + expected_battery_electricity_discharge = np.array( + [-30000.00847709, -29973.58679719, -21109.22734423, 0.0, 0.0] + ) + + # expected_SOC = [66.00200558, 79.43840635, 90.0, 90.0, 90.0] + expected_SOC = np.array([66.00200558, 79.43840635, 89.02326413, 89.02326413, 89.02326413]) + expected_unmet_demand_out = np.array([0.00847709, 0.0, 0.0, 0.0, 0.0]) + expected_unused_commodity_out = np.array( + [0.00000000e00, 2.64132028e01, 8.89077266e03, 3.04088135e04, 3.00564087e04] + ) + # I think this is the right expected_electricity_out since the battery won't + # be discharging in this instance + # expected_electricity_out = [0.0, 0.0, 0.0, 0.0, 0.0] + # # expected_electricity_out = [0.0, 0.0, 6150.14483911, 30000.0, 30000.0] + # expected_battery_electricity_discharge = [-30000.00847705, -29973.58679681, + # -23310.54620182, 0.0, 0.0] + # expected_SOC = [66.00200558, 79.43840635, 90.0, 90.0, 90.0] + # expected_unmet_demand_out = np.zeros(5) + # expected_unused_commodity_out = [0.0, 0.0, 6150.14483911, 30000.0, 30000.0] + + abs_tol = 1e-6 + rel_tol = 1e-1 + with subtests.test("Check electricity_out for max SOC"): + assert ( + pytest.approx(expected_electricity_out, abs=abs_tol, rel=rel_tol) + == prob.get_val("battery.electricity_out")[:5] + ) + + with subtests.test("Check battery_electricity_discharge for max SOC"): + assert ( + pytest.approx(expected_battery_electricity_discharge, abs=abs_tol, rel=rel_tol) + == prob.get_val("battery.battery_electricity_discharge")[:5] + ) + + with subtests.test("Check SOC for max SOC"): + assert pytest.approx(expected_SOC, abs=abs_tol) == prob.get_val("battery.SOC")[:5] + + with subtests.test("Check unmet_demand for max SOC"): + assert ( + pytest.approx(expected_unmet_demand_out, abs=abs_tol) + == prob.get_val("battery.unmet_electricity_demand_out")[:5] + ) + + with subtests.test("Check unused_commodity_out for max SOC"): + assert ( + pytest.approx(expected_unused_commodity_out, abs=abs_tol, rel=rel_tol) + == prob.get_val("battery.unused_electricity_out")[:5] + ) From c9a4a50a20cfa5e249862a66902cad35ecbb3a70 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Mon, 27 Oct 2025 11:45:07 -0600 Subject: [PATCH 40/79] added conftest files to prevent clutter (#311) Co-authored-by: John Jasa --- h2integrate/converters/test/__init__.py | 0 h2integrate/converters/test/conftest.py | 20 ++++++++++++++++++++ h2integrate/core/test/conftest.py | 11 +++++++++++ h2integrate/finances/test/__init__.py | 0 h2integrate/finances/test/conftest.py | 20 ++++++++++++++++++++ h2integrate/storage/test/__init__.py | 0 h2integrate/storage/test/conftest.py | 20 ++++++++++++++++++++ h2integrate/test/__init__.py | 0 h2integrate/test/conftest.py | 20 ++++++++++++++++++++ h2integrate/tools/test/conftest.py | 20 ++++++++++++++++++++ h2integrate/transporters/test/conftest.py | 20 ++++++++++++++++++++ tests/conftest.py | 11 +++++++++++ 12 files changed, 142 insertions(+) create mode 100644 h2integrate/converters/test/__init__.py create mode 100644 h2integrate/converters/test/conftest.py create mode 100644 h2integrate/finances/test/__init__.py create mode 100644 h2integrate/finances/test/conftest.py create mode 100644 h2integrate/storage/test/__init__.py create mode 100644 h2integrate/storage/test/conftest.py create mode 100644 h2integrate/test/__init__.py create mode 100644 h2integrate/test/conftest.py create mode 100644 h2integrate/tools/test/conftest.py create mode 100644 h2integrate/transporters/test/conftest.py diff --git a/h2integrate/converters/test/__init__.py b/h2integrate/converters/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/converters/test/conftest.py b/h2integrate/converters/test/conftest.py new file mode 100644 index 000000000..ec036dfa5 --- /dev/null +++ b/h2integrate/converters/test/conftest.py @@ -0,0 +1,20 @@ +""" +Pytest configuration file. +""" + +import os + + +def pytest_sessionstart(session): + initial_om_report_setting = os.getenv("OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["TMP_OPENMDAO_REPORTS"] = initial_om_report_setting + + os.environ["OPENMDAO_REPORTS"] = "none" + + +def pytest_sessionfinish(session, exitstatus): + initial_om_report_setting = os.getenv("TMP_OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["OPENMDAO_REPORTS"] = initial_om_report_setting + os.environ.pop("TMP_OPENMDAO_REPORTS", None) diff --git a/h2integrate/core/test/conftest.py b/h2integrate/core/test/conftest.py index 5e33704d1..2677ca6bd 100644 --- a/h2integrate/core/test/conftest.py +++ b/h2integrate/core/test/conftest.py @@ -8,6 +8,12 @@ def pytest_sessionstart(session): + initial_om_report_setting = os.getenv("OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["TMP_OPENMDAO_REPORTS"] = initial_om_report_setting + + os.environ["OPENMDAO_REPORTS"] = "none" + # set environment variables used for # tests in h2integrate/core/test/test_recorder.py os.environ["TEST_RECORDER_OUTPUT_EXAMPLE"] = "05_wind_h2_opt" @@ -18,6 +24,11 @@ def pytest_sessionstart(session): def pytest_sessionfinish(session, exitstatus): + initial_om_report_setting = os.getenv("TMP_OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["OPENMDAO_REPORTS"] = initial_om_report_setting + os.environ.pop("TMP_OPENMDAO_REPORTS", None) + # remove files that were created in h2integrate/core/test/test_recorder.py if os.getenv("TEST_RECORDER_OUTPUT_EXAMPLE") is not None: test_dir = ( diff --git a/h2integrate/finances/test/__init__.py b/h2integrate/finances/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/finances/test/conftest.py b/h2integrate/finances/test/conftest.py new file mode 100644 index 000000000..ec036dfa5 --- /dev/null +++ b/h2integrate/finances/test/conftest.py @@ -0,0 +1,20 @@ +""" +Pytest configuration file. +""" + +import os + + +def pytest_sessionstart(session): + initial_om_report_setting = os.getenv("OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["TMP_OPENMDAO_REPORTS"] = initial_om_report_setting + + os.environ["OPENMDAO_REPORTS"] = "none" + + +def pytest_sessionfinish(session, exitstatus): + initial_om_report_setting = os.getenv("TMP_OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["OPENMDAO_REPORTS"] = initial_om_report_setting + os.environ.pop("TMP_OPENMDAO_REPORTS", None) diff --git a/h2integrate/storage/test/__init__.py b/h2integrate/storage/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/storage/test/conftest.py b/h2integrate/storage/test/conftest.py new file mode 100644 index 000000000..ec036dfa5 --- /dev/null +++ b/h2integrate/storage/test/conftest.py @@ -0,0 +1,20 @@ +""" +Pytest configuration file. +""" + +import os + + +def pytest_sessionstart(session): + initial_om_report_setting = os.getenv("OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["TMP_OPENMDAO_REPORTS"] = initial_om_report_setting + + os.environ["OPENMDAO_REPORTS"] = "none" + + +def pytest_sessionfinish(session, exitstatus): + initial_om_report_setting = os.getenv("TMP_OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["OPENMDAO_REPORTS"] = initial_om_report_setting + os.environ.pop("TMP_OPENMDAO_REPORTS", None) diff --git a/h2integrate/test/__init__.py b/h2integrate/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/test/conftest.py b/h2integrate/test/conftest.py new file mode 100644 index 000000000..ec036dfa5 --- /dev/null +++ b/h2integrate/test/conftest.py @@ -0,0 +1,20 @@ +""" +Pytest configuration file. +""" + +import os + + +def pytest_sessionstart(session): + initial_om_report_setting = os.getenv("OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["TMP_OPENMDAO_REPORTS"] = initial_om_report_setting + + os.environ["OPENMDAO_REPORTS"] = "none" + + +def pytest_sessionfinish(session, exitstatus): + initial_om_report_setting = os.getenv("TMP_OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["OPENMDAO_REPORTS"] = initial_om_report_setting + os.environ.pop("TMP_OPENMDAO_REPORTS", None) diff --git a/h2integrate/tools/test/conftest.py b/h2integrate/tools/test/conftest.py new file mode 100644 index 000000000..ec036dfa5 --- /dev/null +++ b/h2integrate/tools/test/conftest.py @@ -0,0 +1,20 @@ +""" +Pytest configuration file. +""" + +import os + + +def pytest_sessionstart(session): + initial_om_report_setting = os.getenv("OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["TMP_OPENMDAO_REPORTS"] = initial_om_report_setting + + os.environ["OPENMDAO_REPORTS"] = "none" + + +def pytest_sessionfinish(session, exitstatus): + initial_om_report_setting = os.getenv("TMP_OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["OPENMDAO_REPORTS"] = initial_om_report_setting + os.environ.pop("TMP_OPENMDAO_REPORTS", None) diff --git a/h2integrate/transporters/test/conftest.py b/h2integrate/transporters/test/conftest.py new file mode 100644 index 000000000..ec036dfa5 --- /dev/null +++ b/h2integrate/transporters/test/conftest.py @@ -0,0 +1,20 @@ +""" +Pytest configuration file. +""" + +import os + + +def pytest_sessionstart(session): + initial_om_report_setting = os.getenv("OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["TMP_OPENMDAO_REPORTS"] = initial_om_report_setting + + os.environ["OPENMDAO_REPORTS"] = "none" + + +def pytest_sessionfinish(session, exitstatus): + initial_om_report_setting = os.getenv("TMP_OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["OPENMDAO_REPORTS"] = initial_om_report_setting + os.environ.pop("TMP_OPENMDAO_REPORTS", None) diff --git a/tests/conftest.py b/tests/conftest.py index 8aba40b97..feae18e50 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -8,6 +8,12 @@ def pytest_sessionstart(session): + initial_om_report_setting = os.getenv("OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["TMP_OPENMDAO_REPORTS"] = initial_om_report_setting + + os.environ["OPENMDAO_REPORTS"] = "none" + # Set a dummy API key os.environ["NREL_API_KEY"] = "a" * 40 set_nrel_key_dot_env() @@ -32,3 +38,8 @@ def pytest_sessionfinish(session, exitstatus): if user_dir is not None: os.environ["RESOURCE_DIR"] = user_dir os.environ.pop("TEMP_RESOURCE_DIR", None) + + initial_om_report_setting = os.getenv("TMP_OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["OPENMDAO_REPORTS"] = initial_om_report_setting + os.environ.pop("TMP_OPENMDAO_REPORTS", None) From 9a7859a70834d16b8f12d0e2f65ab989e68b1389 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:01:32 -0600 Subject: [PATCH 41/79] Updated recorder to be attached to driver or model (#295) * updated recorder to be attached to driver or model * Minor cleanup to recorder logic --------- Co-authored-by: John Jasa --- h2integrate/core/pose_optimization.py | 71 ++++++++++++++++++++++----- 1 file changed, 59 insertions(+), 12 deletions(-) diff --git a/h2integrate/core/pose_optimization.py b/h2integrate/core/pose_optimization.py index bfdc7b881..8ac97366f 100644 --- a/h2integrate/core/pose_optimization.py +++ b/h2integrate/core/pose_optimization.py @@ -436,12 +436,15 @@ def set_recorders(self, opt_prob): """ folder_output = self.config["general"]["folder_output"] - # Check that the output folder exists and create it if needed - if not Path(folder_output).exists(): - Path.mkdir(folder_output, parents=True) # Set recorder on the OpenMDAO driver level using the `optimization_log` # filename supplied in the optimization yaml + recorder_options = ["record_inputs", "record_outputs", "record_residuals"] + if self.config["recorder"].get("flag", False): + # Check that the output folder exists and create it if needed + if not Path(folder_output).exists(): + Path.mkdir(folder_output, parents=True, exist_ok=True) + overwrite_recorder = self.config["recorder"].get("overwrite_recorder", False) recorder_path = Path(folder_output) / self.config["recorder"]["file"] @@ -472,19 +475,63 @@ def set_recorders(self, opt_prob): # but do have the same basename, then add a zero to the file basename recorder_path = Path(folder_output) / f"{file_base}0.sql" - # Create recorder and add to model + recorder_attachment = ( + self.config["recorder"].get("recorder_attachment", "driver").lower() + ) + allowed_attachments = ["driver", "model"] + if recorder_attachment not in allowed_attachments: + msg = ( + f"Invalid recorder attachment '{recorder_attachment}'. " + f"Currently supported options are {allowed_attachments}. " + "We recommend using 'driver' if running an optimization or DOE in parallel." + ) + raise ValueError(msg) + + # Create recorder recorder = om.SqliteRecorder(recorder_path) - opt_prob.model.add_recorder(recorder) - opt_prob.model.recording_options["record_inputs"] = True - opt_prob.model.recording_options["record_outputs"] = True - opt_prob.model.recording_options["record_residuals"] = True + if recorder_attachment == "model": + # add the recorder to the model + recorder_options += ["options_excludes"] + + opt_prob.model.add_recorder(recorder) - if self.config["recorder"].get("includes", False): - opt_prob.model.recording_options["includes"] = self.config["recorder"]["includes"] + for recorder_opt in recorder_options: + if recorder_opt in self.config["recorder"]: + opt_prob.model.recording_options[recorder_opt] = self.config[ + "recorder" + ].get(recorder_opt) - if self.config["recorder"].get("excludes", False): - opt_prob.model.recording_options["excludes"] = self.config["recorder"]["excludes"] + opt_prob.model.recording_options["includes"] = self.config["recorder"].get( + "includes", ["*"] + ) + opt_prob.model.recording_options["excludes"] = self.config["recorder"].get( + "excludes", ["*resource_data"] + ) + return + + if recorder_attachment == "driver": + recorder_options += [ + "record_constraints", + "record_derivative", + "record_desvars", + "record_objectives", + ] + # add the recorder to the driver + opt_prob.driver.add_recorder(recorder) + + for recorder_opt in recorder_options: + if recorder_opt in self.config["recorder"]: + opt_prob.driver.recording_options[recorder_opt] = self.config[ + "recorder" + ].get(recorder_opt) + + opt_prob.driver.recording_options["includes"] = self.config["recorder"].get( + "includes", ["*"] + ) + opt_prob.driver.recording_options["excludes"] = self.config["recorder"].get( + "excludes", ["*resource_data"] + ) def set_restart(self, opt_prob): """ From b9a3db27899f730a5e44752ed76829ebbf7662b4 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Wed, 29 Oct 2025 11:20:17 -0600 Subject: [PATCH 42/79] updated api docs to include more useful information (#323) --- docs/api.md | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/docs/api.md b/docs/api.md index 0cf377701..7c4b9fa4e 100644 --- a/docs/api.md +++ b/docs/api.md @@ -7,6 +7,12 @@ :toctree: _autosummary :recursive: - simulation + core + converters + control + finances + resource + storage + transporters tools ``` From cb9b0adcc2897a66a8ccd7ef662338fd733bf5e1 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Thu, 30 Oct 2025 15:16:28 -0600 Subject: [PATCH 43/79] Sync battery cost model and controller inputs (#290) * synced up battery cost model inputs and demand openloop controller inputs * cleaned up battery cost model * updated battery cost model and openloop controller tests * added test for battery cost with demand openloop controller * updated changelog * merging * Renaming resource rate units to commodity units * Updated example 18 * updated demand openloop controller and atb battery cost model * added generic storage cost model * Updating to remove battery mentions in generic cost model comments * updated based on reviewer feedback * added user warning to atb battery cost model * updated failing tests * fixed example 3 input file to prevent failing tests --------- Co-authored-by: John Jasa --- CHANGELOG.md | 1 + .../tech_config_co2h.yaml | 13 +- .../tech_config.yaml | 3 +- .../openloop_controllers.py | 96 ++++++++-- h2integrate/core/supported_models.py | 2 + .../storage/battery/atb_battery_cost.py | 50 +++-- h2integrate/storage/battery/test/__init__.py | 0 .../storage/battery/test/test_battery_cost.py | 176 ++++++++++++++++++ h2integrate/storage/generic_storage_cost.py | 98 ++++++++++ .../test_open_loop_controllers.py | 4 + 10 files changed, 404 insertions(+), 39 deletions(-) create mode 100644 h2integrate/storage/battery/test/__init__.py create mode 100644 h2integrate/storage/battery/test/test_battery_cost.py create mode 100644 h2integrate/storage/generic_storage_cost.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 64988ca86..4d5d74b2e 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -9,6 +9,7 @@ - Added framework to run heuristic load following dispatch for storage technologies - Added PySAM battery model as a storage technology performance model - Added `create_om_reports` option to driver config to enable/disable OpenMDAO reports (N2 diagrams, etc.) +- Updated inputs for the `ATBBatteryCostModel` and `DemandOpenLoopController` so storage capacity and charge rate can be design variables ## 0.4.0 [October 1, 2025] diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index a83cee32a..d21a394c0 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -49,7 +49,7 @@ technologies: performance_model: model: "simple_generic_storage" cost_model: - model: "atb_battery_cost" + model: "generic_storage_cost" control_strategy: model: "demand_open_loop_controller" model_inputs: @@ -63,13 +63,14 @@ technologies: min_charge_percent: 0.1 # percent as decimal init_charge_percent: 0.25 # percent as decimal max_discharge_rate: 5000.0 # kg/time step + charge_equals_discharge: False charge_efficiency: 1.0 # percent as decimal discharge_efficiency: 1.0 # percent as decimal demand_profile: 2108.73919484047 cost_parameters: cost_year: 2022 - energy_capex: 383 # $/kg - based on https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/review22/st235_houchins_2022_p-pdf.pdf?Status=Master - power_capex: .000001 # $/kg/h + capacity_capex: 383 # $/kg - based on https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/review22/st235_houchins_2022_p-pdf.pdf?Status=Master + charge_capex: .000001 # $/kg/h opex_fraction: .000001 # percent of capex doc: performance_model: @@ -101,7 +102,7 @@ technologies: performance_model: model: "simple_generic_storage" cost_model: - model: "atb_battery_cost" + model: "generic_storage_cost" control_strategy: model: "demand_open_loop_controller" model_inputs: @@ -120,8 +121,8 @@ technologies: demand_profile: 15388.3891 cost_parameters: cost_year: 2022 - energy_capex: 5 # $/kg - based on https://www.maritime.dot.gov/sites/marad.dot.gov/files/2024-11/LCE%20MARAD%20CCS%20TEA%20Final%20Report%20-%2031%20May%202024%20%283%29.pdf - power_capex: .000001 # $/kg/h + capacity_capex: 5 # $/kg - based on https://www.maritime.dot.gov/sites/marad.dot.gov/files/2024-11/LCE%20MARAD%20CCS%20TEA%20Final%20Report%20-%2031%20May%202024%20%283%29.pdf + charge_capex: .000001 # $/kg/h opex_fraction: .000001 # percent of capex methanol: performance_model: diff --git a/examples/18_pyomo_heuristic_dispatch/tech_config.yaml b/examples/18_pyomo_heuristic_dispatch/tech_config.yaml index 7b1307331..eb851c044 100644 --- a/examples/18_pyomo_heuristic_dispatch/tech_config.yaml +++ b/examples/18_pyomo_heuristic_dispatch/tech_config.yaml @@ -52,6 +52,7 @@ technologies: model: "atb_battery_cost" model_inputs: shared_parameters: + commodity_name: "electricity" max_charge_rate: 100000 max_capacity: 500000 n_control_window: 24 @@ -65,11 +66,11 @@ technologies: chemistry: "LFPGraphite" cost_parameters: cost_year: 2022 + commodity_units: "kW" energy_capex: 310 # $/kWh from 2024 ATB year 2025 power_capex: 311 # $/kW from 2024 ATB year 2025 opex_fraction: 0.25 # 0.25% of capex per year from 2024 ATB control_parameters: - commodity_name: "electricity" commodity_storage_units: "kW" tech_name: "battery" dispatch_rule_parameters: diff --git a/h2integrate/control/control_strategies/openloop_controllers.py b/h2integrate/control/control_strategies/openloop_controllers.py index 69ba8f5ed..82122d018 100644 --- a/h2integrate/control/control_strategies/openloop_controllers.py +++ b/h2integrate/control/control_strategies/openloop_controllers.py @@ -4,7 +4,7 @@ from attrs import field, define from h2integrate.core.utilities import BaseConfig, merge_shared_inputs -from h2integrate.core.validators import range_val, range_val_or_none +from h2integrate.core.validators import gt_zero, range_val, range_val_or_none from h2integrate.control.control_strategies.controller_baseclass import ControllerBaseClass @@ -96,6 +96,8 @@ class DemandOpenLoopControllerConfig(BaseConfig): commodity_units (str): Units of the commodity (e.g., "kg/h"). max_capacity (float): Maximum storage capacity of the commodity (in non-rate units, e.g., "kg" if `commodity_units` is "kg/h"). + demand_profile (scalar or list): The demand values for each time step (in the same units + as `commodity_units`) or a scalar for a constant demand. max_charge_percent (float): Maximum allowable state of charge (SOC) as a percentage of `max_capacity`, represented as a decimal between 0 and 1. min_charge_percent (float): Minimum allowable SOC as a percentage of `max_capacity`, @@ -104,31 +106,34 @@ class DemandOpenLoopControllerConfig(BaseConfig): as a decimal between 0 and 1. max_charge_rate (float): Maximum rate at which the commodity can be charged (in units per time step, e.g., "kg/time step"). This rate does not include the charge_efficiency. - max_discharge_rate (float): Maximum rate at which the commodity can be discharged (in - units per time step, e.g., "kg/time step"). This rate does not include the - discharge_efficiency. - charge_efficiency (float | None): Efficiency of charging the storage, represented as a - decimal between 0 and 1 (e.g., 0.9 for 90% efficiency). Optional if - `round_trip_efficiency` is provided. - discharge_efficiency (float | None): Efficiency of discharging the storage, represented + charge_equals_discharge (bool, optional): If True, set the max_discharge_rate equal to the + max_charge_rate. If False, specify the max_discharge_rate as a value different than + the max_charge_rate. Defaults to True. + max_discharge_rate (float | None, optional): Maximum rate at which the commodity can be + discharged (in units per time step, e.g., "kg/time step"). This rate does not include + the discharge_efficiency. Only required if `charge_equals_discharge` is False. + charge_efficiency (float | None, optional): Efficiency of charging the storage, represented as a decimal between 0 and 1 (e.g., 0.9 for 90% efficiency). Optional if `round_trip_efficiency` is provided. - round_trip_efficiency (float | None): Combined efficiency of charging and discharging - the storage, represented as a decimal between 0 and 1 (e.g., 0.81 for 81% efficiency). - Optional if `charge_efficiency` and `discharge_efficiency` are provided. - demand_profile (scalar or list): The demand values for each time step (in the same units - as `commodity_units`) or a scalar for a constant demand. + discharge_efficiency (float | None, optional): Efficiency of discharging the storage, + represented as a decimal between 0 and 1 (e.g., 0.9 for 90% efficiency). Optional if + `round_trip_efficiency` is provided. + round_trip_efficiency (float | None, optional): Combined efficiency of charging and + discharging the storage, represented as a decimal between 0 and 1 (e.g., 0.81 for + 81% efficiency). Optional if `charge_efficiency` and `discharge_efficiency` are + provided. """ commodity_name: str = field() commodity_units: str = field() max_capacity: float = field() + demand_profile: int | float | list = field() max_charge_percent: float = field(validator=range_val(0, 1)) min_charge_percent: float = field(validator=range_val(0, 1)) init_charge_percent: float = field(validator=range_val(0, 1)) - max_charge_rate: float = field() - max_discharge_rate: float = field() - demand_profile: int | float | list = field() + max_charge_rate: float = field(validator=gt_zero) + charge_equals_discharge: bool = field(default=True) + max_discharge_rate: float | None = field(default=None) charge_efficiency: float | None = field(default=None, validator=range_val_or_none(0, 1)) discharge_efficiency: float | None = field(default=None, validator=range_val_or_none(0, 1)) round_trip_efficiency: float | None = field(default=None, validator=range_val_or_none(0, 1)) @@ -160,6 +165,20 @@ def __attrs_post_init__(self): "`charge_efficiency` and `discharge_efficiency`." ) + if self.charge_equals_discharge: + if ( + self.max_discharge_rate is not None + and self.max_discharge_rate != self.max_charge_rate + ): + msg = ( + "Max discharge rate does not equal max charge rate but charge_equals_discharge " + f"is True. Discharge rate is {self.max_discharge_rate} and charge rate " + f"is {self.max_charge_rate}." + ) + raise ValueError(msg) + + self.max_discharge_rate = self.max_charge_rate + class DemandOpenLoopController(ControllerBaseClass): """ @@ -229,6 +248,20 @@ def setup(self): desc=f"{commodity_name} demand profile timeseries", ) + self.add_input( + "max_charge_rate", + val=self.config.max_charge_rate, + units=self.config.commodity_units, + desc="Storage charge/discharge rate", + ) + + self.add_input( + "max_capacity", + val=self.config.max_capacity, + units=self.config.commodity_units + "*h", + desc="Maximum storage capacity", + ) + self.add_output( f"{commodity_name}_out", copy_shape=f"{commodity_name}_in", @@ -265,18 +298,40 @@ def setup(self): desc=f"Total {commodity_name} missed load over the simulation period", ) + self.add_output( + "storage_duration", + units="h", + desc="Estimated storage duration based on max capacity and discharge rate", + ) + def compute(self, inputs, outputs): """ Compute the state of charge (SOC) and output flow based on demand and storage constraints. """ + if inputs["max_charge_rate"][0] < 0: + msg = ( + f"max_charge_rate cannot be less than zero and has value of " + f"{inputs['max_charge_rate']}" + ) + raise UserWarning(msg) + if inputs["max_capacity"][0] < 0: + msg = ( + f"max_capacity cannot be less than zero and has value of " + f"{inputs['max_capacity']}" + ) + raise UserWarning(msg) + commodity_name = self.config.commodity_name - max_capacity = self.config.max_capacity + max_capacity = inputs["max_capacity"] max_charge_percent = self.config.max_charge_percent min_charge_percent = self.config.min_charge_percent init_charge_percent = self.config.init_charge_percent - max_charge_rate = self.config.max_charge_rate - max_discharge_rate = self.config.max_discharge_rate + max_charge_rate = inputs["max_charge_rate"] + if self.config.charge_equals_discharge: + max_discharge_rate = inputs["max_charge_rate"] + else: + max_discharge_rate = self.config.max_discharge_rate charge_efficiency = self.config.charge_efficiency discharge_efficiency = self.config.discharge_efficiency @@ -359,3 +414,6 @@ def compute(self, inputs, outputs): # Calculate and return the total unmet demand over the simulation period outputs[f"total_{commodity_name}_unmet_demand"] = np.sum(unmet_demand_array) + + # Output the storage duration in hours + outputs["storage_duration"] = max_capacity / max_discharge_rate diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index 6dc751a56..5e5ffd1e7 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -8,6 +8,7 @@ from h2integrate.transporters.generic_summer import GenericSummerPerformanceModel from h2integrate.converters.hopp.hopp_wrapper import HOPPComponent from h2integrate.converters.solar.solar_pysam import PYSAMSolarPlantPerformanceModel +from h2integrate.storage.generic_storage_cost import GenericStorageCostModel from h2integrate.storage.hydrogen.eco_storage import H2Storage from h2integrate.storage.battery.pysam_battery import PySAMBatteryPerformanceModel from h2integrate.transporters.generic_combiner import GenericCombinerPerformanceModel @@ -170,6 +171,7 @@ "hydrogen_tank_performance": HydrogenTankPerformanceModel, "hydrogen_tank_cost": HydrogenTankCostModel, "atb_battery_cost": ATBBatteryCostModel, + "generic_storage_cost": GenericStorageCostModel, "simple_generic_storage": SimpleGenericStorage, # Control "pass_through_controller": PassThroughOpenLoopController, diff --git a/h2integrate/storage/battery/atb_battery_cost.py b/h2integrate/storage/battery/atb_battery_cost.py index 9c80a3f42..88e68bc28 100644 --- a/h2integrate/storage/battery/atb_battery_cost.py +++ b/h2integrate/storage/battery/atb_battery_cost.py @@ -1,7 +1,8 @@ from attrs import field, define +from openmdao.utils import units from h2integrate.core.utilities import CostModelBaseConfig, merge_shared_inputs -from h2integrate.core.validators import gt_zero, range_val +from h2integrate.core.validators import contains, gte_zero, range_val from h2integrate.core.model_baseclasses import CostModelBaseClass @@ -19,16 +20,21 @@ class ATBBatteryCostConfig(CostModelBaseConfig): energy_capex (float|int): battery energy capital cost in $/kWh power_capex (float|int): battery power capital cost in $/kW opex_fraction (float): annual operating cost as a fraction of the total system cost. - max_charge_rate (float): maximum charge rate of battery in kW - max_capacity (float): maximum storage capacity of battery in kWh - + cost_year (int): dollar year corresponding to input costs + max_capacity (float): Maximum storage capacity of the battery (in non-rate units, + e.g., "kW*h" if `commodity_units` is "kW"). + max_charge_rate (float): Maximum rate at which the battery can be charged (in units + per time step, e.g., "kW/time step"). + commodity_units (str): Units of the electricity resource used to define the + max_capacity and max_charge_rate. Must have a base of Watts ('W'). """ - energy_capex: float | int = field(validator=gt_zero) - power_capex: float | int = field(validator=gt_zero) + energy_capex: float | int = field(validator=gte_zero) + power_capex: float | int = field(validator=gte_zero) opex_fraction: float = field(validator=range_val(0, 1)) - max_charge_rate: float = field(validator=gt_zero) - max_capacity: float = field(validator=gt_zero) + max_capacity: float = field() + max_charge_rate: float = field() + commodity_units: str = field(validator=contains(["W", "kW", "MW", "GW", "TW"])) class ATBBatteryCostModel(CostModelBaseClass): @@ -58,24 +64,42 @@ def setup(self): self.add_input( "max_charge_rate", val=self.config.max_charge_rate, - units="kW", + units=f"{self.config.commodity_units}", desc="Battery charge/discharge rate", ) self.add_input( - "storage_capacity", + "max_capacity", val=self.config.max_capacity, - units="kW*h", + units=f"{self.config.commodity_units}*h", desc="Battery storage capacity", ) def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - storage_duration_hrs = inputs["storage_capacity"] / inputs["max_charge_rate"] + storage_duration_hrs = 0.0 + + # convert the input capacity to units of kW*h + max_capacity_kWh = units.convert_units( + inputs["max_capacity"], f"{self.config.commodity_units}*h", "kW*h" + ) + + # convert the input charge rate to units of kW + max_charge_rate_kW = units.convert_units( + inputs["max_charge_rate"], self.config.commodity_units, "kW" + ) + if max_charge_rate_kW > 0: + storage_duration_hrs = max_capacity_kWh / max_charge_rate_kW + if max_charge_rate_kW < 0: + msg = ( + f"max_charge_rate cannot be less than zero and has value of " + f"{max_charge_rate_kW} kW" + ) + raise UserWarning(msg) # CapEx equation from Cell E29 total_system_cost = ( storage_duration_hrs * self.config.energy_capex ) + self.config.power_capex - capex = total_system_cost * inputs["max_charge_rate"] + capex = total_system_cost * max_charge_rate_kW # OpEx equation from cells in the Fixed Operation and Maintenance Expenses section opex = self.config.opex_fraction * capex outputs["CapEx"] = capex diff --git a/h2integrate/storage/battery/test/__init__.py b/h2integrate/storage/battery/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/storage/battery/test/test_battery_cost.py b/h2integrate/storage/battery/test/test_battery_cost.py new file mode 100644 index 000000000..c829bd709 --- /dev/null +++ b/h2integrate/storage/battery/test/test_battery_cost.py @@ -0,0 +1,176 @@ +import numpy as np +import openmdao.api as om +from pytest import fixture + +from h2integrate.storage.battery.atb_battery_cost import ATBBatteryCostModel +from h2integrate.control.control_strategies.openloop_controllers import DemandOpenLoopController + + +@fixture +def plant_config(): + plant_cnfg = { + "plant": { + "plant_life": 30, + "simulation": { + "n_timesteps": 8760, + }, + }, + } + return plant_cnfg + + +@fixture +def electricity_profile_kW(): + return np.tile(np.linspace(0, 5000.0, 876), 10) + + +@fixture +def battery_tech_config_kW(): + battery_inputs = { + "performance_model": {"model": "simple_generic_storage"}, + "cost_model": {"model": "atb_battery_cost"}, + "control_strategy": {"model": "demand_open_loop_controller"}, + "model_inputs": { + "shared_parameters": { + "commodity_name": "electricity", + "commodity_units": "kW", + "max_charge_rate": 5000.0, + "max_capacity": 30000.0, + }, + "control_parameters": { + "max_charge_percent": 1.0, + "min_charge_percent": 0.1, + "init_charge_percent": 0.25, + "max_discharge_rate": 5000.0, + "charge_efficiency": 1.0, + "discharge_efficiency": 1.0, + "demand_profile": 5000, + }, + "cost_parameters": { + "cost_year": 2022, + "energy_capex": 391, + "power_capex": 363, + "opex_fraction": 0.025, + }, + }, + } + return battery_inputs + + +@fixture +def battery_tech_config_MW(): + battery_inputs = { + "performance_model": {"model": "simple_generic_storage"}, + "cost_model": {"model": "atb_battery_cost"}, + "control_strategy": {"model": "demand_open_loop_controller"}, + "model_inputs": { + "shared_parameters": { + "commodity_name": "electricity", + "commodity_units": "MW", + "max_charge_rate": 5.0, + "max_capacity": 30.0, + }, + "control_parameters": { + "max_charge_percent": 1.0, + "min_charge_percent": 0.1, + "init_charge_percent": 0.25, + "max_discharge_rate": 5.0, + "charge_efficiency": 1.0, + "discharge_efficiency": 1.0, + "demand_profile": 5.0, + }, + "cost_parameters": { + "cost_year": 2022, + "energy_capex": 391, + "power_capex": 363, + "opex_fraction": 0.025, + }, + }, + } + return battery_inputs + + +def test_integrated_battery_cost_kW( + plant_config, battery_tech_config_kW, electricity_profile_kW, subtests +): + # Set up the OpenMDAO problem + prob = om.Problem() + + prob.model.add_subsystem( + name="IVC", + subsys=om.IndepVarComp(name="electricity_in", val=electricity_profile_kW), + promotes=["*"], + ) + + controller = DemandOpenLoopController( + plant_config=plant_config, tech_config=battery_tech_config_kW + ) + + cost = ATBBatteryCostModel(plant_config=plant_config, tech_config=battery_tech_config_kW) + + prob.model.add_subsystem( + "demand_openloop_controller", + controller, + promotes=["*"], + ) + + prob.model.add_subsystem( + "cost_model", + cost, + promotes=["*"], + ) + + prob.setup() + + prob.run_model() + + expected_capex = ((6 * 391) + 363) * 5000.0 + expected_opex = expected_capex * 0.025 + + with subtests.test("CapEx"): + assert prob.get_val("cost_model.CapEx") == expected_capex + + with subtests.test("OpEx"): + assert prob.get_val("cost_model.OpEx") == expected_opex + + +def test_integrated_battery_cost_MW( + plant_config, battery_tech_config_MW, electricity_profile_kW, subtests +): + # Set up the OpenMDAO problem + prob = om.Problem() + + electricity_profile_MW = electricity_profile_kW / 1e3 + + controller = DemandOpenLoopController( + plant_config=plant_config, tech_config=battery_tech_config_MW + ) + + cost = ATBBatteryCostModel(plant_config=plant_config, tech_config=battery_tech_config_MW) + + prob.model.add_subsystem( + "demand_openloop_controller", + controller, + promotes=["*"], + ) + + prob.model.add_subsystem( + "cost_model", + cost, + promotes=["*"], + ) + + prob.setup() + + prob.set_val("demand_openloop_controller.electricity_in", electricity_profile_MW, units="MW") + + prob.run_model() + + expected_capex = ((6 * 391) + 363) * 5000.0 + expected_opex = expected_capex * 0.025 + + with subtests.test("CapEx"): + assert prob.get_val("cost_model.CapEx") == expected_capex + + with subtests.test("OpEx"): + assert prob.get_val("cost_model.OpEx") == expected_opex diff --git a/h2integrate/storage/generic_storage_cost.py b/h2integrate/storage/generic_storage_cost.py new file mode 100644 index 000000000..2b94b3231 --- /dev/null +++ b/h2integrate/storage/generic_storage_cost.py @@ -0,0 +1,98 @@ +from attrs import field, define + +from h2integrate.core.utilities import CostModelBaseConfig, merge_shared_inputs +from h2integrate.core.validators import contains, gte_zero, range_val +from h2integrate.core.model_baseclasses import CostModelBaseClass + + +@define +class GenericStorageCostConfig(CostModelBaseConfig): + """Configuration class for the GenericStorageCostModel with costs based on storage + capacity and charge rate for any commodity. + + Note: + This could be expanded to allow for different types of commodity units in the future. + Currently only supports electrical, mass, and some thermal units. + + Attributes: + capacity_capex (float|int): storage energy capital cost in $/capacity_units + charge_capex (float|int): storage power capital cost in $/charge_units/h + opex_fraction (float): annual operating cost as a fraction of the total system cost. + cost_year (int): dollar year corresponding to input costs + max_capacity (float): Maximum storage capacity (in non-rate units, + e.g., "kW*h" if `commodity_units` is "kW"). + max_charge_rate (float): Maximum rate at which storage can be charged (in units + per time step, e.g., "kW/time step"). + commodity_units (str): Units of the storage resource used to define the charge rate. + max_capacity and max_charge_rate. Must have a base of Watts ('W') or grams ('g/h') + or heat ('MMBtu/h') + """ + + capacity_capex: float | int = field(validator=gte_zero) + charge_capex: float | int = field(validator=gte_zero) + opex_fraction: float = field(validator=range_val(0, 1)) + max_capacity: float = field() + max_charge_rate: float = field() + commodity_units: str = field( + validator=contains(["W", "kW", "MW", "GW", "TW", "g/h", "kg/h", "t/h", "MMBtu/h"]) + ) + + +class GenericStorageCostModel(CostModelBaseClass): + """Generic storage cost model for any commodity (electricity, hydrogen, etc.). + + This model calculates costs based on storage capacity and charge/discharge rate. + + Total_CapEx = capacity_capex * Storage_Hours + charge_capex + + - Total_CapEx: Total System Cost (USD/charge_units) + - Storage_Hours: Storage Duration (hr) + - capacity_capex: Storage Capacity Cost (USD/capacity_units) + - charge_capex: Storage Charge Cost (USD/charge_units) + + """ + + def setup(self): + self.config = GenericStorageCostConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost"), strict=False + ) + + super().setup() + + charge_units = self.config.commodity_units + + capacity_units = f"({self.config.commodity_units})*h" + + self.add_input( + "max_charge_rate", + val=self.config.max_charge_rate, + units=charge_units, + desc="Storage charge/discharge rate", + ) + self.add_input( + "max_capacity", + val=self.config.max_capacity, + units=capacity_units, + desc="Storage storage capacity", + ) + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + storage_duration_hrs = 0.0 + + if inputs["max_charge_rate"] > 0: + storage_duration_hrs = inputs["max_capacity"] / inputs["max_charge_rate"] + if inputs["max_charge_rate"] < 0: + msg = ( + f"max_charge_rate cannot be less than zero and has value of " + f"{inputs['max_charge_rate']}" + ) + raise UserWarning(msg) + # Calculate total system cost based on capacity and charge components + total_system_cost = ( + storage_duration_hrs * self.config.capacity_capex + ) + self.config.charge_capex + capex = total_system_cost * inputs["max_charge_rate"] + # Calculate operating expenses as a fraction of capital expenses + opex = self.config.opex_fraction * capex + outputs["CapEx"] = capex + outputs["OpEx"] = opex diff --git a/tests/h2integrate/test_controllers/test_open_loop_controllers.py b/tests/h2integrate/test_controllers/test_open_loop_controllers.py index b2f45ca07..dba019b5e 100644 --- a/tests/h2integrate/test_controllers/test_open_loop_controllers.py +++ b/tests/h2integrate/test_controllers/test_open_loop_controllers.py @@ -94,6 +94,7 @@ def test_demand_controller(subtests): "init_charge_percent": 1.0, # percent as decimal "max_charge_rate": 1.0, # kg/time step "max_discharge_rate": 0.5, # kg/time step + "charge_equals_discharge": False, "charge_efficiency": 1.0, "discharge_efficiency": 1.0, "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand @@ -169,6 +170,7 @@ def test_demand_controller_round_trip_efficiency(subtests): "init_charge_percent": 1.0, # percent as decimal "max_charge_rate": 1.0, # kg/time step "max_discharge_rate": 0.5, # kg/time step + "charge_equals_discharge": False, "charge_efficiency": 1.0, "discharge_efficiency": 1.0, "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand @@ -184,6 +186,7 @@ def test_demand_controller_round_trip_efficiency(subtests): "init_charge_percent": 1.0, # percent as decimal "max_charge_rate": 1.0, # kg/time step "max_discharge_rate": 0.5, # kg/time step + "charge_equals_discharge": False, "round_trip_efficiency": 1.0, "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand } @@ -269,6 +272,7 @@ def test_generic_demand_controller(subtests): "init_charge_percent": 1.0, # percent as decimal "max_discharge_rate": 0.5, # kg/time step "charge_efficiency": 1.0, + "charge_equals_discharge": False, "discharge_efficiency": 1.0, "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand }, From c56c82eb593bc039b033e063a36b49a1ae468224 Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Mon, 3 Nov 2025 13:53:54 -0600 Subject: [PATCH 44/79] PySAM Wind and Basic Turbine Layout (#306) * added intermediate wind plant refactor with new validator * updated wind plant and added layout method * merged wind_plant_pysam * updated compute method of wind plant pysam * added test for wind plant performance * bugfix in layout and added layout tests * minor additions to docstrings * added example using pysam wind and added tests * updated keyname in pysam wind test * Minor syntax changes * added layout test and added inputs for pysam powercurve recalc function * added atb wind cost model * added wind atb cost model to supported models * update docstrings * update docs * updated example 26 to use wind ATB cost model * Fixing some tests; added example 22 in * WIP; reworking examples * add turbine plotting for pysam wind model * Removing errant examples * pre-commit fixes * remove default turbine spacing for basic grid layout * Added wind plant doc page * Removed natural gas examples test script * Updating example 16 * update examples to run pysam wind converter and use wind atb cost model * remove basic windplant performance and cost models * update docs * update docs tech overview * tests * Fixing test_tools.py * Updated pyomo example due to wind plant changes --------- Co-authored-by: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Co-authored-by: John Jasa Co-authored-by: bayc --- CHANGELOG.md | 4 + docs/_toc.yml | 2 + docs/technology_models/atb_costs_wind.md | 41 ++ docs/technology_models/technology_overview.md | 3 +- .../technology_models/windpower_wind_plant.md | 146 +++++ .../05_wind_h2_opt/pysam_options_8300MW.yaml | 413 ++++++++++++++ examples/05_wind_h2_opt/tech_config.yaml | 38 +- .../06_custom_tech/pysam_options_8300MW.yaml | 413 ++++++++++++++ examples/06_custom_tech/tech_config.yaml | 39 +- .../pysam_options_8300MW.yaml | 413 ++++++++++++++ .../08_wind_electrolyzer/tech_config.yaml | 38 +- .../pysam_options_8300MW.yaml | 413 ++++++++++++++ examples/10_electrolyzer_om/tech_config.yaml | 38 +- .../hydrogen_dispatch.ipynb | 18 +- .../inputs/pysam_options_8300MW.yaml | 413 ++++++++++++++ .../inputs/tech_config.yaml | 38 +- .../pysam_options_6000MW.yaml | 413 ++++++++++++++ .../tech_config.yaml | 39 +- .../pysam_options_8300MW.yaml | 413 ++++++++++++++ .../tech_config.yaml | 40 +- .../tech_config_error_for_testing.yaml | 40 +- .../pysam_options_8300MW.yaml | 413 ++++++++++++++ examples/19_simple_dispatch/tech_config.yaml | 38 +- .../openloop_controllers.py | 4 +- h2integrate/converters/solar/solar_pysam.py | 2 +- h2integrate/converters/wind/atb_wind_cost.py | 64 +++ .../converters/wind/layout/__init__.py | 0 .../wind/layout/simple_grid_layout.py | 172 ++++++ .../converters/wind/layout/test/__init__.py | 0 .../layout/test/test_basic_grid_layout.py | 145 +++++ h2integrate/converters/wind/test/__init__.py | 0 h2integrate/converters/wind/test/conftest.py | 27 + .../wind/test/test_atb_wind_with_pysam.py | 138 +++++ .../converters/wind/test/test_pysam_wind.py | 317 +++++++++++ h2integrate/converters/wind/wind_plant.py | 243 -------- .../converters/wind/wind_plant_pysam.py | 170 ------ h2integrate/converters/wind/wind_pysam.py | 532 ++++++++++++++++++ h2integrate/core/h2integrate_model.py | 34 +- h2integrate/core/supported_models.py | 7 +- .../resource/wind/wind_resource_base.py | 2 +- tests/h2integrate/test_all_examples.py | 10 +- 41 files changed, 5097 insertions(+), 636 deletions(-) create mode 100644 docs/technology_models/atb_costs_wind.md create mode 100644 docs/technology_models/windpower_wind_plant.md create mode 100644 examples/05_wind_h2_opt/pysam_options_8300MW.yaml create mode 100644 examples/06_custom_tech/pysam_options_8300MW.yaml create mode 100644 examples/08_wind_electrolyzer/pysam_options_8300MW.yaml create mode 100644 examples/10_electrolyzer_om/pysam_options_8300MW.yaml create mode 100644 examples/14_wind_hydrogen_dispatch/inputs/pysam_options_8300MW.yaml create mode 100644 examples/15_wind_solar_electrolyzer/pysam_options_6000MW.yaml create mode 100644 examples/18_pyomo_heuristic_dispatch/pysam_options_8300MW.yaml create mode 100644 examples/19_simple_dispatch/pysam_options_8300MW.yaml create mode 100644 h2integrate/converters/wind/atb_wind_cost.py create mode 100644 h2integrate/converters/wind/layout/__init__.py create mode 100644 h2integrate/converters/wind/layout/simple_grid_layout.py create mode 100644 h2integrate/converters/wind/layout/test/__init__.py create mode 100644 h2integrate/converters/wind/layout/test/test_basic_grid_layout.py create mode 100644 h2integrate/converters/wind/test/__init__.py create mode 100644 h2integrate/converters/wind/test/conftest.py create mode 100644 h2integrate/converters/wind/test/test_atb_wind_with_pysam.py create mode 100644 h2integrate/converters/wind/test/test_pysam_wind.py delete mode 100644 h2integrate/converters/wind/wind_plant.py delete mode 100644 h2integrate/converters/wind/wind_plant_pysam.py create mode 100644 h2integrate/converters/wind/wind_pysam.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 4d5d74b2e..78d9cf9cf 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -9,6 +9,10 @@ - Added framework to run heuristic load following dispatch for storage technologies - Added PySAM battery model as a storage technology performance model - Added `create_om_reports` option to driver config to enable/disable OpenMDAO reports (N2 diagrams, etc.) +- Added PySAM Windpower performance model to simulate wind. +- Added `simple_grid_layout.py` for wind plant layout modeling, can model square or rectangular layouts. +- Added ability to visualize the wind plant layout for PySAM Windpower model using `post_process(show_plots=True)`. +- Added Wind Annual Technology Baseline cost model `atb_wind_cost.py`. - Updated inputs for the `ATBBatteryCostModel` and `DemandOpenLoopController` so storage capacity and charge rate can be design variables ## 0.4.0 [October 1, 2025] diff --git a/docs/_toc.yml b/docs/_toc.yml index b22fab622..dfa58d12d 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -33,7 +33,9 @@ parts: - file: technology_models/natural_gas - file: technology_models/wombat_electrolyzer_om - file: technology_models/pvwattsv8_solar_pv.md + - file: technology_models/windpower_wind_plant.md - file: technology_models/atb_costs_pv.md + - file: technology_models/atb_costs_wind.md - file: technology_models/co2.md - file: technology_models/simple_generic_storage.md - file: technology_models/methanol.md diff --git a/docs/technology_models/atb_costs_wind.md b/docs/technology_models/atb_costs_wind.md new file mode 100644 index 000000000..0db674fbf --- /dev/null +++ b/docs/technology_models/atb_costs_wind.md @@ -0,0 +1,41 @@ +# Wind Cost Model based on ATB-Formatted Cost Data + +NREL's [Annual Technology Baseline (ATB)](https://atb.nrel.gov) is commonly referenced for technology costs such as overnight capital cost, fixed operations and maintenance costs, and capital expenditures. The `atb_wind_cost` cost model available in H2I that is intended to be easily used with cost values pulled from [NREL's ATB Excel workbook](https://atb.nrel.gov/electricity/2024/data). + +```{note} +The Annual Technology Baseline (ATB) is updated annually. While we do our best to update our documentation regularly, be sure that you're using the most recent version of the ATB in case our links are pointing to an older version. +``` + +There are specific costs and performance specifications in the ATB for: +- [Land-Based Wind](https://atb.nrel.gov/electricity/2024/land-based_wind) +- [Offshore Wind](https://atb.nrel.gov/electricity/2024/offshore_wind) +- [Distributed Wind](https://atb.nrel.gov/electricity/2024/distributed_wind) + +Example usage of this cost model in the `tech_config.yaml` file is shown [in the first section below](#atb-wind-cost-model). + +(atb-wind-cost-model)= +## ATB Wind Cost Model + +The inputs for `cost_parameters` are `capex_per_kW` and `opex_per_kW_per_year`. From the ATB workbook, a value for `capex_per_kW` can be found on any of the wind-specific tabs in the Excel Workbook under the "Overnight Capital Cost" section or the "CAPEX" section. The values in the "CAPEX" section include overnight capital costs, construction finance factor, and grid connection costs. A value for `opex_per_kW_per_year` can be found on any of the wind-specific tabs in the Excel Workbook under the "Fixed Operation and Maintenance Expenses" section. + +Here is an example of how to use the `atb_wind_cost` model in the `tech_config.yaml` file: + +```yaml +technologies: + wind: + performance_model: + model: "pysam_wind_plant_performance" + cost_model: + model: "atb_wind_cost" + model_inputs: + shared_parameters: + num_turbines: 20 + turbine_rating_kw: 6000 + performance_parameters: + hub_height: 115 + rotor_diameter: 170 + ... + cost_parameters: + capex_per_kW: 1044 + opex_per_kW_per_year: 18 +``` diff --git a/docs/technology_models/technology_overview.md b/docs/technology_models/technology_overview.md index c22d02fee..84ed34964 100644 --- a/docs/technology_models/technology_overview.md +++ b/docs/technology_models/technology_overview.md @@ -102,10 +102,9 @@ Below summarizes the available performance, cost, and financial models for each ## Converter models - `wind`: wind turbine - performance models: - + `'wind_plant_performance'` + `'pysam_wind_plant_performance'` - cost models: - + `'wind_plant_cost'` + + `'atb_wind_cost'` - `solar`: solar-PV panels - performance models: + `'pysam_solar_plant_performance'` diff --git a/docs/technology_models/windpower_wind_plant.md b/docs/technology_models/windpower_wind_plant.md new file mode 100644 index 000000000..41d47228d --- /dev/null +++ b/docs/technology_models/windpower_wind_plant.md @@ -0,0 +1,146 @@ +# Wind Plant model using Windpower module in PySAM + +This model uses the [Windpower module](https://nrel-pysam.readthedocs.io/en/main/modules/Windpower.html) available in PySAM to simulate the performance of a wind power plant. + +To use this model, specify `"pysam_wind_plant_performance"` as the performance model. An example of how this may look in the `tech_config` file is shown below and details on the performance parameter inputs can be found [here](#performance-parameters). + +```yaml +technologies: + wind: + performance_model: "pysam_wind_plant_performance" + model_inputs: + performance_parameters: + num_turbines: 10 + hub_height: 100.0 + rotor_diameter: 120.0 + turbine_rating_kw: 2500.0 + create_model_from: new #options are "default" and "new" + config_name: #only used if create_model_from is "default", default is "WindPowerSingleOwner" + layout: + layout_mode: basicgrid #currently only "basicgrid" is supported + layout_options: + row_D_spacing: 7.0 + turbine_D_spacing: 7.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: square #options "square" or "rectangle" + powercurve_calc_config: #optional configuration for power curve calculation + elevation: 0 + wind_default_max_cp: 0.45 + wind_default_cut_in_speed: 4.0 + wind_default_cut_out_speed: 25.0 + run_recalculate_power_curve: True + pysam_options: #user specified pysam inputs + Turbine: + wind_turbine_max_cp: 0.45 + wind_turbine_thrust_coeff: [0.8, 0.8, 0.8] + Farm: + wind_farm_wake_model: 0 + Resource: + Losses: + wind_farm_losses_percent: 8.0 + AdjustmentFactors: +``` + +(performance-parameters)= +## Performance Parameters +- `num_turbines` (required): number of wind turbines in the wind farm +- `hub_height` (required): wind turbine hub height in meters +- `rotor_diameter` (required): wind turbine rotor diameter in meters +- `turbine_rating_kw` (required): rated power of individual wind turbine in kW +- `create_model_from`: this can either be set to `"new"` or `"default"` and defaults to `"new"`. If `create_model_from` is `"new"`, the wind model is initialized using `Windpower.new()` and *populated* with parameters specified in `pysam_options`. If `create_model_from` is `"default"`, the wind model is initialized using `Windpower.default(config_name)` (`config_name` is also an input parameter) then *updated* with parameters specified in `pysam_options`. +- `config_name`: this is only used if `create_model_from` is `"default"`. The default value for this is `"WindPowerSingleOwner"`. The available options and their default parameters are listed below: + - [WindPowerAllEquityPartnershipFlip](https://github.com/NREL/SAM/blob/develop/api/api_autogen/library/defaults/Windpower_WindPowerAllEquityPartnershipFlip.json) + - [WindPowerCommercial](https://github.com/NREL/SAM/blob/develop/api/api_autogen/library/defaults/Windpower_WindPowerCommercial.json) + - [WindPowerLeveragedPartnershipFlip](https://github.com/NREL/SAM/blob/develop/api/api_autogen/library/defaults/Windpower_WindPowerLeveragedPartnershipFlip.json) + - [WindPowerMerchantPlant](https://github.com/NREL/SAM/blob/develop/api/api_autogen/library/defaults/Windpower_WindPowerMerchantPlant.json) + - [WindPowerNone](https://github.com/NREL/SAM/blob/develop/api/api_autogen/library/defaults/Windpower_WindPowerNone.json) + - [WindPowerResidential](https://github.com/NREL/SAM/blob/develop/api/api_autogen/library/defaults/Windpower_WindPowerResidential.json) + - [WindPowerSaleLeaseback](https://github.com/NREL/SAM/blob/develop/api/api_autogen/library/defaults/Windpower_WindPowerSaleLeaseback.json) + - [WindPowerSingleOwner](https://github.com/NREL/SAM/blob/develop/api/api_autogen/library/defaults/Windpower_WindPowerSingleOwner.json) +- `run_recalculate_power_curve` (optional): Flag whether to recalculate the wind turbine + power curve. defaults to True. + +(layout-parameters)= +## Layout Parameters +- `layout` (dict): configuration for wind turbine layout within the wind farm + - `layout_mode` (str): currently only `"basicgrid"` is supported + - `layout_options` (dict): options specific to the layout mode + - For `"basicgrid"` mode: + - `row_D_spacing` (float): rotor diameter multiplier for spacing between rows of + turbines (y direction). + - `rotation_angle_deg` (float, Optional): rotation angle of layout in degrees where 0 is North, increasing counter-clockwise. 90 degrees is East, 180 degrees is South, + 270 degrees is West. Defaults to 0.0. + - `row_phase_offset` (float, Optional): offset of turbines along row from one row to the next. Value must be between 0 and 1. Defaults to 0.0. + - `layout_shape` (str, optional): layout shape with respect to the number of turbines. Must be either 'square' or 'rectangle'. Defaults to 'square'. + - `turbine_aspect_ratio` (float, optional): ratio of number turbines per row / number of rows if using a 'rectangle' layout_shape. Unused for 'square' layout_shape. + +(powercurve-calc-parameters)= +## Power Curve Calculation Parameters +The `powercurve_calc_config` section allows customization of the turbine power curve calculation: + +- `elevation` (float): elevation in meters. Required if using Weibull resource model, otherwise should be zero. Defaults to 0. +- `wind_default_max_cp` (float): maximum power coefficient. Defaults to 0.45. +- `wind_default_max_tip_speed` (float): maximum tip speed in m/s. Defaults to 60. +- `wind_default_max_tip_speed_ratio` (float): maximum tip-speed ratio. Defaults to 8. +- `wind_default_cut_in_speed` (float): cut-in wind speed in m/s. Defaults to 4. +- `wind_default_cut_out_speed` (float): cut-out wind speed in m/s. Defaults to 25. +- `wind_default_drive_train` (int): integer representing wind turbine drive train type. Defaults to 0. The mapping is: + - 0: 3 Stage Planetary + - 1: Single Stage - Low Speed Generator + - 2: Multi-Generator + - 3: Direct Drive + +(pysam-options)= +## PySAM Options +- `pysam_options` (dict): The top-level keys correspond to the Groups available in the [Windpower module](https://nrel-pysam.readthedocs.io/en/main/modules/Windpower.html). The next level is the individual attributes a user could set and a full list is available through the PySAM documentation of Windpower module. The Groups that users may want to specify specific options for are the: + - [Turbine](#turbine-group) + - [Farm](#farm-group) + - [Resource](#resource-group) + - [Losses](https://nrel-pysam.readthedocs.io/en/main/modules/Windpower.html#losses-group) + - [AdjustmentFactors](https://nrel-pysam.readthedocs.io/en/main/modules/Windpower.html#adjustmentfactors-group) + - [Uncertainty](https://nrel-pysam.readthedocs.io/en/main/modules/Windpower.html#uncertainty-group) + + +(turbine-group)= +### Turbine group +```{note} +Do not include the `wind_turbine_hub_ht` or `wind_turbine_rotor_diameter` parameters in the `Turbine` group. These should be set in the performance parameters with the variables `hub_height` and `rotor_diameter`. +``` + +Some common turbine parameters that a user may want to specify within the [Turbine Group](https://nrel-pysam.readthedocs.io/en/main/modules/Windpower.html#turbine-group) are: +- `wind_turbine_max_cp` (float): maximum power coefficient. Defaults to 0.45. +- `wind_turbine_thrust_coeff` (list): thrust coefficient as a function of wind speed. Must be same length as wind speed array. +- `wind_turbine_powercurve_windspeeds` (list): wind speeds for power curve in m/s. +- `wind_turbine_powercurve_powerout` (list): power output for power curve in kW. Must be same length as wind speed array. + +(farm-group)= +### Farm group +Some common farm parameters that a user may want to specify within the [Farm Group](https://nrel-pysam.readthedocs.io/en/main/modules/Windpower.html#farm-group) are: +- `wind_farm_wake_model` (int): wake model selection. + - 0: Original Park model + - 1: Park model with wind speed-dependent wake decay constant + - 2: Eddy-viscosity model + - 3: Constant wake decay constant +- `wind_farm_wake_loss_percent` (float): wake losses as percentage of annual energy. Range (0, 50). + +(resource-group)= +### Resource group +Wind resource data is automatically formatted from the wind resource database and input as the `wind_resource_data` variable in the Windpower Resource Group. Some other common resource parameters that a user may want to specify within the [Resource Group](https://nrel-pysam.readthedocs.io/en/main/modules/Windpower.html#resource-group) are: +- `wind_resource_shear` (float): shear exponent for wind profile. +- `wind_resource_turbulence_coeff` (float): turbulence coefficient. + +## Model Outputs +The wind plant PySAM model provides the following outputs: +- `electricity_out`: hourly electricity generation in kW +- `total_capacity`: total wind farm capacity in kW +- `annual_energy`: total annual energy production in kWh/year + +## Wind Resource Data Format +The model automatically formats wind resource data from the H2I wind resource database into the format required by PySAM Windpower module. The data includes: +- Ambient temperature in degrees Celsius +- Atmospheric pressure in atmospheres +- Wind speed in meters per second (m/s) +- Wind direction in degrees east of north + +The model handles interpolation between available resource heights to match the specified hub height and uses the closest available data when exact matches are not available. diff --git a/examples/05_wind_h2_opt/pysam_options_8300MW.yaml b/examples/05_wind_h2_opt/pysam_options_8300MW.yaml new file mode 100644 index 000000000..558b24cfb --- /dev/null +++ b/examples/05_wind_h2_opt/pysam_options_8300MW.yaml @@ -0,0 +1,413 @@ +Turbine: + wind_resource_shear: 0.14 + wind_turbine_ct_curve: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.4337 + - 0.4383 + - 0.4637 + - 0.4951 + - 0.5248 + - 0.5486 + - 0.5646 + - 0.5721 + - 0.5721 + - 0.5691 + - 0.5664 + - 0.566 + - 0.5684 + - 0.5715 + - 0.5738 + - 0.5742 + - 0.5726 + - 0.5704 + - 0.569 + - 0.5695 + - 0.5713 + - 0.5711 + - 0.5658 + - 0.5535 + - 0.5342 + - 0.5106 + - 0.4854 + - 0.4603 + - 0.4363 + - 0.413 + - 0.3898 + - 0.3666 + - 0.3432 + - 0.3205 + - 0.299 + - 0.2792 + - 0.2614 + - 0.2452 + - 0.2304 + - 0.2168 + - 0.2041 + - 0.1923 + - 0.1814 + - 0.1714 + - 0.1621 + - 0.1535 + - 0.1455 + - 0.138 + - 0.1311 + - 0.1246 + - 0.1186 + - 0.1129 + - 0.1076 + - 0.1027 + - 0.098 + - 0.0937 + - 0.0896 + - 0.0857 + - 0.082 + - 0.0786 + - 0.0753 + - 0.0723 + - 0.0694 + - 0.0666 + - 0.064 + - 0.0615 + - 0.0592 + - 0.057 + - 0.0548 + - 0.0528 + - 0.0509 + - 0.0491 + - 0.0474 + - 0.0457 + - 0.0441 + - 0.0426 + - 0.0412 + - 0.0398 + - 0.0385 + - 0.0373 + - 0.0361 + - 0.0349 + - 0.0338 + - 0.0328 + - 0.0317 + - 0.0308 + - 0.0298 + - 0.029 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_hub_ht: 130.0 + wind_turbine_max_cp: 0.474457866 + wind_turbine_powercurve_powerout: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 241.0757324 + - 303.7602033 + - 391.3910551 + - 500.8033128 + - 628.8320016 + - 772.3121467 + - 928.0787732 + - 1092.966906 + - 1265.273318 + - 1449.141772 + - 1650.177777 + - 1873.986843 + - 2124.586921 + - 2399.645733 + - 2695.243438 + - 3007.4602 + - 3334.216 + - 3680.790104 + - 4054.301598 + - 4461.869566 + - 4905.067075 + - 5363.283108 + - 5810.360625 + - 6220.142589 + - 6572.96016 + - 6875.097291 + - 7139.326132 + - 7378.418836 + - 7601.367393 + - 7802.043165 + - 7970.537352 + - 8096.941157 + - 8175.407321 + - 8216.334756 + - 8234.183913 + - 8243.415243 + - 8255.567745 + - 8270.494605 + - 8285.127555 + - 8296.398325 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_powercurve_windspeeds: + - 0.0 + - 0.25 + - 0.5 + - 0.75 + - 1.0 + - 1.25 + - 1.5 + - 1.75 + - 2.0 + - 2.25 + - 2.5 + - 2.75 + - 3.0 + - 3.25 + - 3.5 + - 3.75 + - 4.0 + - 4.25 + - 4.5 + - 4.75 + - 5.0 + - 5.25 + - 5.5 + - 5.75 + - 6.0 + - 6.25 + - 6.5 + - 6.75 + - 7.0 + - 7.25 + - 7.5 + - 7.75 + - 8.0 + - 8.25 + - 8.5 + - 8.75 + - 9.0 + - 9.25 + - 9.5 + - 9.75 + - 10.0 + - 10.25 + - 10.5 + - 10.75 + - 11.0 + - 11.25 + - 11.5 + - 11.75 + - 12.0 + - 12.25 + - 12.5 + - 12.75 + - 13.0 + - 13.25 + - 13.5 + - 13.75 + - 14.0 + - 14.25 + - 14.5 + - 14.75 + - 15.0 + - 15.25 + - 15.5 + - 15.75 + - 16.0 + - 16.25 + - 16.5 + - 16.75 + - 17.0 + - 17.25 + - 17.5 + - 17.75 + - 18.0 + - 18.25 + - 18.5 + - 18.75 + - 19.0 + - 19.25 + - 19.5 + - 19.75 + - 20.0 + - 20.25 + - 20.5 + - 20.75 + - 21.0 + - 21.25 + - 21.5 + - 21.75 + - 22.0 + - 22.25 + - 22.5 + - 22.75 + - 23.0 + - 23.25 + - 23.5 + - 23.75 + - 24.0 + - 24.25 + - 24.5 + - 24.75 + - 25.0 + - 26.0 + - 27.0 + - 28.0 + - 29.0 + - 30.0 + - 31.0 + - 32.0 + - 33.0 + - 34.0 + - 35.0 + - 36.0 + - 37.0 + - 38.0 + - 39.0 + - 40.0 + - 41.0 + - 42.0 + - 43.0 + - 44.0 + - 45.0 + - 46.0 + - 47.0 + - 48.0 + - 49.0 +Farm: + wind_farm_wake_model: 0.0 + wind_resource_turbulence_coeff: 0.1 +Losses: + avail_bop_loss: 0.5 + avail_grid_loss: 1.5 + avail_turb_loss: 3.58 + elec_eff_loss: 1.91 + elec_parasitic_loss: 0.1 + env_degrad_loss: 1.8 + env_env_loss: 0.4 + env_exposure_loss: 0.0 + env_icing_loss: 0.21 + ops_env_loss: 1.0 + ops_grid_loss: 0.84 + ops_load_loss: 0.99 + ops_strategies_loss: 0.0 + turb_generic_loss: 1.7 + turb_hysteresis_loss: 0.4 + turb_perf_loss: 1.1 + turb_specific_loss: 9.964851766642457 + wake_ext_loss: 1.1 + wake_future_loss: 0.0 + wake_int_loss: 0.0 +Resource: + weibull_k_factor: 2.0 + weibull_reference_height: 50.0 + weibull_wind_speed: 7.25 + wind_resource_model_choice: 0.0 +Uncertainty: + total_uncert: 12.085 diff --git a/examples/05_wind_h2_opt/tech_config.yaml b/examples/05_wind_h2_opt/tech_config.yaml index f3481fb92..68cb7bfbe 100644 --- a/examples/05_wind_h2_opt/tech_config.yaml +++ b/examples/05_wind_h2_opt/tech_config.yaml @@ -4,34 +4,30 @@ description: "This plant has wind feeding into an electrolyzer with optimization technologies: wind: performance_model: - model: "wind_plant_performance" + model: "pysam_wind_plant_performance" cost_model: - model: "wind_plant_cost" + model: "atb_wind_cost" model_inputs: - shared_parameters: + performance_parameters: num_turbines: 100 turbine_rating_kw: 8300 - performance_parameters: rotor_diameter: 196. hub_height: 130. - layout_mode: "basicgrid" - model_name: "pysam" - model_input_file: null - layout_params: - row_D_spacing: 10. - turbine_D_spacing: 10. - rating_range_kw: [1000, 9000] - floris_config: null - operational_losses: 10.0 - timestep: [1, 60] - fin_model: "default" - name: "UtilityScaleWindPlant" - turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use - turbine_group: "onshore" - override_wind_resource_height: False - adjust_air_density_for_elevation: True + create_model_from: "default" + config_name: "WindPowerSingleOwner" + pysam_options: !include pysam_options_8300MW.yaml + run_recalculate_power_curve: False + layout: + layout_mode: "basicgrid" + layout_options: + row_D_spacing: 10.0 + turbine_D_spacing: 10.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: "square" cost_parameters: - cost_per_kw: 1500.0 + capex_per_kW: 1500.0 + opex_per_kW_per_year: 45 cost_year: 2019 electrolyzer: performance_model: diff --git a/examples/06_custom_tech/pysam_options_8300MW.yaml b/examples/06_custom_tech/pysam_options_8300MW.yaml new file mode 100644 index 000000000..558b24cfb --- /dev/null +++ b/examples/06_custom_tech/pysam_options_8300MW.yaml @@ -0,0 +1,413 @@ +Turbine: + wind_resource_shear: 0.14 + wind_turbine_ct_curve: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.4337 + - 0.4383 + - 0.4637 + - 0.4951 + - 0.5248 + - 0.5486 + - 0.5646 + - 0.5721 + - 0.5721 + - 0.5691 + - 0.5664 + - 0.566 + - 0.5684 + - 0.5715 + - 0.5738 + - 0.5742 + - 0.5726 + - 0.5704 + - 0.569 + - 0.5695 + - 0.5713 + - 0.5711 + - 0.5658 + - 0.5535 + - 0.5342 + - 0.5106 + - 0.4854 + - 0.4603 + - 0.4363 + - 0.413 + - 0.3898 + - 0.3666 + - 0.3432 + - 0.3205 + - 0.299 + - 0.2792 + - 0.2614 + - 0.2452 + - 0.2304 + - 0.2168 + - 0.2041 + - 0.1923 + - 0.1814 + - 0.1714 + - 0.1621 + - 0.1535 + - 0.1455 + - 0.138 + - 0.1311 + - 0.1246 + - 0.1186 + - 0.1129 + - 0.1076 + - 0.1027 + - 0.098 + - 0.0937 + - 0.0896 + - 0.0857 + - 0.082 + - 0.0786 + - 0.0753 + - 0.0723 + - 0.0694 + - 0.0666 + - 0.064 + - 0.0615 + - 0.0592 + - 0.057 + - 0.0548 + - 0.0528 + - 0.0509 + - 0.0491 + - 0.0474 + - 0.0457 + - 0.0441 + - 0.0426 + - 0.0412 + - 0.0398 + - 0.0385 + - 0.0373 + - 0.0361 + - 0.0349 + - 0.0338 + - 0.0328 + - 0.0317 + - 0.0308 + - 0.0298 + - 0.029 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_hub_ht: 130.0 + wind_turbine_max_cp: 0.474457866 + wind_turbine_powercurve_powerout: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 241.0757324 + - 303.7602033 + - 391.3910551 + - 500.8033128 + - 628.8320016 + - 772.3121467 + - 928.0787732 + - 1092.966906 + - 1265.273318 + - 1449.141772 + - 1650.177777 + - 1873.986843 + - 2124.586921 + - 2399.645733 + - 2695.243438 + - 3007.4602 + - 3334.216 + - 3680.790104 + - 4054.301598 + - 4461.869566 + - 4905.067075 + - 5363.283108 + - 5810.360625 + - 6220.142589 + - 6572.96016 + - 6875.097291 + - 7139.326132 + - 7378.418836 + - 7601.367393 + - 7802.043165 + - 7970.537352 + - 8096.941157 + - 8175.407321 + - 8216.334756 + - 8234.183913 + - 8243.415243 + - 8255.567745 + - 8270.494605 + - 8285.127555 + - 8296.398325 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_powercurve_windspeeds: + - 0.0 + - 0.25 + - 0.5 + - 0.75 + - 1.0 + - 1.25 + - 1.5 + - 1.75 + - 2.0 + - 2.25 + - 2.5 + - 2.75 + - 3.0 + - 3.25 + - 3.5 + - 3.75 + - 4.0 + - 4.25 + - 4.5 + - 4.75 + - 5.0 + - 5.25 + - 5.5 + - 5.75 + - 6.0 + - 6.25 + - 6.5 + - 6.75 + - 7.0 + - 7.25 + - 7.5 + - 7.75 + - 8.0 + - 8.25 + - 8.5 + - 8.75 + - 9.0 + - 9.25 + - 9.5 + - 9.75 + - 10.0 + - 10.25 + - 10.5 + - 10.75 + - 11.0 + - 11.25 + - 11.5 + - 11.75 + - 12.0 + - 12.25 + - 12.5 + - 12.75 + - 13.0 + - 13.25 + - 13.5 + - 13.75 + - 14.0 + - 14.25 + - 14.5 + - 14.75 + - 15.0 + - 15.25 + - 15.5 + - 15.75 + - 16.0 + - 16.25 + - 16.5 + - 16.75 + - 17.0 + - 17.25 + - 17.5 + - 17.75 + - 18.0 + - 18.25 + - 18.5 + - 18.75 + - 19.0 + - 19.25 + - 19.5 + - 19.75 + - 20.0 + - 20.25 + - 20.5 + - 20.75 + - 21.0 + - 21.25 + - 21.5 + - 21.75 + - 22.0 + - 22.25 + - 22.5 + - 22.75 + - 23.0 + - 23.25 + - 23.5 + - 23.75 + - 24.0 + - 24.25 + - 24.5 + - 24.75 + - 25.0 + - 26.0 + - 27.0 + - 28.0 + - 29.0 + - 30.0 + - 31.0 + - 32.0 + - 33.0 + - 34.0 + - 35.0 + - 36.0 + - 37.0 + - 38.0 + - 39.0 + - 40.0 + - 41.0 + - 42.0 + - 43.0 + - 44.0 + - 45.0 + - 46.0 + - 47.0 + - 48.0 + - 49.0 +Farm: + wind_farm_wake_model: 0.0 + wind_resource_turbulence_coeff: 0.1 +Losses: + avail_bop_loss: 0.5 + avail_grid_loss: 1.5 + avail_turb_loss: 3.58 + elec_eff_loss: 1.91 + elec_parasitic_loss: 0.1 + env_degrad_loss: 1.8 + env_env_loss: 0.4 + env_exposure_loss: 0.0 + env_icing_loss: 0.21 + ops_env_loss: 1.0 + ops_grid_loss: 0.84 + ops_load_loss: 0.99 + ops_strategies_loss: 0.0 + turb_generic_loss: 1.7 + turb_hysteresis_loss: 0.4 + turb_perf_loss: 1.1 + turb_specific_loss: 9.964851766642457 + wake_ext_loss: 1.1 + wake_future_loss: 0.0 + wake_int_loss: 0.0 +Resource: + weibull_k_factor: 2.0 + weibull_reference_height: 50.0 + weibull_wind_speed: 7.25 + wind_resource_model_choice: 0.0 +Uncertainty: + total_uncert: 12.085 diff --git a/examples/06_custom_tech/tech_config.yaml b/examples/06_custom_tech/tech_config.yaml index 8dac0280a..18b0b1f4c 100644 --- a/examples/06_custom_tech/tech_config.yaml +++ b/examples/06_custom_tech/tech_config.yaml @@ -4,35 +4,32 @@ description: This plant has wind feeding into an electrolyzer with optimization technologies: wind: performance_model: - model: wind_plant_performance + model: "pysam_wind_plant_performance" cost_model: - model: wind_plant_cost + model: "atb_wind_cost" model_inputs: - shared_parameters: + performance_parameters: num_turbines: 4 turbine_rating_kw: 8300 - performance_parameters: rotor_diameter: 196. hub_height: 130. - layout_mode: basicgrid - model_name: pysam - model_input_file: null - layout_params: - row_D_spacing: 10. - turbine_D_spacing: 10. - rating_range_kw: [1000, 5000] - floris_config: null - operational_losses: 10.0 - timestep: [1, 60] - fin_model: default - name: UtilityScaleWindPlant - turbine_name: 2023NREL_Bespoke_8.3MW_196 #turbine model to use - turbine_group: onshore - override_wind_resource_height: False - adjust_air_density_for_elevation: True + create_model_from: "default" + config_name: "WindPowerSingleOwner" + pysam_options: !include pysam_options_8300MW.yaml + run_recalculate_power_curve: False + layout: + layout_mode: "basicgrid" + layout_options: + row_D_spacing: 10.0 + turbine_D_spacing: 10.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: "square" cost_parameters: - cost_per_kw: 1500.0 + capex_per_kW: 1500.0 + opex_per_kW_per_year: 0 cost_year: 2019 + paper_mill: performance_model: model: paper_mill_performance diff --git a/examples/08_wind_electrolyzer/pysam_options_8300MW.yaml b/examples/08_wind_electrolyzer/pysam_options_8300MW.yaml new file mode 100644 index 000000000..558b24cfb --- /dev/null +++ b/examples/08_wind_electrolyzer/pysam_options_8300MW.yaml @@ -0,0 +1,413 @@ +Turbine: + wind_resource_shear: 0.14 + wind_turbine_ct_curve: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.4337 + - 0.4383 + - 0.4637 + - 0.4951 + - 0.5248 + - 0.5486 + - 0.5646 + - 0.5721 + - 0.5721 + - 0.5691 + - 0.5664 + - 0.566 + - 0.5684 + - 0.5715 + - 0.5738 + - 0.5742 + - 0.5726 + - 0.5704 + - 0.569 + - 0.5695 + - 0.5713 + - 0.5711 + - 0.5658 + - 0.5535 + - 0.5342 + - 0.5106 + - 0.4854 + - 0.4603 + - 0.4363 + - 0.413 + - 0.3898 + - 0.3666 + - 0.3432 + - 0.3205 + - 0.299 + - 0.2792 + - 0.2614 + - 0.2452 + - 0.2304 + - 0.2168 + - 0.2041 + - 0.1923 + - 0.1814 + - 0.1714 + - 0.1621 + - 0.1535 + - 0.1455 + - 0.138 + - 0.1311 + - 0.1246 + - 0.1186 + - 0.1129 + - 0.1076 + - 0.1027 + - 0.098 + - 0.0937 + - 0.0896 + - 0.0857 + - 0.082 + - 0.0786 + - 0.0753 + - 0.0723 + - 0.0694 + - 0.0666 + - 0.064 + - 0.0615 + - 0.0592 + - 0.057 + - 0.0548 + - 0.0528 + - 0.0509 + - 0.0491 + - 0.0474 + - 0.0457 + - 0.0441 + - 0.0426 + - 0.0412 + - 0.0398 + - 0.0385 + - 0.0373 + - 0.0361 + - 0.0349 + - 0.0338 + - 0.0328 + - 0.0317 + - 0.0308 + - 0.0298 + - 0.029 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_hub_ht: 130.0 + wind_turbine_max_cp: 0.474457866 + wind_turbine_powercurve_powerout: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 241.0757324 + - 303.7602033 + - 391.3910551 + - 500.8033128 + - 628.8320016 + - 772.3121467 + - 928.0787732 + - 1092.966906 + - 1265.273318 + - 1449.141772 + - 1650.177777 + - 1873.986843 + - 2124.586921 + - 2399.645733 + - 2695.243438 + - 3007.4602 + - 3334.216 + - 3680.790104 + - 4054.301598 + - 4461.869566 + - 4905.067075 + - 5363.283108 + - 5810.360625 + - 6220.142589 + - 6572.96016 + - 6875.097291 + - 7139.326132 + - 7378.418836 + - 7601.367393 + - 7802.043165 + - 7970.537352 + - 8096.941157 + - 8175.407321 + - 8216.334756 + - 8234.183913 + - 8243.415243 + - 8255.567745 + - 8270.494605 + - 8285.127555 + - 8296.398325 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_powercurve_windspeeds: + - 0.0 + - 0.25 + - 0.5 + - 0.75 + - 1.0 + - 1.25 + - 1.5 + - 1.75 + - 2.0 + - 2.25 + - 2.5 + - 2.75 + - 3.0 + - 3.25 + - 3.5 + - 3.75 + - 4.0 + - 4.25 + - 4.5 + - 4.75 + - 5.0 + - 5.25 + - 5.5 + - 5.75 + - 6.0 + - 6.25 + - 6.5 + - 6.75 + - 7.0 + - 7.25 + - 7.5 + - 7.75 + - 8.0 + - 8.25 + - 8.5 + - 8.75 + - 9.0 + - 9.25 + - 9.5 + - 9.75 + - 10.0 + - 10.25 + - 10.5 + - 10.75 + - 11.0 + - 11.25 + - 11.5 + - 11.75 + - 12.0 + - 12.25 + - 12.5 + - 12.75 + - 13.0 + - 13.25 + - 13.5 + - 13.75 + - 14.0 + - 14.25 + - 14.5 + - 14.75 + - 15.0 + - 15.25 + - 15.5 + - 15.75 + - 16.0 + - 16.25 + - 16.5 + - 16.75 + - 17.0 + - 17.25 + - 17.5 + - 17.75 + - 18.0 + - 18.25 + - 18.5 + - 18.75 + - 19.0 + - 19.25 + - 19.5 + - 19.75 + - 20.0 + - 20.25 + - 20.5 + - 20.75 + - 21.0 + - 21.25 + - 21.5 + - 21.75 + - 22.0 + - 22.25 + - 22.5 + - 22.75 + - 23.0 + - 23.25 + - 23.5 + - 23.75 + - 24.0 + - 24.25 + - 24.5 + - 24.75 + - 25.0 + - 26.0 + - 27.0 + - 28.0 + - 29.0 + - 30.0 + - 31.0 + - 32.0 + - 33.0 + - 34.0 + - 35.0 + - 36.0 + - 37.0 + - 38.0 + - 39.0 + - 40.0 + - 41.0 + - 42.0 + - 43.0 + - 44.0 + - 45.0 + - 46.0 + - 47.0 + - 48.0 + - 49.0 +Farm: + wind_farm_wake_model: 0.0 + wind_resource_turbulence_coeff: 0.1 +Losses: + avail_bop_loss: 0.5 + avail_grid_loss: 1.5 + avail_turb_loss: 3.58 + elec_eff_loss: 1.91 + elec_parasitic_loss: 0.1 + env_degrad_loss: 1.8 + env_env_loss: 0.4 + env_exposure_loss: 0.0 + env_icing_loss: 0.21 + ops_env_loss: 1.0 + ops_grid_loss: 0.84 + ops_load_loss: 0.99 + ops_strategies_loss: 0.0 + turb_generic_loss: 1.7 + turb_hysteresis_loss: 0.4 + turb_perf_loss: 1.1 + turb_specific_loss: 9.964851766642457 + wake_ext_loss: 1.1 + wake_future_loss: 0.0 + wake_int_loss: 0.0 +Resource: + weibull_k_factor: 2.0 + weibull_reference_height: 50.0 + weibull_wind_speed: 7.25 + wind_resource_model_choice: 0.0 +Uncertainty: + total_uncert: 12.085 diff --git a/examples/08_wind_electrolyzer/tech_config.yaml b/examples/08_wind_electrolyzer/tech_config.yaml index 22dd52a08..cf9eb5149 100644 --- a/examples/08_wind_electrolyzer/tech_config.yaml +++ b/examples/08_wind_electrolyzer/tech_config.yaml @@ -4,34 +4,30 @@ description: "This plant has wind feeding into an electrolyzer without optimizat technologies: wind: performance_model: - model: "wind_plant_performance" + model: "pysam_wind_plant_performance" cost_model: - model: "wind_plant_cost" + model: "atb_wind_cost" model_inputs: - shared_parameters: + performance_parameters: num_turbines: 100 turbine_rating_kw: 8300 - performance_parameters: rotor_diameter: 196. hub_height: 130. - layout_mode: "basicgrid" - model_name: "pysam" - model_input_file: null - layout_params: - row_D_spacing: 10. - turbine_D_spacing: 10. - rating_range_kw: [1000, 5000] - floris_config: null - operational_losses: 10.0 - timestep: [1, 60] - fin_model: "default" - name: "UtilityScaleWindPlant" - turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use - turbine_group: "onshore" - override_wind_resource_height: True - adjust_air_density_for_elevation: True + create_model_from: "default" + config_name: "WindPowerSingleOwner" + pysam_options: !include pysam_options_8300MW.yaml + run_recalculate_power_curve: False + layout: + layout_mode: "basicgrid" + layout_options: + row_D_spacing: 10.0 + turbine_D_spacing: 10.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: "square" cost_parameters: - cost_per_kw: 1500.0 + capex_per_kW: 1500.0 + opex_per_kW_per_year: 45 cost_year: 2019 electrolyzer: performance_model: diff --git a/examples/10_electrolyzer_om/pysam_options_8300MW.yaml b/examples/10_electrolyzer_om/pysam_options_8300MW.yaml new file mode 100644 index 000000000..558b24cfb --- /dev/null +++ b/examples/10_electrolyzer_om/pysam_options_8300MW.yaml @@ -0,0 +1,413 @@ +Turbine: + wind_resource_shear: 0.14 + wind_turbine_ct_curve: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.4337 + - 0.4383 + - 0.4637 + - 0.4951 + - 0.5248 + - 0.5486 + - 0.5646 + - 0.5721 + - 0.5721 + - 0.5691 + - 0.5664 + - 0.566 + - 0.5684 + - 0.5715 + - 0.5738 + - 0.5742 + - 0.5726 + - 0.5704 + - 0.569 + - 0.5695 + - 0.5713 + - 0.5711 + - 0.5658 + - 0.5535 + - 0.5342 + - 0.5106 + - 0.4854 + - 0.4603 + - 0.4363 + - 0.413 + - 0.3898 + - 0.3666 + - 0.3432 + - 0.3205 + - 0.299 + - 0.2792 + - 0.2614 + - 0.2452 + - 0.2304 + - 0.2168 + - 0.2041 + - 0.1923 + - 0.1814 + - 0.1714 + - 0.1621 + - 0.1535 + - 0.1455 + - 0.138 + - 0.1311 + - 0.1246 + - 0.1186 + - 0.1129 + - 0.1076 + - 0.1027 + - 0.098 + - 0.0937 + - 0.0896 + - 0.0857 + - 0.082 + - 0.0786 + - 0.0753 + - 0.0723 + - 0.0694 + - 0.0666 + - 0.064 + - 0.0615 + - 0.0592 + - 0.057 + - 0.0548 + - 0.0528 + - 0.0509 + - 0.0491 + - 0.0474 + - 0.0457 + - 0.0441 + - 0.0426 + - 0.0412 + - 0.0398 + - 0.0385 + - 0.0373 + - 0.0361 + - 0.0349 + - 0.0338 + - 0.0328 + - 0.0317 + - 0.0308 + - 0.0298 + - 0.029 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_hub_ht: 130.0 + wind_turbine_max_cp: 0.474457866 + wind_turbine_powercurve_powerout: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 241.0757324 + - 303.7602033 + - 391.3910551 + - 500.8033128 + - 628.8320016 + - 772.3121467 + - 928.0787732 + - 1092.966906 + - 1265.273318 + - 1449.141772 + - 1650.177777 + - 1873.986843 + - 2124.586921 + - 2399.645733 + - 2695.243438 + - 3007.4602 + - 3334.216 + - 3680.790104 + - 4054.301598 + - 4461.869566 + - 4905.067075 + - 5363.283108 + - 5810.360625 + - 6220.142589 + - 6572.96016 + - 6875.097291 + - 7139.326132 + - 7378.418836 + - 7601.367393 + - 7802.043165 + - 7970.537352 + - 8096.941157 + - 8175.407321 + - 8216.334756 + - 8234.183913 + - 8243.415243 + - 8255.567745 + - 8270.494605 + - 8285.127555 + - 8296.398325 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_powercurve_windspeeds: + - 0.0 + - 0.25 + - 0.5 + - 0.75 + - 1.0 + - 1.25 + - 1.5 + - 1.75 + - 2.0 + - 2.25 + - 2.5 + - 2.75 + - 3.0 + - 3.25 + - 3.5 + - 3.75 + - 4.0 + - 4.25 + - 4.5 + - 4.75 + - 5.0 + - 5.25 + - 5.5 + - 5.75 + - 6.0 + - 6.25 + - 6.5 + - 6.75 + - 7.0 + - 7.25 + - 7.5 + - 7.75 + - 8.0 + - 8.25 + - 8.5 + - 8.75 + - 9.0 + - 9.25 + - 9.5 + - 9.75 + - 10.0 + - 10.25 + - 10.5 + - 10.75 + - 11.0 + - 11.25 + - 11.5 + - 11.75 + - 12.0 + - 12.25 + - 12.5 + - 12.75 + - 13.0 + - 13.25 + - 13.5 + - 13.75 + - 14.0 + - 14.25 + - 14.5 + - 14.75 + - 15.0 + - 15.25 + - 15.5 + - 15.75 + - 16.0 + - 16.25 + - 16.5 + - 16.75 + - 17.0 + - 17.25 + - 17.5 + - 17.75 + - 18.0 + - 18.25 + - 18.5 + - 18.75 + - 19.0 + - 19.25 + - 19.5 + - 19.75 + - 20.0 + - 20.25 + - 20.5 + - 20.75 + - 21.0 + - 21.25 + - 21.5 + - 21.75 + - 22.0 + - 22.25 + - 22.5 + - 22.75 + - 23.0 + - 23.25 + - 23.5 + - 23.75 + - 24.0 + - 24.25 + - 24.5 + - 24.75 + - 25.0 + - 26.0 + - 27.0 + - 28.0 + - 29.0 + - 30.0 + - 31.0 + - 32.0 + - 33.0 + - 34.0 + - 35.0 + - 36.0 + - 37.0 + - 38.0 + - 39.0 + - 40.0 + - 41.0 + - 42.0 + - 43.0 + - 44.0 + - 45.0 + - 46.0 + - 47.0 + - 48.0 + - 49.0 +Farm: + wind_farm_wake_model: 0.0 + wind_resource_turbulence_coeff: 0.1 +Losses: + avail_bop_loss: 0.5 + avail_grid_loss: 1.5 + avail_turb_loss: 3.58 + elec_eff_loss: 1.91 + elec_parasitic_loss: 0.1 + env_degrad_loss: 1.8 + env_env_loss: 0.4 + env_exposure_loss: 0.0 + env_icing_loss: 0.21 + ops_env_loss: 1.0 + ops_grid_loss: 0.84 + ops_load_loss: 0.99 + ops_strategies_loss: 0.0 + turb_generic_loss: 1.7 + turb_hysteresis_loss: 0.4 + turb_perf_loss: 1.1 + turb_specific_loss: 9.964851766642457 + wake_ext_loss: 1.1 + wake_future_loss: 0.0 + wake_int_loss: 0.0 +Resource: + weibull_k_factor: 2.0 + weibull_reference_height: 50.0 + weibull_wind_speed: 7.25 + wind_resource_model_choice: 0.0 +Uncertainty: + total_uncert: 12.085 diff --git a/examples/10_electrolyzer_om/tech_config.yaml b/examples/10_electrolyzer_om/tech_config.yaml index 1ab022d4d..903d3848f 100644 --- a/examples/10_electrolyzer_om/tech_config.yaml +++ b/examples/10_electrolyzer_om/tech_config.yaml @@ -4,34 +4,30 @@ description: "This plant has wind feeding into an electrolyzer with optimization technologies: wind: performance_model: - model: "wind_plant_performance" + model: "pysam_wind_plant_performance" cost_model: - model: "wind_plant_cost" + model: "atb_wind_cost" model_inputs: - shared_parameters: + performance_parameters: num_turbines: 2 turbine_rating_kw: 8300 - performance_parameters: rotor_diameter: 196. hub_height: 130. - layout_mode: "basicgrid" - model_name: "pysam" - model_input_file: null - layout_params: - row_D_spacing: 10. - turbine_D_spacing: 10. - rating_range_kw: [1000, 5000] - floris_config: null - operational_losses: 10.0 - timestep: [1, 60] - fin_model: "default" - name: "UtilityScaleWindPlant" - turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use - turbine_group: "onshore" - override_wind_resource_height: False - adjust_air_density_for_elevation: True + create_model_from: "default" + config_name: "WindPowerSingleOwner" + pysam_options: !include pysam_options_8300MW.yaml + run_recalculate_power_curve: False + layout: + layout_mode: "basicgrid" + layout_options: + row_D_spacing: 10.0 + turbine_D_spacing: 10.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: "square" cost_parameters: - cost_per_kw: 1500.0 + capex_per_kW: 1500.0 + opex_per_kW_per_year: 45 cost_year: 2019 electrolyzer: performance_model: diff --git a/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb b/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb index 48c6634c6..a6910bdf0 100644 --- a/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb +++ b/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb @@ -97,10 +97,20 @@ " electricity_in |40580346.11525534| kW electrolyzer.electricity_in 356785.74303116 \n", " n_clusters [18.] unitless electrolyzer.n_clusters 18.0 \n", " singlitico_electrolyzer_cost\n", - " total_hydrogen_produced [58458963.85099926] kg/year electrolyzer.total_hydrogen_produced 58458963.85099926 \n", - " electricity_in |40580346.11525534| kW electrolyzer.electricity_in 356785.74303116 \n", - " electrolyzer_size_mw [720.] MW electrolyzer.electrolyzer_size_mw 720.0 \n", - " finance_subgroup_elec\n", + " total_hydrogen_produced [58145418.05837836] kg/year electrolyzer.total_hydrogen_produced \n", + " electricity_in |40393548.72275606| kW electrolyzer.electricity_in \n", + " electrolyzer_size_mw [720.] MW electrolyzer.electrolyzer_size_mw \n", + " electrolyzer_to_h2_storage_pipe\n", + " hydrogen_in |219.95801082| kg/s electrolyzer_to_h2_storage_pipe.hydrogen_in \n", + " h2_storage\n", + " h2_storage\n", + " hydrogen_in |791848.83895374| kg/h h2_storage.hydrogen_in \n", + " rated_h2_production_kg_pr_hr [0.] kg/h h2_storage.rated_h2_production_kg_pr_hr \n", + " efficiency [0.77728804] None h2_storage.efficiency \n", + " demand_open_loop_controller\n", + " hydrogen_in |791848.83895374| kg/h h2_storage.hydrogen_in \n", + " hydrogen_demand |467974.3582719| kg/h**2 h2_storage.hydrogen_demand \n", + " financials_group_default\n", " electricity_sum\n", " electricity_wind |40580346.11525534| kW finance_subgroup_elec.electricity_sum.electricity_wind 356785.74303116 \n", " adjusted_capex_opex_comp\n", diff --git a/examples/14_wind_hydrogen_dispatch/inputs/pysam_options_8300MW.yaml b/examples/14_wind_hydrogen_dispatch/inputs/pysam_options_8300MW.yaml new file mode 100644 index 000000000..558b24cfb --- /dev/null +++ b/examples/14_wind_hydrogen_dispatch/inputs/pysam_options_8300MW.yaml @@ -0,0 +1,413 @@ +Turbine: + wind_resource_shear: 0.14 + wind_turbine_ct_curve: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.4337 + - 0.4383 + - 0.4637 + - 0.4951 + - 0.5248 + - 0.5486 + - 0.5646 + - 0.5721 + - 0.5721 + - 0.5691 + - 0.5664 + - 0.566 + - 0.5684 + - 0.5715 + - 0.5738 + - 0.5742 + - 0.5726 + - 0.5704 + - 0.569 + - 0.5695 + - 0.5713 + - 0.5711 + - 0.5658 + - 0.5535 + - 0.5342 + - 0.5106 + - 0.4854 + - 0.4603 + - 0.4363 + - 0.413 + - 0.3898 + - 0.3666 + - 0.3432 + - 0.3205 + - 0.299 + - 0.2792 + - 0.2614 + - 0.2452 + - 0.2304 + - 0.2168 + - 0.2041 + - 0.1923 + - 0.1814 + - 0.1714 + - 0.1621 + - 0.1535 + - 0.1455 + - 0.138 + - 0.1311 + - 0.1246 + - 0.1186 + - 0.1129 + - 0.1076 + - 0.1027 + - 0.098 + - 0.0937 + - 0.0896 + - 0.0857 + - 0.082 + - 0.0786 + - 0.0753 + - 0.0723 + - 0.0694 + - 0.0666 + - 0.064 + - 0.0615 + - 0.0592 + - 0.057 + - 0.0548 + - 0.0528 + - 0.0509 + - 0.0491 + - 0.0474 + - 0.0457 + - 0.0441 + - 0.0426 + - 0.0412 + - 0.0398 + - 0.0385 + - 0.0373 + - 0.0361 + - 0.0349 + - 0.0338 + - 0.0328 + - 0.0317 + - 0.0308 + - 0.0298 + - 0.029 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_hub_ht: 130.0 + wind_turbine_max_cp: 0.474457866 + wind_turbine_powercurve_powerout: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 241.0757324 + - 303.7602033 + - 391.3910551 + - 500.8033128 + - 628.8320016 + - 772.3121467 + - 928.0787732 + - 1092.966906 + - 1265.273318 + - 1449.141772 + - 1650.177777 + - 1873.986843 + - 2124.586921 + - 2399.645733 + - 2695.243438 + - 3007.4602 + - 3334.216 + - 3680.790104 + - 4054.301598 + - 4461.869566 + - 4905.067075 + - 5363.283108 + - 5810.360625 + - 6220.142589 + - 6572.96016 + - 6875.097291 + - 7139.326132 + - 7378.418836 + - 7601.367393 + - 7802.043165 + - 7970.537352 + - 8096.941157 + - 8175.407321 + - 8216.334756 + - 8234.183913 + - 8243.415243 + - 8255.567745 + - 8270.494605 + - 8285.127555 + - 8296.398325 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_powercurve_windspeeds: + - 0.0 + - 0.25 + - 0.5 + - 0.75 + - 1.0 + - 1.25 + - 1.5 + - 1.75 + - 2.0 + - 2.25 + - 2.5 + - 2.75 + - 3.0 + - 3.25 + - 3.5 + - 3.75 + - 4.0 + - 4.25 + - 4.5 + - 4.75 + - 5.0 + - 5.25 + - 5.5 + - 5.75 + - 6.0 + - 6.25 + - 6.5 + - 6.75 + - 7.0 + - 7.25 + - 7.5 + - 7.75 + - 8.0 + - 8.25 + - 8.5 + - 8.75 + - 9.0 + - 9.25 + - 9.5 + - 9.75 + - 10.0 + - 10.25 + - 10.5 + - 10.75 + - 11.0 + - 11.25 + - 11.5 + - 11.75 + - 12.0 + - 12.25 + - 12.5 + - 12.75 + - 13.0 + - 13.25 + - 13.5 + - 13.75 + - 14.0 + - 14.25 + - 14.5 + - 14.75 + - 15.0 + - 15.25 + - 15.5 + - 15.75 + - 16.0 + - 16.25 + - 16.5 + - 16.75 + - 17.0 + - 17.25 + - 17.5 + - 17.75 + - 18.0 + - 18.25 + - 18.5 + - 18.75 + - 19.0 + - 19.25 + - 19.5 + - 19.75 + - 20.0 + - 20.25 + - 20.5 + - 20.75 + - 21.0 + - 21.25 + - 21.5 + - 21.75 + - 22.0 + - 22.25 + - 22.5 + - 22.75 + - 23.0 + - 23.25 + - 23.5 + - 23.75 + - 24.0 + - 24.25 + - 24.5 + - 24.75 + - 25.0 + - 26.0 + - 27.0 + - 28.0 + - 29.0 + - 30.0 + - 31.0 + - 32.0 + - 33.0 + - 34.0 + - 35.0 + - 36.0 + - 37.0 + - 38.0 + - 39.0 + - 40.0 + - 41.0 + - 42.0 + - 43.0 + - 44.0 + - 45.0 + - 46.0 + - 47.0 + - 48.0 + - 49.0 +Farm: + wind_farm_wake_model: 0.0 + wind_resource_turbulence_coeff: 0.1 +Losses: + avail_bop_loss: 0.5 + avail_grid_loss: 1.5 + avail_turb_loss: 3.58 + elec_eff_loss: 1.91 + elec_parasitic_loss: 0.1 + env_degrad_loss: 1.8 + env_env_loss: 0.4 + env_exposure_loss: 0.0 + env_icing_loss: 0.21 + ops_env_loss: 1.0 + ops_grid_loss: 0.84 + ops_load_loss: 0.99 + ops_strategies_loss: 0.0 + turb_generic_loss: 1.7 + turb_hysteresis_loss: 0.4 + turb_perf_loss: 1.1 + turb_specific_loss: 9.964851766642457 + wake_ext_loss: 1.1 + wake_future_loss: 0.0 + wake_int_loss: 0.0 +Resource: + weibull_k_factor: 2.0 + weibull_reference_height: 50.0 + weibull_wind_speed: 7.25 + wind_resource_model_choice: 0.0 +Uncertainty: + total_uncert: 12.085 diff --git a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml index 134d4598b..7a004f03d 100644 --- a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml +++ b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml @@ -4,34 +4,30 @@ description: "This hybrid plant produces hydrogen" technologies: wind: performance_model: - model: "wind_plant_performance" + model: "pysam_wind_plant_performance" cost_model: - model: "wind_plant_cost" + model: "atb_wind_cost" model_inputs: - shared_parameters: + performance_parameters: num_turbines: 100 turbine_rating_kw: 8300 - performance_parameters: rotor_diameter: 196. hub_height: 130. - layout_mode: "basicgrid" - model_name: "pysam" - model_input_file: null - layout_params: - row_D_spacing: 10. - turbine_D_spacing: 10. - rating_range_kw: [1000, 5000] - floris_config: null - operational_losses: 10.0 - timestep: [1, 60] - fin_model: "default" - name: "UtilityScaleWindPlant" - turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use - turbine_group: "onshore" - override_wind_resource_height: False - adjust_air_density_for_elevation: True + create_model_from: "default" + config_name: "WindPowerSingleOwner" + pysam_options: !include pysam_options_8300MW.yaml + run_recalculate_power_curve: False + layout: + layout_mode: "basicgrid" + layout_options: + row_D_spacing: 10.0 + turbine_D_spacing: 10.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: "square" cost_parameters: - cost_per_kw: 1500.0 + capex_per_kW: 1500.0 + opex_per_kW_per_year: 45 cost_year: 2019 electrolyzer: performance_model: diff --git a/examples/15_wind_solar_electrolyzer/pysam_options_6000MW.yaml b/examples/15_wind_solar_electrolyzer/pysam_options_6000MW.yaml new file mode 100644 index 000000000..8b59bf2b4 --- /dev/null +++ b/examples/15_wind_solar_electrolyzer/pysam_options_6000MW.yaml @@ -0,0 +1,413 @@ +Turbine: + wind_resource_shear: 0.14 + wind_turbine_ct_curve: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.912 + - 0.89325 + - 0.8745 + - 0.8675 + - 0.8605 + - 0.85025 + - 0.84 + - 0.83275 + - 0.8255 + - 0.82175 + - 0.818 + - 0.8175 + - 0.817 + - 0.81425 + - 0.8115 + - 0.8115 + - 0.8115 + - 0.8085 + - 0.8055 + - 0.7985 + - 0.7915 + - 0.7765 + - 0.7615 + - 0.73625 + - 0.711 + - 0.68025 + - 0.6495 + - 0.61525 + - 0.581 + - 0.54625 + - 0.5115 + - 0.47825 + - 0.445 + - 0.41675 + - 0.3885 + - 0.36275 + - 0.337 + - 0.31625 + - 0.2955 + - 0.27675 + - 0.258 + - 0.24325 + - 0.2285 + - 0.21725 + - 0.206 + - 0.19325 + - 0.1805 + - 0.1735 + - 0.1665 + - 0.15775 + - 0.149 + - 0.143 + - 0.137 + - 0.13175 + - 0.1265 + - 0.119 + - 0.1115 + - 0.10925 + - 0.107 + - 0.10275 + - 0.0985 + - 0.09425 + - 0.09 + - 0.086 + - 0.082 + - 0.08075 + - 0.0795 + - 0.076 + - 0.0725 + - 0.06975 + - 0.067 + - 0.06325 + - 0.0595 + - 0.05825 + - 0.057 + - 0.0535 + - 0.05 + - 0.049 + - 0.048 + - 0.04475 + - 0.0415 + - 0.0405 + - 0.0395 + - 0.039 + - 0.0385 + - 0.03525 + - 0.032 + - 0.0315 + - 0.031 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_hub_ht: 115.0 + wind_turbine_max_cp: 0.474457866 + wind_turbine_powercurve_powerout: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 181.0 + - 229.0 + - 294.0 + - 377.0 + - 473.0 + - 581.0 + - 698.0 + - 822.0 + - 952.0 + - 1090.0 + - 1241.0 + - 1410.0 + - 1598.0 + - 1805.0 + - 2027.0 + - 2262.0 + - 2509.0 + - 2769.0 + - 3050.0 + - 3356.0 + - 3687.0 + - 4027.0 + - 4355.0 + - 4650.0 + - 4897.0 + - 5101.0 + - 5275.0 + - 5429.0 + - 5571.0 + - 5699.0 + - 5806.0 + - 5886.0 + - 5934.0 + - 5957.0 + - 5966.0 + - 5970.0 + - 5976.0 + - 5984.0 + - 5992.0 + - 5999.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 6000.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_powercurve_windspeeds: + - 0.0 + - 0.25 + - 0.5 + - 0.75 + - 1.0 + - 1.25 + - 1.5 + - 1.75 + - 2.0 + - 2.25 + - 2.5 + - 2.75 + - 3.0 + - 3.25 + - 3.5 + - 3.75 + - 4.0 + - 4.25 + - 4.5 + - 4.75 + - 5.0 + - 5.25 + - 5.5 + - 5.75 + - 6.0 + - 6.25 + - 6.5 + - 6.75 + - 7.0 + - 7.25 + - 7.5 + - 7.75 + - 8.0 + - 8.25 + - 8.5 + - 8.75 + - 9.0 + - 9.25 + - 9.5 + - 9.75 + - 10.0 + - 10.25 + - 10.5 + - 10.75 + - 11.0 + - 11.25 + - 11.5 + - 11.75 + - 12.0 + - 12.25 + - 12.5 + - 12.75 + - 13.0 + - 13.25 + - 13.5 + - 13.75 + - 14.0 + - 14.25 + - 14.5 + - 14.75 + - 15.0 + - 15.25 + - 15.5 + - 15.75 + - 16.0 + - 16.25 + - 16.5 + - 16.75 + - 17.0 + - 17.25 + - 17.5 + - 17.75 + - 18.0 + - 18.25 + - 18.5 + - 18.75 + - 19.0 + - 19.25 + - 19.5 + - 19.75 + - 20.0 + - 20.25 + - 20.5 + - 20.75 + - 21.0 + - 21.25 + - 21.5 + - 21.75 + - 22.0 + - 22.25 + - 22.5 + - 22.75 + - 23.0 + - 23.25 + - 23.5 + - 23.75 + - 24.0 + - 24.25 + - 24.5 + - 24.75 + - 25.0 + - 26.0 + - 27.0 + - 28.0 + - 29.0 + - 30.0 + - 31.0 + - 32.0 + - 33.0 + - 34.0 + - 35.0 + - 36.0 + - 37.0 + - 38.0 + - 39.0 + - 40.0 + - 41.0 + - 42.0 + - 43.0 + - 44.0 + - 45.0 + - 46.0 + - 47.0 + - 48.0 + - 49.0 +Farm: + wind_farm_wake_model: 0.0 + wind_resource_turbulence_coeff: 0.1 +Losses: + avail_bop_loss: 0.5 + avail_grid_loss: 1.5 + avail_turb_loss: 3.58 + elec_eff_loss: 1.91 + elec_parasitic_loss: 0.1 + env_degrad_loss: 1.8 + env_env_loss: 0.4 + env_exposure_loss: 0.0 + env_icing_loss: 0.21 + ops_env_loss: 1.0 + ops_grid_loss: 0.84 + ops_load_loss: 0.99 + ops_strategies_loss: 0.0 + turb_generic_loss: 1.7 + turb_hysteresis_loss: 0.4 + turb_perf_loss: 1.1 + turb_specific_loss: 0.81 + wake_ext_loss: 1.1 + wake_future_loss: 0.0 + wake_int_loss: 0.0 +Resource: + weibull_k_factor: 2.0 + weibull_reference_height: 50.0 + weibull_wind_speed: 7.25 + wind_resource_model_choice: 0.0 +Uncertainty: + total_uncert: 12.085 diff --git a/examples/15_wind_solar_electrolyzer/tech_config.yaml b/examples/15_wind_solar_electrolyzer/tech_config.yaml index 4edbe5b98..d8c22e11a 100644 --- a/examples/15_wind_solar_electrolyzer/tech_config.yaml +++ b/examples/15_wind_solar_electrolyzer/tech_config.yaml @@ -1,38 +1,33 @@ name: "technology_config" description: "This hybrid plant produces hydrogen" - technologies: wind: performance_model: - model: "wind_plant_performance" + model: "pysam_wind_plant_performance" cost_model: - model: "wind_plant_cost" + model: "atb_wind_cost" model_inputs: - shared_parameters: + performance_parameters: num_turbines: 100 turbine_rating_kw: 6000 - performance_parameters: rotor_diameter: 170. hub_height: 115. - layout_mode: "basicgrid" - model_name: "pysam" - model_input_file: null - layout_params: - row_D_spacing: 7. - turbine_D_spacing: 7. - rating_range_kw: [1000, 9000] - floris_config: null - operational_losses: 10.0 - timestep: [1, 60] - fin_model: "default" - name: "UtilityScaleWindPlant" - turbine_name: "2023NREL_Bespoke_6MW_170" #turbine model to use - turbine_group: "onshore" - override_wind_resource_height: False - adjust_air_density_for_elevation: False + create_model_from: "default" + config_name: "WindPowerSingleOwner" + pysam_options: !include pysam_options_6000MW.yaml + run_recalculate_power_curve: False + layout: + layout_mode: "basicgrid" + layout_options: + row_D_spacing: 7.0 + turbine_D_spacing: 7.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: "square" cost_parameters: - cost_per_kw: 1500.0 + capex_per_kW: 1500.0 + opex_per_kW_per_year: 45 cost_year: 2019 solar: performance_model: diff --git a/examples/18_pyomo_heuristic_dispatch/pysam_options_8300MW.yaml b/examples/18_pyomo_heuristic_dispatch/pysam_options_8300MW.yaml new file mode 100644 index 000000000..558b24cfb --- /dev/null +++ b/examples/18_pyomo_heuristic_dispatch/pysam_options_8300MW.yaml @@ -0,0 +1,413 @@ +Turbine: + wind_resource_shear: 0.14 + wind_turbine_ct_curve: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.4337 + - 0.4383 + - 0.4637 + - 0.4951 + - 0.5248 + - 0.5486 + - 0.5646 + - 0.5721 + - 0.5721 + - 0.5691 + - 0.5664 + - 0.566 + - 0.5684 + - 0.5715 + - 0.5738 + - 0.5742 + - 0.5726 + - 0.5704 + - 0.569 + - 0.5695 + - 0.5713 + - 0.5711 + - 0.5658 + - 0.5535 + - 0.5342 + - 0.5106 + - 0.4854 + - 0.4603 + - 0.4363 + - 0.413 + - 0.3898 + - 0.3666 + - 0.3432 + - 0.3205 + - 0.299 + - 0.2792 + - 0.2614 + - 0.2452 + - 0.2304 + - 0.2168 + - 0.2041 + - 0.1923 + - 0.1814 + - 0.1714 + - 0.1621 + - 0.1535 + - 0.1455 + - 0.138 + - 0.1311 + - 0.1246 + - 0.1186 + - 0.1129 + - 0.1076 + - 0.1027 + - 0.098 + - 0.0937 + - 0.0896 + - 0.0857 + - 0.082 + - 0.0786 + - 0.0753 + - 0.0723 + - 0.0694 + - 0.0666 + - 0.064 + - 0.0615 + - 0.0592 + - 0.057 + - 0.0548 + - 0.0528 + - 0.0509 + - 0.0491 + - 0.0474 + - 0.0457 + - 0.0441 + - 0.0426 + - 0.0412 + - 0.0398 + - 0.0385 + - 0.0373 + - 0.0361 + - 0.0349 + - 0.0338 + - 0.0328 + - 0.0317 + - 0.0308 + - 0.0298 + - 0.029 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_hub_ht: 130.0 + wind_turbine_max_cp: 0.474457866 + wind_turbine_powercurve_powerout: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 241.0757324 + - 303.7602033 + - 391.3910551 + - 500.8033128 + - 628.8320016 + - 772.3121467 + - 928.0787732 + - 1092.966906 + - 1265.273318 + - 1449.141772 + - 1650.177777 + - 1873.986843 + - 2124.586921 + - 2399.645733 + - 2695.243438 + - 3007.4602 + - 3334.216 + - 3680.790104 + - 4054.301598 + - 4461.869566 + - 4905.067075 + - 5363.283108 + - 5810.360625 + - 6220.142589 + - 6572.96016 + - 6875.097291 + - 7139.326132 + - 7378.418836 + - 7601.367393 + - 7802.043165 + - 7970.537352 + - 8096.941157 + - 8175.407321 + - 8216.334756 + - 8234.183913 + - 8243.415243 + - 8255.567745 + - 8270.494605 + - 8285.127555 + - 8296.398325 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_powercurve_windspeeds: + - 0.0 + - 0.25 + - 0.5 + - 0.75 + - 1.0 + - 1.25 + - 1.5 + - 1.75 + - 2.0 + - 2.25 + - 2.5 + - 2.75 + - 3.0 + - 3.25 + - 3.5 + - 3.75 + - 4.0 + - 4.25 + - 4.5 + - 4.75 + - 5.0 + - 5.25 + - 5.5 + - 5.75 + - 6.0 + - 6.25 + - 6.5 + - 6.75 + - 7.0 + - 7.25 + - 7.5 + - 7.75 + - 8.0 + - 8.25 + - 8.5 + - 8.75 + - 9.0 + - 9.25 + - 9.5 + - 9.75 + - 10.0 + - 10.25 + - 10.5 + - 10.75 + - 11.0 + - 11.25 + - 11.5 + - 11.75 + - 12.0 + - 12.25 + - 12.5 + - 12.75 + - 13.0 + - 13.25 + - 13.5 + - 13.75 + - 14.0 + - 14.25 + - 14.5 + - 14.75 + - 15.0 + - 15.25 + - 15.5 + - 15.75 + - 16.0 + - 16.25 + - 16.5 + - 16.75 + - 17.0 + - 17.25 + - 17.5 + - 17.75 + - 18.0 + - 18.25 + - 18.5 + - 18.75 + - 19.0 + - 19.25 + - 19.5 + - 19.75 + - 20.0 + - 20.25 + - 20.5 + - 20.75 + - 21.0 + - 21.25 + - 21.5 + - 21.75 + - 22.0 + - 22.25 + - 22.5 + - 22.75 + - 23.0 + - 23.25 + - 23.5 + - 23.75 + - 24.0 + - 24.25 + - 24.5 + - 24.75 + - 25.0 + - 26.0 + - 27.0 + - 28.0 + - 29.0 + - 30.0 + - 31.0 + - 32.0 + - 33.0 + - 34.0 + - 35.0 + - 36.0 + - 37.0 + - 38.0 + - 39.0 + - 40.0 + - 41.0 + - 42.0 + - 43.0 + - 44.0 + - 45.0 + - 46.0 + - 47.0 + - 48.0 + - 49.0 +Farm: + wind_farm_wake_model: 0.0 + wind_resource_turbulence_coeff: 0.1 +Losses: + avail_bop_loss: 0.5 + avail_grid_loss: 1.5 + avail_turb_loss: 3.58 + elec_eff_loss: 1.91 + elec_parasitic_loss: 0.1 + env_degrad_loss: 1.8 + env_env_loss: 0.4 + env_exposure_loss: 0.0 + env_icing_loss: 0.21 + ops_env_loss: 1.0 + ops_grid_loss: 0.84 + ops_load_loss: 0.99 + ops_strategies_loss: 0.0 + turb_generic_loss: 1.7 + turb_hysteresis_loss: 0.4 + turb_perf_loss: 1.1 + turb_specific_loss: 9.964851766642457 + wake_ext_loss: 1.1 + wake_future_loss: 0.0 + wake_int_loss: 0.0 +Resource: + weibull_k_factor: 2.0 + weibull_reference_height: 50.0 + weibull_wind_speed: 7.25 + wind_resource_model_choice: 0.0 +Uncertainty: + total_uncert: 12.085 diff --git a/examples/18_pyomo_heuristic_dispatch/tech_config.yaml b/examples/18_pyomo_heuristic_dispatch/tech_config.yaml index eb851c044..2c41d2aff 100644 --- a/examples/18_pyomo_heuristic_dispatch/tech_config.yaml +++ b/examples/18_pyomo_heuristic_dispatch/tech_config.yaml @@ -4,40 +4,36 @@ description: "This hybrid plant produces hydrogen" technologies: wind: performance_model: - model: "wind_plant_performance" + model: "pysam_wind_plant_performance" cost_model: - model: "wind_plant_cost" + model: "atb_wind_cost" dispatch_rule_set: model: "pyomo_dispatch_generic_converter" resource: type: "pysam_wind" wind_speed: 9. model_inputs: - shared_parameters: + performance_parameters: num_turbines: 100 turbine_rating_kw: 8300 - performance_parameters: rotor_diameter: 196. hub_height: 130. - layout_mode: "basicgrid" - model_name: "pysam" - model_input_file: null - layout_params: - row_D_spacing: 10. - turbine_D_spacing: 10. - rating_range_kw: [1000, 5000] - floris_config: null - operational_losses: 10.0 - timestep: [1, 60] - fin_model: "default" - name: "UtilityScaleWindPlant" - turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use - turbine_group: "onshore" - override_wind_resource_height: False - adjust_air_density_for_elevation: True + create_model_from: "default" + config_name: "WindPowerSingleOwner" + pysam_options: !include pysam_options_8300MW.yaml + run_recalculate_power_curve: False + layout: + layout_mode: "basicgrid" + layout_options: + row_D_spacing: 10.0 + turbine_D_spacing: 10.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: "square" cost_parameters: - cost_per_kw: 1500.0 - cost_year: 2024 + capex_per_kW: 1500.0 + opex_per_kW_per_year: 45 + cost_year: 2019 dispatch_rule_parameters: commodity_name: "electricity" commodity_storage_units: "kW" diff --git a/examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml b/examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml index e1f648f93..7478bc13d 100644 --- a/examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml +++ b/examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml @@ -4,40 +4,36 @@ description: "This hybrid plant produces hydrogen" technologies: wind: performance_model: - model: "wind_plant_performance" + model: "pysam_wind_plant_performance" cost_model: - model: "wind_plant_cost" + model: "atb_wind_cost" dispatch_rule_set: model: "pyomo_dispatch_generic_converter" resource: type: "pysam_wind" wind_speed: 9. model_inputs: - shared_parameters: + performance_parameters: num_turbines: 100 turbine_rating_kw: 8300 - performance_parameters: rotor_diameter: 196. hub_height: 130. - layout_mode: "basicgrid" - model_name: "pysam" - model_input_file: null - layout_params: - row_D_spacing: 10. - turbine_D_spacing: 10. - rating_range_kw: [1000, 5000] - floris_config: null - operational_losses: 10.0 - timestep: [1, 60] - fin_model: "default" - name: "UtilityScaleWindPlant" - turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use - turbine_group: "onshore" - override_wind_resource_height: False - adjust_air_density_for_elevation: True + create_model_from: "default" + config_name: "WindPowerSingleOwner" + pysam_options: !include pysam_options_8300MW.yaml + run_recalculate_power_curve: False + layout: + layout_mode: "basicgrid" + layout_options: + row_D_spacing: 10.0 + turbine_D_spacing: 10.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: "square" cost_parameters: - cost_per_kw: 1500.0 - cost_year: 2024 + capex_per_kW: 1500.0 + opex_per_kW_per_year: 45 + cost_year: 2019 dispatch_rule_parameters: commodity_name: "electricity" commodity_storage_units: "kW" diff --git a/examples/19_simple_dispatch/pysam_options_8300MW.yaml b/examples/19_simple_dispatch/pysam_options_8300MW.yaml new file mode 100644 index 000000000..558b24cfb --- /dev/null +++ b/examples/19_simple_dispatch/pysam_options_8300MW.yaml @@ -0,0 +1,413 @@ +Turbine: + wind_resource_shear: 0.14 + wind_turbine_ct_curve: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.4337 + - 0.4383 + - 0.4637 + - 0.4951 + - 0.5248 + - 0.5486 + - 0.5646 + - 0.5721 + - 0.5721 + - 0.5691 + - 0.5664 + - 0.566 + - 0.5684 + - 0.5715 + - 0.5738 + - 0.5742 + - 0.5726 + - 0.5704 + - 0.569 + - 0.5695 + - 0.5713 + - 0.5711 + - 0.5658 + - 0.5535 + - 0.5342 + - 0.5106 + - 0.4854 + - 0.4603 + - 0.4363 + - 0.413 + - 0.3898 + - 0.3666 + - 0.3432 + - 0.3205 + - 0.299 + - 0.2792 + - 0.2614 + - 0.2452 + - 0.2304 + - 0.2168 + - 0.2041 + - 0.1923 + - 0.1814 + - 0.1714 + - 0.1621 + - 0.1535 + - 0.1455 + - 0.138 + - 0.1311 + - 0.1246 + - 0.1186 + - 0.1129 + - 0.1076 + - 0.1027 + - 0.098 + - 0.0937 + - 0.0896 + - 0.0857 + - 0.082 + - 0.0786 + - 0.0753 + - 0.0723 + - 0.0694 + - 0.0666 + - 0.064 + - 0.0615 + - 0.0592 + - 0.057 + - 0.0548 + - 0.0528 + - 0.0509 + - 0.0491 + - 0.0474 + - 0.0457 + - 0.0441 + - 0.0426 + - 0.0412 + - 0.0398 + - 0.0385 + - 0.0373 + - 0.0361 + - 0.0349 + - 0.0338 + - 0.0328 + - 0.0317 + - 0.0308 + - 0.0298 + - 0.029 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_hub_ht: 130.0 + wind_turbine_max_cp: 0.474457866 + wind_turbine_powercurve_powerout: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 241.0757324 + - 303.7602033 + - 391.3910551 + - 500.8033128 + - 628.8320016 + - 772.3121467 + - 928.0787732 + - 1092.966906 + - 1265.273318 + - 1449.141772 + - 1650.177777 + - 1873.986843 + - 2124.586921 + - 2399.645733 + - 2695.243438 + - 3007.4602 + - 3334.216 + - 3680.790104 + - 4054.301598 + - 4461.869566 + - 4905.067075 + - 5363.283108 + - 5810.360625 + - 6220.142589 + - 6572.96016 + - 6875.097291 + - 7139.326132 + - 7378.418836 + - 7601.367393 + - 7802.043165 + - 7970.537352 + - 8096.941157 + - 8175.407321 + - 8216.334756 + - 8234.183913 + - 8243.415243 + - 8255.567745 + - 8270.494605 + - 8285.127555 + - 8296.398325 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 8300.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + wind_turbine_powercurve_windspeeds: + - 0.0 + - 0.25 + - 0.5 + - 0.75 + - 1.0 + - 1.25 + - 1.5 + - 1.75 + - 2.0 + - 2.25 + - 2.5 + - 2.75 + - 3.0 + - 3.25 + - 3.5 + - 3.75 + - 4.0 + - 4.25 + - 4.5 + - 4.75 + - 5.0 + - 5.25 + - 5.5 + - 5.75 + - 6.0 + - 6.25 + - 6.5 + - 6.75 + - 7.0 + - 7.25 + - 7.5 + - 7.75 + - 8.0 + - 8.25 + - 8.5 + - 8.75 + - 9.0 + - 9.25 + - 9.5 + - 9.75 + - 10.0 + - 10.25 + - 10.5 + - 10.75 + - 11.0 + - 11.25 + - 11.5 + - 11.75 + - 12.0 + - 12.25 + - 12.5 + - 12.75 + - 13.0 + - 13.25 + - 13.5 + - 13.75 + - 14.0 + - 14.25 + - 14.5 + - 14.75 + - 15.0 + - 15.25 + - 15.5 + - 15.75 + - 16.0 + - 16.25 + - 16.5 + - 16.75 + - 17.0 + - 17.25 + - 17.5 + - 17.75 + - 18.0 + - 18.25 + - 18.5 + - 18.75 + - 19.0 + - 19.25 + - 19.5 + - 19.75 + - 20.0 + - 20.25 + - 20.5 + - 20.75 + - 21.0 + - 21.25 + - 21.5 + - 21.75 + - 22.0 + - 22.25 + - 22.5 + - 22.75 + - 23.0 + - 23.25 + - 23.5 + - 23.75 + - 24.0 + - 24.25 + - 24.5 + - 24.75 + - 25.0 + - 26.0 + - 27.0 + - 28.0 + - 29.0 + - 30.0 + - 31.0 + - 32.0 + - 33.0 + - 34.0 + - 35.0 + - 36.0 + - 37.0 + - 38.0 + - 39.0 + - 40.0 + - 41.0 + - 42.0 + - 43.0 + - 44.0 + - 45.0 + - 46.0 + - 47.0 + - 48.0 + - 49.0 +Farm: + wind_farm_wake_model: 0.0 + wind_resource_turbulence_coeff: 0.1 +Losses: + avail_bop_loss: 0.5 + avail_grid_loss: 1.5 + avail_turb_loss: 3.58 + elec_eff_loss: 1.91 + elec_parasitic_loss: 0.1 + env_degrad_loss: 1.8 + env_env_loss: 0.4 + env_exposure_loss: 0.0 + env_icing_loss: 0.21 + ops_env_loss: 1.0 + ops_grid_loss: 0.84 + ops_load_loss: 0.99 + ops_strategies_loss: 0.0 + turb_generic_loss: 1.7 + turb_hysteresis_loss: 0.4 + turb_perf_loss: 1.1 + turb_specific_loss: 9.964851766642457 + wake_ext_loss: 1.1 + wake_future_loss: 0.0 + wake_int_loss: 0.0 +Resource: + weibull_k_factor: 2.0 + weibull_reference_height: 50.0 + weibull_wind_speed: 7.25 + wind_resource_model_choice: 0.0 +Uncertainty: + total_uncert: 12.085 diff --git a/examples/19_simple_dispatch/tech_config.yaml b/examples/19_simple_dispatch/tech_config.yaml index d58d76726..18e40eef4 100644 --- a/examples/19_simple_dispatch/tech_config.yaml +++ b/examples/19_simple_dispatch/tech_config.yaml @@ -4,34 +4,30 @@ description: "This plant has wind feeding into an electrolyzer with optimization technologies: wind: performance_model: - model: "wind_plant_performance" + model: "pysam_wind_plant_performance" cost_model: - model: "wind_plant_cost" + model: "atb_wind_cost" model_inputs: - shared_parameters: + performance_parameters: num_turbines: 2 turbine_rating_kw: 8300 - performance_parameters: rotor_diameter: 196. hub_height: 130. - layout_mode: "basicgrid" - model_name: "pysam" - model_input_file: null - layout_params: - row_D_spacing: 10. - turbine_D_spacing: 10. - rating_range_kw: [1000, 9000] - floris_config: null - operational_losses: 10.0 - timestep: [1, 60] - fin_model: "default" - name: "UtilityScaleWindPlant" - turbine_name: "2023NREL_Bespoke_8.3MW_196" #turbine model to use - turbine_group: "onshore" - override_wind_resource_height: False - adjust_air_density_for_elevation: True + create_model_from: "default" + config_name: "WindPowerSingleOwner" + pysam_options: !include pysam_options_8300MW.yaml + run_recalculate_power_curve: False + layout: + layout_mode: "basicgrid" + layout_options: + row_D_spacing: 10.0 + turbine_D_spacing: 10.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: "square" cost_parameters: - cost_per_kw: 1500.0 + capex_per_kW: 1500.0 + opex_per_kW_per_year: 45 cost_year: 2019 battery: performance_model: diff --git a/h2integrate/control/control_strategies/openloop_controllers.py b/h2integrate/control/control_strategies/openloop_controllers.py index 82122d018..2b40b1148 100644 --- a/h2integrate/control/control_strategies/openloop_controllers.py +++ b/h2integrate/control/control_strategies/openloop_controllers.py @@ -241,7 +241,7 @@ def setup(self): self.config.demand_profile = [self.config.demand_profile] * self.n_timesteps self.add_input( - f"{commodity_name}_demand_profile", + f"{commodity_name}_demand", units=f"{self.config.commodity_units}", val=self.config.demand_profile, shape=self.n_timesteps, @@ -339,7 +339,7 @@ def compute(self, inputs, outputs): # the previous time step's value soc = deepcopy(init_charge_percent) - demand_profile = inputs[f"{commodity_name}_demand_profile"] + demand_profile = inputs[f"{commodity_name}_demand"] # initialize outputs soc_array = outputs[f"{commodity_name}_soc"] diff --git a/h2integrate/converters/solar/solar_pysam.py b/h2integrate/converters/solar/solar_pysam.py index 1cd3637a9..3ba54b986 100644 --- a/h2integrate/converters/solar/solar_pysam.py +++ b/h2integrate/converters/solar/solar_pysam.py @@ -105,7 +105,7 @@ def check_pysam_options(self): "HybridCosts", ] if bool(self.pysam_options): - invalid_groups = [k for k, v in self.pysam_options.items() if k not in valid_groups] + invalid_groups = [k for k in self.pysam_options if k not in valid_groups] if len(invalid_groups) > 0: msg = ( f"Invalid group(s) found in pysam_options: {invalid_groups}. " diff --git a/h2integrate/converters/wind/atb_wind_cost.py b/h2integrate/converters/wind/atb_wind_cost.py new file mode 100644 index 000000000..447a1b97a --- /dev/null +++ b/h2integrate/converters/wind/atb_wind_cost.py @@ -0,0 +1,64 @@ +from attrs import field, define + +from h2integrate.core.utilities import CostModelBaseConfig, merge_shared_inputs +from h2integrate.core.validators import gte_zero +from h2integrate.core.model_baseclasses import CostModelBaseClass + + +@define +class ATBWindPlantCostModelConfig(CostModelBaseConfig): + """Configuration class for the ATBWindCostModel. + Recommended to use with wind models (Land-Based, Offshore and Distributed + More information on ATB methodology and representative wind technologies can + be found `here `_ + Reference cost values can be found on the `Land-Based Wind`, + `Fixed-Bottom Offshore Wind`, `Floating Offshore Wind` or `Distributed Wind` + sheet of the `NREL ATB workbook `_. + + Attributes: + capex_per_kW (float|int): capital cost of wind system in $/kW + opex_per_kW_per_year (float|int): annual operating cost of wind + system in $/kW/year + """ + + capex_per_kW: float | int = field(validator=gte_zero) + opex_per_kW_per_year: float | int = field(validator=gte_zero) + + +class ATBWindPlantCostModel(CostModelBaseClass): + """ + OpenMDAO component for calculating wind plant capital and operating expenditures. + + This component calculates the capital expenditure (CapEx) and annual operating + expenditure (OpEx) of a wind plant based on its rated capacity and cost model + parameters defined in an `ATBWindPlantCostModelConfig`. + + Attributes: + config (ATBWindPlantCostModelConfig): + Configuration object containing per-kW cost parameters for CapEx and OpEx. + + Inputs: + total_capacity (float): + Rated capacity of the wind farm [kW]. + + Outputs: + CapEx (float): + Total capital expenditure of the wind plant. + OpEx (float): + Annual operating expenditure of the wind plant. + """ + + def setup(self): + self.config = ATBWindPlantCostModelConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost") + ) + super().setup() + + self.add_input("total_capacity", val=0.0, units="kW", desc="Wind farm rated capacity in kW") + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + capex = self.config.capex_per_kW * inputs["total_capacity"] + opex = self.config.opex_per_kW_per_year * inputs["total_capacity"] + + outputs["CapEx"] = capex + outputs["OpEx"] = opex diff --git a/h2integrate/converters/wind/layout/__init__.py b/h2integrate/converters/wind/layout/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/converters/wind/layout/simple_grid_layout.py b/h2integrate/converters/wind/layout/simple_grid_layout.py new file mode 100644 index 000000000..6fc44c4ea --- /dev/null +++ b/h2integrate/converters/wind/layout/simple_grid_layout.py @@ -0,0 +1,172 @@ +import numpy as np +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig +from h2integrate.core.validators import contains, gte_zero, range_val + + +@define +class BasicGridLayoutConfig(BaseConfig): + """Configuration class for 'basicgrid' wind layout. + + Args: + row_D_spacing (float): rotor diameter multiplier for spacing between rows of + turbines (y direction). + turbine_D_spacing (float): rotor diameter multiplier for spacing between + turbines in a row (x direction). + rotation_angle_deg (float, Optional): rotation angle of layout in degrees where 0 is North, + increasing counter-clockwise. 90 degrees is East, 180 degrees is South, + 270 degrees is West. Defaults to 0.0. + row_phase_offset (float, Optional): offset of turbines along row from one row to the next. + Value must be between 0 and 1. Defaults to 0.0. + layout_shape (str, optional): layout shape with respect to the number of turbines. + Must be either 'square' or 'rectangle'. Defaults to 'square'. + turbine_aspect_ratio (float, optional): ratio of number turbines per row / number of rows + if using a 'rectangle' layout_shape. Unused for 'square' layout_shape. + """ + + row_D_spacing: float = field() + turbine_D_spacing: float = field() + rotation_angle_deg: float = field(default=0.0) + row_phase_offset: float = field(default=0.0, validator=range_val(0.0, 1.0)) + + layout_shape: str = field( + default="square", + converter=(str.lower, str.strip), + validator=contains(["square", "rectangle"]), + ) + turbine_aspect_ratio: float = field(default=1.0, validator=gte_zero) + + def __attrs_post_init__(self): + if self.layout_shape == "square" and self.turbine_aspect_ratio != 1.0: + raise UserWarning("Turbine aspect ratio is unused for layout_shape 'square'.") + + +def find_square_layout_dimensions_by_nturbs(n_turbs): + """Calculate dimensions of the most-square shaped layout for + a given number of turbines. + + Args: + n_turbs (int): number of wind turbines. + + Returns: + 2-element tuple containing + + - **n_turbs_per_row** (int): number of turbines per row + - **n_rows** (int): number of rows in layout (rows are parallel to x-axis) + """ + n_turbs_per_row = np.floor_divide(n_turbs, np.sqrt(n_turbs)) + n_rows_min = n_turbs // n_turbs_per_row + remainder_turbs = n_turbs % n_turbs_per_row + if remainder_turbs > n_turbs_per_row: + n_extra_rows = np.ceil(remainder_turbs / n_turbs_per_row) + elif remainder_turbs == 0: + n_extra_rows = 0 + else: + n_extra_rows = 1 + + n_rows = n_rows_min + n_extra_rows + + return n_turbs_per_row.astype(int), n_rows.astype(int) + + +def find_rectangular_layout_dimensions_by_nturbs(n_turbs, aspect_ratio): + """Calculate dimensions of a rectangular shaped layout for + a given number of turbines and aspect ratio. + + Args: + n_turbs (int): number of wind turbines. + aspect_ratio (float, Optional): ratio of width/height or + number turbines per row / number of rows. (width corresponds + to x coordinates, height corresponds to y coordinates) + + Returns: + 2-element tuple containing + + - **n_turbs_per_row** (int): number of turbines per row + - **n_rows** (int): number of rows in layout (rows are parallel to x-axis) + """ + + n_turbs_per_row = np.floor_divide(n_turbs, np.sqrt(n_turbs / aspect_ratio)) + n_rows_min = n_turbs // n_turbs_per_row + remainder_turbs = n_turbs % n_turbs_per_row + if remainder_turbs > n_turbs_per_row: + n_extra_rows = np.ceil(remainder_turbs / n_turbs_per_row) + elif remainder_turbs == 0: + n_extra_rows = 0 + else: + n_extra_rows = 1 + + n_rows = n_rows_min + n_extra_rows + + return n_turbs_per_row.astype(int), n_rows.astype(int) + + +def make_basic_grid_turbine_layout( + rotor_diameter, n_turbines, layout_config: BasicGridLayoutConfig +): + """Makes a turbine layout for a basic gridded layout config. + + Args: + rotor_diameter (float): turbine rotor diameter in meters + n_turbines (int): number of turbines to generate layout form + layout_config (BasicGridLayoutConfig): layout configuration. + + Returns: + 2-element tuple containing + + - **x_coords** (array[float]): x coordinates of turbines in layout + - **y_coords** (array[float]): y coordinates of turbines in layout + """ + n_turbs = int(n_turbines) + + if layout_config.layout_shape == "square": + n_turbs_x, n_turbs_y = find_square_layout_dimensions_by_nturbs(n_turbs) + if layout_config.layout_shape == "rectangle": + n_turbs_x, n_turbs_y = find_rectangular_layout_dimensions_by_nturbs( + n_turbs, layout_config.turbine_aspect_ratio + ) + + # distance between rows (y) + y_spacing = layout_config.row_D_spacing * rotor_diameter + + # distance between turbines in a row (x) + x_spacing = layout_config.turbine_D_spacing * rotor_diameter + + # row phase offset in meters + phase_offset = x_spacing * layout_config.row_phase_offset + + x_coords = np.zeros((n_turbs_y, n_turbs_x)) + y_coords = np.zeros((n_turbs_y, n_turbs_x)) + + for row_number in range(n_turbs_y): + # make x0 for each row start + x0 = (phase_offset * row_number) % x_spacing + # get turbine x positions + x_pos_in_row = x0 + np.cumsum(x_spacing * np.ones(n_turbs_x)) - x_spacing + y_pos = row_number * y_spacing * np.ones(n_turbs_x) + x_coords[row_number] = x_pos_in_row[:n_turbs_x] + y_coords[row_number] = y_pos + + # get center points + xc = x_coords.max() - x_coords.min() + yc = y_coords.max() - y_coords.min() + + # translate coordinates to have origin at polygon center + xc_points = x_coords.flatten() - xc + yc_points = y_coords.flatten() - yc + + # calculate rotation angle + theta = np.deg2rad(layout_config.rotation_angle_deg) + + # rotate clockwise about the origin + cos_theta = np.cos(theta) + sin_theta = np.sin(theta) + xr_points = (xc_points * cos_theta) + (yc_points * sin_theta) + yr_points = (-1 * xc_points * sin_theta) + (yc_points * cos_theta) + + # translate points back to original coordinate reference system + x_rotated = xr_points + xc + y_rotated = yr_points + yc + + return x_rotated[:n_turbs], y_rotated[:n_turbs] diff --git a/h2integrate/converters/wind/layout/test/__init__.py b/h2integrate/converters/wind/layout/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/converters/wind/layout/test/test_basic_grid_layout.py b/h2integrate/converters/wind/layout/test/test_basic_grid_layout.py new file mode 100644 index 000000000..f2c734a2f --- /dev/null +++ b/h2integrate/converters/wind/layout/test/test_basic_grid_layout.py @@ -0,0 +1,145 @@ +import numpy as np + +from h2integrate.converters.wind.layout.simple_grid_layout import ( + BasicGridLayoutConfig, + make_basic_grid_turbine_layout, + find_square_layout_dimensions_by_nturbs, + find_rectangular_layout_dimensions_by_nturbs, +) + + +def test_rectangular_layout_dimensions(subtests): + n_turbs_per_row = 10 + n_rows = 5 + aspect_ratio = n_turbs_per_row / n_rows + n_turbs = n_turbs_per_row * n_rows + n_turbs_per_row_out, n_rows_out = find_rectangular_layout_dimensions_by_nturbs( + n_turbs, aspect_ratio + ) + with subtests.test("number of turbines per row"): + assert n_turbs_per_row_out == n_turbs_per_row + with subtests.test("number of rows"): + assert n_rows_out == n_rows + with subtests.test("number of turbines"): + assert int(n_rows_out * n_turbs_per_row_out) == int(n_turbs) + + +def test_square_layout_dimensions(subtests): + n_turbs = 25 + n_turbs_per_row_out, n_rows_out = find_square_layout_dimensions_by_nturbs(n_turbs) + with subtests.test("number of turbines per row"): + assert n_turbs_per_row_out == 5 + with subtests.test("number of rows"): + assert n_rows_out == 5 + with subtests.test("number of turbines"): + assert int(n_rows_out * n_turbs_per_row_out) == n_turbs + + +def test_square_layout_dimensions_uneven_nturbs(subtests): + n_turbs = 50 + n_turbs_per_row_out, n_rows_out = find_square_layout_dimensions_by_nturbs(n_turbs) + with subtests.test("number of turbines per row"): + assert n_turbs_per_row_out == 7 + with subtests.test("number of rows"): + assert n_rows_out == 8 + with subtests.test("number of turbines"): + assert int(n_rows_out * n_turbs_per_row_out) >= n_turbs + + +def test_simple_square_layout_uneven_nturbs(subtests): + layout_config_dict = { + "row_D_spacing": 7.0, + "turbine_D_spacing": 5.0, + "rotation_angle_deg": 0.0, + "row_phase_offset": 0.0, + "layout_shape": "square", + } + layout_config = BasicGridLayoutConfig.from_dict(layout_config_dict) + rotor_diameter = 10 + n_turbs = 50 + x_coords, y_coords = make_basic_grid_turbine_layout(rotor_diameter, n_turbs, layout_config) + + with subtests.test("expected number of turbines in x coordinates"): + assert len(x_coords) == n_turbs + with subtests.test("expected number of turbines in y coordinates"): + assert len(y_coords) == n_turbs + x_positions, x_position_counts = np.unique(x_coords, return_counts=True) + y_positions, y_position_counts = np.unique(y_coords, return_counts=True) + + with subtests.test("number of rows"): + assert len(y_positions) == 8 + + with subtests.test("number of turbines per row"): + assert len(x_positions) == 7 + + with subtests.test("number of unique x positions"): + assert sum(x_position_counts) == n_turbs + + with subtests.test("number of unique y positions"): + assert sum(y_position_counts) == n_turbs + + with subtests.test("x_spacing"): + assert ( + x_positions[1] - x_positions[0] + == rotor_diameter * layout_config_dict["turbine_D_spacing"] + ) + + with subtests.test("y_spacing"): + assert ( + y_positions[1] - y_positions[0] == rotor_diameter * layout_config_dict["row_D_spacing"] + ) + + with subtests.test("unique coordinates"): + coord_list = list(zip(x_coords, y_coords)) + unique_coords = list(set(coord_list)) + assert len(unique_coords) == n_turbs + + +def test_simple_rectangular_layout_uneven_nturbs(subtests): + layout_config_dict = { + "row_D_spacing": 7.0, + "turbine_D_spacing": 5.0, + "rotation_angle_deg": 0.0, + "row_phase_offset": 0.0, + "layout_shape": "rectangle", + "turbine_aspect_ratio": 2.0, + } + layout_config = BasicGridLayoutConfig.from_dict(layout_config_dict) + rotor_diameter = 10 + n_turbs = 50 + x_coords, y_coords = make_basic_grid_turbine_layout(rotor_diameter, n_turbs, layout_config) + + with subtests.test("expected number of turbines in x coordinates"): + assert len(x_coords) == n_turbs + with subtests.test("expected number of turbines in y coordinates"): + assert len(y_coords) == n_turbs + x_positions, x_position_counts = np.unique(x_coords, return_counts=True) + y_positions, y_position_counts = np.unique(y_coords, return_counts=True) + + with subtests.test("number of rows"): + assert len(y_positions) == 5 + + with subtests.test("number of turbines per row"): + assert len(x_positions) == 10 + + with subtests.test("number of unique x positions"): + assert sum(x_position_counts) == n_turbs + + with subtests.test("number of unique y positions"): + assert sum(y_position_counts) == n_turbs + + with subtests.test("x_spacing"): + assert ( + x_positions[1] - x_positions[0] + == rotor_diameter * layout_config_dict["turbine_D_spacing"] + ) + + with subtests.test("y_spacing"): + assert ( + y_positions[1] - y_positions[0] == rotor_diameter * layout_config_dict["row_D_spacing"] + ) + + with subtests.test("unique coordinates"): + coord_list = list(zip(x_coords, y_coords)) + unique_coords = list(set(coord_list)) + assert len(unique_coords) == n_turbs diff --git a/h2integrate/converters/wind/test/__init__.py b/h2integrate/converters/wind/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/converters/wind/test/conftest.py b/h2integrate/converters/wind/test/conftest.py new file mode 100644 index 000000000..84f8d4360 --- /dev/null +++ b/h2integrate/converters/wind/test/conftest.py @@ -0,0 +1,27 @@ +import os + +from hopp import TEST_ENV_VAR + + +def pytest_sessionstart(session): + os.environ["ENV"] = TEST_ENV_VAR + + initial_resource_dir = os.getenv("RESOURCE_DIR") + # if user provided a resource directory, save it to a temp variable + # this allows tests to run as expected while not causing + # unexpected behavior afterwards + if initial_resource_dir is not None: + os.environ["TEMP_RESOURCE_DIR"] = f"{initial_resource_dir}" + + os.environ.pop("RESOURCE_DIR", None) + + +def pytest_sessionfinish(session, exitstatus): + # if user provided a resource directory, load it from the temp variable + # and reset the original environment variable + # this prevents unexpected behavior after running tests + + user_dir = os.getenv("TEMP_RESOURCE_DIR") + if user_dir is not None: + os.environ["RESOURCE_DIR"] = user_dir + os.environ.pop("TEMP_RESOURCE_DIR", None) diff --git a/h2integrate/converters/wind/test/test_atb_wind_with_pysam.py b/h2integrate/converters/wind/test/test_atb_wind_with_pysam.py new file mode 100644 index 000000000..90ab543d0 --- /dev/null +++ b/h2integrate/converters/wind/test/test_atb_wind_with_pysam.py @@ -0,0 +1,138 @@ +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate.converters.wind.wind_pysam import PYSAMWindPlantPerformanceModel +from h2integrate.converters.wind.atb_wind_cost import ATBWindPlantCostModel +from h2integrate.resource.wind.nrel_developer_wtk_api import WTKNRELDeveloperAPIWindResource + + +@fixture +def wind_resource_config(): + wind_resource_dict = { + "latitude": 35.2018863, + "longitude": -101.945027, + "resource_year": 2012, + } + return wind_resource_dict + + +@fixture +def plant_config(): + site_config = { + "latitude": 35.2018863, + "longitude": -101.945027, + } + plant_dict = { + "plant_life": 30, + "simulation": {"n_timesteps": 8760, "dt": 3600, "start_time": "01/01 00:30:00"}, + } + + d = {"site": site_config, "plant": plant_dict} + return d + + +@fixture +def wind_plant_config(): + layout_config = { + "layout_mode": "basicgrid", + "layout_options": { + "row_D_spacing": 5.0, + "turbine_D_spacing": 5.0, + "rotation_angle_deg": 0.0, + "row_phase_offset": 0.0, + "layout_shape": "square", + }, + } + pysam_config = { + "Farm": { + "wind_farm_wake_model": 0, + }, + "Losses": { + "ops_strategies_loss": 10.0, + }, + } + design_config = { + "num_turbines": 50, + "hub_height": 115, + "rotor_diameter": 170, + "turbine_rating_kw": 6000, + "create_model_from": "default", + "config_name": "WindPowerSingleOwner", + "pysam_options": pysam_config, + "layout": layout_config, + } + return design_config + + +def test_wind_plant_costs_with_pysam( + wind_resource_config, plant_config, wind_plant_config, subtests +): + cost_dict = { + "capex_per_kW": 1000, # overnight capital cost + "opex_per_kW_per_year": 5, # fixed operations and maintenance expenses + "cost_year": 2022, + } + tech_config_dict = { + "model_inputs": { + "performance_parameters": wind_plant_config, + "cost_parameters": cost_dict, + } + } + + prob = om.Problem() + + plant_config["site"].update({"resources": {"wind_resource": wind_resource_config}}) + + wind_resource = WTKNRELDeveloperAPIWindResource( + plant_config=plant_config, + resource_config=wind_resource_config, + driver_config={}, + ) + + wind_plant = PYSAMWindPlantPerformanceModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + + wind_cost = ATBWindPlantCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + + prob.model.add_subsystem("wind_resource", wind_resource, promotes=["*"]) + prob.model.add_subsystem("wind_plant", wind_plant, promotes=["*"]) + prob.model.add_subsystem("wind_cost", wind_cost, promotes=["*"]) + prob.setup() + prob.run_model() + + expected_farm_capacity_MW = ( + wind_plant_config["num_turbines"] * wind_plant_config["turbine_rating_kw"] / 1e3 + ) + + prob.get_val("wind_plant.electricity_out") + prob.get_val("wind_plant.annual_energy") + prob.get_val("wind_plant.total_capacity") + + capex = prob.get_val("wind_cost.CapEx") + opex = prob.get_val("wind_cost.OpEx") + + with subtests.test("wind farm capacity"): + assert ( + pytest.approx(prob.get_val("wind_plant.total_capacity", units="MW")[0], rel=1e-6) + == expected_farm_capacity_MW + ) + + with subtests.test("wind farm capital cost"): + assert ( + pytest.approx(capex[0], rel=1e-6) + == expected_farm_capacity_MW * 1e3 * cost_dict["capex_per_kW"] + ) + + with subtests.test("wind farm operating cost"): + assert ( + pytest.approx(opex[0], rel=1e-6) + == expected_farm_capacity_MW * 1e3 * cost_dict["opex_per_kW_per_year"] + ) diff --git a/h2integrate/converters/wind/test/test_pysam_wind.py b/h2integrate/converters/wind/test/test_pysam_wind.py new file mode 100644 index 000000000..44b78c9ab --- /dev/null +++ b/h2integrate/converters/wind/test/test_pysam_wind.py @@ -0,0 +1,317 @@ +import numpy as np +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate.converters.wind.wind_pysam import PYSAMWindPlantPerformanceModel +from h2integrate.resource.wind.nrel_developer_wtk_api import WTKNRELDeveloperAPIWindResource + + +@fixture +def wind_resource_config(): + wind_resource_dict = { + "latitude": 35.2018863, + "longitude": -101.945027, + "resource_year": 2012, + } + return wind_resource_dict + + +@fixture +def plant_config(): + site_config = { + "latitude": 35.2018863, + "longitude": -101.945027, + } + plant_dict = { + "plant_life": 30, + "simulation": {"n_timesteps": 8760, "dt": 3600, "start_time": "01/01 00:30:00"}, + } + + d = {"site": site_config, "plant": plant_dict} + return d + + +@fixture +def wind_plant_config(): + layout_config = { + "layout_mode": "basicgrid", + "layout_options": { + "row_D_spacing": 5.0, + "turbine_D_spacing": 5.0, + "rotation_angle_deg": 0.0, + "row_phase_offset": 0.0, + "layout_shape": "square", + }, + } + pysam_config = { + "Farm": { + "wind_farm_wake_model": 0, + }, + "Losses": { + "ops_strategies_loss": 10.0, + }, + } + design_config = { + "num_turbines": 50, + "hub_height": 115, + "rotor_diameter": 170, + "turbine_rating_kw": 6000, + "create_model_from": "default", + "config_name": "WindPowerSingleOwner", + "pysam_options": pysam_config, + "layout": layout_config, + } + return design_config + + +def test_wind_plant_pysam_no_changes_from_setup( + wind_resource_config, plant_config, wind_plant_config, subtests +): + prob = om.Problem() + + plant_config["site"].update({"resources": {"wind_resource": wind_resource_config}}) + + wind_resource = WTKNRELDeveloperAPIWindResource( + plant_config=plant_config, + resource_config=wind_resource_config, + driver_config={}, + ) + + wind_plant = PYSAMWindPlantPerformanceModel( + plant_config=plant_config, + tech_config={"model_inputs": {"performance_parameters": wind_plant_config}}, + driver_config={}, + ) + + prob.model.add_subsystem("wind_resource", wind_resource, promotes=["*"]) + prob.model.add_subsystem("wind_plant", wind_plant, promotes=["*"]) + prob.setup() + prob.run_model() + + expected_farm_capacity_MW = ( + wind_plant_config["num_turbines"] * wind_plant_config["turbine_rating_kw"] / 1e3 + ) + + prob.get_val("wind_plant.electricity_out") + prob.get_val("wind_plant.annual_energy") + prob.get_val("wind_plant.total_capacity") + + with subtests.test("wind farm capacity"): + assert ( + pytest.approx(prob.get_val("wind_plant.total_capacity", units="MW")[0], rel=1e-6) + == expected_farm_capacity_MW + ) + + with subtests.test("wind AEP matches electricity out"): + assert pytest.approx( + prob.get_val("wind_plant.annual_energy", units="MW*h/year")[0], rel=1e-6 + ) == np.sum(prob.get_val("wind_plant.electricity_out", units="MW")) + + with subtests.test("wind AEP value"): + assert ( + pytest.approx(prob.get_val("wind_plant.annual_energy", units="MW*h/year")[0], rel=1e-6) + == 1014129.048439629 + ) + + +def test_wind_plant_pysam_change_hub_height( + wind_resource_config, plant_config, wind_plant_config, subtests +): + prob = om.Problem() + + plant_config["site"].update({"resources": {"wind_resource": wind_resource_config}}) + + wind_resource = WTKNRELDeveloperAPIWindResource( + plant_config=plant_config, + resource_config=wind_resource_config, + driver_config={}, + ) + + wind_plant = PYSAMWindPlantPerformanceModel( + plant_config=plant_config, + tech_config={"model_inputs": {"performance_parameters": wind_plant_config}}, + driver_config={}, + ) + + prob.model.add_subsystem("wind_resource", wind_resource, promotes=["*"]) + prob.model.add_subsystem("wind_plant", wind_plant, promotes=["*"]) + prob.setup() + prob.set_val("wind_plant.hub_height", 130, units="m") + prob.run_model() + + expected_farm_capacity_MW = ( + wind_plant_config["num_turbines"] * wind_plant_config["turbine_rating_kw"] / 1e3 + ) + + prob.get_val("wind_plant.electricity_out") + prob.get_val("wind_plant.annual_energy") + prob.get_val("wind_plant.total_capacity") + + with subtests.test("wind farm capacity"): + assert ( + pytest.approx(prob.get_val("wind_plant.total_capacity", units="MW")[0], rel=1e-6) + == expected_farm_capacity_MW + ) + + with subtests.test("wind AEP matches electricity out"): + assert pytest.approx( + prob.get_val("wind_plant.annual_energy", units="MW*h/year")[0], rel=1e-6 + ) == np.sum(prob.get_val("wind_plant.electricity_out", units="MW")) + + with subtests.test("wind AEP value"): + assert ( + pytest.approx(prob.get_val("wind_plant.annual_energy", units="MW*h/year")[0], rel=1e-6) + == 1037360.7950548842 + ) + + +def test_wind_plant_pysam_change_rotor_diameter( + wind_resource_config, plant_config, wind_plant_config, subtests +): + prob = om.Problem() + + plant_config["site"].update({"resources": {"wind_resource": wind_resource_config}}) + + wind_resource = WTKNRELDeveloperAPIWindResource( + plant_config=plant_config, + resource_config=wind_resource_config, + driver_config={}, + ) + + wind_plant = PYSAMWindPlantPerformanceModel( + plant_config=plant_config, + tech_config={"model_inputs": {"performance_parameters": wind_plant_config}}, + driver_config={}, + ) + + prob.model.add_subsystem("wind_resource", wind_resource, promotes=["*"]) + prob.model.add_subsystem("wind_plant", wind_plant, promotes=["*"]) + prob.setup() + prob.set_val("wind_plant.rotor_diameter", 155, units="m") + prob.run_model() + + expected_farm_capacity_MW = ( + wind_plant_config["num_turbines"] * wind_plant_config["turbine_rating_kw"] / 1e3 + ) + + prob.get_val("wind_plant.electricity_out") + prob.get_val("wind_plant.annual_energy") + prob.get_val("wind_plant.total_capacity") + + with subtests.test("wind farm capacity"): + assert ( + pytest.approx(prob.get_val("wind_plant.total_capacity", units="MW")[0], rel=1e-6) + == expected_farm_capacity_MW + ) + + with subtests.test("wind AEP matches electricity out"): + assert pytest.approx( + prob.get_val("wind_plant.annual_energy", units="MW*h/year")[0], rel=1e-6 + ) == np.sum(prob.get_val("wind_plant.electricity_out", units="MW")) + + with subtests.test("wind AEP value"): + assert ( + pytest.approx(prob.get_val("wind_plant.annual_energy", units="MW*h/year")[0], rel=1e-6) + == 916820.0472438652 + ) + + +def test_wind_plant_pysam_change_turbine_rating( + wind_resource_config, plant_config, wind_plant_config, subtests +): + prob = om.Problem() + + plant_config["site"].update({"resources": {"wind_resource": wind_resource_config}}) + + wind_resource = WTKNRELDeveloperAPIWindResource( + plant_config=plant_config, + resource_config=wind_resource_config, + driver_config={}, + ) + + wind_plant = PYSAMWindPlantPerformanceModel( + plant_config=plant_config, + tech_config={"model_inputs": {"performance_parameters": wind_plant_config}}, + driver_config={}, + ) + + prob.model.add_subsystem("wind_resource", wind_resource, promotes=["*"]) + prob.model.add_subsystem("wind_plant", wind_plant, promotes=["*"]) + prob.setup() + new_rating_MW = 5.5 + prob.set_val("wind_plant.wind_turbine_rating", new_rating_MW, units="MW") + prob.run_model() + + expected_farm_capacity_MW = wind_plant_config["num_turbines"] * new_rating_MW + + prob.get_val("wind_plant.electricity_out") + prob.get_val("wind_plant.annual_energy") + prob.get_val("wind_plant.total_capacity") + + with subtests.test("wind farm capacity"): + assert ( + pytest.approx(prob.get_val("wind_plant.total_capacity", units="MW")[0], rel=1e-6) + == expected_farm_capacity_MW + ) + + with subtests.test("wind AEP matches electricity out"): + assert pytest.approx( + prob.get_val("wind_plant.annual_energy", units="MW*h/year")[0], rel=1e-6 + ) == np.sum(prob.get_val("wind_plant.electricity_out", units="MW")) + + with subtests.test("wind AEP value"): + assert ( + pytest.approx(prob.get_val("wind_plant.annual_energy", units="MW*h/year")[0], rel=1e-6) + == 968681.3512372728 + ) + + +def test_wind_plant_pysam_change_n_turbines( + wind_resource_config, plant_config, wind_plant_config, subtests +): + prob = om.Problem() + + plant_config["site"].update({"resources": {"wind_resource": wind_resource_config}}) + + wind_resource = WTKNRELDeveloperAPIWindResource( + plant_config=plant_config, + resource_config=wind_resource_config, + driver_config={}, + ) + + wind_plant = PYSAMWindPlantPerformanceModel( + plant_config=plant_config, + tech_config={"model_inputs": {"performance_parameters": wind_plant_config}}, + driver_config={}, + ) + + prob.model.add_subsystem("wind_resource", wind_resource, promotes=["*"]) + prob.model.add_subsystem("wind_plant", wind_plant, promotes=["*"]) + prob.setup() + new_num_turbines = 100 + prob.set_val("wind_plant.num_turbines", new_num_turbines) + prob.run_model() + + expected_farm_capacity_MW = new_num_turbines * wind_plant_config["turbine_rating_kw"] / 1e3 + + prob.get_val("wind_plant.electricity_out") + prob.get_val("wind_plant.annual_energy") + prob.get_val("wind_plant.total_capacity") + + with subtests.test("wind farm capacity"): + assert ( + pytest.approx(prob.get_val("wind_plant.total_capacity", units="MW")[0], rel=1e-6) + == expected_farm_capacity_MW + ) + + with subtests.test("wind AEP matches electricity out"): + assert pytest.approx( + prob.get_val("wind_plant.annual_energy", units="MW*h/year")[0], rel=1e-6 + ) == np.sum(prob.get_val("wind_plant.electricity_out", units="MW")) + + with subtests.test("wind AEP value"): + assert ( + pytest.approx(prob.get_val("wind_plant.annual_energy", units="MW*h/year")[0], rel=1e-6) + == 2027210.444644157 + ) diff --git a/h2integrate/converters/wind/wind_plant.py b/h2integrate/converters/wind/wind_plant.py deleted file mode 100644 index 7d8c14f41..000000000 --- a/h2integrate/converters/wind/wind_plant.py +++ /dev/null @@ -1,243 +0,0 @@ -import operator -import functools - -import numpy as np -from attrs import field, define -from hopp.simulation.technologies.sites import SiteInfo, flatirons_site -from hopp.simulation.technologies.wind.wind_plant import WindPlant - -from h2integrate.core.utilities import BaseConfig, CostModelBaseConfig, merge_shared_inputs -from h2integrate.core.model_baseclasses import CostModelBaseClass -from h2integrate.converters.wind.wind_plant_baseclass import WindPerformanceBaseClass - - -@define -class WindPlantPerformanceModelConfig(BaseConfig): - num_turbines: int = field() - turbine_rating_kw: float = field() - rotor_diameter: float = field() - hub_height: float = field() - layout_mode: str = field() - model_name: str = field() - model_input_file: str = field() - layout_params: dict = field() - rating_range_kw: list = field() - floris_config: str = field() - operational_losses: float = field() - timestep: list = field() - fin_model: list = field() - name: str = field() - turbine_name: str = field() - turbine_group: str = field() - override_wind_resource_height: bool = field() - adjust_air_density_for_elevation: bool = field() - - -@define -class WindPlantPerformanceModelPlantConfig(BaseConfig): - plant_life: int = field() - - -class WindPlantPerformanceModel(WindPerformanceBaseClass): - """ - An OpenMDAO component that wraps a WindPlant model. - It takes wind parameters as input and outputs power generation data. - """ - - def setup(self): - super().setup() - self.config = WindPlantPerformanceModelConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") - ) - self.plant_config = WindPlantPerformanceModelPlantConfig.from_dict( - self.options["plant_config"]["plant"], strict=False - ) - - self.data_to_field_number = { - "temperature": 1, - "pressure": 2, - "wind_speed": 3, - "wind_direction": 4, - } - - def format_resource_data(self, hub_height, wind_resource_data): - """Format wind resource data into the format required for the - PySAM Windpower module. The data is formatted as: - - - **fields** (*list[int]*): integers corresponding to data type, - ex: [1, 2, 3, 4, 1, 2, 3, 4]. Ror each field (int) the corresponding data is: - - 1: Ambient temperature in degrees Celsius - - 2: Atmospheric pressure in in atmospheres. - - 3: Wind speed in meters per second (m/s) - - 4: Wind direction in degrees east of north (degrees). - - **heights** (*list[int | float]*): floats corresponding to the resource height. - ex: [100, 100, 100, 100, 120, 120, 120, 120] - - **data** (*list[list]*): list of length equal to `n_timesteps` with data of - corresponding field and resource height. - ex. if `data[t]` is [-23.5, 0.65, 7.6, 261.2, -23.7, 0.65, 7.58, 261.1] then: - - 23.5 is temperature at 100m at timestep - - 7.6 is wind speed at 100m at timestep - - 7.58 is wind speed at 120m at timestep - - Args: - hub_height (int | float): turbine hub-height in meters. - wind_resource_data (dict): wind resource data dictionary. - - Returns: - dict: PySAM formatted wind resource data. - """ - - data_to_precision = { - "temperature": 1, - "pressure": 2, - "wind_speed": 2, - "wind_direction": 1, - } - - # find the resource heights that are closest to the hub-height for - # PySAM Windpower resoure data except pressure - bounding_heights = self.calculate_bounding_heights_from_resource_data( - hub_height, - wind_resource_data, - resource_vars=["wind_speed", "wind_direction", "temperature"], - ) - - # create list of resource heights and fields (as numbers) - # heights and fields should be the same length - # heights is a list of resource heights for each data type - heights = np.repeat(bounding_heights, len(self.data_to_field_number)) - field_number_to_data = {v: k for k, v in self.data_to_field_number.items()} - # fields is a list of numbers representing the data type - fields = np.tile(list(field_number_to_data.keys()), len(bounding_heights)) - n_timesteps = int(self.options["plant_config"]["plant"]["simulation"]["n_timesteps"]) - - # initialize resource data array - resource_data = np.zeros((n_timesteps, len(fields))) - cnt = 0 - for height, field_num in zip(heights, fields): - # get the rounding precision for the field - rounding_precision = data_to_precision[field_number_to_data[field_num]] - # make the keyname for the field number and resource height to - # pull from the wind_resource_dict - resource_key = f"{field_number_to_data[field_num]}_{int(height)}m" - if resource_key in wind_resource_data: - # the resource data exists! - resource_data[:, cnt] = wind_resource_data[resource_key].round(rounding_precision) - else: - # see if the wind resource data includes any data for the field variable - if any( - field_number_to_data[field_num] in c for c in list(wind_resource_data.keys()) - ): - # get the resource heights for the field variable from wind_resource_data - data_heights = [ - float(c.split("_")[-1].replace("m", "").strip()) - for c in list(wind_resource_data.keys()) - if field_number_to_data[field_num] in c - ] - if len(data_heights) > 1: - # get the nearest resource heights nearest to the wind turbine hub-height - # for all the available resource heights corresponding to the field variable - nearby_heights = [ - self.calculate_bounding_heights_from_resource_data( - hub_ht, - wind_resource_data, - resource_vars=[field_number_to_data[field_num]], - ) - for hub_ht in data_heights - ] - # make nearby_heights a list of unique values - nearby_heights = functools.reduce(operator.iadd, nearby_heights, []) - nearby_heights = list(set(nearby_heights)) - # if theres multiple nearby heights, find the one that is closest - # to the target resource height - if len(nearby_heights) > 1: - height_diff = [ - np.abs(valid_height - height) for valid_height in nearby_heights - ] - closest_height = nearby_heights[np.argmin(height_diff).flatten()[0]] - # make the resource key for the field and closest height to use - resource_key = ( - f"{field_number_to_data[field_num]}_{int(closest_height)}m" - ) - - else: - # make the resource key for the field and closest height to use - resource_key = ( - f"{field_number_to_data[field_num]}_{int(nearby_heights[0])}m" - ) - - else: - # theres only one resource height for the data variable - # make the resource key for the field and closest height to use - resource_key = f"{field_number_to_data[field_num]}_{int(data_heights[0])}m" - if resource_key in wind_resource_data: - # check if new key is in wind_resource_data and add the data if it is - resource_data[:, cnt] = wind_resource_data[resource_key].round( - rounding_precision - ) - cnt += 1 - # format data for compatibility with PySAM WindPower - data = { - "heights": heights.astype(float).tolist(), - "fields": fields.tolist(), - "data": resource_data.tolist(), - } - return data - - def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - resource_data = self.format_resource_data( - self.config.hub_height, discrete_inputs["wind_resource_data"] - ) - boundaries = flatirons_site["site_boundaries"]["verts"] - site_data = { - "lat": discrete_inputs["wind_resource_data"].get("site_lat", 35.2018863), - "lon": discrete_inputs["wind_resource_data"].get("site_lon", -101.945027), - "tz": discrete_inputs["wind_resource_data"].get("site_tz", -6), - "elev": discrete_inputs["wind_resource_data"].get("elevation", 1099), - "wind_year": 2012, - "site_boundaries": {"verts": boundaries}, - } - site_info = { - "data": site_data, - "hub_height": self.config.hub_height, - "wind_resource": resource_data, - "solar": False, - "wind": True, - } - - self.site = SiteInfo.from_dict(site_info) - self.wind_plant = WindPlant(self.site, self.config) - # Assumes the WindPlant instance has a method to simulate and return power output - self.wind_plant.simulate_power(self.plant_config.plant_life) - outputs["electricity_out"] = self.wind_plant._system_model.value("gen") - - -@define -class WindPlantCostModelConfig(CostModelBaseConfig): - num_turbines: int = field() - turbine_rating_kw: float = field() - cost_per_kw: float = field() - - -class WindPlantCostModel(CostModelBaseClass): - """ - An OpenMDAO component that calculates the capital expenditure (CapEx) for a wind plant. - - Just a placeholder for now, but can be extended with more detailed cost models. - """ - - def setup(self): - self.config = WindPlantCostModelConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost") - ) - super().setup() - - def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - num_turbines = self.config.num_turbines - turbine_rating_kw = self.config.turbine_rating_kw - cost_per_kw = self.config.cost_per_kw - - # Calculate CapEx - total_capacity_kw = num_turbines * turbine_rating_kw - outputs["CapEx"] = total_capacity_kw * cost_per_kw - outputs["OpEx"] = 0.03 * total_capacity_kw * cost_per_kw # placeholder scalar value diff --git a/h2integrate/converters/wind/wind_plant_pysam.py b/h2integrate/converters/wind/wind_plant_pysam.py deleted file mode 100644 index b91119b98..000000000 --- a/h2integrate/converters/wind/wind_plant_pysam.py +++ /dev/null @@ -1,170 +0,0 @@ -import operator -import functools - -import numpy as np -import PySAM.Windpower as Windpower -from attrs import field, define - -from h2integrate.core.utilities import BaseConfig, merge_shared_inputs -from h2integrate.converters.wind.wind_plant_baseclass import WindPerformanceBaseClass - - -@define -class PYSAMWindPlantPerformanceModelConfig(BaseConfig): - hub_height: float = field() - - -class PYSAMWindPlantPerformanceModel(WindPerformanceBaseClass): - """ - An OpenMDAO component that wraps a WindPlant model. - It takes wind parameters as input and outputs power generation data. - """ - - def setup(self): - super().setup() - self.config = PYSAMWindPlantPerformanceModelConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") - ) - - self.config_name = "WindPowerSingleOwner" - self.system_model = Windpower.default(self.config_name) - - self.data_to_field_number = { - "temperature": 1, - "pressure": 2, - "wind_speed": 3, - "wind_direction": 4, - } - - def format_resource_data(self, hub_height, wind_resource_data): - """Format wind resource data into the format required for the - PySAM Windpower module. The data is formatted as: - - - **fields** (*list[int]*): integers corresponding to data type, - ex: [1, 2, 3, 4, 1, 2, 3, 4]. Ror each field (int) the corresponding data is: - - 1: Ambient temperature in degrees Celsius - - 2: Atmospheric pressure in in atmospheres. - - 3: Wind speed in meters per second (m/s) - - 4: Wind direction in degrees east of north (degrees). - - **heights** (*list[int | float]*): floats corresponding to the resource height. - ex: [100, 100, 100, 100, 120, 120, 120, 120] - - **data** (*list[list]*): list of length equal to `n_timesteps` with data of - corresponding field and resource height. - ex. if `data[t]` is [-23.5, 0.65, 7.6, 261.2, -23.7, 0.65, 7.58, 261.1] then: - - 23.5 is temperature at 100m at timestep - - 7.6 is wind speed at 100m at timestep - - 7.58 is wind speed at 120m at timestep - - Args: - hub_height (int | float): turbine hub-height in meters. - wind_resource_data (dict): wind resource data dictionary. - - Returns: - dict: PySAM formatted wind resource data. - """ - - data_to_precision = { - "temperature": 1, - "pressure": 2, - "wind_speed": 2, - "wind_direction": 1, - } - - # find the resource heights that are closest to the hub-height for - # PySAM Windpower resoure data except pressure - bounding_heights = self.calculate_bounding_heights_from_resource_data( - hub_height, - wind_resource_data, - resource_vars=["wind_speed", "wind_direction", "temperature"], - ) - - # create list of resource heights and fields (as numbers) - # heights and fields should be the same length - # heights is a list of resource heights for each data type - heights = np.repeat(bounding_heights, len(self.data_to_field_number)) - field_number_to_data = {v: k for k, v in self.data_to_field_number.items()} - # fields is a list of numbers representing the data type - fields = np.tile(list(field_number_to_data.keys()), len(bounding_heights)) - n_timesteps = int(self.options["plant_config"]["plant"]["simulation"]["n_timesteps"]) - - # initialize resource data array - resource_data = np.zeros((n_timesteps, len(fields))) - cnt = 0 - for height, field_num in zip(heights, fields): - # get the rounding precision for the field - rounding_precision = data_to_precision[field_number_to_data[field_num]] - # make the keyname for the field number and resource height to - # pull from the wind_resource_dict - resource_key = f"{field_number_to_data[field_num]}_{int(height)}m" - if resource_key in wind_resource_data: - # the resource data exists! - resource_data[:, cnt] = wind_resource_data[resource_key].round(rounding_precision) - else: - # see if the wind resource data includes any data for the field variable - if any( - field_number_to_data[field_num] in c for c in list(wind_resource_data.keys()) - ): - # get the resource heights for the field variable from wind_resource_data - data_heights = [ - float(c.split("_")[-1].replace("m", "").strip()) - for c in list(wind_resource_data.keys()) - if field_number_to_data[field_num] in c - ] - if len(data_heights) > 1: - # get the nearest resource heights nearest to the wind turbine hub-height - # for all the available resource heights corresponding to the field variable - nearby_heights = [ - self.calculate_bounding_heights_from_resource_data( - hub_ht, - wind_resource_data, - resource_vars=[field_number_to_data[field_num]], - ) - for hub_ht in data_heights - ] - # make nearby_heights a list of unique values - nearby_heights = functools.reduce(operator.iadd, nearby_heights, []) - nearby_heights = list(set(nearby_heights)) - # if theres multiple nearby heights, find the one that is closest - # to the target resource height - if len(nearby_heights) > 1: - height_diff = [ - np.abs(valid_height - height) for valid_height in nearby_heights - ] - closest_height = nearby_heights[np.argmin(height_diff).flatten()[0]] - # make the resource key for the field and closest height to use - resource_key = ( - f"{field_number_to_data[field_num]}_{int(closest_height)}m" - ) - - else: - # make the resource key for the field and closest height to use - resource_key = ( - f"{field_number_to_data[field_num]}_{int(nearby_heights[0])}m" - ) - - else: - # theres only one resource height for the data variable - # make the resource key for the field and closest height to use - resource_key = f"{field_number_to_data[field_num]}_{int(data_heights[0])}m" - if resource_key in wind_resource_data: - # check if new key is in wind_resource_data and add the data if it is - resource_data[:, cnt] = wind_resource_data[resource_key].round( - rounding_precision - ) - cnt += 1 - # format data for compatibility with PySAM WindPower - data = { - "heights": heights.astype(float).tolist(), - "fields": fields.tolist(), - "data": resource_data.tolist(), - } - return data - - def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - data = self.format_resource_data( - self.config.hub_height, discrete_inputs["wind_resource_data"] - ) - self.system_model.value("wind_resource_data", data) - - self.system_model.execute(0) - outputs["electricity_out"] = self.system_model.Outputs.gen diff --git a/h2integrate/converters/wind/wind_pysam.py b/h2integrate/converters/wind/wind_pysam.py new file mode 100644 index 000000000..9a05b9af3 --- /dev/null +++ b/h2integrate/converters/wind/wind_pysam.py @@ -0,0 +1,532 @@ +import operator +import functools +from typing import Any + +import numpy as np +import PySAM.Windpower as Windpower +import matplotlib.pyplot as plt +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import gt_zero, contains +from h2integrate.converters.wind.wind_plant_baseclass import WindPerformanceBaseClass +from h2integrate.converters.wind.layout.simple_grid_layout import ( + BasicGridLayoutConfig, + make_basic_grid_turbine_layout, +) + + +@define +class PySAMPowerCurveCalculationInputs(BaseConfig): + """Inputs for the ``calculate_powercurve()`` function in the PySAM Windpower module. + The PySAM documentation of the inputs for this function can be found + `here `_ + + + Attributes: + elevation (float): elevation in meters. Required if using Weibull resource model, + otherwise should be zero. Defaults to 0. + wind_default_max_cp (float): max power coefficient. Defaults to 0.45. + wind_default_max_tip_speed (float): max tip speed in m/s. Defaults to 60. + wind_default_max_tip_speed_ratio (float): max tip-speed ratio. Defaults to 8. + wind_default_cut_in_speed (float): cut-in wind speed in m/s. Defaults to 4. + wind_default_cut_out_speed (float): cut-out wind speed in m/s. Defaults to 25. + wind_default_drive_train (int): integer representing wind turbine drive train type. + Defaults to 0. The mapping of drive train number to drive train type is: + - 0: 3 Stage Planetary + - 1: Single Stage - Low Speed Generator + - 2: Multi-Generator + - 3: Direct Drive + """ + + elevation: int | float = field(default=0) + wind_default_max_cp: int | float = field(default=0.45) + wind_default_max_tip_speed: int | float = field(default=60) + wind_default_max_tip_speed_ratio: int | float = field(default=8) + wind_default_cut_in_speed: int | float = field(default=4) + wind_default_cut_out_speed: int | float = field(default=25) + wind_default_drive_train: int = field( + default=0, converter=int, validator=contains([0, 1, 2, 3]) + ) + + +@define +class PYSAMWindPlantPerformanceModelConfig(BaseConfig): + """Configuration class for PYSAMWindPlantPerformanceModel. + + Attributes: + num_turbines (int): number of turbines in farm + hub_height (float): wind turbine hub-height in meters + rotor_diameter (float): wind turbine rotor diameter in meters. + turbine_rating_kw (float): wind turbines rated power in kW + create_model_from (str): + - 'default': instantiate Windpower model from the default config 'config_name' + - 'new': instantiate new Windpower model (default). Requires pysam_options. + config_name (str,optional): PySAM.Windpower configuration name for non-hybrid wind systems. + Defaults to 'WindPowerSingleOwner'. Only used if create_model_from='default'. + pysam_options (dict, optional): dictionary of Windpower input parameters with + top-level keys corresponding to the different Windpower variable groups. + (please refer to Windpower documentation + `here `__ + ) + run_recalculate_power_curve (bool, optional): whether to recalculate the wind turbine + power curve. defaults to True. + """ + + num_turbines: int = field(converter=int, validator=gt_zero) + hub_height: float = field(validator=gt_zero) + rotor_diameter: float = field(validator=gt_zero) + turbine_rating_kw: float = field(validator=gt_zero) + + create_model_from: str = field( + default="new", validator=contains(["default", "new"]), converter=(str.strip, str.lower) + ) + + config_name: str = field( + default="WindPowerSingleOwner", + validator=contains( + [ + "WindPowerAllEquityPartnershipFlip", + "WindPowerCommercial", + "WindPowerLeveragedPartnershipFlip", + "WindPowerMerchantPlant", + "WindPowerNone", + "WindPowerResidential", + "WindPowerSaleLeaseback", + "WindPowerSingleOwner", + ] + ), + ) + pysam_options: dict = field(default={}) + run_recalculate_power_curve: bool = field(default=True) + layout: dict = field(default={}) + powercurve_calc_config: dict = field(default={}) + + def __attrs_post_init__(self): + if self.create_model_from == "new" and not bool(self.pysam_options): + msg = ( + "To create a new Windpower object, please provide a dictionary " + "of Windpower design variables for the 'pysam_options' key." + ) + raise ValueError(msg) + + self.check_pysam_options() + + def check_pysam_options(self): + """Checks that top-level keys of pysam_options dictionary are valid and that + system capacity is not given in pysam_options. + + Raises: + ValueError: if top-level keys of pysam_options are not valid. + ValueError: if wind_turbine_hub_ht is provided in pysam_options["Turbine"] + """ + valid_groups = [ + "Turbine", + "Farm", + "Resource", + "Losses", + "AdjustmentFactors", + "HybridCosts", + "Uncertainty", + ] + if bool(self.pysam_options): + invalid_groups = [k for k in self.pysam_options if k not in valid_groups] + if len(invalid_groups) > 0: + msg = ( + f"Invalid group(s) found in pysam_options: {invalid_groups}. " + f"Valid groups are: {valid_groups}." + ) + raise ValueError(msg) + + if self.pysam_options.get("Turbine", {}).get("hub_height", None) is not None: + msg = ( + "Please do not specify wind_turbine_hub_ht in the pysam_options dictionary. " + "The wind turbine hub height should be set with the 'hub_height' " + "performance parameter." + ) + raise ValueError(msg) + + if ( + self.pysam_options.get("Turbine", {}).get("wind_turbine_rotor_diameter", None) + is not None + ): + msg = ( + "Please do not specify wind_turbine_rotor_diameter in the pysam_options " + "dictionary. The wind turbine rotor diameter should be set with the " + "'rotor_diameter' performance parameter." + ) + raise ValueError(msg) + + return + + def create_input_dict(self): + """Create dictionary of inputs to over-write the default values + associated with the specified Windpower configuration. + + Returns: + dict: dictionary of Turbine group parameters from user-input. + """ + design_dict = { + "Turbine": { + "wind_turbine_hub_ht": self.hub_height, + "wind_turbine_rotor_diameter": self.rotor_diameter, + }, + } + + return design_dict + + +class PYSAMWindPlantPerformanceModel(WindPerformanceBaseClass): + """ + An OpenMDAO component that wraps a WindPlant model. + It takes wind parameters as input and outputs power generation data. + """ + + def setup(self): + super().setup() + + performance_inputs = self.options["tech_config"]["model_inputs"]["performance_parameters"] + + # initialize layout config + layout_options = {} + if "layout" in performance_inputs: + layout_params = self.options["tech_config"]["model_inputs"]["performance_parameters"][ + "layout" + ] + layout_mode = layout_params.get("layout_mode", "basicgrid") + layout_options = layout_params.get("layout_options", {}) + if layout_mode == "basicgrid": + self.layout_config = BasicGridLayoutConfig.from_dict(layout_options) + self.layout_mode = layout_mode + + # initialize power-curve recalc config + powercurveconfig = {} + if "powercurve_calc_config" in performance_inputs: + powercurveconfig = self.options["tech_config"]["model_inputs"][ + "performance_parameters" + ]["powercurve_calc_config"] + self.power_curve_config = PySAMPowerCurveCalculationInputs.from_dict(powercurveconfig) + + # initialize wind turbine config + self.config = PYSAMWindPlantPerformanceModelConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") + ) + + self.add_input( + "num_turbines", + val=self.config.num_turbines, + units="unitless", + desc="number of turbines in farm", + ) + + self.add_input( + "wind_turbine_rating", + val=self.config.turbine_rating_kw, + units="kW", + desc="rating of an individual turbine in kW", + ) + + self.add_input( + "rotor_diameter", + val=self.config.rotor_diameter, + units="m", + desc="turbine rotor diameter", + ) + + self.add_input( + "hub_height", + val=self.config.hub_height, + units="m", + desc="turbine hub-height in meters", + ) + + self.add_output( + "annual_energy", + val=0.0, + units="kW*h/year", + desc="Annual energy production from WindPlant in kW", + ) + self.add_output( + "total_capacity", val=0.0, units="kW", desc="Wind farm rated capacity in kW" + ) + + if self.config.create_model_from == "default": + self.system_model = Windpower.default(self.config.config_name) + elif self.config.create_model_from == "new": + self.system_model = Windpower.new(self.config.config_name) + + design_dict = self.config.create_input_dict() + if bool(self.config.pysam_options): + for group, group_parameters in self.config.pysam_options.items(): + if group in design_dict: + design_dict[group].update(group_parameters) + else: + design_dict.update({group: group_parameters}) + self.system_model.assign(design_dict) + + self.data_to_field_number = { + "temperature": 1, + "pressure": 2, + "wind_speed": 3, + "wind_direction": 4, + } + + def format_resource_data(self, hub_height, wind_resource_data): + """Format wind resource data into the format required for the + PySAM Windpower module. The data is formatted as: + + - **fields** (*list[int]*): integers corresponding to data type, + ex: [1, 2, 3, 4, 1, 2, 3, 4]. Ror each field (int) the corresponding data is: + - 1: Ambient temperature in degrees Celsius + - 2: Atmospheric pressure in in atmospheres. + - 3: Wind speed in meters per second (m/s) + - 4: Wind direction in degrees east of north (degrees). + - **heights** (*list[int | float]*): floats corresponding to the resource height. + ex: [100, 100, 100, 100, 120, 120, 120, 120] + - **data** (*list[list]*): list of length equal to `n_timesteps` with data of + corresponding field and resource height. + ex. if `data[t]` is [-23.5, 0.65, 7.6, 261.2, -23.7, 0.65, 7.58, 261.1] then: + - 23.5 is temperature at 100m at timestep + - 7.6 is wind speed at 100m at timestep + - 7.58 is wind speed at 120m at timestep + + Args: + hub_height (int | float): turbine hub-height in meters. + wind_resource_data (dict): wind resource data dictionary. + + Returns: + dict: PySAM formatted wind resource data. + """ + + data_to_precision = { + "temperature": 1, + "pressure": 2, + "wind_speed": 2, + "wind_direction": 1, + } + + # find the resource heights that are closest to the hub-height for + # PySAM Windpower resource data except pressure + bounding_heights = self.calculate_bounding_heights_from_resource_data( + hub_height, + wind_resource_data, + resource_vars=["wind_speed", "wind_direction", "temperature"], + ) + + # create list of resource heights and fields (as numbers) + # heights and fields should be the same length + # heights is a list of resource heights for each data type + heights = np.repeat(bounding_heights, len(self.data_to_field_number)) + field_number_to_data = {v: k for k, v in self.data_to_field_number.items()} + # fields is a list of numbers representing the data type + fields = np.tile(list(field_number_to_data.keys()), len(bounding_heights)) + n_timesteps = int(self.options["plant_config"]["plant"]["simulation"]["n_timesteps"]) + + # initialize resource data array + resource_data = np.zeros((n_timesteps, len(fields))) + cnt = 0 + for height, field_num in zip(heights, fields): + # get the rounding precision for the field + rounding_precision = data_to_precision[field_number_to_data[field_num]] + # make the keyname for the field number and resource height to + # pull from the wind_resource_dict + resource_key = f"{field_number_to_data[field_num]}_{int(height)}m" + if resource_key in wind_resource_data: + # the resource data exists! + resource_data[:, cnt] = wind_resource_data[resource_key].round(rounding_precision) + else: + # see if the wind resource data includes any data for the field variable + if any( + field_number_to_data[field_num] in c for c in list(wind_resource_data.keys()) + ): + # get the resource heights for the field variable from wind_resource_data + data_heights = [ + float(c.split("_")[-1].replace("m", "").strip()) + for c in list(wind_resource_data.keys()) + if field_number_to_data[field_num] in c + ] + if len(data_heights) > 1: + # get the nearest resource heights nearest to the wind turbine hub-height + # for all the available resource heights corresponding to the field variable + nearby_heights = [ + self.calculate_bounding_heights_from_resource_data( + hub_ht, + wind_resource_data, + resource_vars=[field_number_to_data[field_num]], + ) + for hub_ht in data_heights + ] + # make nearby_heights a list of unique values + nearby_heights = functools.reduce(operator.iadd, nearby_heights, []) + nearby_heights = list(set(nearby_heights)) + # if theres multiple nearby heights, find the one that is closest + # to the target resource height + if len(nearby_heights) > 1: + height_diff = [ + np.abs(valid_height - height) for valid_height in nearby_heights + ] + closest_height = nearby_heights[np.argmin(height_diff).flatten()[0]] + # make the resource key for the field and closest height to use + resource_key = ( + f"{field_number_to_data[field_num]}_{int(closest_height)}m" + ) + + else: + # make the resource key for the field and closest height to use + resource_key = ( + f"{field_number_to_data[field_num]}_{int(nearby_heights[0])}m" + ) + + else: + # theres only one resource height for the data variable + # make the resource key for the field and closest height to use + resource_key = f"{field_number_to_data[field_num]}_{int(data_heights[0])}m" + if resource_key in wind_resource_data: + # check if new key is in wind_resource_data and add the data if it is + resource_data[:, cnt] = wind_resource_data[resource_key].round( + rounding_precision + ) + cnt += 1 + # format data for compatibility with PySAM WindPower + data = { + "heights": heights.astype(float).tolist(), + "fields": fields.tolist(), + "data": resource_data.tolist(), + } + return data + + def recalculate_power_curve(self, rotor_diameter, turbine_rating_kw): + """Update the turbine power curve for a given rotor diameter and rated turbine capacity. + + Args: + rotor_diameter (int): turbine rotor diameter in meters. + turbine_rating_kw (float | int): desired turbine rated capacity in kW + + Returns: + bool: True if the new power curve has a maximum value equal to `turbine_rating_kw` + """ + + self.system_model.Turbine.calculate_powercurve( + turbine_rating_kw, + int(rotor_diameter), + self.power_curve_config.elevation, + self.power_curve_config.wind_default_max_cp, + self.power_curve_config.wind_default_max_tip_speed, + self.power_curve_config.wind_default_max_tip_speed_ratio, + self.power_curve_config.wind_default_cut_in_speed, + self.power_curve_config.wind_default_cut_out_speed, + self.power_curve_config.wind_default_drive_train, + ) + success = False + if max(self.system_model.value("wind_turbine_powercurve_powerout")) == float( + turbine_rating_kw + ): + success = True + return success + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + rotor_diameter = inputs["rotor_diameter"][0] + turbine_rating_kw = inputs["wind_turbine_rating"][0] + n_turbs = int(np.round(inputs["num_turbines"][0])) + + # format resource data and input into model + data = self.format_resource_data( + inputs["hub_height"][0], discrete_inputs["wind_resource_data"] + ) + self.system_model.value("wind_resource_data", data) + + # recalculate power curve based on rotor diameter and turbine rating + success = True + if self.config.run_recalculate_power_curve: + success = self.recalculate_power_curve(rotor_diameter, turbine_rating_kw) + + # if power-curve could not be adjusted to match input values + if not success: + msg = ( + "Could not adjust turbine powercurve to match turbine rating of ", + f"{turbine_rating_kw} kW with a rotor diameter of {rotor_diameter} meters", + ) + raise ValueError(msg) + + # assign new turbine specs to the model + turbine_rated_power_kW = max(self.system_model.value("wind_turbine_powercurve_powerout")) + farm_capacity = turbine_rated_power_kW * n_turbs + self.system_model.value("wind_turbine_rotor_diameter", rotor_diameter) + self.system_model.value("wind_turbine_hub_ht", inputs["hub_height"][0]) + self.system_model.value("system_capacity", farm_capacity) + + # make layout for number of turbines + if self.layout_mode == "basicgrid": + x_pos, y_pos = make_basic_grid_turbine_layout( + self.system_model.value("wind_turbine_rotor_diameter"), n_turbs, self.layout_config + ) + + self.system_model.value("wind_farm_xCoordinates", tuple(x_pos)) + self.system_model.value("wind_farm_yCoordinates", tuple(y_pos)) + + # run the model + self.system_model.execute(0) + + outputs["electricity_out"] = self.system_model.Outputs.gen + outputs["total_capacity"] = self.system_model.Farm.system_capacity + outputs["annual_energy"] = self.system_model.Outputs.annual_energy + + def post_process(self, show_plots=False): + def plot_turbine_points( + ax: plt.Axes = None, + plotting_dict: dict[str, Any] = {}, + ) -> plt.Axes: + """ + Plots turbine layout. + + Args: + ax (plt.Axes, optional): An existing axes object to plot on. If None, + a new figure and axes will be created. Defaults to None. + plotting_dict (Dict[str, Any], optional): A dictionary to customize plot + appearance. Valid keys include: + * 'color' (str): Turbine marker color. Defaults to 'black'. + * 'marker' (str): Turbine marker style. Defaults to '.'. + * 'markersize' (int): Turbine marker size. Defaults to 10. + * 'label' (str): Label for the legend. Defaults to None. + + Returns: + plt.Axes: The axes object used for the plot. + + Raises: + IndexError: If any value in `turbine_indices` is an invalid turbine index. + """ + + # Generate axis, if needed + if ax is None: + _, ax = plt.subplots() + + xpos = self.system_model.value("wind_farm_xCoordinates") + ypos = self.system_model.value("wind_farm_yCoordinates") + + # Generate plotting dictionary + default_plotting_dict = { + "color": "black", + "marker": ".", + "markersize": 10, + "label": None, + } + plotting_dict = {**default_plotting_dict, **plotting_dict} + + # Plot + ax.plot( + xpos, + ypos, + linestyle="None", + **plotting_dict, + ) + + # Make sure axis set to equal + ax.axis("equal") + + return ax + + if show_plots is True: + _, ax = plt.subplots(1, 1, figsize=(16, 10)) + plot_turbine_points(ax=ax) + plt.xlabel("x-coordinate") + plt.ylabel("y-coordinate") diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index 273ff2047..e204d0626 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -4,6 +4,7 @@ import yaml import numpy as np import openmdao.api as om +import matplotlib.pyplot as plt from h2integrate.core.utilities import create_xdsm_from_config from h2integrate.finances.finances import AdjustedCapexOpexComp @@ -272,8 +273,8 @@ def create_technology_models(self): individual_tech_config.get("finance_model", {}).get("model") if ( perf_model - and perf_model == cost_model - and perf_model in combined_performance_and_cost_models + and (perf_model == cost_model) + and (perf_model in combined_performance_and_cost_models) ): # Catch dispatch rules for systems that have the same performance & cost models if "dispatch_rule_set" in individual_tech_config: @@ -294,10 +295,10 @@ def create_technology_models(self): plant_config=self.plant_config, tech_config=individual_tech_config, ) - tech_group.add_subsystem(tech_name, comp, promotes=["*"]) - self.performance_models.append(comp) - self.cost_models.append(comp) - self.finance_models.append(comp) + om_model_object = tech_group.add_subsystem(tech_name, comp, promotes=["*"]) + self.performance_models.append(om_model_object) + self.cost_models.append(om_model_object) + self.finance_models.append(om_model_object) continue @@ -312,14 +313,14 @@ def create_technology_models(self): for model_type in model_types: if model_type in individual_tech_config: - model_object = self._process_model( + om_model_object = self._process_model( model_type, individual_tech_config, tech_group ) if "control_strategy" in model_type: plural_model_type_name = "control_strategies" else: plural_model_type_name = model_type + "s" - getattr(self, plural_model_type_name).append(model_object) + getattr(self, plural_model_type_name).append(om_model_object) elif model_type == "performance_model": raise KeyError("Model definition requires 'performance_model'.") @@ -357,7 +358,7 @@ def _process_model(self, model_type, individual_tech_config, tech_group): # Generalized function to process model definitions model_name = individual_tech_config[model_type]["model"] model_object = self.supported_models[model_name] - tech_group.add_subsystem( + om_model_object = tech_group.add_subsystem( model_name, model_object( driver_config=self.driver_config, @@ -366,7 +367,7 @@ def _process_model(self, model_type, individual_tech_config, tech_group): ), promotes=["*"], ) - return model_object + return om_model_object def create_finance_model(self): """ @@ -1036,13 +1037,22 @@ def run(self): self.prob.run_driver() - def post_process(self): + def post_process(self, show_plots=False): """ Post-process the results of the OpenMDAO model. - Right now, this just means printing the inputs and outputs to all systems in the model. + Right now, this means printing the inputs and outputs to all systems in the model. We currently exclude any variables with "resource_data" in the name, since those are large dictionary variables that are not correctly formatted when printing. + + Also, if `show_plots` is set to True, then any performance models with post-processing + plots available will be run and shown. """ self.prob.model.list_inputs(units=True, print_mean=True, excludes=["*resource_data"]) self.prob.model.list_outputs(units=True, print_mean=True, excludes=["*resource_data"]) + + for model in self.performance_models: + if hasattr(model, "post_process") and callable(model.post_process): + model.post_process(show_plots=show_plots) + if show_plots: + plt.show() diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index 5e5ffd1e7..d8c6e6f17 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -3,13 +3,14 @@ from h2integrate.transporters.pipe import PipePerformanceModel from h2integrate.transporters.cable import CablePerformanceModel from h2integrate.converters.steel.steel import SteelPerformanceModel, SteelCostAndFinancialModel -from h2integrate.converters.wind.wind_plant import WindPlantCostModel, WindPlantPerformanceModel +from h2integrate.converters.wind.wind_pysam import PYSAMWindPlantPerformanceModel from h2integrate.finances.profast_financial import ProFastComp from h2integrate.transporters.generic_summer import GenericSummerPerformanceModel from h2integrate.converters.hopp.hopp_wrapper import HOPPComponent from h2integrate.converters.solar.solar_pysam import PYSAMSolarPlantPerformanceModel from h2integrate.storage.generic_storage_cost import GenericStorageCostModel from h2integrate.storage.hydrogen.eco_storage import H2Storage +from h2integrate.converters.wind.atb_wind_cost import ATBWindPlantCostModel from h2integrate.storage.battery.pysam_battery import PySAMBatteryPerformanceModel from h2integrate.transporters.generic_combiner import GenericCombinerPerformanceModel from h2integrate.transporters.generic_splitter import GenericSplitterPerformanceModel @@ -20,7 +21,6 @@ HydrogenTankPerformanceModel, ) from h2integrate.converters.hydrogen.wombat_model import WOMBATElectrolyzerModel -from h2integrate.converters.wind.wind_plant_pysam import PYSAMWindPlantPerformanceModel from h2integrate.storage.battery.atb_battery_cost import ATBBatteryCostModel from h2integrate.converters.ammonia.ammonia_synloop import ( AmmoniaSynLoopCostModel, @@ -113,8 +113,7 @@ "goes_fulldisc_solar_v4_api": GOESFullDiscSolarAPI, "goes_tmy_solar_v4_api": GOESTMYSolarAPI, # Converters - "wind_plant_performance": WindPlantPerformanceModel, - "wind_plant_cost": WindPlantCostModel, + "atb_wind_cost": ATBWindPlantCostModel, "pysam_wind_plant_performance": PYSAMWindPlantPerformanceModel, "pysam_solar_plant_performance": PYSAMSolarPlantPerformanceModel, "atb_utility_pv_cost": ATBUtilityPVCostModel, diff --git a/h2integrate/resource/wind/wind_resource_base.py b/h2integrate/resource/wind/wind_resource_base.py index de27b83d8..c6fdb095e 100644 --- a/h2integrate/resource/wind/wind_resource_base.py +++ b/h2integrate/resource/wind/wind_resource_base.py @@ -47,7 +47,7 @@ def compare_units_and_correct(self, data, data_units): - **data_units** (*dict*): updated units of data in ``data``. """ for data_col, orig_units in data_units.items(): - output_var = [k for k, v in self.output_vars_to_units.items() if k in data_col] + output_var = [k for k in self.output_vars_to_units if k in data_col] if len(output_var) == 1: desired_units = self.output_vars_to_units[output_var[0]] if desired_units != orig_units: diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index 528dcbec2..f038431fb 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -734,11 +734,11 @@ def test_electrolyzer_om_example(subtests): "finance_subgroup_hydrogen.LCOH_lcoe_financials", units="USD/kg" )[0] with subtests.test("Check LCOE"): - assert pytest.approx(lcoe, rel=1e-5) == 39.98869 + assert pytest.approx(lcoe, rel=1e-4) == 39.98869 with subtests.test("Check LCOH with lcoh_financials"): - assert pytest.approx(lcoh_with_lcoh_finance, rel=1e-5) == 13.0954678 + assert pytest.approx(lcoh_with_lcoh_finance, rel=1e-4) == 13.0954678 with subtests.test("Check LCOH with lcoe_financials"): - assert pytest.approx(lcoh_with_lcoe_finance, rel=1e-5) == 8.00321771 + assert pytest.approx(lcoh_with_lcoe_finance, rel=1e-4) == 8.00321771 def test_wombat_electrolyzer_example(subtests): @@ -821,11 +821,11 @@ def test_pyomo_heuristic_dispatch_example(subtests): # Subtest for LCOE with subtests.test("Check all LCOE value"): lcoe = model.prob.get_val("finance_subgroup_all_electricity.LCOE")[0] - assert lcoe == pytest.approx(0.07470820840238226, rel=1e-6) + assert lcoe == pytest.approx(0.08157197567200995, rel=1e-6) with subtests.test("Check dispatched LCOE value"): lcoe = model.prob.get_val("finance_subgroup_dispatched_electricity.LCOE")[0] - assert lcoe == pytest.approx(0.5473068063691052, rel=1e-6) + assert lcoe == pytest.approx(0.5975902853904799, rel=1e-6) # Subtest for total electricity produced with subtests.test("Check total electricity produced"): From 50e7659e887292cad35a93513d90c84220ca490d Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Mon, 3 Nov 2025 16:00:28 -0700 Subject: [PATCH 45/79] Added CsvGenerator option for design of experiments (#314) * added example input files * added csv generator as doe option and new methods to check the csv file beforehand * minor bugfixes and updates * added jupyter notebook for example 20 * Added doc page and updated pyproject.toml * added test for unique filename function * updated CHANGELOG.md * updated example 20 jupyter notebook * added test for new example with csv gen * Minor changes during review * added inline comments to utilities function --------- Co-authored-by: John Jasa --- CHANGELOG.md | 2 + docs/_toc.yml | 1 + .../design_of_experiments_in_h2i.md | 138 +++++++ docs/user_guide/design_optimization_in_h2i.md | 8 +- .../how_to_set_up_an_analysis.ipynb | 2 +- docs/user_guide/postprocessing_results.md | 6 +- .../hydrogen_dispatch.ipynb | 2 +- .../20_solar_electrolyzer_doe.yaml | 7 + .../csv_doe_cases.csv | 11 + .../driver_config.yaml | 34 ++ .../plant_config.yaml | 106 +++++ .../run_csv_doe.ipynb | 389 ++++++++++++++++++ .../tech_config.yaml | 59 +++ h2integrate/core/pose_optimization.py | 21 +- h2integrate/core/test/test_utilities.py | 22 +- h2integrate/core/utilities.py | 174 ++++++++ pyproject.toml | 1 + tests/h2integrate/test_all_examples.py | 126 ++++++ 18 files changed, 1097 insertions(+), 12 deletions(-) create mode 100644 docs/user_guide/design_of_experiments_in_h2i.md create mode 100644 examples/20_solar_electrolyzer_doe/20_solar_electrolyzer_doe.yaml create mode 100644 examples/20_solar_electrolyzer_doe/csv_doe_cases.csv create mode 100644 examples/20_solar_electrolyzer_doe/driver_config.yaml create mode 100644 examples/20_solar_electrolyzer_doe/plant_config.yaml create mode 100644 examples/20_solar_electrolyzer_doe/run_csv_doe.ipynb create mode 100644 examples/20_solar_electrolyzer_doe/tech_config.yaml diff --git a/CHANGELOG.md b/CHANGELOG.md index 78d9cf9cf..66b97c972 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -9,6 +9,8 @@ - Added framework to run heuristic load following dispatch for storage technologies - Added PySAM battery model as a storage technology performance model - Added `create_om_reports` option to driver config to enable/disable OpenMDAO reports (N2 diagrams, etc.) +- Added design of experiment functionality +- Added "csvgen" as generator type for design of experiments - Added PySAM Windpower performance model to simulate wind. - Added `simple_grid_layout.py` for wind plant layout modeling, can model square or rectangular layouts. - Added ability to visualize the wind plant layout for PySAM Windpower model using `post_process(show_plots=True)`. diff --git a/docs/_toc.yml b/docs/_toc.yml index dfa58d12d..45f4ddb79 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -15,6 +15,7 @@ parts: - file: user_guide/how_to_set_up_an_analysis - file: user_guide/connecting_technologies - file: user_guide/design_optimization_in_h2i + - file: user_guide/design_of_experiments_in_h2i - file: user_guide/postprocessing_results - file: user_guide/how_to_interface_with_user_defined_model - file: user_guide/how_to_run_several_cases_in_sequence diff --git a/docs/user_guide/design_of_experiments_in_h2i.md b/docs/user_guide/design_of_experiments_in_h2i.md new file mode 100644 index 000000000..1b4ae340a --- /dev/null +++ b/docs/user_guide/design_of_experiments_in_h2i.md @@ -0,0 +1,138 @@ +# Design of experiments in H2I + +One of the key features of H2Integrate is the ability to perform a design of experiments (DOE) for hybrid energy systems. + +The design of experiments process uses the `driver_config.yaml` file to define the design sweep, including the design variables, constraints, and objective functions. +Detailed information on setting up the `driver_config.yaml` file can be found [here](https://h2integrate.readthedocs.io/en/latest/user_guide/design_optimization_in_h2i.html) + +## Driver config file + +The driver config file defines the analysis type and the optimization or design of experiments settings. +For completeness, here is an example of a driver config file for a design of experiments problem: + +```yaml +name: "driver_config" +description: "Runs a design sweep" + +general: + folder_output: outputs + +driver: + design_of_experiments: + flag: True + generator: "csvgen" #type of generator to use + filename: "" #this input is specific to the "csvgen" generator + debug_print: False + +design_variables: + solar: + capacity_kWdc: + flag: true + lower: 5000.0 + upper: 5000000.0 + units: "kW" + electrolyzer: + n_clusters: + flag: true + lower: 1 + upper: 25 + units: "unitless" + +constraints: #constraints are not used within the design of experiments run +# but are accessible in the recorder file as constraint variables + +objective: #the objective is not used within the design of experiments run +# but is accessible in the recorder file as the objective + name: finance_subgroup_hydrogen.LCOH + +recorder: + file: "cases.sql" + flag: True + includes: ["*"] + excludes: ['*_resource*'] +``` + +## Types of Generators +H2Integrate currently supports the following types of generators: +- ["uniform"](#uniform): uses the `UniformGenerator` generator +- ["fullfact"](#fullfactorial): uses the `FullFactorialGenerator` generator +- ["plackettburman"](#plackettburman): uses the `PlackettBurmanGenerator` generator +- ["boxbehnken"](#boxbehnken): uses the `BoxBehnkenGenerator` generator +- ["latinhypercube"](#latinhypercube): uses the `LatinHypercubeGenerator` generator +- ["csvgen"](#csv): uses the `CSVGenerator` generator + +Documentation for each generator type can be found on [OpenMDAO's documentation page](https://openmdao.org/newdocs/versions/latest/_srcdocs/packages/drivers/doe_generators.html). + +### Uniform + +```yaml +driver: + design_of_experiments: + flag: True + generator: "uniform" #type of generator to use + num_samples: 10 #input is specific to this generator + seed: #input is specific to this generator +``` + +### FullFactorial +```yaml +driver: + design_of_experiments: + flag: True + generator: "fullfact" #type of generator to use + levels: 2 #input is specific to this generator +``` + +The **levels** input is the number of evenly spaced levels between each design variable lower and upper bound. + +You can check the values that will be used for a specific design variable by running: +```python +import numpy as np +design_variable_values = np.linspace(lower_bound,upper_bound,levels) +``` + + +### PlackettBurman +```yaml +driver: + design_of_experiments: + flag: True + generator: "plackettburman" #type of generator to use +``` + +### BoxBehnken +```yaml +driver: + design_of_experiments: + flag: True + generator: "boxbehnken" #type of generator to use +``` + +### LatinHypercube +```yaml +driver: + design_of_experiments: + flag: True + generator: "latinhypercube" #type of generator to use + num_samples: 10 #input is specific to this generator + criterion: "center" #input is specific to this generator + seed: #input is specific to this generator +``` + + +### CSV +This method is useful if there are specific combinations of designs variables that you want to sweep. An example is shown here: + +```yaml +driver: + design_of_experiments: + flag: True + generator: "csvgen" #type of generator to use + filename: "cases_to_run.csv" #input is specific to this generator +``` + +The **filename** input is the filepath to the csv file to read cases from. The first row of the csv file should contain the names of the design variables. The rest of the rows should contain the values of that design variable you want to run (such as `solar.capacity_kWdc` or `electrolyzer.n_clusters`). **The values in the csv file are expected to be in the same units specified for that design variable**. + +```{note} +You should check the csv file for potential formatting issues before running a simulation. This can be done using the `check_file_format_for_csv_generator` method in `h2integrate/core/utilities.py`. Usage of this method is shown in the `20_solar_electrolyzer_doe` example in the `examples` folder. +``` diff --git a/docs/user_guide/design_optimization_in_h2i.md b/docs/user_guide/design_optimization_in_h2i.md index 40d86428e..624105e18 100644 --- a/docs/user_guide/design_optimization_in_h2i.md +++ b/docs/user_guide/design_optimization_in_h2i.md @@ -53,7 +53,7 @@ constraints: units: kg/year objective: - name: financials_group_default.LCOH + name: finance_subgroup_default.LCOH ``` ```{note} @@ -122,7 +122,7 @@ See [this doc page](https://openmdao.org/newdocs/versions/latest/features/core_f Lastly, as you might expect, the `objective` section of the driver config file defines the objective function for the optimization problem. The objective function is the quantity that we are trying to minimize during the optimization process. -In this example, we have a single objective function, `financials_group_default.LCOH`, which is the levelized cost of hydrogen (LCOH) produced by the electrolyzer. +In this example, we have a single objective function, `finance_subgroup_default.LCOH`, which is the levelized cost of hydrogen (LCOH) produced by the electrolyzer. The objective function is defined as a string that specifies the name of the objective function in the analysis. The `promoted_name` of the objective function is used to identify the objective function in the analysis. @@ -135,9 +135,9 @@ varname val units prom_name ------------------------------------ ------------------- --------- ------------------------------------------------------------- <...cut for brevity...> ProFastComp_0 - LCOE [0.09009908] USD/kW/h financials_group_default.LCOE + LCOE [0.09009908] USD/kW/h finance_subgroup_default.LCOE ProFastComp_1 - LCOH [4.63528661] USD/kg financials_group_default.LCOH + LCOH [4.63528661] USD/kg finance_subgroup_default.LCOH ``` This is the name that you will use to reference the objective function in the driver config file and it is useful to refer to this output when you are setting up your optimization problem. diff --git a/docs/user_guide/how_to_set_up_an_analysis.ipynb b/docs/user_guide/how_to_set_up_an_analysis.ipynb index e0145e345..2283bee94 100644 --- a/docs/user_guide/how_to_set_up_an_analysis.ipynb +++ b/docs/user_guide/how_to_set_up_an_analysis.ipynb @@ -142,7 +142,7 @@ " [\"wind\", \"electrolyzer\", \"electricity\", \"cable\"],\n", " [\"electrolyzer\", \"h2_storage\", \"efficiency\"],\n", " [\"electrolyzer\", \"h2_storage\", \"hydrogen\", \"pipe\"],\n", - " [\"financials_group_1\", \"steel\", \"LCOH\"],\n", + " [\"finance_subgroup_1\", \"steel\", \"LCOH\"],\n", " [\"wind\", \"steel\", \"electricity\", \"cable\"],\n", " # etc\n", "]\n", diff --git a/docs/user_guide/postprocessing_results.md b/docs/user_guide/postprocessing_results.md index e2830011d..a56250a55 100644 --- a/docs/user_guide/postprocessing_results.md +++ b/docs/user_guide/postprocessing_results.md @@ -39,11 +39,11 @@ plant CapEx [6.75464089e+08] USD electrolyzer.CapEx OpEx [16541049.81608545] USD/year electrolyzer.OpEx <...> - financials_group_default + finance_subgroup_default ProFastComp_0 - LCOH [7.47944016] USD/kg financials_group_default.LCOH + LCOH [7.47944016] USD/kg finance_subgroup_default.LCOH ProFastComp_1 - LCOE [0.09795931] USD/kW/h financials_group_default.LCOE + LCOE [0.09795931] USD/kW/h finance_subgroup_default.LCOE steel steel_performance steel |9615.91147134| t/year steel.steel diff --git a/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb b/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb index a6910bdf0..38f2732f9 100644 --- a/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb +++ b/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb @@ -110,7 +110,7 @@ " demand_open_loop_controller\n", " hydrogen_in |791848.83895374| kg/h h2_storage.hydrogen_in \n", " hydrogen_demand |467974.3582719| kg/h**2 h2_storage.hydrogen_demand \n", - " financials_group_default\n", + " finance_subgroup_default\n", " electricity_sum\n", " electricity_wind |40580346.11525534| kW finance_subgroup_elec.electricity_sum.electricity_wind 356785.74303116 \n", " adjusted_capex_opex_comp\n", diff --git a/examples/20_solar_electrolyzer_doe/20_solar_electrolyzer_doe.yaml b/examples/20_solar_electrolyzer_doe/20_solar_electrolyzer_doe.yaml new file mode 100644 index 000000000..c230e280d --- /dev/null +++ b/examples/20_solar_electrolyzer_doe/20_solar_electrolyzer_doe.yaml @@ -0,0 +1,7 @@ +name: "H2Integrate_config" + +system_summary: "Run DOE over solar and electrolyzer capacities" + +driver_config: "driver_config.yaml" +technology_config: "tech_config.yaml" +plant_config: "plant_config.yaml" diff --git a/examples/20_solar_electrolyzer_doe/csv_doe_cases.csv b/examples/20_solar_electrolyzer_doe/csv_doe_cases.csv new file mode 100644 index 000000000..5bbfb651c --- /dev/null +++ b/examples/20_solar_electrolyzer_doe/csv_doe_cases.csv @@ -0,0 +1,11 @@ +solar.capacity_kWdc,electrolyzer.n_clusters +25000.0,5.0 +50000.0,5.0 +100000.0,5.0 +200000.0,5.0 +50000.0,10.0 +100000.0,10.0 +200000.0,10.0 +250000.0,10.0 +300000.0,10.0 +500000.0,10.0 diff --git a/examples/20_solar_electrolyzer_doe/driver_config.yaml b/examples/20_solar_electrolyzer_doe/driver_config.yaml new file mode 100644 index 000000000..939a1993f --- /dev/null +++ b/examples/20_solar_electrolyzer_doe/driver_config.yaml @@ -0,0 +1,34 @@ +description: Driver config for CSVGen design of experiments +name: driver_config + +general: + folder_output: ex_20_out + create_om_reports: true +driver: + design_of_experiments: + flag: true + debug_print: true + generator: "csvgen" + filename: "csv_doe_cases.csv" + run_parallel: false +design_variables: + solar: + capacity_kWdc: + flag: true + lower: 5000.0 + upper: 5000000.0 + units: "kW" + electrolyzer: + n_clusters: + flag: true + lower: 1 + upper: 25 + units: "unitless" +objective: + name: finance_subgroup_hydrogen.LCOH_optimistic +recorder: + file: cases.sql + overwrite_recorder: true + flag: true + includes: ['*'] + excludes: ['*_resource*'] diff --git a/examples/20_solar_electrolyzer_doe/plant_config.yaml b/examples/20_solar_electrolyzer_doe/plant_config.yaml new file mode 100644 index 000000000..4994333bc --- /dev/null +++ b/examples/20_solar_electrolyzer_doe/plant_config.yaml @@ -0,0 +1,106 @@ +name: "plant_config" +description: "This plant uses solar resource data from 2012" + +site: + latitude: 34.22 + longitude: -102.75 + year: 2012 + + # array of polygons defining boundaries with x/y coords + boundaries: [ + { + x: [0.0, 1000.0, 1000.0, 0.0], + y: [0.0, 0.0, 100.0, 1000.0], + }, + { + x: [2000.0, 2500.0, 2000.0], + y: [2000.0, 2000.0, 2500.0], + } + ] + + + resources: + solar_resource: + resource_model: "goes_aggregated_solar_v4_api" + resource_parameters: + resource_year: 2012 + resource_filename: "34.22_-102.75_2012_goes_aggregated_v4_60min_utc_tz.csv" + +# array of arrays containing left-to-right technology +technology_interconnections: [ + ["solar", "electrolyzer", "electricity", "cable"], #connect solar power to electrolyzer +] + +resource_to_tech_connections: [ + # connect the solar resource to the solar technology + ['solar_resource', 'solar', 'solar_resource_data'], +] + +plant: + plant_life: 30 + simulation: + n_timesteps: 8760 + dt: 3600 + timezone: 0 + +finance_parameters: + finance_groups: + optimistic: + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.0615 + debt_equity_ratio: 2.82 + property_tax_and_insurance: 0.015 + total_income_tax_rate: 0.2574 + capital_gains_tax_rate: 0.15 + sales_tax_rate: 0.00 + debt_interest_rate: 0.0439 + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan" + loan_period_if_used: 0 # Not used for "Revolving debt" + cash_onhand_months: 1 + admin_expense: 0.00 # percent of sales + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" + depr_period: 5 # 5 years + refurb: [0.] + conservative: + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.0948 + debt_equity_ratio: 1.72 + property_tax_and_insurance: 0.015 + total_income_tax_rate: 0.2574 + capital_gains_tax_rate: 0.15 + sales_tax_rate: 0.00 + debt_interest_rate: 0.046 + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan" + loan_period_if_used: 0 # Not used for "Revolving debt" + cash_onhand_months: 1 + admin_expense: 0.00 # percent of sales + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" + depr_period: 5 + refurb: [0.] + + finance_subgroups: + electricity: + commodity: "electricity" + commodity_stream: "solar" + finance_groups: ["optimistic", "conservative"] + technologies: ["solar"] + hydrogen: + commodity: "hydrogen" + commodity_stream: "electrolyzer" + finance_groups: ["optimistic", "conservative"] + technologies: ["solar","electrolyzer"] + cost_adjustment_parameters: + cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year + target_dollar_year: 2022 diff --git a/examples/20_solar_electrolyzer_doe/run_csv_doe.ipynb b/examples/20_solar_electrolyzer_doe/run_csv_doe.ipynb new file mode 100644 index 000000000..b7fadf922 --- /dev/null +++ b/examples/20_solar_electrolyzer_doe/run_csv_doe.ipynb @@ -0,0 +1,389 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Running Design of Experiments (DOE) using CSVGenerator\n", + "\n", + "In this example, the `driver_config.yaml` file is set-up to run a design of experiments for different combinations of solar and electrolyzer capacities using the \"csvgen\" generator method.\n", + "\n", + "```yaml\n", + "general:\n", + " folder_output: ex_20_out\n", + " create_om_reports: true\n", + "driver:\n", + " design_of_experiments:\n", + " flag: true\n", + " debug_print: true\n", + " generator: \"csvgen\"\n", + " filename: \"csv_doe_cases.csv\"\n", + "design_variables:\n", + " solar:\n", + " capacity_kWdc:\n", + " flag: true\n", + " lower: 5000.0\n", + " upper: 5000000.0\n", + " units: \"kW\"\n", + " electrolyzer:\n", + " n_clusters:\n", + " flag: true\n", + " lower: 1\n", + " upper: 25\n", + " units: \"unitless\"\n", + "```\n", + "\n", + "The different combinations of solar and electrolzyer capacities are listed in the csv file \"csv_doe_cases.csv\":\n", + "\n", + "```text\n", + "solar.capacity_kWdc,electrolyzer.n_clusters\n", + "25000.0,5.0\n", + "50000.0,5.0\n", + "100000.0,5.0\n", + "200000.0,5.0\n", + "50000.0,10.0\n", + "100000.0,10.0\n", + "200000.0,10.0\n", + "250000.0,10.0\n", + "300000.0,10.0\n", + "500000.0,10.0\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/egrant/Documents/projects/GreenHEART/examples/20_solar_electrolyzer_doe/log/hybrid_systems_2025-10-24T17.27.59.955461.log\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/egrant/opt/anaconda3/envs/h2i_env/lib/python3.11/site-packages/fastkml/__init__.py:28: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", + " from pkg_resources import DistributionNotFound\n" + ] + } + ], + "source": [ + "from h2integrate.core.h2integrate_model import H2IntegrateModel" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model set-up and attempted run\n", + "\n", + "We initialize the H2Integrate model and attempt to run the model. A UserWarning will be thrown saying that something may be wrong with our .csv file." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "ename": "UserWarning", + "evalue": "There may be issues with the csv file csv_doe_cases.csv, which may cause errors within OpenMDAO. To check this csv file or create a new one, run the function h2integrate.core.utilities.check_file_format_for_csv_generator().", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mUserWarning\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[2]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;66;03m# Create a H2Integrate model\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m model = \u001b[43mH2IntegrateModel\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m20_solar_electrolyzer_doe.yaml\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 3\u001b[39m \u001b[38;5;66;03m# Run the model\u001b[39;00m\n\u001b[32m 4\u001b[39m model.run()\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/projects/GreenHEART/h2integrate/core/h2integrate_model.py:61\u001b[39m, in \u001b[36mH2IntegrateModel.__init__\u001b[39m\u001b[34m(self, config_file)\u001b[39m\n\u001b[32m 57\u001b[39m \u001b[38;5;28mself\u001b[39m.connect_technologies()\n\u001b[32m 59\u001b[39m \u001b[38;5;66;03m# create driver model\u001b[39;00m\n\u001b[32m 60\u001b[39m \u001b[38;5;66;03m# might be an analysis or optimization\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m61\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mcreate_driver_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/projects/GreenHEART/h2integrate/core/h2integrate_model.py:964\u001b[39m, in \u001b[36mH2IntegrateModel.create_driver_model\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 962\u001b[39m myopt = PoseOptimization(\u001b[38;5;28mself\u001b[39m.driver_config)\n\u001b[32m 963\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mdriver\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m.driver_config:\n\u001b[32m--> \u001b[39m\u001b[32m964\u001b[39m \u001b[43mmyopt\u001b[49m\u001b[43m.\u001b[49m\u001b[43mset_driver\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mprob\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 965\u001b[39m myopt.set_objective(\u001b[38;5;28mself\u001b[39m.prob)\n\u001b[32m 966\u001b[39m myopt.set_design_variables(\u001b[38;5;28mself\u001b[39m.prob)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/projects/GreenHEART/h2integrate/core/pose_optimization.py:337\u001b[39m, in \u001b[36mPoseOptimization.set_driver\u001b[39m\u001b[34m(self, opt_prob)\u001b[39m\n\u001b[32m 333\u001b[39m valid_file = check_file_format_for_csv_generator(\n\u001b[32m 334\u001b[39m doe_options[\u001b[33m\"\u001b[39m\u001b[33mfilename\u001b[39m\u001b[33m\"\u001b[39m], \u001b[38;5;28mself\u001b[39m.config, check_only=\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[32m 335\u001b[39m )\n\u001b[32m 336\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m valid_file:\n\u001b[32m--> \u001b[39m\u001b[32m337\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mUserWarning\u001b[39;00m(\n\u001b[32m 338\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mThere may be issues with the csv file \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mdoe_options[\u001b[33m'\u001b[39m\u001b[33mfilename\u001b[39m\u001b[33m'\u001b[39m]\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m, \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 339\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mwhich may cause errors within OpenMDAO. \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 340\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mTo check this csv file or create a new one, run the function \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 341\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mh2integrate.core.utilities.check_file_format_for_csv_generator().\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 342\u001b[39m )\n\u001b[32m 343\u001b[39m generator = om.CSVGenerator(\n\u001b[32m 344\u001b[39m filename=doe_options[\u001b[33m\"\u001b[39m\u001b[33mfilename\u001b[39m\u001b[33m\"\u001b[39m],\n\u001b[32m 345\u001b[39m )\n\u001b[32m 346\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n", + "\u001b[31mUserWarning\u001b[39m: There may be issues with the csv file csv_doe_cases.csv, which may cause errors within OpenMDAO. To check this csv file or create a new one, run the function h2integrate.core.utilities.check_file_format_for_csv_generator()." + ] + } + ], + "source": [ + "# Create a H2Integrate model\n", + "model = H2IntegrateModel(\"20_solar_electrolyzer_doe.yaml\")\n", + "# Run the model\n", + "model.run()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fixing the bug\n", + "The UserWarning tells us that there may be an issue with our csv file. We will use the recommended method to create a new csv file that doesn't have formatting issues.\n", + "\n", + "We'll take the following steps to try and fix the bug:\n", + "1. Run the `check_file_format_for_csv_generator` method mentioned in the UserWarning and create a new csv file that is hopefully free of errors\n", + "2. Make a new driver config file that has \"filename\" point to the new csv file created in Step 1.\n", + "3. Make a new top-level config file that points to the updated driver config file created in Step 2." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'csv_doe_cases1.csv'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Import necessary methods and packages\n", + "from pathlib import Path\n", + "from h2integrate.core.utilities import check_file_format_for_csv_generator\n", + "from h2integrate.core.inputs.validation import load_driver_yaml, write_yaml\n", + "from hopp.utilities.utilities import load_yaml\n", + "from h2integrate.core.dict_utils import update_defaults\n", + "\n", + "# load the driver config file\n", + "driver_config = load_driver_yaml(\"driver_config.yaml\")\n", + "# specify the filepath to the csv file\n", + "csv_fpath = Path(driver_config[\"driver\"][\"design_of_experiments\"][\"filename\"]).absolute()\n", + "# run the csv checker method, we want it to write the csv file to a new filepath so\n", + "# set overwrite_file=False\n", + "new_csv_filename = check_file_format_for_csv_generator(\n", + " csv_fpath, driver_config, check_only=False, overwrite_file=False\n", + ")\n", + "# lets see what the filename of the new csv file is:\n", + "new_csv_filename.name" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# update the csv filename in the driver config dictionary\n", + "updated_driver = update_defaults(driver_config[\"driver\"], \"filename\", new_csv_filename.name)\n", + "driver_config[\"driver\"].update(updated_driver)\n", + "\n", + "# save the updated driver to a new file\n", + "write_yaml(driver_config, \"driver_config_new.yaml\")\n", + "\n", + "# update the driver config filename in the top-level config\n", + "main_config = load_yaml(\"20_solar_electrolyzer_doe.yaml\")\n", + "main_config[\"driver_config\"] = \"driver_config_new.yaml\"\n", + "\n", + "# save the updated top-level config file to a new file\n", + "write_yaml(main_config, \"new_20_solar_electrolyzer_doe.yaml\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Re-running\n", + "\n", + "Now that we've completed the debugging and fixing steps, lets try to run the simulation again but with our new files." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Driver debug print for iter coord: rank0:DOEDriver_CSV|0\n", + "--------------------------------------------------------\n", + "Design Vars\n", + "{'electrolyzer.n_clusters': array([5.]), 'solar.capacity_kWdc': array([25000.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_hydrogen.LCOH_optimistic': array([7.28340669])}\n", + "\n", + "Driver debug print for iter coord: rank0:DOEDriver_CSV|1\n", + "--------------------------------------------------------\n", + "Design Vars\n", + "{'electrolyzer.n_clusters': array([5.]), 'solar.capacity_kWdc': array([50000.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_hydrogen.LCOH_optimistic': array([4.71306895])}\n", + "\n", + "Driver debug print for iter coord: rank0:DOEDriver_CSV|2\n", + "--------------------------------------------------------\n", + "Design Vars\n", + "{'electrolyzer.n_clusters': array([5.]),\n", + " 'solar.capacity_kWdc': array([100000.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_hydrogen.LCOH_optimistic': array([4.46997463])}\n", + "\n", + "Driver debug print for iter coord: rank0:DOEDriver_CSV|3\n", + "--------------------------------------------------------\n", + "Design Vars\n", + "{'electrolyzer.n_clusters': array([5.]),\n", + " 'solar.capacity_kWdc': array([200000.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_hydrogen.LCOH_optimistic': array([6.30803623])}\n", + "\n", + "Driver debug print for iter coord: rank0:DOEDriver_CSV|4\n", + "--------------------------------------------------------\n", + "Design Vars\n", + "{'electrolyzer.n_clusters': array([10.]),\n", + " 'solar.capacity_kWdc': array([50000.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_hydrogen.LCOH_optimistic': array([7.26817165])}\n", + "\n", + "Driver debug print for iter coord: rank0:DOEDriver_CSV|5\n", + "--------------------------------------------------------\n", + "Design Vars\n", + "{'electrolyzer.n_clusters': array([10.]),\n", + " 'solar.capacity_kWdc': array([100000.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_hydrogen.LCOH_optimistic': array([4.71007371])}\n", + "\n", + "Driver debug print for iter coord: rank0:DOEDriver_CSV|6\n", + "--------------------------------------------------------\n", + "Design Vars\n", + "{'electrolyzer.n_clusters': array([10.]),\n", + " 'solar.capacity_kWdc': array([200000.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_hydrogen.LCOH_optimistic': array([4.46825885])}\n", + "\n", + "Driver debug print for iter coord: rank0:DOEDriver_CSV|7\n", + "--------------------------------------------------------\n", + "Design Vars\n", + "{'electrolyzer.n_clusters': array([10.]),\n", + " 'solar.capacity_kWdc': array([250000.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_hydrogen.LCOH_optimistic': array([4.89582656])}\n", + "\n", + "Driver debug print for iter coord: rank0:DOEDriver_CSV|8\n", + "--------------------------------------------------------\n", + "Design Vars\n", + "{'electrolyzer.n_clusters': array([10.]),\n", + " 'solar.capacity_kWdc': array([300000.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_hydrogen.LCOH_optimistic': array([5.35322338])}\n", + "\n", + "Driver debug print for iter coord: rank0:DOEDriver_CSV|9\n", + "--------------------------------------------------------\n", + "Design Vars\n", + "{'electrolyzer.n_clusters': array([10.]),\n", + " 'solar.capacity_kWdc': array([500000.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_hydrogen.LCOH_optimistic': array([7.29072187])}\n", + "\n" + ] + } + ], + "source": [ + "# Create a H2Integrate model\n", + "model = H2IntegrateModel(\"new_20_solar_electrolyzer_doe.yaml\")\n", + "# Run the model\n", + "model.run()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.11.13 ('h2i_env')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.13" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "e55566d5f9cb5003b92ad1d2254e8146f3d62519cfa868f35d73d51fb57327c6" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/20_solar_electrolyzer_doe/tech_config.yaml b/examples/20_solar_electrolyzer_doe/tech_config.yaml new file mode 100644 index 000000000..cef47354f --- /dev/null +++ b/examples/20_solar_electrolyzer_doe/tech_config.yaml @@ -0,0 +1,59 @@ +name: "technology_config" +description: "This plant produces hydrogen using water electrolysis powered by a solar-PV system" + +technologies: + solar: + performance_model: + model: "pysam_solar_plant_performance" + cost_model: + model: "atb_utility_pv_cost" + model_inputs: + performance_parameters: + pv_capacity_kWdc: 400000 + dc_ac_ratio: 1.34 + create_model_from: "new" + tilt_angle_func: "lat-func" + pysam_options: + SystemDesign: + gcr: 0.3 + array_type: 2 + bifaciality: 0.65 + inv_eff: 96.0 + losses: 14.6 + module_type: 1 + azimuth: 180 + rotlim: 45 + SolarResource: + albedo_default: 0.2 + cost_parameters: + capex_per_kWac: 1367 #2022 costs from ATB 2024 v3 + opex_per_kWac_per_year: 24 #2022 costs from ATB 2024 v3 + cost_year: 2022 + electrolyzer: + performance_model: + model: "eco_pem_electrolyzer_performance" + cost_model: + model: "custom_electrolyzer_cost" + model_inputs: + performance_parameters: + sizing: + resize_for_enduse: False + size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) + hydrogen_dmd: + n_clusters: 18 + cluster_rating_MW: 10 + pem_control_type: 'basic' + eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol + uptime_hours_until_eol: 80000. #number of 'on' hours until electrolyzer reaches eol + include_degradation_penalty: True #include degradation + turndown_ratio: 0.1 #turndown_ratio = minimum_cluster_power/cluster_rating_MW + location: "onshore" + electrolyzer_capex: 1295 #unused in the performance model if pem_control_type is 'basic' but required as an input + cost_parameters: + capex_USD_per_kW: 1000.0 + fixed_om_USD_per_kW_per_year: 12.8 + cost_year: 2022 + financial_parameters: + capital_items: + depr_period: 7 + replacement_cost_percent: 0.15 # percent of capex - H2A default case diff --git a/h2integrate/core/pose_optimization.py b/h2integrate/core/pose_optimization.py index 8ac97366f..02b9be545 100644 --- a/h2integrate/core/pose_optimization.py +++ b/h2integrate/core/pose_optimization.py @@ -9,6 +9,8 @@ import openmdao.api as om +from h2integrate.core.utilities import check_file_format_for_csv_generator + class PoseOptimization: """ @@ -163,7 +165,7 @@ def set_driver(self, opt_prob): folder_output = self.config["general"]["folder_output"] - if self.config["driver"]["optimization"]["flag"]: + if self.config["driver"].get("optimization", {}).get("flag", False): opt_options = self.config["driver"]["optimization"] step_size = self._get_step_size() @@ -327,6 +329,20 @@ def set_driver(self, opt_prob): criterion=doe_options["criterion"], seed=doe_options["seed"], ) + elif doe_options["generator"].lower() == "csvgen": + valid_file = check_file_format_for_csv_generator( + doe_options["filename"], self.config, check_only=True + ) + if not valid_file: + raise UserWarning( + f"There may be issues with the csv file {doe_options['filename']}, " + f"which may cause errors within OpenMDAO. " + "To check this csv file or create a new one, run the function " + "h2integrate.core.utilities.check_file_format_for_csv_generator()." + ) + generator = om.CSVGenerator( + filename=doe_options["filename"], + ) else: raise Exception( "The generator type {} is unsupported.".format(doe_options["generator"]) @@ -344,7 +360,8 @@ def set_driver(self, opt_prob): ] # options - opt_prob.driver.options["run_parallel"] = doe_options["run_parallel"] + if "run_parallel" in doe_options: + opt_prob.driver.options["run_parallel"] = doe_options["run_parallel"] else: warnings.warn( diff --git a/h2integrate/core/test/test_utilities.py b/h2integrate/core/test/test_utilities.py index 612a914a5..578d43964 100644 --- a/h2integrate/core/test/test_utilities.py +++ b/h2integrate/core/test/test_utilities.py @@ -5,7 +5,27 @@ import yaml import numpy as np -from h2integrate.core.utilities import dict_to_yaml_formatting +from h2integrate import ROOT_DIR, EXAMPLE_DIR, RESOURCE_DEFAULT_DIR +from h2integrate.core.utilities import make_unique_case_name, dict_to_yaml_formatting + + +def test_make_unique_filename(subtests): + unique_yaml_name = make_unique_case_name(EXAMPLE_DIR, "tech_config.yaml", ".yaml") + unique_py_name = make_unique_case_name(ROOT_DIR.parent, "conftest.py", ".py") + unique_csv_name = make_unique_case_name( + RESOURCE_DEFAULT_DIR, "34.22_-102.75_2013_wtk_v2_60min_local_tz.csv", ".csv" + ) + + yaml_files = list(Path(EXAMPLE_DIR).glob(f"**/{unique_yaml_name}")) + py_files = list(Path(ROOT_DIR.parent).glob(f"**/{unique_py_name}")) + csv_files = list(Path(RESOURCE_DEFAULT_DIR).glob(f"**/{unique_csv_name}")) + + with subtests.test("Uniquely named .yaml file"): + assert len(yaml_files) == 0 + with subtests.test("Uniquely named .py file"): + assert len(py_files) == 0 + with subtests.test("Uniquely named .csv file"): + assert len(csv_files) == 0 class TestDictToYamlFormatting(unittest.TestCase): diff --git a/h2integrate/core/utilities.py b/h2integrate/core/utilities.py index 0343d2938..b1d19823a 100644 --- a/h2integrate/core/utilities.py +++ b/h2integrate/core/utilities.py @@ -1,4 +1,7 @@ +import re +import csv from typing import Any +from pathlib import Path from collections import OrderedDict import attrs @@ -290,3 +293,174 @@ def dict_to_yaml_formatting(orig_dict): else: orig_dict[key] = float(val) return orig_dict + + +def make_unique_case_name(folder, proposed_fname, fext): + """Generate a filename that does not already exist in a user-defined folder. + + Args: + folder (str | Path): directory that a file is expected to be created in. + proposed_fname (str): filename (with extension) to check for existence and + to use as the base file description of a new an unique file name. + fext (str): file extension, such as ".csv", ".sql", ".yaml", etc. + + Returns: + str: unique filename that does not yet exist in folder. + """ + if "." not in fext: + fext = f".{fext}" + + # if file(s) exist with the same base name, make a new unique filename + file_base = proposed_fname.split(fext)[0] + existing_files = [f for f in Path(folder).glob(f"**/*{fext}") if file_base in f.name] + if len(existing_files) == 0: + return proposed_fname + + # get past numbers that were used to make unique files by matching + # filenames against the file base name followed by a number + past_numbers = [ + int(re.findall(f"{file_base}[0-9]+", str(fname))[0].split(file_base)[-1]) + for fname in existing_files + if len(re.findall(f"{file_base}[0-9]+", str(fname))) > 0 + ] + + if len(past_numbers) > 0: + # if multiple files have the same basename followed by a number, + # take the maximum unique number and add one + unique_number = int(max(past_numbers) + 1) + return f"{file_base}{unique_number}{fext}" + else: + # if no files have the same basename followed by a number, + # but do have the same basename, then add a zero to the file basename + return f"{file_base}0{fext}" + + +def check_file_format_for_csv_generator( + csv_fpath, driver_config, check_only=True, overwrite_file=False +): + """Check csv file format for the csv file used for the CSVGenerator generator. + + Note: + Future development could include further checking the values within the rows + of the csv file and more rigorous checking of columns with empty headers. + + Args: + csv_fpath (str | Path): filepath to csv file used for 'csvgen' generator. + driver_config (dict): driver configuration dictionary + check_only (bool, optional): If True, only check if file is error-free and return a boolean. + If False, also create a valid csv file if errors are found in the original csv file. + Defaults to True. + overwrite_file (bool, optional): If True, overwrites the input csv file with possible errors + removed. If False, writes a new csv file with a unique name. Only used if check_only is + False. Defaults to False. + + Raises: + ValueError: If there are errors in the csv file beyond general formatting errors. + + Returns: + bool | Path: returns a boolean if check_only is True, or a Path object is check_only is + False. If check_only is True, returns True if the file appears error-free or False + if errors are found. If check_only is False, returns the filepath of the new csv + file that should not have errors. + """ + design_vars = [] + for technology, variables in driver_config["design_variables"].items(): + for key, value in variables.items(): + if value["flag"]: + design_var = f"{technology}.{key}" + design_vars.append(design_var) + + name_map = {} + + # below is how OpenMDAO loads in the csv file and searches for invalid variables + with Path(csv_fpath).open() as f: + # map header names to absolute names if necessary + names = re.sub(" ", "", f.readline()).strip().split(",") + name_map = {name: name for name in names if name in design_vars} + + # make list of invalid design variables (which may be formatting issues) + invalid_desvars = [name for name in names if name not in name_map] + + if check_only: + if len(invalid_desvars) == 0: + return True # no invalid design variables + else: + return False # found formatting issues/invalid design variables + + if len(invalid_desvars) == 0: # didn't find errors + return csv_fpath + + file_txt_to_remove = [] + remove_index = False + + for invalid_var in invalid_desvars: + if invalid_var != "": + # check if any invalid variables contain a design variable name + # this could occur if "invisible" characters are attached to the column name + contains_dvar = [d for d in design_vars if d in invalid_var] + if len(contains_dvar) == 1: + # only one column contains the design variable, but has formatting issue + txt_to_remove = [ + rm_txt for rm_txt in invalid_var.split(contains_dvar[0]) if rm_txt != "" + ] + file_txt_to_remove.extend(txt_to_remove) + + if len(contains_dvar) > 1: + # duplicate definitions of the design variable + msg = ( + f"{invalid_var} is does not match a unique design variable. The design " + f"variables defined in the driver_config file are {design_vars}." + f" Please check the csv file {csv_fpath} to only have one column per " + "design variable included in the driver config file." + ) + raise ValueError(msg) + + if len(contains_dvar) == 0: + # the invalid_desvar column has a variable that isnt a design variable + msg = ( + f"{invalid_var} is an invalid design variable. The design " + f"variables defined in the driver_config file are {design_vars}." + f" Please check the csv file {csv_fpath} to only have the design " + "variables included in the driver config file." + ) + raise ValueError(msg) + + else: + # theres an empty index column, with a column name of "" + remove_index = True + with Path(csv_fpath).open() as f: + reader = csv.DictReader(f) + index_col = [i for i, n in enumerate(reader.fieldnames) if n == ""] + + original_file = Path(csv_fpath).open() + lines = original_file.readlines() + original_file.close() + for f_remove in file_txt_to_remove: + # remove characters that cause formatting issues + lines = [line.replace(f_remove, "") for line in lines] + if remove_index: + # remove the columns that are index columns + lines = [ + ",".join(lp for li, lp in enumerate(line.split(",")) if li not in index_col) + for line in lines + ] + + if not overwrite_file: + # create a new file name with the same basename as the input csv file + dirname = Path(csv_fpath).absolute().parent + fname = Path(csv_fpath).name + new_fname = make_unique_case_name(dirname, fname, ".csv") + new_fpath = dirname / new_fname + else: + # use the same filepath as the csv file and overwrite it + new_fpath = Path(csv_fpath).absolute() + + # join the separate lines into one string + txt = "".join(line for line in lines) + new_file = Path(new_fpath).open(mode="w+") + + # save the reformatted lines to the file + new_file.write(txt) + new_file.close() + + return new_fpath diff --git a/pyproject.toml b/pyproject.toml index affe71e45..52481985c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -56,6 +56,7 @@ dependencies = [ "ruamel.yaml", "scipy", "wombat>=0.11", + "pyDOE3", ] keywords = [ "python3", diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index f038431fb..4b483c5bb 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -963,3 +963,129 @@ def test_simple_dispatch_example(subtests): with subtests.test("Check electricity LCOE"): assert pytest.approx(electricity_lcoe, rel=1e-6) == 78.01723 + + +def test_csvgen_design_of_experiments(subtests): + os.chdir(EXAMPLE_DIR / "20_solar_electrolyzer_doe") + + # Create a H2Integrate model + + with pytest.raises(UserWarning) as excinfo: + model = H2IntegrateModel(Path.cwd() / "20_solar_electrolyzer_doe.yaml") + assert "There may be issues with the csv file csv_doe_cases.csv" in str(excinfo.value) + + # Run the model + from hopp.utilities.utilities import load_yaml + + from h2integrate.core.utilities import check_file_format_for_csv_generator + from h2integrate.core.dict_utils import update_defaults + from h2integrate.core.inputs.validation import write_yaml, load_driver_yaml + + # load the driver config file + driver_config = load_driver_yaml("driver_config.yaml") + # specify the filepath to the csv file + csv_fpath = Path(driver_config["driver"]["design_of_experiments"]["filename"]).absolute() + # run the csv checker method, we want it to write the csv file to a new filepath so + # set overwrite_file=False + new_csv_filename = check_file_format_for_csv_generator( + csv_fpath, driver_config, check_only=False, overwrite_file=False + ) + + # update the csv filename in the driver config dictionary + updated_driver = update_defaults(driver_config["driver"], "filename", new_csv_filename.name) + driver_config["driver"].update(updated_driver) + + # save the updated driver to a new file + new_driver_fpath = Path.cwd() / "driver_config_test.yaml" + new_toplevel_fpath = Path.cwd() / "20_solar_electrolyzer_doe_test.yaml" + write_yaml(driver_config, new_driver_fpath) + + # update the driver config filename in the top-level config + main_config = load_yaml("20_solar_electrolyzer_doe.yaml") + main_config["driver_config"] = new_driver_fpath.name + + # save the updated top-level config file to a new file + write_yaml(main_config, new_toplevel_fpath) + + model = H2IntegrateModel(new_toplevel_fpath) + model.run() + + sql_fpath = Path.cwd() / "ex_20_out" / "cases.sql" + cr = om.CaseReader(str(sql_fpath)) + cases = list(cr.get_cases()) + + with subtests.test("Check solar capacity in case 0"): + assert pytest.approx(cases[0].get_val("solar.capacity_kWdc", units="MW"), rel=1e-6) == 25.0 + with subtests.test("Check solar capacity in case 9"): + assert ( + pytest.approx(cases[-1].get_val("solar.capacity_kWdc", units="MW"), rel=1e-6) == 500.0 + ) + + with subtests.test("Check electrolyzer capacity in case 0"): + assert ( + pytest.approx( + cases[0].get_val("electrolyzer.electrolyzer_size_mw", units="MW"), rel=1e-6 + ) + == 10.0 * 5 + ) + + with subtests.test("Check electrolyzer capacity in case 9"): + assert ( + pytest.approx( + cases[-1].get_val("electrolyzer.electrolyzer_size_mw", units="MW"), rel=1e-6 + ) + == 10.0 * 10 + ) + + min_lcoh_val = 100000.0 + min_lcoh_case_num = 0 + for i, case in enumerate(cases): + lcoh = case.get_val("finance_subgroup_hydrogen.LCOH_optimistic", units="USD/kg")[0] + if lcoh < min_lcoh_val: + min_lcoh_val = np.min([lcoh, min_lcoh_val]) + min_lcoh_case_num = i + + with subtests.test("Min LCOH value"): + assert pytest.approx(min_lcoh_val, rel=1e-6) == 4.468258 + + with subtests.test("Min LCOH case number"): + assert min_lcoh_case_num == 6 + + with subtests.test("Min LCOH case LCOH value"): + assert ( + pytest.approx( + cases[min_lcoh_case_num].get_val( + "finance_subgroup_hydrogen.LCOH_optimistic", units="USD/kg" + ), + rel=1e-6, + ) + == min_lcoh_val + ) + + with subtests.test("Min LCOH case has lower LCOH than other cases"): + for i, case in enumerate(cases): + lcoh_case = case.get_val("finance_subgroup_hydrogen.LCOH_optimistic", units="USD/kg") + if i != min_lcoh_case_num: + assert lcoh_case > min_lcoh_val + + with subtests.test("Min LCOH solar capacity"): + assert ( + pytest.approx( + cases[min_lcoh_case_num].get_val("solar.capacity_kWdc", units="MW"), rel=1e-6 + ) + == 200.0 + ) + + with subtests.test("Min LCOH electrolyzer capacity"): + assert ( + pytest.approx( + cases[min_lcoh_case_num].get_val("electrolyzer.electrolyzer_size_mw", units="MW"), + rel=1e-6, + ) + == 100.0 + ) + + # remove files created + new_driver_fpath.unlink() + new_toplevel_fpath.unlink() + new_csv_filename.unlink() From fcef70079f0904c3a0573fe45cf94fecb32cff86 Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Wed, 5 Nov 2025 14:57:18 -0600 Subject: [PATCH 46/79] Net Present Value Financial Models (#310) * added ProFAST NPV to supported models and put in example 26 and tests * updated npv calc inputs * added draft version of NPV financial calc * update commodity * example with NPV * fixed cost breakdown column renaming * add var om * update integration test * add npv integration test * Moved commodity sell price to an input * updated finance models so npv has model and commodity specific inputs and outputs to prevent errors and no unused outputs in npv * fixed lco breakdown function and added tests for some profast tools * added lco breakdown output to profast and simple profast test * add integration test for profast npv * added tests for profast npv and moved prexisting finance tests * added test for simple npv model * updating naming convention in simple npv * updated commodity sell price input name for simple npv * update naming to finance * change units for clarity * base ProFAST baseclass and added new finance models to supported models * added coproduct to ProFAST base class * Adding comments and a test from PR reviews * update documentation * reduce naming logic for outputting results * update pathname * remove discount rate comments that were not quite right --------- Co-authored-by: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Co-authored-by: John Jasa Co-authored-by: Jared Thomas --- CHANGELOG.md | 4 + docs/_toc.yml | 18 +- docs/finance_models/ProFastBase.md | 193 +++++++++ docs/finance_models/ProFastComp.md | 191 +-------- docs/finance_models/ProFastNPV.md | 34 ++ docs/finance_models/finance_index.md | 4 +- docs/finance_models/financial_analyses.md | 60 +++ docs/finance_models/numpy_financial_npv.md | 74 ++++ .../specifying_finance_parameters.md | 2 +- .../user_finance_model/simple_lco.py | 2 +- examples/19_simple_dispatch/plant_config.yaml | 78 +++- .../marine/ocean_alkalinity_enhancement.py | 2 +- .../methanol/co2h_methanol_plant.py | 2 +- .../natural_gas/natural_gas_cc_ct.py | 6 +- .../converters/steel/steel_baseclass.py | 2 +- h2integrate/core/supported_models.py | 8 +- h2integrate/finances/numpy_financial_npv.py | 339 ++++++++++++++++ .../{profast_financial.py => profast_base.py} | 365 ++++++++++-------- h2integrate/finances/profast_lco.py | 163 ++++++++ h2integrate/finances/profast_npv.py | 77 ++++ .../{core => finances}/test/test_finances.py | 16 +- .../finances/test/test_numpy_financial_npv.py | 134 +++++++ .../finances/test/test_profast_finance.py | 120 ++++++ h2integrate/finances/test/test_profast_npv.py | 256 ++++++++++++ h2integrate/tools/profast_tools.py | 81 +++- h2integrate/tools/test/profast_config.yaml | 119 ++++++ h2integrate/tools/test/test_profast_tools.py | 40 ++ tests/h2integrate/test_all_examples.py | 38 +- 28 files changed, 2029 insertions(+), 399 deletions(-) create mode 100644 docs/finance_models/ProFastBase.md create mode 100644 docs/finance_models/ProFastNPV.md create mode 100644 docs/finance_models/financial_analyses.md create mode 100644 docs/finance_models/numpy_financial_npv.md create mode 100644 h2integrate/finances/numpy_financial_npv.py rename h2integrate/finances/{profast_financial.py => profast_base.py} (67%) create mode 100644 h2integrate/finances/profast_lco.py create mode 100644 h2integrate/finances/profast_npv.py rename h2integrate/{core => finances}/test/test_finances.py (98%) create mode 100644 h2integrate/finances/test/test_numpy_financial_npv.py create mode 100644 h2integrate/finances/test/test_profast_finance.py create mode 100644 h2integrate/finances/test/test_profast_npv.py create mode 100644 h2integrate/tools/test/profast_config.yaml create mode 100644 h2integrate/tools/test/test_profast_tools.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 66b97c972..8d3441a67 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -16,6 +16,10 @@ - Added ability to visualize the wind plant layout for PySAM Windpower model using `post_process(show_plots=True)`. - Added Wind Annual Technology Baseline cost model `atb_wind_cost.py`. - Updated inputs for the `ATBBatteryCostModel` and `DemandOpenLoopController` so storage capacity and charge rate can be design variables +- Created `ProFastBase`, a base class for the `ProFastLCO` and `ProFastNPV` models +- Added `ProFastNPV`, a finance model using ProFAST to calculate NPV of the commodity +- Moved `compute()` from `ProFastBase` to `ProFastLCO`. +- Added `NumpyFinancialNPV`, a finance model that uses NumPy Financial npv to calculate the npv from the cash flows ## 0.4.0 [October 1, 2025] diff --git a/docs/_toc.yml b/docs/_toc.yml index 45f4ddb79..b1cead11a 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -19,12 +19,6 @@ parts: - file: user_guide/postprocessing_results - file: user_guide/how_to_interface_with_user_defined_model - file: user_guide/how_to_run_several_cases_in_sequence - - file: user_guide/specifying_finance_parameters - sections: - - file: user_guide/cost_years - - file: finance_models/finance_index - sections: - - file: finance_models/ProFastComp - caption: Technology Models chapters: @@ -56,6 +50,18 @@ parts: chapters: - file: control/control_overview.md +- caption: Finance Models + chapters: + - file: finance_models/financial_analyses + - file: user_guide/specifying_finance_parameters + - file: user_guide/cost_years + - file: finance_models/finance_index + sections: + - file: finance_models/ProFastBase + - file: finance_models/ProFastComp + - file: finance_models/ProFastNPV + - file: finance_models/numpy_financial_npv + - caption: Examples chapters: - file: examples/01-green-hydrogen diff --git a/docs/finance_models/ProFastBase.md b/docs/finance_models/ProFastBase.md new file mode 100644 index 000000000..42fa8563f --- /dev/null +++ b/docs/finance_models/ProFastBase.md @@ -0,0 +1,193 @@ +(profastmodel:profastmodel)= +# ProFAST Financial Model +The Production Financial Analysis Scenario Tool or (ProFAST)[https://www.nrel.gov/hydrogen/profast-access] is a financial modeling tool developed at the NREL based on General Accepted Accounting Principles (GAAP) methodology. The model provides a quick and convenient way to conduct in-depth financial analysis for production system and services. + +Currently there are two ProFAST models that can be used: +- [``ProFastComp``](profastcomp:profastcompmodel): A price-taker model that calculates levelized cost of commodity (or breakeven price) using [ProFAST](https://github.com/NREL/ProFAST). +- [``ProFastNPV``](profastnpv:profastnpvmodel): A price-setter model that calculates the net present value of a commodity using [ProFAST](https://github.com/NREL/ProFAST). + +(profast:overview)= +## Finance parameters overview +To set up the ProFast models correctly there are several financial parameters that need to be set. There are several ways of setting the information both within the `plant_config` and the `tech_config` for technology specific information. + +Here is the information for setting the parameters: +- required: financial parameters (`params` section). These can be input in the `ProFastBase` format or the `ProFAST` format. These two formats are described in the following sections: + - [ProFastBase format](profast:direct_opt) + - [ProFAST format](profast:pf_params_opt) +- required: default capital item parameters (`capital_items` section). These parameters can be overridden for specific technologies if specified in the `tech_config`. Example usage of overriding values in the `tech_config` is outlined [here](profast:tech_specific_finance) + +(profast:direct_opt)= +## Providing Finance Parameters: ProFastBase Format +Below is an example inputting financial parameters directly in the `finance_parameters` section of `plant_config`: + +```yaml +finance_parameters: + finance_model: "ProFastComp" #finance model + model_inputs: #inputs for finance_model + params: #Financing parameters + analysis_start_year: 2032 #year that financial analysis starts + installation_time: 36 #installation period in months + # Inflation parameters + inflation_rate: 0.0 # 0 for nominal analysis + # Finance parameters + discount_rate: 0.09 + debt_equity_ratio: 2.62 + property_tax_and_insurance: 0.03 + total_income_tax_rate: 0.257 + capital_gains_tax_rate: 0.15 + sales_tax_rate: 0.07375 + debt_interest_rate: 0.07 + debt_type: "Revolving debt" #"Revolving debt" or "One time loan" + loan_period_if_used: 0 #loan period if debt_type is 'One time loan' + cash_onhand_months: 1 + admin_expense: 0.00 #administrative expense as a fraction of sales + #default parameters for capital items unless specified in tech_config + capital_items: + depr_type: "MACRS" #depreciation method for capital items, can be "MACRS" or "Straight line" + depr_period: 5 #depreciation period for capital items in years. + refurb: [0.] #refurbishment schedule, values represent the replacement cost as a fraction of the CapEx + + # To adjust costs for technologies to target_dollar_year + cost_adjustment_parameters: + target_dollar_year: 2022 + cost_year_adjustment_inflation: 0.025 +``` + +This approach also relies on data from `plant_config`: +- `plant_life`: used as the `operating life` ProFAST parameter + + +```{note} +`inflation_rate` is used to populate the escalation and inflation rates in ProFAST entries with a value of 0 corresponding to a *nominal analysis*. +``` + +(profast:pf_params_opt)= +## Providing Finance Parameters: ProFAST format + +```{note} +To avoid errors, please check that `plant_config['plant']['plant_life']` is equal to `plant_config['finance_parameters']['model_inputs']['params']['operating life']`. Or remove `operating life` from the finance parameter inputs.` + + +| plant config parameter | equivalent `params` parameter | +| -------- | ------- | +| `plant['plant']['plant_life']` | `operating life` | +``` + +Below is an example of the `finance_parameters` section of `plant_config` if using ProFAST input format to specify financial parameters: + +```yaml +finance_parameters: + finance_model: "ProFastComp" + model_inputs: + params: !include "profast_params.yaml" #Finance information + capital_items: #default parameters for capital items unless specified in tech_config + depr_type: "MACRS" ##depreciation method for capital items, can be "MACRS" or "Straight line" + depr_period: 5 #depreciation period for capital items + refurb: [0.] + cost_adjustment_parameters: + target_dollar_year: 2022 + cost_year_adjustment_inflation: 0.025 # used to adjust costs for technologies to target_dollar_year +``` + +Below is an example of a valid ProFAST params config that may be specified in the `finance_parameters['model_inputs']['params]` section of `plant_config`: +```yaml +# Installation information +maintenance: + value: 0.0 + escalation: 0.0 +non depr assets: 250000 #such as land cost +end of proj sale non depr assets: 250000 #such as land cost +installation cost: + value: 0.0 + depr type: "Straight line" + depr period: 4 + depreciable: False +# Incentives information +incidental revenue: + value: 0.0 + escalation: 0.0 +annual operating incentive: + value: 0.0 + decay: 0.0 + sunset years: 0 + taxable: true +one time cap inct: + value: 0.0 + depr type: "MACRS" + depr period: 5 + depreciable: True +# Sales information +analysis start year: 2032 +operating life: 30 #if included, should equal plant_config['plant']['plant_life'] +installation months: 36 +demand rampup: 0 +# Take or pay specification +TOPC: + unit price: 0.0 + decay: 0.0 + support utilization: 0.0 + sunset years: 0 +# Other operating expenses +credit card fees: 0.0 +sales tax: 0.0 +road tax: + value: 0.0 + escalation: 0.0 +labor: + value: 0.0 + rate: 0.0 + escalation: 0.0 +rent: + value: 0.0 + escalation: 0.0 +license and permit: + value: 0.0 + escalation: 0.0 +admin expense: 0.0 +property tax and insurance: 0.015 +# Financing information +sell undepreciated cap: True +capital gains tax rate: 0.15 +total income tax rate: 0.2574 +leverage after tax nominal discount rate: 0.0948 +debt equity ratio of initial financing: 1.72 +debt interest rate: 0.046 +debt type: "Revolving debt" +general inflation rate: 0.0 +cash onhand: 1 # number of months with cash on-hand +tax loss carry forward years: 0 +tax losses monetized: True +loan period if used: 0 +``` + +(profast:tech_specific_finance)= +## Override defaults for specific technologies + +Capital item entries can be overridden for individual technologies. +This means that specific technologies can have different financial parameters defined in `tech_config` than the defaults set in the `plant_config`. + +### **Override depreciation period:** + +Suppose the default depreciation period for capital items is 5 years (set in the `plant_config['finance_parameters']['model_inputs]['capital_items']['depr_period']`), but we want the depreciation period for the electrolyzer to be 7 years. This can be done in the `tech_config` as shown below: +```yaml +technologies: + electrolyzer: + model_inputs: + finance_parameters: + capital_items: + depr_period: 7 +``` + + +### **Custom refurbishment period:** + +Suppose the default refurbishment schedule for capital items is `[0.]` (set in the `plant_config['finance_parameters']['model_inputs]['capital_items']['refurb']`), but we want our battery to be replaced in 15-years and the replacement cost is equal to the capital cost. This can be accomplished in the tech_config as shown below: +```yaml +technologies: + battery: + model_inputs: + finance_parameters: + capital_items: + refurbishment_period_years: 15 + replacement_cost_percent: 1.0 +``` diff --git a/docs/finance_models/ProFastComp.md b/docs/finance_models/ProFastComp.md index d73040015..1c78d035c 100644 --- a/docs/finance_models/ProFastComp.md +++ b/docs/finance_models/ProFastComp.md @@ -1,7 +1,7 @@ (profastcomp:profastcompmodel)= # ProFastComp -The `ProFastComp` finance model calculates levelized cost of commodity using [ProFAST](https://github.com/NREL/ProFAST). +The `ProFastComp` finance model calculates levelized cost of a commodity using [ProFAST](https://github.com/NREL/ProFAST). The inputs, outputs, and naming convention for the `ProFastComp` model are outlined in this doc page. @@ -9,18 +9,19 @@ The inputs, outputs, and naming convention for the `ProFastComp` model are outli (profastcomp:overview)= ## Finance parameters overview The main inputs for `ProFastComp` model include: -- required: financial parameters (`params` section). These can be input in the `ProFastComp` format or the `ProFAST` format. These two formats are described in the following sections: - - [ProFastComp format](profastcomp:direct_opt) - - [ProFAST format](profastcomp:pf_params_opt) -- required: default capital item parameters (`capital_items` section). These parameters can be overridden for specific technologies if specified in the `tech_config`. Example usage of overriding values in the `tech_config` is outlined [here](profastcomp:tech_specific_finance) -- optional: information to export the ProFAST config to a .yaml file +- required: financial parameters (`params` section). These can be input in the `ProFastBase` format or the `ProFAST` format. These two formats are described in the following sections: + - [ProFastBase format](profast:direct_opt) + - [ProFAST format](profast:pf_params_opt) +- required: default capital item parameters (`capital_items` section). These parameters can be overridden for specific technologies if specified in the `tech_config`. Example usage of overriding values in the `tech_config` is outlined [here](profast:tech_specific_finance) +- optional: information to export the ProFAST config or results to a .yaml file ```yaml finance_parameters: finance_model: "ProFastComp" model_inputs: #inputs for the finance_model - save_profast_to_file: True #optional, will save ProFAST entries to .yaml file in the folder specified in the driver_config (`driver_config["general"]["folder_output"]`) - profast_output_description: "profast_config" #required if `save_profast_to_file` is True, used to name the output file. + save_profast_results: True #optional, will save ProFAST results to .yaml file in the folder specified in the driver_config (`driver_config["general"]["folder_output"]`) + save_profast_config: True #optional, will save ProFAST the profast config to .yaml file in the folder specified in the driver_config (`driver_config["general"]["folder_output"]`) + profast_output_description: "profast_config" #used to name the output file. params: #Financial parameters section capital_items: #Required: section for default parameters for capital items depr_type: "MACRS" #Required: depreciation method for capital items, can be "MACRS" or "Straight line" @@ -33,180 +34,8 @@ finance_parameters: ``` -(profastcomp:direct_opt)= -## Providing Finance Parameters: ProFastComp Format -Below is an example inputting financial parameters directly in the `finance_parameters` section of `plant_config`: - -```yaml -finance_parameters: - finance_model: "ProFastComp" #finance model - model_inputs: #inputs for finance_model - params: #Financing parameters - analysis_start_year: 2032 #year that financial analysis starts - installation_time: 36 #installation period in months - # Inflation parameters - inflation_rate: 0.0 # 0 for nominal analysis - # Finance parameters - discount_rate: 0.09 - debt_equity_ratio: 2.62 - property_tax_and_insurance: 0.03 - total_income_tax_rate: 0.257 - capital_gains_tax_rate: 0.15 - sales_tax_rate: 0.07375 - debt_interest_rate: 0.07 - debt_type: "Revolving debt" #"Revolving debt" or "One time loan" - loan_period_if_used: 0 #loan period if debt_type is 'One time loan' - cash_onhand_months: 1 - admin_expense: 0.00 #administrative expense as a fraction of sales - #default parameters for capital items unless specified in tech_config - capital_items: - depr_type: "MACRS" #depreciation method for capital items, can be "MACRS" or "Straight line" - depr_period: 5 #depreciation period for capital items in years. - refurb: [0.] #refurbishment schedule, values represent the replacement cost as a fraction of the CapEx - - # To adjust costs for technologies to target_dollar_year - cost_adjustment_parameters: - target_dollar_year: 2022 - cost_year_adjustment_inflation: 0.025 -``` - -This approach also relies on data from `plant_config`: -- `plant_life`: used as the `operating life` ProFAST parameter - - ```{note} -`inflation_rate` is used to populate the escalation and inflation rates in ProFAST entries with a value of 0 corresponding to a *nominal analysis*. -``` - -(profastcomp:pf_params_opt)= -## Providing Finance Parameters: ProFAST format - -```{note} -To avoid errors, please check that `plant_config['plant']['plant_life']` is equal to `plant_config['finance_parameters']['model_inputs']['params']['operating life']`. Or remove `operating life` from the finance parameter inputs.` - - -| plant config parameter | equivalent `params` parameter | -| -------- | ------- | -| `plant['plant']['plant_life']` | `operating life` | -``` - -Below is an example of the `finance_parameters` section of `plant_config` if using ProFAST input format to specify financial parameters: - -```yaml -finance_parameters: - finance_model: "ProFastComp" - model_inputs: - params: !include "profast_params.yaml" #Finance information - capital_items: #default parameters for capital items unless specified in tech_config - depr_type: "MACRS" ##depreciation method for capital items, can be "MACRS" or "Straight line" - depr_period: 5 #depreciation period for capital items - refurb: [0.] - cost_adjustment_parameters: - target_dollar_year: 2022 - cost_year_adjustment_inflation: 0.025 # used to adjust costs for technologies to target_dollar_year -``` - -Below is an example of a valid ProFAST params config that may be specified in the `finance_parameters['model_inputs']['params]` section of `plant_config`: -```yaml -# Installation information -maintenance: - value: 0.0 - escalation: 0.0 -non depr assets: 250000 #such as land cost -end of proj sale non depr assets: 250000 #such as land cost -installation cost: - value: 0.0 - depr type: "Straight line" - depr period: 4 - depreciable: False -# Incentives information -incidental revenue: - value: 0.0 - escalation: 0.0 -annual operating incentive: - value: 0.0 - decay: 0.0 - sunset years: 0 - taxable: true -one time cap inct: - value: 0.0 - depr type: "MACRS" - depr period: 5 - depreciable: True -# Sales information -analysis start year: 2032 -operating life: 30 #if included, should equal plant_config['plant']['plant_life'] -installation months: 36 -demand rampup: 0 -# Take or pay specification -TOPC: - unit price: 0.0 - decay: 0.0 - support utilization: 0.0 - sunset years: 0 -# Other operating expenses -credit card fees: 0.0 -sales tax: 0.0 -road tax: - value: 0.0 - escalation: 0.0 -labor: - value: 0.0 - rate: 0.0 - escalation: 0.0 -rent: - value: 0.0 - escalation: 0.0 -license and permit: - value: 0.0 - escalation: 0.0 -admin expense: 0.0 -property tax and insurance: 0.015 -# Financing information -sell undepreciated cap: True -capital gains tax rate: 0.15 -total income tax rate: 0.2574 -leverage after tax nominal discount rate: 0.0948 -debt equity ratio of initial financing: 1.72 -debt interest rate: 0.046 -debt type: "Revolving debt" -general inflation rate: 0.0 -cash onhand: 1 # number of months with cash on-hand -tax loss carry forward years: 0 -tax losses monetized: True -loan period if used: 0 -``` - -(profastcomp:tech_specific_finance)= -## Override defaults for specific technologies - -Capital item entries can be overridden for individual technologies. -This means that specific technologies can have different financial parameters defined in `tech_config` than the defaults set in the `plant_config`. - -### **Override depreciation period:** - -Suppose the default depreciation period for capital items is 5 years (set in the `plant_config['finance_parameters']['model_inputs]['capital_items']['depr_period']`), but we want the depreciation period for the electrolyzer to be 7 years. This can be done in the `tech_config` as shown below: -```yaml -technologies: - electrolyzer: - model_inputs: - finance_parameters: - capital_items: - depr_period: 7 -``` - - -### **Custom refurbishment period:** - -Suppose the default refurbishment schedule for capital items is `[0.]` (set in the `plant_config['finance_parameters']['model_inputs]['capital_items']['refurb']`), but we want our battery to be replaced in 15-years and the replacement cost is equal to the capital cost. This can be accomplished in the tech_config as shown below: -```yaml -technologies: - battery: - model_inputs: - finance_parameters: - capital_items: - refurbishment_period_years: 15 - replacement_cost_percent: 1.0 +If you are setting `save_profast_results` to `True` and are using multiple finance subgroups, use the `commodity_desc` in each unique finance subgroup to ensure the output files get written correctly for each subgroup. See examples/19_simple_dispatch/plant_config.yaml for an example of this. ``` (profastcomp:outputs)= diff --git a/docs/finance_models/ProFastNPV.md b/docs/finance_models/ProFastNPV.md new file mode 100644 index 000000000..ffe645f88 --- /dev/null +++ b/docs/finance_models/ProFastNPV.md @@ -0,0 +1,34 @@ +(profastnpv:profastnpvmodel)= +# ProFastNPV +The `ProFastNPV` finance model calculates the net present value (NPV) of a commodity using [ProFAST](https://github.com/NREL/ProFAST). + +`ProFastNPV` inherits from `ProFastBase` so refer to the [`ProFastBase` documentation](profast:overview) for setting the finance parameters. + +The only additional parameter that's required when using the `ProFastNPV` model is `commodity_sell_price`. + +Below is an example of how to set up the ProFast NPV model in the `plant_config`: + +```yaml +finance_parameters: + finance_model: "ProFastNPV" + model_inputs: + commodity_sell_price: 0.05 # USD/commodity + params: !include "profast_params.yaml" #Finance information + capital_items: #default parameters for capital items unless specified in tech_config + depr_type: "MACRS" ##depreciation method for capital items, can be "MACRS" or "Straight line" + depr_period: 5 #depreciation period for capital items + refurb: [0.] + cost_adjustment_parameters: + target_dollar_year: 2022 + cost_year_adjustment_inflation: 0.025 # used to adjust costs for technologies to target_dollar_year +``` + +(profastnpv:outputs)= +## Output values and naming convention +``ProFastNPV`` outputs the following data following the naming convention detailed below: +- `NPV_`: net present value of commodity in USD. + +**Naming convention**: +- ``: + - if `commodity_desc` is **not** provided, then `` this is just `commodity`. For example, `NPV_hydrogen` if the `commodity` is `"hydrogen"`. + - if `commodity_desc` is provided, then `` is `_`. For example, `NPV_hydrogen_produced` if the `commodity` is `"hydrogen"` and `commodity_desc` is `"produced"` diff --git a/docs/finance_models/finance_index.md b/docs/finance_models/finance_index.md index 043c2e0ae..076936646 100644 --- a/docs/finance_models/finance_index.md +++ b/docs/finance_models/finance_index.md @@ -18,7 +18,9 @@ The `commodity_type` and `description` are used in the finance model naming conv (finance:supportedmodels)= ## Currently supported general finance models -- [``ProFastComp``](profastcomp:profastcompmodel): calculates levelized cost of commodity using ProFAST. +- [``ProFastComp``](profastcomp:profastcompmodel): calculates levelized cost of commodity using [ProFAST](https://github.com/NREL/ProFAST). +- [``ProFastNPV``](profastnpv:profastnpvmodel): calculates the net present value of a commodity using [ProFAST](https://github.com/NREL/ProFAST). +- [``NumpyFinancialNPV``](numpyfinancialnpvfinance:numpyfinancialnpvmodel): calculates the net present value of a commodity using the [NumPy Financial npv](https://numpy.org/numpy-financial/latest/npv.html#numpy_financial.npv) method. ## Custom finance models diff --git a/docs/finance_models/financial_analyses.md b/docs/finance_models/financial_analyses.md new file mode 100644 index 000000000..4adc6f9f2 --- /dev/null +++ b/docs/finance_models/financial_analyses.md @@ -0,0 +1,60 @@ +# Real vs Nominal Analysis + +There can be significant confusion when distinguishing between **real** and **nominal** analyses in financial or techno-economic studies. This distinction matters because it determines whether and how inflation is accounted for when evaluating costs, revenues, or cash flows. + +--- + +## Key Definitions + +* **Real Analysis:** + Presents all monetary values in terms of a **single reference year** (constant dollars). + + * Inflation effects are **removed** so that results reflect true purchasing power. + * Useful for comparing values across time without inflation distortions. + +* **Nominal Analysis:** + Presents values in the **year dollars they occur** (current or actual year dollars). + + * Inflation effects are **included** since each year’s value reflects that year’s prices. + +--- + +## How Inflation Is Applied + +The application of inflation depends on whether the analysis is **historical** or **predictive (forward-looking)**: + +| Type of Analysis | Real Analysis | Nominal Analysis | +| -------------------------------- | --------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- | +| **Historical** | Must **add inflation** to bring past values to the base year (e.g., convert 2010 dollars to 2025 dollars). | Uses **recorded values as-is**, since historical data are already in their respective year dollars. | +| **Predictive / Forward-looking** | Uses **current-year values directly** — inflation is not added because costs are expressed in today’s dollars (real terms). | Must **add inflation** to project future year costs or revenues in their actual year dollars. | + +--- + +## Example: Five-Year Project with 2% Annual Inflation + +Suppose you are evaluating a project that incurs $1 million in operating costs each year for five years, expressed in **today’s dollars** (Year 0). + +| Year | Real Analysis (constant $) | Nominal Analysis (2% inflation) | +| ---- | -------------------------- | ------------------------------- | +| 1 | $1,000,000 | $1,020,000 | +| 2 | $1,000,000 | $1,040,400 | +| 3 | $1,000,000 | $1,061,208 | +| 4 | $1,000,000 | $1,082,432 | +| 5 | $1,000,000 | $1,104,081 | + +**Interpretation:** + +* The **real analysis** shows the same cost every year because it ignores inflation—values are all in Year 0 (today’s) dollars. +* The **nominal analysis** escalates costs each year to reflect inflation, showing what you’d actually pay in each year’s currency. + +--- + +## Summary + +In short: + +* **Real analysis** removes inflation effects — values are in constant dollars. +* **Nominal analysis** includes inflation effects — values are in actual year dollars. +* The direction of inflation adjustment (adding or not adding) flips depending on whether you’re looking **backward (historical)** or **forward (predictive)**. + +All approaches are useful — what matters most is being **abundantly clear** which one is being applied and consistent across your calculations. diff --git a/docs/finance_models/numpy_financial_npv.md b/docs/finance_models/numpy_financial_npv.md new file mode 100644 index 000000000..e1378c0e3 --- /dev/null +++ b/docs/finance_models/numpy_financial_npv.md @@ -0,0 +1,74 @@ +(numpyfinancialnpvfinance:numpyfinancialnpvmodel)= +# NumPy Financial NPV Finance Model +The `NumpyFinancialNPV` component calculates the Net Present Value (NPV) of a commodity-producing plant or technology over its operational lifetime using the [NumPy Financial npv](https://numpy.org/numpy-financial/latest/npv.html#numpy_financial.npv) method. +It is implemented as an OpenMDAO `ExplicitComponent` and integrates with system-level technoeconomic optimization workflows. + +The component evaluates profitability by discounting future cash flows — including capital expenditures (CAPEX), operating expenses (OPEX), refurbishments, and revenues — based on user-defined financial parameters. + +By convention: +- Investments and costs (CAPEX, OPEX, refurbishments) are negative cash flows. +- Revenues (commodity sales) are positive cash flows. + +## Model Inputs +### `NumpyFinancialNPVFinanceConfig` +**Description** +Configuration class defining financial parameters for the NPV calculation. +Implements validation and default handling using the `attrs` library. +| Attribute | Type | Description | Default | +| --------------------------------- | ---------------- | ----------------------------------------------------- | ----------- | +| `plant_life` | `int` | Operating life of the plant in years. Must be ≥ 0. | — | +| `discount_rate` | `float` | Discount rate (0–1). | — | +| `commodity_sell_price` | `int` or `float` | Sale price of the commodity (USD/unit). | `0.0` | +| `save_cost_breakdown` | `bool` | Whether to save annual cost breakdowns to CSV. | `False` | +| `save_npv_breakdown` | `bool` | Whether to save per-technology NPV breakdowns to CSV. | `False` | +| `cost_breakdown_file_description` | `str` | Descriptor appended to output filenames. | `'default'` | + + +An example of what to include in the `plant_config` to use the `NPVFinance` model. This is included in `["finance_parameters"]["finance_groups"]`, where `npv` is the specific `finance_group` name. + +```yaml +npv: + finance_model: "NumpyFinancialNPV" + model_inputs: + discount_rate: 0.09 # each period is discounted at a rate of `discount_rate` + commodity_sell_price: 0.078 # if commodity is electricity $/kwh + save_cost_breakdown: True + save_npv_breakdown: True +``` + +```{note} +`plant_life` is included in the `plant` section of the `plant_config` yaml. +``` + +## Model Outputs +| Name | Units | Description | +| ----------------- | ----- | -------------------------------------------------- | +| `NPV__` | `USD` | Total discounted Net Present Value for the system. | + +### Output Files (if enabled) + +| File | Description | +| ---------------------- | -------------------------------------------------------- | +| `*_cost_breakdown.csv` | Annual time series of costs and revenues per technology. | +| `*_NPV_breakdown.csv` | Discounted NPV summary by cost/revenue category. | + + + +## Calculation Methodology + +1. Assemble Cash Flows + - CAPEX (negative) at year 0 + - OPEX (negative) and revenue (positive) for years 1–`plant_life` + +2. Refurbishments + - Technologies with `replacement_cost_percent` and a refurbishment period incur periodic capital costs. + +3. Discounting + - Each series of cash flows is discounted using NumPy Financial’s `npf.npv(discount_rate, values)`. + +4. Summation + - Total NPV = sum of all discounted cash flows. + +5. Optional Output Files + - `*_cost_breakdown.csv`: Annual cash flow time series + - `*_NPV_breakdown.csv`: Discounted NPV breakdown per item diff --git a/docs/user_guide/specifying_finance_parameters.md b/docs/user_guide/specifying_finance_parameters.md index 7bae9c756..5ee95c798 100644 --- a/docs/user_guide/specifying_finance_parameters.md +++ b/docs/user_guide/specifying_finance_parameters.md @@ -6,7 +6,7 @@ The `finance_parameters` section of the `plant_config` defines the financial sub The `plant_life` parameter from the `plant` section of the `plant_config` is also used in finance calculations as the operating life of the plant. ``` -At minimum, `finance_parameters` must include: +If a user is computing finances, then at a minimum, `finance_parameters` must include: - `cost_adjustment_parameters`: - `target_dollar_year`: dollar-year to convert costs to. - `cost_year_adjustment_inflation`: used to adjust costs for each technology from its native cost year to the `target_dollar_year` (see [details on cost years and cost models here](cost:cost_years)) diff --git a/examples/08_wind_electrolyzer/user_finance_model/simple_lco.py b/examples/08_wind_electrolyzer/user_finance_model/simple_lco.py index aba42b3a6..d255cb2fb 100644 --- a/examples/08_wind_electrolyzer/user_finance_model/simple_lco.py +++ b/examples/08_wind_electrolyzer/user_finance_model/simple_lco.py @@ -23,7 +23,7 @@ def initialize(self): def setup(self): if self.options["commodity_type"] == "electricity": commodity_units = "kW*h/year" - lco_units = "USD/kW/h" + lco_units = "USD/(kW*h)" else: commodity_units = "kg/year" lco_units = "USD/kg" diff --git a/examples/19_simple_dispatch/plant_config.yaml b/examples/19_simple_dispatch/plant_config.yaml index ee9750cf8..8e6614e05 100644 --- a/examples/19_simple_dispatch/plant_config.yaml +++ b/examples/19_simple_dispatch/plant_config.yaml @@ -42,27 +42,59 @@ resource_to_tech_connections: [ finance_parameters: finance_groups: - finance_model: "ProFastComp" - model_inputs: - params: - analysis_start_year: 2032 - installation_time: 36 # months - inflation_rate: 0.0 # 0 for nominal analysis + profast: + finance_model: "ProFastComp" + model_inputs: + save_profast_results: True + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind + debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind + property_tax_and_insurance: 0.03 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + total_income_tax_rate: 0.257 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period_if_used: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + admin_expense: 0.00 # percent of sales H2FAST default + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" + depr_period: 5 # 5 years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + refurb: [0.] + profast_npv: + finance_model: "ProFastNPV" + model_inputs: + commodity_sell_price: 0.10 + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind + debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind + property_tax_and_insurance: 0.03 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + total_income_tax_rate: 0.257 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period_if_used: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + admin_expense: 0.00 # percent of sales H2FAST default + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" + depr_period: 5 # 5 years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + refurb: [0.] + npv: + finance_model: "NumpyFinancialNPV" + model_inputs: discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind - debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind - property_tax_and_insurance: 0.03 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf https://www.house.mn.gov/hrd/issinfo/clsrates.aspx - total_income_tax_rate: 0.257 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) - capital_gains_tax_rate: 0.15 # H2FAST default - sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ - debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind - debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH - loan_period_if_used: 0 # H2FAST default, not used for revolving debt - cash_onhand_months: 1 # H2FAST default - admin_expense: 0.00 # percent of sales H2FAST default - capital_items: - depr_type: "MACRS" # can be "MACRS" or "Straight line" - depr_period: 5 # 5 years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 - refurb: [0.] + commodity_sell_price: 0.078 + save_cost_breakdown: True + save_npv_breakdown: True cost_adjustment_parameters: cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year target_dollar_year: 2022 @@ -70,10 +102,14 @@ finance_parameters: wind: commodity: "electricity" commodity_stream: "wind" #use electricity from wind in finance calc + commodity_desc: "wind_only" + finance_groups: ["profast"] technologies: ["wind"] battery: commodity: "electricity" commodity_stream: "battery" #use electricity from battery in finance calc + commodity_desc: "battery_included" + finance_groups: ["profast"] technologies: ["wind", "battery"] electricity: commodity: "electricity" @@ -81,4 +117,6 @@ finance_parameters: # use the electricity produced from all electricity producing technologies # included in 'technologies'. In this case, it will use the electricity # produced by the wind technology as the commodity stream. + finance_groups: ["profast", "npv", "profast_npv"] + commodity_desc: "all_electricity" technologies: ["wind","battery"] diff --git a/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py b/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py index 28ddb2035..4e51b330e 100644 --- a/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py +++ b/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py @@ -360,7 +360,7 @@ def setup(self): self.add_input( "LCOE", val=0.0, - units="USD/kW/h", + units="USD/(kW*h)", desc="Levelized cost of electricity (USD/kWh)", ) self.add_input( diff --git a/h2integrate/converters/methanol/co2h_methanol_plant.py b/h2integrate/converters/methanol/co2h_methanol_plant.py index 53b2afd1a..e8ca0f28a 100644 --- a/h2integrate/converters/methanol/co2h_methanol_plant.py +++ b/h2integrate/converters/methanol/co2h_methanol_plant.py @@ -247,7 +247,7 @@ def setup(self): ) self.add_input( "LCOE", - units="USD/kW/h", + units="USD/(kW*h)", desc="Levelized cost of electricity in USD/kWh", ) self.add_input( diff --git a/h2integrate/converters/natural_gas/natural_gas_cc_ct.py b/h2integrate/converters/natural_gas/natural_gas_cc_ct.py index e7855a82f..aa4a20ddb 100644 --- a/h2integrate/converters/natural_gas/natural_gas_cc_ct.py +++ b/h2integrate/converters/natural_gas/natural_gas_cc_ct.py @@ -215,19 +215,19 @@ def setup(self): self.add_input( "fixed_opex_per_kw_per_year", val=self.config.fixed_opex_per_kw_per_year, - units="USD/kW/year", + units="USD/(kW*year)", desc="Fixed operating expenses per unit capacity per year", ) self.add_input( "variable_opex_per_mwh", val=self.config.variable_opex_per_mwh, - units="USD/MW/h", + units="USD/(MW*h)", desc="Variable operating expenses per unit generation", ) self.add_input( "heat_rate_mmbtu_per_mwh", val=self.config.heat_rate_mmbtu_per_mwh, - units="MMBtu/MW/h", + units="MMBtu/(MW*h)", desc="Plant heat rate", ) diff --git a/h2integrate/converters/steel/steel_baseclass.py b/h2integrate/converters/steel/steel_baseclass.py index a59ff3ab1..956df63b7 100644 --- a/h2integrate/converters/steel/steel_baseclass.py +++ b/h2integrate/converters/steel/steel_baseclass.py @@ -33,7 +33,7 @@ def setup(self): self.add_input("plant_capacity_factor", val=0.0, units=None, desc="Capacity factor") self.add_input("LCOH", val=0.0, units="USD/kg", desc="Levelized cost of hydrogen") self.add_input( - "electricity_cost", val=0.0, units="USD/MW/h", desc="Levelized cost of electricity" + "electricity_cost", val=0.0, units="USD/(MW*h)", desc="Levelized cost of electricity" ) diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index d8c6e6f17..f658ac499 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -2,12 +2,14 @@ from h2integrate.core.feedstocks import FeedstockCostModel, FeedstockPerformanceModel from h2integrate.transporters.pipe import PipePerformanceModel from h2integrate.transporters.cable import CablePerformanceModel +from h2integrate.finances.profast_lco import ProFastLCO +from h2integrate.finances.profast_npv import ProFastNPV from h2integrate.converters.steel.steel import SteelPerformanceModel, SteelCostAndFinancialModel from h2integrate.converters.wind.wind_pysam import PYSAMWindPlantPerformanceModel -from h2integrate.finances.profast_financial import ProFastComp from h2integrate.transporters.generic_summer import GenericSummerPerformanceModel from h2integrate.converters.hopp.hopp_wrapper import HOPPComponent from h2integrate.converters.solar.solar_pysam import PYSAMSolarPlantPerformanceModel +from h2integrate.finances.numpy_financial_npv import NumpyFinancialNPV from h2integrate.storage.generic_storage_cost import GenericStorageCostModel from h2integrate.storage.hydrogen.eco_storage import H2Storage from h2integrate.converters.wind.atb_wind_cost import ATBWindPlantCostModel @@ -183,7 +185,9 @@ "feedstock_performance": FeedstockPerformanceModel, "feedstock_cost": FeedstockCostModel, # Finance - "ProFastComp": ProFastComp, + "ProFastComp": ProFastLCO, + "ProFastNPV": ProFastNPV, + "NumpyFinancialNPV": NumpyFinancialNPV, } electricity_producing_techs = ["wind", "solar", "pv", "river", "hopp", "natural_gas_plant"] diff --git a/h2integrate/finances/numpy_financial_npv.py b/h2integrate/finances/numpy_financial_npv.py new file mode 100644 index 000000000..f3f50d42b --- /dev/null +++ b/h2integrate/finances/numpy_financial_npv.py @@ -0,0 +1,339 @@ +from pathlib import Path + +import numpy as np +import pandas as pd +import openmdao.api as om +import numpy_financial as npf +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, check_plant_config_and_profast_params +from h2integrate.core.validators import gte_zero, range_val + + +@define +class NumpyFinancialNPVFinanceConfig(BaseConfig): + """Configuration for NumpyFinancialNPVFinance. + + Attributes: + plant_life (int): operating life of plant in years + discount_rate (float): discount rate, expressed as a fraction between 0 and 1. + commodity_sell_price (int | float, optional): sell price of commodity in + USD/unit of commodity. Defaults to 0.0 + save_cost_breakdown (bool, optional): whether to save the cost breakdown per year. + Defaults to False. + save_npv_breakdown (bool, optional): whether to save the npv breakdown per technology. + Defaults to False. + cost_breakdown_file_description (str, optional): description to include in filename of + cost breakdown file or npv breakdown file if either ``save_cost_breakdown`` or + ``save_npv_breakdown`` is True. Defaults to 'default'. + """ + + plant_life: int = field(converter=int, validator=gte_zero) + discount_rate: float = field(validator=range_val(0, 1)) + commodity_sell_price: int | float = field(default=0.0) + save_cost_breakdown: bool = field(default=False) + save_npv_breakdown: bool = field(default=False) + cost_breakdown_file_description: str = field(default="default") + + +class NumpyFinancialNPV(om.ExplicitComponent): + """OpenMDAO component for calculating Net Present Value (NPV) + using the NumPy Financial. + + This component computes the NPV of a given commodity-producing plant over its + operational lifetime, accounting for capital expenditures (CAPEX), operating + expenditures (OPEX), refurbishment/replacement costs, and commodity revenues. + + NPV is calculated using the discount rate and plant life defined in the + `plant_config`. By convention, investments (CAPEX, OPEX, refurbishment) are + treated as negative cash flows, while revenues from commodity sales are + positive. This follows the NumPy Financial convention: + + Reference: + NumpPy Financial NPV documentation: + https://numpy.org/numpy-financial/latest/npv.html#numpy_financial.npv + + By convention: + - Investments or "deposits" are negative. + - Income or "withdrawals" are positive. + - Values typically start with the initial investment, so + ``values[0]`` is often negative. + + Attributes: + NPV_str (str): The dynamically generated name of the NPV output variable, + based on `commodity_type` and optional `description`. + tech_config (dict): Technology-specific configuration dictionary. + config (NumpyFinancialNPVConfig): Parsed financial configuration parameters + (e.g., discount rate, plant life, save options). + """ + + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + self.options.declare("commodity_type", types=str) + self.options.declare("description", types=str, default="") + + def setup(self): + commodity_type = self.options["commodity_type"] + description = self.options["description"].strip() if "description" in self.options else "" + + # Use description only if non-empty + suffix = f"_{description}" if description else "" + + self.NPV_str = f"NPV_{commodity_type}{suffix}" + self.output_txt = f"{commodity_type}{suffix}" + + # TODO: update below with standardized naming + if self.options["commodity_type"] == "electricity": + commodity_units = "kW*h/year" + commodity_price_units = "USD/(kW*h)" + else: + commodity_units = "kg/year" + commodity_price_units = "USD/kg" + + self.add_output(self.NPV_str, val=0.0, units="USD") + + if self.options["commodity_type"] == "co2": + self.add_input("co2_capture_kgpy", val=0.0, units="kg/year") + else: + self.add_input( + f"total_{self.options['commodity_type']}_produced", + val=0.0, + units=commodity_units, + ) + + plant_config = self.options["plant_config"] + finance_params = plant_config["finance_parameters"]["model_inputs"] + if "plant_life" in finance_params: + check_plant_config_and_profast_params( + plant_config["plant"], finance_params, "plant_life", "plant_life" + ) + finance_params.update({"plant_life": plant_config["plant"]["plant_life"]}) + + self.config = NumpyFinancialNPVFinanceConfig.from_dict(finance_params) + + tech_config = self.tech_config = self.options["tech_config"] + for tech in tech_config: + self.add_input(f"capex_adjusted_{tech}", val=0.0, units="USD") + self.add_input(f"opex_adjusted_{tech}", val=0.0, units="USD/year") + self.add_input( + f"varopex_adjusted_{tech}", + val=0.0, + shape=plant_config["plant"]["plant_life"], + units="USD/year", + ) + + # TODO: update below with standardized naming + if "electrolyzer" in tech_config: + self.add_input("electrolyzer_time_until_replacement", units="h") + + self.add_input( + f"sell_price_{self.output_txt}", + val=self.config.commodity_sell_price, + units=commodity_price_units, + ) + + def compute(self, inputs, outputs): + """Compute the Net Present Value (NPV). + + Calculates discounted cash flows over the plant lifetime, accounting for: + * Revenue from annual commodity production and sale. + * CAPEX and OPEX for all technologies. + * Replacement or refurbishment costs if provided. + + Optionally saves cost breakdowns and NPV breakdowns to CSV files if + enabled in configuration. + + NPV that is positive indicates a profitable investment, while negative + NPV indicates a loss. + + Args: + inputs (dict-like): Dictionary of input values, including production, + CAPEX, OPEX, and optional replacement periods. + outputs (dict-like): Dictionary for storing computed outputs, including + the NPV result. + + Produces: + * `outputs[self.NPV_str]`: The total NPV in USD. + + Side Effects: + * Writes annual cost breakdown and NPV breakdown CSVs to the configured + output directory if `save_cost_breakdown` or `save_npv_breakdown` + is enabled. + + Raises: + FileNotFoundError: If the specified output directory cannot be created. + ValueError: If refurbishment schedules cannot be derived from inputs. + """ + # By convention in NPV calculations, investments (capex, opex, refurbishment) are + # negative cash flows while revenues are positive. This follows the numpy_financial + # convention where money going out is negative and money coming in is positive. + sign_of_costs = -1 + + # Extract annual production based on commodity type + # CO2 uses different input naming convention than other commodities + # TODO: update below for standardized naming and also variable simulation lengths + if self.options["commodity_type"] != "co2": + annual_production = float(inputs[f"total_{self.options['commodity_type']}_produced"][0]) + else: + annual_production = float(inputs["co2_capture_kgpy"]) + + # Calculate revenue from selling the commodity at the specified price + # Revenue is only generated during operational years (not during construction year 0) + income = float(inputs[f"sell_price_{self.output_txt}"]) * annual_production + # Create cash inflow array: [0 for year 0 (construction), income for years 1-N] + cash_inflow = np.concatenate(([0], income * np.ones(self.config.plant_life))) + + # Initialize cost breakdown dictionary to track all cash flows by category + # This will be used both for NPV calculation and optional CSV export + cost_breakdown = {f"Cash Inflow of Selling {self.options['commodity_type']}": cash_inflow} + + # Track initial investment for reference (not currently used in calculations) + initial_investment_cost = 0 + + # Loop through each technology (e.g., wind, electrolyzer, etc.) to sum costs + for tech in self.tech_config: + # Extract financial inputs for this technology and apply negative sign convention + capex = sign_of_costs * float(inputs[f"capex_adjusted_{tech}"]) + fixed_om = sign_of_costs * float(inputs[f"opex_adjusted_{tech}"]) + var_om = sign_of_costs * inputs[f"varopex_adjusted_{tech}"] + + # CAPEX occurs only in year 0 (construction phase) + # Array size is plant_life+1 to include year 0 + capex_per_year = np.zeros(int(self.config.plant_life + 1)) + capex_per_year[0] = capex + initial_investment_cost += capex + + # Store technology-specific costs in breakdown dictionary + cost_breakdown[f"{tech}: capital cost"] = capex_per_year + # Fixed O&M is constant each year during operation (years 1 through plant_life) + cost_breakdown[f"{tech}: fixed o&m"] = np.concatenate( + ([0], fixed_om * np.ones(self.config.plant_life)) + ) + # Variable O&M can vary by year based on utilization or other factors + cost_breakdown[f"{tech}: variable o&m"] = np.concatenate(([0], var_om)) + + # Retrieve technology-specific capital item parameters for refurbishment/replacement + tech_capex_info = ( + self.tech_config[tech]["model_inputs"] + .get("financial_parameters", {}) + .get("capital_items", {}) + ) + + # Check if this technology requires periodic refurbishment or replacement + # (e.g., electrolyzer stacks may need replacement every N years) + if "replacement_cost_percent" in tech_capex_info: + # Initialize array to track when replacements occur + refurb_schedule = np.zeros(self.config.plant_life) + + # Find refurbishment period either from explicit config or calculated from hours + if "refurbishment_period_years" in tech_capex_info: + refurb_period = tech_capex_info["refurbishment_period_years"] + else: + # Calculate from hours until replacement (e.g., electrolyzer lifetime hours) + # Convert hours to years: divide by (24 hours/day * 365 days/year) + refurb_period = round( + float(inputs[f"{tech}_time_until_replacement"][0]) / (24 * 365) + ) + + # Set replacement cost at regular intervals (every refurb_period years) + # replacement_cost_percent is fraction of original CAPEX (e.g., 0.15 = 15%) + refurb_schedule[refurb_period : self.config.plant_life : refurb_period] = ( + tech_capex_info["replacement_cost_percent"] + ) + + # Calculate actual replacement costs by multiplying CAPEX by schedule percentages + # capex is negative, so refurb_cost will also be negative (cash outflow) + refurb_cost = capex * refurb_schedule + # Add refurbishment schedule to cost breakdown + cost_breakdown[f"{tech}: replacement cost"] = refurb_cost + + # Convert cost breakdown to list of arrays for aggregation (currently unused) + total_costs = [np.array(v) for k, v in cost_breakdown.items()] + np.array(total_costs).sum(axis=0) + + # Calculate NPV for each cost category and sum to get total NPV + # This iterative approach also builds npv_cost_breakdown for optional reporting + npv_item_check = 0 + npv_cost_breakdown = {} + for cost_type, cost_vals in cost_breakdown.items(): + # Apply NPV formula: NPV = sum(cash_flow[t] / (1 + discount_rate)^t) for all t + npv_item = npf.npv(self.config.discount_rate, cost_vals) + npv_item_check += float(npv_item) + npv_cost_breakdown[cost_type] = float(npv_item) + + # Store final NPV result in outputs + outputs[self.NPV_str] = npv_item_check + + # Optionally save detailed breakdowns to CSV files for analysis + if self.config.save_cost_breakdown or self.config.save_npv_breakdown: + self._save_cost_breakdown_files(cost_breakdown, npv_cost_breakdown, npv_item_check) + + def _save_cost_breakdown_files(self, cost_breakdown, npv_cost_breakdown, total_npv): + """Save cost breakdown and/or NPV breakdown to CSV files. + + Creates CSV files containing detailed breakdowns of costs and NPV calculations + for post-processing analysis and reporting. + + Args: + cost_breakdown (dict): Dictionary mapping cost categories to annual cost arrays. + Keys are category names (e.g., "wind: capital cost"), values are numpy arrays + of costs per year (length = plant_life + 1). + npv_cost_breakdown (dict): Dictionary mapping cost categories to their NPV values. + Keys are category names, values are floats representing discounted present value. + total_npv (float): The total NPV summed across all categories in USD. + + File Formats: + NPV breakdown CSV: Single column with cost category as index and NPV as value. + Cost breakdown CSV: Rows are cost categories, columns are years (Year 0, Year 1, etc.). + """ + # Set up output directory and ensure it exists + output_dir = self.options["driver_config"]["general"]["folder_output"] + output_dir = Path(output_dir) + output_dir.mkdir(parents=True, exist_ok=True) + + # Get file description for naming + fdesc = self.config.cost_breakdown_file_description + + # Build base filename with appropriate commodity and description + if ( + self.options["description"] == "" + or self.options["description"] == self.options["commodity_type"] + ): + filename_base = f"{fdesc}_{self.options['commodity_type']}_NumpyFinancialNPV" + else: + # Extract description by removing NPV prefix and commodity type + desc = ( + self.NPV_str.replace("NPV_", "") + .replace(self.options["commodity_type"], "") + .strip("_") + ) + filename_base = f"{fdesc}_{self.options['commodity_type']}_{desc}_NumpyFinancialNPV" + + # Save NPV breakdown: single value per cost category + if self.config.save_npv_breakdown: + npv_fname = f"{filename_base}_NPV_breakdown.csv" + npv_fpath = Path(output_dir) / npv_fname + npv_breakdown = pd.Series(npv_cost_breakdown) + npv_breakdown.loc["Total"] = total_npv + npv_breakdown.name = "NPV (USD)" + npv_breakdown.to_csv(npv_fpath) + + # Save annual cost breakdown: costs per year for each category + if self.config.save_cost_breakdown: + cost_fname = f"{filename_base}_cost_breakdown.csv" + cost_fpath = Path(output_dir) / cost_fname + + # Create DataFrame with cost categories as rows and years as columns + annual_cost_breakdown = pd.DataFrame(cost_breakdown).T + # Add row totals (sum across all years for each category) + annual_cost_breakdown["Total cost (USD)"] = annual_cost_breakdown.sum(axis=1) + # Add column totals (sum across all categories for each year) + annual_cost_breakdown.loc["Total cost per year (USD/year)"] = annual_cost_breakdown.sum( + axis=0 + ) + # Rename columns to be more readable (0, 1, 2... -> Year 0, Year 1, Year 2...) + new_colnames = {i: f"Year {i}" for i in annual_cost_breakdown.columns.to_list()} + annual_cost_breakdown = annual_cost_breakdown.rename(columns=new_colnames) + annual_cost_breakdown.to_csv(cost_fpath) diff --git a/h2integrate/finances/profast_financial.py b/h2integrate/finances/profast_base.py similarity index 67% rename from h2integrate/finances/profast_financial.py rename to h2integrate/finances/profast_base.py index 79a3c5ac7..9cbd11491 100644 --- a/h2integrate/finances/profast_financial.py +++ b/h2integrate/finances/profast_base.py @@ -1,5 +1,3 @@ -from pathlib import Path - import attrs import numpy as np import openmdao.api as om @@ -9,22 +7,14 @@ BaseConfig, attr_filter, attr_serializer, - dict_to_yaml_formatting, check_plant_config_and_profast_params, ) from h2integrate.core.dict_utils import update_defaults from h2integrate.core.validators import gt_zero, contains, gte_zero, range_val -from h2integrate.tools.profast_tools import ( - run_profast, - make_price_breakdown, - create_years_of_operation, - create_and_populate_profast, - format_profast_price_breakdown_per_year, -) -from h2integrate.core.inputs.validation import write_yaml -from h2integrate.tools.profast_reverse_tools import convert_pf_to_dict +from h2integrate.tools.profast_tools import create_years_of_operation, create_and_populate_profast +# Mapping between user-facing finance parameters and ProFAST internal parameter names finance_to_pf_param_mapper = { # "income tax rate": "total income tax rate", "debt equity ratio": "debt equity ratio of initial financing", @@ -39,21 +29,22 @@ def format_params_for_profast_config(param_dict): - """Replace spaces with underscores for top-level dictionary keys and replace - underscores with spaces for any embedded dictionaries. Create a dictionary that is - formatted for BasicProFASTParameterConfig. + """Format a parameter dictionary for BasicProFASTParameterConfig. + This function standardizes dictionary key names so that top-level keys + use underscores instead of spaces, while nested dictionary keys use spaces. Args: - param_dict (dict): dictionary of financing parameters + param_dict (dict): Input dictionary of financing parameters. Returns: - dict: financing parameters formatted for BasicProFASTParameterConfig + dict: Reformatted dictionary compatible with BasicProFASTParameterConfig. """ param_dict_reformatted = {} for k, v in param_dict.items(): - k_new = k.replace(" ", "_") + k_new = k.replace(" ", "_") # Standardize top-level keys if isinstance(v, dict): + # Convert nested dictionary keys to use spaces v_new = {vk.replace("_", " "): vv for vk, vv in v.items()} param_dict_reformatted[k_new] = v_new else: @@ -62,32 +53,30 @@ def format_params_for_profast_config(param_dict): def check_parameter_inputs(finance_params, plant_config): - """Check and format the input finance parameters. This method checks: + """Validate and format financing parameter inputs for ProFAST. - 1) for duplicated keys that only differ in formatting (spaces or underscores). - Such as 'analysis_start_year' and 'analysis start year'. Throws an error if found. - 2) two keys that map to the same parameter have differing values, - see `finance_to_pf_param_mapper`. Such as 'installation time' and - 'installation months'. Throws an error if values differ. - 3) parameters that are in the ProFAST format are reformatted to be compatible with - BasicProFASTParameterConfig + This function: + 1. Detects duplicated keys that differ only by spaces or underscores. + 2. Ensures that synonymous parameters (e.g., "installation time" and + "installation months") do not have conflicting values. + 3. Reformats the parameters for compatibility with ProFAST. Args: - finance_params (dict): `params` dictionary containing financing information. - plant_config (dict): plant configuration dictionary. + finance_params (dict): Financing parameters provided by the user. + plant_config (dict): Plant configuration dictionary. Raises: ValueError: If duplicated keys are input. ValueError: If two equivalent keys have different values. Returns: - dict: financing parameters formatted for BasicProFASTParameterConfig - validated financing parameters with consistent formatting. + dict: Validated and reformatted financing parameters for ProFAST. """ - # make consistent formatting + # make consistent formatting for keys fin_params = {k.replace("_", " "): v for k, v in finance_params.items()} - # check for duplicated entries (ex. 'analysis_start_year' and 'analysis start year') + # check for duplicated entries differing only by underscores/spaces + # (ex. 'analysis_start_year' and 'analysis start year') if len(fin_params) != len(finance_params): finance_keys = [k.replace("_", " ") for k, v in finance_params.items()] fin_keys = list(fin_params.keys()) @@ -101,6 +90,7 @@ def check_parameter_inputs(finance_params, plant_config): msg = f"Duplicate entries found in ProFastComp params. Duplicated entries are: {err_info}" raise ValueError(msg) + # Check for conflicts between nickname/realname pairs # check if duplicate entries were input, like "installation time" AND "installation months" for nickname, realname in finance_to_pf_param_mapper.items(): has_nickname = any(k == nickname for k, v in fin_params.items()) @@ -109,13 +99,13 @@ def check_parameter_inputs(finance_params, plant_config): if has_nickname and has_realname: check_plant_config_and_profast_params(fin_params, fin_params, nickname, realname) - # check for value mismatch + # Validate consistency between plant life and operating life if "operating life" in fin_params: check_plant_config_and_profast_params( plant_config["plant"], fin_params, "plant_life", "operating life" ) - # if profast params are in profast format + # Re-map ProFAST parameters back to finance-style keys if needed if any(k in list(finance_to_pf_param_mapper.values()) for k, v in fin_params.items()): pf_param_to_finance_mapper = {v: k for k, v in finance_to_pf_param_mapper.items()} pf_params = {} @@ -126,6 +116,7 @@ def check_parameter_inputs(finance_params, plant_config): pf_params[k] = v fin_params = dict(pf_params.items()) + # Final format for ProFAST configuration fin_params = format_params_for_profast_config(fin_params) fin_params.update({"plant_life": plant_config["plant"]["plant_life"]}) @@ -134,7 +125,11 @@ def check_parameter_inputs(finance_params, plant_config): @define class BasicProFASTParameterConfig(BaseConfig): - """Config of financing parameters for ProFAST. + """Configuration class for financial parameters used in ProFAST models. + + This class defines default financing parameters, including discount rate, + tax structure, inflation, and cost categories. Values are validated using + range and type constraints. Attributes: plant_life (int): operating life of plant in years @@ -180,6 +175,7 @@ class BasicProFASTParameterConfig(BaseConfig): one_time_cap_inct (dict, optional): investment tax credit. """ + # --- Primary finance parameters --- plant_life: int = field(converter=int, validator=gte_zero) analysis_start_year: int = field(converter=int, validator=range_val(1000, 4000)) installation_time: int = field(converter=int, validator=gte_zero) @@ -199,6 +195,7 @@ class BasicProFASTParameterConfig(BaseConfig): admin_expense: float = field(validator=range_val(0, 1)) + # --- Optional parameters --- non_depr_assets: float = field(default=0.0, validator=gte_zero) end_of_proj_sale_non_depr_assets: float = field(default=0.0, validator=gte_zero) @@ -209,11 +206,13 @@ class BasicProFASTParameterConfig(BaseConfig): credit_card_fees: float = field(default=0.0) demand_rampup: float = field(default=0.0, validator=gte_zero) + # --- Debt configuration --- debt_type: str = field( default="Revolving debt", validator=contains(["Revolving debt", "One time loan"]) ) loan_period_if_used: int = field(default=0, validator=gte_zero) + # --- Nested dictionaries (financial categories) --- commodity: dict = field( default={ "name": None, @@ -259,21 +258,25 @@ class BasicProFASTParameterConfig(BaseConfig): ) def as_dict(self) -> dict: - """Creates a JSON and YAML friendly dictionary that can be save for future reloading. + """Return a dictionary formatted for ProFAST initialization. + Converts the configuration to a ProFAST-compatible dictionary, replacing + underscores with spaces, applying inflation defaults, and mapping keys + to internal ProFAST parameter names. Returns: - dict: All key, value pairs required for class re-creation. + dict: Formatted parameter dictionary. """ + # Convert attrs object to serializable dict pf_params_init = attrs.asdict(self, filter=attr_filter, value_serializer=attr_serializer) - # rename keys to profast format + # Rename underscores to spaces for ProFAST compatibility pf_params = {k.replace("_", " "): v for k, v in pf_params_init.items()} - # update all instances of "escalation" with the general inflation rate + # Apply inflation rate defaults to escalation fields pf_params = update_defaults(pf_params, "escalation", self.inflation_rate) - # rename keys + # Remap finance keys to ProFAST names where applicable params = {} for keyname, vals in pf_params.copy().items(): if keyname in finance_to_pf_param_mapper: @@ -285,7 +288,10 @@ def as_dict(self) -> dict: @define class ProFASTDefaultCapitalItem(BaseConfig): - """Configuration class of default settings for ProFAST capital items. + """Default configuration for ProFAST capital cost items. + + Represents capital investment items such as equipment or infrastructure, + with associated cost, depreciation, and sales tax options. Attributes: depr_period (int): depreciation period in years if using MACRS depreciation. @@ -304,6 +310,14 @@ class ProFASTDefaultCapitalItem(BaseConfig): replacement_cost_percent: int | float = field(default=0.0, validator=range_val(0, 1)) def create_dict(self): + """Create a ProFAST-compatible dictionary of attributes. + + Excludes attributes not used by the ProFAST configuration file. + + Returns: + dict: Dictionary containing ProFAST-compatible fields. + """ + # Remove attributes not required by ProFAST input schema non_profast_attrs = ["replacement_cost_percent"] full_dict = self.as_dict() d = {k: v for k, v in full_dict.items() if k not in non_profast_attrs} @@ -312,7 +326,10 @@ def create_dict(self): @define class ProFASTDefaultFixedCost(BaseConfig): - """Configuration class of default settings for ProFAST fixed costs. + """Default configuration for ProFAST fixed operating costs. + + Represents recurring annual costs such as maintenance, rent, or insurance + that do not vary with production level. Attributes: escalation (float | int, optional): annual escalation of price. @@ -327,13 +344,21 @@ class ProFASTDefaultFixedCost(BaseConfig): usage: float | int = field(default=1.0) def create_dict(self): + """Return a dictionary representation for ProFAST. + + Returns: + dict: Dictionary of fixed cost attributes. + """ + # Convert attributes to standard dictionary return self.as_dict() @define class ProFASTDefaultVariableCost(BaseConfig): - """Configuration class of default settings for ProFAST variable costs. - The total cost is calculated as ``usage*cost``. + """Default configuration for ProFAST variable costs. + + Represents costs that scale with production or feedstock usage. + The total cost is calculated as ``usage * cost``. Attributes: escalation (float | int, optional): annual escalation of price. @@ -349,12 +374,51 @@ class ProFASTDefaultVariableCost(BaseConfig): usage: float | int = field(default=1.0) def create_dict(self): + """Return a dictionary representation for ProFAST. + + Returns: + dict: Dictionary of variable cost attributes. + """ + # Prepare dictionary for ProFAST configuration input + return self.as_dict() + + +@define +class ProFASTDefaultCoproduct(BaseConfig): + """Default configuration for ProFAST coproduct settings. + + Represents additional revenue sources or byproducts associated with + the primary process. The total value is calculated as ``usage * cost``. + + Attributes: + escalation (float | int, optional): annual escalation of price. + Defaults to 0. + unit (str): unit of the cost, only used for reporting. The cost should be input in + USD/unit of commodity. + usage (float, optional): Usage of feedstock per unit of commodity. + Defaults to 1.0. + """ + + escalation: float | int = field() + unit: str = field() + usage: float | int = field(default=1.0) + + def create_dict(self): + """Return a dictionary representation for ProFAST. + + Returns: + dict: Dictionary of coproduct attributes. + """ + # Prepare dictionary for ProFAST configuration input return self.as_dict() @define class ProFASTDefaultIncentive(BaseConfig): - """Configuration class of default settings for ProFAST production-based incentives. + """Default configuration for ProFAST production-based incentives. + + Represents financial incentives (e.g., tax credits or subsidies) + applied per unit of production over a defined period. Attributes: decay (float): rate of decay of incentive value. @@ -369,25 +433,40 @@ class ProFASTDefaultIncentive(BaseConfig): tax_credit: bool = field(default=True) def create_dict(self): + """Return a dictionary representation for ProFAST. + + Returns: + dict: Dictionary of incentive attributes. + """ + # Prepare dictionary for ProFAST configuration input return self.as_dict() -class ProFastComp(om.ExplicitComponent): +class ProFastBase(om.ExplicitComponent): """ - This component calculates the Levelized Cost of Commodity (LCO) for a user-defined set - of technologies and commodities, including hydrogen (LCOH), electricity (LCOE), - ammonia (LCOA), nitrogen (LCON), and CO2 (LCOC). Only the user-defined technologies specified - in the `tech_config` are included in the LCO stackup (or all if no specific technologies are - defined). + Base component for using the ProFAST financial model within OpenMDAO. + + This component aggregates capital, fixed, variable, and coproduct costs from + user-defined technologies to compute financial metrics using ProFAST. + + Reference: + ProFAST Documentation: + https://www.nrel.gov/hydrogen/profast-access + Attributes: - tech_config (dict): Dictionary specifying the technologies to include in the - LCO calculation. Only these technologies are considered in the stackup. - plant_config (dict): Plant configuration parameters, including financial and - operational settings. + tech_config (dict): Technology-specific model configurations included in the + financial calculation. + plant_config (dict): Plant configuration and financial parameter settings. driver_config (dict): Driver configuration parameters (not directly used in calculations). - commodity_type (str): The type of commodity for which the LCO is calculated. - Supported values are "hydrogen", "electricity", "ammonia", "nitrogen", and "co2". + commodity_type (str): Type of commodity analyzed. Supported: 'hydrogen', 'electricity', + 'ammonia', 'nitrogen', and 'co2'. + params (BasicProFASTParameterConfig): Financial parameters used in the ProFAST analysis. + capital_item_settings (ProFASTDefaultCapitalItem): Default capital cost parameters. + fixed_cost_settings (ProFASTDefaultFixedCost): Default fixed operating cost parameters. + variable_cost_settings (ProFASTDefaultVariableCost): Default variable operating cost + parameters. + coproduct_cost_settings (ProFASTDefaultCoproduct): Default coproduct cost parameters. Inputs: capex_adjusted_{tech} (float): Adjusted capital expenditure for each @@ -401,73 +480,46 @@ class ProFastComp(om.ExplicitComponent): co2_capture_kgpy (float): Total annual CO2 captured, in kg/year (only for commodity_type "co2"). - Outputs: - LCOx (float): Levelized Cost of commodity (where 'x' is the uppercase first letter - of the commodity). For example, LCOH if commodity_type is "hydrogen". - If commodity_type is "hydrogen", "ammonia", "nitrogen", or "co2", the units are USD/kg. - If the commodity type is "electricity", the units are USD/kWh. - wacc_ (float): weighted average cost of capital as a fraction. - crf_ (float): capital recovery factor as a fraction. - irr_ (float): internal rate of return as a fraction. - profit_index_ (float): - investor_payback_period_ (float): time until initial investment costs are - recovered in years. - price_ (float): first year price of commodity in same units as `LCOx` - Methods: initialize(): Declares component options. - setup(): Defines inputs and outputs based on user configuration and validates - required parameters. - compute(inputs, outputs): Assembles financial parameters, adds capital and fixed cost - items for user-defined technologies, runs the ProFAST financial model, - and sets the appropriate LCOx output. - - Notes: - - Only technologies specified by the user in `tech_config` are included in the LCO stackup. - - The component supports flexible configuration for different commodities - and technology mixes. - - Only includes fixed annual operating costs and capital costs at the moment. + setup(): Defines inputs/outputs and initializes ProFAST configuration. + populate_profast(inputs): Builds a ProFAST input dictionary based on user inputs. + compute(inputs, outputs, ...): Must be implemented in a subclass. """ def initialize(self): + """Declare OpenMDAO component options.""" self.options.declare("driver_config", types=dict) self.options.declare("plant_config", types=dict) self.options.declare("tech_config", types=dict) self.options.declare("commodity_type", types=str) self.options.declare("description", types=str, default="") + def add_model_specific_outputs(self): + """Placeholder for subclass-defined outputs.""" + raise NotImplementedError("This method should be implemented in a subclass.") + def setup(self): + """Set up component inputs and outputs based on plant and technology configurations.""" + # Determine commodity units if self.options["commodity_type"] == "electricity": commodity_units = "kW*h/year" - lco_units = "USD/kW/h" + self.price_units = "USD/(kW*h)" else: commodity_units = "kg/year" - lco_units = "USD/kg" + self.price_units = "USD/kg" - LCO_base_str = f"LCO{self.options['commodity_type'][0].upper()}" - self.output_txt = self.options["commodity_type"].lower() - if self.options["description"] == "": - self.LCO_str = LCO_base_str - else: - desc_str = self.options["description"].strip().strip("_()-") - if desc_str == "": - self.LCO_str = LCO_base_str - else: - self.output_txt = f"{self.options['commodity_type'].lower()}_{desc_str}" - self.LCO_str = f"{LCO_base_str}_{desc_str}" - - self.add_output(self.LCO_str, val=0.0, units=lco_units) - self.outputs_to_units = { - "wacc": "percent", - "crf": "percent", - "irr": "percent", - "profit_index": "unitless", - "investor_payback_period": "yr", - "price": lco_units, - } - for output_var, units in self.outputs_to_units.items(): - self.add_output(f"{output_var}_{self.output_txt}", val=0.0, units=units) + # Construct output name based on commodity and optional description + # this is necessary to allow for financial subgroups + self.description = ( + self.options["description"].strip() if "description" in self.options else "" + ) + self.output_txt = f"{self.options['commodity_type'].lower()}_{self.description}" + + # Add model-specific outputs defined by subclass + self.add_model_specific_outputs() + # Add production input (CO2 capture or total commodity produced) if self.options["commodity_type"] == "co2": self.add_input("co2_capture_kgpy", val=0.0, units="kg/year") else: @@ -477,6 +529,7 @@ def setup(self): units=commodity_units, ) + # Add inputs for CapEx, OpEx, and variable OpEx for each technology plant_life = int(self.options["plant_config"]["plant"]["plant_life"]) tech_config = self.tech_config = self.options["tech_config"] for tech in tech_config: @@ -484,13 +537,13 @@ def setup(self): self.add_input(f"opex_adjusted_{tech}", val=0.0, units="USD/year") self.add_input(f"varopex_adjusted_{tech}", val=0.0, shape=plant_life, units="USD/year") + # Include electrolyzer replacement time if applicable if "electrolyzer" in tech_config: self.add_input("electrolyzer_time_until_replacement", units="h") + # Load plant configuration and financial parameters plant_config = self.options["plant_config"] - finance_params = plant_config["finance_parameters"]["model_inputs"]["params"] - fin_params = check_parameter_inputs(finance_params, plant_config) # initialize financial parameters @@ -514,9 +567,17 @@ def setup(self): "variable_costs", {} ) variable_cost_params.setdefault("escalation", self.params.inflation_rate) - variable_cost_params.setdefault("unit", lco_units.replace("USD", "$")) + variable_cost_params.setdefault("unit", self.price_units.replace("USD", "$")) self.variable_cost_settings = ProFASTDefaultVariableCost.from_dict(variable_cost_params) + # initialize default coproduct cost parameters (same as feedstocks) + coproduct_cost_params = plant_config["finance_parameters"]["model_inputs"].get( + "coproducts", {} + ) + coproduct_cost_params.setdefault("escalation", self.params.inflation_rate) + coproduct_cost_params.setdefault("unit", self.price_units.replace("USD", "$")) + self.coproduct_cost_settings = ProFASTDefaultCoproduct.from_dict(coproduct_cost_params) + # incentives - unused for now # incentive_params = plant_config["finance_parameters"]["model_inputs"].get( # "incentives", {} @@ -524,9 +585,21 @@ def setup(self): # incentive_params.setdefault("decay", -1 * self.params.inflation_rate) # self.incentive_params_settings = ProFASTDefaultIncentive.from_dict(incentive_params) - def compute(self, inputs, outputs): + def populate_profast(self, inputs): + """Populate and configure the ProFAST financial model for analysis. + + This is called during the `compute` method of the inheriting class. + + Args: + inputs (dict): OpenMDAO input values for technology CapEx, OpEx, and production levels. + + Returns: + ProFAST: A fully configured ProFAST financial model object ready for execution. + """ + # determine commodity units mass_commodities = ["hydrogen", "ammonia", "co2", "nitrogen", "methanol"] + # create years of operation list years_of_operation = create_years_of_operation( self.params.plant_life, self.params.analysis_start_year, @@ -540,6 +613,7 @@ def compute(self, inputs, outputs): {"unit": "kg" if self.options["commodity_type"] in mass_commodities else "kWh"} ) + # calculate capacity and total production based on commodity type if self.options["commodity_type"] != "co2": capacity = float(inputs[f"total_{self.options['commodity_type']}_produced"][0]) / 365.0 total_production = float(inputs[f"total_{self.options['commodity_type']}_produced"][0]) @@ -549,6 +623,7 @@ def compute(self, inputs, outputs): if capacity == 0.0: raise ValueError("Capacity cannot be zero") + # define profast parameters for capacity and utilization profast_params["capacity"] = capacity # TODO: update to actual daily capacity profast_params["long term utilization"] = 1 # TODO: update to capacity factor @@ -559,11 +634,13 @@ def compute(self, inputs, outputs): capital_items = {} fixed_costs = {} variable_costs = {} + coproduct_costs = {} # create default capital item and fixed cost entries capital_item_defaults = self.capital_item_settings.create_dict() fixed_cost_defaults = self.fixed_cost_settings.create_dict() variable_cost_defaults = self.variable_cost_settings.create_dict() + coproduct_cost_defaults = self.coproduct_cost_settings.create_dict() # loop through technologies and create cost entries for tech in self.tech_config: @@ -622,7 +699,9 @@ def compute(self, inputs, outputs): .get("variable_costs", {}) ) - # add CapEx cost to tech-specific variable cost entry + # add VarOpEx cost to tech-specific variable cost entry + + # if VarOpEx is positive, treat as a feedstock varopex_adjusted_tech = inputs[f"varopex_adjusted_{tech}"] if np.any(varopex_adjusted_tech) > 0: varopex_cost_per_unit_commodity = varopex_adjusted_tech / total_production @@ -634,51 +713,33 @@ def compute(self, inputs, outputs): tech_varopex_info.setdefault(var_cost_key, var_cost_val) variable_costs[tech] = tech_varopex_info + # if VarOpEx is negative, treat as a coproduct + else: + tech_coproduct_info = ( + self.tech_config[tech]["model_inputs"] + .get("financial_parameters", {}) + .get("coproducts", {}) + ) + # make it positive + coproduct_cost_per_unit_commodity = -1 * varopex_adjusted_tech / total_production + coproduct_dict = dict(zip(years_of_operation, coproduct_cost_per_unit_commodity)) + tech_coproduct_info.update({"cost": coproduct_dict}) + + # update any unset variable cost parameters with the default values + for coprod_cost_key, coprod_cost_val in coproduct_cost_defaults.items(): + tech_coproduct_info.setdefault(coprod_cost_key, coprod_cost_val) + coproduct_costs[tech] = tech_coproduct_info + # add capital costs and fixed costs to pf_dict pf_dict["capital_items"] = capital_items pf_dict["fixed_costs"] = fixed_costs pf_dict["feedstocks"] = variable_costs - # create ProFAST object + pf_dict["coproducts"] = coproduct_costs + # create ProFAST object pf = create_and_populate_profast(pf_dict) - # simulate ProFAST - sol, summary, price_breakdown = run_profast(pf) - - # Check whether to export profast object to .yaml file - save_results = self.options["plant_config"]["finance_parameters"]["model_inputs"].get( - "save_profast_results", False - ) - save_config = self.options["plant_config"]["finance_parameters"]["model_inputs"].get( - "save_profast_config", False - ) - if save_results or save_config: - pf_config_dict = convert_pf_to_dict(pf) - - output_dir = self.options["driver_config"]["general"]["folder_output"] - fdesc = self.options["plant_config"]["finance_parameters"]["model_inputs"].get( - "profast_output_description", "ProFastComp" - ) + return pf - fbasename = f"{fdesc}_{self.output_txt}" - - output_dir = Path(output_dir) - output_dir.mkdir(parents=True, exist_ok=True) - if save_config: - pf_config_dict = dict_to_yaml_formatting(pf_config_dict) - config_fpath = Path(output_dir) / f"{fbasename}_config.yaml" - write_yaml(pf_config_dict, config_fpath) - if save_results: - lco_breakdown, lco_check = make_price_breakdown(price_breakdown, pf_config_dict) - price_breakdown_formatted = format_profast_price_breakdown_per_year(price_breakdown) - pf_breakdown_fpath = Path(output_dir) / f"{fbasename}_profast_price_breakdown.csv" - lco_breakdown_fpath = Path(output_dir) / f"{fbasename}_LCO_breakdown.yaml" - price_breakdown_formatted.to_csv(pf_breakdown_fpath) - lco_breakdown = dict_to_yaml_formatting(lco_breakdown) - write_yaml(lco_breakdown, lco_breakdown_fpath) - - outputs[self.LCO_str] = sol["lco"] - for output_var in self.outputs_to_units.keys(): - val = sol[output_var.replace("_", " ")] - if isinstance(val, (np.ndarray, list, tuple)): # only for IRR - val = val[-1] - outputs[f"{output_var}_{self.output_txt}"] = val + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + """Placeholder for the OpenMDAO compute step.""" + raise NotImplementedError("This method should be implemented in a subclass.") diff --git a/h2integrate/finances/profast_lco.py b/h2integrate/finances/profast_lco.py new file mode 100644 index 000000000..e18a44530 --- /dev/null +++ b/h2integrate/finances/profast_lco.py @@ -0,0 +1,163 @@ +from pathlib import Path + +import numpy as np + +from h2integrate.core.utilities import dict_to_yaml_formatting +from h2integrate.tools.profast_tools import ( + run_profast, + make_price_breakdown, + format_profast_price_breakdown_per_year, +) +from h2integrate.finances.profast_base import ProFastBase +from h2integrate.core.inputs.validation import write_yaml +from h2integrate.tools.profast_reverse_tools import convert_pf_to_dict + + +class ProFastLCO(ProFastBase): + """Calculates the Levelized Cost of Commodity (LCO) using ProFAST for a given technology + configuration. + + This component estimates the levelized cost of user-defined commodities—such as hydrogen (LCOH), + electricity (LCOE), ammonia (LCOA), nitrogen (LCON), or CO₂ (LCOC)—based on the technologies + included in the configuration. It can output both scalar results (e.g., LCO, IRR, WACC) and + detailed cost breakdowns. Optionally, ProFAST inputs, configurations, and results can be + exported to YAML and CSV files for record-keeping or debugging. + + Attributes: + LCO_str (str): Name of the primary output variable (e.g., "LCOH"). + output_txt (str): Text label used for output naming, typically based on the commodity type. + outputs_to_units (dict): Mapping of output variable names to their physical units. + lco_units (str): Units of the LCO output, dependent on the commodity type (e.g., USD/kg or + USD/kWh). + + Outputs: + LCOx (float): Levelized cost of the commodity, where `x` corresponds to the first letter of + the commodity (e.g., LCOH for hydrogen). Units depend on commodity type. + wacc_ (float): Weighted average cost of capital, as a fraction. + crf_ (float): Capital recovery factor, as a fraction. + irr_ (float): Internal rate of return, as a fraction. + profit_index_ (float): Profitability index, dimensionless. + investor_payback_period_ (float): Time until the initial investment is + recovered (years). + price_ (float): First-year selling price of the commodity in the same units + as LCOx. + _breakdown (dict): Annualized breakdown of LCO costs by category. + + Methods: + add_model_specific_outputs(): + Creates model outputs for the LCO and associated financial metrics, including + cost breakdowns. + + compute(inputs, outputs, discrete_inputs, discrete_outputs): + Runs the ProFAST simulation, calculates the LCO and financial outputs, generates + breakdowns, and optionally exports configuration and results to files. + + Notes: + - The outputs and file exports are governed by user-specified finance parameters in the + plant configuration. + - The computation relies on `run_profast()` for core financial simulation and + `make_price_breakdown()` for cost disaggregation. + """ + + def add_model_specific_outputs(self): + """Define output variables specific to the selected commodity. + + Constructs standardized names for the Levelized Cost of Commodity (LCO) and its + associated financial metrics (WACC, CRF, IRR, etc.), based on the commodity type + and optional user-specified description. + + Returns: + None + """ + # Construct output name based on commodity and optional description + # this is necessary to allow for financial subgroups + desc = self.options["description"].strip().strip("_()-") + base = f"LCO{self.options['commodity_type'][0].upper()}" + self.LCO_str = f"{base}_{desc}" if desc else base + + self.add_output(self.LCO_str, val=0.0, units=self.price_units) + self.outputs_to_units = { + "wacc": "percent", + "crf": "percent", + "irr": "percent", + "profit_index": "unitless", + "investor_payback_period": "yr", + "price": self.price_units, + } + for output_var, units in self.outputs_to_units.items(): + self.add_output(f"{output_var}_{self.output_txt}", val=0.0, units=units) + + self.add_discrete_output(f"{self.LCO_str}_breakdown", val={}, desc="LCO Breakdown of costs") + return + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + """Run ProFAST simulation and populate outputs. + + Executes a ProFAST financial simulation using model inputs to calculate the + Levelized Cost of Commodity (LCO) and related economic metrics. Generates cost + breakdown dictionaries and optionally exports configuration and results to YAML + or CSV files, depending on user options. + + Args: + inputs (dict): Continuous model inputs. + outputs (dict): Continuous model outputs to be populated. + discrete_inputs (dict): Discrete model inputs (e.g., configuration flags). + discrete_outputs (dict): Discrete outputs for structured results. + + Returns: + None + """ + pf = self.populate_profast(inputs) + + # simulate ProFAST + sol, summary, price_breakdown = run_profast(pf) + + # populate outputs + # Output names based on naming convention for finance subgroups + outputs[self.LCO_str] = sol["lco"] + for output_var in self.outputs_to_units.keys(): + val = sol[output_var.replace("_", " ")] + if isinstance(val, (np.ndarray, list, tuple)): # only for IRR + # if len(val)>0: + val = val[-1] + outputs[f"{output_var}_{self.output_txt}"] = val + + # make dictionary of ProFAST config + pf_config_dict = convert_pf_to_dict(pf) + + # make LCO cost breakdown + lco_breakdown, lco_check = make_price_breakdown(price_breakdown, pf_config_dict) + discrete_outputs[f"{self.LCO_str}_breakdown"] = lco_breakdown + + # Check whether to export profast object to .yaml file + save_results = self.options["plant_config"]["finance_parameters"]["model_inputs"].get( + "save_profast_results", False + ) + save_config = self.options["plant_config"]["finance_parameters"]["model_inputs"].get( + "save_profast_config", False + ) + + if save_results or save_config: + output_dir = self.options["driver_config"]["general"]["folder_output"] + fdesc = self.options["plant_config"]["finance_parameters"]["model_inputs"].get( + "profast_output_description", "ProFastComp" + ) + + fbasename = f"{fdesc}_{self.output_txt}" + + output_dir = Path(output_dir) + output_dir.mkdir(parents=True, exist_ok=True) + + pf_config_dict = dict_to_yaml_formatting(pf_config_dict) + + if save_config: + config_fpath = Path(output_dir) / f"{fbasename}config.yaml" + write_yaml(pf_config_dict, config_fpath) + + if save_results: + price_breakdown_formatted = format_profast_price_breakdown_per_year(price_breakdown) + pf_breakdown_fpath = Path(output_dir) / f"{fbasename}_profast_price_breakdown.csv" + lco_breakdown_fpath = Path(output_dir) / f"{fbasename}_LCO_breakdown.yaml" + price_breakdown_formatted.to_csv(pf_breakdown_fpath) + lco_breakdown = dict_to_yaml_formatting(lco_breakdown) + write_yaml(lco_breakdown, lco_breakdown_fpath) diff --git a/h2integrate/finances/profast_npv.py b/h2integrate/finances/profast_npv.py new file mode 100644 index 000000000..148e490f0 --- /dev/null +++ b/h2integrate/finances/profast_npv.py @@ -0,0 +1,77 @@ +from h2integrate.finances.profast_base import ProFastBase + + +class ProFastNPV(ProFastBase): + """Calculates the Net Present Value (NPV) of a commodity using ProFAST. + + This component extends `ProFastBase` to compute the NPV based on the user-defined + commodity and its sell price. The NPV output reflects the present value of future + cash flows, given the financial configuration of the plant. + + Attributes: + output_txt (str): Label used for naming outputs based on commodity type. + lco_units (str): Units for pricing inputs (USD/kg or USD/kWh, depending on commodity). + + Outputs: + NPV_ (float): Net Present Value of the commodity in USD. + """ + + def add_model_specific_outputs(self): + """Define NPV output variable for the model. + + Creates an output variable named `NPV_` in USD. + + Returns: + None + """ + self.add_output( + f"NPV_{self.output_txt}", + val=0.0, + units="USD", + ) + + return + + def setup(self): + """Set up inputs for the NPV calculation. + + Retrieves the commodity sell price from the plant configuration and registers it + as an input for the component. Calls the base `setup()` method to initialize + other ProFAST inputs and outputs. + + Raises: + ValueError: If `commodity_sell_price` is not provided in the configuration. + + Returns: + None + """ + self.commodity_sell_price = self.options["plant_config"]["finance_parameters"][ + "model_inputs" + ].get("commodity_sell_price", None) + + if self.commodity_sell_price is None: + raise ValueError("commodity_sell_price is missing as an input") + + super().setup() + + self.add_input( + f"sell_price_{self.output_txt}", + val=self.commodity_sell_price, + units=self.price_units, + ) + + def compute(self, inputs, outputs): + """Compute the NPV of the commodity using ProFAST cash flows. + + Args: + inputs (dict): Model inputs, including `sell_price_`. + outputs (dict): Model outputs to populate with NPV results. + + Returns: + None + """ + pf = self.populate_profast(inputs) + + outputs[f"NPV_{self.output_txt}"] = pf.cash_flow( + price=inputs[f"sell_price_{self.output_txt}"][0] + ) diff --git a/h2integrate/core/test/test_finances.py b/h2integrate/finances/test/test_finances.py similarity index 98% rename from h2integrate/core/test/test_finances.py rename to h2integrate/finances/test/test_finances.py index 9e4944295..8c6ad251d 100644 --- a/h2integrate/core/test/test_finances.py +++ b/h2integrate/finances/test/test_finances.py @@ -5,8 +5,8 @@ import openmdao.api as om from pytest import approx +from h2integrate.finances.profast_lco import ProFastLCO from h2integrate.core.inputs.validation import load_tech_yaml, load_plant_yaml, load_driver_yaml -from h2integrate.finances.profast_financial import ProFastComp examples_dir = Path(__file__).resolve().parent.parent.parent.parent / "examples/." @@ -74,7 +74,7 @@ def setUp(self): def test_electrolyzer_refurb_results(self): prob = om.Problem() - comp = ProFastComp( + comp = ProFastLCO( plant_config=self.plant_config, tech_config=self.tech_config, driver_config=self.driver_config, @@ -106,7 +106,7 @@ def test_modified_lcoe_calc(self): plant_config_filtered.update({"finance_parameters": finance_inputs}) # Run ProFastComp with loaded configs prob = om.Problem() - comp = ProFastComp( + comp = ProFastLCO( plant_config=plant_config_filtered, tech_config=tech_config["technologies"], driver_config=driver_config, @@ -149,7 +149,7 @@ def test_lcoe_with_selected_technologies(self): plant_config_filtered.update({"finance_parameters": finance_inputs}) prob = om.Problem() - comp = ProFastComp( + comp = ProFastLCO( plant_config=plant_config_filtered, tech_config=tech_config["technologies"], driver_config=driver_config, @@ -278,7 +278,7 @@ def test_profast_config_provided(): driver_config = {"general": {}} prob = om.Problem() - comp = ProFastComp( + comp = ProFastLCO( plant_config=plant_config, tech_config=tech_config, driver_config=driver_config, @@ -361,7 +361,7 @@ def test_parameter_validation_clashing_values(): driver_config = {"general": {}} prob = om.Problem() - comp = ProFastComp( + comp = ProFastLCO( plant_config=plant_config, tech_config=tech_config, driver_config=driver_config, @@ -376,7 +376,7 @@ def test_parameter_validation_clashing_values(): # check that it works for just operating life plant_config["finance_parameters"]["model_inputs"]["params"].pop("installation months") prob = om.Problem() - comp = ProFastComp( + comp = ProFastLCO( plant_config=plant_config, tech_config=tech_config, driver_config=driver_config, @@ -452,7 +452,7 @@ def test_parameter_validation_duplicate_parameters(): driver_config = {"general": {}} prob = om.Problem() - comp = ProFastComp( + comp = ProFastLCO( plant_config=plant_config, tech_config=tech_config, driver_config=driver_config, diff --git a/h2integrate/finances/test/test_numpy_financial_npv.py b/h2integrate/finances/test/test_numpy_financial_npv.py new file mode 100644 index 000000000..ff23ba7b6 --- /dev/null +++ b/h2integrate/finances/test/test_numpy_financial_npv.py @@ -0,0 +1,134 @@ +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate.finances.numpy_financial_npv import NumpyFinancialNPV + + +@fixture +def npv_finance_inputs(): + npv_dict = { + "discount_rate": 0.09, + "commodity_sell_price": 0.04, + "save_cost_breakdown": False, + "save_npv_breakdown": False, + "cost_breakdown_file_description": False, + } + return npv_dict + + +@fixture +def fake_filtered_tech_config(): + tech_config = { + "wind": {"model_inputs": {}}, + "solar": {"model_inputs": {}}, + "battery": {"model_inputs": {}}, + "natural_gas": {"model_inputs": {}}, + } + return tech_config + + +@fixture +def fake_cost_dict(): + fake_costs = { + "capex_adjusted_wind": 950054634.1, + "opex_adjusted_wind": 21093892.68, + "varopex_adjusted_wind": [0.0] * 30, + "capex_adjusted_solar": 6561339.6, + "opex_adjusted_solar": 88372.77, + "varopex_adjusted_solar": [0.0] * 30, + "capex_adjusted_battery": 3402926, + "opex_adjusted_battery": 779.27, + "varopex_adjusted_battery": [0.0] * 30, + "capex_adjusted_natural_gas": 1170731708.0, + "opex_adjusted_natural_gas": 12783853.58, + "varopex_adjusted_natural_gas": [65458026.9] * 30, + } + return fake_costs + + +def test_simple_npv(npv_finance_inputs, fake_filtered_tech_config, fake_cost_dict, subtests): + mean_hourly_production = 500000.0 + prob = om.Problem() + plant_config = { + "plant": { + "plant_life": 30, + }, + "finance_parameters": {"model_inputs": npv_finance_inputs}, + } + pf = NumpyFinancialNPV( + driver_config={}, + plant_config=plant_config, + tech_config=fake_filtered_tech_config, + commodity_type="electricity", + description="no1", + ) + + prob.model.add_subsystem("npv", pf) + prob.setup() + prob.set_val("npv.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + for variable, cost in fake_cost_dict.items(): + units = "USD" if "capex" in variable else "USD/year" + prob.set_val(f"npv.{variable}", cost, units=units) + + prob.run_model() + + with subtests.test("Sell price"): + assert ( + pytest.approx( + prob.get_val("npv.sell_price_electricity_no1", units="USD/(kW*h)"), rel=1e-6 + ) + == npv_finance_inputs["commodity_sell_price"] + ) + + with subtests.test("NPV"): + assert ( + pytest.approx(prob.get_val("npv.NPV_electricity_no1", units="USD")[0], rel=1e-6) + == -1352263704.120 + ) + + +def test_simple_npv_positive( + npv_finance_inputs, fake_filtered_tech_config, fake_cost_dict, subtests +): + mean_hourly_production = 500000.0 + prob = om.Problem() + + # Increase commodity sell price to get positive NPV + npv_finance_inputs_positive = npv_finance_inputs.copy() + npv_finance_inputs_positive["commodity_sell_price"] = 0.15 + + plant_config = { + "plant": { + "plant_life": 30, + }, + "finance_parameters": {"model_inputs": npv_finance_inputs_positive}, + } + pf = NumpyFinancialNPV( + driver_config={}, + plant_config=plant_config, + tech_config=fake_filtered_tech_config, + commodity_type="electricity", + description="no1", + ) + + prob.model.add_subsystem("npv", pf) + prob.setup() + prob.set_val("npv.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + for variable, cost in fake_cost_dict.items(): + units = "USD" if "capex" in variable else "USD/year" + prob.set_val(f"npv.{variable}", cost, units=units) + + prob.run_model() + + with subtests.test("Sell price"): + assert ( + pytest.approx( + prob.get_val("npv.sell_price_electricity_no1", units="USD/(kW*h)"), rel=1e-6 + ) + == npv_finance_inputs_positive["commodity_sell_price"] + ) + + with subtests.test("NPV positive"): + npv_value = prob.get_val("npv.NPV_electricity_no1", units="USD")[0] + assert pytest.approx(npv_value, rel=1e-6) == 3597582813.8071656 diff --git a/h2integrate/finances/test/test_profast_finance.py b/h2integrate/finances/test/test_profast_finance.py new file mode 100644 index 000000000..d65491b99 --- /dev/null +++ b/h2integrate/finances/test/test_profast_finance.py @@ -0,0 +1,120 @@ +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate.finances.profast_lco import ProFastLCO + + +@fixture +def profast_inputs_no1(): + params = { + "analysis_start_year": 2032, + "installation_time": 36, + "inflation_rate": 0.0, + "discount_rate": 0.0948, + "debt_equity_ratio": 1.72, + "property_tax_and_insurance": 0.015, + "total_income_tax_rate": 0.2574, + "capital_gains_tax_rate": 0.15, + "sales_tax_rate": 0.00, + "debt_interest_rate": 0.046, + "debt_type": "Revolving debt", + "loan_period_if_used": 0, + "cash_onhand_months": 1, + "admin_expense": 0.00, + } + cap_items = {"depr_type": "MACRS", "depr_period": 5, "refurb": [0.0]} + model_inputs = {"params": params, "capital_items": cap_items} + + return model_inputs + + +@fixture +def fake_filtered_tech_config(): + tech_config = { + "wind": {"model_inputs": {}}, + "solar": {"model_inputs": {}}, + "battery": {"model_inputs": {}}, + "natural_gas": {"model_inputs": {}}, + } + return tech_config + + +@fixture +def fake_cost_dict(): + fake_costs = { + "capex_adjusted_wind": 950054634.1, + "opex_adjusted_wind": 21093892.68, + "varopex_adjusted_wind": [0.0] * 30, + "capex_adjusted_solar": 6561339.6, + "opex_adjusted_solar": 88372.77, + "varopex_adjusted_solar": [0.0] * 30, + "capex_adjusted_battery": 3402926, + "opex_adjusted_battery": 779.27, + "varopex_adjusted_battery": [0.0] * 30, + "capex_adjusted_natural_gas": 1170731708.0, + "opex_adjusted_natural_gas": 12783853.58, + "varopex_adjusted_natural_gas": [65458026.9] * 30, + } + return fake_costs + + +def test_profast_comp(profast_inputs_no1, fake_filtered_tech_config, fake_cost_dict, subtests): + mean_hourly_production = 500000.0 + prob = om.Problem() + plant_config = { + "plant": { + "plant_life": 30, + }, + "finance_parameters": {"model_inputs": profast_inputs_no1}, + } + pf = ProFastLCO( + driver_config={}, + plant_config=plant_config, + tech_config=fake_filtered_tech_config, + commodity_type="electricity", + description="no1", + ) + prob.model.add_subsystem("pf", pf) + prob.setup() + prob.set_val("pf.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + for variable, cost in fake_cost_dict.items(): + units = "USD" if "capex" in variable else "USD/year" + prob.set_val(f"pf.{variable}", cost, units=units) + + prob.run_model() + + lcoe = prob.get_val("pf.LCOE_no1", units="USD/(MW*h)") + price = prob.get_val("pf.price_electricity_no1", units="USD/(MW*h)") + + wacc = prob.get_val("pf.wacc_electricity_no1", units="percent") + crf = prob.get_val("pf.crf_electricity_no1", units="percent") + profit_index = prob.get_val("pf.profit_index_electricity_no1", units="unitless") + irr = prob.get_val("pf.irr_electricity_no1", units="percent") + ipp = prob.get_val("pf.investor_payback_period_electricity_no1", units="yr") + + lcoe_breakdown = prob.get_val("pf.LCOE_no1_breakdown") + + with subtests.test("LCOE"): + assert pytest.approx(lcoe[0], rel=1e-6) == 63.8181779 + + with subtests.test("WACC"): + assert pytest.approx(wacc[0], rel=1e-6) == 0.056453864 + + with subtests.test("CRF"): + assert pytest.approx(crf[0], rel=1e-6) == 0.0674704169 + + with subtests.test("Profit Index"): + assert pytest.approx(profit_index[0], rel=1e-6) == 2.12026237778 + + with subtests.test("IRR"): + assert pytest.approx(irr[0], rel=1e-6) == 0.0948 + + with subtests.test("Investor payback period"): + assert pytest.approx(ipp[0], rel=1e-6) == 8 + + with subtests.test("LCOE == price"): + assert pytest.approx(lcoe, rel=1e-6) == price + + with subtests.test("LCOE breakdown total"): + assert pytest.approx(lcoe_breakdown["LCOE: Total ($/kWh)"] * 1e3, rel=1e-6) == lcoe diff --git a/h2integrate/finances/test/test_profast_npv.py b/h2integrate/finances/test/test_profast_npv.py new file mode 100644 index 000000000..f18cf577d --- /dev/null +++ b/h2integrate/finances/test/test_profast_npv.py @@ -0,0 +1,256 @@ +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate.finances.profast_npv import ProFastNPV + + +@fixture +def profast_inputs_no1(): + params = { + "analysis_start_year": 2032, + "installation_time": 36, + "inflation_rate": 0.0, + "discount_rate": 0.0948, + "debt_equity_ratio": 1.72, + "property_tax_and_insurance": 0.015, + "total_income_tax_rate": 0.2574, + "capital_gains_tax_rate": 0.15, + "sales_tax_rate": 0.00, + "debt_interest_rate": 0.046, + "debt_type": "Revolving debt", + "loan_period_if_used": 0, + "cash_onhand_months": 1, + "admin_expense": 0.00, + } + cap_items = {"depr_type": "MACRS", "depr_period": 5, "refurb": [0.0]} + model_inputs = { + "commodity_sell_price": 0.04, # USD/kWh for electricity + "params": params, + "capital_items": cap_items, + } + + return model_inputs + + +@fixture +def profast_inputs_no2(): + params = { + "analysis_start_year": 2032, + "installation_time": 36, + "inflation_rate": 0.0, + "discount_rate": 0.0615, + "debt_equity_ratio": 2.82, + "property_tax_and_insurance": 0.015, + "total_income_tax_rate": 0.2574, + "capital_gains_tax_rate": 0.15, + "sales_tax_rate": 0.00, + "debt_interest_rate": 0.0439, + "debt_type": "Revolving debt", + "loan_period_if_used": 0, + "cash_onhand_months": 1, + "admin_expense": 0.00, + } + cap_items = {"depr_type": "MACRS", "depr_period": 5, "refurb": [0.0]} + + model_inputs = { + "commodity_sell_price": 0.07, # USD/kWh for electricity + "params": params, + "capital_items": cap_items, + } + + return model_inputs + + +@fixture +def fake_filtered_tech_config(): + tech_config = { + "wind": {"model_inputs": {}}, + "solar": {"model_inputs": {}}, + "battery": {"model_inputs": {}}, + "natural_gas": {"model_inputs": {}}, + } + return tech_config + + +@fixture +def fake_cost_dict(): + fake_costs = { + "capex_adjusted_wind": 950054634.1, + "opex_adjusted_wind": 21093892.68, + "varopex_adjusted_wind": [0.0] * 30, + "capex_adjusted_solar": 6561339.6, + "opex_adjusted_solar": 88372.77, + "varopex_adjusted_solar": [0.0] * 30, + "capex_adjusted_battery": 3402926, + "opex_adjusted_battery": 779.27, + "varopex_adjusted_battery": [0.0] * 30, + "capex_adjusted_natural_gas": 1170731708.0, + "opex_adjusted_natural_gas": 12783853.58, + "varopex_adjusted_natural_gas": [65458026.9] * 30, + } + return fake_costs + + +def test_profast_npv_no1(profast_inputs_no1, fake_filtered_tech_config, fake_cost_dict, subtests): + mean_hourly_production = 500000.0 + prob = om.Problem() + plant_config = { + "plant": { + "plant_life": 30, + }, + "finance_parameters": {"model_inputs": profast_inputs_no1}, + } + pf = ProFastNPV( + driver_config={}, + plant_config=plant_config, + tech_config=fake_filtered_tech_config, + commodity_type="electricity", + description="no1", + ) + prob.model.add_subsystem("pf", pf) + prob.setup() + prob.set_val("pf.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + for variable, cost in fake_cost_dict.items(): + units = "USD" if "capex" in variable else "USD/year" + prob.set_val(f"pf.{variable}", cost, units=units) + + prob.run_model() + + with subtests.test("Sell price"): + assert ( + pytest.approx( + prob.get_val("pf.sell_price_electricity_no1", units="USD/(kW*h)"), rel=1e-6 + ) + == profast_inputs_no1["commodity_sell_price"] + ) + + with subtests.test("NPV"): + assert ( + pytest.approx(prob.get_val("pf.NPV_electricity_no1", units="USD")[0], rel=1e-6) + == -580179388.883 + ) + + +def test_profast_npv_no1_change_sell_price( + profast_inputs_no1, fake_filtered_tech_config, fake_cost_dict, subtests +): + mean_hourly_production = 500000.0 + prob = om.Problem() + plant_config = { + "plant": { + "plant_life": 30, + }, + "finance_parameters": {"model_inputs": profast_inputs_no1}, + } + pf = ProFastNPV( + driver_config={}, + plant_config=plant_config, + tech_config=fake_filtered_tech_config, + commodity_type="electricity", + description="no1", + ) + prob.model.add_subsystem("pf", pf) + + pf = ProFastNPV( + driver_config={}, + plant_config=plant_config, + tech_config=fake_filtered_tech_config, + commodity_type="electricity", + description="no1_expensive", + ) + + prob.model.add_subsystem("pf2", pf) + prob.setup() + # set inputs for 'pf' with commodity sell price of 0.04 USD/(kW*h) + prob.set_val("pf.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + for variable, cost in fake_cost_dict.items(): + units = "USD" if "capex" in variable else "USD/year" + prob.set_val(f"pf.{variable}", cost, units=units) + + # set inputs for 'pf2' with commodity sell price of 0.07 USD/(kW*h) + new_sell_price = 0.07 + prob.set_val("pf2.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + prob.set_val("pf2.sell_price_electricity_no1_expensive", new_sell_price, units="USD/(kW*h)") + for variable, cost in fake_cost_dict.items(): + units = "USD" if "capex" in variable else "USD/year" + prob.set_val(f"pf2.{variable}", cost, units=units) + + prob.run_model() + + with subtests.test("Sell price for pf"): + assert ( + pytest.approx( + prob.get_val("pf.sell_price_electricity_no1", units="USD/(kW*h)"), rel=1e-6 + ) + == profast_inputs_no1["commodity_sell_price"] + ) + + with subtests.test("NPV with sell price of 0.04 USD/(kW*h)"): + assert ( + pytest.approx(prob.get_val("pf.NPV_electricity_no1", units="USD")[0], rel=1e-6) + == -580179388.883 + ) + + with subtests.test("Sell price for pf2"): + assert ( + pytest.approx( + prob.get_val("pf2.sell_price_electricity_no1_expensive", units="USD/(kW*h)"), + rel=1e-6, + ) + == new_sell_price + ) + + with subtests.test("NPV is higher with higher commodity sell price"): + assert ( + prob.get_val("pf2.NPV_electricity_no1_expensive", units="USD") + > prob.get_val("pf.NPV_electricity_no1", units="USD")[0] + ) + + with subtests.test("NPV with sell price of 0.07 USD/(kW*h)"): + assert ( + pytest.approx( + prob.get_val("pf2.NPV_electricity_no1_expensive", units="USD")[0], rel=1e-6 + ) + == 150581030.887 + ) + + +def test_profast_npv_no2(profast_inputs_no2, fake_filtered_tech_config, fake_cost_dict, subtests): + mean_hourly_production = 500000.0 + prob = om.Problem() + plant_config = { + "plant": { + "plant_life": 30, + }, + "finance_parameters": {"model_inputs": profast_inputs_no2}, + } + pf = ProFastNPV( + driver_config={}, + plant_config=plant_config, + tech_config=fake_filtered_tech_config, + commodity_type="electricity", + description="no2", + ) + prob.model.add_subsystem("pf", pf) + prob.setup() + prob.set_val("pf.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + for variable, cost in fake_cost_dict.items(): + units = "USD" if "capex" in variable else "USD/year" + prob.set_val(f"pf.{variable}", cost, units=units) + + prob.run_model() + + with subtests.test("Sell price"): + assert ( + pytest.approx( + prob.get_val("pf.sell_price_electricity_no2", units="USD/(kW*h)"), rel=1e-6 + ) + == profast_inputs_no2["commodity_sell_price"] + ) + + with subtests.test("NPV"): + assert ( + pytest.approx(prob.get_val("pf.NPV_electricity_no2", units="USD")[0], rel=1e-6) + == 611288384.412 + ) diff --git a/h2integrate/tools/profast_tools.py b/h2integrate/tools/profast_tools.py index b62481a8d..4c01cda10 100644 --- a/h2integrate/tools/profast_tools.py +++ b/h2integrate/tools/profast_tools.py @@ -115,21 +115,28 @@ def make_price_breakdown(price_breakdown, pf_config): price_breakdown_feedstocks = {} price_breakdown_capex = {} price_breakdown_fixed_cost = {} + price_breakdown_coproducts = {} full_price_breakdown = {} + lco_str = "LCO{}".format(pf_config["params"]["commodity"]["name"][0].upper()) lco_units = "$/{}".format(pf_config["params"]["commodity"]["unit"]) config_keys = list(pf_config.keys()) + + operating_expenses = price_breakdown[price_breakdown["Type"] == "Operating expenses"] + cash_outflow_prices = price_breakdown[price_breakdown["Type"] == "Financing cash outflow"] + operating_revenue = price_breakdown[price_breakdown["Type"] == "Operating revenue"] + if "capital_items" in config_keys: capital_items = pf_config["capital_items"] total_price_capex = 0 capex_fraction = {} for item in capital_items: - total_price_capex += price_breakdown.loc[ - price_breakdown["Name"] == item, "NPV" + total_price_capex += cash_outflow_prices.loc[ + cash_outflow_prices["Name"] == item, "NPV" ].tolist()[0] for item in capital_items: capex_fraction[item] = ( - price_breakdown.loc[price_breakdown["Name"] == item, "NPV"].tolist()[0] + cash_outflow_prices.loc[cash_outflow_prices["Name"] == item, "NPV"].tolist()[0] / total_price_capex ) cap_expense = ( @@ -153,33 +160,85 @@ def make_price_breakdown(price_breakdown, pf_config): ) if "capital_items" in config_keys: + # capital_items are of type "Financing cash outflow" capital_items = pf_config["capital_items"] for item in capital_items: - key_name = f"{lco_str}: {item} ({lco_units})" + key_name = f"{lco_str}: {item} CapEx ({lco_units})" + + # Add the CapEx cost in lco_units to the capex breakdown price_breakdown_capex[key_name] = ( - price_breakdown.loc[price_breakdown["Name"] == item, "NPV"].tolist()[0] + cash_outflow_prices.loc[cash_outflow_prices["Name"] == item, "NPV"].tolist()[0] + cap_expense * capex_fraction[item] ) + + # Remove the capital item from the cash outflow prices + i_drop = cash_outflow_prices.loc[ + cash_outflow_prices["Name"] == item, "NPV" + ].index.tolist()[0] + cash_outflow_prices = cash_outflow_prices.drop(labels=i_drop, axis=0) + + # add the capex breakdown to the full price breakdown full_price_breakdown.update(price_breakdown_capex) if "fixed_costs" in config_keys: + # fixed_costs are of type "Operating expenses" fixed_items = pf_config["fixed_costs"] for item in fixed_items: - key_name = f"{lco_str}: {item} ({lco_units})" - price_breakdown_fixed_cost[key_name] = price_breakdown.loc[ - price_breakdown["Name"] == item, "NPV" + key_name = f"{lco_str}: {item} OpEx ({lco_units})" + + # Add the fixed cost in lco_units to the fixed cost breakdown + price_breakdown_fixed_cost[key_name] = operating_expenses.loc[ + operating_expenses["Name"] == item, "NPV" ].tolist()[0] + + # Remove the fixed cost from the cash outflow prices + i_drop = operating_expenses.loc[ + operating_expenses["Name"] == item, "NPV" + ].index.tolist()[0] + operating_expenses = operating_expenses.drop(labels=i_drop, axis=0) + + # add the fixed cost breakdown to the full price breakdown full_price_breakdown.update(price_breakdown_fixed_cost) if "feedstocks" in config_keys: + # feedstocks are of type "Operating expenses" feedstock_items = pf_config["feedstocks"] for item in feedstock_items: - key_name = f"{lco_str}: {item} ({lco_units})" - price_breakdown_feedstocks[key_name] = price_breakdown.loc[ - price_breakdown["Name"] == item, "NPV" + key_name = f"{lco_str}: {item} Feedstock ({lco_units})" + + # Add the feedstock cost in lco_units to the feedstock breakdown + price_breakdown_feedstocks[key_name] = operating_expenses.loc[ + operating_expenses["Name"] == item, "NPV" ].tolist()[0] + + # Remove the feedstock cost from the cash outflow prices + i_drop = operating_expenses.loc[ + operating_expenses["Name"] == item, "NPV" + ].index.tolist()[0] + operating_expenses = operating_expenses.drop(labels=i_drop, axis=0) + + # add the feedstock cost breakdown to the full price breakdown full_price_breakdown.update(price_breakdown_feedstocks) + if "coproducts" in config_keys: + # coproducts are of type "Operating revenue" + coproduct_items = pf_config["coproducts"] + for item in coproduct_items: + key_name = f"{lco_str}: {item} Coproduct ({lco_units})" + coproduct_price = operating_revenue.loc[ + operating_revenue["Name"] == item, "NPV" + ].tolist()[0] + + # Add the coproduct cost in lco_units to the coproduct breakdown + if coproduct_price > 0: + # multiple by -1 since coproducts are revenue + price_breakdown_coproducts[key_name] = -1 * coproduct_price + else: + price_breakdown_coproducts[key_name] = coproduct_price + + # add the coproduct cost breakdown to the full price breakdown + full_price_breakdown.update(price_breakdown_coproducts) + price_breakdown_taxes = ( price_breakdown.loc[price_breakdown["Name"] == "Income taxes payable", "NPV"].tolist()[0] - price_breakdown.loc[price_breakdown["Name"] == "Monetized tax losses", "NPV"].tolist()[0] diff --git a/h2integrate/tools/test/profast_config.yaml b/h2integrate/tools/test/profast_config.yaml new file mode 100644 index 000000000..79917e800 --- /dev/null +++ b/h2integrate/tools/test/profast_config.yaml @@ -0,0 +1,119 @@ +params: + capacity: 12000000.0 + long term utilization: 1 + demand rampup: 0.0 + analysis start year: 2032 + operating life: 30 + installation months: 36 + TOPC: {unit price: 0.0, decay: 0.0, sunset years: 0, support utilization: 0.0} + commodity: {name: electricity, unit: kWh, initial price: 100, escalation: 0.0} + annual operating incentive: {value: 0.0, decay: 0.0, sunset years: 0, taxable: true} + incidental revenue: {value: 0.0, escalation: 0.0} + credit card fees: 0.0 + sales tax: 0.0 + road tax: {value: 0.0, escalation: 0.0} + labor: {value: 0.0, rate: 0.0, escalation: 0.0} + maintenance: {value: 0.0, escalation: 0.0} + rent: {value: 0.0, escalation: 0.0} + license and permit: {value: 0.0, escalation: 0.0} + non depr assets: 0.0 + end of proj sale non depr assets: 0.0 + installation cost: {value: 0.0, depr type: Straight line, depr period: 4, depreciable: false} + one time cap inct: {value: 0.0, depr type: MACRS, depr period: 3, depreciable: false} + property tax and insurance: 0.015 + admin expense: 0.0 + tax loss carry forward years: 0 + capital gains tax rate: 0.15 + tax losses monetized: true + sell undepreciated cap: true + loan period if used: 0 + debt equity ratio of initial financing: 2.82 + debt interest rate: 0.0439 + debt type: Revolving debt + total income tax rate: 0.2574 + cash onhand: 1 + general inflation rate: 0.0 + leverage after tax nominal discount rate: 0.0615 +feedstocks: + ng_feedstock: + name: ng_feedstock + usage: 1.0 + unit: $/kW/h + cost: {'2035': 0.006996177517553415, '2036': 0.006996177517553415, '2037': 0.006996177517553415, '2038': 0.006996177517553415, '2039': 0.006996177517553415, '2040': 0.006996177517553415, '2041': 0.006996177517553415, '2042': 0.006996177517553415, '2043': 0.006996177517553415, '2044': 0.006996177517553415, '2045': 0.006996177517553415, '2046': 0.006996177517553415, '2047': 0.006996177517553415, '2048': 0.006996177517553415, '2049': 0.006996177517553415, '2050': 0.006996177517553415, '2051': 0.006996177517553415, '2052': 0.006996177517553415, '2053': 0.006996177517553415, '2054': 0.006996177517553415, '2055': 0.006996177517553415, '2056': 0.006996177517553415, '2057': 0.006996177517553415, '2058': 0.006996177517553415, '2059': 0.006996177517553415, '2060': 0.006996177517553415, '2061': 0.006996177517553415, '2062': 0.006996177517553415, '2063': 0.006996177517553415, '2064': 0.006996177517553415} + escalation: 0.0 +capital_items: + battery: + name: battery + cost: 3402926.829268293 + depr_type: MACRS + depr_period: 5 + refurb: [0.0] + grid_selling: + name: grid_selling + cost: 0.0 + depr_type: MACRS + depr_period: 5 + refurb: [0.0] + natural_gas_plant: + name: natural_gas_plant + cost: 1170731707.3170733 + depr_type: MACRS + depr_period: 5 + refurb: [0.0] + ng_feedstock: + name: ng_feedstock + cost: 0.0 + depr_type: MACRS + depr_period: 5 + refurb: [0.0] + solar: + name: solar + cost: 439609756.097561 + depr_type: MACRS + depr_period: 5 + refurb: [0.0] + wind: + name: wind + cost: 1455588292.682927 + depr_type: MACRS + depr_period: 5 + refurb: [0.0] +fixed_costs: + battery: {name: battery, usage: 1.0, unit: $/year, cost: 779.2702439024391, escalation: 0.0} + grid_selling: {name: grid_selling, usage: 1.0, unit: $/year, cost: 0.0, escalation: 0.0} + natural_gas_plant: {name: natural_gas_plant, usage: 1.0, unit: $/year, cost: 9129065.673328334, escalation: 0.0} + ng_feedstock: {name: ng_feedstock, usage: 1.0, unit: $/year, cost: 0.0, escalation: 0.0} + solar: {name: solar, usage: 1.0, unit: $/year, cost: 5920975.609756098, escalation: 0.0} + wind: {name: wind, usage: 1.0, unit: $/year, cost: 32318165.853658542, escalation: 0.0} +incentives: {} +coproducts: + battery: + name: battery + usage: 1.0 + unit: $/kW/h + cost: {'2035': -0.0, '2036': -0.0, '2037': -0.0, '2038': -0.0, '2039': -0.0, '2040': -0.0, '2041': -0.0, '2042': -0.0, '2043': -0.0, '2044': -0.0, '2045': -0.0, '2046': -0.0, '2047': -0.0, '2048': -0.0, '2049': -0.0, '2050': -0.0, '2051': -0.0, '2052': -0.0, '2053': -0.0, '2054': -0.0, '2055': -0.0, '2056': -0.0, '2057': -0.0, '2058': -0.0, '2059': -0.0, '2060': -0.0, '2061': -0.0, '2062': -0.0, '2063': -0.0, '2064': -0.0} + escalation: 0.0 + grid_selling: + name: grid_selling + usage: 1.0 + unit: $/kW/h + cost: {'2035': 0.014281829543690798, '2036': 0.014281829543690798, '2037': 0.014281829543690798, '2038': 0.014281829543690798, '2039': 0.014281829543690798, '2040': 0.014281829543690798, '2041': 0.014281829543690798, '2042': 0.014281829543690798, '2043': 0.014281829543690798, '2044': 0.014281829543690798, '2045': 0.014281829543690798, '2046': 0.014281829543690798, '2047': 0.014281829543690798, '2048': 0.014281829543690798, '2049': 0.014281829543690798, '2050': 0.014281829543690798, '2051': 0.014281829543690798, '2052': 0.014281829543690798, '2053': 0.014281829543690798, '2054': 0.014281829543690798, '2055': 0.014281829543690798, '2056': 0.014281829543690798, '2057': 0.014281829543690798, '2058': 0.014281829543690798, '2059': 0.014281829543690798, '2060': 0.014281829543690798, '2061': 0.014281829543690798, '2062': 0.014281829543690798, '2063': 0.014281829543690798, '2064': 0.014281829543690798} + escalation: 0.0 + natural_gas_plant: + name: natural_gas_plant + usage: 1.0 + unit: $/kW/h + cost: {'2035': -0.0, '2036': -0.0, '2037': -0.0, '2038': -0.0, '2039': -0.0, '2040': -0.0, '2041': -0.0, '2042': -0.0, '2043': -0.0, '2044': -0.0, '2045': -0.0, '2046': -0.0, '2047': -0.0, '2048': -0.0, '2049': -0.0, '2050': -0.0, '2051': -0.0, '2052': -0.0, '2053': -0.0, '2054': -0.0, '2055': -0.0, '2056': -0.0, '2057': -0.0, '2058': -0.0, '2059': -0.0, '2060': -0.0, '2061': -0.0, '2062': -0.0, '2063': -0.0, '2064': -0.0} + escalation: 0.0 + solar: + name: solar + usage: 1.0 + unit: $/kW/h + cost: {'2035': -0.0, '2036': -0.0, '2037': -0.0, '2038': -0.0, '2039': -0.0, '2040': -0.0, '2041': -0.0, '2042': -0.0, '2043': -0.0, '2044': -0.0, '2045': -0.0, '2046': -0.0, '2047': -0.0, '2048': -0.0, '2049': -0.0, '2050': -0.0, '2051': -0.0, '2052': -0.0, '2053': -0.0, '2054': -0.0, '2055': -0.0, '2056': -0.0, '2057': -0.0, '2058': -0.0, '2059': -0.0, '2060': -0.0, '2061': -0.0, '2062': -0.0, '2063': -0.0, '2064': -0.0} + escalation: 0.0 + wind: + name: wind + usage: 1.0 + unit: $/kW/h + cost: {'2035': -0.0, '2036': -0.0, '2037': -0.0, '2038': -0.0, '2039': -0.0, '2040': -0.0, '2041': -0.0, '2042': -0.0, '2043': -0.0, '2044': -0.0, '2045': -0.0, '2046': -0.0, '2047': -0.0, '2048': -0.0, '2049': -0.0, '2050': -0.0, '2051': -0.0, '2052': -0.0, '2053': -0.0, '2054': -0.0, '2055': -0.0, '2056': -0.0, '2057': -0.0, '2058': -0.0, '2059': -0.0, '2060': -0.0, '2061': -0.0, '2062': -0.0, '2063': -0.0, '2064': -0.0} + escalation: 0.0 diff --git a/h2integrate/tools/test/test_profast_tools.py b/h2integrate/tools/test/test_profast_tools.py new file mode 100644 index 000000000..3f4f92d0f --- /dev/null +++ b/h2integrate/tools/test/test_profast_tools.py @@ -0,0 +1,40 @@ +from pathlib import Path + +import pytest +from pytest import fixture +from hopp.utilities.utilities import load_yaml + +from h2integrate.tools.profast_tools import ( + run_profast, + make_price_breakdown, + create_and_populate_profast, +) +from h2integrate.tools.profast_reverse_tools import convert_pf_to_dict + + +@fixture +def profast_config(): + config_fpath = Path(__file__).parent / "profast_config.yaml" + pf_config = load_yaml(config_fpath) + + return pf_config + + +def test_lco_breakdown(profast_config, subtests): + pf = create_and_populate_profast(profast_config) + sol, summary, price_breakdown = run_profast(pf) + full_price_breakdown, lco_check = make_price_breakdown(price_breakdown, profast_config) + + lcoe_initial = float(sol["price"] * 1e3) + + lco_from_breakdown = lco_check * 1e3 + with subtests.test("Breakdown LCOE matches actual LCOE"): + assert pytest.approx(lco_from_breakdown, rel=1e-6) == lcoe_initial + + with subtests.test( + "Breakdown LCOE with config created from profast object matches actual LCOE" + ): + pf_config_dict = convert_pf_to_dict(pf) + full_price_breakdown, lco_check = make_price_breakdown(price_breakdown, pf_config_dict) + + assert pytest.approx(lco_check * 1e3, rel=1e-6) == lcoe_initial diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index 4b483c5bb..0235f7416 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -467,7 +467,7 @@ def test_hybrid_energy_plant_example(subtests): # Subtests for checking specific values with subtests.test("Check LCOE"): - assert model.prob.get_val("finance_subgroup_default.LCOE", units="USD/MW/h")[0] < 83.2123 + assert model.prob.get_val("finance_subgroup_default.LCOE", units="USD/(MW*h)")[0] < 83.2123 def test_asu_example(subtests): @@ -507,7 +507,7 @@ def test_hydrogen_dispatch_example(subtests): with subtests.test("Check LCOE"): assert ( pytest.approx( - model.prob.get_val("finance_subgroup_electricity.LCOE", units="USD/MW/h")[0], + model.prob.get_val("finance_subgroup_electricity.LCOE", units="USD/(MW*h)")[0], rel=1e-5, ) == 59.0962072084844 @@ -689,7 +689,7 @@ def test_wind_solar_electrolyzer_example(subtests): with subtests.test("Check LCOE"): assert ( pytest.approx( - model.prob.get_val("finance_subgroup_electricity.LCOE", units="USD/MW/h")[0], + model.prob.get_val("finance_subgroup_electricity.LCOE", units="USD/(MW*h)")[0], rel=1e-5, ) == 53.9306558 @@ -726,7 +726,7 @@ def test_electrolyzer_om_example(subtests): model.run() - lcoe = model.prob.get_val("finance_subgroup_electricity.LCOE", units="USD/MW/h")[0] + lcoe = model.prob.get_val("finance_subgroup_electricity.LCOE", units="USD/(MW*h)")[0] lcoh_with_lcoh_finance = model.prob.get_val( "finance_subgroup_hydrogen.LCOH_lcoh_financials", units="USD/kg" )[0] @@ -751,10 +751,10 @@ def test_wombat_electrolyzer_example(subtests): model.run() lcoe_with_profast_model = model.prob.get_val( - "finance_subgroup_electricity_profast.LCOE", units="USD/MW/h" + "finance_subgroup_electricity_profast.LCOE", units="USD/(MW*h)" )[0] lcoe_with_custom_model = model.prob.get_val( - "finance_subgroup_electricity_custom.LCOE", units="USD/MW/h" + "finance_subgroup_electricity_custom.LCOE", units="USD/(MW*h)" )[0] lcoh_with_custom_model = model.prob.get_val( @@ -894,9 +894,23 @@ def test_simple_dispatch_example(subtests): # Subtest for LCOE with subtests.test("Check LCOE value"): - lcoe = model.prob.get_val("finance_subgroup_electricity.LCOE")[0] + lcoe = model.prob.get_val("finance_subgroup_electricity.LCOE_all_electricity_profast")[0] assert pytest.approx(lcoe, rel=1e-6) == 0.07801723344476236 + # Subtest for NPV + with subtests.test("Check NPV value"): + npv = model.prob.get_val( + "finance_subgroup_electricity.NPV_electricity_all_electricity_npv" + )[0] + assert pytest.approx(npv, rel=1e-6) == 3791194.71 + + # Subtest for ProFAST NPV + with subtests.test("Check NPV value"): + npv = model.prob.get_val( + "finance_subgroup_electricity.NPV_electricity_all_electricity_profast_npv" + )[0] + assert pytest.approx(npv, rel=1e-6) == 7518969.18 + # Subtest for total electricity produced with subtests.test("Check total electricity produced"): total_electricity = model.prob.get_val( @@ -945,9 +959,13 @@ def test_simple_dispatch_example(subtests): pytest.approx(battery_electricity_finance, rel=1e-6) == battery_electricity_performance ) - wind_lcoe = model.prob.get_val("finance_subgroup_wind.LCOE", units="USD/MW/h")[0] - battery_lcoe = model.prob.get_val("finance_subgroup_battery.LCOE", units="USD/MW/h")[0] - electricity_lcoe = model.prob.get_val("finance_subgroup_electricity.LCOE", units="USD/MW/h")[0] + wind_lcoe = model.prob.get_val("finance_subgroup_wind.LCOE_wind_only", units="USD/(MW*h)")[0] + battery_lcoe = model.prob.get_val( + "finance_subgroup_battery.LCOE_battery_included", units="USD/(MW*h)" + )[0] + electricity_lcoe = model.prob.get_val( + "finance_subgroup_electricity.LCOE_all_electricity_profast", units="USD/(MW*h)" + )[0] with subtests.test("Check electricity LCOE is greater than wind LCOE"): assert electricity_lcoe > wind_lcoe From 56ddf0174144d09796101ba75d607b2734d19def Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Wed, 5 Nov 2025 17:33:27 -0700 Subject: [PATCH 47/79] Added functionality for loading yamls and finding files (#313) * moved some functions from validation to utilities and added new functions * updated load_yaml import * added tests for new functions * updated load_config and collect_custom_models in H2IntegrateModel * bugfix in yaml dump * updated changelog * attempted bugfix for test_geologic_h2 * updated find_file to fix failing tests * updated find_file() * added error for unexpected situation in find_file * added more detailed error message for debugging * added more detailed value error response * hopefully added bugfix * Adding docstring and comments * minor cleanup to utilities * added docs on file searching * changed title for new doc page * updated logic for handling absolute paths * Docs updates * Minor refactoring and docstring updates for filepath handling * minor clarification in docs and updated config_file to config_input * minor bug fix in find file function --------- Co-authored-by: John Jasa Co-authored-by: Genevieve Starke Co-authored-by: kbrunik --- CHANGELOG.md | 1 + docs/_toc.yml | 1 + docs/misc_resources/defining_filepaths.md | 54 ++++ .../how_to_set_up_an_analysis.ipynb | 17 +- h2integrate/core/h2integrate_model.py | 141 ++++++++-- h2integrate/core/inputs/validation.py | 142 +--------- h2integrate/core/test/test_utilities.py | 92 +++++- h2integrate/core/utilities.py | 265 ++++++++++++++++++ .../simulation/technologies/iron/iron.py | 3 +- .../iron/martin_ore/cost_model.py | 3 +- .../technologies/iron/rosner/cost_model.py | 2 +- h2integrate/tools/eco/utilities.py | 2 +- .../test_hydrogen/test_geologic_h2.py | 10 +- 13 files changed, 561 insertions(+), 172 deletions(-) create mode 100644 docs/misc_resources/defining_filepaths.md diff --git a/CHANGELOG.md b/CHANGELOG.md index 8d3441a67..19e91ee9e 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -20,6 +20,7 @@ - Added `ProFastNPV`, a finance model using ProFAST to calculate NPV of the commodity - Moved `compute()` from `ProFastBase` to `ProFastLCO`. - Added `NumpyFinancialNPV`, a finance model that uses NumPy Financial npv to calculate the npv from the cash flows +- Added `load_yaml()` function and flexibility to input a config dictionary to H2IntegrateModel rather than a filepath ## 0.4.0 [October 1, 2025] diff --git a/docs/_toc.yml b/docs/_toc.yml index b1cead11a..f6425997f 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -80,6 +80,7 @@ parts: chapters: - file: misc_resources/FAQ - file: misc_resources/glossary + - file: misc_resources/defining_filepaths - caption: API Reference maxdepth: 3 diff --git a/docs/misc_resources/defining_filepaths.md b/docs/misc_resources/defining_filepaths.md new file mode 100644 index 000000000..ab12e5391 --- /dev/null +++ b/docs/misc_resources/defining_filepaths.md @@ -0,0 +1,54 @@ +# Specifying Filepaths in H2I + +You can specify filepaths in H2I in several ways. The `find_file()` method used in H2I searches for files in this order: +1. With respect to a specified root folder +2. With respect to the current working directory (cwd) +3. With respect to the H2Integrate package root. This folder includes subdirectories of `examples`, `resource_files`, `docs` and `h2integrate`. +4. As an absolute filepath + +## Main Input Files +The main input files to H2Integrate (`plant_config`, `tech_config` and `driver_config`) are defined in a top-level config file. In many examples, these files live in the same folder as the python run script. + +The main input files are searched for in H2I in the following order (with examples): +1. Relative to the folder containing the top-level config file, e.g.: + ```yaml + plant_config: "plant_config.yaml" + technology_config: "tech_config.yaml" + driver_config: "driver_config.yaml" + ``` +2. Relative to the current working directory (suppose our cwd is `examples/14_wind_hydrogen_dispatch`): + ```yaml + plant_config: "inputs/plant_config.yaml" + technology_config: "inputs/tech_config.yaml" + driver_config: "inputs/driver_config.yaml" + ``` +3. Relative to the H2Integrate root directory: + ```yaml + plant_config: "examples/01_onshore_steel_mn/plant_config.yaml" + technology_config: "examples/01_onshore_steel_mn/tech_config.yaml" + driver_config: "examples/01_onshore_steel_mn/driver_config.yaml" + ``` +4. As an absolute filepath: + ```yaml + plant_config: "/Users/myname/H2Integrate/examples/01_onshore_steel_mn/plant_config.yaml" + technology_config: "/Users/myname/H2Integrate/examples/01_onshore_steel_mn/tech_config.yaml" + driver_config: "/Users/myname/H2Integrate/examples/01_onshore_steel_mn/driver_config.yaml" + ``` + +> **Note:** If none of the search methods find a single matching file (search methods find multiple files with matching names or no files with a matching name), H2I will raise an error. A filepath is only returned if exactly one matching file is found for a given search method. + +## Recommendations +1. Change your current working directory to the folder containing your input files. This is how most examples are setup. + ```bash + cd examples/01_onshore_steel_mn + python run_onshore_steel_mn.py + ``` +2. Specify full filepaths instead of relative filepaths. +3. Use unique filenames if specifying filepaths relative to the H2Integrate package root. +4. Check the filepaths are correct: + ```python + model = H2IntegrateModel(Path.cwd()/"01_onshore_steel_mn.yaml") + print(f"Driver config file: {model.driver_config_path}") + print(f"Tech config file: {model.tech_config_path}") + print(f"Plant config file: {model.plant_config_path}") + ``` diff --git a/docs/user_guide/how_to_set_up_an_analysis.ipynb b/docs/user_guide/how_to_set_up_an_analysis.ipynb index 2283bee94..6f28035c2 100644 --- a/docs/user_guide/how_to_set_up_an_analysis.ipynb +++ b/docs/user_guide/how_to_set_up_an_analysis.ipynb @@ -39,6 +39,16 @@ "For example, if you had different optimization problems, you could have different driver config files for each optimization problem and just change the `driver_config` key in the top-level config file to point to the new file.\n", "This allows you to quickly test different configurations and see how they affect the results.\n", "\n", + "```{note}\n", + "The filepaths for the `plant_config`, `tech_config`, and `driver_config` files specified in the top-level config file can be specified as either:\n", + "1. Filepaths relative to the top-level config file; this is done in most examples\n", + "2. Filepaths relative to the current working directory; this is also done in most examples, which are intended to be run from the folder they're in.\n", + "3. Filepaths relative to the H2Integrate root directory; this works best for unique filenames.\n", + "4. Absolute filepaths.\n", + "\n", + "More information about file handling in H2I can be found [here](https://h2integrate.readthedocs.io/en/latest/misc_resources/defining_filepaths.html)\n", + "```\n", + "\n", "## Driver config file\n", "\n", "The driver config file defines the analysis type and the optimization settings.\n", @@ -354,7 +364,7 @@ ], "metadata": { "kernelspec": { - "display_name": "hopp", + "display_name": "Python 3.11.13 ('h2i_env')", "language": "python", "name": "python3" }, @@ -369,6 +379,11 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.13" + }, + "vscode": { + "interpreter": { + "hash": "e55566d5f9cb5003b92ad1d2254e8146f3d62519cfa868f35d73d51fb57327c6" + } } }, "nbformat": 4, diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index e204d0626..fa23be8d1 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -1,12 +1,10 @@ import importlib.util -from pathlib import Path -import yaml import numpy as np import openmdao.api as om import matplotlib.pyplot as plt -from h2integrate.core.utilities import create_xdsm_from_config +from h2integrate.core.utilities import get_path, find_file, load_yaml, create_xdsm_from_config from h2integrate.finances.finances import AdjustedCapexOpexComp from h2integrate.core.resource_summer import ElectricitySumComp from h2integrate.core.supported_models import supported_models, electricity_producing_techs @@ -21,9 +19,9 @@ class H2IntegrateModel: - def __init__(self, config_file): + def __init__(self, config_input): # read in config file; it's a yaml dict that looks like this: - self.load_config(config_file) + self.load_config(config_input) # load in supported models self.supported_models = supported_models.copy() @@ -64,20 +62,122 @@ def __init__(self, config_file): # might be an analysis or optimization self.create_driver_model() - def load_config(self, config_file): - config_path = Path(config_file) - with config_path.open() as file: - config = yaml.safe_load(file) + def _load_component_config(self, config_key, config_value, config_path, validator_func): + """Helper method to load and validate a component configuration. + + Args: + config_key (str): Key name for the configuration (e.g., "driver_config") + config_value (dict | str): Configuration value from main config + config_path (Path | None): Path to main config file (None if dict) + validator_func (callable): Validation function to apply + + Returns: + tuple: (validated_config, config_file_path, parent_path) + - validated_config: Validated configuration dictionary + - config_file_path: Path to config file (None if dict) + - parent_path: Parent directory of config file (None if dict) + """ + if isinstance(config_value, dict): + # Config provided as embedded dictionary + return validator_func(config_value), None, None + else: + # Config provided as filepath - resolve location + if config_path is None: + file_path = get_path(config_value) + else: + file_path = find_file(config_value, config_path.parent) + + # Store parent directory for resolving custom model paths later + parent_path = file_path.parent + return validator_func(file_path), file_path, parent_path + + def load_config(self, config_input): + """Load and validate configuration files for the H2I model. + + This method loads the main configuration and the three component configuration files + (driver, technology, and plant configurations). Each configuration can be provided + either as a dictionary object or as a filepath. When filepaths are provided, + the method resolves them using multiple search strategies. + + Args: + config_input (dict | str | Path): Main configuration containing references to + driver, technology, and plant configurations. Can be: + - A dictionary containing the configuration data directly + - A string or Path object pointing to a YAML file containing the configuration + + Behavior: + - If `config_input` is a dict: Uses it directly as the main configuration + - If `config_input` is a path: Uses `get_path()` to resolve and load the YAML file + from multiple search locations (absolute path, relative to CWD, relative to + H2Integrate package) + + For each component config (driver_config, technology_config, plant_config): + - If the config value is a dict: Validates it directly using the appropriate + validation function (`load_driver_yaml`, `load_tech_yaml`, `load_plant_yaml`) + - If the config value is a path string: + - When main config was loaded from file: Uses `find_file()` to search + relative to the main config file's directory first, then falls back + to other search locations (CWD, H2Integrate package, glob patterns) + - When main config was provided as dict: Uses `get_path()` with standard + search strategy (absolute, relative to CWD, relative to H2Integrate package) + + Sets: + self.name (str): Name of the system from main config + self.system_summary (str): Summary description from main config + self.driver_config (dict): Validated driver configuration + self.technology_config (dict): Validated technology configuration + self.plant_config (dict): Validated plant configuration + self.driver_config_path (Path | None): Path to driver config file (None if dict) + self.tech_config_path (Path | None): Path to technology config file (None if dict) + self.plant_config_path (Path | None): Path to plant config file (None if dict) + self.tech_parent_path (Path | None): Parent directory of technology config file + self.plant_parent_path (Path | None): Parent directory of plant config file + + Note: + The parent path attributes (tech_parent_path, plant_parent_path) are used later + for resolving relative paths to custom models and other referenced files within + the technology and plant configurations. + + Example: + >>> # Using filepaths + >>> model = H2IntegrateModel("main_config.yaml") + + >>> # Using mixed dict and filepaths + >>> config = { + ... "name": "my_system", + ... "driver_config": "driver.yaml", + ... "technology_config": {"technologies": {...}}, + ... "plant_config": "plant.yaml", + ... } + >>> model = H2IntegrateModel(config) + """ + # Load main configuration + if isinstance(config_input, dict): + config = config_input + config_path = None + else: + config_path = get_path(config_input) + config = load_yaml(config_path) self.name = config.get("name") self.system_summary = config.get("system_summary") - # Load each config file as yaml and save as dict on this object - self.driver_config = load_driver_yaml(config_path.parent / config.get("driver_config")) - self.tech_config_path = config_path.parent / config.get("technology_config") - self.technology_config = load_tech_yaml(self.tech_config_path) - self.plant_config = load_plant_yaml(config_path.parent / config.get("plant_config")) - self.plant_config_path = config_path.parent / config.get("plant_config") + # Load and validate each component configuration using the helper method + self.driver_config, self.driver_config_path, _ = self._load_component_config( + "driver_config", config.get("driver_config"), config_path, load_driver_yaml + ) + + self.technology_config, self.tech_config_path, self.tech_parent_path = ( + self._load_component_config( + "technology_config", config.get("technology_config"), config_path, load_tech_yaml + ) + ) + + self.plant_config, self.plant_config_path, self.plant_parent_path = ( + self._load_component_config( + "plant_config", config.get("plant_config"), config_path, load_plant_yaml + ) + ) def create_custom_models(self, model_config, config_parent_path, model_types, prefix=""): """This method loads custom models from the specified directory and adds them to the @@ -110,7 +210,10 @@ def create_custom_models(self, model_config, config_parent_path, model_types, pr ) # Resolve the full path of the model location - model_path = config_parent_path / model_location + if config_parent_path is not None: + model_path = find_file(model_location, config_parent_path) + else: + model_path = find_file(model_location) if not model_path.exists(): raise FileNotFoundError( @@ -148,7 +251,7 @@ def collect_custom_models(self): # check for custom technology models self.create_custom_models( self.technology_config["technologies"], - self.tech_config_path.parent, + self.tech_parent_path, ["performance_model", "cost_model", "finance_model"], ) @@ -160,7 +263,7 @@ def collect_custom_models(self): if "model_inputs" in finance_groups: self.create_custom_models( self.plant_config, - self.plant_config_path.parent, + self.plant_parent_path, ["finance_groups"], prefix="finance_", ) @@ -171,7 +274,7 @@ def collect_custom_models(self): finance_groups_config = {"finance_groups": finance_groups} self.create_custom_models( finance_groups_config, - self.plant_config_path.parent, + self.plant_parent_path, finance_model_names, prefix="finance_", ) diff --git a/h2integrate/core/inputs/validation.py b/h2integrate/core/inputs/validation.py index bf3102a58..ac0783dfc 100644 --- a/h2integrate/core/inputs/validation.py +++ b/h2integrate/core/inputs/validation.py @@ -2,15 +2,12 @@ Code adapted from NREL's WISDEM tool. """ -import copy -import operator from pathlib import Path -from functools import reduce import numpy as np import jsonschema as json -import ruamel.yaml as ry -from hopp.utilities import load_yaml + +from h2integrate.core.utilities import load_yaml, write_yaml fschema_tech = Path(__file__).parent / "tech_schema.yaml" @@ -18,29 +15,6 @@ fschema_driver = Path(__file__).parent / "driver_schema.yaml" -def write_yaml(instance: dict, foutput: str) -> None: - """ - Writes a dictionary to a YAML file using the ruamel.yaml library. - - Args: - instance (dict): Dictionary to be written to the YAML file. - foutput (str): Path to the output YAML file. - - Returns: - None - """ - instance = remove_numpy(instance) - - # Write yaml with updated values - yaml = ry.YAML() - yaml.default_flow_style = None - yaml.width = float("inf") - yaml.indent(mapping=4, sequence=6, offset=3) - yaml.allow_unicode = False - with Path(foutput).open("w", encoding="utf-8") as f: - yaml.dump(instance, f) - - # --------------------- # This is for when the defaults are in another file def nested_get(indict, keylist): @@ -194,115 +168,3 @@ def tech_yaml(instance: dict, foutput: str) -> None: foutput += ".yaml" write_yaml(instance, foutput) return foutput - - -def write_plant_yaml(instance: dict, foutput: str) -> None: - _validate(instance, fschema_plant, defaults=False) - - # Ensure the output filename does not end with .yaml or .yml - if foutput.endswith(".yaml"): - foutput = foutput[:-5] - elif foutput.endswith(".yml"): - foutput = foutput[:-4] - sfx_str = "-plant.yaml" - - instance2 = simple_types(instance) - write_yaml(instance2, foutput + sfx_str) - return foutput + sfx_str - - -def write_analysis_yaml(instance: dict, foutput: str) -> None: - _validate(instance, fschema_driver, defaults=False) - - # Ensure the output filename does not end with .yaml or .yml - if foutput.endswith(".yaml"): - foutput = foutput[:-5] - elif foutput.endswith(".yml"): - foutput = foutput[:-4] - - sfx_str = "-analysis.yaml" - write_yaml(instance, foutput + sfx_str) - return foutput + sfx_str - - -def remove_numpy(fst_vt: dict) -> dict: - """ - Recursively converts numpy array elements within a nested dictionary to lists and ensures - all values are simple types (float, int, dict, bool, str) for writing to a YAML file. - - Args: - fst_vt (dict): The dictionary to process. - - Returns: - dict: The processed dictionary with numpy arrays converted to lists - and unsupported types to simple types. - """ - - def get_dict(vartree, branch): - return reduce(operator.getitem, branch, vartree) - - # Define conversion dictionary for numpy types - conversions = { - np.int_: int, - np.intc: int, - np.intp: int, - np.int8: int, - np.int16: int, - np.int32: int, - np.int64: int, - np.uint8: int, - np.uint16: int, - np.uint32: int, - np.uint64: int, - np.single: float, - np.double: float, - np.longdouble: float, - np.csingle: float, - np.cdouble: float, - np.float16: float, - np.float32: float, - np.float64: float, - np.complex64: float, - np.complex128: float, - np.bool_: bool, - np.ndarray: lambda x: x.tolist(), - } - - def loop_dict(vartree, branch): - if not isinstance(vartree, dict): - return fst_vt - for var in vartree.keys(): - branch_i = copy.copy(branch) - branch_i.append(var) - if isinstance(vartree[var], dict): - loop_dict(vartree[var], branch_i) - else: - current_value = get_dict(fst_vt, branch_i[:-1])[branch_i[-1]] - data_type = type(current_value) - if data_type in conversions: - get_dict(fst_vt, branch_i[:-1])[branch_i[-1]] = conversions[data_type]( - current_value - ) - elif isinstance(current_value, (list, tuple)): - for i, item in enumerate(current_value): - current_value[i] = remove_numpy(item) - - # set fast variables to update values - loop_dict(fst_vt, []) - return fst_vt - - -if __name__ == "__main__": - yaml_schema = load_yaml(fschema_driver) - myobj = load_yaml("sample_analysis.yaml") - DefaultValidatingDraft7Validator(yaml_schema).validate(myobj) - # validator.validate( myobj ) - print(list(myobj.keys())) - print(myobj["general"]) - - obj = {} - schema = {"properties": {"foo": {"default": "bar"}}} - # Note jsonschem.validate(obj, schema, cls=DefaultValidatingDraft7Validator) - # will not work because the metaschema contains `default` directives. - DefaultValidatingDraft7Validator(schema).validate(obj) - print(obj) diff --git a/h2integrate/core/test/test_utilities.py b/h2integrate/core/test/test_utilities.py index 578d43964..be591eb70 100644 --- a/h2integrate/core/test/test_utilities.py +++ b/h2integrate/core/test/test_utilities.py @@ -1,3 +1,4 @@ +import os import tempfile import unittest from pathlib import Path @@ -6,7 +7,96 @@ import numpy as np from h2integrate import ROOT_DIR, EXAMPLE_DIR, RESOURCE_DEFAULT_DIR -from h2integrate.core.utilities import make_unique_case_name, dict_to_yaml_formatting +from h2integrate.core.utilities import ( + get_path, + find_file, + make_unique_case_name, + dict_to_yaml_formatting, +) + + +def test_get_path(subtests): + current_cwd = Path.cwd() + + # 1. As an absolute path. + file_abs_path = EXAMPLE_DIR / "01_onshore_steel_mn" / "tech_inputs" / "hopp_config.yaml" + file_abs_out_path = get_path(file_abs_path) + with subtests.test("get_path: absolute filepath for file"): + assert file_abs_out_path == file_abs_path + + # 2. Relative to the current working directory. + os.chdir(EXAMPLE_DIR / "01_onshore_steel_mn") + file_cwd_rel_path = "tech_inputs/hopp_config.yaml" + file_cwd_rel_out_path = get_path(file_cwd_rel_path) + with subtests.test("get_path: filepath relative to cwd for file"): + assert file_cwd_rel_out_path == file_abs_path + + # 3. Relative to the H2Integrate package. + os.chdir(ROOT_DIR) + file_h2i_rel_path = "examples/01_onshore_steel_mn/tech_inputs/hopp_config.yaml" + file_h2i_rel_out_path = get_path(file_h2i_rel_path) + with subtests.test("get_path: filepath relative to H2I package for file"): + assert file_h2i_rel_out_path == file_abs_path + + # 1. As an absolute path. + dir_abs_path = EXAMPLE_DIR / "01_onshore_steel_mn" / "tech_inputs" + dir_abs_out_path = get_path(dir_abs_path) + with subtests.test("get_path: absolute filepath for folder"): + assert dir_abs_out_path == dir_abs_path + + # 2. Relative to the current working directory. + os.chdir(EXAMPLE_DIR / "01_onshore_steel_mn") + dir_cwd_rel_path = "tech_inputs" + dir_cwd_rel_out_path = get_path(dir_cwd_rel_path) + with subtests.test("get_path: filepath relative to cwd for folder"): + assert dir_cwd_rel_out_path == dir_abs_path + + # 3. Relative to the H2Integrate package. + os.chdir(ROOT_DIR) + dir_h2i_rel_path = "examples/01_onshore_steel_mn/tech_inputs" + dir_h2i_rel_out_path = get_path(dir_h2i_rel_path) + with subtests.test("get_path: filepath relative to H2I package for folder"): + assert dir_h2i_rel_out_path == dir_abs_path + + os.chdir(current_cwd) + + +def test_find_file(subtests): + current_cwd = Path.cwd() + + # 1. As an absolute path. + file_abs_path = EXAMPLE_DIR / "01_onshore_steel_mn" / "tech_inputs" / "hopp_config.yaml" + file_abs_out_path = find_file(file_abs_path) + with subtests.test("find_file: absolute filepath"): + assert file_abs_out_path == file_abs_path + + # 2. Relative to the current working directory. + os.chdir(EXAMPLE_DIR / "01_onshore_steel_mn") + file_cwd_rel_path = "tech_inputs/hopp_config.yaml" + file_cwd_rel_out_path = find_file(file_cwd_rel_path) + with subtests.test("find_file: filepath relative to cwd"): + assert file_cwd_rel_out_path == file_abs_path + + # 3. Relative to the H2Integrate package. + os.chdir(ROOT_DIR / "core" / "inputs") + file_h2i_rel_path = "examples/01_onshore_steel_mn/tech_inputs/hopp_config.yaml" + file_h2i_rel_out_path = find_file(file_h2i_rel_path) + with subtests.test("find_file: filepath relative to H2I package"): + assert file_h2i_rel_out_path == file_abs_path + + # 3. Relative to the root_folder (outside of it) + file_root_rel_path = "../examples/01_onshore_steel_mn/tech_inputs/hopp_config.yaml" + file_root_rel_out_path = find_file(file_root_rel_path, root_folder=ROOT_DIR) + with subtests.test("find_file: filepath relative (outside) of root_folder"): + assert file_root_rel_out_path.resolve() == file_abs_path + + # 4. Relative to the root_folder (inside of it) + file_root_in_rel_path = "tech_inputs/hopp_config.yaml" + ex_root = EXAMPLE_DIR / "01_onshore_steel_mn" + file_root_in_rel_out_path = find_file(file_root_in_rel_path, root_folder=ex_root) + with subtests.test("find_file: filepath relative (inside) to root_folder"): + assert file_root_in_rel_out_path.resolve() == file_abs_path + os.chdir(current_cwd) def test_make_unique_filename(subtests): diff --git a/h2integrate/core/utilities.py b/h2integrate/core/utilities.py index b1d19823a..a63324fcb 100644 --- a/h2integrate/core/utilities.py +++ b/h2integrate/core/utilities.py @@ -1,13 +1,20 @@ import re import csv +import copy +import operator from typing import Any from pathlib import Path +from functools import reduce from collections import OrderedDict +import yaml import attrs import numpy as np +import ruamel.yaml as ry from attrs import Attribute, field, define +from h2integrate import ROOT_DIR + try: from pyxdsm.XDSM import FUNC, XDSM @@ -295,6 +302,264 @@ def dict_to_yaml_formatting(orig_dict): return orig_dict +def get_path(path: str | Path) -> Path: + """ + Convert a string or Path object to an absolute Path object, prioritizing different locations. + + This function attempts to find the existence of a path in the following order: + 1. As an absolute path. + 2. Relative to the current working directory. + 3. Relative to the H2Integrate package. + + Args: + path (str | Path): The input path, either as a string or a Path object. + + Raises: + FileNotFoundError: If the path is not found in any of the locations. + + Returns: + Path: The absolute path to the file. + """ + # Store the original path for reference in error messages. + original_path = path + + # If the input is a string, convert it to a Path object. + if isinstance(path, str): + path = Path(path) + + # Check if the path exists as an absolute path. + if path.exists(): + return path.absolute() + + # If not, try finding the path relative to the current working directory. + relative_path = Path.cwd() / path + path = relative_path + + # If the path still doesn't exist, attempt to find it relative to the H2Integrate package. + if path.exists(): + return path.absolute() + + # Determine the path relative to the H2Integrate package. + h2i_based_path = ROOT_DIR.parent / Path(original_path) + + path = h2i_based_path + + if path.exists(): + return path.absolute() + + # If the path still doesn't exist in any of the prioritized locations, raise an error. + raise FileNotFoundError( + f"File not found in absolute path: {original_path}, relative path: " + f"{relative_path}, or H2Integrate-based path: " + f"{h2i_based_path}" + ) + + +def find_file(filename: str | Path, root_folder: str | Path | None = None): + """ + This function attempts to find a filepath matching `filename` from a variety of locations + in the following order: + + 1. Relative to the root_folder (if provided) + 2. Relative to the current working directory. + 3. Relative to the H2Integrate package. + 4. As an absolute path if `filename` is already absolute + + Args: + filename (str | Path): Input filepath + root_folder (str | Path, optional): Root directory to search for filename in. + Defaults to None. + + Raises: + FileNotFoundError: If the path is not found in any of the locations. + + Returns: + Path: The absolute path to the file. + """ + + # 1. check for file in the root directory + files = [] + if root_folder is not None: + root_folder = Path(root_folder) + # if the file exists in the root directory, return full path + if Path(root_folder, filename).exists(): + return Path(root_folder, filename).resolve().absolute() + + # check for files within root directory + files = list(Path(root_folder).glob(f"**/{filename}")) + + if len(files) == 1: + return files[0].absolute() + if len(files) > 1: + raise FileNotFoundError( + f"Found {len(files)} files in the root directory ({root_folder}) that have " + f"filename {filename}" + ) + + filename_no_rel = "/".join( + p + for p in Path(root_folder, filename).resolve(strict=False).parts + if p not in Path(root_folder).parts + ) + files = list(Path(root_folder).glob(f"**/{filename_no_rel}")) + if len(files) == 1: + return files[0].absolute() + + # 2. check for file relative to the current working directory + files_cwd = list(Path.cwd().glob(f"**/{filename}")) + if len(files_cwd) == 1: + return files_cwd[0].absolute() + + # 3. check for file relative to the H2Integrate package root + files_h2i = list(ROOT_DIR.parent.glob(f"**/{filename}")) + files_h2i = [file for file in files_h2i if "build" not in file.parts] + if len(files_h2i) == 1: + return files_h2i[0].absolute() + + # 4. check for as absolute path + if Path(filename).is_absolute(): + return Path(filename) + + if len(files_cwd) == 0 and len(files_h2i) == 0: + raise FileNotFoundError( + f"Did not find any files matching {filename} in the current working directory " + f"{Path.cwd()} or relative to the H2Integrate package {ROOT_DIR.parent}" + ) + if root_folder is not None and len(files) == 0: + raise FileNotFoundError( + f"Did not find any files matching {filename} in the current working directory " + f"{Path.cwd()}, relative to the H2Integrate package {ROOT_DIR.parent}, or relative to " + f"the root directory {root_folder}." + ) + raise ValueError( + f"Cannot find unique file: found {len(files_cwd)} files relative to cwd, " + f"{len(files_h2i)} files relative to H2Integrate root directory, " + f"{len(files)} files relative to the root folder." + ) + + +def remove_numpy(fst_vt: dict) -> dict: + """ + Recursively converts numpy array elements within a nested dictionary to lists and ensures + all values are simple types (float, int, dict, bool, str) for writing to a YAML file. + + Args: + fst_vt (dict): The dictionary to process. + + Returns: + dict: The processed dictionary with numpy arrays converted to lists + and unsupported types to simple types. + """ + + def get_dict(vartree, branch): + return reduce(operator.getitem, branch, vartree) + + # Define conversion dictionary for numpy types + conversions = { + np.int_: int, + np.intc: int, + np.intp: int, + np.int8: int, + np.int16: int, + np.int32: int, + np.int64: int, + np.uint8: int, + np.uint16: int, + np.uint32: int, + np.uint64: int, + np.single: float, + np.double: float, + np.longdouble: float, + np.csingle: float, + np.cdouble: float, + np.float16: float, + np.float32: float, + np.float64: float, + np.complex64: float, + np.complex128: float, + np.bool_: bool, + np.ndarray: lambda x: x.tolist(), + } + + def loop_dict(vartree, branch): + if not isinstance(vartree, dict): + return fst_vt + for var in vartree.keys(): + branch_i = copy.copy(branch) + branch_i.append(var) + if isinstance(vartree[var], dict): + loop_dict(vartree[var], branch_i) + else: + current_value = get_dict(fst_vt, branch_i[:-1])[branch_i[-1]] + data_type = type(current_value) + if data_type in conversions: + get_dict(fst_vt, branch_i[:-1])[branch_i[-1]] = conversions[data_type]( + current_value + ) + elif isinstance(current_value, (list, tuple)): + for i, item in enumerate(current_value): + current_value[i] = remove_numpy(item) + + # set fast variables to update values + loop_dict(fst_vt, []) + return fst_vt + + +class Loader(yaml.SafeLoader): + def __init__(self, stream): + # root is the parent directory of the parent yaml file + self._root = get_path(Path(stream.name).parent) + + super().__init__(stream) + + def include(self, node): + filename = find_file(node.value, self._root) + + with Path.open(filename) as f: + return yaml.load(f, self.__class__) + + +Loader.add_constructor("!include", Loader.include) + + +def load_yaml(filename, loader=Loader) -> dict: + if isinstance(filename, dict): + return filename # filename already yaml dict + with Path.open(filename) as fid: + return yaml.load(fid, loader) + + +def write_yaml( + instance: dict, foutput: str, convert_np: bool = True, check_formatting: bool = False +) -> None: + """ + Writes a dictionary to a YAML file using the ruamel.yaml library. + + Args: + instance (dict): Dictionary to be written to the YAML file. + foutput (str): Path to the output YAML file. + convert_np (bool): Whether to convert numpy objects to simple types. Defaults to True. + check_formatting (bool): Whether to check formatting to convert numpy arrays to lists. + Defaults to False. + + Returns: + None + """ + + if convert_np: + instance = remove_numpy(instance) + if check_formatting: + instance = dict_to_yaml_formatting(instance) + # Write yaml with updated values + yaml = ry.YAML() + yaml.default_flow_style = None + yaml.width = float("inf") + yaml.indent(mapping=4, sequence=6, offset=3) + yaml.allow_unicode = False + with Path(foutput).open("w", encoding="utf-8") as f: + yaml.dump(instance, f) + + def make_unique_case_name(folder, proposed_fname, fext): """Generate a filename that does not already exist in a user-defined folder. diff --git a/h2integrate/simulation/technologies/iron/iron.py b/h2integrate/simulation/technologies/iron/iron.py index c73b90def..6e9cc35ec 100644 --- a/h2integrate/simulation/technologies/iron/iron.py +++ b/h2integrate/simulation/technologies/iron/iron.py @@ -6,7 +6,8 @@ import pandas as pd from attrs import define from pandas import DataFrame -from hopp.utilities import load_yaml + +from h2integrate.core.utilities import load_yaml # Get model locations loaded up to refer to diff --git a/h2integrate/simulation/technologies/iron/martin_ore/cost_model.py b/h2integrate/simulation/technologies/iron/martin_ore/cost_model.py index b289206c5..fac4f4d19 100644 --- a/h2integrate/simulation/technologies/iron/martin_ore/cost_model.py +++ b/h2integrate/simulation/technologies/iron/martin_ore/cost_model.py @@ -7,7 +7,8 @@ import numpy as np import pandas as pd -from hopp.utilities import load_yaml + +from h2integrate.core.utilities import load_yaml CD = Path(__file__).parent diff --git a/h2integrate/simulation/technologies/iron/rosner/cost_model.py b/h2integrate/simulation/technologies/iron/rosner/cost_model.py index 57f41f867..a403a71f0 100644 --- a/h2integrate/simulation/technologies/iron/rosner/cost_model.py +++ b/h2integrate/simulation/technologies/iron/rosner/cost_model.py @@ -8,8 +8,8 @@ import numpy as np import pandas as pd -from hopp.utilities import load_yaml +from h2integrate.core.utilities import load_yaml from h2integrate.simulation.technologies.iron.load_top_down_coeffs import load_top_down_coeffs diff --git a/h2integrate/tools/eco/utilities.py b/h2integrate/tools/eco/utilities.py index 016e54a40..ed17d9d37 100644 --- a/h2integrate/tools/eco/utilities.py +++ b/h2integrate/tools/eco/utilities.py @@ -11,12 +11,12 @@ import matplotlib.pyplot as plt import matplotlib.ticker as ticker import matplotlib.patches as patches -from hopp.utilities import load_yaml from hopp.simulation import HoppInterface from hopp.tools.dispatch import plot_tools from hopp.simulation.technologies.resource.greet_data import GREETData from hopp.simulation.technologies.resource.cambium_data import CambiumData +from h2integrate.core.utilities import load_yaml from h2integrate.tools.h2integrate_sim_file_utils import load_dill_pickle from .finance import adjust_orbit_costs diff --git a/tests/h2integrate/test_hydrogen/test_geologic_h2.py b/tests/h2integrate/test_hydrogen/test_geologic_h2.py index 3a06ed2db..8360015a3 100644 --- a/tests/h2integrate/test_hydrogen/test_geologic_h2.py +++ b/tests/h2integrate/test_hydrogen/test_geologic_h2.py @@ -1,16 +1,12 @@ -from pathlib import Path - import numpy as np from pytest import approx +from h2integrate import EXAMPLE_DIR from h2integrate.core.h2integrate_model import H2IntegrateModel -cd = Path(__file__).resolve().parent - - def test_natural_geoh2(subtests): - h2i_nat = H2IntegrateModel(cd / "../../../examples/04_geo_h2/04_geo_h2_natural.yaml") + h2i_nat = H2IntegrateModel(EXAMPLE_DIR / "04_geo_h2" / "04_geo_h2_natural.yaml") h2i_nat.run() with subtests.test("H2 Production"): @@ -22,7 +18,7 @@ def test_natural_geoh2(subtests): def test_stimulated_geoh2(subtests): - h2i_stim = H2IntegrateModel(cd / "../../../examples/04_geo_h2/04_geo_h2_stimulated.yaml") + h2i_stim = H2IntegrateModel(EXAMPLE_DIR / "04_geo_h2" / "04_geo_h2_stimulated.yaml") h2i_stim.run() with subtests.test("H2 Production"): From b76a769d1618e27fcc8efe85ab29df729ba99b19 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Wed, 5 Nov 2025 17:54:40 -0700 Subject: [PATCH 48/79] Recording and Loading SQL Files: Example and Doc page (#322) * added recorder to example 8 and added docs for sql files * Minor docs edits * Minor docs edits * added clarification to doc --------- Co-authored-by: John Jasa Co-authored-by: kbrunik <102193481+kbrunik@users.noreply.github.com> --- docs/_toc.yml | 1 + docs/build_book.sh | 2 +- docs/technology_models/pysam_battery.md | 2 +- docs/user_guide/recording_and_loading_data.md | 128 ++++++++++++++++++ .../08_wind_electrolyzer/driver_config.yaml | 17 +++ .../run_wind_electrolyzer.py | 38 +++++- 6 files changed, 185 insertions(+), 3 deletions(-) create mode 100644 docs/user_guide/recording_and_loading_data.md diff --git a/docs/_toc.yml b/docs/_toc.yml index f6425997f..39f4885a4 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -17,6 +17,7 @@ parts: - file: user_guide/design_optimization_in_h2i - file: user_guide/design_of_experiments_in_h2i - file: user_guide/postprocessing_results + - file: user_guide/recording_and_loading_data - file: user_guide/how_to_interface_with_user_defined_model - file: user_guide/how_to_run_several_cases_in_sequence diff --git a/docs/build_book.sh b/docs/build_book.sh index d5d0a7cf6..5817e636c 100644 --- a/docs/build_book.sh +++ b/docs/build_book.sh @@ -1,2 +1,2 @@ rm -rf _build -jupyter-book build -W --keep-going . +jupyter-book build --keep-going . diff --git a/docs/technology_models/pysam_battery.md b/docs/technology_models/pysam_battery.md index 0d3c6935b..7548a5a11 100644 --- a/docs/technology_models/pysam_battery.md +++ b/docs/technology_models/pysam_battery.md @@ -5,4 +5,4 @@ an OpenMDAO component. For full documentation see the [PySAM battery model docum The PySAM battery model simulates the response of the battery to control commands. However, the control commands may not be strictly followed. Specifically, the SOC bounds have been seen to be exceeded by nearly 4% SOC for the upper bound and close to 1% SOC on the lower bound. -To use the pysam battery model, specify `"pysam_battery"` as the performance model. The PySAM battery wrapper is designed to be used with the [pyomo control framework](../control/control_overview.md#pyomo-control). If the [open-loop control framework](../control/control_overview.md#open-loop-control) is used with the pysam battery, the pysam battery will not respect the commands and the battery output will be ignored by the controller. +To use the pysam battery model, specify `"pysam_battery"` as the performance model. The PySAM battery wrapper is designed to be used with the [pyomo control framework](pyomo-control). If the [open-loop control framework](open-loop-control) is used with the pysam battery, the pysam battery will not respect the commands and the battery output will be ignored by the controller. diff --git a/docs/user_guide/recording_and_loading_data.md b/docs/user_guide/recording_and_loading_data.md new file mode 100644 index 000000000..1c0b3e78e --- /dev/null +++ b/docs/user_guide/recording_and_loading_data.md @@ -0,0 +1,128 @@ +# Recording and Loading Data From H2I Simulations +Detailed data from H2Integrate simulations can be saved and loaded later. This section covers: +1. [How to record data from a simulation](setting-recorder-parameters) +2. [How to load data and access recorded data](loading-recorder-files) + +(setting-recorder-parameters)= +## Setting Recorder Parameters + +Recording data from a simulation can be enabled in the `driver_config` file with the 'recorder' section. The most simple example is shown below: + +```yaml +name: "driver_config" +description: "example driver config to show recording options" + +general: + folder_output: outputs #folder to save recorded data to + +recorder: + flag: True #set to True to record data + file: "cases.sql" #this is the name of the file to record data to. +``` +In the above example, data will be saved to the file `outputs/cases.sql`. + +The file below would have the same behavior as the above example, but highlights the default behavior: +```yaml +name: "driver_config" +description: "example driver config to show recording options" + +general: + folder_output: outputs #folder to save recorded data to + +recorder: + flag: True #set to True to record data + file: "cases.sql" #this is the name of the file to record data to. + overwrite_recorder: False #create a unique recorder for each simulation + recorder_attachment: "model" # "driver" or "model" + includes: ["*"] # include everything + excludes: ["*resource_data"] # don't include resource data +``` + +- **overwrite_recorder**: If False or not specified, H2I will make a new filename for the recorder that doesn't yet exist in the `outputs` folder. If `cases.sql` exists, it will make a new file named `cases0.sql`. If `cases.sql` and `cases0.sql` exist, it will make a new file named `cases1.sql`, etc. If set to True, it will overwrite an existing `cases.sql` file from previous runs. +- **recorder_attachment**: Must be `model` or `driver`, defaults to `model`. We recommend attaching the recorder to the driver if running an optimization or design of experiments in parallel as model-level recording cannot be performed in parallel due to limitations in OpenMDAO. + +(attaching-a-recorder-to-the-driver)= +### Attaching a recorder to the driver +We recommend attaching the recorder to the driver if running an optimization or design of experiments in parallel as model-level recording cannot be performed in parallel due to limitations in OpenMDAO. +It can be beneficial if running a design of experiments or optimization in serial as well. +Further documentation on driver recording can be found [here](https://openmdao.org/newdocs/versions/latest/features/recording/driver_recording.html). + +```yaml +name: "driver_config" +description: "example driver config to show recording options" + +general: + folder_output: outputs #folder to save recorded data to + +recorder: + flag: True #set to True to record data + file: "cases.sql" #this is the name of the file to record data to. + overwrite_recorder: False #create a unique recorder for each simulation + recorder_attachment: "driver" #"driver" or "model + + # H2I Default recorder options + includes: ["*"] # include everything + excludes: ["*resource_data"] # don't include resource data + + # OpenMDAO default for recording options + record_inputs: True #record inputs + record_outputs: True #record outputs + record_constraints: True #record constraints + record_derivatives: False #record derivatives + record_desvars: True #record design variables + record_objectives: True #record objectives +``` + +(attaching-a-recorder-to-the-model)= +### Attaching a recorder to the model +Further documentation on model recording can be found [here](https://openmdao.org/newdocs/versions/latest/features/recording/system_recording.html). By default, the recorder will be attached to the model unless `recorder_attachment` is set to "driver". + +```yaml +name: "driver_config" +description: "example driver config to show recording options" + +general: + folder_output: outputs #folder to save recorded data to + +recorder: + flag: True #set to True to record data + file: "cases.sql" #this is the name of the file to record data to. + overwrite_recorder: False #create a unique recorder for each simulation + recorder_attachment: "model" #"driver" or "model + + # H2I Default recorder options + includes: ["*"] # include everything + excludes: ["*resource_data"] # don't include resource data + + # OpenMDAO default for recording options + record_inputs: True #record inputs + record_outputs: True #record outputs + record_residuals: True #record residuals +``` + +(loading-recorder-files)= +## Loading Recorder Files +Detailed documentation on OpenMDAO's case read can be found [here](https://openmdao.org/newdocs/versions/latest/features/recording/case_reader.html). + +Example usage of reading and accessing recorded data is shown in Example 8 (`examples/08_wind_electrolyzer/run_wind_electrolyzer.py`). + +Below is an example python script that shows how to load recorded data and to access the data available: + +```python +import openmdao.api as om +from pathlib import Path +# set the path for the recorder from stuff specified in the driver_config.yaml +fpath = Path.cwd() / "outputs" / "cases.sql" + +# load the cases +cr = om.CaseReader(fpath) + +# get the cases as a list +cases = list(cr.get_cases()) +# access a variable from the problem, this can be anything thats an +# input or output from the models that were run and not specified +# as variables to exclude in the driver_config file + +cases[0].get_val("finance_subgroup_default.LCOE",units="USD/kW/h") +cases[0].get_val("solar.capacity_kWdc",units="MW") +``` diff --git a/examples/08_wind_electrolyzer/driver_config.yaml b/examples/08_wind_electrolyzer/driver_config.yaml index 3fc903a1a..2e68b25f3 100644 --- a/examples/08_wind_electrolyzer/driver_config.yaml +++ b/examples/08_wind_electrolyzer/driver_config.yaml @@ -3,3 +3,20 @@ description: "This analysis runs a wind plant hooked up to an electrolyzer and s general: folder_output: wind_electrolyzer + +recorder: + # required inputs + flag: True #record outputs + file: "cases.sql" #this file will be written to the folder `wind_electrolyzer` + + # optional but recommended inputs + overwrite_recorder: True #If True, do not create a unique recorder file for subsequent runs. Defaults to False. + recorder_attachment: "model" #"driver" or "model", defaults to "model". Use "driver" if running a parallel simulation. + includes: ["*"] #include everything + excludes: ["*wind_resource*"] #exclude wind resource data + + # below are optional and defaulted to the OpenMDAO default + # record_inputs: True #defaults to True + # record_outputs: True #defaults to True + # record_residuals: True #defaults to True + # options_excludes: #this is only used if recorder_attachment is "model" diff --git a/examples/08_wind_electrolyzer/run_wind_electrolyzer.py b/examples/08_wind_electrolyzer/run_wind_electrolyzer.py index 6ab21874d..0c5a03835 100644 --- a/examples/08_wind_electrolyzer/run_wind_electrolyzer.py +++ b/examples/08_wind_electrolyzer/run_wind_electrolyzer.py @@ -1,11 +1,47 @@ +import os +from pathlib import Path + +import openmdao.api as om + from h2integrate.core.h2integrate_model import H2IntegrateModel +# change the current working directory to the example folder +os.chdir(Path(__file__).parent) + +top_level_fpath = Path(__file__).parent / "wind_plant_electrolyzer.yaml" + # Create a GreenHEART model -h2i_model = H2IntegrateModel("wind_plant_electrolyzer.yaml") +h2i_model = H2IntegrateModel(top_level_fpath) # Run the model h2i_model.run() # Post-process the results h2i_model.post_process() + +# Specify the filepath to the sql file, the folder and filename are in the driver_config +sql_fpath = Path(__file__).parent / "wind_electrolyzer" / "cases.sql" + +# load the cases +cr = om.CaseReader(sql_fpath) + +cases = list(cr.get_cases()) + +# theres only 1 case since we didnt run an optimization or design of experiments +case = cases[0] + +# access values from a case similar to how we can access values from h2i_model.model +lcoh_custom = case.get_val("finance_subgroup_hydrogen.LCOH_produced_custom_model", units="USD/kg") +lcoh_profast = case.get_val("finance_subgroup_hydrogen.LCOH_produced_profast_model", units="USD/kg") +lcoe_profast = case.get_val("finance_subgroup_electricity_profast.LCOE", units="USD/MW/h") +lcoe_custom = case.get_val("finance_subgroup_electricity_custom.LCOE", units="USD/MW/h") + +print( + f"LCOH (USD/kg): is {lcoh_custom[0]:.2f} with custom model and " + f"{lcoh_profast[0]:.2f} with ProFAST model" +) +print( + f"LCOE (USD/MWh): is {lcoe_custom[0]:.2f} with custom model and " + f"{lcoe_profast[0]:.2f} with ProFAST model" +) From 4820d28e837272bf12ac34a2b1953ef3c36b1df3 Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Wed, 5 Nov 2025 19:00:44 -0600 Subject: [PATCH 49/79] Merge Geologic Hydrogen Branch into Develop (#354) * Synced up with spreadsheet model * Fixing test assert values --------- Co-authored-by: jmartin4 Co-authored-by: John Jasa --- examples/04_geo_h2/tech_config_natural.yaml | 11 +- .../04_geo_h2/tech_config_stimulated.yaml | 17 +-- .../hydrogen/geologic/geoh2_baseclass.py | 108 +++++++++++++----- .../hydrogen/geologic/natural_geoh2_plant.py | 34 +++--- .../geologic/stimulated_geoh2_plant.py | 89 +++++++++------ .../test_hydrogen/test_geologic_h2.py | 8 +- 6 files changed, 171 insertions(+), 96 deletions(-) diff --git a/examples/04_geo_h2/tech_config_natural.yaml b/examples/04_geo_h2/tech_config_natural.yaml index fc4467797..074974f4b 100644 --- a/examples/04_geo_h2/tech_config_natural.yaml +++ b/examples/04_geo_h2/tech_config_natural.yaml @@ -12,26 +12,29 @@ technologies: model_inputs: shared_parameters: well_lifetime: 20 + borehole_depth: 2000 + well_diameter: "small" + well_geometry: "vertical" performance_parameters: rock_type: 'peridotite' grain_size: 0.01 - site_prospectivity: 0.7 + site_prospectivity: 1 initial_wellhead_flow: 200 gas_reservoir_size: 35000 cost_parameters: - cost_year: 2020 + cost_year: 2022 + target_dollar_year: 2024 test_drill_cost: 500000 permit_fees: 905 acreage: 500 rights_cost: 3 - completion_cost: 4000000 success_chance: 20 fixed_opex: 200000 variable_opex: 0. contracting_pct: 20 contingency_pct: 50 preprod_time: 6 - as_spent_ratio: 1.10 + as_spent_ratio: 1.1 finance_parameters: eff_tax_rate: 25.74 atwacc: 4.73 diff --git a/examples/04_geo_h2/tech_config_stimulated.yaml b/examples/04_geo_h2/tech_config_stimulated.yaml index 505e3e6d7..5e7dba347 100644 --- a/examples/04_geo_h2/tech_config_stimulated.yaml +++ b/examples/04_geo_h2/tech_config_stimulated.yaml @@ -12,24 +12,27 @@ technologies: model_inputs: shared_parameters: well_lifetime: 20 + borehole_depth: 4000 + well_diameter: "small" + well_geometry: "horizontal" performance_parameters: rock_type: 'peridotite' - grain_size: 0.00125 - serp_rate: 2.0e-10 - caprock_depth: 100 - borehole_depth: 1000 + grain_size: 0.001 + olivine_phase_vol: 50 + olivine_fe_ii_conc: 15 + depth_to_formation: 1000 inj_prod_distance: 100 reaction_zone_width: 50 - iron_II_conc: 15 bulk_density: 2700 water_temp: 90 cost_parameters: - cost_year: 2020 + cost_year: 2022 + target_dollar_year: 2024 test_drill_cost: 500000 + use_cost_curve: True permit_fees: 905 acreage: 500 rights_cost: 3 - completion_cost: 6700000 success_chance: 80 fixed_opex: 200000 variable_opex: 0.298514591393227 diff --git a/h2integrate/converters/hydrogen/geologic/geoh2_baseclass.py b/h2integrate/converters/hydrogen/geologic/geoh2_baseclass.py index 8b48cb000..6cbb4510f 100644 --- a/h2integrate/converters/hydrogen/geologic/geoh2_baseclass.py +++ b/h2integrate/converters/hydrogen/geologic/geoh2_baseclass.py @@ -4,6 +4,7 @@ from h2integrate.core.utilities import BaseConfig from h2integrate.core.validators import contains from h2integrate.core.model_baseclasses import CostModelBaseClass +from h2integrate.tools.inflation.inflate import inflate_cepci @define @@ -16,14 +17,22 @@ class GeoH2PerformanceConfig(BaseConfig): technologies/geoh2/model_inputs/performance_parameters all other parameters Parameters: - rock_type: str - The type of rock being drilled into to extract geologic hydrogen - valid options: "peridotite" - *well_lifetime*: float [years] - The length of time in years that the well will operate - grain_size: float [m] - The grain size of the rocks used to extract hydrogen + -*well_lifetime*: float [years] - The length of time in years that the well will operate + -*borehole_depth*: float [m] - Total depth of borehole (potentially including turns) + -*well_diameter*: str - The relative diameter of the well - see excel sheets for examples + valid options: "small" (OSD3500_FY25.xlsx), "large" + -*well_geometry*: str - The shape and structure of the well being drilled + valid options: "vertical", "horizontal" + -rock_type: str - The type of rock formation being drilled into to extract geoH2 + valid options: "peridotite", "bei_troctolite" + -grain_size: float [m] - The grain size of the rocks used to extract hydrogen """ - rock_type: str = field(validator=contains(["peridotite"])) well_lifetime: float = field() + borehole_depth: float = field() + well_diameter: str = field(validator=contains(["small", "large"])) + well_geometry: str = field(validator=contains(["vertical", "horizontal"])) + rock_type: str = field(validator=contains(["peridotite", "bei_troctolite"])) grain_size: float = field() @@ -38,7 +47,7 @@ class GeoH2PerformanceBaseClass(om.ExplicitComponent): well_lifetime: float [years] - The length of time in years that the well will operate grain_size: float [m] - The grain size of the rocks used to extract hydrogen Outputs: - hydrogen: array [kg/h] - The hydrogen production profile over 1 year (8760 hours) + hydrogen_out: array [kg/h] - The hydrogen production profile over 1 year (8760 hours) """ def initialize(self): @@ -48,8 +57,8 @@ def initialize(self): def setup(self): self.add_input("well_lifetime", units="year", val=self.config.well_lifetime) + self.add_input("borehole_depth", units="m", val=self.config.borehole_depth) self.add_input("grain_size", units="m", val=self.config.grain_size) - self.add_output("hydrogen_out", units="kg/h", shape=(8760,)) @@ -62,30 +71,37 @@ class GeoH2CostConfig(BaseConfig): technologies/geoh2/model_inputs/cost_parameters all other parameters Parameters: - *well_lifetime*: float [years] - the length of time that the wells will operate - cost_year: int [year] - The dollar year in which costs are modeled - test_drill_cost: float [USD] - The CAPEX cost of a test drill for a potential geoH2 well - permit_fees: float [USD] - The CAPEX cost required to obtain permits for drilling - acreage: float [acre] - The amount of land needed for the drilling operation - rights_cost: float [USD/acre] - The CAPEX cost to obtain drilling rights - completion_cost: float [USD] - The CAPEX cost per well required to complete a successful - test drill site into a full-bore production well - success_chance: float [pct] - The chance of success at any particular test drill site - fixed_opex: float [USD/year] - The OPEX cost that does not scale with H2 production - variable_opex: float [USD/kg] - The OPEX cost component that scales with H2 production - contracting_pct: float [pct] - contracting costs as % of bare capital cost - contingency_pct: float [pct] - contingency costs as % of bare capital cost - preprod_time: float [months] - time in preproduction (Fixed OPEX is charged) - as_spent_ratio: float [None] - ratio of as-spent costs to overnight costs + -*well_lifetime*: float [years] - the length of time that the wells will operate + -*borehole_depth*: float [m] - Total depth of borehole (potentially including turns) + -*well_diameter*: str - The relative diameter of the well - see excel sheets for examples + valid options: "small" (OSD3500_FY25.xlsx), "large" + -*well_geometry*: str - The shape and structure of the well being drilled + valid options: "vertical", "horizontal" + -cost_year: int [year] - The dollar year in which costs are modeled + -target_dollar_year:int [year] - The dollar year in which costs are modeled + -test_drill_cost: float [USD] - The CAPEX cost of a test drill for a potential geoH2 well + -permit_fees: float [USD] - The CAPEX cost required to obtain permits for drilling + -acreage: float [acre] - The amount of land needed for the drilling operation + -rights_cost: float [USD/acre] - The CAPEX cost to obtain drilling rights + -success_chance: float [pct] - The chance of success at any particular test drill site + -fixed_opex: float [USD/year] - The OPEX cost that does not scale with H2 production + -variable_opex: float [USD/kg] - The OPEX cost component that scales with H2 production + -contracting_pct: float [pct] - contracting costs as % of bare capital cost + -contingency_pct: float [pct] - contingency costs as % of bare capital cost + -preprod_time: float [months] - time in preproduction (Fixed OPEX is charged) + -as_spent_ratio: float [None] - ratio of as-spent costs to overnight costs """ well_lifetime: float = field() + borehole_depth: float = field() + well_diameter: str = field(validator=contains(["small", "large"])) + well_geometry: str = field(validator=contains(["vertical", "horizontal"])) cost_year: int = field() + target_dollar_year: int = field() test_drill_cost: float = field() permit_fees: float = field() acreage: float = field() rights_cost: float = field() - completion_cost: float = field() success_chance: float = field() fixed_opex: float = field() variable_opex: float = field() @@ -105,7 +121,8 @@ class GeoH2CostBaseClass(CostModelBaseClass): Inputs: well_lifetime: float [years] - the length of time that the wells will operate - cost_year: int [year] - The dollar year in which costs are modeled + cost_year: int [year] - The dollar year in which input costs are measured + target_dollar_year:int [year] - The dollar year in which costs are modeled test_drill_cost: float [USD] - The CAPEX cost of a test drill for a potential geoH2 well permit_fees: float [USD] - The CAPEX cost required to obtain permits for drilling acreage: float [acre] - The amount of land needed for the drilling operation @@ -119,7 +136,7 @@ class GeoH2CostBaseClass(CostModelBaseClass): contingency_pct: float [pct] - contingency costs as % of bare capital cost preprod_time: float [months] - time in preproduction (Fixed OPEX is charged) as_spent_ratio: float [None] - ratio of as-spent costs to overnight costs - *hydrogen*: array [kg/h] - The hydrogen production profile over 1 year (8760 hours) + *hydrogen_out*: array [kg/h] - The hydrogen production profile over 1 year (8760 hours) Outputs: bare_capital_cost float [USD] - The raw CAPEX cost without any multipliers applied CapEx float [USD] - The effective CAPEX cost with multipliers applied @@ -133,11 +150,12 @@ def setup(self): n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] self.add_input("well_lifetime", units="year", val=self.config.well_lifetime) + self.add_input("target_dollar_year", units="year", val=self.config.target_dollar_year) + self.add_input("borehole_depth", units="m", val=self.config.borehole_depth) self.add_input("test_drill_cost", units="USD", val=self.config.test_drill_cost) self.add_input("permit_fees", units="USD", val=self.config.permit_fees) self.add_input("acreage", units="acre", val=self.config.acreage) self.add_input("rights_cost", units="USD/acre", val=self.config.rights_cost) - self.add_input("completion_cost", units="USD", val=self.config.completion_cost) self.add_input("success_chance", units="percent", val=self.config.success_chance) self.add_input("fixed_opex", units="USD/year", val=self.config.fixed_opex) self.add_input("variable_opex", units="USD/kg", val=self.config.variable_opex) @@ -156,6 +174,30 @@ def setup(self): self.add_output("Fixed_OpEx", units="USD/year") self.add_output("Variable_OpEx", units="USD/kg") + def calc_drill_cost(self, x): + # Calculates drilling costs from pre-fit polynomial curves + diameter = self.config.well_diameter + geometry = self.config.well_geometry + if geometry == "vertical": + if diameter == "small": + coeffs = [0.224997743, 389.2448848, 745141.2795] + elif diameter == "large": + coeffs = [0.224897254, 869.2069059, 703617.3915] + elif geometry == "horizontal": + if diameter == "small": + coeffs = [0.247604262, 323.277597, 1058263.661] + elif diameter == "large": + coeffs = [0.230514884, 941.8801375, 949091.7254] + a = coeffs[0] + b = coeffs[1] + c = coeffs[2] + drill_cost = a * x**2 + b * x + c + + year = self.config.cost_year + drill_cost = inflate_cepci(drill_cost, 2010, year) + + return drill_cost + @define class GeoH2FinanceConfig(BaseConfig): @@ -166,12 +208,20 @@ class GeoH2FinanceConfig(BaseConfig): technologies/geoh2/model_inputs/finance_parameters all other parameters Parameters: - *well_lifetime*: float [years] - the length of time that the wells will operate - eff_tax_rate: float [percent] - effective tax rate - atwacc: float [percent] - after-tax weighted average cost of capital + -*well_lifetime*: float [years] - the length of time that the wells will operate + -*borehole_depth*: float [m] - Total depth of borehole (potentially including turns) + -*well_diameter*: str - The relative diameter of the well - see excel sheets for examples + valid options: "small" (OSD3500_FY25.xlsx), "large" + -*well_geometry*: str - The shape and structure of the well being drilled + valid options: "vertical", "horizontal" + -eff_tax_rate: float [percent] - effective tax rate + -atwacc: float [percent] - after-tax weighted average cost of capital """ well_lifetime: float = field() + borehole_depth: float = field() + well_diameter: str = field(validator=contains(["small", "large"])) + well_geometry: str = field(validator=contains(["vertical", "horizontal"])) eff_tax_rate: float = field() atwacc: float = field() diff --git a/h2integrate/converters/hydrogen/geologic/natural_geoh2_plant.py b/h2integrate/converters/hydrogen/geologic/natural_geoh2_plant.py index 61b373899..e4ff61300 100644 --- a/h2integrate/converters/hydrogen/geologic/natural_geoh2_plant.py +++ b/h2integrate/converters/hydrogen/geologic/natural_geoh2_plant.py @@ -2,6 +2,7 @@ from attrs import field, define from h2integrate.core.utilities import merge_shared_inputs +from h2integrate.tools.inflation.inflate import inflate_cpi, inflate_cepci from h2integrate.converters.hydrogen.geologic.geoh2_baseclass import ( GeoH2CostConfig, GeoH2CostBaseClass, @@ -47,8 +48,8 @@ class NaturalGeoH2PerformanceModel(GeoH2PerformanceBaseClass): Outputs (in addition to those in geoh2_baseclass.GeoH2PerformanceBaseClass): wellhead_h2_conc: float [percent] - The mass % of H2 in the wellhead fluid lifetime_wellhead_flow: float [kg/h] - The average gas flow over the well lifetime - hydrogen_accumulated: array [kg/h] - The accumulated hydrogen production profile - over 1 year (8760 hours) + hydrogen_out_natural: array [kg/h] - The hydrogen production profile from natural + accumulations over 1 year (8760 hours) """ def setup(self): @@ -64,7 +65,7 @@ def setup(self): self.add_output("wellhead_h2_conc", units="percent") self.add_output("lifetime_wellhead_flow", units="kg/h") - self.add_output("hydrogen_accumulated", units="kg/h", shape=(n_timesteps,)) + self.add_output("hydrogen_out_natural", units="kg/h", shape=(n_timesteps,)) def compute(self, inputs, outputs): if self.config.rock_type == "peridotite": # TODO: sub-models for different rock types @@ -85,8 +86,8 @@ def compute(self, inputs, outputs): # Parse outputs outputs["wellhead_h2_conc"] = wh_h2_conc outputs["lifetime_wellhead_flow"] = avg_wh_flow - outputs["hydrogen_accumulated"] = np.full(n_timesteps, h2_accum) - outputs["hydrogen_out"] = h2_accum + outputs["hydrogen_out_natural"] = np.full(n_timesteps, h2_accum) + outputs["hydrogen_out"] = np.full(n_timesteps, h2_accum) @define @@ -97,12 +98,10 @@ class NaturalGeoH2CostConfig(GeoH2CostConfig): technologies/geoh2/model_inputs/shared_parameters for parameters marked with *asterisks* technologies/geoh2/model_inputs/cost_parameters all other parameters - Args: - cost_year (int): dollar year corresponding to costs provided in - geoh2_baseclass.GeoH2CostConfig + Currently no arguments other than those in geoh2_baseclass.GeoH2CostConfig """ - cost_year: int = field(converter=int) + pass class NaturalGeoH2CostModel(GeoH2CostBaseClass): @@ -125,22 +124,27 @@ def setup(self): super().setup() def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + # Get cost years + cost_year = self.config.cost_year + dol_year = self.config.target_dollar_year + # Calculate total capital cost per well (successful or unsuccessful) - drill = inputs["test_drill_cost"] - permit = inputs["permit_fees"] + drill = inflate_cepci(inputs["test_drill_cost"], cost_year, dol_year) + permit = inflate_cpi(inputs["permit_fees"], cost_year, dol_year) acreage = inputs["acreage"] - rights_acre = inputs["rights_cost"] + rights_acre = inflate_cpi(inputs["rights_cost"], cost_year, dol_year) cap_well = drill + permit + acreage * rights_acre # Calculate total capital cost per SUCCESSFUL well - completion = inputs["completion_cost"] + completion = self.calc_drill_cost(inputs["borehole_depth"]) + completion = inflate_cepci(completion, cost_year, dol_year) success = inputs["success_chance"] bare_capex = cap_well / success * 100 + completion outputs["bare_capital_cost"] = bare_capex # Parse in opex - fopex = inputs["fixed_opex"] - vopex = inputs["variable_opex"] + fopex = inflate_cpi(inputs["fixed_opex"], cost_year, dol_year) + vopex = inflate_cpi(inputs["variable_opex"], cost_year, dol_year) outputs["Fixed_OpEx"] = fopex outputs["Variable_OpEx"] = vopex production = np.sum(inputs["hydrogen_out"]) diff --git a/h2integrate/converters/hydrogen/geologic/stimulated_geoh2_plant.py b/h2integrate/converters/hydrogen/geologic/stimulated_geoh2_plant.py index 28938a639..26f0db999 100644 --- a/h2integrate/converters/hydrogen/geologic/stimulated_geoh2_plant.py +++ b/h2integrate/converters/hydrogen/geologic/stimulated_geoh2_plant.py @@ -2,6 +2,7 @@ from attrs import field, define from h2integrate.core.utilities import merge_shared_inputs +from h2integrate.tools.inflation.inflate import inflate_cpi, inflate_cepci from h2integrate.converters.hydrogen.geologic.geoh2_baseclass import ( GeoH2CostConfig, GeoH2CostBaseClass, @@ -26,22 +27,20 @@ class StimulatedGeoH2PerformanceConfig(GeoH2PerformanceConfig): technologies/geoh2/model_inputs/performance_parameters all other parameters Parameters (in addition to those in geoh2_baseclass.GeoH2PerformanceConfig): - -serp_rate: float [1/s] - Rate constant of serpentinization reaction - -caprock_depth: float [m] - Depth below surface of caprock not participating in rxn - -borehole_depth: float [m] - Total depth of borehole (potentially including turns) + -olivine_phase_vol: float [percent] - The volume percent of olivine in the formation + -olivine_fe_ii_conc: float [percent] - The mass percent of iron (II) in the olivine + -depth_to_formation: float [m] - Depth below surface of caprock not participating in rxn -inj_prod_distance: float [m] - Distance between injection and production wells -reaction_zone_width: float [m] - Estimated width of rock volume participating in the rxn - -iron_II_conc: float [percent] - Mass % of iron (II) in the rock -bulk_density: float [kg/m**3] - Bulk density of rock -water_temp: float [C] - Temperature of water being injected """ - serp_rate: float = field() # 1/sec - caprock_depth: float = field() # meters - borehole_depth: float = field() # meters + olivine_phase_vol: float = field() # vol pct + olivine_fe_ii_conc: float = field() # wt pct + depth_to_formation: float = field() # meters inj_prod_distance: float = field() # meters reaction_zone_width: float = field() # meters - iron_II_conc: float = field() # wt_pct bulk_density: float = field() # kg/m^3 water_temp: float = field() # deg C @@ -56,16 +55,15 @@ class StimulatedGeoH2PerformanceModel(GeoH2PerformanceBaseClass): All inputs come from StimulatedGeoH2PerformanceConfig Inputs (in addition to those in geoh2_baseclass.GeoH2PerformanceBaseClass): - -serp_rate: float [1/s] - Rate constant of serpentinization reaction - -caprock_depth: float [m] - Depth below surface of caprock not participating in rxn - -borehole_depth: float [m] - Total depth of borehole (potentially including turns) + -olivine_phase_vol: float [percent] - The volume percent of olivine in the formation + -olivine_fe_ii_conc: float [percent] - The mass percent of iron (II) in the olivine + -depth_to_formation: float [m] - Depth below surface of caprock not participating in rxn -inj_prod_distance: float [m] - Distance between injection and production wells -reaction_zone_width: float [m] - Estimated width of rock volume participating in the rxn - -iron_II_conc: float [percent] - Mass % of iron (II) in the rock -bulk_density: float [kg/m**3] - Bulk density of rock -water_temp: float [C] - Temperature of water being injected Outputs (in addition to those in geoh2_baseclass.GeoH2PerformanceBaseClass): - -hydrogen_produced: array [kg/h] - The hydrogen production profile from stimulation + -hydrogen_out_stim: array [kg/h] - The hydrogen production profile from stimulation over 1 year (8760 hours) """ @@ -76,35 +74,42 @@ def setup(self): ) super().setup() - self.add_input("serp_rate", units="1/s", val=self.config.serp_rate) - self.add_input("caprock_depth", units="m", val=self.config.caprock_depth) - self.add_input("borehole_depth", units="m", val=self.config.borehole_depth) + self.add_input("olivine_phase_vol", units="percent", val=self.config.olivine_phase_vol) + self.add_input("olivine_fe_ii_conc", units="percent", val=self.config.olivine_fe_ii_conc) + self.add_input("depth_to_formation", units="m", val=self.config.depth_to_formation) self.add_input("inj_prod_distance", units="m", val=self.config.inj_prod_distance) self.add_input("reaction_zone_width", units="m", val=self.config.reaction_zone_width) - self.add_input("iron_II_conc", units="percent", val=self.config.iron_II_conc) self.add_input("bulk_density", units="kg/m**3", val=self.config.bulk_density) self.add_input("water_temp", units="C", val=self.config.water_temp) - self.add_output("hydrogen_produced", units="kg/h", shape=n_timesteps) + self.add_output("hydrogen_out_stim", units="kg/h", shape=n_timesteps) def compute(self, inputs, outputs): n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] lifetime = int(inputs["well_lifetime"][0]) - if self.config.rock_type == "peridotite": # TODO: sub-models for different rock types - # Calculate serpentinization penetration rate - grain_size = inputs["grain_size"] - serp_rate = inputs["serp_rate"] - pen_rate = grain_size * serp_rate + # Calculate serpentinization penetration rate + grain_size = inputs["grain_size"] + lin_coeff = 1.00e-6 + exp_coeff = -0.000209 + orig_size = 0.0000685 # meters + temp = inputs["water_temp"] + serp_rate = ( + lin_coeff + * np.exp(exp_coeff * (temp - 260) ** 2) + * 10 ** np.log10(orig_size / grain_size) + ) + pen_rate = grain_size * serp_rate # Model rock deposit size - height = inputs["borehole_depth"] - inputs["caprock_depth"] + height = inputs["borehole_depth"] - inputs["depth_to_formation"] length = inputs["inj_prod_distance"] width = inputs["reaction_zone_width"] rock_volume = height * length * width - n_grains = rock_volume / grain_size**3 + v_olivine = inputs["olivine_phase_vol"] / 100 + n_grains = rock_volume / grain_size**3 * v_olivine rho = inputs["bulk_density"] - X_Fe = inputs["iron_II_conc"] + X_Fe = inputs["olivine_fe_ii_conc"] / 100 # Model shrinking reactive particle years = np.linspace(1, lifetime, lifetime) @@ -113,12 +118,12 @@ def compute(self, inputs, outputs): np.zeros(len(sec_elapsed)), grain_size - 2 * pen_rate * sec_elapsed ) reacted_volume = n_grains * (grain_size**3 - core_diameter**3) - reacted_mass = reacted_volume * rho * X_Fe / 100 + reacted_mass = reacted_volume * rho * X_Fe h2_produced = reacted_mass * M_H2 / M_Fe # Parse outputs h2_prod_avg = h2_produced[-1] / lifetime / n_timesteps - outputs["hydrogen_produced"] = h2_prod_avg + outputs["hydrogen_out_stim"] = h2_prod_avg outputs["hydrogen_out"] = h2_prod_avg @@ -131,11 +136,12 @@ class StimulatedGeoH2CostConfig(GeoH2CostConfig): technologies/geoh2/model_inputs/cost_parameters all other parameters Args: - cost_year (int): dollar year corresponding to costs provided in - geoh2_baseclass.GeoH2CostConfig + use_cost_curve (bool): Whether to use the built in drilling cost curve or a manual value + constant_drill_cost (float): If use_cost_curve is False, the constant cost of drilling """ - cost_year: int = field(converter=int) + use_cost_curve: bool = field() + constant_drill_cost: float = field(default=1000000) class StimulatedGeoH2CostModel(GeoH2CostBaseClass): @@ -158,22 +164,31 @@ def setup(self): super().setup() def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + # Get cost years + cost_year = self.config.cost_year + dol_year = self.config.target_dollar_year + # Calculate total capital cost per well (successful or unsuccessful) - drill = inputs["test_drill_cost"] - permit = inputs["permit_fees"] + drill = inflate_cepci(inputs["test_drill_cost"], cost_year, dol_year) + permit = inflate_cpi(inputs["permit_fees"], cost_year, dol_year) acreage = inputs["acreage"] - rights_acre = inputs["rights_cost"] + rights_acre = inflate_cpi(inputs["rights_cost"], cost_year, dol_year) cap_well = drill + permit + acreage * rights_acre # Calculate total capital cost per SUCCESSFUL well - completion = inputs["completion_cost"] + if self.config.use_cost_curve: + completion = self.calc_drill_cost(inputs["borehole_depth"]) + else: + completion = self.config.constant_drill_cost + completion = inflate_cepci(completion, 2010, cost_year) + completion = inflate_cepci(completion, cost_year, dol_year) success = inputs["success_chance"] bare_capex = cap_well / success * 100 + completion outputs["bare_capital_cost"] = bare_capex # Parse in opex - fopex = inputs["fixed_opex"] - vopex = inputs["variable_opex"] + fopex = inflate_cpi(inputs["fixed_opex"], cost_year, dol_year) + vopex = inflate_cpi(inputs["variable_opex"], cost_year, dol_year) outputs["Fixed_OpEx"] = fopex outputs["Variable_OpEx"] = vopex production = np.sum(inputs["hydrogen_out"]) diff --git a/tests/h2integrate/test_hydrogen/test_geologic_h2.py b/tests/h2integrate/test_hydrogen/test_geologic_h2.py index 8360015a3..84f0aa368 100644 --- a/tests/h2integrate/test_hydrogen/test_geologic_h2.py +++ b/tests/h2integrate/test_hydrogen/test_geologic_h2.py @@ -11,10 +11,10 @@ def test_natural_geoh2(subtests): with subtests.test("H2 Production"): h2_prod = h2i_nat.plant.geoh2.natural_geoh2_performance.get_val("hydrogen_out") - assert np.mean(h2_prod) == approx(48.94393478, 1e-6) + assert np.mean(h2_prod) == approx(117.72509205764842, 1e-6) with subtests.test("LCOH"): lcoh = h2i_nat.plant.geoh2.geoh2_finance.get_val("LCOH") - assert lcoh == approx(3.14353262, 1e-6) + assert lcoh == approx(1.2440904, 1e-6) def test_stimulated_geoh2(subtests): @@ -23,7 +23,7 @@ def test_stimulated_geoh2(subtests): with subtests.test("H2 Production"): h2_prod = h2i_stim.plant.geoh2.stimulated_geoh2_performance.get_val("hydrogen_out") - assert np.mean(h2_prod) == approx(108.49331847, 1e-6) + assert np.mean(h2_prod) == approx(155.03934945719536, 1e-6) with subtests.test("LCOH"): lcoh = h2i_stim.plant.geoh2.geoh2_finance.get_val("LCOH") - assert lcoh == approx(1.8666849, 1e-6) + assert lcoh == approx(1.74803827, 1e-6) From 17b485945558b243f6ae868c7f9edf2ac5b81e70 Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Thu, 6 Nov 2025 16:54:37 -0600 Subject: [PATCH 50/79] Merge Iron Branch into Develop (#360) * Switching HB cases * Getting through to plot * Fixing hydrogen ratio * Running plots * Changing TX site back to default * Fix plot * Removing methanol * Made iron example files, no code to run them * Creating wrapper * It runs! * Fixes to lca * run_iron reproducing number from old setup * added more inputs to iron wrapper, changed lcoe to be in USD per MWh * minor cleanups to tech config and iron wrapper * added test for baseline case * added more iron tests and added docstring to IronConfig * connected taconite pellet input * added iron ore cost and performance model * iron ore tests are passing * cleaned up iron ore tests * Renaming iron config inputs * added init file * added test init file * added iron electrowinning model * All iron cases being tested * rename files * Added iron to CI * added iron transport model * Updated ammonia synloop example * Reverting changes to 12 example * Fixes for some examples * Reverting some HOPP wrapper changes * updated test value for chicago iron ore transport * added geopy to dependencies * eaf wip * finish testing * Running iron_mine as example * Old and new closely matching * Getting ready to merge * Reverting example * Run all cases in example * Fixing tests * Fixing om test assertions * Merge branch 'iron-dev2' into iron-merge2 (#341) * remove ammonia changes * update example number * Removing h2integrate_simulation --------- Co-authored-by: jmartin4 Co-authored-by: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Co-authored-by: Jonathan Martin <94018654+jmartin4nrel@users.noreply.github.com> Co-authored-by: John Jasa --- examples/21_iron_mn_to_il/21_iron.yaml | 7 + .../21_iron_mn_to_il/21_iron_modular.yaml | 7 + examples/21_iron_mn_to_il/driver_config.yaml | 5 + examples/21_iron_mn_to_il/plant_config.yaml | 59 +++ .../plant_config_modular.yaml | 66 +++ examples/21_iron_mn_to_il/run_iron.py | 41 ++ examples/21_iron_mn_to_il/tech_config.yaml | 26 ++ .../21_iron_mn_to_il/tech_config_modular.yaml | 67 +++ examples/21_iron_mn_to_il/test_inputs.csv | 3 + .../21_iron_mn_to_il/test_inputs_modular.csv | 3 + h2integrate/converters/iron/__init__.py | 0 h2integrate/converters/iron/iron_mine.py | 233 ++++++++++ h2integrate/converters/iron/iron_plant.py | 284 ++++++++++++ h2integrate/converters/iron/iron_transport.py | 228 ++++++++++ h2integrate/converters/iron/iron_wrapper.py | 277 ++++++++++++ .../iron/old_input/default_fin_config.yaml | 39 ++ .../old_input/h2integrate_config_modular.yaml | 403 ++++++++++++++++++ .../iron/old_input/hopp_config.yaml | 73 ++++ h2integrate/converters/iron/test/__init__.py | 0 .../converters/iron/test/test_iron_mine.py | 161 +++++++ .../converters/iron/test/test_iron_plant.py | 103 +++++ .../iron/test/test_iron_transport.py | 263 ++++++++++++ .../iron/test/test_iron_wrapper_baseline.py | 334 +++++++++++++++ .../converters/steel/electric_arc_furnance.py | 269 ++++++++++++ .../steel/test/test_electric_arc_furnance.py | 99 +++++ h2integrate/core/h2integrate_model.py | 6 +- h2integrate/core/supported_models.py | 20 + h2integrate/finances/profast_base.py | 10 +- .../iron/martin_ore/variable_om_cost.py | 33 ++ .../technologies/iron/rosner/cost_model.py | 13 + .../technologies/iron/rosner/finance_model.py | 7 + .../iron/rosner_ore/variable_om_cost.py | 33 ++ h2integrate/tools/eco/utilities.py | 8 +- pyproject.toml | 1 + 34 files changed, 3172 insertions(+), 9 deletions(-) create mode 100644 examples/21_iron_mn_to_il/21_iron.yaml create mode 100644 examples/21_iron_mn_to_il/21_iron_modular.yaml create mode 100644 examples/21_iron_mn_to_il/driver_config.yaml create mode 100644 examples/21_iron_mn_to_il/plant_config.yaml create mode 100644 examples/21_iron_mn_to_il/plant_config_modular.yaml create mode 100644 examples/21_iron_mn_to_il/run_iron.py create mode 100644 examples/21_iron_mn_to_il/tech_config.yaml create mode 100644 examples/21_iron_mn_to_il/tech_config_modular.yaml create mode 100644 examples/21_iron_mn_to_il/test_inputs.csv create mode 100644 examples/21_iron_mn_to_il/test_inputs_modular.csv create mode 100644 h2integrate/converters/iron/__init__.py create mode 100644 h2integrate/converters/iron/iron_mine.py create mode 100644 h2integrate/converters/iron/iron_plant.py create mode 100644 h2integrate/converters/iron/iron_transport.py create mode 100644 h2integrate/converters/iron/iron_wrapper.py create mode 100644 h2integrate/converters/iron/old_input/default_fin_config.yaml create mode 100644 h2integrate/converters/iron/old_input/h2integrate_config_modular.yaml create mode 100644 h2integrate/converters/iron/old_input/hopp_config.yaml create mode 100644 h2integrate/converters/iron/test/__init__.py create mode 100644 h2integrate/converters/iron/test/test_iron_mine.py create mode 100644 h2integrate/converters/iron/test/test_iron_plant.py create mode 100644 h2integrate/converters/iron/test/test_iron_transport.py create mode 100644 h2integrate/converters/iron/test/test_iron_wrapper_baseline.py create mode 100644 h2integrate/converters/steel/electric_arc_furnance.py create mode 100644 h2integrate/converters/steel/test/test_electric_arc_furnance.py create mode 100644 h2integrate/simulation/technologies/iron/martin_ore/variable_om_cost.py create mode 100644 h2integrate/simulation/technologies/iron/rosner_ore/variable_om_cost.py diff --git a/examples/21_iron_mn_to_il/21_iron.yaml b/examples/21_iron_mn_to_il/21_iron.yaml new file mode 100644 index 000000000..33588912d --- /dev/null +++ b/examples/21_iron_mn_to_il/21_iron.yaml @@ -0,0 +1,7 @@ +name: "H2Integrate_config" + +system_summary: "This reference hybrid plant is located in Minnesota and contains wind, solar, and battery storage technologies. The system is designed to produce hydrogen using an electrolyzer and also produce steel using a grid-connected plant." + +driver_config: "driver_config.yaml" +technology_config: "tech_config.yaml" +plant_config: "plant_config.yaml" diff --git a/examples/21_iron_mn_to_il/21_iron_modular.yaml b/examples/21_iron_mn_to_il/21_iron_modular.yaml new file mode 100644 index 000000000..4f47c5d7a --- /dev/null +++ b/examples/21_iron_mn_to_il/21_iron_modular.yaml @@ -0,0 +1,7 @@ +name: "H2Integrate_config" + +system_summary: "This reference hybrid plant is located in Minnesota and contains wind, solar, and battery storage technologies. The system is designed to produce hydrogen using an electrolyzer and also produce steel using a grid-connected plant." + +driver_config: "driver_config.yaml" +technology_config: "tech_config_modular.yaml" +plant_config: "plant_config_modular.yaml" diff --git a/examples/21_iron_mn_to_il/driver_config.yaml b/examples/21_iron_mn_to_il/driver_config.yaml new file mode 100644 index 000000000..d3b06a03e --- /dev/null +++ b/examples/21_iron_mn_to_il/driver_config.yaml @@ -0,0 +1,5 @@ +name: "driver_config" +description: "This analysis runs a hybrid plant to match the first example in H2Integrate" + +general: + folder_output: outputs diff --git a/examples/21_iron_mn_to_il/plant_config.yaml b/examples/21_iron_mn_to_il/plant_config.yaml new file mode 100644 index 000000000..064db21d1 --- /dev/null +++ b/examples/21_iron_mn_to_il/plant_config.yaml @@ -0,0 +1,59 @@ +name: "plant_config" +description: "This plant is located in MN, USA..." + +site: + latitude: 41.717 + longitude: -88.398 + + # array of polygons defining boundaries with x/y coords + boundaries: [ + { + x: [0.0, 1000.0, 1000.0, 0.0], + y: [0.0, 0.0, 100.0, 1000.0], + }, + { + x: [2000.0, 2500.0, 2000.0], + y: [2000.0, 2000.0, 2500.0], + } + ] + +# array of arrays containing left-to-right technology +# interconnections; can support bidirectional connections +# with the reverse definition. +# this will naturally grow as we mature the interconnected tech +technology_interconnections: [ +] + +plant: + plant_life: 30 +finance_parameters: + finance_groups: + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind + debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind + property_tax_and_insurance: 0.03 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + total_income_tax_rate: 0.257 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period_if_used: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + admin_expense: 0.00 # percent of sales H2FAST default + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" + depr_period: 5 # 5 years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + refurb: [0.] + cost_adjustment_parameters: + cost_year_adjustment_inflation: 0.025 + target_dollar_year: 2022 + finance_subgroups: + iron: + commodity: "iron" + commodity_stream: "iron" #use electricity from wind in finance calc + technologies: ["iron"] diff --git a/examples/21_iron_mn_to_il/plant_config_modular.yaml b/examples/21_iron_mn_to_il/plant_config_modular.yaml new file mode 100644 index 000000000..64e4dfdbf --- /dev/null +++ b/examples/21_iron_mn_to_il/plant_config_modular.yaml @@ -0,0 +1,66 @@ +name: "plant_config" +description: "This plant is located in MN, USA..." + +site: + latitude: 41.717 + longitude: -88.398 + + # array of polygons defining boundaries with x/y coords + boundaries: [ + { + x: [0.0, 1000.0, 1000.0, 0.0], + y: [0.0, 0.0, 100.0, 1000.0], + }, + { + x: [2000.0, 2500.0, 2000.0], + y: [2000.0, 2000.0, 2500.0], + } + ] + +# array of arrays containing left-to-right technology +# interconnections; can support bidirectional connections +# with the reverse definition. +# this will naturally grow as we mature the interconnected tech +technology_interconnections: [ + ["iron_mine","iron_transport","total_iron_ore_produced"], + ["iron_transport","iron_plant","iron_transport_cost"], + ["finance_subgroup_iron_ore","iron_plant","price_iron_ore"], +] + +plant: + plant_life: 30 +finance_parameters: + finance_groups: + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind + debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind + property_tax_and_insurance: 0.03 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + total_income_tax_rate: 0.257 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period_if_used: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + admin_expense: 0.00 # percent of sales H2FAST default + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" + depr_period: 5 # 5 years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + refurb: [0.] + cost_adjustment_parameters: + cost_year_adjustment_inflation: 0.025 + target_dollar_year: 2022 + finance_subgroups: + iron_ore: + commodity: "iron_ore" + commodity_stream: "iron_mine" + technologies: ["iron_mine"] + pig_iron: + commodity: "pig_iron" + commodity_stream: "iron_plant" + technologies: ["iron_plant"] # diff --git a/examples/21_iron_mn_to_il/run_iron.py b/examples/21_iron_mn_to_il/run_iron.py new file mode 100644 index 000000000..6550b562a --- /dev/null +++ b/examples/21_iron_mn_to_il/run_iron.py @@ -0,0 +1,41 @@ +from pathlib import Path + +from h2integrate.tools.run_cases import modify_tech_config, load_tech_config_cases +from h2integrate.core.h2integrate_model import H2IntegrateModel + + +# Create H2Integrate models - one with iron_wrapper, one with modular iron components +model = H2IntegrateModel("21_iron.yaml") +model_modular = H2IntegrateModel("21_iron_modular.yaml") + +# Load cases +case_file = Path("test_inputs.csv") +case_file_modular = Path("test_inputs_modular.csv") +cases = load_tech_config_cases(case_file) +cases_modular = load_tech_config_cases(case_file_modular) + +# Modify and run the model for different cases +casenames = [ + "Case 1", + "Case 2", + "Case 3", + "Case 4", +] +lcois = [] +lcois_modular = [] + +for casename in casenames: + model = modify_tech_config(model, cases[casename]) + model_modular = modify_tech_config(model_modular, cases_modular[casename]) + model.run() + model_modular.run() + model.post_process() + model_modular.post_process() + lcois.append(float(model.model.get_val("iron.LCOI")[0])) + lcois_modular.append( + float(model_modular.model.get_val("finance_subgroup_pig_iron.price_pig_iron")[0]) + ) + +# Compare the LCOIs from iron_wrapper and modular iron +print(lcois) +print(lcois_modular) diff --git a/examples/21_iron_mn_to_il/tech_config.yaml b/examples/21_iron_mn_to_il/tech_config.yaml new file mode 100644 index 000000000..f62a0317f --- /dev/null +++ b/examples/21_iron_mn_to_il/tech_config.yaml @@ -0,0 +1,26 @@ +name: "technology_config" +description: "This hybrid plant produces iron" + +technologies: + iron: + performance_model: + model: "iron" + model_inputs: + cost_parameters: + # h2_kgpy: 68583942.6460997 #1000000 #68583942.6460997 + LCOE: 58.02 #$/MWh + LCOH: 7.10 #$/kg + ROM_iron_site_name: "Hibbing" #"Hibbing", "Northshore", "United", "Minorca" or "Tilden" + iron_ore_product_selection: "drg_taconite_pellets" #"drg_taconite_pellets" or "std_taconite_pellets" + reduced_iron_product_selection: "ng_dri" #"h2_dri" or "ng_dri" + structural_iron_product_selection: "none" #"eaf_steel" or "none" + cost_year: 2020 + reduced_iron_site_latitude: 41.717 + reduced_iron_site_longitude: -88.398 + transport_cost_included: True + ng_mod: False + ng_price: 4 + capex_mod: False + capex_mod_pct: 0 + +# baseline 843.37604007 diff --git a/examples/21_iron_mn_to_il/tech_config_modular.yaml b/examples/21_iron_mn_to_il/tech_config_modular.yaml new file mode 100644 index 000000000..afe79faf9 --- /dev/null +++ b/examples/21_iron_mn_to_il/tech_config_modular.yaml @@ -0,0 +1,67 @@ +name: "technology_config" +description: "This hybrid plant produces iron" + +technologies: + iron_mine: + performance_model: + model: "iron_mine_performance" + cost_model: + model: "iron_mine_cost" + model_inputs: + shared_parameters: + mine: "Northshore" + taconite_pellet_type: "drg" + performance_parameters: + ore_cf_estimate: 0.9 + model_name: "martin_ore" + cost_parameters: + LCOE: 58.02 + LCOH: 7.10 + model_name: "martin_ore" + varom_model_name: "martin_ore" + installation_years: 3 + operational_year: 2035 + plant_life: 30 + gen_inflation: 0.025 + financial_assumptions: + total income tax rate: 0.2574 + capital gains tax rate: 0.15 + leverage after tax nominal discount rate: 0.10893 + debt equity ratio of initial financing: 0.624788 + debt interest rate: 0.050049 + iron_transport: + performance_model: + model: "iron_transport_performance" + cost_model: + model: "iron_transport_cost" + model_inputs: + performance_parameters: + find_closest_ship_site: False + shipment_site: "Chicago" + cost_parameters: + transport_year: 2022 + cost_year: 2022 + iron_plant: + performance_model: + model: "iron_plant_performance" + cost_model: + model: "iron_plant_cost" + model_inputs: + shared_parameters: + winning_type: "ng" + iron_win_capacity: 1418095 + site_name: "IL" + performance_parameters: + win_capacity_demon: "iron" + model_name: "rosner" + cost_parameters: + LCOE: 58.02 + LCOH: 7.10 + LCOI_ore: 0 #125.25996463784443 + iron_transport_cost: 30.566808424134745 + ore_profit_pct: 6.0 + varom_model_name: "rosner" + installation_years: 3 + operational_year: 2035 + +# baseline 843.37604007 diff --git a/examples/21_iron_mn_to_il/test_inputs.csv b/examples/21_iron_mn_to_il/test_inputs.csv new file mode 100644 index 000000000..5e999eae2 --- /dev/null +++ b/examples/21_iron_mn_to_il/test_inputs.csv @@ -0,0 +1,3 @@ +Index 0,Index 1,Index 2,Index 3,Index 4,Type,Case 1,Case 2,Case 3,Case 4, +technologies,iron,model_inputs,cost_parameters,ROM_iron_site_name,str,Northshore,Hibbing,Northshore,Hibbing, +technologies,iron,model_inputs,cost_parameters,iron_ore_product_selection,str,std_taconite_pellets,std_taconite_pellets,drg_taconite_pellets,drg_taconite_pellets, diff --git a/examples/21_iron_mn_to_il/test_inputs_modular.csv b/examples/21_iron_mn_to_il/test_inputs_modular.csv new file mode 100644 index 000000000..66387f458 --- /dev/null +++ b/examples/21_iron_mn_to_il/test_inputs_modular.csv @@ -0,0 +1,3 @@ +Index 0,Index 1,Index 2,Index 3,Index 4,Type,Case 1,Case 2,Case 3,Case 4, +technologies,iron_mine,model_inputs,shared_parameters,mine,str,Northshore,Hibbing,Northshore,Hibbing, +technologies,iron_mine,model_inputs,shared_parameters,taconite_pellet_type,str,std,std,drg,drg, diff --git a/h2integrate/converters/iron/__init__.py b/h2integrate/converters/iron/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/converters/iron/iron_mine.py b/h2integrate/converters/iron/iron_mine.py new file mode 100644 index 000000000..ec21c1b15 --- /dev/null +++ b/h2integrate/converters/iron/iron_mine.py @@ -0,0 +1,233 @@ +import numpy as np +import pandas as pd +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import contains, range_val +from h2integrate.core.model_baseclasses import CostModelBaseClass +from h2integrate.tools.inflation.inflate import inflate_cpi +from h2integrate.simulation.technologies.iron.iron import ( + IronCostModelConfig, + IronPerformanceModelConfig, + IronPerformanceModelOutputs, + run_iron_cost_model, + run_size_iron_plant_performance, +) +from h2integrate.simulation.technologies.iron.martin_ore.variable_om_cost import ( + martin_ore_variable_om_cost, +) +from h2integrate.simulation.technologies.iron.rosner_ore.variable_om_cost import ( + rosner_ore_variable_om_cost, +) + + +@define +class IronMineBaseConfig(BaseConfig): + mine: str = field(validator=contains(["Hibbing", "Northshore", "United", "Minorca", "Tilden"])) + + # product_selection + taconite_pellet_type: str = field( + converter=(str.lower, str.strip), validator=contains(["std", "drg"]) + ) + + model_name: str = field(default="martine_ore") # only option at the moment + model_fp: str = field(default="") + inputs_fp: str = field(default="") + coeffs_fp: str = field(default="") + refit_coeffs: bool = field(default=False) + + def make_model_dict(self): + keys = ["model_fp", "inputs_fp", "coeffs_fp", "refit_coeffs"] + d = self.as_dict() + model_dict = {k: v for k, v in d.items() if k in keys} + model_dict.update({"name": self.model_name}) + return model_dict + + def make_site_dict(self): + return {"name": self.mine} + + +@define +class IronMinePerformanceConfig(IronMineBaseConfig): + ore_cf_estimate: float = field(default=0.9, validator=range_val(0, 1)) # ore + + def make_model_dict(self): + keys = ["model_fp", "inputs_fp", "coeffs_fp", "refit_coeffs"] + d = self.as_dict() + model_dict = {k: v for k, v in d.items() if k in keys} + model_dict.update({"name": self.model_name}) + return model_dict + + +class IronMinePerformanceComponent(om.ExplicitComponent): + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + self.config = IronMinePerformanceConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), + strict=False, + ) + self.add_discrete_output( + "iron_mine_performance", val=pd.DataFrame, desc="iron mine performance results" + ) + self.add_output("iron_ore_out", val=0.0, shape=n_timesteps, units="kg/h") + self.add_output("total_iron_ore_produced", val=0.0, units="t/year") + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + ore_performance_inputs = {"input_capacity_factor_estimate": self.config.ore_cf_estimate} + ore_model_inputs = self.config.make_model_dict() + iron_mine_site = self.config.make_site_dict() + performance_config = IronPerformanceModelConfig( + product_selection=f"{self.config.taconite_pellet_type}_taconite_pellets", + site=iron_mine_site, + model=ore_model_inputs, + params=ore_performance_inputs, + ) + iron_mine_performance = run_size_iron_plant_performance(performance_config) + # wltpy = wet long tons per year + ore_produced_wltpy = iron_mine_performance.performances_df.set_index("Name").loc[ + "Ore pellets produced" + ][self.config.mine] + ore_produced_wmtpy = ore_produced_wltpy * 1.016047 # wmtpy = wet metric tonnes per year + ore_produced_mtpy = ore_produced_wmtpy * 0.98 # mtpy = dry metric tonnes per year + discrete_outputs["iron_mine_performance"] = iron_mine_performance.performances_df + outputs["iron_ore_out"] = ore_produced_mtpy * 1000 / n_timesteps + outputs["total_iron_ore_produced"] = ore_produced_mtpy + + +@define +class IronMineCostConfig(IronMineBaseConfig): + LCOE: float = field(kw_only=True) # $/MWh + LCOH: float = field(kw_only=True) # $/kg + varom_model_name: str = field( + default="martin_ore", validator=contains(["martin_ore", "rosner_ore"]) + ) + operational_year: int = field(converter=int, kw_only=True) + installation_years: int | float = field(kw_only=True) + plant_life: int = field(converter=int, kw_only=True) + cost_year: int = field(converter=int, kw_only=True) + + def make_model_dict(self): + keys = ["model_fp", "inputs_fp", "coeffs_fp", "refit_coeffs"] + d = self.as_dict() + model_dict = {k: v for k, v in d.items() if k in keys} + model_dict.update({"name": self.model_name}) + return model_dict + + def make_cost_dict(self): + keys = ["operational_year", "installation_years", "plant_life"] + d = self.as_dict() + cost_dict = {k: v for k, v in d.items() if k in keys} + return cost_dict + + +class IronMineCostComponent(CostModelBaseClass): + def setup(self): + self.target_dollar_year = self.options["plant_config"]["finance_parameters"][ + "cost_adjustment_parameters" + ]["target_dollar_year"] + self.plant_life = self.options["plant_config"]["plant"]["plant_life"] + + config_dict = merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost") + config_dict.update({"cost_year": self.target_dollar_year}) + config_dict.update({"plant_life": self.plant_life}) + + self.config = IronMineCostConfig.from_dict(config_dict, strict=False) + + super().setup() + self.add_input("LCOE", val=self.config.LCOE, units="USD/MW/h") + self.add_input("LCOH", val=self.config.LCOH, units="USD/kg") + self.add_input("total_iron_ore_produced", val=1.0, units="t/year") + self.add_discrete_input( + "iron_mine_performance", val=pd.DataFrame, desc="iron mine performance results" + ) + self.add_discrete_output("iron_mine_cost", val=pd.DataFrame, desc="iron mine cost results") + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + ore_performance = IronPerformanceModelOutputs(discrete_inputs["iron_mine_performance"]) + + ore_cost_inputs = { + "lcoe": inputs["LCOE"][0] / 1e3, + "lcoh": inputs["LCOH"][0], + } + cost_dict = self.config.make_cost_dict() + ore_cost_inputs.update(cost_dict) + + ore_model_inputs = self.config.make_model_dict() + iron_mine_site = self.config.make_site_dict() + cost_config = IronCostModelConfig( + product_selection=f"{self.config.taconite_pellet_type}_taconite_pellets", + site=iron_mine_site, + model=ore_model_inputs, + params=ore_cost_inputs, + performance=ore_performance, + ) + iron_ore_cost = run_iron_cost_model(cost_config) + + discrete_outputs["iron_mine_cost"] = iron_ore_cost.costs_df + + # Now taking some stuff from finance + cost_df = iron_ore_cost.costs_df.set_index("Name") + cost_ds = cost_df.loc[:, self.config.mine] + cost_names = cost_df.index.values + cost_types = cost_df.loc[:, "Type"].values + cost_units = cost_df.loc[:, "Unit"].values + + capex = 0 + fixed_om = 0 + variable_om = 0 + capital_idxs = np.where(cost_types == "capital")[0] + for idx in capital_idxs: + cost_names[idx] + unit = cost_units[idx] # Units for capital costs should be " $"" + source_year = int(unit[:4]) + source_year_cost = cost_ds.iloc[idx] + cost = inflate_cpi(source_year_cost, source_year, self.config.cost_year) + capex += cost + + # Add fixed opex costs + fixed_idxs = np.where(cost_types == "fixed opex")[0] + for idx in fixed_idxs: + cost_names[idx] + unit = cost_units[idx] # Units for fixed opex costs should be " $ per year" + source_year = int(unit[:4]) + source_year_cost = cost_ds.iloc[idx] + fixed_cost = inflate_cpi(source_year_cost, source_year, self.config.cost_year) + fixed_om += fixed_cost + # NOTE: why are we double counting this cost? + fixed_om * 6 / 12 # TODO: output installation cost? + + var_idxs = np.where(cost_types == "variable opex")[0] + for idx in var_idxs: + unit = cost_units[idx] # Should be " $ per " + source_year = int(unit[:4]) + source_year_cost = cost_ds.iloc[idx] + cost = inflate_cpi(source_year_cost, source_year, self.config.cost_year) + variable_om += cost + + analysis_start = self.config.operational_year - self.config.installation_years + var_om_td = 0 + # below is for rosner finance model + if "rosner" in self.config.varom_model_name: + var_om_td = rosner_ore_variable_om_cost( + self.config.mine, cost_df, analysis_start, self.config.cost_year, self.plant_life + ) + else: + var_om_td = martin_ore_variable_om_cost( + self.config.mine, cost_df, analysis_start, self.config.cost_year, self.plant_life + ) + + variable_om += var_om_td + + total_production = inputs["total_iron_ore_produced"] + variable_om = np.multiply(total_production, variable_om) + + outputs["CapEx"] = capex + outputs["OpEx"] = fixed_om + outputs["VarOpEx"] = variable_om diff --git a/h2integrate/converters/iron/iron_plant.py b/h2integrate/converters/iron/iron_plant.py new file mode 100644 index 000000000..52f4ec3ec --- /dev/null +++ b/h2integrate/converters/iron/iron_plant.py @@ -0,0 +1,284 @@ +import numpy as np +import pandas as pd +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import contains +from h2integrate.core.model_baseclasses import CostModelBaseClass +from h2integrate.tools.inflation.inflate import inflate_cpi, inflate_cepci +from h2integrate.simulation.technologies.iron.iron import ( + IronCostModelConfig, + IronPerformanceModelConfig, + IronPerformanceModelOutputs, + run_iron_cost_model, + run_size_iron_plant_performance, +) +from h2integrate.simulation.technologies.iron.load_top_down_coeffs import load_top_down_coeffs + + +@define +class IronPlantBaseConfig(BaseConfig): + winning_type: str = field( + kw_only=True, converter=(str.lower, str.strip), validator=contains(["h2", "ng"]) + ) # product selection + iron_win_capacity: float | int = field(default=1418095) # plant_capacity_mtpy + win_capacity_demon: str = field( + default="iron", converter=(str.lower, str.strip), validator=contains(["iron", "steel"]) + ) # capacity_denominator + + model_name: str = field(default="rosner") # only option at the moment + model_fp: str = field(default="") + inputs_fp: str = field(default="") + coeffs_fp: str = field(default="") + refit_coeffs: bool = field(default=False) + site_name: str = field(default="winning_site") + + def make_model_dict(self): + keys = ["model_fp", "inputs_fp", "coeffs_fp", "refit_coeffs"] + d = self.as_dict() + model_dict = {k: v for k, v in d.items() if k in keys} + model_dict.update({"name": self.model_name}) + return model_dict + + def make_site_dict(self): + return {"name": self.site_name} + + +@define +class IronPlantPerformanceConfig(IronPlantBaseConfig): + def make_model_dict(self): + keys = ["model_fp", "inputs_fp", "coeffs_fp", "refit_coeffs"] + d = self.as_dict() + model_dict = {k: v for k, v in d.items() if k in keys} + model_dict.update({"name": self.model_name}) + return model_dict + + +class IronPlantPerformanceComponent(om.ExplicitComponent): + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + self.config = IronPlantPerformanceConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), + strict=False, + ) + + self.add_discrete_output( + "iron_plant_performance", val=pd.DataFrame, desc="iron plant performance results" + ) + self.add_output("pig_iron_out", val=0.0, shape=n_timesteps, units="kg/h") + self.add_output("total_pig_iron_produced", val=0.0, units="t/year") + # self.add_output("total_steel_produced", val=0.0, units="t/year") + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + iron_plant_performance_inputs = { + "plant_capacity_mtpy": self.config.iron_win_capacity, + "capacity_denominator": self.config.win_capacity_demon, + } + iron_plant_model_inputs = self.config.make_model_dict() + iron_plant_site = self.config.make_site_dict() + performance_config = IronPerformanceModelConfig( + product_selection=f"{self.config.winning_type}_dri", + site=iron_plant_site, + model=iron_plant_model_inputs, + params=iron_plant_performance_inputs, + ) + iron_plant_performance = run_size_iron_plant_performance(performance_config) + # wltpy = wet long tons per year + pig_iron_produced_mtpy = iron_plant_performance.performances_df.set_index("Name").loc[ + "Pig Iron Production" + ]["Model"] + outputs["pig_iron_out"] = pig_iron_produced_mtpy * 1000 / n_timesteps + outputs["total_pig_iron_produced"] = pig_iron_produced_mtpy + discrete_outputs["iron_plant_performance"] = iron_plant_performance.performances_df + + +@define +class IronPlantCostConfig(IronPlantBaseConfig): + LCOE: float = field(kw_only=True) # $/MWh + LCOH: float = field(kw_only=True) # $/kg + LCOI_ore: float = field(kw_only=True) + iron_transport_cost: float = field(kw_only=True) + ore_profit_pct: float = field(kw_only=True) + + # varom_model_name is unused at the moment + varom_model_name: str = field( + default="rosner", validator=contains(["rosner", "rosner_override"]) + ) + operational_year: int = field(converter=int, kw_only=True) + installation_years: int | float = field(kw_only=True) + plant_life: int = field(converter=int, kw_only=True) + cost_year: int = field(converter=int, kw_only=True) + + def make_model_dict(self): + keys = ["model_fp", "inputs_fp", "coeffs_fp", "refit_coeffs"] + d = self.as_dict() + model_dict = {k: v for k, v in d.items() if k in keys} + model_dict.update({"name": self.model_name}) + return model_dict + + def make_cost_dict(self): + keys = ["operational_year", "installation_years", "plant_life"] + d = self.as_dict() + cost_dict = {k: v for k, v in d.items() if k in keys} + return cost_dict + + +class IronPlantCostComponent(CostModelBaseClass): + def setup(self): + self.target_dollar_year = self.options["plant_config"]["finance_parameters"][ + "cost_adjustment_parameters" + ]["target_dollar_year"] + self.plant_life = self.options["plant_config"]["plant"]["plant_life"] + + config_dict = merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost") + config_dict.update({"cost_year": self.target_dollar_year}) + config_dict.update({"plant_life": self.plant_life}) + + self.config = IronPlantCostConfig.from_dict(config_dict) + + super().setup() + self.add_input("LCOE", val=self.config.LCOE, units="USD/MW/h") + self.add_input("LCOH", val=self.config.LCOH, units="USD/kg") + self.add_input("price_iron_ore", val=self.config.LCOI_ore, units="USD/t") + self.add_input("iron_transport_cost", val=self.config.iron_transport_cost, units="USD/t") + self.add_input("ore_profit_pct", val=self.config.ore_profit_pct, units="USD/t") + self.add_input("total_pig_iron_produced", val=1.0, units="t/year") + self.add_discrete_input( + "iron_plant_performance", val=pd.DataFrame, desc="iron plant performance results" + ) + self.add_discrete_output( + "iron_plant_cost", val=pd.DataFrame, desc="iron plant cost results" + ) + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + iron_plant_performance = IronPerformanceModelOutputs( + discrete_inputs["iron_plant_performance"] + ) + + iron_plant_cost_inputs = { + "lcoe": inputs["LCOE"][0] / 1e3, + "lcoh": inputs["LCOH"][0], + "lco_iron_ore_tonne": inputs["price_iron_ore"], + "iron_transport_tonne": inputs["iron_transport_cost"][0], + "plant_capacity_mtpy": self.config.iron_win_capacity, + "capacity_denominator": self.config.win_capacity_demon, + } + cost_dict = self.config.make_cost_dict() + iron_plant_cost_inputs.update(cost_dict) + + iron_plant_model_inputs = self.config.make_model_dict() + iron_ore_site = self.config.make_site_dict() + cost_config = IronCostModelConfig( + product_selection=f"{self.config.winning_type}_dri", + site=iron_ore_site, + model=iron_plant_model_inputs, + params=iron_plant_cost_inputs, + performance=iron_plant_performance, + ) + iron_plant_cost = run_iron_cost_model(cost_config) + + discrete_outputs["iron_plant_cost"] = iron_plant_cost.costs_df + + # Now taking some stuff from finance + cost_df = iron_plant_cost.costs_df.set_index("Name") + cost_ds = cost_df.loc[:, self.config.site_name] + + cost_names = cost_df.index.values + cost_types = cost_df.loc[:, "Type"].values + cost_units = cost_df.loc[:, "Unit"].values + + # add capital items + capex = 0 + fixed_om = 0 + variable_om = 0 + capital_idxs = np.where(cost_types == "capital")[0] + for idx in capital_idxs: + cost_names[idx] + unit = cost_units[idx] # Units for capital costs should be " $"" + source_year = int(unit[:4]) + source_year_cost = cost_ds.iloc[idx] + capex += inflate_cepci(source_year_cost, source_year, self.config.cost_year) + + # add fixed costs + fixed_idxs = np.where(cost_types == "fixed opex")[0] + for idx in fixed_idxs: + cost_names[idx] + unit = cost_units[idx] # Units for fixed opex costs should be " $ per year" + source_year = int(unit[:4]) + source_year_cost = cost_ds.iloc[idx] + fixed_om += inflate_cpi(source_year_cost, source_year, self.config.cost_year) + + # add feedstock costs + perf_df = iron_plant_performance.performances_df.set_index("Name") + perf_ds = perf_df.loc[:, "Model"] + + coeff_dict = load_top_down_coeffs( + [ + "Raw Water", + "Lime", + "Carbon", + "Slag Disposal", + "Hydrogen", + "Natural Gas", + "Electricity", + "Inflation Rate", + ] + ) + + years = list(coeff_dict["years"]) + analysis_start = self.config.operational_year - self.config.installation_years + start_idx = years.index(analysis_start) + if len(years) > (start_idx + self.config.plant_life + self.config.installation_years + 1): + end_idx = years.index( + analysis_start + self.config.plant_life + self.config.installation_years + 1 + ) + indices = list(np.arange(start_idx, end_idx)) + else: + end_idx = len(years) - 1 + indices = list(np.arange(start_idx, end_idx)) + repeats = ( + start_idx + self.config.plant_life + self.config.installation_years + 2 - len(years) + ) + for _i in range(repeats): + indices.append(end_idx) + + raw_water_unitcost_tonne = coeff_dict["Raw Water"]["values"][indices].astype(float) + lime_unitcost_tonne = coeff_dict["Lime"]["values"][indices].astype(float) + carbon_unitcost_tonne = coeff_dict["Carbon"]["values"][indices].astype(float) + slag_disposal_unitcost_tonne = coeff_dict["Slag Disposal"]["values"][indices].astype(float) + + # TODO: make natural gas costs an input + natural_gas_prices_MMBTU = coeff_dict["Natural Gas"]["values"][indices].astype(float) + natural_gas_prices_GJ = natural_gas_prices_MMBTU * 1.05506 # Convert to GJ + + iron_ore_pellet_unitcost_tonne = inputs["price_iron_ore"] + if inputs["iron_transport_cost"] > 0: + iron_transport_cost_tonne = inputs["iron_transport_cost"][0] + ore_profit_pct = inputs["ore_profit_pct"][0] + iron_ore_pellet_unitcost_tonne = ( + iron_ore_pellet_unitcost_tonne + iron_transport_cost_tonne + ) * (1 + ore_profit_pct / 100) + + v_start = years.index(self.config.operational_year) - years.index(analysis_start) + 1 + variable_om += perf_ds["Raw Water Withdrawal"] * raw_water_unitcost_tonne + variable_om += perf_ds["Lime"] * lime_unitcost_tonne + variable_om += perf_ds["Carbon (Coke)"] * carbon_unitcost_tonne + variable_om += perf_ds["Iron Ore"] * iron_ore_pellet_unitcost_tonne + variable_om += perf_ds["Hydrogen"] * inputs["LCOH"][0] * 1000 + variable_om += perf_ds["Natural Gas"] * natural_gas_prices_GJ + variable_om += perf_ds["Electricity"] * inputs["LCOE"][0] + variable_om += perf_ds["Slag"] * slag_disposal_unitcost_tonne + + total_production = inputs["total_pig_iron_produced"] + variable_om = np.multiply(total_production, variable_om) + + outputs["CapEx"] = capex + outputs["OpEx"] = fixed_om + outputs["VarOpEx"] = variable_om[v_start:] diff --git a/h2integrate/converters/iron/iron_transport.py b/h2integrate/converters/iron/iron_transport.py new file mode 100644 index 000000000..45d021f04 --- /dev/null +++ b/h2integrate/converters/iron/iron_transport.py @@ -0,0 +1,228 @@ +import numpy as np +import pandas as pd +import openmdao.api as om +from attrs import field, define +from geopy import distance + +from h2integrate import ROOT_DIR +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import contains, range_val +from h2integrate.core.model_baseclasses import CostModelBaseClass +from h2integrate.simulation.technologies.iron.load_top_down_coeffs import load_top_down_coeffs + + +@define +class IronTransportPerformanceConfig(BaseConfig): + find_closest_ship_site: bool = field() + shipment_site: str = field( + converter=(str.lower, str.capitalize), + validator=contains(["None", "Duluth", "Chicago", "Cleveland", "Buffalo"]), + ) + + # + def __attrs_post_init__(self): + if self.find_closest_ship_site and self.shipment_site != "None": + msg = "Please set shipment_site to 'None' if find_closest_ship_site is True." + raise ValueError(msg) + + +class IronTransportPerformanceComponent(om.ExplicitComponent): + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + self.config = IronTransportPerformanceConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), + strict=False, + ) + + self.add_output("land_transport_distance", val=0.0, units="km") + self.add_output("water_transport_distance", val=0.0, units="km") + self.add_output("total_transport_distance", val=0.0, units="km") + + def calculate_water_distance(self, waypoints, shipping_sites): + water_transport_distance = 0 + for ii, waypt in enumerate(waypoints): + if ii == 0: + starting_lat = shipping_sites.loc[waypoints[0]]["Lat"] + starting_lon = shipping_sites.loc[waypoints[0]]["Lon"] + starting_location = (starting_lat, starting_lon) + continue + + ending_lat = shipping_sites.loc[waypt]["Lat"] + ending_lon = shipping_sites.loc[waypt]["Lon"] + ending_location = (ending_lat, ending_lon) + + waypoint_distance = distance.geodesic( + starting_location, ending_location, ellipsoid="WGS-84" + ).km + water_transport_distance += waypoint_distance + + starting_lat = shipping_sites.loc[waypt]["Lat"] + starting_lon = shipping_sites.loc[waypt]["Lon"] + starting_location = (starting_lat, starting_lon) + + return water_transport_distance + + def calculate_land_distance(self, ship_site, starting_location, shipping_sites): + ending_lat = shipping_sites.loc[ship_site]["Lat"] + ending_lon = shipping_sites.loc[ship_site]["Lon"] + ending_location = (ending_lat, ending_lon) + land_transport_distance = distance.geodesic( + starting_location, ending_location, ellipsoid="WGS-84" + ).km + return land_transport_distance + + def compute(self, inputs, outputs): + lat = self.options["plant_config"].get("site", {}).get("latitude") + lon = self.options["plant_config"].get("site", {}).get("longitude") + site_location = (lat, lon) + shipping_coord_fpath = ( + ROOT_DIR + / "simulation" + / "technologies" + / "iron" + / "martin_transport" + / "shipping_coords.csv" + ) + shipping_locations = pd.read_csv(shipping_coord_fpath, index_col="Unnamed: 0") + + shipping_waypoints = { + "Duluth": ["Duluth"], + "Chicago": [ + "Duluth", + "Keweenaw", + "Sault St Marie", + "De Tour", + "Mackinaw", + "Manistique", + "Chicago", + ], + "Cleveland": [ + "Duluth", + "Keweenaw", + "Sault St Marie", + "De Tour", + "Lake Huron", + "Port Huron", + "Erie", + "Cleveland", + ], + "Buffalo": [ + "Duluth", + "Keweenaw", + "Sault St Marie", + "De Tour", + "Lake Huron", + "Port Huron", + "Erie", + "Cleveland", + "Buffalo", + ], + } + if self.config.find_closest_ship_site: + min_distance = 1e20 + land_distance_for_min = 0 + water_distance_for_min = 0 + for ship_site, waypoints in shipping_waypoints.items(): + land_distance_km = self.calculate_land_distance( + ship_site, site_location, shipping_locations + ) + water_distance_km = self.calculate_water_distance(waypoints, shipping_locations) + + transport_distance = land_distance_km + water_distance_km + if transport_distance < min_distance: + land_distance_for_min = self.calculate_land_distance( + ship_site, site_location, shipping_locations + ) + water_distance_for_min = self.calculate_water_distance( + waypoints, shipping_locations + ) + min_distance = np.min([min_distance, transport_distance]) + + outputs["total_transport_distance"] = min_distance + outputs["land_transport_distance"] = land_distance_for_min + outputs["water_transport_distance"] = water_distance_for_min + + else: + land_distance_km = self.calculate_land_distance( + self.config.shipment_site, site_location, shipping_locations + ) + water_distance_km = self.calculate_water_distance( + shipping_waypoints[self.config.shipment_site], shipping_locations + ) + transport_distance = land_distance_km + water_distance_km + outputs["total_transport_distance"] = transport_distance + outputs["land_transport_distance"] = land_distance_km + outputs["water_transport_distance"] = water_distance_km + + +@define +class IronTransportCostConfig(BaseConfig): + transport_year: int = field(converter=int, validator=range_val(2022, 2065)) + cost_year: int = field(converter=int, validator=range_val(2010, 2024)) + + +class IronTransportCostComponent(CostModelBaseClass): + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + target_dollar_year = self.options["plant_config"]["finance_parameters"][ + "cost_adjustment_parameters" + ]["target_dollar_year"] + + config_dict = merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost") + config_dict.update({"cost_year": target_dollar_year}) + + self.config = IronTransportCostConfig.from_dict( + config_dict, + strict=False, + ) + super().setup() + + self.add_input("land_transport_distance", val=0.0, units="mi") + self.add_input("water_transport_distance", val=0.0, units="mi") + self.add_input("total_transport_distance", val=0.0, units="mi") + self.add_input("total_iron_ore_produced", val=0.0, units="t/year") + + self.add_output("iron_transport_cost", val=0.0, units="USD/t") + self.add_output("ore_profit_margin", val=0.0, units="USD/t") + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + water_coeff_dict = load_top_down_coeffs( + ["Barge Shipping Cost"], cost_year=self.config.cost_year + ) + water_year_idx = list(water_coeff_dict["years"]).index(self.config.transport_year) + water_ship_cost_dol_tonne_mi = water_coeff_dict["Barge Shipping Cost"]["values"][ + water_year_idx + ] + + water_ship_cost_dol_per_ton = ( + water_ship_cost_dol_tonne_mi * inputs["water_transport_distance"] + ) + water_ship_cost_USD = inputs["total_iron_ore_produced"] * water_ship_cost_dol_per_ton + + land_coeff_dict = load_top_down_coeffs( + ["Land Shipping Cost"], cost_year=self.config.cost_year + ) + land_year_idx = list(land_coeff_dict["years"]).index(self.config.transport_year) + land_ship_cost_dol_tonne_mi = land_coeff_dict["Land Shipping Cost"]["values"][land_year_idx] + + land_ship_cost_dol_per_ton = land_ship_cost_dol_tonne_mi * inputs["land_transport_distance"] + land_ship_cost_USD = inputs["total_iron_ore_produced"] * land_ship_cost_dol_per_ton + + total_shipment_cost = water_ship_cost_USD + land_ship_cost_USD + + profit_margin_coeffs = load_top_down_coeffs(["Ore Profit Margin"]) + pm_year_idx = list(profit_margin_coeffs["years"]).index(self.config.transport_year) + outputs["ore_profit_margin"] = profit_margin_coeffs["Ore Profit Margin"]["values"][ + pm_year_idx + ] + + outputs["iron_transport_cost"] = total_shipment_cost / inputs["total_iron_ore_produced"] + outputs["VarOpEx"] = total_shipment_cost diff --git a/h2integrate/converters/iron/iron_wrapper.py b/h2integrate/converters/iron/iron_wrapper.py new file mode 100644 index 000000000..2fd32ebc0 --- /dev/null +++ b/h2integrate/converters/iron/iron_wrapper.py @@ -0,0 +1,277 @@ +import copy +from pathlib import Path + +from attrs import field, define +from hopp.utilities import load_yaml + +import h2integrate.tools.profast_reverse_tools as rev_pf_tools +from h2integrate.core.utilities import CostModelBaseConfig, merge_shared_inputs +from h2integrate.core.validators import contains, range_val +from h2integrate.core.model_baseclasses import CostModelBaseClass +from h2integrate.simulation.technologies.iron.iron import run_iron_full_model +from h2integrate.simulation.technologies.iron.martin_transport.iron_transport import ( + calc_iron_ship_cost, +) + + +@define +class IronConfig(CostModelBaseConfig): + """Configuration class for IronComponent. + + Attributes: + LCOE (float): cost of electricity in USD/MW/h + LCOH (float): cost of hydrogen in USD/kg + ROM_iron_site_name (str): mine for Iron Ore. + Options are "Hibbing", "Northshore", "United", "Minorca" or "Tilden". + iron_ore_product_selection (str): iron ore pellet type. + Options are "drg_taconite_pellets" or "std_taconite_pellets". + reduced_iron_product_selection (str): material for iron electrwinning process. + Options are "h2_dri" or "ng_dri" + structural_iron_product_selection (str): iron processing method. + Options are "eaf_steel" or "none". + iron_capacity_denom (str): Capacity denominator to use in iron modeling. + Options are "iron" or "steel". + eaf_capacity (float, optional): Capacity of electric arc furnace in + metric tonnes of iron per year. Defaults to 1000000. + dri_capacity (float, optional): Capacity of direct reduced iron plant in + metric tonnes of iron per year. Defaults to 1418095. + iron_ore_cf_estimate (float, optional): Estimated capacity factor of iron ore mine. + Defaults to 0.9. Must be between 0 and 1. + + """ + + # Comments below denote which step each config variable applies to in run_iron_full_model + + LCOE: float = field() # $/MWh + LCOH: float = field() # $/kg + ROM_iron_site_name: str = field( + validator=contains(["Hibbing", "Northshore", "United", "Minorca", "Tilden"]) + ) # ore + iron_ore_product_selection: str = field( + converter=(str.lower, str.strip), + validator=contains(["drg_taconite_pellets", "std_taconite_pellets"]), + ) # ore + reduced_iron_site_latitude: float = field() + reduced_iron_site_longitude: float = field() + reduced_iron_product_selection: str = field( + converter=(str.lower, str.strip), validator=contains(["h2_dri", "ng_dri"]) + ) # win + structural_iron_product_selection: str = field( + converter=(str.lower, str.strip), validator=contains(["eaf_steel", "none"]) + ) # post + iron_capacity_denom: str = field( + default="iron", converter=(str.lower, str.strip), validator=contains(["iron", "steel"]) + ) # win + eaf_capacity: float | int = field(default=1000000) # post + dri_capacity: float | int = field(default=1418095) # win + iron_ore_cf_estimate: float = field(default=0.9, validator=range_val(0, 1)) # ore + transport_cost_included: bool = field(default=True) + ng_mod: bool = field(default=False) + ng_price: float = field(default=4.00) # $/MMBTU + capex_mod: bool = field(default=False) + capex_mod_pct: float = field(default=0.0) # Fraction of orignal capex value to modify by + + +class IronComponent(CostModelBaseClass): + """ + A simple OpenMDAO component that represents an Iron model from old GreenHEART code. + + This component uses caching to store and retrieve results of the iron model + based on the configuration. + """ + + def setup(self): + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + self.config = IronConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost"), + strict=False, + ) + super().setup() + + CD = Path(__file__).parent + old_input_path = CD / "old_input" + h2i_config_old_fn = "h2integrate_config_modular.yaml" + self.h2i_config_old = load_yaml(old_input_path / h2i_config_old_fn) + + self.add_output("iron_out", val=0.0, shape=n_timesteps, units="kg/h") + + self.add_input("LCOE", val=self.config.LCOE, units="USD/MW/h") + self.add_input("LCOH", val=self.config.LCOH, units="USD/kg") + + self.add_output("total_iron_produced", val=0.0, units="kg/year") + self.add_output("LCOI", val=0.0, units="USD/kg") + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + # Parse in values from config + mine_site = self.config.ROM_iron_site_name + ore_type = self.config.iron_ore_product_selection + red_site_lat = self.config.reduced_iron_site_latitude + red_site_lon = self.config.reduced_iron_site_longitude + red_iron_type = self.config.reduced_iron_product_selection + struct_iron_type = self.config.structural_iron_product_selection + denom = self.config.iron_capacity_denom + eaf_cap = self.config.eaf_capacity + dri_cap = self.config.dri_capacity + ore_cf = self.config.iron_ore_cf_estimate + trans_incl = self.config.transport_cost_included + ng_mod = self.config.ng_mod + ng_price = self.config.ng_price + capex_mod = self.config.capex_mod + capex_pct = self.config.capex_mod_pct + + # BELOW: Copy-pasted from ye olde h2integrate_simulation.py (the 1000+ line monster) + + iron_config = copy.deepcopy(self.h2i_config_old) + + # This is not the most graceful way to do this... but it avoids copied imports + # and copying iron.py + iron_ore_config = copy.deepcopy(iron_config) + iron_win_config = copy.deepcopy(iron_config) + iron_post_config = copy.deepcopy(iron_config) + + iron_ore_config["iron"] = iron_config["iron_ore"] + iron_win_config["iron"] = iron_config["iron_win"] + iron_post_config["iron"] = iron_config["iron_post"] + for sub_iron_config in [ + iron_ore_config, + iron_win_config, + iron_post_config, + ]: # ,iron_post_config]: # iron_pre_config, iron_post_config + sub_iron_config["iron"]["costs"]["lcoe"] = inputs["LCOE"][0] / 1e3 + sub_iron_config["iron"]["finances"]["lcoe"] = inputs["LCOE"][0] / 1e3 + sub_iron_config["iron"]["costs"]["lcoh"] = inputs["LCOH"][0] + sub_iron_config["iron"]["finances"]["lcoh"] = inputs["LCOH"][0] + + # Update ore config + iron_ore_config["iron"]["site"]["name"] = mine_site + iron_ore_config["iron"]["performance"]["input_capacity_factor_estimate"] = ore_cf + iron_ore_config["iron"]["product_selection"] = ore_type + + # Update win config + iron_win_config["iron"]["product_selection"] = red_iron_type + iron_win_config["iron"]["performance"]["plant_capacity_mtpy"] = dri_cap + iron_win_config["iron"]["site"]["lat"] = red_site_lat + iron_win_config["iron"]["site"]["lon"] = red_site_lon + + # Update post config + if struct_iron_type == "none": + iron_post_config["iron"]["product_selection"] = "none" + elif struct_iron_type == "eaf_steel": + if red_iron_type == "ng_dri": + iron_post_config["iron"]["product_selection"] = "ng_eaf" + elif red_iron_type == "h2_dri": + iron_post_config["iron"]["product_selection"] = "h2_eaf" + else: + msg = f"The EAF steel model cannot (yet) use {red_iron_type} as input" + raise NotImplementedError(msg) + iron_post_config["iron"]["performance"]["capacity_denominator"] = denom + iron_post_config["iron"]["performance"]["plant_capacity_mtpy"] = eaf_cap + + # Run iron model for iron ore + iron_ore_config["iron"]["finances"]["ng_mod"] = ng_mod + iron_ore_config["iron"]["finances"]["ng_price"] = ng_price + iron_ore_config["iron"]["costs"]["capex_mod"] = capex_mod + iron_ore_config["iron"]["costs"]["capex_pct"] = capex_pct + iron_ore_performance, iron_ore_costs, iron_ore_finance = run_iron_full_model( + iron_ore_config + ) + + # Run iron transport model + # Determine whether to ship from "Duluth", "Chicago", "Cleveland" or "Buffalo" + # To electrowinning site + if trans_incl: + iron_transport_cost_tonne, ore_profit_pct = calc_iron_ship_cost(iron_win_config) + else: + iron_transport_cost_tonne = 0 + ore_profit_pct = 6 + + ### DRI ---------------------------------------------------------------------------- + ### Electrowinning + + iron_win_config["iron"]["finances"]["ng_mod"] = ng_mod + iron_win_config["iron"]["finances"]["ng_price"] = ng_price + iron_win_config["iron"]["costs"]["capex_mod"] = capex_mod + iron_win_config["iron"]["costs"]["capex_pct"] = capex_pct + iron_win_config["iron"]["finances"]["ore_profit_pct"] = ore_profit_pct + iron_win_config["iron"]["costs"]["iron_transport_tonne"] = iron_transport_cost_tonne + iron_win_config["iron"]["costs"]["lco_iron_ore_tonne"] = iron_ore_finance.sol["lco"] + iron_win_performance, iron_win_costs, iron_win_finance = run_iron_full_model( + iron_win_config + ) + + ### EAF ---------------------------------------------------------------------------- + if iron_post_config["iron"]["product_selection"] == "none": + iron_performance = iron_win_performance + iron_costs = iron_win_costs + iron_finance = iron_win_finance + + else: + if iron_post_config["iron"]["product_selection"] not in ["ng_eaf", "h2_eaf"]: + raise ValueError( + "The product selection for the iron post module must be either \ + 'ng_eaf' or 'h2_eaf'" + ) + pf_config = rev_pf_tools.make_pf_config_from_profast( + iron_win_finance.pf + ) # dictionary of profast objects + pf_dict = rev_pf_tools.convert_pf_res_to_pf_config( + copy.deepcopy(pf_config) + ) # profast dictionary of values + iron_post_config["iron"]["finances"]["pf"] = pf_dict + iron_post_config["iron"]["costs"]["lco_iron_ore_tonne"] = iron_ore_finance.sol["lco"] + iron_post_config["iron"]["finances"]["ng_mod"] = ng_mod + iron_post_config["iron"]["finances"]["ng_price"] = ng_price + iron_post_config["iron"]["costs"]["capex_mod"] = capex_mod + iron_post_config["iron"]["costs"]["capex_pct"] = capex_pct + + iron_post_performance, iron_post_costs, iron_post_finance = run_iron_full_model( + iron_post_config + ) + + iron_performance = iron_post_performance + iron_costs = iron_post_costs + iron_finance = iron_post_finance + + perf_df = iron_performance.performances_df + iron_mtpy = perf_df.loc[perf_df["Name"] == "Pig Iron Production", "Model"].values[0] + + # ABOVE: Copy-pasted from ye olde h2integrate_simulation.py (the 1000+ line monster) + + outputs["iron_out"] = iron_mtpy * 1000 / 8760 + outputs["total_iron_produced"] = iron_mtpy * 1000 + + cost_df = iron_costs.costs_df + capex = 0 + opex = 0 + capex_list = [ + "EAF & Casting", + "Shaft Furnace", + "Reformer", + "Recycle Compressor", + "Oxygen Supply", + "H2 Pre-heating", + "Cooling Tower", + "Piping", + "Electrical & Instrumentation", + "Buildings, Storage, Water Service", + "Other Miscellaneous Cost", + ] + opex_list = [ + "labor_cost_annual_operation", + "labor_cost_maintenance", + "labor_cost_admin_support", + "property_tax_insurance", + "maintenance_materials", + ] + + location = cost_df.columns.values[-1] + for capex_item in capex_list: + capex += cost_df.loc[cost_df["Name"] == capex_item, location].values[0] + for opex_item in opex_list: + opex += cost_df.loc[cost_df["Name"] == opex_item, location].values[0] + + outputs["CapEx"] = capex + outputs["OpEx"] = opex + + lcoi = iron_finance.sol["lco"] + outputs["LCOI"] = lcoi / 1000 diff --git a/h2integrate/converters/iron/old_input/default_fin_config.yaml b/h2integrate/converters/iron/old_input/default_fin_config.yaml new file mode 100644 index 000000000..f86eeea5c --- /dev/null +++ b/h2integrate/converters/iron/old_input/default_fin_config.yaml @@ -0,0 +1,39 @@ +battery_system: + batt_replacement_schedule_percent: [0] + batt_bank_replacement: [0] + batt_replacement_option: 0 + batt_computed_bank_capacity: 0 + batt_meter_position: 0 +system_costs: + om_fixed: [1] + om_production: [2] + om_capacity: [0] + om_batt_fixed_cost: 42.888 + om_batt_variable_cost: [0] + om_batt_capacity_cost: 0 + om_batt_replacement_cost: 0 + om_replacement_cost_escal: 0 +revenue: + ppa_price_input: [0.01] # cents/kWh + ppa_escalation: 1 # % +system_use_lifetime_output: 0 +financial_parameters: + inflation_rate: 2.5 + real_discount_rate: 6.98 + federal_tax_rate: 21.0 + state_tax_rate: 4.74 + property_tax_rate: 1.0 + insurance_rate: 0.5 + debt_percent: 68.5 + term_int_rate: 4.6 + months_working_reserve: 1 + analysis_start_year: 2025 + installation_months: 36 + sales_tax_rate_state: 0.0 + admin_expense_percent_of_sales: 1.0 + capital_gains_tax_rate: 15.0 + debt_type: "Revolving debt" + depreciation_method: "MACRS" + depreciation_period: 5 +cp_capacity_credit_percent: [0] +degradation: [0] diff --git a/h2integrate/converters/iron/old_input/h2integrate_config_modular.yaml b/h2integrate/converters/iron/old_input/h2integrate_config_modular.yaml new file mode 100644 index 000000000..f616a0f37 --- /dev/null +++ b/h2integrate/converters/iron/old_input/h2integrate_config_modular.yaml @@ -0,0 +1,403 @@ +site: + mean_windspeed: False + depth: 0 #m + wind_layout: + row_spacing: 5 # Also defined in ORBIT config for offshore layout. H2Integrate config values override the values in ORBIT. + turbine_spacing: 5 # Also defined in ORBIT config for offshore layout. H2Integrate config values override the values in ORBIT. + grid_angle: 0 # wind layout grid angle in degrees where 0 is north, increasing clockwise + row_phase_offset: 0 # wind layout offset of turbines along row from one row to the next +project_parameters: + project_lifetime: 30 + grid_connection: False # option, can be turned on or off + ppa_price: 0.025 # $/kWh based on 2022 land based wind market report (ERCOT area ppa prices) https://www.energy.gov/sites/default/files/2022-08/land_based_wind_market_report_2202.pdf + hybrid_electricity_estimated_cf: 0.492 #should equal 1 if grid_connection = True + financial_analysis_start_year: 2032 + cost_year: 2022 # to match ATB + installation_time: 36 # months +finance_parameters: + costing_general_inflation: 0.025 # used to adjust modeled costs to cost_year + inflation_rate: 0 # based on 2022 ATB + discount_rate: 0.0948 # nominal return based on 2022 ATB basline workbook + debt_equity_ratio: 1.72 + property_tax: 0.01 # percent of CAPEX # combined with property insurance then between H2A and H2FAST defaults + property_insurance: 0.005 # percent of CAPEX # combined with property tax then between H2A and H2FAST defaults + total_income_tax_rate: 0.2574 # 0.257 tax rate in 2022 atb baseline workbook # current federal income tax rate, but proposed 2023 rate is 0.28. No state income tax in Texas + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.0 #Verify that a different rate shouldn't be used # minimum total sales tax rate in Corpus Christi https://www.cctexas.com/detail/corpus-christi-type-fund-purpose - does this apply to H2? + debt_interest_rate: 0.046 + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + administrative_expense_percent_of_sales: 0.00 #Check this # percent of sales H2FAST default + depreciation_method: "MACRS" # can be "MACRS" or "Straight line" - MACRS may be better and can reduce LCOH by more than $1/kg and is spec'd in the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + depreciation_period: 7 # years - as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + depreciation_period_electrolyzer: 7 # based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years. also see https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + discount_years: + wind: 2020 # Updated for GS + wind_and_electrical: 2020 # Updated for GS + wave: 2020 # confirmed by Kaitlin Brunik 20240103 + solar: 2020 # Updated for GS + battery: 2020 # Updated for GS + platform: 2022 # TODO ask Nick and Charlie + electrical_export_system: 2022 # also from ORBIT, so match wind assumptions. TODO ask Sophie Bradenkamp + desal: 2013 # from code citation: https://www.nrel.gov/docs/fy16osti/66073.pdf + electrolyzer: 2020 # 2020 for singlitico2021, 2016 # for simple h2 cost model in hopp (see https://www.hydrogen.energy.gov/pdfs/19009_h2_production_cost_pem_electrolysis_2019.pdf) ## 2020 # based on IRENA report https://www.irena.org/-/media/Files/IRENA/Agency/Publication/2020/Dec/IRENA_Green_hydrogen_cost_2020.pdf + h2_transport_compressor: 2016 # listed in code header + h2_storage: + pressure_vessel: 2022 # based on readme for Compressed_gas_function + pipe: 2019 # Papadias 2021 + salt_cavern: 2019 # Papadias 2021 + turbine: 2003 # assumed based on Kottenstette 2004 + lined_rock_cavern: 2018 # based on Papadias 2021 and HD SAM + none: 2022 # arbitrary + h2_pipe_array: 2018 # ANL costs + h2_transport_pipeline: 2018 # same model for costs as the h2_pipe_array + wind: + expected_plant_cost: 'none' +electrolyzer: + sizing: + resize_for_enduse: False + size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) + hydrogen_dmd: + rating: 1160 # MW + cluster_rating_MW: 40 + pem_control_type: 'basic' + eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol + uptime_hours_until_eol: 77600 #number of 'on' hours until electrolyzer reaches eol + include_degradation_penalty: True #include degradation + turndown_ratio: 0.1 #turndown_ratio = minimum_cluster_power/cluster_rating_MW + electrolyzer_capex: 1600 # $/kW + time_between_replacement: 62320 # 62320 based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years, 40000 based on current est (see unpublished report), 80000 hours based on OSW atb_year = 2025 + replacement_cost_percent: 0.15 # percent of capex - H2A default case + cost_model: "singlitico2021" # "basic" is a basic cost model based on H2a and HFTO program record for PEM electrolysis. "singlitico2021" uses cost estimates from that paper +h2_transport_compressor: + outlet_pressure: 68 # bar based on HDSAM +h2_storage_compressor: + output_pressure: 100 # bar (1 bar = 100 kPa) + flow_rate: 89 # kg/hr + energy_rating: 802 # kWe (aka 1 kWh) + mean_days_between_failures: 200 # days +h2_transport_pipe: + outlet_pressure: 10 # bar - from example in code from Jamie #TODO check this value +h2_storage: + size_capacity_from_demand: + flag: True # If True, then storage is sized to provide steady-state storage + capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. + type: "lined_rock_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] + days: 0 #8.57267 # from `hydrogen_storage_duration_hr` = 205.74419987482239 [days] how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) + +policy_parameters: # these should be adjusted for inflation prior to application - order of operations: rate in 1992 $, +#then prevailing wage multiplier if applicable, then inflation + option1: # base # no policy included ---> see files/task1/regulation and policy revue/ page 4 of 13 middle - read this + # and look at assumptions + electricity_itc: 0 + electricity_ptc: 0 + h2_ptc: 0 + h2_storage_itc: 0 + option2: # base credit levels with H2 + electricity_itc: 0 + electricity_ptc: 0.003 # $0.003/kW (this is base, see inflation adjustment in option 3) + h2_ptc: 0.6 # $0.60/kg h2 produced - assumes net zero but not meeting prevailing wage requirements - does this need to be + # adjusted for inflation from 2022 dollars to claim date, probably constant after claim date? + h2_storage_itc: 0.06 + option3: # same as option 5, but assuming prevailing wages are met --> 5x multiplier on both PTCs + electricity_itc: 0 + electricity_ptc: 0.015 # $/kWh 1992 dollars + h2_ptc: 3.00 # $/kg 2022 dollars - do not adjust for inflation + h2_storage_itc: 0.3 + # bonus options, option 5 and 6 but ITC equivalents + option4: # prevailing wages not met + electricity_itc: 0.06 # %/100 capex + electricity_ptc: 0.00 # $/kW 1992 dollars + h2_ptc: 0.6 # $0.60/kg produced 2022 dollars - assumes net zero but not meeting prevailing wage requirements - does this need to be + # do not adjust for inflation, probably constant after claim date? + h2_storage_itc: 0.06 + option5: # prevailing wages met + electricity_itc: 0.30 # %/100 capex + electricity_ptc: 0.0 # $/kWh 1992 dollars + h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year + h2_storage_itc: 0.3 + option6: # assumes prevailing wages are met, and includes 10% bonus credit of domestic content (100% of steel and iron + # and mfg. components from the US) + electricity_itc: 0.40 # %/100 capex + electricity_ptc: 0.0 # $/kWh 1992 dollars + h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year + h2_storage_itc: 0.4 + option7: # assumes prevailing wages are met, and includes 10% bonus credit of domestic content (100% of steel and iron + # and mfg. components from the US) + electricity_itc: 0.0 # %/100 capex + electricity_ptc: 0.0165 # $/kWh 1992 dollars (0.015*1.1) + h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year + h2_storage_itc: 0 + # you can elect itc_for_h2 in leu of the h2_ptc - this choice is independent of the other tech credit selections + # 6% or %50 for itc_for_h2 + h2_storage_itc: 0.5 + +plant_design: + scenario0: + electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] + transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] + h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] + wind_location: "offshore" # can be one of ["onshore", "offshore"] + pv_location: "none" # can be one of ["none", "onshore", "platform"] + battery_location: "none" # can be one of ["none", "onshore", "platform"] + scenario1: + electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"] + transportation: "hvdc" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] + h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] + wind_location: "offshore" # can be one of ["onshore", "offshore"] + pv_location: "none" # can be one of ["none", "onshore", "platform"] + battery_location: "none" # can be one of ["none", "onshore", "platform"] + scenario2: + electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"] + transportation: "hvdc" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] + h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] + wind_location: "offshore" # can be one of ["onshore", "offshore"] + pv_location: "none" # can be one of ["none", "onshore", "platform"] + battery_location: "none" # can be one of ["none", "onshore", "platform"] + scenario3: + electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"] + transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] + h2_storage_location: "turbine" # can be one of ["onshore", "turbine", "platform"] + wind_location: "offshore" # can be one of ["onshore", "offshore"] + pv_location: "none" # can be one of ["none", "onshore", "platform"] + battery_location: "none" # can be one of ["none", "onshore", "platform"] + scenario4: + electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"] + transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] + h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] + wind_location: "offshore" # can be one of ["onshore", "offshore"] + pv_location: "none" # can be one of ["none", "onshore", "platform"] + battery_location: "none" # can be one of ["none", "onshore", "platform"] + scenario5: + electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"] + transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] + h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] + wind_location: "offshore" # can be one of ["onshore", "offshore"] + pv_location: "none" # can be one of ["none", "onshore", "platform"] + battery_location: "none" # can be one of ["none", "onshore", "platform"] + scenario6: + electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] + transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] + h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] + wind_location: "offshore" # can be one of ["onshore", "offshore"] + pv_location: "none" # can be one of ["none", "onshore", "platform"] + battery_location: "none" # can be one of ["none", "onshore", "platform"] + scenario7: + electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] + transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] + h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] + wind_location: "offshore" # can be one of ["onshore", "offshore"] + pv_location: "none" # can be one of ["none", "onshore", "platform"] + battery_location: "none" # can be one of ["none", "onshore", "platform"] + scenario8: + electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] + transportation: "hvdc+pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] + h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] + wind_location: "offshore" # can be one of ["onshore", "offshore"] + scenario9: + electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"] + transportation: "colocated" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] + h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] + wind_location: "onshore" # can be one of ["onshore", "offshore"] + pv_location: "onshore" # can be one of ["none", "onshore", "platform"] + battery_location: "onshore" # can be one of ["none", "onshore", "platform"] + scenario10: + electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] + transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] + h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] + pv_location: "platform" # can be one of ["none", "onshore", "platform"] + battery_location: "platform" # can be one of ["none", "onshore", "platform"] + +iron_ore: + site: + lat: 47.29415278 + lon: -91.25649444 + resource_dir: '/../data_library/weather/' + name: 'Northshore' + product_selection: 'drg_taconite_pellets' #'drg_taconite_pellets' # 'std_taconite_pellets' # + performance_model: + name: 'martin_ore' # 'martin_ore' + refit_coeffs: False + cost_model: + name: 'martin_ore' # 'martin_ore' + refit_coeffs: False + finance_model: + name: 'martin_ore' # 'martin_ore', 'rosner_ore' + performance: + input_capacity_factor_estimate: 0.9 + costs: + operational_year: 2035 + installation_years: 3 + plant_life: 30 + o2_heat_integration: false + finances: + gen_inflation: 0.025 + # Additional parameters passed to ProFAST + financial_assumptions: + "total income tax rate": 0.2574 + "capital gains tax rate": 0.15 + "leverage after tax nominal discount rate": 0.10893 + "debt equity ratio of initial financing": 0.624788 + "debt interest rate": 0.050049 +iron_win: + site: + lat: 41.717 + lon: -88.398 + resource_dir: '/../data_library/weather/' + name: 'IL' + product_selection: 'ng_dri' # 'h2_dri' # 'ng_dri' + performance_model: + name: 'rosner' # 'rosner' + refit_coeffs: False + cost_model: + name: 'rosner' # 'rosner' + refit_coeffs: False + finance_model: + name: 'rosner' # 'rosner', 'rosner_override' + performance: + plant_capacity_mtpy: 1418095 + capacity_denominator: 'iron' # steel + costs: + operational_year: 2035 + installation_years: 3 + plant_life: 30 + o2_heat_integration: false + finances: + gen_inflation: 0.025 + # Additional parameters passed to ProFAST + financial_assumptions: + "total income tax rate": 0.2574 + "capital gains tax rate": 0.15 + "leverage after tax nominal discount rate": 0.10893 + "debt equity ratio of initial financing": 0.624788 + "debt interest rate": 0.050049 +iron_post: + site: + lat: 41.717 + lon: -88.398 + resource_dir: '/../data_library/weather/' + name: 'IL' + product_selection: 'ng_eaf' #''h2_eaf' # 'ng_eaf' + performance_model: + name: 'rosner' # 'rosner' + refit_coeffs: False + cost_model: + name: 'rosner' # 'rosner' + refit_coeffs: False + finance_model: + name: 'rosner' # 'rosner', 'rosner_override' + performance: + plant_capacity_mtpy: 1000000 + costs: + operational_year: 2035 + installation_years: 3 + plant_life: 30 + o2_heat_integration: false + finances: + gen_inflation: 0.025 + # Additional parameters passed to ProFAST + financial_assumptions: + "total income tax rate": 0.2574 + "capital gains tax rate": 0.15 + "leverage after tax nominal discount rate": 0.10893 + "debt equity ratio of initial financing": 0.624788 + "debt interest rate": 0.050049 + +lca_config: + run_lca: True #True + electrolyzer_type: pem #alkaline, soec + feedstock_water_type: ground #desal, surface + cambium: #cambium API argument, see cambium_data.py for additional argument options + project_uuid: '0f92fe57-3365-428a-8fe8-0afc326b3b43' + scenario: 'Mid-case with 100% decarbonization by 2035' + location_type: 'GEA Regions 2023' + time_type: 'hourly' + +opt_options: + opt_flag: True + general: + folder_output: "output" + fname_output: "optimization_log" + design_variables: + electrolyzer_rating_kw: + flag: True + lower: 1000.0 + upper: 2000000.0 + units: "kW" + pv_capacity_kw: + flag: False + lower: 1000.0 + upper: 2000000.0 + units: "kW" + wave_capacity_kw: + flag: False + lower: 1000.0 + upper: 2000000.0 + units: "kW*h" + battery_capacity_kw: + flag: False + lower: 1000.0 + upper: 2000000.0 + units: "kW" + battery_capacity_kwh: + flag: False + lower: 1000.0 + upper: 2000000.0 + units: "kW*h" + turbine_x: + flag: False + lower: 0.0 + upper: 20000.0 + units: "m" + turbine_y: + flag: False + lower: 0.0 + upper: 20000.0 + units: "m" + constraints: + turbine_spacing: + flag: False + lower: 0.0 + boundary_distance: + flag: False + lower: 0.0 + pv_to_platform_area_ratio: + flag: False + upper: 1.0 # relative size of solar pv area to platform area + user: {} + merit_figure: "lcoi" + merit_figure_user: + name: "lcoi" + max_flag: False + ref: 1.0 # value of objective that scales to 1.0 + driver: + optimization: + flag: True + solver: "SNOPT" + tol: 1E-6 + gradient_method: "snopt_fd" # can be one of ['pyopt_fd', 'openmdao', 'snopt_fd'] + max_major_iter: 10 + max_minor_iter: 30 + # time_limit: 10 # (sec) optional + # "hist_file_name: "snopt_history.txt", # optional + verify_level: 0 # optional + step_calc: None + form: "forward" # type of finite differences to use, can be one of ["forward", "backward", "central"] + debug_print: False + design_of_experiments: + flag: False + run_parallel: False + generator: FullFact # [Uniform, FullFact, PlackettBurman, BoxBehnken, LatinHypercube] + num_samples: 5 # Number of samples to evaluate model at (Uniform and LatinHypercube only) + seed: 2 + levels: 5 # Number of evenly spaced levels between each design variable lower and upper bound (FullFactorial only) + criterion: None # [None, center, c, maximin, m, centermaximin, cm, correelation, corr] + iterations: 1 + debug_print: False + step_size_study: + flag: False + recorder: + flag: True + file_name: "record.sql" + includes: False diff --git a/h2integrate/converters/iron/old_input/hopp_config.yaml b/h2integrate/converters/iron/old_input/hopp_config.yaml new file mode 100644 index 000000000..687d23cc0 --- /dev/null +++ b/h2integrate/converters/iron/old_input/hopp_config.yaml @@ -0,0 +1,73 @@ +site: #!include flatirons_site.yaml + data: + lat: 47.5233 + lon: -92.5366 + elev: 1099 + year: 2013 + tz: -6 + site_boundaries: + verts: + - [0.0, 0.0] + - [0.0, 20000.0] + - [20000.0, 20000.0] + - [20000.0, 0.0] + verts_simple: + - [0.0, 0.0] + - [0.0, 20000.0] + - [20000.0, 20000.0] + - [20000.0, 0.0] + solar_resource_file: "../../../../resource_files/solar/47.5233_-92.5366_psmv3_60_2013.csv" + wind_resource_file: "../../../../resource_files/wind/47.5233_-92.5366_windtoolkit_2013_60min_100m_120m.srw" + wave_resource_file: "" + grid_resource_file: "" + hub_height: 115.0 + capacity_hours: [] + solar: true + wind: true + wave: false + wind_resource_origin: "WTK" + + +technologies: + wind: + num_turbines: 216 + turbine_rating_kw: 6000.0 + model_name: floris + timestep: [0, 8760] + floris_config: input_files/floris/floris_input_lbw_6MW.yaml + fin_model: !include default_fin_config.yaml + hub_height: 115.0 + pv: + system_capacity_kw: 100000 + dc_degradation: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] + fin_model: !include default_fin_config.yaml + battery: + system_capacity_kwh: 100000 + system_capacity_kw: 100000 + minimum_SOC: 20.0 + maximum_SOC: 100.0 + initial_SOC: 90.0 + fin_model: !include default_fin_config.yaml + grid: + interconnect_kw: 2000000 # Set higher than rated generation capacity + fin_model: !include default_fin_config.yaml + +config: + simulation_options: + wind: + skip_financial: false + dispatch_options: + battery_dispatch: load_following_heuristic # load_following_heuristic #heuristic + solver: cbc + n_look_ahead_periods: 48 + grid_charging: false + pv_charging_only: false + include_lifecycle_count: false + cost_info: # Costs from GS Manuscript Supplemental Table S11 + wind_installed_cost_mw: 1098000 # (2020USD) + solar_installed_cost_mw: 991000 # (2020USD) + storage_installed_cost_mwh: 158000 # (2020USD) + storage_installed_cost_mw: 212000 # (2020USD) + wind_om_per_kw: 25.8 # (2020USD) + pv_om_per_kw: 17.2 # (2020USD) + battery_om_per_kw: 9.25 # (2020USD) based on 0.025 percent of battery capex with a 100MW 1hr battery diff --git a/h2integrate/converters/iron/test/__init__.py b/h2integrate/converters/iron/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/converters/iron/test/test_iron_mine.py b/h2integrate/converters/iron/test/test_iron_mine.py new file mode 100644 index 000000000..e01abbdb5 --- /dev/null +++ b/h2integrate/converters/iron/test/test_iron_mine.py @@ -0,0 +1,161 @@ +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate import EXAMPLE_DIR +from h2integrate.core.inputs.validation import load_driver_yaml +from h2integrate.converters.iron.iron_mine import ( + IronMineCostComponent, + IronMinePerformanceComponent, +) + + +@fixture +def iron_ore_config_martin_om(): + shared_params = { + "mine": "Northshore", + "taconite_pellet_type": "drg", + } + performance_params = {"ore_cf_estimate": 0.9, "model_name": "martin_ore"} + cost_params = { + "LCOE": 58.02, + "LCOH": 7.10, + "model_name": "martin_ore", + "varom_model_name": "martin_ore", + "installation_years": 3, + "operational_year": 2035, + # 'plant_life': 30, + } + + tech_config = { + "model_inputs": { + "cost_parameters": cost_params, + "performance_parameters": performance_params, + "shared_parameters": shared_params, + } + } + return tech_config + + +@fixture +def iron_ore_config_rosner_om(): + shared_params = { + "mine": "Northshore", + "taconite_pellet_type": "drg", + } + performance_params = {"ore_cf_estimate": 0.9, "model_name": "martin_ore"} + cost_params = { + "LCOE": 58.02, + "LCOH": 7.10, + "model_name": "martin_ore", + "varom_model_name": "rosner_ore", + "installation_years": 3, + "operational_year": 2035, + # 'plant_life': 30, + } + + tech_config = { + "model_inputs": { + "cost_parameters": cost_params, + "performance_parameters": performance_params, + "shared_parameters": shared_params, + } + } + return tech_config + + +@fixture +def plant_config(): + plant_config = { + "plant": { + "plant_life": 30, + "simulation": { + "n_timesteps": 8760, + "dt": 3600, + }, + }, + "finance_parameters": { + "cost_adjustment_parameters": { + "cost_year_adjustment_inflation": 0.025, + "target_dollar_year": 2022, + } + }, + } + return plant_config + + +@fixture +def driver_config(): + driver_config = load_driver_yaml(EXAMPLE_DIR / "21_iron_mn_to_il" / "driver_config.yaml") + return driver_config + + +# baseline case +def test_baseline_iron_ore_costs_martin( + plant_config, driver_config, iron_ore_config_martin_om, subtests +): + martin_ore_capex = 1221599018.626594 + martin_ore_var_om = 441958721.59532887 + martin_ore_fixed_om = 0.0 + + prob = om.Problem() + iron_ore_perf = IronMinePerformanceComponent( + plant_config=plant_config, + tech_config=iron_ore_config_martin_om, + driver_config=driver_config, + ) + + iron_ore_cost = IronMineCostComponent( + plant_config=plant_config, + tech_config=iron_ore_config_martin_om, + driver_config=driver_config, + ) + + prob.model.add_subsystem("ore_perf", iron_ore_perf, promotes=["*"]) + prob.model.add_subsystem("ore_cost", iron_ore_cost, promotes=["*"]) + prob.setup() + prob.run_model() + + annual_ore = prob.get_val("ore_perf.total_iron_ore_produced", units="t/year") + with subtests.test("Annual Ore"): + assert pytest.approx(annual_ore[0] / 365, rel=1e-6) == 12385.195376438356 + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("ore_cost.CapEx")[0], rel=1e-6) == martin_ore_capex + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("ore_cost.OpEx")[0], rel=1e-6) == martin_ore_fixed_om + with subtests.test("VarOpEx"): + assert pytest.approx(prob.get_val("ore_cost.VarOpEx")[0], rel=1e-6) == martin_ore_var_om + + +def test_baseline_iron_ore_costs_rosner( + plant_config, driver_config, iron_ore_config_rosner_om, subtests +): + rosner_ore_capex = 1221599018.626594 + rosner_ore_var_om = 441958721.59532887 + rosner_ore_fixed_om = 0.0 + prob = om.Problem() + iron_ore_perf = IronMinePerformanceComponent( + plant_config=plant_config, + tech_config=iron_ore_config_rosner_om, + driver_config=driver_config, + ) + + iron_ore_cost = IronMineCostComponent( + plant_config=plant_config, + tech_config=iron_ore_config_rosner_om, + driver_config=driver_config, + ) + + prob.model.add_subsystem("ore_perf", iron_ore_perf, promotes=["*"]) + prob.model.add_subsystem("ore_cost", iron_ore_cost, promotes=["*"]) + prob.setup() + prob.run_model() + annual_ore = prob.get_val("ore_perf.total_iron_ore_produced", units="t/year") + with subtests.test("Annual Ore"): + assert pytest.approx(annual_ore[0] / 365, rel=1e-6) == 12385.195376438356 + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("ore_cost.CapEx")[0], rel=1e-6) == rosner_ore_capex + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("ore_cost.OpEx")[0], rel=1e-6) == rosner_ore_fixed_om + with subtests.test("VarOpEx"): + assert pytest.approx(prob.get_val("ore_cost.VarOpEx")[0], rel=1e-6) == rosner_ore_var_om diff --git a/h2integrate/converters/iron/test/test_iron_plant.py b/h2integrate/converters/iron/test/test_iron_plant.py new file mode 100644 index 000000000..86d87c670 --- /dev/null +++ b/h2integrate/converters/iron/test/test_iron_plant.py @@ -0,0 +1,103 @@ +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate import EXAMPLE_DIR +from h2integrate.core.inputs.validation import load_driver_yaml +from h2integrate.converters.iron.iron_plant import ( + IronPlantCostComponent, + IronPlantPerformanceComponent, +) + + +@fixture +def iron_dri_config_rosner_ng(): + shared_params = { + "winning_type": "ng", + "iron_win_capacity": 1418095, + "site_name": "IL", + } + performance_params = {"win_capacity_demon": "iron", "model_name": "rosner"} + cost_params = { + "LCOE": 58.02, + "LCOH": 7.10, + "LCOI_ore": 125.25996463784443, + "iron_transport_cost": 30.566808424134745, + "ore_profit_pct": 6.0, + "varom_model_name": "rosner", + "installation_years": 3, + "operational_year": 2035, + # 'plant_life': 30, + } + + tech_config = { + "model_inputs": { + "cost_parameters": cost_params, + "performance_parameters": performance_params, + "shared_parameters": shared_params, + } + } + return tech_config + + +@fixture +def plant_config(): + plant_config = { + "plant": { + "plant_life": 30, + "simulation": { + "n_timesteps": 8760, + "dt": 3600, + }, + }, + "finance_parameters": { + "cost_adjustment_parameters": { + "cost_year_adjustment_inflation": 0.025, + "target_dollar_year": 2022, + } + }, + } + return plant_config + + +@fixture +def driver_config(): + driver_config = load_driver_yaml(EXAMPLE_DIR / "21_iron_mn_to_il" / "driver_config.yaml") + return driver_config + + +def test_baseline_iron_dri_costs_rosner_ng( + plant_config, driver_config, iron_dri_config_rosner_ng, subtests +): + expected_capex = 403808062.6981323 + expected_var_om = 373666381.7736174 + expected_fixed_om = 60103761.59958463 + capacity = 3885.1917808219177 + + prob = om.Problem() + iron_dri_perf = IronPlantPerformanceComponent( + plant_config=plant_config, + tech_config=iron_dri_config_rosner_ng, + driver_config=driver_config, + ) + + iron_dri_cost = IronPlantCostComponent( + plant_config=plant_config, + tech_config=iron_dri_config_rosner_ng, + driver_config=driver_config, + ) + + prob.model.add_subsystem("dri_perf", iron_dri_perf, promotes=["*"]) + prob.model.add_subsystem("dri_cost", iron_dri_cost, promotes=["*"]) + prob.setup() + prob.run_model() + + annual_pig_iron = prob.get_val("dri_perf.total_pig_iron_produced", units="t/year") + with subtests.test("Annual Ore"): + assert pytest.approx(annual_pig_iron[0] / 365, rel=1e-3) == capacity + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("dri_cost.CapEx")[0], rel=1e-6) == expected_capex + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("dri_cost.OpEx")[0], rel=1e-6) == expected_fixed_om + with subtests.test("VarOpEx"): + assert pytest.approx(prob.get_val("dri_cost.VarOpEx")[0], rel=1e-6) == expected_var_om diff --git a/h2integrate/converters/iron/test/test_iron_transport.py b/h2integrate/converters/iron/test/test_iron_transport.py new file mode 100644 index 000000000..842747ead --- /dev/null +++ b/h2integrate/converters/iron/test/test_iron_transport.py @@ -0,0 +1,263 @@ +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate.converters.iron.iron_transport import ( + IronTransportCostComponent, + IronTransportPerformanceComponent, +) + + +@fixture +def plant_config(): + plant_config = { + "site": { + "latitude": 41.717, + "longitude": -88.398, + }, + "plant": { + "plant_life": 30, + }, + "finance_parameters": { + "cost_adjustment_parameters": { + "cost_year_adjustment_inflation": 0.025, + "target_dollar_year": 2022, + } + }, + } + return plant_config + + +def test_iron_transport_performance_chicago(plant_config, subtests): + # Chicago land distance: 68.19490223326876 km + # Chicago has water distance of 1414.8120870922066 km + tech_config_chicago = { + "model_inputs": { + "performance_parameters": { + "find_closest_ship_site": False, + "shipment_site": "Chicago", + } + } + } + prob = om.Problem() + transport = IronTransportPerformanceComponent( + plant_config=plant_config, + tech_config=tech_config_chicago, + driver_config={}, + ) + + prob.model.add_subsystem("transport", transport, promotes=["*"]) + prob.setup() + prob.run_model() + + with subtests.test("Total transport distance equals land + water"): + tot_distance = prob.get_val( + "transport.water_transport_distance", units="km" + ) + prob.get_val("transport.land_transport_distance", units="km") + assert ( + pytest.approx(prob.get_val("transport.total_transport_distance", units="km"), rel=1e-6) + == tot_distance + ) + with subtests.test("Chicago land transport distance"): + assert ( + pytest.approx( + prob.get_val("transport.land_transport_distance", units="km")[0], rel=1e-6 + ) + == 68.19490223326876 + ) + with subtests.test("Chicago water transport distance"): + assert ( + pytest.approx( + prob.get_val("transport.water_transport_distance", units="km")[0], rel=1e-6 + ) + == 1359.70926331 # 1414.8120870922066 + ) + + +def test_iron_transport_performance_buffalo(plant_config, subtests): + # Buffalo land distance: 794.1713773276688 km + # Buffalo has water distance of 1621.9112211308186 km + tech_config_buffalo = { + "model_inputs": { + "performance_parameters": { + "find_closest_ship_site": False, + "shipment_site": "Buffalo", + } + } + } + prob = om.Problem() + transport = IronTransportPerformanceComponent( + plant_config=plant_config, + tech_config=tech_config_buffalo, + driver_config={}, + ) + + prob.model.add_subsystem("transport", transport, promotes=["*"]) + prob.setup() + prob.run_model() + + with subtests.test("Total transport distance equals land + water"): + tot_distance = prob.get_val( + "transport.water_transport_distance", units="km" + ) + prob.get_val("transport.land_transport_distance", units="km") + assert ( + pytest.approx(prob.get_val("transport.total_transport_distance", units="km"), rel=1e-6) + == tot_distance + ) + with subtests.test("Buffalo land transport distance"): + assert ( + pytest.approx( + prob.get_val("transport.land_transport_distance", units="km")[0], rel=1e-6 + ) + == 794.1713773276688 + ) + with subtests.test("Buffalo water transport distance"): + assert ( + pytest.approx( + prob.get_val("transport.water_transport_distance", units="km")[0], rel=1e-6 + ) + == 1621.9112211308186 + ) + + +def test_iron_transport_performance_cleveland(plant_config, subtests): + # Cleveland land distance: 555.2088919541055 km + # Cleveland has water distance of 1341.7141480490504 km + tech_config_cleveland = { + "model_inputs": { + "performance_parameters": { + "find_closest_ship_site": False, + "shipment_site": "Cleveland", + } + } + } + prob = om.Problem() + transport = IronTransportPerformanceComponent( + plant_config=plant_config, + tech_config=tech_config_cleveland, + driver_config={}, + ) + + prob.model.add_subsystem("transport", transport, promotes=["*"]) + prob.setup() + prob.run_model() + + with subtests.test("Total transport distance equals land + water"): + tot_distance = prob.get_val( + "transport.water_transport_distance", units="km" + ) + prob.get_val("transport.land_transport_distance", units="km") + assert ( + pytest.approx(prob.get_val("transport.total_transport_distance", units="km"), rel=1e-6) + == tot_distance + ) + with subtests.test("Cleveland land transport distance"): + assert ( + pytest.approx( + prob.get_val("transport.land_transport_distance", units="km")[0], rel=1e-6 + ) + == 555.2088919541055 + ) + with subtests.test("Cleveland water transport distance"): + assert ( + pytest.approx( + prob.get_val("transport.water_transport_distance", units="km")[0], rel=1e-6 + ) + == 1341.7141480490504 + ) + + +def test_iron_transport_performance_closest_loc(plant_config, subtests): + tech_config_find_closest = { + "model_inputs": { + "performance_parameters": { + "find_closest_ship_site": True, + "shipment_site": "None", + } + } + } + + prob = om.Problem() + transport = IronTransportPerformanceComponent( + plant_config=plant_config, + tech_config=tech_config_find_closest, + driver_config={}, + ) + + prob.model.add_subsystem("transport", transport, promotes=["*"]) + prob.setup() + prob.run_model() + + with subtests.test("Total transport distance equals land + water"): + tot_distance = prob.get_val( + "transport.water_transport_distance", units="km" + ) + prob.get_val("transport.land_transport_distance", units="km") + assert ( + pytest.approx(prob.get_val("transport.total_transport_distance", units="km"), rel=1e-6) + == tot_distance + ) + with subtests.test("Duluth land transport distance"): + assert ( + pytest.approx( + prob.get_val("transport.land_transport_distance", units="km")[0], rel=1e-6 + ) + == 632.4711909045266 + ) + with subtests.test("Duluth water transport distance"): + assert ( + pytest.approx( + prob.get_val("transport.water_transport_distance", units="km")[0], rel=1e-6 + ) + == 0 + ) + + +def test_iron_transport_cost_cleveland(plant_config, subtests): + # total cost: 62.94298688675447 USD/tonne + # land cost: 38.4320718826894 USD/tonne + # water cost: 24.51091500406507 USD/tonne + annual_ore_production = 12385.195376438356 * 365 + + tech_config_chicago = { + "model_inputs": { + "performance_parameters": { + "find_closest_ship_site": False, + "shipment_site": "Cleveland", + }, + "cost_parameters": { + "transport_year": 2022, + "cost_year": 2022, + }, + } + } + prob = om.Problem() + perf = IronTransportPerformanceComponent( + plant_config=plant_config, + tech_config=tech_config_chicago, + driver_config={}, + ) + + cost = IronTransportCostComponent( + plant_config=plant_config, + tech_config=tech_config_chicago, + driver_config={}, + ) + + prob.model.add_subsystem("transport_perf", perf, promotes=["*"]) + prob.model.add_subsystem("transport_cost", cost, promotes=["*"]) + + prob.setup() + + prob.set_val("transport_cost.total_iron_ore_produced", annual_ore_production, units="t/year") + + prob.run_model() + + with subtests.test("Ore profit margin"): + assert ( + pytest.approx(prob.get_val("transport_cost.ore_profit_margin", units="USD/t"), rel=1e-6) + == 6.0 + ) + + with subtests.test("Shipment cost usd/ton"): + varom = prob.get_val("transport_cost.VarOpEx", units="USD/year") + cost_per_unit = varom / annual_ore_production + assert pytest.approx(cost_per_unit[0], abs=1e-3) == 62.94298688675447 diff --git a/h2integrate/converters/iron/test/test_iron_wrapper_baseline.py b/h2integrate/converters/iron/test/test_iron_wrapper_baseline.py new file mode 100644 index 000000000..577e62de6 --- /dev/null +++ b/h2integrate/converters/iron/test/test_iron_wrapper_baseline.py @@ -0,0 +1,334 @@ +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate import EXAMPLE_DIR +from h2integrate.core.inputs.validation import load_plant_yaml, load_driver_yaml +from h2integrate.converters.iron.iron_wrapper import IronComponent + + +@fixture +def baseline_iron_tech(): + iron_config = { + "LCOE": 58.02, + "LCOH": 7.10, + "ROM_iron_site_name": "Northshore", + "iron_ore_product_selection": "drg_taconite_pellets", + "reduced_iron_site_latitude": 41.717, + "reduced_iron_site_longitude": -88.398, + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "none", + "win_capacity_denom": "iron", + "iron_post_capacity": 1000000, + "iron_win_capacity": 1418095, + "ore_cf_estimate": 0.9, + "cost_year": 2020, + } + return iron_config + + +@fixture +def mine_iron_tech(): + iron_config = { + "LCOE": 58.02, + "LCOH": 7.10, + "ROM_iron_site_name": "Hibbing", + "iron_ore_product_selection": "drg_taconite_pellets", + "reduced_iron_site_latitude": 41.717, + "reduced_iron_site_longitude": -88.398, + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "none", + "win_capacity_denom": "iron", + "iron_post_capacity": 1000000, + "iron_win_capacity": 1418095, + "ore_cf_estimate": 0.9, + "cost_year": 2020, + } + return iron_config + + +@fixture +def lcoe50_iron_tech(): + iron_config = { + "LCOE": 50.0, + "LCOH": 7.10, + "ROM_iron_site_name": "Northshore", + "iron_ore_product_selection": "drg_taconite_pellets", + "reduced_iron_site_latitude": 41.717, + "reduced_iron_site_longitude": -88.398, + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "none", + "win_capacity_denom": "iron", + "iron_post_capacity": 1000000, + "iron_win_capacity": 1418095, + "ore_cf_estimate": 0.9, + "cost_year": 2020, + } + return iron_config + + +@fixture +def lcoh6_iron_tech(): + iron_config = { + "LCOE": 58.02, + "LCOH": 6.00, + "ROM_iron_site_name": "Northshore", + "iron_ore_product_selection": "drg_taconite_pellets", + "reduced_iron_site_latitude": 41.717, + "reduced_iron_site_longitude": -88.398, + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "none", + "win_capacity_denom": "iron", + "iron_post_capacity": 1000000, + "iron_win_capacity": 1418095, + "ore_cf_estimate": 0.9, + "cost_year": 2020, + } + return iron_config + + +@fixture +def location_iron_tech(): + iron_config = { + "LCOE": 60.48, + "LCOH": 8.86, + "ROM_iron_site_name": "Northshore", + "iron_ore_product_selection": "drg_taconite_pellets", + "reduced_iron_site_latitude": 41.2, + "reduced_iron_site_longitude": -81.7, + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "none", + "win_capacity_denom": "iron", + "iron_post_capacity": 1000000, + "iron_win_capacity": 1418095, + "ore_cf_estimate": 0.9, + "cost_year": 2020, + } + return iron_config + + +@fixture +def plant_config(): + plant_config = load_plant_yaml(EXAMPLE_DIR / "21_iron_mn_to_il" / "plant_config.yaml") + return plant_config + + +@fixture +def driver_config(): + driver_config = load_driver_yaml(EXAMPLE_DIR / "21_iron_mn_to_il" / "driver_config.yaml") + return driver_config + + +def test_baseline_iron(plant_config, driver_config, baseline_iron_tech, subtests): + test_cases = { + "ng/none": { + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "none", + }, + "ng/eaf": { + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "eaf_steel", + }, + "h2/none": { + "reduced_iron_product_selection": "h2_dri", + "structural_iron_product_selection": "none", + }, + "h2/eaf": { + "reduced_iron_product_selection": "h2_dri", + "structural_iron_product_selection": "eaf_steel", + }, + } + expected_lcoi = { + "ng/none": 370.212189551055, # USD/t + "ng/eaf": 513.8574754088993, + "h2/none": 715.1015416039348, + "h2/eaf": 858.9727023405763, + } + + for test_name, test_inputs in test_cases.items(): + baseline_iron_tech.update(test_inputs) + prob = om.Problem() + comp = IronComponent( + plant_config=plant_config, + tech_config={"model_inputs": {"cost_parameters": baseline_iron_tech}}, + driver_config=driver_config, + ) + prob.model.add_subsystem("iron", comp) + prob.setup() + prob.run_model() + + with subtests.test(f"baseline LCOI for {test_name}"): + lcoi = prob.get_val("iron.LCOI", units="USD/t") + assert pytest.approx(lcoi, abs=0.3) == expected_lcoi[test_name] + + +def test_changing_mine_iron(plant_config, driver_config, mine_iron_tech, subtests): + test_cases = { + "ng/none": { + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "none", + }, + "ng/eaf": { + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "eaf_steel", + }, + "h2/none": { + "reduced_iron_product_selection": "h2_dri", + "structural_iron_product_selection": "none", + }, + "h2/eaf": { + "reduced_iron_product_selection": "h2_dri", + "structural_iron_product_selection": "eaf_steel", + }, + } + expected_lcoi = { + "ng/none": 354.77730320952014, + "ng/eaf": 498.42258906736447, + "h2/none": 699.666052372724, + "h2/eaf": 843.5372131093657, + } + for test_name, test_inputs in test_cases.items(): + mine_iron_tech.update(test_inputs) + prob = om.Problem() + comp = IronComponent( + plant_config=plant_config, + tech_config={"model_inputs": {"cost_parameters": mine_iron_tech}}, + driver_config=driver_config, + ) + prob.model.add_subsystem("iron", comp) + prob.setup() + prob.run_model() + + with subtests.test(f"Hibbing mine LCOI for {test_name}"): + lcoi = prob.get_val("iron.LCOI", units="USD/t") + assert pytest.approx(lcoi, abs=0.3) == expected_lcoi[test_name] + + +def test_lcoe50_iron(plant_config, driver_config, lcoe50_iron_tech, subtests): + test_cases = { + "ng/none": { + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "none", + }, + "ng/eaf": { + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "eaf_steel", + }, + "h2/none": { + "reduced_iron_product_selection": "h2_dri", + "structural_iron_product_selection": "none", + }, + "h2/eaf": { + "reduced_iron_product_selection": "h2_dri", + "structural_iron_product_selection": "eaf_steel", + }, + } + + expected_lcoi = { + "ng/none": 369.07934010565174, + "ng/eaf": 509.8866655496638, + "h2/none": 714.305073437314, + "h2/eaf": 855.2282058088431, + } + for test_name, test_inputs in test_cases.items(): + lcoe50_iron_tech.update(test_inputs) + prob = om.Problem() + comp = IronComponent( + plant_config=plant_config, + tech_config={"model_inputs": {"cost_parameters": lcoe50_iron_tech}}, + driver_config=driver_config, + ) + prob.model.add_subsystem("iron", comp) + prob.setup() + prob.run_model() + + with subtests.test(f"Hibbing mine LCOI for {test_name}"): + lcoi = prob.get_val("iron.LCOI", units="USD/t") + assert pytest.approx(lcoi, abs=0.3) == expected_lcoi[test_name] + + +def test_lcoh6_iron(plant_config, driver_config, lcoh6_iron_tech, subtests): + test_cases = { + "ng/none": { + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "none", + }, + "ng/eaf": { + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "eaf_steel", + }, + "h2/none": { + "reduced_iron_product_selection": "h2_dri", + "structural_iron_product_selection": "none", + }, + "h2/eaf": { + "reduced_iron_product_selection": "h2_dri", + "structural_iron_product_selection": "eaf_steel", + }, + } + + expected_lcoi = { + "ng/none": 370.212189551055, + "ng/eaf": 513.8574754088993, + "h2/none": 653.4076529067631, + "h2/eaf": 797.2788136434048, + } + for test_name, test_inputs in test_cases.items(): + lcoh6_iron_tech.update(test_inputs) + prob = om.Problem() + comp = IronComponent( + plant_config=plant_config, + tech_config={"model_inputs": {"cost_parameters": lcoh6_iron_tech}}, + driver_config=driver_config, + ) + prob.model.add_subsystem("iron", comp) + prob.setup() + prob.run_model() + + with subtests.test(f"Hibbing mine LCOI for {test_name}"): + lcoi = prob.get_val("iron.LCOI", units="USD/t") + assert pytest.approx(lcoi, abs=0.3) == expected_lcoi[test_name] + + +def test_location_iron(plant_config, driver_config, location_iron_tech, subtests): + test_cases = { + "ng/none": { + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "none", + }, + "ng/eaf": { + "reduced_iron_product_selection": "ng_dri", + "structural_iron_product_selection": "eaf_steel", + }, + "h2/none": { + "reduced_iron_product_selection": "h2_dri", + "structural_iron_product_selection": "none", + }, + "h2/eaf": { + "reduced_iron_product_selection": "h2_dri", + "structural_iron_product_selection": "eaf_steel", + }, + } + + expected_lcoi = { + "ng/none": 365.2571816, + "ng/eaf": 509.7708257, + "h2/none": 808.3401864, + "h2/eaf": 953.1133839, + } + + for test_name, test_inputs in test_cases.items(): + location_iron_tech.update(test_inputs) + prob = om.Problem() + comp = IronComponent( + plant_config=plant_config, + tech_config={"model_inputs": {"cost_parameters": location_iron_tech}}, + driver_config=driver_config, + ) + prob.model.add_subsystem("iron", comp) + prob.setup() + prob.run_model() + + with subtests.test(f"Hibbing mine LCOI for {test_name}"): + lcoi = prob.get_val("iron.LCOI", units="USD/t") + assert pytest.approx(lcoi, abs=0.3) == expected_lcoi[test_name] diff --git a/h2integrate/converters/steel/electric_arc_furnance.py b/h2integrate/converters/steel/electric_arc_furnance.py new file mode 100644 index 000000000..b45058592 --- /dev/null +++ b/h2integrate/converters/steel/electric_arc_furnance.py @@ -0,0 +1,269 @@ +import numpy as np +import pandas as pd +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import contains +from h2integrate.core.model_baseclasses import CostModelBaseClass +from h2integrate.tools.inflation.inflate import inflate_cpi, inflate_cepci +from h2integrate.simulation.technologies.iron.iron import ( + IronCostModelConfig, + IronPerformanceModelConfig, + IronPerformanceModelOutputs, + run_iron_cost_model, + run_size_iron_plant_performance, +) +from h2integrate.simulation.technologies.iron.load_top_down_coeffs import load_top_down_coeffs + + +@define +class EAFPlantBaseConfig(BaseConfig): + eaf_type: str = field( + kw_only=True, converter=(str.lower, str.strip), validator=contains(["h2", "ng"]) + ) # product selection + eaf_capacity: float | int = field(default=1418095) # plant_capacity_mtpy + eaf_capacity_denominator: str = field( + default="iron", converter=(str.lower, str.strip), validator=contains(["iron", "steel"]) + ) # how is this being used for steel? + + model_name: str = field(default="rosner") # only option at the moment + model_fp: str = field(default="") + inputs_fp: str = field(default="") + coeffs_fp: str = field(default="") + refit_coeffs: bool = field(default=False) + site_name: str = field(default="winning_site") + + def make_site_dict(self): + return {"name": self.site_name} + + +@define +class EAFPlantPerformanceConfig(EAFPlantBaseConfig): + def make_model_dict(self): + keys = ["model_fp", "inputs_fp", "coeffs_fp", "refit_coeffs"] + d = self.as_dict() + model_dict = {k: v for k, v in d.items() if k in keys} + model_dict.update({"name": self.model_name}) + return model_dict + + +class EAFPlantPerformanceComponent(om.ExplicitComponent): + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + self.config = EAFPlantPerformanceConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), + strict=False, + ) + + self.add_discrete_output( + "steel_plant_performance", val=pd.DataFrame, desc="steel plant performance results" + ) + + self.add_output("total_steel_produced", val=0.0, units="t/year") + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + steel_plant_performance_inputs = { + "plant_capacity_mtpy": self.config.eaf_capacity, + "capacity_denominator": self.config.eaf_capacity_denominator, + } + steel_plant_model_inputs = self.config.make_model_dict() + steel_plant_site = self.config.make_site_dict() + performance_config = IronPerformanceModelConfig( + product_selection=f"{self.config.eaf_type}_eaf", + site=steel_plant_site, + model=steel_plant_model_inputs, + params=steel_plant_performance_inputs, + ) + iron_post_plant_performance = run_size_iron_plant_performance(performance_config) + # wltpy = wet long tons per year + steel_produced_mtpy = iron_post_plant_performance.performances_df.set_index("Name").loc[ + "Steel Production" + ]["Model"] + outputs["total_steel_produced"] = steel_produced_mtpy + discrete_outputs["steel_plant_performance"] = iron_post_plant_performance.performances_df + + +@define +class EAFPlantCostConfig(EAFPlantBaseConfig): + LCOE: float = field(kw_only=True) # $/MWh + LCOH: float = field(kw_only=True) # $/kg + LCOI_ore: float = field(kw_only=True) + iron_transport_cost: float = field(kw_only=True) + ore_profit_pct: float = field(kw_only=True) + + # varom_model_name is unused at the moment + varom_model_name: str = field( + default="rosner", validator=contains(["rosner", "rosner_override"]) + ) + operational_year: int = field(converter=int, kw_only=True) + installation_years: int | float = field(kw_only=True) + plant_life: int = field(converter=int, kw_only=True) + cost_year: int = field(converter=int, kw_only=True) + + def make_model_dict(self): + keys = ["model_fp", "inputs_fp", "coeffs_fp", "refit_coeffs"] + d = self.as_dict() + model_dict = {k: v for k, v in d.items() if k in keys} + model_dict.update({"name": self.model_name}) + return model_dict + + def make_cost_dict(self): + keys = ["operational_year", "installation_years", "plant_life"] + d = self.as_dict() + cost_dict = {k: v for k, v in d.items() if k in keys} + return cost_dict + + +class EAFPlantCostComponent(CostModelBaseClass): + def setup(self): + self.target_dollar_year = self.options["plant_config"]["finance_parameters"][ + "cost_adjustment_parameters" + ]["target_dollar_year"] + self.plant_life = self.options["plant_config"]["plant"]["plant_life"] + + config_dict = merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost") + config_dict.update({"cost_year": self.target_dollar_year}) + config_dict.update({"plant_life": self.plant_life}) + + self.config = EAFPlantCostConfig.from_dict(config_dict) + + super().setup() + self.add_input("LCOE", val=self.config.LCOE, units="USD/MW/h") + self.add_input("LCOH", val=self.config.LCOH, units="USD/kg") + self.add_input("LCOI_ore", val=self.config.LCOI_ore, units="USD/t") + self.add_input("iron_transport_cost", val=self.config.iron_transport_cost, units="USD/t") + self.add_input("ore_profit_pct", val=self.config.ore_profit_pct, units="USD/t") + self.add_discrete_input( + "steel_plant_performance", val=pd.DataFrame, desc="steel plant performance results" + ) + self.add_discrete_output( + "steel_plant_cost", val=pd.DataFrame, desc="steel plant cost results" + ) + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + steel_plant_performance = IronPerformanceModelOutputs( + discrete_inputs["steel_plant_performance"] + ) + + steel_plant_cost_inputs = { + "lcoe": inputs["LCOE"][0] / 1e3, + "lcoh": inputs["LCOH"][0], + "lco_iron_ore_tonne": inputs["LCOI_ore"][0], + "iron_transport_tonne": inputs["iron_transport_cost"][0], + "plant_capacity_mtpy": self.config.eaf_capacity, + "capacity_denominator": self.config.eaf_capacity_denominator, + } + cost_dict = self.config.make_cost_dict() + steel_plant_cost_inputs.update(cost_dict) + + steel_plant_model_inputs = self.config.make_model_dict() + iron_ore_site = self.config.make_site_dict() + cost_config = IronCostModelConfig( + product_selection=f"{self.config.eaf_type}_eaf", + site=iron_ore_site, + model=steel_plant_model_inputs, + params=steel_plant_cost_inputs, + performance=steel_plant_performance, + ) + steel_plant_cost = run_iron_cost_model(cost_config) + + discrete_outputs["steel_plant_cost"] = steel_plant_cost.costs_df + + # Now taking some stuff from finance + cost_df = steel_plant_cost.costs_df.set_index("Name") + cost_ds = cost_df.loc[:, self.config.site_name] + + cost_names = cost_df.index.values + cost_types = cost_df.loc[:, "Type"].values + cost_units = cost_df.loc[:, "Unit"].values + + # add capital items + capex = 0 + fixed_om = 0 + variable_om = 0 + capital_idxs = np.where(cost_types == "capital")[0] + for idx in capital_idxs: + cost_names[idx] + unit = cost_units[idx] # Units for capital costs should be " $"" + source_year = int(unit[:4]) + source_year_cost = cost_ds.iloc[idx] + capex += inflate_cepci(source_year_cost, source_year, self.config.cost_year) + + # add fixed costs + fixed_idxs = np.where(cost_types == "fixed opex")[0] + for idx in fixed_idxs: + cost_names[idx] + unit = cost_units[idx] # Units for fixed opex costs should be " $ per year" + source_year = int(unit[:4]) + source_year_cost = cost_ds.iloc[idx] + fixed_om += inflate_cpi(source_year_cost, source_year, self.config.cost_year) + + # add feedstock costs + perf_df = steel_plant_performance.performances_df.set_index("Name") + perf_ds = perf_df.loc[:, "Model"] + + coeff_dict = load_top_down_coeffs( + [ + "Raw Water", + "Lime", + "Carbon", + "Slag Disposal", + "Hydrogen", + "Natural Gas", + "Electricity", + "Inflation Rate", + ] + ) + + years = list(coeff_dict["years"]) + analysis_start = self.config.operational_year - self.config.installation_years + start_idx = years.index(analysis_start) + if len(years) > (start_idx + self.config.plant_life + self.config.installation_years + 1): + end_idx = years.index( + analysis_start + self.config.plant_life + self.config.installation_years + 1 + ) + indices = list(np.arange(start_idx, end_idx)) + else: + end_idx = len(years) - 1 + indices = list(np.arange(start_idx, end_idx)) + repeats = ( + start_idx + self.config.plant_life + self.config.installation_years + 2 - len(years) + ) + for _i in range(repeats): + indices.append(end_idx) + + raw_water_unitcost_tonne = coeff_dict["Raw Water"]["values"][indices].astype(float) + lime_unitcost_tonne = coeff_dict["Lime"]["values"][indices].astype(float) + carbon_unitcost_tonne = coeff_dict["Carbon"]["values"][indices].astype(float) + slag_disposal_unitcost_tonne = coeff_dict["Slag Disposal"]["values"][indices].astype(float) + + # TODO: make natural gas costs an input + natural_gas_prices_MMBTU = coeff_dict["Natural Gas"]["values"][indices].astype(float) + natural_gas_prices_GJ = natural_gas_prices_MMBTU * 1.05506 # Convert to GJ + + iron_ore_pellet_unitcost_tonne = inputs["LCOI_ore"][0] + if inputs["iron_transport_cost"] > 0: + iron_transport_cost_tonne = inputs["iron_transport_cost"][0] + ore_profit_pct = inputs["ore_profit_pct"][0] + iron_ore_pellet_unitcost_tonne = ( + iron_ore_pellet_unitcost_tonne + iron_transport_cost_tonne + ) * (1 + ore_profit_pct / 100) + + v_start = years.index(self.config.operational_year) - years.index(analysis_start) + 1 + variable_om += perf_ds["Raw Water Withdrawal"] * raw_water_unitcost_tonne + variable_om += perf_ds["Lime"] * lime_unitcost_tonne + variable_om += perf_ds["Carbon (Coke)"] * carbon_unitcost_tonne + variable_om += perf_ds["Iron Ore"] * iron_ore_pellet_unitcost_tonne + variable_om += perf_ds["Hydrogen"] * inputs["LCOH"][0] * 1000 + variable_om += perf_ds["Natural Gas"] * natural_gas_prices_GJ + variable_om += perf_ds["Electricity"] * inputs["LCOE"][0] + variable_om += perf_ds["Slag"] * slag_disposal_unitcost_tonne + + outputs["CapEx"] = capex + outputs["OpEx"] = fixed_om + outputs["VarOpEx"] = variable_om[v_start:] diff --git a/h2integrate/converters/steel/test/test_electric_arc_furnance.py b/h2integrate/converters/steel/test/test_electric_arc_furnance.py new file mode 100644 index 000000000..2d27aa9c8 --- /dev/null +++ b/h2integrate/converters/steel/test/test_electric_arc_furnance.py @@ -0,0 +1,99 @@ +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate import EXAMPLE_DIR +from h2integrate.core.inputs.validation import load_driver_yaml +from h2integrate.converters.steel.electric_arc_furnance import ( + EAFPlantCostComponent, + EAFPlantPerformanceComponent, +) + + +@fixture +def steel_eaf_config_rosner_ng(): + shared_params = { + "eaf_type": "ng", + "eaf_capacity": 1000000, + "site_name": "IL", + } + performance_params = {"model_name": "rosner"} + cost_params = { + "LCOE": 58.02, + "LCOH": 7.10, + "LCOI_ore": 125.25996463784443, + "iron_transport_cost": 30.566808424134745, + "ore_profit_pct": 6.0, + "varom_model_name": "rosner", + "installation_years": 3, + "operational_year": 2035, + # 'plant_life': 30, + } + + tech_config = { + "model_inputs": { + "cost_parameters": cost_params, + "performance_parameters": performance_params, + "shared_parameters": shared_params, + } + } + return tech_config + + +@fixture +def plant_config(): + plant_config = { + "plant": { + "plant_life": 30, + }, + "finance_parameters": { + "cost_adjustment_parameters": { + "cost_year_adjustment_inflation": 0.025, + "target_dollar_year": 2022, + } + }, + } + return plant_config + + +@fixture +def driver_config(): + driver_config = load_driver_yaml(EXAMPLE_DIR / "21_iron_mn_to_il" / "driver_config.yaml") + return driver_config + + +def test_baseline_steel_eaf_costs_rosner_ng( + plant_config, driver_config, steel_eaf_config_rosner_ng, subtests +): + expected_capex = 264034898.3329662 + expected_var_om = 32.09095 + expected_fixed_om = 38298777.651658 + capacity = 1189772 / 365 # t/day + + prob = om.Problem() + steel_eaf_perf = EAFPlantPerformanceComponent( + plant_config=plant_config, + tech_config=steel_eaf_config_rosner_ng, + driver_config=driver_config, + ) + + steel_eaf_cost = EAFPlantCostComponent( + plant_config=plant_config, + tech_config=steel_eaf_config_rosner_ng, + driver_config=driver_config, + ) + + prob.model.add_subsystem("eaf_perf", steel_eaf_perf, promotes=["*"]) + prob.model.add_subsystem("eaf_cost", steel_eaf_cost, promotes=["*"]) + prob.setup() + prob.run_model() + + annual_steel = prob.get_val("eaf_perf.total_steel_produced", units="t/year") + with subtests.test("Annual Steel"): + assert pytest.approx(annual_steel[0] / 365, rel=1e-3) == capacity + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("eaf_cost.CapEx")[0], rel=1e-6) == expected_capex + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("eaf_cost.OpEx")[0], rel=1e-6) == expected_fixed_om + with subtests.test("VarOpEx"): + assert pytest.approx(prob.get_val("eaf_cost.VarOpEx")[0], rel=1e-6) == expected_var_om diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index fa23be8d1..942c81dec 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -341,7 +341,7 @@ def create_technology_models(self): self.cost_models = [] self.finance_models = [] - combined_performance_and_cost_models = ["hopp", "h2_storage", "wombat"] + combined_performance_and_cost_models = ["hopp", "h2_storage", "wombat", "iron"] # Create a technology group for each technology for tech_name, individual_tech_config in self.technology_config["technologies"].items(): @@ -968,9 +968,6 @@ def connect_technologies(self): tech_configs = group_configs.get("tech_configs") primary_commodity_type = group_configs.get("commodity") commodity_stream = group_configs.get("commodity_stream") - # Skip steel finances; it provides its own finances - if any(c in tech_configs for c in ("steel", "geoh2")): - continue if commodity_stream is not None: # connect commodity stream output to summer input @@ -1151,6 +1148,7 @@ def post_process(self, show_plots=False): Also, if `show_plots` is set to True, then any performance models with post-processing plots available will be run and shown. """ + self.prob.model.list_inputs(units=True, print_mean=True, excludes=["*resource_data"]) self.prob.model.list_outputs(units=True, print_mean=True, excludes=["*resource_data"]) diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index f658ac499..b6cd1fed2 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -5,9 +5,18 @@ from h2integrate.finances.profast_lco import ProFastLCO from h2integrate.finances.profast_npv import ProFastNPV from h2integrate.converters.steel.steel import SteelPerformanceModel, SteelCostAndFinancialModel +from h2integrate.converters.iron.iron_mine import ( + IronMineCostComponent, + IronMinePerformanceComponent, +) +from h2integrate.converters.iron.iron_plant import ( + IronPlantCostComponent, + IronPlantPerformanceComponent, +) from h2integrate.converters.wind.wind_pysam import PYSAMWindPlantPerformanceModel from h2integrate.transporters.generic_summer import GenericSummerPerformanceModel from h2integrate.converters.hopp.hopp_wrapper import HOPPComponent +from h2integrate.converters.iron.iron_wrapper import IronComponent from h2integrate.converters.solar.solar_pysam import PYSAMSolarPlantPerformanceModel from h2integrate.finances.numpy_financial_npv import NumpyFinancialNPV from h2integrate.storage.generic_storage_cost import GenericStorageCostModel @@ -16,6 +25,10 @@ from h2integrate.storage.battery.pysam_battery import PySAMBatteryPerformanceModel from h2integrate.transporters.generic_combiner import GenericCombinerPerformanceModel from h2integrate.transporters.generic_splitter import GenericSplitterPerformanceModel +from h2integrate.converters.iron.iron_transport import ( + IronTransportCostComponent, + IronTransportPerformanceComponent, +) from h2integrate.converters.nitrogen.simple_ASU import SimpleASUCostModel, SimpleASUPerformanceModel from h2integrate.storage.simple_generic_storage import SimpleGenericStorage from h2integrate.storage.hydrogen.tank_baseclass import ( @@ -132,6 +145,11 @@ "simple_ASU_cost": SimpleASUCostModel, "simple_ASU_performance": SimpleASUPerformanceModel, "hopp": HOPPComponent, + "iron": IronComponent, + "iron_mine_performance": IronMinePerformanceComponent, + "iron_mine_cost": IronMineCostComponent, + "iron_plant_performance": IronPlantPerformanceComponent, + "iron_plant_cost": IronPlantCostComponent, "reverse_osmosis_desalination_performance": ReverseOsmosisPerformanceModel, "reverse_osmosis_desalination_cost": ReverseOsmosisCostModel, "simple_ammonia_performance": SimpleAmmoniaPerformanceModel, @@ -164,6 +182,8 @@ "pipe": PipePerformanceModel, "combiner_performance": GenericCombinerPerformanceModel, "splitter_performance": GenericSplitterPerformanceModel, + "iron_transport_performance": IronTransportPerformanceComponent, + "iron_transport_cost": IronTransportCostComponent, # Simple Summers "summer": GenericSummerPerformanceModel, # Storage diff --git a/h2integrate/finances/profast_base.py b/h2integrate/finances/profast_base.py index 9cbd11491..227d5ffb2 100644 --- a/h2integrate/finances/profast_base.py +++ b/h2integrate/finances/profast_base.py @@ -597,7 +597,15 @@ def populate_profast(self, inputs): ProFAST: A fully configured ProFAST financial model object ready for execution. """ # determine commodity units - mass_commodities = ["hydrogen", "ammonia", "co2", "nitrogen", "methanol"] + mass_commodities = [ + "hydrogen", + "ammonia", + "co2", + "nitrogen", + "methanol", + "iron_ore", + "pig_iron", + ] # create years of operation list years_of_operation = create_years_of_operation( diff --git a/h2integrate/simulation/technologies/iron/martin_ore/variable_om_cost.py b/h2integrate/simulation/technologies/iron/martin_ore/variable_om_cost.py new file mode 100644 index 000000000..b1c0ed102 --- /dev/null +++ b/h2integrate/simulation/technologies/iron/martin_ore/variable_om_cost.py @@ -0,0 +1,33 @@ +import numpy as np + +from h2integrate.simulation.technologies.iron.load_top_down_coeffs import load_top_down_coeffs + + +def martin_ore_variable_om_cost(mine_name, cost_df, analysis_start, cost_year, plant_life): + cost_ds = cost_df.loc[:, mine_name] + cost_names = cost_df.index.values + cost_types = cost_df.loc[:, "Type"].values + cost_units = cost_df.loc[:, "Unit"].values + + var_td_idxs = np.where(cost_types == "variable opex td")[0] + var_td_names = cost_names[var_td_idxs] + var_td_input_costs = load_top_down_coeffs(var_td_names, cost_year) + var_td_years = var_td_input_costs["years"] + year_start_idx = np.where(var_td_years == analysis_start)[0][0] + analysis_end = min(max(var_td_years), analysis_start + plant_life) + year_end_idx = np.where(var_td_years == analysis_end)[0][0] + year_idxs = range(year_start_idx, year_end_idx) + var_om_td = 0 + for idx in var_td_idxs: + name = cost_names[idx] + cost_units[idx] # Should be " per " + var_td_usage = cost_ds.iloc[idx] + + var_td_dict = var_td_input_costs[name] + var_td_dict["unit"] # Should be " $ per (start_idx + plant_life + install_years + 1): diff --git a/h2integrate/simulation/technologies/iron/rosner_ore/variable_om_cost.py b/h2integrate/simulation/technologies/iron/rosner_ore/variable_om_cost.py new file mode 100644 index 000000000..15d8fd442 --- /dev/null +++ b/h2integrate/simulation/technologies/iron/rosner_ore/variable_om_cost.py @@ -0,0 +1,33 @@ +import numpy as np + +from h2integrate.simulation.technologies.iron.load_top_down_coeffs import load_top_down_coeffs + + +def rosner_ore_variable_om_cost(mine_name, cost_df, analysis_start, cost_year, plant_life): + cost_ds = cost_df.loc[:, mine_name] + cost_names = cost_df.index.values + cost_types = cost_df.loc[:, "Type"].values + cost_units = cost_df.loc[:, "Unit"].values + + var_td_idxs = np.where(cost_types == "variable opex td")[0] + var_td_names = cost_names[var_td_idxs] + var_td_input_costs = load_top_down_coeffs(var_td_names, cost_year) + var_td_years = var_td_input_costs["years"] + year_start_idx = np.where(var_td_years == analysis_start)[0][0] + analysis_end = min(max(var_td_years), analysis_start + plant_life) + year_end_idx = np.where(var_td_years == analysis_end)[0][0] + year_idxs = range(year_start_idx, year_end_idx) + var_om_td = 0 + for idx in var_td_idxs: + name = cost_names[idx] + cost_units[idx] # Should be " per " + var_td_usage = cost_ds.iloc[idx] + + var_td_dict = var_td_input_costs[name] + var_td_dict["unit"] # Should be " $ per =0.11", + "geopy", "pyDOE3", ] keywords = [ From 317694f380d86a0961baad8d4e5b997059b01596 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Mon, 10 Nov 2025 15:18:46 -0700 Subject: [PATCH 51/79] Open-Meteo Wind Resource (#332) * changed C to degC in wind resource baseclass * added open-meteo wind resource model and tests * updated pytest skiptest decorator for mcm package --------- Co-authored-by: kbrunik <102193481+kbrunik@users.noreply.github.com> Co-authored-by: kbrunik Co-authored-by: John Jasa Co-authored-by: Jared Thomas --- CHANGELOG.md | 1 + docs/_toc.yml | 1 + docs/resource/openmeteo_wind_archive.md | 40 + docs/resource/wind_index.md | 1 + h2integrate/core/supported_models.py | 3 + .../resource/wind/nrel_developer_wtk_api.py | 2 + h2integrate/resource/wind/openmeteo_wind.py | 341 + .../wind/test/test_openmeteo_wind_api.py | 141 + .../resource/wind/wind_resource_base.py | 2 +- pyproject.toml | 3 + ..._2023_openmeteo_archive_60min_local_tz.csv | 8812 +++++++++++++++++ .../wind/open-meteo-44.04N95.20W438m.csv | 8812 +++++++++++++++++ tests/h2integrate/test_all_examples.py | 11 +- 13 files changed, 18163 insertions(+), 7 deletions(-) create mode 100644 docs/resource/openmeteo_wind_archive.md create mode 100644 h2integrate/resource/wind/openmeteo_wind.py create mode 100644 h2integrate/resource/wind/test/test_openmeteo_wind_api.py create mode 100644 resource_files/wind/44.04218_-95.19757_2023_openmeteo_archive_60min_local_tz.csv create mode 100644 resource_files/wind/open-meteo-44.04N95.20W438m.csv diff --git a/CHANGELOG.md b/CHANGELOG.md index 19e91ee9e..724532ed1 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -20,6 +20,7 @@ - Added `ProFastNPV`, a finance model using ProFAST to calculate NPV of the commodity - Moved `compute()` from `ProFastBase` to `ProFastLCO`. - Added `NumpyFinancialNPV`, a finance model that uses NumPy Financial npv to calculate the npv from the cash flows +- Added wind resource model for API calls to Open-Meteo archive - Added `load_yaml()` function and flexibility to input a config dictionary to H2IntegrateModel rather than a filepath ## 0.4.0 [October 1, 2025] diff --git a/docs/_toc.yml b/docs/_toc.yml index 39f4885a4..f6dd7f9f6 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -44,6 +44,7 @@ parts: sections: - file: resource/wind_index - file: resource/wind_toolkit_v2_api + - file: resource/openmeteo_wind_archive - file: resource/solar_index - file: resource/goes_solar_v4_api diff --git a/docs/resource/openmeteo_wind_archive.md b/docs/resource/openmeteo_wind_archive.md new file mode 100644 index 000000000..fe6ce61b3 --- /dev/null +++ b/docs/resource/openmeteo_wind_archive.md @@ -0,0 +1,40 @@ +(wind_resource:openmeteo_archive)= +# Open-Meteo Wind + +This resource class downloads wind resource data from the [OpenMeteo Archive API](https://open-meteo.com/en/docs/historical-weather-api) + +This dataset allows for resource data to be downloaded for: +- **resource years** from 1940 to year before the current calendar year. +- **locations** across the globe. +- **resource heights** from 10 and 100 meters. +- **time intervals** of 60 minutes. + +## Available Data + +| Resource Data | Resource Heights (m) | +| :---------------- | :---------------: | +| `wind_speed` | 10, 100 | +| `wind_direction` | 10, 100 | +| `temperature` | 2 | +| `pressure` | 0 | +| `relative_humidity` | 2 | +| `precipitation_rate` | 0 | + +| Additional Data | Included | +| :---------------- | :---------------: | +| `site_id` | X | +| `site_lat` | X | +| `site_lon` | X | +| `elevation` | -- | +| `site_tz` | *see note | +| `data_tz` | X | +| `filepath` | X | +| `year` | X | +| `month` | X | +| `day` | X | +| `hour` | X | +| `minute` | X | + +```{note} +`site_tz` (the site timezone) is not output explicitly from this model, but `data_tz` would equal the site timezone (specified in plant_config["plant"]["simulation"]["timezone"]) is set as a non-zero value. Otherwise, the resource data is pulled with timestamps given in UTC (this is the default behavior) +``` diff --git a/docs/resource/wind_index.md b/docs/resource/wind_index.md index 8254e696d..b96065d32 100644 --- a/docs/resource/wind_index.md +++ b/docs/resource/wind_index.md @@ -2,6 +2,7 @@ # Wind Resource: Model Overview - [**"wind_toolkit_v2_api"**](wind_resource:wtk_v2_api): this requires an API key for the NREL developer network +- [**"openmeteo_wind_api"**](wind_resource:openmeteo_archive) ```{note} diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index b6cd1fed2..0d9af96fe 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -19,6 +19,7 @@ from h2integrate.converters.iron.iron_wrapper import IronComponent from h2integrate.converters.solar.solar_pysam import PYSAMSolarPlantPerformanceModel from h2integrate.finances.numpy_financial_npv import NumpyFinancialNPV +from h2integrate.resource.wind.openmeteo_wind import OpenMeteoHistoricalWindResource from h2integrate.storage.generic_storage_cost import GenericStorageCostModel from h2integrate.storage.hydrogen.eco_storage import H2Storage from h2integrate.converters.wind.atb_wind_cost import ATBWindPlantCostModel @@ -123,6 +124,7 @@ # Resources "river_resource": RiverResource, "wind_toolkit_v2_api": WTKNRELDeveloperAPIWindResource, + "openmeteo_wind_api": OpenMeteoHistoricalWindResource, "goes_aggregated_solar_v4_api": GOESAggregatedSolarAPI, "goes_conus_solar_v4_api": GOESConusSolarAPI, "goes_fulldisc_solar_v4_api": GOESFullDiscSolarAPI, @@ -210,4 +212,5 @@ "NumpyFinancialNPV": NumpyFinancialNPV, } + electricity_producing_techs = ["wind", "solar", "pv", "river", "hopp", "natural_gas_plant"] diff --git a/h2integrate/resource/wind/nrel_developer_wtk_api.py b/h2integrate/resource/wind/nrel_developer_wtk_api.py index 4a813d24b..ddcb7dcf4 100644 --- a/h2integrate/resource/wind/nrel_developer_wtk_api.py +++ b/h2integrate/resource/wind/nrel_developer_wtk_api.py @@ -173,6 +173,8 @@ def load_data(self, fpath): k: v.replace("%", "percent").replace("degrees", "deg").replace("hour", "h") for k, v in data_units.items() } + data_units_temp = {k: "degC" for k, v in data_units.items() if v == "C"} + data_units.update(data_units_temp) # convert data to standardized units data, data_units = self.compare_units_and_correct(data, data_units) diff --git a/h2integrate/resource/wind/openmeteo_wind.py b/h2integrate/resource/wind/openmeteo_wind.py new file mode 100644 index 000000000..0a113135f --- /dev/null +++ b/h2integrate/resource/wind/openmeteo_wind.py @@ -0,0 +1,341 @@ +from pathlib import Path +from datetime import datetime + +import pandas as pd +import requests_cache +import openmeteo_requests +from attrs import field, define +from retry_requests import retry + +from h2integrate.core.validators import range_val +from h2integrate.resource.resource_base import ResourceBaseAPIConfig +from h2integrate.resource.wind.wind_resource_base import WindResourceBaseAPIModel + + +@define +class OpenMeteoHistoricalWindAPIConfig(ResourceBaseAPIConfig): + """Configuration class to download wind resource data from + `Open-Meteo Weather API `_. + + Args: + resource_year (int): Year to use for resource data. + Must been between 1940 the year before the current calendar year. (inclusive). + resource_data (dict | object, optional): Dictionary of user-input resource data. + Defaults to an empty dictionary. + resource_dir (str | Path, optional): Folder to save resource files to or + load resource files from. Defaults to "". + resource_filename (str, optional): Filename to save resource data to or load + resource data from. Defaults to None. + + Attributes: + dataset_desc (str): description of the dataset, used in file naming. + For this dataset, the `dataset_desc` is "openmeteo_archive". + resource_type (str): type of resource data downloaded, used in folder naming. + For this dataset, the `resource_type` is "wind". + valid_intervals (list[int]): time interval(s) in minutes that resource data can be + downloaded in. For this dataset, `valid_intervals` is 60 minutes. + + """ + + resource_year: int = field(converter=int, validator=range_val(1940, datetime.now().year - 1)) + dataset_desc: str = "openmeteo_archive" + resource_type: str = "wind" + valid_intervals: list[int] = field(factory=lambda: [60]) + resource_data: dict | object = field(default={}) + resource_filename: Path | str = field(default="") + resource_dir: Path | str | None = field(default=None) + + +class OpenMeteoHistoricalWindResource(WindResourceBaseAPIModel): + def setup(self): + super().setup() + + # create the input dictionary for WTKNRELDeveloperAPIConfig + resource_specs = self.options["resource_config"] + # set the default latitude, longitude, and resource_year from the site_config + resource_specs.setdefault("latitude", self.site_config["latitude"]) + resource_specs.setdefault("longitude", self.site_config["longitude"]) + resource_specs.setdefault("resource_year", self.site_config.get("year", None)) + + # set the default resource_dir from a directory that can be + # specified in site_config['resources']['resource_dir'] + resource_specs.setdefault( + "resource_dir", self.site_config["resources"].get("resource_dir", None) + ) + + # default timezone to UTC because 'timezone' was removed from the plant config schema + resource_specs.setdefault("timezone", self.sim_config.get("timezone", 0)) + + # create the resource config + self.config = OpenMeteoHistoricalWindAPIConfig.from_dict(resource_specs) + + # set UTC variable depending on timezone, used for filenaming + self.utc = False + if float(self.config.timezone) == 0.0: + self.utc = True + + # check interval to use for data download/load based on simulation timestep + interval = self.dt / 60 + if any(float(v) == float(interval) for v in self.config.valid_intervals): + self.interval = int(interval) + else: + if interval > max(self.config.valid_intervals): + self.interval = int(max(self.config.valid_intervals)) + else: + self.interval = int(min(self.config.valid_intervals)) + + self.hourly_wind_data_to_units = { + "wind_speed_10m": "m/s", + "wind_speed_100m": "m/s", + "wind_direction_10m": "deg", + "wind_direction_100m": "deg", + "temperature_2m": "degC", + "surface_pressure": "hPa", + "precipitation": "mm/h", + "relative_humidity_2m": "unitless", + } + # get the data dictionary + data = self.get_data() + + # add resource data dictionary as an out + self.add_discrete_output("wind_resource_data", val=data, desc="Dict of wind resource data") + + def create_filename(self): + """Create default filename to save downloaded data to. Filename is formatted as + "{latitude}_{longitude}_{resource_year}_openmeteo_archive_{interval}min_{tz_desc}_tz.csv" + where "tz_desc" is "utc" if the timezone is zero, or "local" otherwise. + + Returns: + str: filename for resource data to be saved to or loaded from. + """ + # TODO: update to handle multiple years + # TODO: update to handle nonstandard time intervals + if self.utc: + tz_desc = "utc" + else: + tz_desc = "local" + filename = ( + f"{self.config.latitude}_{self.config.longitude}_{self.config.resource_year}_" + f"{self.config.dataset_desc}_{self.interval}min_{tz_desc}_tz.csv" + ) + return filename + + def create_url(self): + """Create url for data download. + + Returns: + str: url to use for API call. + """ + start_year = int(self.config.resource_year - 1) + end_year = int(self.config.resource_year + 1) + + input_data = { + "latitude": self.config.latitude, + "longitude": self.config.longitude, + "start_date": f"{start_year}-12-31", # format is "%Y-%m-%d" + "end_date": f"{end_year}-01-01", # format is "%Y-%m-%d" + "hourly": list(self.hourly_wind_data_to_units.keys()), + "wind_speed_unit": "ms", + "temperature_unit": "celsius", + "precipitation_unit": "mm", + "timezone": "GMT" if self.utc else "auto", + } + + return input_data + + def download_data(self, url, fpath): + """Download data from url to a file. + + Args: + url (dict): input parameters for API call. + fpath (Path | str): filepath to save data to. + + Returns: + bool: True if data was downloaded successfully, False if error was encountered. + """ + + base_url = "https://archive-api.open-meteo.com/v1/archive" + cache_session = requests_cache.CachedSession(".cache", expire_after=3600) + retry_session = retry(cache_session, retries=5, backoff_factor=0.2) + openmeteo = openmeteo_requests.Client(session=retry_session) + responses = openmeteo.weather_api(base_url, params=url, verify=False) + response = responses[0] + hourly_data = response.Hourly() + ts_data = {} + + # Make data + for i, varname in enumerate(url["hourly"]): + ts_data.update( + { + f"{varname} ({self.hourly_wind_data_to_units[varname]})": hourly_data.Variables( + i + ).ValuesAsNumpy() + } + ) + + # Make time column in ISO 8601 format + time_data = pd.date_range( + start=pd.to_datetime(hourly_data.Time(), unit="s"), + end=pd.to_datetime(hourly_data.TimeEnd(), unit="s"), + freq=pd.Timedelta(seconds=hourly_data.Interval()), + inclusive="left", + ) + + # Convert timeseries data to a DataFrame + df = pd.DataFrame(ts_data, index=time_data) + df.index.name = "time" + + # Convert the timeseries data to a string compatible with + # csv formatting + data_str = df.to_csv(None) + + # make header, formatted as if downloading data from OpenMETEO + header_data = { + "latitude": response.Latitude(), + "longitude": response.Longitude(), + "elevation": response.Elevation(), + "utc_offset_seconds": response.UtcOffsetSeconds(), + } + + if response.Timezone() is not None: + header_data.update({"timezone": response.Timezone().decode("utf-8")}) + else: + header_data.update({"timezone": url["timezone"]}) + if response.TimezoneAbbreviation() is not None: + header_data.update( + {"timezone_abbreviation": response.TimezoneAbbreviation().decode("utf-8")} + ) + else: + if response.UtcOffsetSeconds() == 0: + header_data.update({"timezone_abbreviation": "GMT"}) + else: + tz = response.UtcOffsetSeconds() / 3600 + header_data.update({"timezone_abbreviation": f"GMT{tz}"}) + + header1 = ",".join(k for k in header_data.keys()) + header2 = ",".join(str(v) for v in header_data.values()) + header = f"{header1}\n{header2}\n\n" + + # Combine header plus data arrays + txt = header + data_str + + # save data + localfile = Path(fpath).open("w+") + localfile.write(txt) + localfile.close() + if Path(fpath).is_file(): + success = True + + return success + + def load_data(self, fpath): + """Load data from a file and format as a dictionary that: + + 1) follows naming convention described in WindResourceBaseAPIModel. + 2) is converted to standardized units described in WindResourceBaseAPIModel. + + This method does the following steps: + + 1) load the data, separate out scalar data and timeseries data + 2) remove unused data + 3) Rename the data columns to standardized naming convention and create dictionary of + OpenMDAO compatible units for the data. Calls `format_timeseries_data()` method. + 4) Convert data to standardized units. Calls `compare_units_and_correct()` method + + Args: + fpath (str | Path): filepath to file containing the data + + Returns: + dict: dictionary of data in standardized units and naming convention. + Time information is found in the 'time' key. + """ + + header = pd.read_csv(fpath, nrows=2, header=None) + header_dict = dict(zip(header.iloc[0].to_list(), header.iloc[1].to_list())) + + if header_dict["timezone_abbreviation"] == "GMT": + data_tz = 0 + else: + data_tz = float(header_dict["timezone_abbreviation"].replace("GMT", "")) + + data_tz = float(header_dict["utc_offset_seconds"]) / 3600 + site_data = { + "data_tz": data_tz, + "elevation": float(header_dict["elevation"]), + "site_lat": float(header_dict["latitude"]), + "site_lon": float(header_dict["longitude"]), + "filepath": str(fpath), + } + + data = pd.read_csv(fpath, header=2) + + # Make time columns + time = pd.DatetimeIndex(data["time"]) + data["Year"] = time.year + data["Month"] = time.month + data["Day"] = time.day + data["Hour"] = time.hour + data["Minute"] = time.minute + + data = data[data["Year"] == self.config.resource_year] + # TODO: throw error if data isn't proper length + + data, data_units = self.format_timeseries_data(data) + # make units for data in openmdao-compatible units + + # convert data to standardized units + data, data_units = self.compare_units_and_correct(data, data_units) + + # update wind resource data with site data + data.update(site_data) + + return data + + def format_timeseries_data(self, data): + """Convert data to a dictionary with keys that follow the standardized naming convention and + create a dictionary containing the units for the data. + + Args: + data (pd.DataFrame): Dataframe of timeseries data. + + Returns: + 2-element tuple containing + + - **data** (*dict*): data dictionary with keys following the standardized naming + convention. + - **data_units** (*dict*): dictionary with same keys as `data` and values as the + data units in OpenMDAO compatible format. + """ + time_cols = ["Year", "Month", "Day", "Hour", "Minute", "time"] + data_cols_init = [c for c in data.columns.to_list() if c not in time_cols] + data_rename_mapper = {} + data_units = {} + for c in data_cols_init: + units = c.split("(")[-1].strip(")").replace("°", "deg").replace("%", "unitless") + + new_c = c.split("(")[0].replace("air", "").replace("at ", "") + new_c = new_c.replace(f"({units})", "").strip().replace(" ", "_").replace("__", "_") + + old_c = c.split("(")[0].strip() + + # don't include data that isn't relevant for wind data + if old_c not in self.hourly_wind_data_to_units: + continue + + if "surface" in c: + new_c += "_0m" + new_c = new_c.replace("surface", "").replace("__", "").strip("_") + if "precipitation" in c and "mm" in units: + units = "mm/h" + new_c = "precipitation_rate_0m" # TODO: check how others name this + + data_rename_mapper.update({c: new_c}) + data_units.update({new_c: units}) + data = data.rename(columns=data_rename_mapper) + data_dict = {c: data[c].astype(float).values for x, c in data_rename_mapper.items()} + data_time_dict = {c.lower(): data[c].astype(float).values for c in time_cols if c != "time"} + data_dict.update(data_time_dict) + return data_dict, data_units + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + pass diff --git a/h2integrate/resource/wind/test/test_openmeteo_wind_api.py b/h2integrate/resource/wind/test/test_openmeteo_wind_api.py new file mode 100644 index 000000000..313da926e --- /dev/null +++ b/h2integrate/resource/wind/test/test_openmeteo_wind_api.py @@ -0,0 +1,141 @@ +from pathlib import Path + +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate.resource.wind.openmeteo_wind import OpenMeteoHistoricalWindResource + + +@fixture +def plant_simulation_utc_start(): + plant = { + "plant_life": 30, + "simulation": { + "dt": 3600, + "n_timesteps": 8760, + "start_time": "01/01/1900 00:30:00", + "timezone": 0, + }, + } + return plant + + +@fixture +def plant_simulation_nonutc_start(): + plant = { + "plant_life": 30, + "simulation": { + "dt": 3600, + "n_timesteps": 8760, + "start_time": "01/01/1900 00:30:00", + "timezone": -6, + }, + } + return plant + + +@fixture +def site_config_download_from_web(): + site = { + "latitude": 44.04218, + "longitude": -95.19757, + "resources": { + "wind_resource": { + "resource_model": "openmeteo_wind_api", + "resource_parameters": { + "resource_year": 2023, + "resource_filename": "open-meteo-44.04N95.20W438m.csv", + }, + } + }, + } + return site + + +@fixture +def site_config_download_from_h2i(): + site = { + "latitude": 44.04218, + "longitude": -95.19757, + "resources": { + "wind_resource": { + "resource_model": "openmeteo_wind_api", + "resource_parameters": { + "resource_year": 2023, + }, + } + }, + } + return site + + +def test_wind_resource_web_download( + plant_simulation_utc_start, site_config_download_from_web, subtests +): + plant_config = { + "site": site_config_download_from_web, + "plant": plant_simulation_utc_start, + } + + prob = om.Problem() + comp = OpenMeteoHistoricalWindResource( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["wind_resource"]["resource_parameters"], + driver_config={}, + ) + prob.model.add_subsystem("resource", comp) + prob.setup() + prob.run_model() + wind_data = prob.get_val("resource.wind_resource_data") + + with subtests.test("filepath for data was found where expected"): + assert Path(wind_data["filepath"]).exists() + assert Path(wind_data["filepath"]).name == "open-meteo-44.04N95.20W438m.csv" + + data_keys = [k for k, v in wind_data.items() if not isinstance(v, (float, int, str))] + with subtests.test("Data timezone"): + assert pytest.approx(wind_data["data_tz"], rel=1e-6) == 0 + with subtests.test("Site Elevation"): + assert pytest.approx(wind_data["elevation"], rel=1e-6) == 438 + with subtests.test("resource data is 8760 in length"): + assert all(len(wind_data[k]) == 8760 for k in data_keys) + with subtests.test("theres 12 timeseries data keys"): + assert len(data_keys) == 12 + + +def test_wind_resource_h2i_download( + plant_simulation_nonutc_start, site_config_download_from_h2i, subtests +): + plant_config = { + "site": site_config_download_from_h2i, + "plant": plant_simulation_nonutc_start, + } + + prob = om.Problem() + comp = OpenMeteoHistoricalWindResource( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["wind_resource"]["resource_parameters"], + driver_config={}, + ) + prob.model.add_subsystem("resource", comp) + prob.setup() + prob.run_model() + wind_data = prob.get_val("resource.wind_resource_data") + + with subtests.test("filepath for data was found where expected"): + assert Path(wind_data["filepath"]).exists() + assert ( + Path(wind_data["filepath"]).name + == "44.04218_-95.19757_2023_openmeteo_archive_60min_local_tz.csv" + ) + + data_keys = [k for k, v in wind_data.items() if not isinstance(v, (float, int, str))] + with subtests.test("Data timezone"): + assert pytest.approx(wind_data["data_tz"], rel=1e-6) == -6 + with subtests.test("Site Elevation"): + assert pytest.approx(wind_data["elevation"], rel=1e-6) == 449 + with subtests.test("resource data is 8760 in length"): + assert all(len(wind_data[k]) == 8760 for k in data_keys) + with subtests.test("theres 13 timeseries data keys"): + assert len(data_keys) == 13 diff --git a/h2integrate/resource/wind/wind_resource_base.py b/h2integrate/resource/wind/wind_resource_base.py index c6fdb095e..cd6a7f766 100644 --- a/h2integrate/resource/wind/wind_resource_base.py +++ b/h2integrate/resource/wind/wind_resource_base.py @@ -10,7 +10,7 @@ def setup(self): self.output_vars_to_units = { "wind_direction": "deg", "wind_speed": "m/s", - "temperature": "C", + "temperature": "degC", "pressure": "atm", "precipitation_rate": "mm/h", "relative_humidity": "percent", diff --git a/pyproject.toml b/pyproject.toml index 0af60ef02..0ffbb4209 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -56,8 +56,11 @@ dependencies = [ "ruamel.yaml", "scipy", "wombat>=0.11", + "openmeteo-requests", "geopy", "pyDOE3", + "requests-cache", + "retry_requests", ] keywords = [ "python3", diff --git a/resource_files/wind/44.04218_-95.19757_2023_openmeteo_archive_60min_local_tz.csv b/resource_files/wind/44.04218_-95.19757_2023_openmeteo_archive_60min_local_tz.csv new file mode 100644 index 000000000..95bb5098f --- /dev/null +++ b/resource_files/wind/44.04218_-95.19757_2023_openmeteo_archive_60min_local_tz.csv @@ -0,0 +1,8812 @@ +latitude,longitude,elevation,utc_offset_seconds,timezone,timezone_abbreviation +44.042179107666016,-95.19757080078125,449.0,-21600,America/Chicago,GMT-6 + +time,wind_speed_10m (m/s),wind_speed_100m (m/s),wind_direction_10m (deg),wind_direction_100m (deg),temperature_2m (degC),surface_pressure (hPa),precipitation (mm/h),relative_humidity_2m (unitless) +2022-12-31 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installed") +@pytest.mark.skipif(importlib.util.find_spec("mcm") is None, reason="mcm is not installed") def test_doc_methanol_example(subtests): # Change the current working directory to the CO2 Hydrogenation example's directory os.chdir(EXAMPLE_DIR / "03_methanol" / "co2_hydrogenation_doc") @@ -371,7 +370,7 @@ def test_paper_example(subtests): assert pytest.approx(model.prob.get_val("paper_mill.LCOP"), rel=1e-3) == 51.733275 -@unittest.skipUnless(importlib.util.find_spec("mcm") is not None, "mcm is not installed") +@pytest.mark.skipif(importlib.util.find_spec("mcm") is None, reason="mcm is not installed") def test_wind_wave_doc_example(subtests): # Change the current working directory to the example's directory os.chdir(EXAMPLE_DIR / "09_co2/direct_ocean_capture") @@ -398,7 +397,7 @@ def test_wind_wave_doc_example(subtests): ) -@unittest.skipUnless(importlib.util.find_spec("mcm") is not None, "mcm is not installed") +@pytest.mark.skipif(importlib.util.find_spec("mcm") is None, reason="mcm is not installed") def test_splitter_wind_doc_h2_example(subtests): # Change the current working directory to the example's directory os.chdir(EXAMPLE_DIR / "17_splitter_wind_doc_h2") @@ -532,7 +531,7 @@ def test_hydrogen_dispatch_example(subtests): ) -@unittest.skipUnless(importlib.util.find_spec("mcm") is not None, "mcm is not installed") +@pytest.mark.skipif(importlib.util.find_spec("mcm") is None, reason="mcm is not installed") def test_wind_wave_oae_example(subtests): # Change the current working directory to the example's directory os.chdir(EXAMPLE_DIR / "09_co2/ocean_alkalinity_enhancement") @@ -558,7 +557,7 @@ def test_wind_wave_oae_example(subtests): ) -@unittest.skipUnless(importlib.util.find_spec("mcm") is not None, "mcm is not installed") +@pytest.mark.skipif(importlib.util.find_spec("mcm") is None, reason="mcm is not installed") def test_wind_wave_oae_example_with_finance(subtests): # Change the current working directory to the example's directory os.chdir(EXAMPLE_DIR / "09_co2/ocean_alkalinity_enhancement_financials") From 953e4dc4f9487cca444ea3a71aed61c0f6d1e52d Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Tue, 11 Nov 2025 17:34:06 -0600 Subject: [PATCH 52/79] Natural Gas Plant operation with electricity demand (#334) * pull update ng files * updated natural gas example, tests and model * update ng test * update documentation * Correctin NG test values * updated system_capacity to system_capacity_mw --------- Co-authored-by: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Co-authored-by: John Jasa --- CHANGELOG.md | 1 + docs/technology_models/natural_gas.md | 13 +- docs/technology_models/technology_overview.md | 6 + examples/16_natural_gas/plant_config.yaml | 76 +++++++--- examples/16_natural_gas/tech_config.yaml | 59 +++++++- .../natural_gas/natural_gas_cc_ct.py | 96 +++++++++---- .../test/test_natural_gas_models.py | 72 ++++++++-- tests/h2integrate/test_all_examples.py | 134 +++++++++++++----- 8 files changed, 359 insertions(+), 98 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 724532ed1..b22b2cdce 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -20,6 +20,7 @@ - Added `ProFastNPV`, a finance model using ProFAST to calculate NPV of the commodity - Moved `compute()` from `ProFastBase` to `ProFastLCO`. - Added `NumpyFinancialNPV`, a finance model that uses NumPy Financial npv to calculate the npv from the cash flows +- Add feature for natural gas plant converter to take electricity demand as an input and added system capacity as an input - Added wind resource model for API calls to Open-Meteo archive - Added `load_yaml()` function and flexibility to input a config dictionary to H2IntegrateModel rather than a filepath diff --git a/docs/technology_models/natural_gas.md b/docs/technology_models/natural_gas.md index 8b3b68baf..92d59866d 100644 --- a/docs/technology_models/natural_gas.md +++ b/docs/technology_models/natural_gas.md @@ -6,18 +6,25 @@ To use this model, specify `"natural_gas_performance"` as the performance model ## Performance Parameters -The performance model requires the following parameter: +The performance model requires the following parameters: +- `system_capacity` (required): Rated capacity of the natural gas plant in MW. - `heat_rate` (required): Heat rate of the natural gas plant in MMBtu/MWh. This represents the amount of fuel energy required to produce one MWh of electricity. Lower values indicate higher efficiency. Typical values: - **NGCC (Combined Cycle)**: 6-8 MMBtu/MWh (high efficiency) - **NGCT (Combustion Turbine)**: 10-14 MMBtu/MWh (lower efficiency, faster response) +Optional parameter: +- `electricity_demand` (optional): Defaults to the `system_capacity` but can be set to a particular demand profile. + - See example `16_natural_gas` to see how missed load from the battery is set as the electricity demand for the natural gas plant. + The model implements the relationship: $$ \text{Electricity Output (MW)} = \frac{\text{Natural Gas Input (MMBtu/h)}}{\text{Heat Rate (MMBtu/MWh)}} $$ +The `electricity_out` is limited by the system capacity and the available natural gas feedstock. + ## Cost Parameters The cost model calculates capital and operating costs based on the following parameters: @@ -32,8 +39,4 @@ The cost model calculates capital and operating costs based on the following par - `heat_rate` (required): Heat rate in MMBtu/MWh, used for fuel cost calculations. -- `ng_price` (required): Natural gas price in $/MMBtu. Can be a numeric value for fixed price or `"variable"` string to indicate external price management. - -- `project_life` (optional): Project lifetime in years for cost calculations. Default is 30 years, typical for power plants. - - `cost_year` (required): Dollar year corresponding to input costs. diff --git a/docs/technology_models/technology_overview.md b/docs/technology_models/technology_overview.md index 84ed34964..9853536cf 100644 --- a/docs/technology_models/technology_overview.md +++ b/docs/technology_models/technology_overview.md @@ -43,6 +43,7 @@ The inputs, outputs, and corresponding technology that are currently available i | `methanol` | methanol | ??? | | `air_separator` | nitrogen | electricity | | `desal` | water | electricity | +| `natural_gas` | electricity | natural gas | (transport)= ## Transport @@ -180,6 +181,11 @@ Below summarizes the available performance, cost, and financial models for each + `'reverse_osmosis_desalination_performance'` - cost models: + `'reverse_osmosis_desalination_cost'` +- `natural_gas`: natural gas combined cycle and combustion turbine + - performance models: + + `'natural_gas_performance'` + - cost_models: + + `'natural_gas_cost'` (transport-models)= ## Transport Models diff --git a/examples/16_natural_gas/plant_config.yaml b/examples/16_natural_gas/plant_config.yaml index 0955376a2..bec757b77 100644 --- a/examples/16_natural_gas/plant_config.yaml +++ b/examples/16_natural_gas/plant_config.yaml @@ -4,6 +4,7 @@ description: "This plant is located in Texas" site: latitude: 32.34 longitude: -98.27 + year: 2013 # array of polygons defining boundaries with x/y coords boundaries: [ @@ -16,6 +17,14 @@ site: y: [2000.0, 2000.0, 2500.0], } ] + resources: + solar_resource: + resource_model: "goes_aggregated_solar_v4_api" + resource_parameters: + resource_year: 2013 + resource_dir: "../11_hybrid_energy_plant/tech_inputs/weather/solar" + resource_filename: "30.6617_-101.7096_psmv3_60_2013.csv" + # array of arrays containing left-to-right technology # interconnections; can support bidirectional connections @@ -24,7 +33,14 @@ site: # and not connected to additional technologies. # hence the empty array. technology_interconnections: [ - ["ng_feedstock", "natural_gas_plant", "natural_gas", "pipe"], + ["solar", "battery", "electricity", "cable"], #connect solar to battery + ["ng_feedstock", "natural_gas_plant", "natural_gas", "pipe"], #connect NG feedstock to NG plant + ["battery", "natural_gas_plant", ["electricity_unmet_demand","electricity_demand"]], #connect electricity demand to NG feedstock +] + +resource_to_tech_connections: [ + # connect the wind resource to the wind technology + ['solar_resource', 'solar', 'solar_resource_data'], ] plant: @@ -34,28 +50,42 @@ plant: finance_parameters: finance_groups: - commodity: "electricity" - finance_model: "ProFastComp" - model_inputs: - params: - analysis_start_year: 2032 - installation_time: 36 - inflation_rate: 0.0 - discount_rate: 0.09 - debt_equity_ratio: 2.62 - property_tax_and_insurance: 0.03 - total_income_tax_rate: 0.308 - capital_gains_tax_rate: 0.15 - sales_tax_rate: 0.07375 - debt_interest_rate: 0.07 - debt_type: "Revolving debt" - loan_period_if_used: 0 - cash_onhand_months: 1 - admin_expense: 0.00 - capital_items: - depr_type: "MACRS" - depr_period: 5 - refurb: [0.] + profast_model: + commodity: "electricity" + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 + inflation_rate: 0.0 + discount_rate: 0.09 + debt_equity_ratio: 2.62 + property_tax_and_insurance: 0.03 + total_income_tax_rate: 0.308 + capital_gains_tax_rate: 0.15 + sales_tax_rate: 0.07375 + debt_interest_rate: 0.07 + debt_type: "Revolving debt" + loan_period_if_used: 0 + cash_onhand_months: 1 + admin_expense: 0.00 + capital_items: + depr_type: "MACRS" + depr_period: 5 + refurb: [0.] cost_adjustment_parameters: cost_year_adjustment_inflation: 0.025 target_dollar_year: 2022 + finance_subgroups: + renewables: + commodity: "electricity" + finance_groups: ["profast_model"] + technologies: ["solar", "battery"] + natural_gas: + commodity: "electricity" + finance_groups: ["profast_model"] + technologies: ["natural_gas_plant", "ng_feedstock"] + electricity: + commodity: "electricity" + finance_groups: ["profast_model"] + technologies: ["solar","battery", "natural_gas_plant", "ng_feedstock"] diff --git a/examples/16_natural_gas/tech_config.yaml b/examples/16_natural_gas/tech_config.yaml index 46c87f430..1eda5611d 100644 --- a/examples/16_natural_gas/tech_config.yaml +++ b/examples/16_natural_gas/tech_config.yaml @@ -2,6 +2,60 @@ name: "technology_config" description: "This plant produces electricity from natural gas using a combined cycle turbine" technologies: + solar: + performance_model: + model: "pysam_solar_plant_performance" + cost_model: + model: "atb_utility_pv_cost" + model_inputs: + performance_parameters: + pv_capacity_kWdc: 200000 #200 MWdc + dc_ac_ratio: 1.34 + create_model_from: "new" + tilt_angle_func: "none" + tilt: 0 + pysam_options: + SystemDesign: + gcr: 0.3 + array_type: 2 + bifaciality: 0.65 + inv_eff: 96.0 + losses: 14.6 + module_type: 1 + azimuth: 180 + rotlim: 45 + SolarResource: + albedo_default: 0.2 + cost_parameters: + capex_per_kWac: 1193 + opex_per_kWac_per_year: 18 + cost_year: 2024 + battery: + performance_model: + model: "simple_generic_storage" + cost_model: + model: "atb_battery_cost" + control_strategy: + model: "demand_open_loop_controller" + model_inputs: + shared_parameters: + commodity_name: "electricity" + commodity_units: "kW" + max_charge_rate: 25000.0 # kW/time step, 25 MW + max_capacity: 200000.0 # kWh, 200 MWh + control_parameters: + max_charge_percent: 1.0 # percent as decimal + min_charge_percent: 0.1 # percent as decimal + init_charge_percent: 0.1 # percent as decimal + max_discharge_rate: 25000.0 # kW/time step + charge_efficiency: 1.0 # percent as decimal + discharge_efficiency: 1.0 # percent as decimal + demand_profile: 100000 #kW, 100 MW + cost_parameters: + cost_year: 2022 + energy_capex: 300 # $/kWh + power_capex: 100 # $/kW + opex_fraction: 0.05 # percent of capex ng_feedstock: performance_model: model: "feedstock_performance" @@ -12,7 +66,7 @@ technologies: feedstock_type: "natural_gas" units: "MMBtu" performance_parameters: - rated_capacity: 100. + rated_capacity: 750. #MMBtu cost_parameters: cost_year: 2023 price: 4.2 @@ -26,8 +80,9 @@ technologies: model_inputs: shared_parameters: heat_rate_mmbtu_per_mwh: 7.5 # MMBtu/MWh - typical for NGCC + system_capacity_mw: 100. cost_parameters: - plant_capacity_mw: 100. + capex_per_kw: 1000 # $/kW - typical for NGCC fixed_opex_per_kw_per_year: 10.0 # $/kW/year variable_opex_per_mwh: 2.5 # $/MWh diff --git a/h2integrate/converters/natural_gas/natural_gas_cc_ct.py b/h2integrate/converters/natural_gas/natural_gas_cc_ct.py index aa4a20ddb..efe0d6422 100644 --- a/h2integrate/converters/natural_gas/natural_gas_cc_ct.py +++ b/h2integrate/converters/natural_gas/natural_gas_cc_ct.py @@ -1,3 +1,4 @@ +import numpy as np import openmdao.api as om from attrs import field, define @@ -15,6 +16,7 @@ class NaturalGasPerformanceConfig(BaseConfig): combustion turbines (NGCT) and natural gas combined cycle (NGCC) plants. Attributes: + system_capacity (float): rated capacity of the natural gas plant in MW heat_rate_mmbtu_per_mwh (float): Heat rate of the natural gas plant in MMBtu/MWh. This represents the amount of fuel energy required to produce one MWh of electricity. Lower values indicate higher efficiency. @@ -23,6 +25,7 @@ class NaturalGasPerformanceConfig(BaseConfig): - NGCC: 6-8 MMBtu/MWh """ + system_capacity_mw: float = field(validator=gte_zero) heat_rate_mmbtu_per_mwh: float = field(validator=gt_zero) @@ -39,13 +42,15 @@ class NaturalGasPerformanceModel(om.ExplicitComponent): electricity_out = natural_gas_in / heat_rate Inputs: + system_capacity (float): Natural gas plant rated capacity in MW natural_gas_in (array): Natural gas input energy in MMBtu for each timestep + heat_rate_mmbtu_per_mwh (float): Plant heat rate in MMBtu/MWh + electricity_demand (array): Electricity demand in MW for each timestep Outputs: electricity_out (array): Electricity output in MW for each timestep + natural_gas_consumed (array): Natural gas consumed in MMBtu for each timestep - Parameters (from config): - heat_rate_mmbtu_per_mwh (float): Plant heat rate in MMBtu/MWh """ def initialize(self): @@ -59,15 +64,6 @@ def setup(self): ) n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] - # Add natural gas input - self.add_input( - "natural_gas_in", - val=0.0, - shape=n_timesteps, - units="MMBtu", - desc="Natural gas input energy", - ) - # Add natural gas consumed output self.add_output( "natural_gas_consumed", @@ -94,6 +90,32 @@ def setup(self): desc="Plant heat rate in MMBtu/MWh", ) + # Add rated capacity as an input with config value as default + self.add_input( + "system_capacity", + val=self.config.system_capacity_mw, + units="MW", + desc="Natural gas plant rated capacity in MW", + ) + + # Default the electricity demand input as the rated capacity + self.add_input( + "electricity_demand", + val=self.config.system_capacity_mw, + shape=n_timesteps, + units="MW", + desc="Electricity demand for natural gas plant", + ) + + # Add natural gas input, default to 0 --> set using feedstock component + self.add_input( + "natural_gas_in", + val=0.0, + shape=n_timesteps, + units="MMBtu", + desc="Natural gas input energy", + ) + def compute(self, inputs, outputs): """ Compute electricity output from natural gas input. @@ -103,17 +125,39 @@ def compute(self, inputs, outputs): required per unit of electrical energy produced. Args: - inputs: OpenMDAO inputs object containing natural_gas_in and heat_rate - outputs: OpenMDAO outputs object for electricity_out + inputs: OpenMDAO inputs object containing natural_gas_in, heat_rate_mmbtu_per_mwh, + system_capacity, and electricity_demand. + outputs: OpenMDAO outputs object for electricity_out and natural_gas_consumed """ - natural_gas_in = inputs["natural_gas_in"] + + # calculate max input and output + system_capacity = inputs["system_capacity"] # plant capacity in MW heat_rate_mmbtu_per_mwh = inputs["heat_rate_mmbtu_per_mwh"] + max_natural_gas_consumption = system_capacity * heat_rate_mmbtu_per_mwh + + # electrical demand, saturated at maximum rated system capacity + electricity_demand = np.where( + inputs["electricity_demand"] > system_capacity, + system_capacity, + inputs["electricity_demand"], + ) + natural_gas_demand = electricity_demand * heat_rate_mmbtu_per_mwh + + # available feedstock, saturated at maximum system feedstock consumption + natural_gas_available = np.where( + inputs["natural_gas_in"] > max_natural_gas_consumption, + max_natural_gas_consumption, + inputs["natural_gas_in"], + ) + + # natural gas consumed is minimum between available feedstock and output demand + natural_gas_consumed = np.minimum.reduce([natural_gas_demand, natural_gas_available]) - # Convert natural gas input to electricity output using heat rate - electricity_out = natural_gas_in / heat_rate_mmbtu_per_mwh + # Convert natural gas consumption to electricity output using heat rate + electricity_out = natural_gas_consumed / heat_rate_mmbtu_per_mwh outputs["electricity_out"] = electricity_out - outputs["natural_gas_consumed"] = natural_gas_in + outputs["natural_gas_consumed"] = natural_gas_consumed @define @@ -125,7 +169,7 @@ class NaturalGasCostModelConfig(CostModelBaseConfig): turbines (NGCT) and natural gas combined cycle (NGCC) plants. Attributes: - plant_capacity_mw (float | int): Plant capacity in MW. + system_capacity (float | int): Plant capacity in MW. capex_per_kw (float|int): Capital cost per unit capacity in $/kW. This includes all equipment, installation, and construction costs. @@ -147,7 +191,7 @@ class NaturalGasCostModelConfig(CostModelBaseConfig): cost_year (int): Dollar year corresponding to input costs. """ - plant_capacity_mw: float | int = field(validator=gt_zero) + system_capacity_mw: float | int = field(validator=gt_zero) capex_per_kw: float | int = field(validator=gte_zero) fixed_opex_per_kw_per_year: float | int = field(validator=gte_zero) variable_opex_per_mwh: float | int = field(validator=gte_zero) @@ -171,7 +215,7 @@ class NaturalGasCostModel(CostModelBaseClass): 3. Variable O&M: variable_opex_per_mwh * delivered_electricity_MWh Inputs: - plant_capacity_mw (float): Plant capacity in MW + system_capacity (float): Natural gas plant capacity in MW electricity_out (array): Hourly electricity output in MW from performance model capex_per_kw (float): Capital cost per unit capacity in $/kW fixed_opex_per_kw_per_year (float): Fixed operating expenses per unit capacity in $/kW/year @@ -194,8 +238,8 @@ def setup(self): # Add inputs specific to the cost model with config values as defaults self.add_input( - "plant_capacity_mw", - val=self.config.plant_capacity_mw, + "system_capacity", + val=self.config.system_capacity_mw, units="MW", desc="Natural gas plant capacity", ) @@ -235,11 +279,11 @@ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): """ Compute capital and operating costs for the natural gas plant. """ - plant_capacity_kw = inputs["plant_capacity_mw"][0] * 1000 # Convert MW to kW + plant_capacity_kw = inputs["system_capacity"] * 1000 # Convert MW to kW electricity_out = inputs["electricity_out"] # MW hourly profile - capex_per_kw = inputs["capex_per_kw"][0] - fixed_opex_per_kw_per_year = inputs["fixed_opex_per_kw_per_year"][0] - variable_opex_per_mwh = inputs["variable_opex_per_mwh"][0] + capex_per_kw = inputs["capex_per_kw"] + fixed_opex_per_kw_per_year = inputs["fixed_opex_per_kw_per_year"] + variable_opex_per_mwh = inputs["variable_opex_per_mwh"] # Sum hourly electricity output to get annual generation # electricity_out is in MW, so sum gives MWh for hourly data diff --git a/h2integrate/converters/natural_gas/test/test_natural_gas_models.py b/h2integrate/converters/natural_gas/test/test_natural_gas_models.py index 4f10cf834..9246213a1 100644 --- a/h2integrate/converters/natural_gas/test/test_natural_gas_models.py +++ b/h2integrate/converters/natural_gas/test/test_natural_gas_models.py @@ -14,6 +14,7 @@ def ngcc_performance_params(): """Natural Gas Combined Cycle performance parameters.""" tech_params = { "heat_rate_mmbtu_per_mwh": 7.5, # MMBtu/MWh - typical for NGCC + "system_capacity_mw": 100, } return tech_params @@ -23,6 +24,7 @@ def ngct_performance_params(): """Natural Gas Combustion Turbine performance parameters.""" tech_params = { "heat_rate_mmbtu_per_mwh": 11.5, # MMBtu/MWh - typical for NGCT + "system_capacity_mw": 50, } return tech_params @@ -35,7 +37,7 @@ def ngcc_cost_params(): "fixed_opex_per_kw_per_year": 10.0, # $/kW/year "variable_opex_per_mwh": 2.5, # $/MWh "heat_rate_mmbtu_per_mwh": 7.5, # MMBtu/MWh - "plant_capacity_mw": 100, # MW + "system_capacity_mw": 100, # MW "cost_year": 2023, } return cost_params @@ -49,7 +51,7 @@ def ngct_cost_params(): "fixed_opex_per_kw_per_year": 8.0, # $/kW/year "variable_opex_per_mwh": 3.0, # $/MWh "heat_rate_mmbtu_per_mwh": 11.5, # MMBtu/MWh - "plant_capacity_mw": 100, # MW + "system_capacity_mw": 100, # MW "cost_year": 2023, } return cost_params @@ -149,7 +151,7 @@ def test_ngcc_cost(ngcc_cost_params, subtests): } # Plant parameters for a 100 MW NGCC plant - plant_capacity_mw = 100_000 # 100 MW + system_capacity = 100.0 # 100 MW annual_generation_MWh = 700_000 # ~80% capacity factor # Create hourly electricity output that sums to annual generation @@ -165,7 +167,7 @@ def test_ngcc_cost(ngcc_cost_params, subtests): prob.setup() # Set inputs - prob.set_val("plant_capacity_mw", plant_capacity_mw) + prob.set_val("system_capacity", system_capacity) prob.set_val("electricity_out", electricity_out) prob.run_model() @@ -174,8 +176,8 @@ def test_ngcc_cost(ngcc_cost_params, subtests): cost_year = prob.get_val("cost_year") # Calculate expected values - expected_capex = ngcc_cost_params["capex_per_kw"] * plant_capacity_mw * 1000.0 - expected_fixed_om = ngcc_cost_params["fixed_opex_per_kw_per_year"] * plant_capacity_mw * 1000.0 + expected_capex = ngcc_cost_params["capex_per_kw"] * system_capacity * 1000.0 + expected_fixed_om = ngcc_cost_params["fixed_opex_per_kw_per_year"] * system_capacity * 1000.0 expected_variable_om = ngcc_cost_params["variable_opex_per_mwh"] * annual_generation_MWh expected_opex = expected_fixed_om + expected_variable_om @@ -198,7 +200,7 @@ def test_ngct_cost(ngct_cost_params, subtests): } # Plant parameters for a 50 MW NGCT plant - plant_capacity_mw = 50_000 # 50 MW + system_capacity = 50.0 # 50 MW annual_generation_MWh = 100_000 # ~23% capacity factor (peaking plant) # Create hourly electricity output that sums to annual generation @@ -214,7 +216,7 @@ def test_ngct_cost(ngct_cost_params, subtests): prob.setup() # Set inputs - prob.set_val("plant_capacity_mw", plant_capacity_mw) + prob.set_val("system_capacity", system_capacity) prob.set_val("electricity_out", electricity_out) prob.run_model() @@ -223,8 +225,8 @@ def test_ngct_cost(ngct_cost_params, subtests): cost_year = prob.get_val("cost_year") # Calculate expected values - expected_capex = ngct_cost_params["capex_per_kw"] * plant_capacity_mw * 1000.0 - expected_fixed_om = ngct_cost_params["fixed_opex_per_kw_per_year"] * plant_capacity_mw * 1000.0 + expected_capex = ngct_cost_params["capex_per_kw"] * system_capacity * 1000.0 + expected_fixed_om = ngct_cost_params["fixed_opex_per_kw_per_year"] * system_capacity * 1000.0 expected_variable_om = ngct_cost_params["variable_opex_per_mwh"] * annual_generation_MWh expected_opex = expected_fixed_om + expected_variable_om @@ -236,3 +238,53 @@ def test_ngct_cost(ngct_cost_params, subtests): with subtests.test("NGCT Cost Year"): assert cost_year == ngct_cost_params["cost_year"] + + +def test_ngcc_performance_demand(ngcc_performance_params, subtests): + """Test NGCC performance model with typical operating conditions.""" + tech_config_dict = { + "model_inputs": { + "performance_parameters": ngcc_performance_params, + } + } + + # Create a simple natural gas input profile (constant 750 MMBtu/h for 100 MW plant) + natural_gas_input = np.full(8760, 750.0) # MMBtu + electricity_demand_section = np.linspace( + 0, 1.2 * ngcc_performance_params["system_capacity_mw"], 12 + ) + electricity_demand_MW = np.tile(electricity_demand_section, 730) + + prob = om.Problem() + perf_comp = NaturalGasPerformanceModel( + plant_config=get_plant_config(), + tech_config=tech_config_dict, + ) + + prob.model.add_subsystem("ng_perf", perf_comp, promotes=["*"]) + prob.setup() + + # Set the natural gas input + prob.set_val("natural_gas_in", natural_gas_input) + prob.set_val("electricity_demand", electricity_demand_MW) + prob.run_model() + + electricity_out = prob.get_val("electricity_out") + + with subtests.test("NGCC Electricity Output"): + # Expected: 750 MMBtu / 7.5 MMBtu/MWh = 100 MW + expected_output_ng = natural_gas_input / ngcc_performance_params["heat_rate_mmbtu_per_mwh"] + expected_output_elec = np.where( + electricity_demand_MW > ngcc_performance_params["system_capacity_mw"], + ngcc_performance_params["system_capacity_mw"], + electricity_demand_MW, + ) + expected_output = np.minimum.reduce([expected_output_ng, expected_output_elec]) + assert pytest.approx(electricity_out, rel=1e-6) == expected_output + + with subtests.test("NGCC Max Output"): + # Check average output is 100 MW + assert ( + pytest.approx(np.max(electricity_out), rel=1e-6) + == ngcc_performance_params["system_capacity_mw"] + ) diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index d54e436c2..d8e8b1751 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -595,66 +595,117 @@ def test_natural_gas_example(subtests): model.run() model.post_process() + solar_aep = sum(model.prob.get_val("solar.electricity_out", units="kW")) + solar_bat_out_total = sum(model.prob.get_val("battery.electricity_out", units="kW")) + solar_curtailed_total = sum( + model.prob.get_val("battery.electricity_unused_commodity", units="kW") + ) - # Subtests for checking specific values + renewable_subgroup_total_electricity = model.prob.get_val( + "finance_subgroup_renewables.electricity_sum.total_electricity_produced", units="kW*h/year" + )[0] + electricity_subgroup_total_electricity = model.prob.get_val( + "finance_subgroup_electricity.electricity_sum.total_electricity_produced", units="kW*h/year" + )[0] + natural_gas_subgroup_total_electricity = model.prob.get_val( + "finance_subgroup_natural_gas.electricity_sum.total_electricity_produced", units="kW*h/year" + )[0] + + # NOTE: battery output power is not included in any of the financials + + pre_ng_missed_load = model.prob.get_val("battery.electricity_unmet_demand", units="kW") + ng_electricity_demand = model.prob.get_val("natural_gas_plant.electricity_demand", units="kW") + ng_electricity_production = model.prob.get_val("natural_gas_plant.electricity_out", units="kW") + bat_init_charge = 200000.0 * 0.1 # max capacity in kW and initial charge rate percentage + + with subtests.test( + "Check solar AEP is greater than battery output (solar oversized relative to demand" + ): + assert solar_aep > solar_bat_out_total + + with subtests.test( + "Check battery outputs against battery inputs (solar oversized relative to demand" + ): + assert ( + pytest.approx(solar_bat_out_total + solar_curtailed_total, abs=bat_init_charge) + == solar_aep + ) + + with subtests.test("Check solar AEP equals total electricity for renewables subgroup"): + assert pytest.approx(solar_aep, rel=1e-6) == renewable_subgroup_total_electricity + + with subtests.test("Check natural gas AEP equals total electricity for natural_gas subgroup"): + assert ( + pytest.approx(sum(ng_electricity_production), rel=1e-6) + == natural_gas_subgroup_total_electricity + ) + + with subtests.test( + "Check natural gas + solar AEP equals total electricity for electricity subgroup" + ): + assert ( + pytest.approx(electricity_subgroup_total_electricity, rel=1e-6) + == sum(ng_electricity_production) + solar_aep + ) - with subtests.test("Check CapEx"): + with subtests.test("Check missed load is natural gas plant electricity demand"): + assert pytest.approx(ng_electricity_demand, rel=1e-6) == pre_ng_missed_load + + with subtests.test("Check natural_gas_plant electricity out equals demand"): + assert pytest.approx(ng_electricity_demand, rel=1e-6) == ng_electricity_production + + # Subtests for checking specific values + with subtests.test("Check Natural Gas CapEx"): capex = model.prob.get_val("natural_gas_plant.CapEx")[0] assert pytest.approx(capex, rel=1e-6) == 1e8 - with subtests.test("Check OpEx"): - fopex = model.prob.get_val("natural_gas_plant.OpEx")[0] - vopex = model.prob.get_val("natural_gas_plant.VarOpEx")[0] - opex = fopex + vopex - assert pytest.approx(opex, rel=1e-6) == 1292000.0 + with subtests.test("Check Natural Gas OpEx"): + opex = model.prob.get_val("natural_gas_plant.OpEx")[0] + assert pytest.approx(opex, rel=1e-6) == 2243167.24525 with subtests.test("Check total electricity produced"): - total_electricity = model.prob.get_val( - "finance_subgroup_default.electricity_sum.total_electricity_produced" - )[0] - assert pytest.approx(total_electricity, rel=1e-6) == 1.168e8 + assert pytest.approx(natural_gas_subgroup_total_electricity, rel=1e-6) == 497266898.10354495 with subtests.test("Check opex adjusted ng_feedstock"): opex_ng_feedstock = model.prob.get_val( - "finance_subgroup_default.varopex_adjusted_ng_feedstock" + "finance_subgroup_natural_gas.varopex_adjusted_ng_feedstock" + # "finance_subgroup_natural_gas.opex_adjusted_ng_feedstock" )[0] - assert pytest.approx(opex_ng_feedstock, rel=1e-6) == 3589463.41463415 + assert pytest.approx(opex_ng_feedstock, rel=1e-6) == 15281860.770986987 with subtests.test("Check capex adjusted natural_gas_plant"): capex_ng_plant = model.prob.get_val( - "finance_subgroup_default.capex_adjusted_natural_gas_plant" + "finance_subgroup_natural_gas.capex_adjusted_natural_gas_plant" )[0] assert pytest.approx(capex_ng_plant, rel=1e-6) == 97560975.60975611 with subtests.test("Check opex adjusted natural_gas_plant"): - fopex_ng_plant = model.prob.get_val( - "finance_subgroup_default.opex_adjusted_natural_gas_plant" + opex_ng_plant = model.prob.get_val( + "finance_subgroup_natural_gas.opex_adjusted_natural_gas_plant" )[0] - vopex_ng_plant = model.prob.get_val( - "finance_subgroup_default.varopex_adjusted_natural_gas_plant" - )[0] - opex_ng_plant = vopex_ng_plant + fopex_ng_plant - assert pytest.approx(opex_ng_plant, rel=1e-6) == 1260487.80487805 + assert pytest.approx(opex_ng_plant, rel=1e-6) == 2188455.8490330363 - with subtests.test("Check total adjusted CapEx"): - total_capex = model.prob.get_val("finance_subgroup_default.total_capex_adjusted")[0] + with subtests.test("Check total adjusted CapEx for natural gas subgroup"): + total_capex = model.prob.get_val("finance_subgroup_natural_gas.total_capex_adjusted")[0] assert pytest.approx(total_capex, rel=1e-6) == 97658536.58536586 - with subtests.test("Check total adjusted OpEx"): - total_fopex = model.prob.get_val("finance_subgroup_default.total_opex_adjusted")[0] - total_vopex = model.prob.get_val("finance_subgroup_default.total_varopex_adjusted")[0] - total_opex = total_fopex + total_vopex - assert pytest.approx(total_opex, rel=1e-6) == 4849951.2195122 + with subtests.test("Check LCOE (natural gas plant)"): + lcoe_ng = model.prob.get_val("finance_subgroup_natural_gas.LCOE")[0] + assert pytest.approx(lcoe_ng, rel=1e-6) == 0.05811033466 - with subtests.test("Check LCOE"): - lcoe = model.prob.get_val("finance_subgroup_default.LCOE")[0] - assert pytest.approx(lcoe, rel=1e-6) == 0.12959097 + with subtests.test("Check LCOE (renewables plant)"): + lcoe_re = model.prob.get_val("finance_subgroup_renewables.LCOE")[0] + assert pytest.approx(lcoe_re, rel=1e-6) == 0.07102560120 + + with subtests.test("Check LCOE (renewables and natural gas plant)"): + lcoe_tot = model.prob.get_val("finance_subgroup_electricity.LCOE")[0] + assert pytest.approx(lcoe_tot, rel=1e-6) == 0.063997927290 # Test feedstock-specific values with subtests.test("Check feedstock output"): ng_output = model.prob.get_val("ng_feedstock_source.natural_gas_out") # Should be rated capacity (100 MMBtu) for all timesteps - assert all(ng_output == 100.0) + assert all(ng_output == 750.0) with subtests.test("Check feedstock consumption"): ng_consumed = model.prob.get_val("ng_feedstock.natural_gas_consumed") @@ -685,6 +736,16 @@ def test_wind_solar_electrolyzer_example(subtests): model.run() model.post_process() + + wind_aep = sum(model.prob.get_val("wind.electricity_out", units="kW")) + solar_aep = sum(model.prob.get_val("solar.electricity_out", units="kW")) + total_aep = model.prob.get_val( + "finance_subgroup_electricity.electricity_sum.total_electricity_produced", units="kW*h/year" + )[0] + + with subtests.test("Check total energy production"): + assert pytest.approx(wind_aep + solar_aep, rel=1e-6) == total_aep + with subtests.test("Check LCOE"): assert ( pytest.approx( @@ -870,6 +931,15 @@ def test_simple_dispatch_example(subtests): model.post_process() + wind_aep = sum(model.prob.get_val("wind.electricity_out", units="kW")) + aep_for_finance = model.prob.get_val( + "finance_subgroup_electricity.total_electricity_produced", units="kW*h/year" + )[0] + battery_init_energy = 30000.0 * 0.25 # max capacity in kW and initial charge rate percentage + + with subtests.test("Check electricity is not double counted"): + assert aep_for_finance <= wind_aep + battery_init_energy + # Test battery storage functionality with subtests.test("Check battery SOC bounds"): soc = model.prob.get_val("battery.electricity_soc") From b8e02e1d7769a31ecc72c3689117f099c97d7c46 Mon Sep 17 00:00:00 2001 From: John Jasa Date: Tue, 11 Nov 2025 21:15:24 -0600 Subject: [PATCH 53/79] Improving the readability of the `post_process` method (#361) * Removing the need for boundaries * WIP: checkpointing potential print changes * Using rich instead, looks nice * Using rich instead, looks nice * Cleaned up printing a bit * Moved method to function * Removed extra lines from plant_configs * Apply suggestions from code review Co-authored-by: Rob Hammond <13874373+RHammond2@users.noreply.github.com> * Fixes based on input * Added back solar resource after merge * Added back solar resource after merge --------- Co-authored-by: Rob Hammond <13874373+RHammond2@users.noreply.github.com> --- CHANGELOG.md | 2 + .../01_onshore_steel_mn/plant_config.yaml | 12 -- examples/02_texas_ammonia/plant_config.yaml | 12 -- .../co2_hydrogenation/plant_config_co2h.yaml | 12 -- .../plant_config_co2h.yaml | 12 -- .../03_methanol/smr/plant_config_smr.yaml | 12 -- examples/04_geo_h2/plant_config.yaml | 19 --- examples/05_wind_h2_opt/plant_config.yaml | 12 -- examples/06_custom_tech/plant_config.yaml | 12 -- .../07_run_of_river_plant/plant_config.yaml | 12 -- .../08_wind_electrolyzer/plant_config.yaml | 13 -- .../direct_ocean_capture/plant_config.yaml | 12 -- .../plant_config.yaml | 12 -- .../plant_config_financials.yaml | 12 -- examples/10_electrolyzer_om/plant_config.yaml | 11 -- .../11_hybrid_energy_plant/plant_config.yaml | 12 -- examples/12_ammonia_synloop/plant_config.yaml | 12 -- examples/13_air_separator/plant_config.yaml | 12 -- .../inputs/plant_config.yaml | 12 +- .../plant_config.yaml | 12 -- examples/16_natural_gas/plant_config.yaml | 11 -- .../17_splitter_wind_doc_h2/plant_config.yaml | 12 -- .../plant_config.yaml | 12 -- examples/19_simple_dispatch/plant_config.yaml | 12 -- .../plant_config.yaml | 13 -- h2integrate/core/h2integrate_model.py | 14 +- h2integrate/core/inputs/plant_schema.yaml | 2 +- h2integrate/core/utilities.py | 149 ++++++++++++++++++ pyproject.toml | 1 + 29 files changed, 164 insertions(+), 299 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index b22b2cdce..3097da93d 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -23,6 +23,8 @@ - Add feature for natural gas plant converter to take electricity demand as an input and added system capacity as an input - Added wind resource model for API calls to Open-Meteo archive - Added `load_yaml()` function and flexibility to input a config dictionary to H2IntegrateModel rather than a filepath +- Removed `boundaries` from the necessary keys in `plant_config` validation +- Improved the readability of the postprocessing printout ## 0.4.0 [October 1, 2025] diff --git a/examples/01_onshore_steel_mn/plant_config.yaml b/examples/01_onshore_steel_mn/plant_config.yaml index e7fd38ea7..04213bdd0 100644 --- a/examples/01_onshore_steel_mn/plant_config.yaml +++ b/examples/01_onshore_steel_mn/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 47.5233 longitude: -92.5366 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - # array of arrays containing left-to-right technology # interconnections; can support bidirectional connections # with the reverse definition. diff --git a/examples/02_texas_ammonia/plant_config.yaml b/examples/02_texas_ammonia/plant_config.yaml index 937b1e03d..48cbe8620 100644 --- a/examples/02_texas_ammonia/plant_config.yaml +++ b/examples/02_texas_ammonia/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 47.5233 longitude: -92.5366 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - # array of arrays containing left-to-right technology # interconnections; can support bidirectional connections # with the reverse definition. diff --git a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml index f3f766b4d..39c4a7e89 100644 --- a/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation/plant_config_co2h.yaml @@ -5,18 +5,6 @@ site: latitude: 32.34 longitude: -98.27 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - # array of arrays containing left-to-right technology # interconnections; can support bidirectional connections # with the reverse definition. diff --git a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml index 9b83cb92b..a6ff0e07b 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/plant_config_co2h.yaml @@ -5,18 +5,6 @@ site: latitude: 29.2 longitude: -94.6 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - # this will naturally grow as we mature the interconnected tech technology_interconnections: [ ["hopp", "electricity_splitter", "electricity", "cable"], diff --git a/examples/03_methanol/smr/plant_config_smr.yaml b/examples/03_methanol/smr/plant_config_smr.yaml index e39c23243..a840aeead 100644 --- a/examples/03_methanol/smr/plant_config_smr.yaml +++ b/examples/03_methanol/smr/plant_config_smr.yaml @@ -5,18 +5,6 @@ site: latitude: 32.34 longitude: -98.27 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - # array of arrays containing left-to-right technology # interconnections; can support bidirectional connections # with the reverse definition. diff --git a/examples/04_geo_h2/plant_config.yaml b/examples/04_geo_h2/plant_config.yaml index 1c2dcc1c3..4ab51d89c 100644 --- a/examples/04_geo_h2/plant_config.yaml +++ b/examples/04_geo_h2/plant_config.yaml @@ -5,24 +5,5 @@ site: latitude: 32.34 longitude: -98.27 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - -# array of arrays containing left-to-right technology -# interconnections; can support bidirectional connections -# with the reverse definition. -# this will naturally grow as we mature the interconnected tech -technology_interconnections: [ -] - plant: plant_life: 30 diff --git a/examples/05_wind_h2_opt/plant_config.yaml b/examples/05_wind_h2_opt/plant_config.yaml index 944d6511e..8242aaa3a 100644 --- a/examples/05_wind_h2_opt/plant_config.yaml +++ b/examples/05_wind_h2_opt/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 35.2018863 longitude: -101.945027 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - resources: wind_resource: resource_model: "wind_toolkit_v2_api" diff --git a/examples/06_custom_tech/plant_config.yaml b/examples/06_custom_tech/plant_config.yaml index 83d2c8fda..eba73ba0f 100644 --- a/examples/06_custom_tech/plant_config.yaml +++ b/examples/06_custom_tech/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 35.2018863 longitude: -101.945027 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - resources: wind_resource: resource_model: "wind_toolkit_v2_api" diff --git a/examples/07_run_of_river_plant/plant_config.yaml b/examples/07_run_of_river_plant/plant_config.yaml index 782024b27..200524f70 100644 --- a/examples/07_run_of_river_plant/plant_config.yaml +++ b/examples/07_run_of_river_plant/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 32.34 longitude: -98.27 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - resources: river_resource: resource_model: "river_resource" diff --git a/examples/08_wind_electrolyzer/plant_config.yaml b/examples/08_wind_electrolyzer/plant_config.yaml index 841d53674..1a95b6d03 100644 --- a/examples/08_wind_electrolyzer/plant_config.yaml +++ b/examples/08_wind_electrolyzer/plant_config.yaml @@ -5,19 +5,6 @@ site: latitude: 35.2018863 longitude: -101.945027 - - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - resources: wind_resource: resource_model: "wind_toolkit_v2_api" diff --git a/examples/09_co2/direct_ocean_capture/plant_config.yaml b/examples/09_co2/direct_ocean_capture/plant_config.yaml index 132897ae2..19e9661d6 100644 --- a/examples/09_co2/direct_ocean_capture/plant_config.yaml +++ b/examples/09_co2/direct_ocean_capture/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 43.807 longitude: -124.816 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - plant: plant_life: 30 diff --git a/examples/09_co2/ocean_alkalinity_enhancement/plant_config.yaml b/examples/09_co2/ocean_alkalinity_enhancement/plant_config.yaml index cec912b9b..e579b1b4e 100644 --- a/examples/09_co2/ocean_alkalinity_enhancement/plant_config.yaml +++ b/examples/09_co2/ocean_alkalinity_enhancement/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 43.807 longitude: -124.816 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - plant: plant_life: 30 diff --git a/examples/09_co2/ocean_alkalinity_enhancement_financials/plant_config_financials.yaml b/examples/09_co2/ocean_alkalinity_enhancement_financials/plant_config_financials.yaml index fb6d6caa6..8a6cf11e0 100644 --- a/examples/09_co2/ocean_alkalinity_enhancement_financials/plant_config_financials.yaml +++ b/examples/09_co2/ocean_alkalinity_enhancement_financials/plant_config_financials.yaml @@ -5,18 +5,6 @@ site: latitude: 48.153889 longitude: -122.774111 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - plant: plant_life: 20 diff --git a/examples/10_electrolyzer_om/plant_config.yaml b/examples/10_electrolyzer_om/plant_config.yaml index 45e7dcf88..45d1739a0 100644 --- a/examples/10_electrolyzer_om/plant_config.yaml +++ b/examples/10_electrolyzer_om/plant_config.yaml @@ -5,17 +5,6 @@ site: latitude: 35.2018863 longitude: -101.945027 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] resources: wind_resource: resource_model: "wind_toolkit_v2_api" diff --git a/examples/11_hybrid_energy_plant/plant_config.yaml b/examples/11_hybrid_energy_plant/plant_config.yaml index 6112af41c..3e5860f11 100644 --- a/examples/11_hybrid_energy_plant/plant_config.yaml +++ b/examples/11_hybrid_energy_plant/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 30.6617 longitude: -101.7096 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - plant: plant_life: 30 diff --git a/examples/12_ammonia_synloop/plant_config.yaml b/examples/12_ammonia_synloop/plant_config.yaml index 9a3c790b0..c0cf7d229 100644 --- a/examples/12_ammonia_synloop/plant_config.yaml +++ b/examples/12_ammonia_synloop/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 47.5233 longitude: -92.5366 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - # array of arrays containing left-to-right technology # interconnections; can support bidirectional connections # with the reverse definition. diff --git a/examples/13_air_separator/plant_config.yaml b/examples/13_air_separator/plant_config.yaml index 3f87e9cb8..aa2d82924 100644 --- a/examples/13_air_separator/plant_config.yaml +++ b/examples/13_air_separator/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 47.5233 longitude: -92.5366 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - # array of arrays containing left-to-right technology # interconnections; can support bidirectional connections # with the reverse definition. diff --git a/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml b/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml index 4e5eea316..d2dab7bb4 100644 --- a/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml +++ b/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml @@ -5,17 +5,7 @@ site: latitude: 35.2018863 longitude: -101.945027 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] + resources: wind_resource: resource_model: "wind_toolkit_v2_api" diff --git a/examples/15_wind_solar_electrolyzer/plant_config.yaml b/examples/15_wind_solar_electrolyzer/plant_config.yaml index 009d59ebf..60e96866e 100644 --- a/examples/15_wind_solar_electrolyzer/plant_config.yaml +++ b/examples/15_wind_solar_electrolyzer/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 30.6617 longitude: -101.7096 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - resources: wind_resource: resource_model: "wind_toolkit_v2_api" diff --git a/examples/16_natural_gas/plant_config.yaml b/examples/16_natural_gas/plant_config.yaml index bec757b77..efeca8c24 100644 --- a/examples/16_natural_gas/plant_config.yaml +++ b/examples/16_natural_gas/plant_config.yaml @@ -6,17 +6,6 @@ site: longitude: -98.27 year: 2013 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] resources: solar_resource: resource_model: "goes_aggregated_solar_v4_api" diff --git a/examples/17_splitter_wind_doc_h2/plant_config.yaml b/examples/17_splitter_wind_doc_h2/plant_config.yaml index c6d23776f..aa556734e 100644 --- a/examples/17_splitter_wind_doc_h2/plant_config.yaml +++ b/examples/17_splitter_wind_doc_h2/plant_config.yaml @@ -6,18 +6,6 @@ site: longitude: -124.816 elevation_m: 439.0 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - plant: plant_life: 30 grid_connection: False # option, can be turned on or off diff --git a/examples/18_pyomo_heuristic_dispatch/plant_config.yaml b/examples/18_pyomo_heuristic_dispatch/plant_config.yaml index 65d70216d..b7c2897f9 100644 --- a/examples/18_pyomo_heuristic_dispatch/plant_config.yaml +++ b/examples/18_pyomo_heuristic_dispatch/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 35.2018863 longitude: -101.945027 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - resources: wind_resource: resource_model: "wind_toolkit_v2_api" diff --git a/examples/19_simple_dispatch/plant_config.yaml b/examples/19_simple_dispatch/plant_config.yaml index 8e6614e05..3e0750376 100644 --- a/examples/19_simple_dispatch/plant_config.yaml +++ b/examples/19_simple_dispatch/plant_config.yaml @@ -5,18 +5,6 @@ site: latitude: 35.2018863 longitude: -101.945027 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - resources: wind_resource: resource_model: "wind_toolkit_v2_api" diff --git a/examples/20_solar_electrolyzer_doe/plant_config.yaml b/examples/20_solar_electrolyzer_doe/plant_config.yaml index 4994333bc..a4dfb69f9 100644 --- a/examples/20_solar_electrolyzer_doe/plant_config.yaml +++ b/examples/20_solar_electrolyzer_doe/plant_config.yaml @@ -6,19 +6,6 @@ site: longitude: -102.75 year: 2012 - # array of polygons defining boundaries with x/y coords - boundaries: [ - { - x: [0.0, 1000.0, 1000.0, 0.0], - y: [0.0, 0.0, 100.0, 1000.0], - }, - { - x: [2000.0, 2500.0, 2000.0], - y: [2000.0, 2000.0, 2500.0], - } - ] - - resources: solar_resource: resource_model: "goes_aggregated_solar_v4_api" diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index 942c81dec..bcc132d93 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -4,7 +4,13 @@ import openmdao.api as om import matplotlib.pyplot as plt -from h2integrate.core.utilities import get_path, find_file, load_yaml, create_xdsm_from_config +from h2integrate.core.utilities import ( + get_path, + find_file, + load_yaml, + print_results, + create_xdsm_from_config, +) from h2integrate.finances.finances import AdjustedCapexOpexComp from h2integrate.core.resource_summer import ElectricitySumComp from h2integrate.core.supported_models import supported_models, electricity_producing_techs @@ -1148,9 +1154,9 @@ def post_process(self, show_plots=False): Also, if `show_plots` is set to True, then any performance models with post-processing plots available will be run and shown. """ - - self.prob.model.list_inputs(units=True, print_mean=True, excludes=["*resource_data"]) - self.prob.model.list_outputs(units=True, print_mean=True, excludes=["*resource_data"]) + # Use custom summary printer instead of OpenMDAO's built-in printing so we can + # suppress internal value printing and display only mean values. + print_results(self.prob.model, excludes=["*resource_data"]) for model in self.performance_models: if hasattr(model, "post_process") and callable(model.post_process): diff --git a/h2integrate/core/inputs/plant_schema.yaml b/h2integrate/core/inputs/plant_schema.yaml index b5616e235..1f91affe1 100644 --- a/h2integrate/core/inputs/plant_schema.yaml +++ b/h2integrate/core/inputs/plant_schema.yaml @@ -44,7 +44,7 @@ properties: type: number description: Y coordinates of the boundary polygon required: ["x", "y"] - required: ["latitude", "longitude", "boundaries"] + required: ["latitude", "longitude"] plant: type: object properties: diff --git a/h2integrate/core/utilities.py b/h2integrate/core/utilities.py index a63324fcb..bff78344b 100644 --- a/h2integrate/core/utilities.py +++ b/h2integrate/core/utilities.py @@ -729,3 +729,152 @@ def check_file_format_for_csv_generator( new_file.close() return new_fpath + + +def print_results(model, includes=None, excludes=None, show_units=True): + """Print hierarchical inputs plus explicit/implicit outputs (means only) using Rich. + + Order of rows preserves OpenMDAO's original ordering from list_inputs/list_outputs. + Group rows are emitted lazily the first time a variable within that path appears. + """ + + def _gather_outputs(explicit=True, implicit=False): + return model.list_outputs( + explicit=explicit, + implicit=implicit, + val=True, + prom_name=True, + units=show_units, + shape=True, + includes=includes, + excludes=excludes, + out_stream=None, + return_format="list", + ) + + explicit_meta = _gather_outputs(explicit=True, implicit=False) + implicit_meta = _gather_outputs(explicit=False, implicit=True) + + # Gather inputs (no explicit/implicit split in OpenMDAO API) + input_meta = model.list_inputs( + val=True, + prom_name=True, + units=show_units, + shape=True, + includes=includes, + excludes=excludes, + out_stream=None, + return_format="list", + ) + + def _mean(val): + if isinstance(val, np.ndarray): + return "nan" if val.size == 0 else f"{np.mean(val)}" + if isinstance(val, (int, float, np.number)): + return f"{val}" + return "n/a" + + from rich import box + from rich.table import Table + from rich.console import Console + + console = Console() + + def _emit_section(title, meta_list, kind_label="outputs"): + if not meta_list: + return + console.print(f"\n{len(meta_list)} {title.lower()} {kind_label}:") + table = Table(show_header=True, header_style="bold", box=box.MINIMAL, pad_edge=False) + table.add_column("Variable", overflow="fold") + table.add_column("Mean", justify="right") + if show_units: + table.add_column("Units") + table.add_column("Shape") + table.add_column("Promoted name", overflow="fold") + + emitted_groups = set() + for abs_name, meta in meta_list: + parts = abs_name.split(".") + # emit group rows + for depth in range(len(parts) - 1): + grp_path = ".".join(parts[: depth + 1]) + if grp_path not in emitted_groups: + emitted_groups.add(grp_path) + indent = " " * depth + grp_name = parts[depth] + if show_units: + table.add_row(f"{indent}{grp_name}", "", "", "", "") + else: + table.add_row(f"{indent}{grp_name}", "", "", "") + var = parts[-1] + indent = " " * (len(parts) - 1) + mean_raw = _mean(meta.get("val")) + try: + val = float(mean_raw) + if abs(val) >= 1e5: + mean_val = f"{val:,.2f}" + else: + mean_val = f"{val:,.4f}" + except (ValueError, TypeError): + mean_val = str(mean_raw) + units_val = ( + "n/a" + if (var == "cost_year" or meta.get("units") is None) + else str(meta.get("units")) + if show_units + else "" + ) + shape_meta = meta.get("shape", "") + if var == "cost_year": + shape_str = "n/a" + elif isinstance(shape_meta, (tuple, list)) and len(shape_meta) > 0: + shape_str = str(shape_meta[0]) + else: + shape_str = "" if shape_meta in (None, "", ()) else str(shape_meta) + promoted = meta.get("prom_name", "") + if show_units: + table.add_row(f"{indent}{var}", mean_val, units_val, shape_str, promoted) + else: + table.add_row(f"{indent}{var}", mean_val, shape_str, promoted) + console.print(table) + + # Emit sections (inside function scope) + _emit_section("Explicit", input_meta, kind_label="inputs") + _emit_section("Explicit", explicit_meta, kind_label="outputs") + _emit_section("Implicit", implicit_meta, kind_label="outputs") + + # structured return + def _structured(meta_list): + return { + name: { + "mean": _mean(meta.get("val")), + **( + { + "units": ( + "n/a" + if name.split(".")[-1] == "cost_year" or meta.get("units") is None + else meta.get("units") + ) + } + if show_units + else {} + ), + "shape": ( + "n/a" + if name.split(".")[-1] == "cost_year" + else meta.get("shape")[0] + if isinstance(meta.get("shape"), (tuple, list)) and len(meta.get("shape")) > 0 + else "" + if meta.get("shape") in (None, "", ()) + else meta.get("shape") + ), + "promoted_name": meta.get("prom_name"), + } + for name, meta in meta_list + } + + return { + "inputs": _structured(input_meta), + "explicit_outputs": _structured(explicit_meta), + "implicit_outputs": _structured(implicit_meta), + } diff --git a/pyproject.toml b/pyproject.toml index 0ffbb4209..fabbfb467 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -59,6 +59,7 @@ dependencies = [ "openmeteo-requests", "geopy", "pyDOE3", + "rich>=13.7.0", "requests-cache", "retry_requests", ] From ce48da3e839473f754e621e61b4b98130e9d9236 Mon Sep 17 00:00:00 2001 From: Jonathan Martin <94018654+jmartin4nrel@users.noreply.github.com> Date: Wed, 12 Nov 2025 13:08:29 -0700 Subject: [PATCH 54/79] Fixing ammonia stoichiometry (#363) * Fixing ammonia stoichiometry * Updating changelog * Removing size_mode --------- Co-authored-by: John Jasa --- CHANGELOG.md | 1 + .../converters/ammonia/ammonia_synloop.py | 8 ++-- .../test/test_ammonia_synloop_model.py | 37 ++++++++++++------- tests/h2integrate/test_all_examples.py | 6 +-- 4 files changed, 31 insertions(+), 21 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 3097da93d..edc4c0109 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -23,6 +23,7 @@ - Add feature for natural gas plant converter to take electricity demand as an input and added system capacity as an input - Added wind resource model for API calls to Open-Meteo archive - Added `load_yaml()` function and flexibility to input a config dictionary to H2IntegrateModel rather than a filepath +- Fixed stoichiometry mistake in ammonia synloop - Removed `boundaries` from the necessary keys in `plant_config` validation - Improved the readability of the postprocessing printout diff --git a/h2integrate/converters/ammonia/ammonia_synloop.py b/h2integrate/converters/ammonia/ammonia_synloop.py index 3a48576e3..f2f53f545 100644 --- a/h2integrate/converters/ammonia/ammonia_synloop.py +++ b/h2integrate/converters/ammonia/ammonia_synloop.py @@ -180,11 +180,11 @@ def compute(self, inputs, outputs): # Calculate max NH3 production for each input feed_mw = x_h2_feed * H_MW * 2 + x_n2_feed * N_MW * 2 # g / mol - w_h2_feed = x_h2_feed * H_MW / feed_mw # kg H2 / kg feed gas + w_h2_feed = x_h2_feed * H_MW * 2 / feed_mw # kg H2 / kg feed gas h2_rate = w_h2_feed * ratio_feed # kg H2 / kg NH3 nh3_from_h2 = h2_in / h2_rate # kg nh3 / hr - w_n2_feed = x_n2_feed * N_MW / feed_mw # kg N2 / kg feed gas + w_n2_feed = x_n2_feed * N_MW * 2 / feed_mw # kg N2 / kg feed gas n2_rate = w_n2_feed * ratio_feed # kg N2 / kg NH3 nh3_from_n2 = n2_in / n2_rate # kg nh3 / hr @@ -210,10 +210,10 @@ def compute(self, inputs, outputs): # Calculate output in purge gas purge_mw = x_h2_purge * H_MW * 2 + x_n2_purge * N_MW * 2 # g / mol - w_h2_purge = x_h2_purge * H_MW / purge_mw # kg H2 / kg purge gas + w_h2_purge = x_h2_purge * H_MW * 2 / purge_mw # kg H2 / kg purge gas h2_purge = w_h2_purge * ratio_purge * nh3_prod # kg H2 / hr - w_n2_purge = x_n2_purge * H_MW / purge_mw # kg N2 / kg purge gas + w_n2_purge = x_n2_purge * H_MW * 2 / purge_mw # kg N2 / kg purge gas n2_purge = w_n2_purge * ratio_purge * nh3_prod # kg N2 / hr # Calculate catalyst mass diff --git a/h2integrate/converters/ammonia/test/test_ammonia_synloop_model.py b/h2integrate/converters/ammonia/test/test_ammonia_synloop_model.py index 418f799a1..61485227d 100644 --- a/h2integrate/converters/ammonia/test/test_ammonia_synloop_model.py +++ b/h2integrate/converters/ammonia/test/test_ammonia_synloop_model.py @@ -34,7 +34,7 @@ def make_synloop_config(): } -def test_ammonia_synloop_limiting_cases(): +def test_ammonia_synloop_limiting_cases(subtests): config = make_synloop_config() plant_info = { "simulation": { @@ -45,17 +45,17 @@ def test_ammonia_synloop_limiting_cases(): # Each test is a single array of 4 hours, each with a different limiting case # Case 1: N2 limiting - cap_mult = 5000 + cap_mult = 10.0e3 n2 = np.array([2.0, 5.0, 5.0, 5.0]) * cap_mult # Only first entry is N2 limiting h2 = np.array([2.0, 1.0, 2.0, 2.0]) * cap_mult # Second entry is H2 limiting - elec = np.array([0.006, 0.006, 0.003, 0.006]) * cap_mult # Third entry is electricity limiting + elec = np.array([0.006, 0.006, 0.001, 0.006]) * cap_mult # Third entry is electricity limiting # Fourth entry is capacity-limited expected_nh3 = np.array( [ 21520.21334466, # N2 limiting 49840.21632252, # H2 limiting - 28267.47285097, # Electricity limiting + 18844.98190065, # Electricity limiting 52777.6, # Capacity limiting ] ) @@ -71,14 +71,23 @@ def test_ammonia_synloop_limiting_cases(): nh3 = prob.get_val("synloop.ammonia_out") total = prob.get_val("synloop.total_ammonia_produced") - # Check NH3 output - assert np.allclose(nh3, expected_nh3, rtol=1e-6) - assert np.allclose(total, np.sum(expected_nh3), rtol=1e-6) + # Check individual NH3 output values + with subtests.test("N2 limiting"): + assert pytest.approx(nh3[0], rel=1e-6) == 21520.21334466 + assert pytest.approx(prob.get_val("synloop.limiting_input")[0]) == 0 - # Check limiting factors - # N2 limiting: index 0, H2 limiting: index 1, Electricity limiting: index 2 - # Capacity limiting: index 3 - assert pytest.approx(prob.get_val("synloop.limiting_input")[0]) == 0 - assert pytest.approx(prob.get_val("synloop.limiting_input")[1]) == 1 - assert pytest.approx(prob.get_val("synloop.limiting_input")[2]) == 2 - assert pytest.approx(prob.get_val("synloop.limiting_input")[3]) == 3 + with subtests.test("H2 limiting"): + assert pytest.approx(nh3[1], rel=1e-6) == 49840.21632252 + assert pytest.approx(prob.get_val("synloop.limiting_input")[1]) == 1 + + with subtests.test("Electricity limiting"): + assert pytest.approx(nh3[2], rel=1e-6) == 18844.98190065 + assert pytest.approx(prob.get_val("synloop.limiting_input")[2]) == 2 + + with subtests.test("Capacity limiting"): + assert pytest.approx(nh3[3], rel=1e-6) == 52777.6 + assert pytest.approx(prob.get_val("synloop.limiting_input")[3]) == 3 + + # Check total NH3 output + with subtests.test("Total ammonia"): + assert np.allclose(total, np.sum(expected_nh3), rtol=1e-6) diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index d8e8b1751..e91ecd742 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -182,7 +182,7 @@ def test_ammonia_synloop_example(subtests): assert pytest.approx(model.prob.get_val("ammonia.CapEx"), rel=1e-6) == 1.15173753e09 with subtests.test("Check ammonia OpEx"): - assert pytest.approx(model.prob.get_val("ammonia.OpEx"), rel=1e-6) == 25318447.90064406 + assert pytest.approx(model.prob.get_val("ammonia.OpEx"), rel=1e-4) == 25712447.0 with subtests.test("Check total adjusted CapEx"): assert ( @@ -197,7 +197,7 @@ def test_ammonia_synloop_example(subtests): pytest.approx( model.prob.get_val("finance_subgroup_nh3.total_opex_adjusted")[0], rel=1e-6 ) - == 78480154.4 + == 78873785.09009656 ) with subtests.test("Check LCOH"): @@ -209,7 +209,7 @@ def test_ammonia_synloop_example(subtests): with subtests.test("Check LCOA"): assert ( pytest.approx(model.prob.get_val("finance_subgroup_nh3.LCOA")[0], rel=1e-6) - == 1.067030996544544 + == 1.21777477635066 ) From eb1b9b357d52db53d3144caa32f768f0f936a186 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Thu, 13 Nov 2025 11:50:22 -0700 Subject: [PATCH 55/79] Minor bugfix to ProFAST output naming (#368) * minor fix to profast output naming * actually fixed output naming and added subtest to check --- h2integrate/finances/profast_base.py | 6 ++++-- h2integrate/finances/profast_lco.py | 2 +- tests/h2integrate/test_all_examples.py | 9 +++++++++ 3 files changed, 14 insertions(+), 3 deletions(-) diff --git a/h2integrate/finances/profast_base.py b/h2integrate/finances/profast_base.py index 227d5ffb2..67595b950 100644 --- a/h2integrate/finances/profast_base.py +++ b/h2integrate/finances/profast_base.py @@ -512,9 +512,11 @@ def setup(self): # Construct output name based on commodity and optional description # this is necessary to allow for financial subgroups self.description = ( - self.options["description"].strip() if "description" in self.options else "" + f"_{self.options['description'].strip()}" + if self.options["description"].strip() != "" + else "" ) - self.output_txt = f"{self.options['commodity_type'].lower()}_{self.description}" + self.output_txt = f"{self.options['commodity_type'].lower()}{self.description}" # Add model-specific outputs defined by subclass self.add_model_specific_outputs() diff --git a/h2integrate/finances/profast_lco.py b/h2integrate/finances/profast_lco.py index e18a44530..ccfde666c 100644 --- a/h2integrate/finances/profast_lco.py +++ b/h2integrate/finances/profast_lco.py @@ -151,7 +151,7 @@ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): pf_config_dict = dict_to_yaml_formatting(pf_config_dict) if save_config: - config_fpath = Path(output_dir) / f"{fbasename}config.yaml" + config_fpath = Path(output_dir) / f"{fbasename}_config.yaml" write_yaml(pf_config_dict, config_fpath) if save_results: diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index e91ecd742..b725b9f6e 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -121,6 +121,15 @@ def test_simple_ammonia_example(subtests): pytest.approx(model.prob.get_val("finance_subgroup_hydrogen.LCOH")[0], rel=1e-3) == 3.970 ) + + with subtests.test("Check price of hydrogen"): + assert ( + pytest.approx( + model.prob.get_val("finance_subgroup_hydrogen.price_hydrogen")[0], rel=1e-3 + ) + == 3.970 + ) + # Currently underestimated compared to the Reference Design Doc with subtests.test("Check LCOA"): assert ( From b21c0c0bab33de91a03a434521469ca173665980 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Fri, 14 Nov 2025 09:45:06 -0700 Subject: [PATCH 56/79] Decoupled H2 Storage Performance and Cost Models (#324) * split out h2 storage cost models * updated cost models and made h2 storage auto sizing model * updated h2 storage cost tests * updated example 12 and remaining models using old h2 storage * updated failing tests and removed old h2 storage model from supported models * moved and updated mch tests * added tests for mch wrapper but failing * intermediate change * updated and added tests for mch storage * added doc strings for MCH model * changed h2 storage autosizing and updated example input files * generalized h2 storage auto sizing * moved autosizing storage model * removed h2sam as model option * added docstrings and minor cleanups to h2_storage_cost * added docstrings and updated docs * fixed test_framework failing test * update h2 storage model names * added sizing_mode input to h2 cost models --------- Co-authored-by: John Jasa Co-authored-by: kbrunik <102193481+kbrunik@users.noreply.github.com> --- CHANGELOG.md | 2 + docs/technology_models/technology_overview.md | 11 +- .../01_onshore_steel_mn/plant_config.yaml | 1 - examples/01_onshore_steel_mn/tech_config.yaml | 21 +- examples/02_texas_ammonia/plant_config.yaml | 1 - examples/02_texas_ammonia/tech_config.yaml | 20 +- examples/12_ammonia_synloop/hb_inputs.csv | 1 - examples/12_ammonia_synloop/plant_config.yaml | 1 - examples/12_ammonia_synloop/tech_config.yaml | 19 +- .../inputs/plant_config.yaml | 1 - .../inputs/tech_config.yaml | 19 +- h2integrate/core/supported_models.py | 14 +- h2integrate/core/test/test_framework.py | 4 +- .../lined_rock_cavern/lined_rock_cavern.py | 59 ++-- .../pipe_storage/underground_pipe_storage.py | 62 ++--- .../h2_storage/salt_cavern/salt_cavern.py | 60 ++-- .../storage/hydrogen/h2_storage_cost.py | 205 ++++++++++++++ h2integrate/storage/hydrogen/mch_storage.py | 197 +++++++++++++ h2integrate/storage/hydrogen/test/__init__.py | 0 h2integrate/storage/hydrogen/test/conftest.py | 20 ++ .../hydrogen/test/test_hydrogen_storage.py | 169 +++++++++++ .../hydrogen/test/test_tol_mch_storage.py | 262 ++++++++++++++++++ .../storage/simple_storage_auto_sizing.py | 126 +++++++++ tests/h2integrate/test_all_examples.py | 22 +- .../test_controllers/inputs/tech_config.yaml | 18 +- .../test_open_loop_controllers.py | 6 - .../test_hydrogen/test_lined_rock_storage.py | 2 +- .../test_hydrogen/test_salt_cavern_storage.py | 2 +- .../test_hydrogen/test_tol_mch_storage.py | 93 ------- .../test_underground_pipe_storage.py | 1 - 30 files changed, 1130 insertions(+), 289 deletions(-) create mode 100644 h2integrate/storage/hydrogen/h2_storage_cost.py create mode 100644 h2integrate/storage/hydrogen/mch_storage.py create mode 100644 h2integrate/storage/hydrogen/test/__init__.py create mode 100644 h2integrate/storage/hydrogen/test/conftest.py create mode 100644 h2integrate/storage/hydrogen/test/test_hydrogen_storage.py create mode 100644 h2integrate/storage/hydrogen/test/test_tol_mch_storage.py create mode 100644 h2integrate/storage/simple_storage_auto_sizing.py delete mode 100644 tests/h2integrate/test_hydrogen/test_tol_mch_storage.py diff --git a/CHANGELOG.md b/CHANGELOG.md index edc4c0109..e74246ffe 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -26,6 +26,8 @@ - Fixed stoichiometry mistake in ammonia synloop - Removed `boundaries` from the necessary keys in `plant_config` validation - Improved the readability of the postprocessing printout +- Split out cost models from coupled hydrogen storage performance and cost model +- Added storage auto-sizing performance model based on storage sizing calculations that existed in the coupled hydrogen storage performance and cost model ## 0.4.0 [October 1, 2025] diff --git a/docs/technology_models/technology_overview.md b/docs/technology_models/technology_overview.md index 9853536cf..4ff143fab 100644 --- a/docs/technology_models/technology_overview.md +++ b/docs/technology_models/technology_overview.md @@ -205,13 +205,20 @@ Below summarizes the available performance, cost, and financial models for each (storage-models)= ## Storage Models - `h2_storage`: hydrogen storage - - combined performance and cost - + `'h2_storage'` - performance models: + `'hydrogen_tank_performance'` - cost models: + `'hydrogen_tank_cost'` + + `'lined_rock_cavern_h2_storage_cost'` + + `'salt_cavern_h2_storage_cost'` + + `'mch_tol_h2_storage_cost'` + + `'buried_pipe_h2_storage_cost'` - `generic_storage`: any resource storage + - performance models: + + `'simple_generic_storage'` + + `'storage_auto_sizing'` + - cost models: + + `'generic_storage_cost'` - `battery`: battery storage - performance models: + `'pysam_battery'` diff --git a/examples/01_onshore_steel_mn/plant_config.yaml b/examples/01_onshore_steel_mn/plant_config.yaml index 04213bdd0..933a23391 100644 --- a/examples/01_onshore_steel_mn/plant_config.yaml +++ b/examples/01_onshore_steel_mn/plant_config.yaml @@ -11,7 +11,6 @@ site: # this will naturally grow as we mature the interconnected tech technology_interconnections: [ ["hopp", "electrolyzer", "electricity", "cable"], - ["electrolyzer", "h2_storage", "efficiency"], ["electrolyzer", "h2_storage", "hydrogen", "pipe"], ["finance_subgroup_hydrogen", "steel", ["LCOH_delivered", "LCOH"]], ["hopp", "steel", "electricity", "cable"], diff --git a/examples/01_onshore_steel_mn/tech_config.yaml b/examples/01_onshore_steel_mn/tech_config.yaml index a3bbf4ef5..ca026ff43 100644 --- a/examples/01_onshore_steel_mn/tech_config.yaml +++ b/examples/01_onshore_steel_mn/tech_config.yaml @@ -38,24 +38,25 @@ technologies: capital_items: depr_period: 7 # based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years. also see https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 replacement_cost_percent: 0.15 # percent of capex - H2A default case + h2_storage: performance_model: - model: "h2_storage" + model: "storage_auto_sizing" control_strategy: model: "pass_through_controller" cost_model: - model: "h2_storage" + model: "lined_rock_cavern_h2_storage_cost" model_inputs: - performance_parameters: - electrolyzer_rating_mw_for_h2_storage_sizing: 720. - size_capacity_from_demand: - flag: True # If True, then storage is sized to provide steady-state storage - capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. - type: "lined_rock_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] - days: 0 #how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) - control_parameters: + shared_parameters: commodity_name: "hydrogen" commodity_units: "kg/h" + cost_parameters: + # since the storage is being auto-sized by the performance model, + # we set the sizing mode to 'auto' rather than defining the capacities + # in the input file + sizing_mode: "auto" # set as "auto" so storage capacity doesnt have to be defined + + steel: performance_model: model: "steel_performance" diff --git a/examples/02_texas_ammonia/plant_config.yaml b/examples/02_texas_ammonia/plant_config.yaml index 48cbe8620..a98991e54 100644 --- a/examples/02_texas_ammonia/plant_config.yaml +++ b/examples/02_texas_ammonia/plant_config.yaml @@ -11,7 +11,6 @@ site: # this will naturally grow as we mature the interconnected tech technology_interconnections: [ ["hopp", "electrolyzer", "electricity", "cable"], - ["electrolyzer", "h2_storage", "efficiency"], ["electrolyzer", "h2_storage", "hydrogen", "pipe"], ["h2_storage", "ammonia", "hydrogen", "pipe"], ["finance_subgroup_hydrogen", "ammonia", "LCOH"], diff --git a/examples/02_texas_ammonia/tech_config.yaml b/examples/02_texas_ammonia/tech_config.yaml index e2ccc6b43..5c22caf07 100644 --- a/examples/02_texas_ammonia/tech_config.yaml +++ b/examples/02_texas_ammonia/tech_config.yaml @@ -41,22 +41,22 @@ technologies: h2_storage: performance_model: - model: "h2_storage" + model: "storage_auto_sizing" control_strategy: model: "pass_through_controller" cost_model: - model: "h2_storage" + model: "salt_cavern_h2_storage_cost" model_inputs: - performance_parameters: - electrolyzer_rating_mw_for_h2_storage_sizing: 640 - size_capacity_from_demand: - flag: True # If True, then storage is sized to provide steady-state storage - capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. - type: "salt_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] - days: 0 #how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) - control_parameters: + shared_parameters: commodity_name: "hydrogen" commodity_units: "kg/h" + cost_parameters: + # since the storage is being auto-sized by the performance model, + # we set the sizing mode to 'auto' rather than defining the capacities + # in the input file + sizing_mode: "auto" # set as "auto" so storage capacity doesnt have to be defined + + ammonia: performance_model: model: "simple_ammonia_performance" diff --git a/examples/12_ammonia_synloop/hb_inputs.csv b/examples/12_ammonia_synloop/hb_inputs.csv index 20ca4db70..64d8ca180 100644 --- a/examples/12_ammonia_synloop/hb_inputs.csv +++ b/examples/12_ammonia_synloop/hb_inputs.csv @@ -1,6 +1,5 @@ Index 0,Index 1,Index 2,Index 3,Index 4,Index 5,Type,Haber Bosch Big,Haber Bosch Small technologies,ammonia,model_inputs,shared_parameters,production_capacity,,float,100000,10000 -technologies,h2_storage,model_inputs,performance_parameters,type,,str,salt_cavern,lined_rock_cavern technologies,electrolyzer,model_inputs,performance_parameters,n_clusters,,int,16,2 technologies,electrolyzer,model_inputs,performance_parameters,include_degradation_penalty,,bool,TRUE,FALSE technologies,electrolyzer,model_inputs,financial_parameters,capital_items,replacement_cost_percent,float,0.15,0.25 diff --git a/examples/12_ammonia_synloop/plant_config.yaml b/examples/12_ammonia_synloop/plant_config.yaml index c0cf7d229..8ddf89d68 100644 --- a/examples/12_ammonia_synloop/plant_config.yaml +++ b/examples/12_ammonia_synloop/plant_config.yaml @@ -11,7 +11,6 @@ site: # this will naturally grow as we mature the interconnected tech technology_interconnections: [ ["hopp", "electrolyzer", "electricity", "cable"], - ["electrolyzer", "h2_storage", "efficiency"], ["electrolyzer", "h2_storage", "hydrogen", "pipe"], ["h2_storage", "ammonia", "hydrogen", "pipe"], # etc diff --git a/examples/12_ammonia_synloop/tech_config.yaml b/examples/12_ammonia_synloop/tech_config.yaml index 581f84e8d..13b3bc4e9 100644 --- a/examples/12_ammonia_synloop/tech_config.yaml +++ b/examples/12_ammonia_synloop/tech_config.yaml @@ -41,22 +41,21 @@ technologies: h2_storage: performance_model: - model: "h2_storage" + model: "storage_auto_sizing" control_strategy: model: "pass_through_controller" cost_model: - model: "h2_storage" + model: "salt_cavern_h2_storage_cost" model_inputs: - performance_parameters: - electrolyzer_rating_mw_for_h2_storage_sizing: 640 - size_capacity_from_demand: - flag: True # If True, then storage is sized to provide steady-state storage - capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. - type: "salt_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] - days: 0 #how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) - control_parameters: + shared_parameters: commodity_name: "hydrogen" commodity_units: "kg/h" + cost_parameters: + # since the storage is being auto-sized by the performance model, + # we set the sizing mode to 'auto' rather than defining the capacities + # in the input file + sizing_mode: "auto" # set as "auto" so storage capacity doesnt have to be defined + ammonia: performance_model: model: "synloop_ammonia_performance" diff --git a/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml b/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml index d2dab7bb4..ac38c468a 100644 --- a/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml +++ b/examples/14_wind_hydrogen_dispatch/inputs/plant_config.yaml @@ -18,7 +18,6 @@ site: # this will naturally grow as we mature the interconnected tech technology_interconnections: [ ["wind", "electrolyzer", "electricity", "cable"], - ["electrolyzer", "h2_storage", "efficiency"], ["electrolyzer", "h2_storage", "hydrogen", "pipe"], ] diff --git a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml index 7a004f03d..4f4423a24 100644 --- a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml +++ b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml @@ -57,29 +57,22 @@ technologies: replacement_cost_percent: 0.15 # percent of capex - H2A default case h2_storage: performance_model: - model: "h2_storage" + model: "simple_generic_storage" cost_model: - model: "h2_storage" + model: "lined_rock_cavern_h2_storage_cost" control_strategy: model: "demand_open_loop_controller" model_inputs: shared_parameters: commodity_name: "hydrogen" - performance_parameters: - electrolyzer_rating_mw_for_h2_storage_sizing: 720. # electrolyzer rating for sizing - size_capacity_from_demand: - flag: False # If True, then storage is sized to provide steady-state storage - capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. - type: "lined_rock_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] - days: 10 #how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) - control_parameters: commodity_units: "kg/h" - max_capacity: 60000.0 # kg + max_charge_rate: 12446.00729773 # kg/time step + max_capacity: 2987042.0 # kg + control_parameters: max_charge_percent: 1.0 # percent as decimal min_charge_percent: 0.1 # percent as decimal init_charge_percent: 0.25 # percent as decimal - max_charge_rate: 10000.0 # kg/time step - max_discharge_rate: 10000.0 # kg/time step + max_discharge_rate: 12446.00729773 # kg/time step charge_efficiency: 1.0 # percent as decimal discharge_efficiency: 1.0 # percent as decimal demand_profile: 5000 # constant demand of 5000 kg per hour (see commodity_units) diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index 0d9af96fe..d95593f58 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -21,7 +21,7 @@ from h2integrate.finances.numpy_financial_npv import NumpyFinancialNPV from h2integrate.resource.wind.openmeteo_wind import OpenMeteoHistoricalWindResource from h2integrate.storage.generic_storage_cost import GenericStorageCostModel -from h2integrate.storage.hydrogen.eco_storage import H2Storage +from h2integrate.storage.hydrogen.mch_storage import MCHTOLStorageCostModel from h2integrate.converters.wind.atb_wind_cost import ATBWindPlantCostModel from h2integrate.storage.battery.pysam_battery import PySAMBatteryPerformanceModel from h2integrate.transporters.generic_combiner import GenericCombinerPerformanceModel @@ -38,10 +38,16 @@ ) from h2integrate.converters.hydrogen.wombat_model import WOMBATElectrolyzerModel from h2integrate.storage.battery.atb_battery_cost import ATBBatteryCostModel +from h2integrate.storage.hydrogen.h2_storage_cost import ( + PipeStorageCostModel, + SaltCavernStorageCostModel, + LinedRockCavernStorageCostModel, +) from h2integrate.converters.ammonia.ammonia_synloop import ( AmmoniaSynLoopCostModel, AmmoniaSynLoopPerformanceModel, ) +from h2integrate.storage.simple_storage_auto_sizing import StorageAutoSizingModel from h2integrate.converters.water.desal.desalination import ( ReverseOsmosisCostModel, ReverseOsmosisPerformanceModel, @@ -190,9 +196,13 @@ "summer": GenericSummerPerformanceModel, # Storage "pysam_battery": PySAMBatteryPerformanceModel, - "h2_storage": H2Storage, "hydrogen_tank_performance": HydrogenTankPerformanceModel, "hydrogen_tank_cost": HydrogenTankCostModel, + "storage_auto_sizing": StorageAutoSizingModel, + "lined_rock_cavern_h2_storage_cost": LinedRockCavernStorageCostModel, + "salt_cavern_h2_storage_cost": SaltCavernStorageCostModel, + "mch_tol_h2_storage_cost": MCHTOLStorageCostModel, + "buried_pipe_h2_storage_cost": PipeStorageCostModel, "atb_battery_cost": ATBBatteryCostModel, "generic_storage_cost": GenericStorageCostModel, "simple_generic_storage": SimpleGenericStorage, diff --git a/h2integrate/core/test/test_framework.py b/h2integrate/core/test/test_framework.py index 7270db03d..97a9c5404 100644 --- a/h2integrate/core/test/test_framework.py +++ b/h2integrate/core/test/test_framework.py @@ -163,9 +163,9 @@ def test_technology_connections(): new_connection = (["finance_subgroup_electricity", "steel", ("LCOE", "electricity_cost")],) new_tech_interconnections = ( - plant_config_data["technology_interconnections"][0:4] + plant_config_data["technology_interconnections"][0:3] + list(new_connection) - + [plant_config_data["technology_interconnections"][4]] + + [plant_config_data["technology_interconnections"][3]] ) plant_config_data["technology_interconnections"] = new_tech_interconnections diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/lined_rock_cavern/lined_rock_cavern.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/lined_rock_cavern/lined_rock_cavern.py index 550389995..92cc16ea0 100644 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/lined_rock_cavern/lined_rock_cavern.py +++ b/h2integrate/simulation/technologies/hydrogen/h2_storage/lined_rock_cavern/lined_rock_cavern.py @@ -33,7 +33,6 @@ def __init__(self, input_dict): - storage_duration_hrs (float): (optional if h2_storage_kg set) [hrs] - flow_rate_kg_hr (float): (optional if h2_storage_kg set) [kg/hr] - system_flow_rate (float): [kg/day] - - model (str): ('papadias' or 'hdsam') - labor_rate (float): (optional, default: 37.40) [$2018/hr] - insurance (float): (optional, default: 1%) [decimal percent] - property_taxes (float): (optional, default: 1%) [decimal percent] @@ -69,11 +68,6 @@ def __init__(self, input_dict): else: self.system_flow_rate = input_dict["system_flow_rate"] - if "model" in input_dict: - self.model = input_dict["model"] # [papadias, hdsam] - else: - raise Exception("input_dict must contain model type of either `papadias` or `hdsam`") - self.labor_rate = input_dict.get("labor_rate", 37.39817) # $(2018)/hr self.insurance = input_dict.get("insurance", 1 / 100) # % of total capital investment self.property_taxes = input_dict.get( @@ -103,40 +97,35 @@ def lined_rock_cavern_capex(self): - lined_rock_cavern_storage_capex (float): installed capital cost in 2018 [USD] """ - if self.model == "papadias": - # Installed capital cost - a = 0.095803 - b = 1.5868 - c = 10.332 - self.lined_rock_cavern_storage_capex_per_kg = np.exp( - a * (np.log(self.h2_storage_kg / 1000)) ** 2 - - b * np.log(self.h2_storage_kg / 1000) - + c - ) # 2019 [USD] from Papadias [2] - self.installed_capex = self.lined_rock_cavern_storage_capex_per_kg * self.h2_storage_kg - cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 - self.installed_capex = cepci_overall * self.installed_capex - self.output_dict["lined_rock_cavern_storage_capex"] = self.installed_capex - - outlet_pressure = 200 # Max outlet pressure of lined rock cavern in [1] - n_compressors = 2 + # Installed capital cost + a = 0.095803 + b = 1.5868 + c = 10.332 + self.lined_rock_cavern_storage_capex_per_kg = np.exp( + a * (np.log(self.h2_storage_kg / 1000)) ** 2 - b * np.log(self.h2_storage_kg / 1000) + c + ) # 2019 [USD] from Papadias [2] + self.installed_capex = self.lined_rock_cavern_storage_capex_per_kg * self.h2_storage_kg + cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 + self.installed_capex = cepci_overall * self.installed_capex + self.output_dict["lined_rock_cavern_storage_capex"] = self.installed_capex + + outlet_pressure = 200 # Max outlet pressure of lined rock cavern in [1] + n_compressors = 2 + storage_compressor = Compressor( + outlet_pressure, self.system_flow_rate, n_compressors=n_compressors + ) + storage_compressor.compressor_power() + motor_rating, power = storage_compressor.compressor_system_power() + if motor_rating > 1600: + n_compressors += 1 storage_compressor = Compressor( outlet_pressure, self.system_flow_rate, n_compressors=n_compressors ) storage_compressor.compressor_power() motor_rating, power = storage_compressor.compressor_system_power() - if motor_rating > 1600: - n_compressors += 1 - storage_compressor = Compressor( - outlet_pressure, self.system_flow_rate, n_compressors=n_compressors - ) - storage_compressor.compressor_power() - motor_rating, power = storage_compressor.compressor_system_power() - comp_capex, comp_OM = storage_compressor.compressor_costs() - cepci = 1.36 / 1.29 # convert from $2016 to $2018 - self.comp_capex = comp_capex * cepci - elif self.model == "hdsam": - raise NotImplementedError + comp_capex, comp_OM = storage_compressor.compressor_costs() + cepci = 1.36 / 1.29 # convert from $2016 to $2018 + self.comp_capex = comp_capex * cepci return ( self.lined_rock_cavern_storage_capex_per_kg, self.installed_capex, diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/pipe_storage/underground_pipe_storage.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/pipe_storage/underground_pipe_storage.py index fed241b70..5d9597f59 100644 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/pipe_storage/underground_pipe_storage.py +++ b/h2integrate/simulation/technologies/hydrogen/h2_storage/pipe_storage/underground_pipe_storage.py @@ -37,7 +37,6 @@ def __init__(self, input_dict): - flow_rate_kg_hr (float): (optional if h2_storage_kg set) [kg/hr] - compressor_output_pressure (float): 100 bar required [bar] - system_flow_rate (float): [kg/day] - - model (str): ('papadias' or 'hdsam') - labor_rate (float): (optional, default: 37.40) [$2018/hr] - insurance (float): (optional, default: 1%) [decimal percent] - property_taxes (float): (optional, default: 1%) [decimal percent] @@ -79,11 +78,6 @@ def __init__(self, input_dict): else: self.system_flow_rate = input_dict["system_flow_rate"] - if "model" in input_dict: - self.model = input_dict["model"] # [papadias, hdsam] - else: - raise Exception("input_dict must contain model type of either `papadias` or `hdsam`") - self.labor_rate = input_dict.get("labor_rate", 37.39817) # $(2018)/hr self.insurance = input_dict.get("insurance", 1 / 100) # % of total capital investment self.property_taxes = input_dict.get( @@ -113,42 +107,38 @@ def pipe_storage_capex(self): - pipe_storage_capex (float): installed capital cost in 2018 [USD] """ - if self.model == "papadias": - # Installed capital cost - a = 0.0041617 - b = 0.060369 - c = 6.4581 - self.pipe_storage_capex_per_kg = np.exp( - a * (np.log(self.h2_storage_kg / 1000)) ** 2 - - b * np.log(self.h2_storage_kg / 1000) - + c - ) # 2019 [USD] from Papadias [2] - self.installed_capex = self.pipe_storage_capex_per_kg * self.h2_storage_kg - cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 - self.installed_capex = cepci_overall * self.installed_capex - self.output_dict["pipe_storage_capex"] = self.installed_capex + # Installed capital cost + a = 0.0041617 + b = 0.060369 + c = 6.4581 + self.pipe_storage_capex_per_kg = np.exp( + a * (np.log(self.h2_storage_kg / 1000)) ** 2 - b * np.log(self.h2_storage_kg / 1000) + c + ) # 2019 [USD] from Papadias [2] + self.installed_capex = self.pipe_storage_capex_per_kg * self.h2_storage_kg + cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 + self.installed_capex = cepci_overall * self.installed_capex + self.output_dict["pipe_storage_capex"] = self.installed_capex - outlet_pressure = ( - self.compressor_output_pressure - ) # Max outlet pressure of underground pipe storage [1] - n_compressors = 2 + outlet_pressure = ( + self.compressor_output_pressure + ) # Max outlet pressure of underground pipe storage [1] + n_compressors = 2 + storage_compressor = Compressor( + outlet_pressure, self.system_flow_rate, n_compressors=n_compressors + ) + storage_compressor.compressor_power() + motor_rating, power = storage_compressor.compressor_system_power() + if motor_rating > 1600: + n_compressors += 1 storage_compressor = Compressor( outlet_pressure, self.system_flow_rate, n_compressors=n_compressors ) storage_compressor.compressor_power() motor_rating, power = storage_compressor.compressor_system_power() - if motor_rating > 1600: - n_compressors += 1 - storage_compressor = Compressor( - outlet_pressure, self.system_flow_rate, n_compressors=n_compressors - ) - storage_compressor.compressor_power() - motor_rating, power = storage_compressor.compressor_system_power() - comp_capex, comp_OM = storage_compressor.compressor_costs() - cepci = 1.36 / 1.29 # convert from $2016 to $2018 - self.comp_capex = comp_capex * cepci - elif self.model == "hdsam": - raise NotImplementedError + comp_capex, comp_OM = storage_compressor.compressor_costs() + cepci = 1.36 / 1.29 # convert from $2016 to $2018 + self.comp_capex = comp_capex * cepci + return self.pipe_storage_capex_per_kg, self.installed_capex, self.comp_capex def pipe_storage_opex(self): diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/salt_cavern/salt_cavern.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/salt_cavern/salt_cavern.py index 9d379cab5..197ba41ef 100644 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/salt_cavern/salt_cavern.py +++ b/h2integrate/simulation/technologies/hydrogen/h2_storage/salt_cavern/salt_cavern.py @@ -33,7 +33,6 @@ def __init__(self, input_dict): - storage_duration_hrs (float): (optional if h2_storage_kg set) [hrs] - flow_rate_kg_hr (float): (optional if h2_storage_kg set) [kg/hr] - system_flow_rate (float): [kg/day] - - model (str): ('papadias' or 'hdsam') - labor_rate (float): (optional, default: 37.40) [$2018/hr] - insurance (float): (optional, default: 1%) [decimal percent] - property_taxes (float): (optional, default: 1%) [decimal percent] @@ -69,11 +68,6 @@ def __init__(self, input_dict): else: self.system_flow_rate = input_dict["system_flow_rate"] - if "model" in input_dict: - self.model = input_dict["model"] # [papadias, hdsam] - else: - raise Exception("input_dict must contain model type of either `papadias` or `hdsam`") - self.labor_rate = input_dict.get("labor_rate", 37.39817) # $(2018)/hr self.insurance = input_dict.get("insurance", 1 / 100) # % of total capital investment self.property_taxes = input_dict.get( @@ -103,40 +97,36 @@ def salt_cavern_capex(self): - salt_cavern_capex (float): installed capital cost in 2018 [USD] """ - if self.model == "papadias": - # Installed capital cost - a = 0.092548 - b = 1.6432 - c = 10.161 - self.salt_cavern_storage_capex_per_kg = np.exp( - a * (np.log(self.h2_storage_kg / 1000)) ** 2 - - b * np.log(self.h2_storage_kg / 1000) - + c - ) # 2019 [USD] from Papadias [2] - self.installed_capex = self.salt_cavern_storage_capex_per_kg * self.h2_storage_kg - cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 - self.installed_capex = cepci_overall * self.installed_capex - self.output_dict["salt_cavern_storage_capex"] = self.installed_capex - - outlet_pressure = 120 # Max outlet pressure of salt cavern in [1] - n_compressors = 2 + # Installed capital cost + a = 0.092548 + b = 1.6432 + c = 10.161 + self.salt_cavern_storage_capex_per_kg = np.exp( + a * (np.log(self.h2_storage_kg / 1000)) ** 2 - b * np.log(self.h2_storage_kg / 1000) + c + ) # 2019 [USD] from Papadias [2] + self.installed_capex = self.salt_cavern_storage_capex_per_kg * self.h2_storage_kg + cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 + self.installed_capex = cepci_overall * self.installed_capex + self.output_dict["salt_cavern_storage_capex"] = self.installed_capex + + outlet_pressure = 120 # Max outlet pressure of salt cavern in [1] + n_compressors = 2 + storage_compressor = Compressor( + outlet_pressure, self.system_flow_rate, n_compressors=n_compressors + ) + storage_compressor.compressor_power() + motor_rating, power = storage_compressor.compressor_system_power() + if motor_rating > 1600: + n_compressors += 1 storage_compressor = Compressor( outlet_pressure, self.system_flow_rate, n_compressors=n_compressors ) storage_compressor.compressor_power() motor_rating, power = storage_compressor.compressor_system_power() - if motor_rating > 1600: - n_compressors += 1 - storage_compressor = Compressor( - outlet_pressure, self.system_flow_rate, n_compressors=n_compressors - ) - storage_compressor.compressor_power() - motor_rating, power = storage_compressor.compressor_system_power() - comp_capex, comp_OM = storage_compressor.compressor_costs() - cepci = 1.36 / 1.29 # convert from $2016 to $2018 - self.comp_capex = comp_capex * cepci - elif self.model == "hdsam": - raise NotImplementedError + comp_capex, comp_OM = storage_compressor.compressor_costs() + cepci = 1.36 / 1.29 # convert from $2016 to $2018 + self.comp_capex = comp_capex * cepci + return ( self.salt_cavern_storage_capex_per_kg, self.installed_capex, diff --git a/h2integrate/storage/hydrogen/h2_storage_cost.py b/h2integrate/storage/hydrogen/h2_storage_cost.py new file mode 100644 index 000000000..20c693cfb --- /dev/null +++ b/h2integrate/storage/hydrogen/h2_storage_cost.py @@ -0,0 +1,205 @@ +from attrs import field, define +from openmdao.utils import units + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import contains, gte_zero, range_val +from h2integrate.core.model_baseclasses import CostModelBaseClass + + +# TODO: fix import structure in future refactor +from h2integrate.simulation.technologies.hydrogen.h2_storage.lined_rock_cavern.lined_rock_cavern import LinedRockCavernStorage # noqa: E501 # fmt: skip # isort:skip +from h2integrate.simulation.technologies.hydrogen.h2_storage.salt_cavern.salt_cavern import SaltCavernStorage # noqa: E501 # fmt: skip # isort:skip +from h2integrate.simulation.technologies.hydrogen.h2_storage.pipe_storage import UndergroundPipeStorage # noqa: E501 # fmt: skip # isort:skip + + +@define +class HydrogenStorageBaseCostModelConfig(BaseConfig): + """Base config class for HydrogenStorageBaseCostModel + + Attributes: + max_capacity (float): Maximum hydrogen storage capacity (in non-rate units, + e.g., "kg" if `commodity_units` is "kg/h"). + max_charge_rate (float): Maximum rate at which the commodity can be charged (in units + per time step, e.g., "kg/time step"). This is the hydrogenation capacity. + commodity_name (str, optional): Name of the commodity being controlled (e.g., "hydrogen"). + Defaults to "hydrogen" + commodity_units (str, optional): Units of the commodity (e.g., "kg/h"). Defaults to "kg/h" + cost_year (int, optional): Dollar year corresponding to the costs, must be 2018. + labor_rate (float, optional): hourly cost of labor in 2018 USD/hr. Defaults to 37.39817. + insurance_rate (float, optional): insurance cost as a percent (between 0 and 1) of + storage capex. Defaults to 0.01 (or 1.0%). + property_taxes (float, optional): property tax cost as a percent (between 0 and 1) of + storage capex. Defaults to 0.01 (or 1.0%). + licensing_permits (float, optional): licensing and permitting costs as a percent + (between 0 and 1) of storage capex. Defaults to 0.001 (or 0.1%). + compressor_om (float, optional): Compressor fixed operations and maintenance cost as a + percent (between 0 and 1) of compressor capex. Defaults to 0.04 (or 4.0%). + facility_om (float, optional): + """ + + max_capacity: float | None = field(default=None) + max_charge_rate: float | None = field(default=None) + sizing_mode: str = field( + default="set", converter=(str.strip, str.lower), validator=contains(["auto", "set"]) + ) + + commodity_name: str = field(default="hydrogen") + commodity_units: str = field(default="kg/h", validator=contains(["kg/h", "g/h", "t/h"])) + + cost_year: int = field(default=2018, converter=int, validator=contains([2018])) + labor_rate: float = field(default=37.39817, validator=gte_zero) + insurance: float = field(default=0.01, validator=range_val(0, 1)) + property_taxes: float = field(default=0.01, validator=range_val(0, 1)) + licensing_permits: float = field(default=0.001, validator=range_val(0, 1)) + compressor_om: float = field(default=0.04, validator=range_val(0, 1)) + facility_om: float = field(default=0.01, validator=range_val(0, 1)) + + def __attrs_post_init__(self): + undefined_capacities = self.max_capacity is None or self.max_charge_rate is None + if undefined_capacities and self.sizing_mode == "set": + msg = ( + "Missing storage attribute(s): max_capacity and/or max_charge_rate, " + "for the cost_parameters. These attributes are required if `sizing_mode` " + "is 'set'. If storage will be auto-sized by the performance model, set the " + "`sizing_mode` cost parameter to 'auto'." + ) + raise ValueError(msg) + if not undefined_capacities and self.sizing_mode == "auto": + msg = ( + "Extra storage attribute(s) found: max_capacity and/or max_charge_rate, " + "for the cost_parameters. These attributes should not be defined if `sizing_mode` " + "is 'auto'. If storage will be auto-sized by the performance model, set the " + "`sizing_mode` cost parameter to 'auto' and do not include max_capacity or " + "max_charge_rate and a cost parameter. Set `sizing_mode` to 'set' if the storage " + "capacity is fixed." + ) + raise ValueError(msg) + + if undefined_capacities and self.sizing_mode == "auto": + # set to zero for initialization in setup(). + self.max_capacity = 0.0 + self.max_charge_rate = 0.0 + + def make_model_dict(self): + params = self.as_dict() + h2i_params = [ + "max_capacity", + "max_charge_rate", + "commodity_name", + "commodity_units", + "cost_year", + ] + lrc_dict = {k: v for k, v in params.items() if k not in h2i_params} + return lrc_dict + + +class HydrogenStorageBaseCostModel(CostModelBaseClass): + def initialize(self): + super().initialize() + + def setup(self): + self.config = HydrogenStorageBaseCostModelConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost"), + strict=False, + ) + + super().setup() + + self.add_input( + "max_charge_rate", + val=self.config.max_charge_rate, + units=f"{self.config.commodity_units}", + desc="Hydrogen storage charge rate", + ) + + self.add_input( + "max_capacity", + val=self.config.max_capacity, + units=f"{self.config.commodity_units}*h", + desc="Hydrogen storage capacity", + ) + + def make_storage_input_dict(self, inputs): + storage_input = {} + + storage_input = self.config.make_model_dict() + + # convert capacity to kg + max_capacity_kg = units.convert_units( + inputs["max_capacity"], f"({self.config.commodity_units})*h", "kg" + ) + + # convert charge rate to kg/h + # TODO: update to kg/day as a bug-fix + storage_max_fill_rate = units.convert_units( + inputs["max_charge_rate"], f"{self.config.commodity_units}", "kg/h" + ) + + storage_input["h2_storage_kg"] = max_capacity_kg[0] + + # below should be in kg/day + storage_input["system_flow_rate"] = storage_max_fill_rate[0] + + return storage_input + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + # storage_input = self.make_storage_input_dict(inputs) + + raise NotImplementedError("This method should be implemented in a subclass.") + + +class LinedRockCavernStorageCostModel(HydrogenStorageBaseCostModel): + def initialize(self): + super().initialize() + + def setup(self): + super().setup() + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + storage_input = self.make_storage_input_dict(inputs) + h2_storage = LinedRockCavernStorage(storage_input) + + h2_storage.lined_rock_cavern_capex() + h2_storage.lined_rock_cavern_opex() + + outputs["CapEx"] = h2_storage.output_dict["lined_rock_cavern_storage_capex"] + outputs["OpEx"] = h2_storage.output_dict["lined_rock_cavern_storage_opex"] + + +class SaltCavernStorageCostModel(HydrogenStorageBaseCostModel): + def initialize(self): + super().initialize() + + def setup(self): + super().setup() + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + storage_input = self.make_storage_input_dict(inputs) + h2_storage = SaltCavernStorage(storage_input) + + h2_storage.salt_cavern_capex() + h2_storage.salt_cavern_opex() + + outputs["CapEx"] = h2_storage.output_dict["salt_cavern_storage_capex"] + outputs["OpEx"] = h2_storage.output_dict["salt_cavern_storage_opex"] + + +class PipeStorageCostModel(HydrogenStorageBaseCostModel): + def initialize(self): + super().initialize() + + def setup(self): + super().setup() + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + storage_input = self.make_storage_input_dict(inputs) + + # compressor_output_pressure must be 100 bar or else an error will be thrown + storage_input.update({"compressor_output_pressure": 100}) + h2_storage = UndergroundPipeStorage(storage_input) + + h2_storage.pipe_storage_capex() + h2_storage.pipe_storage_opex() + + outputs["CapEx"] = h2_storage.output_dict["pipe_storage_capex"] + outputs["OpEx"] = h2_storage.output_dict["pipe_storage_opex"] diff --git a/h2integrate/storage/hydrogen/mch_storage.py b/h2integrate/storage/hydrogen/mch_storage.py new file mode 100644 index 000000000..c149f2fba --- /dev/null +++ b/h2integrate/storage/hydrogen/mch_storage.py @@ -0,0 +1,197 @@ +import numpy as np +from attrs import field, define +from openmdao.utils import units + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import contains +from h2integrate.core.model_baseclasses import CostModelBaseClass + + +@define +class MCHTOLStorageCostModelConfig(BaseConfig): + """Config class for MCHTOLStorageCostModel + + Attributes: + max_capacity (float): Maximum hydrogen storage capacity (in non-rate units, + e.g., "kg" if `commodity_units` is "kg/h"). + max_charge_rate (float): Maximum rate at which the commodity can be charged (in units + per time step, e.g., "kg/time step"). This is the hydrogenation capacity. + charge_equals_discharge (bool, optional): If True, set the max_discharge_rate equal to the + max_charge_rate. If False, specify the max_discharge_rate as a value different than + the max_charge_rate. Defaults to True. This is the dehydrogenation capacity. + max_discharge_rate (float | None, optional): Maximum rate at which the commodity can be + discharged (in units per time step, e.g., "kg/time step"). This rate does not include + the discharge_efficiency. Only required if `charge_equals_discharge` is False. + commodity_name (str, optional): Name of the commodity being controlled (e.g., "hydrogen"). + Defaults to "hydrogen" + commodity_units (str, optional): Units of the commodity (e.g., "kg/h"). Defaults to "kg/h" + cost_year (int, optional): Dollar year corresponding to the costs, must be 2024. + """ + + max_capacity: float = field() + max_charge_rate: float = field() + max_discharge_rate: float = field(default=None) + charge_equals_discharge: bool = field(default=True) + + commodity_name: str = field(default="hydrogen") + commodity_units: str = field(default="kg/h", validator=contains(["kg/h", "g/h", "t/h"])) + + cost_year: int = field(default=2024, converter=int, validator=contains([2024])) + + def __attrs_post_init__(self): + if self.charge_equals_discharge: + if ( + self.max_discharge_rate is not None + and self.max_discharge_rate != self.max_charge_rate + ): + msg = ( + "Max discharge rate does not equal max charge rate but charge_equals_discharge " + f"is True. Discharge rate is {self.max_discharge_rate} and charge rate " + f"is {self.max_charge_rate}." + ) + raise ValueError(msg) + + self.max_discharge_rate = self.max_charge_rate + + +class MCHTOLStorageCostModel(CostModelBaseClass): + """ + Cost model representing a toluene/methylcyclohexane (TOL/MCH) hydrogen storage system. + + Costs are in 2024 USD. + + Sources: + Breunig, H., Rosner, F., Saqline, S. et al. "Achieving gigawatt-scale green hydrogen + production and seasonal storage at industrial locations across the U.S." *Nat Commun* + **15**, 9049 (2024). https://doi.org/10.1038/s41467-024-53189-2 + + """ + + def initialize(self): + super().initialize() + + def setup(self): + self.config = MCHTOLStorageCostModelConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost"), + strict=False, + ) + + super().setup() + + self.add_input( + "max_charge_rate", + val=self.config.max_charge_rate, + units=f"{self.config.commodity_units}", + desc="Hydrogen storage charge rate", + ) + + if self.config.charge_equals_discharge: + self.add_input( + "max_discharge_rate", + val=self.config.max_charge_rate, + units=f"{self.config.commodity_units}", + desc="Hydrogen storage discharge rate", + ) + else: + self.add_input( + "max_discharge_rate", + val=self.config.max_discharge_rate, + units=f"{self.config.commodity_units}", + desc="Hydrogen storage discharge rate", + ) + + self.add_input( + "max_capacity", + val=self.config.max_capacity, + units=f"{self.config.commodity_units}*h", + desc="Hydrogen storage capacity", + ) + + self.n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + self.add_input( + "hydrogen_soc", + units="unitless", + val=0.0, + shape=self.n_timesteps, + desc="Hydrogen state of charge timeseries for storage", + ) + + def calc_cost_value(self, b0, b1, b2, b3, b4): + """ + Calculate the value of the cost function for the given coefficients. + + Args: + b0 (float): Coefficient representing the base cost. + b1 (float): Coefficient for the Hc (hydrogenation capacity) term. + b2 (float): Coefficient for the Dc (dehydrogenation capacity) term. + b3 (float): Coefficient for the Ms (maximum storage) term. + b4 (float): Coefficient for the As (annual hydrogen into storage) term. + Returns: + float: The calculated cost value based on the provided coefficients and attributes. + + """ + return b0 + (b1 * self.Hc) + (b2 * self.Dc) + (b3 * self.Ms) + b4 * self.As + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + # convert charge rate to kg/d + storage_max_fill_rate_tpd = units.convert_units( + inputs["max_charge_rate"], f"{self.config.commodity_units}", "t/d" + ) + + # convert discharge rate to kg/d + if self.config.charge_equals_discharge: + storage_max_empty_rate_tpd = units.convert_units( + inputs["max_charge_rate"], f"{self.config.commodity_units}", "t/d" + ) + else: + storage_max_empty_rate_tpd = units.convert_units( + inputs["max_discharge_rate"], f"{self.config.commodity_units}", "t/d" + ) + + # convert state of charge profile from fraction to kg + hydrogen_storage_soc_kg = units.convert_units( + inputs["hydrogen_soc"] * inputs["max_capacity"], + f"({self.config.commodity_units})*h", + "kg", + ) + + # calculate the annual amount of hydrogen stored + h2_charge_discharge = np.diff(hydrogen_storage_soc_kg, prepend=False) + h2_charged_idx = np.argwhere(h2_charge_discharge > 0).flatten() + annual_h2_stored_kg = sum([h2_charge_discharge[i] for i in h2_charged_idx]) + + # convert annual hydrogen stored to metric tonnes/day + annual_h2_stored_tpy = units.convert_units( + annual_h2_stored_kg, + "kg/yr", + "t/yr", + ) + + h2_storage_capacity_tons = units.convert_units( + inputs["max_capacity"], f"({self.config.commodity_units})*h", "t" + ) + + # hydrogenation capacity [metric tonnes/day] + self.Hc = storage_max_fill_rate_tpd[0] + + # dehydrogenation capacity [metric tonnes/day] + self.Dc = storage_max_empty_rate_tpd[0] + + # annual hydrogen into storage [metric tonnes] + self.As = annual_h2_stored_tpy # tons/year + + # maximum storage capacity [metric tonnes] + self.Ms = h2_storage_capacity_tons[0] + + # overnight capital cost coefficients + occ_coeff = (54706639.43, 147074.25, 588779.05, 20825.39, 10.31) + + # fixed O&M cost coefficients + foc_coeff = (3419384.73, 3542.79, 13827.02, 61.22, 0.0) + + # variable O&M cost coefficients + voc_coeff = (711326.78, 1698.76, 6844.86, 36.04, 376.31) + + outputs["CapEx"] = self.calc_cost_value(*occ_coeff) + outputs["OpEx"] = self.calc_cost_value(*foc_coeff) + outputs["VarOpEx"] = self.calc_cost_value(*voc_coeff) diff --git a/h2integrate/storage/hydrogen/test/__init__.py b/h2integrate/storage/hydrogen/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/storage/hydrogen/test/conftest.py b/h2integrate/storage/hydrogen/test/conftest.py new file mode 100644 index 000000000..ec036dfa5 --- /dev/null +++ b/h2integrate/storage/hydrogen/test/conftest.py @@ -0,0 +1,20 @@ +""" +Pytest configuration file. +""" + +import os + + +def pytest_sessionstart(session): + initial_om_report_setting = os.getenv("OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["TMP_OPENMDAO_REPORTS"] = initial_om_report_setting + + os.environ["OPENMDAO_REPORTS"] = "none" + + +def pytest_sessionfinish(session, exitstatus): + initial_om_report_setting = os.getenv("TMP_OPENMDAO_REPORTS") + if initial_om_report_setting is not None: + os.environ["OPENMDAO_REPORTS"] = initial_om_report_setting + os.environ.pop("TMP_OPENMDAO_REPORTS", None) diff --git a/h2integrate/storage/hydrogen/test/test_hydrogen_storage.py b/h2integrate/storage/hydrogen/test/test_hydrogen_storage.py new file mode 100644 index 000000000..ffdd91ca1 --- /dev/null +++ b/h2integrate/storage/hydrogen/test/test_hydrogen_storage.py @@ -0,0 +1,169 @@ +import numpy as np +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate.storage.hydrogen.h2_storage_cost import ( + PipeStorageCostModel, + SaltCavernStorageCostModel, + LinedRockCavernStorageCostModel, +) + + +@fixture +def plant_config(): + plant_config_dict = { + "plant": { + "plant_life": 30, + "simulation": { + "n_timesteps": 8760, # Default number of timesteps for the simulation + }, + }, + } + return plant_config_dict + + +def test_salt_cavern_ex_2(plant_config, subtests): + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": 3580383.39133725, + "max_charge_rate": 12549.62622698, + } + } + } + prob = om.Problem() + comp = SaltCavernStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.run_model() + + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-6) == 65337437.17944019 + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("sys.OpEx")[0], rel=1e-6) == 2358794.1150327 + with subtests.test("VarOpEx"): + assert pytest.approx(np.sum(prob.get_val("sys.VarOpEx")), rel=1e-6) == 0.0 + with subtests.test("Cost year"): + assert prob.get_val("sys.cost_year") == 2018 + + +def test_lined_rock_cavern_ex_12_small_case(plant_config, subtests): + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": 169320.79994693, + "max_charge_rate": 1568.70894716, + } + } + } + prob = om.Problem() + + comp = LinedRockCavernStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.run_model() + + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-6) == 18693728.23242369 + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("sys.OpEx")[0], rel=1e-6) == 767466.36227705 + with subtests.test("VarOpEx"): + assert pytest.approx(np.sum(prob.get_val("sys.VarOpEx")), rel=1e-6) == 0.0 + with subtests.test("Cost year"): + assert prob.get_val("sys.cost_year") == 2018 + + +def test_lined_rock_cavern_ex_1(plant_config, subtests): + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": 2081385.93267781, + "max_charge_rate": 14118.14678877, + } + } + } + prob = om.Problem() + comp = LinedRockCavernStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.run_model() + + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-6) == 92392496.03198986 + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("sys.OpEx")[0], rel=1e-6) == 3228373.63748516 + with subtests.test("VarOpEx"): + assert pytest.approx(np.sum(prob.get_val("sys.VarOpEx")), rel=1e-6) == 0.0 + with subtests.test("Cost year"): + assert prob.get_val("sys.cost_year") == 2018 + + +def test_lined_rock_cavern_ex_14(plant_config, subtests): + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": 2987042.0, + "max_charge_rate": 12446.00729773, + } + } + } + prob = om.Problem() + comp = LinedRockCavernStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.run_model() + + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-6) == 1.28437699 * 1e8 + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("sys.OpEx")[0], rel=1e-6) == 4330693.49125131 + with subtests.test("VarOpEx"): + assert pytest.approx(np.sum(prob.get_val("sys.VarOpEx")), rel=1e-6) == 0.0 + with subtests.test("Cost year"): + assert prob.get_val("sys.cost_year") == 2018 + + +def test_buried_pipe_storage(plant_config, subtests): + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": 3580383.39133725, + "max_charge_rate": 12549.62622698, + } + } + } + prob = om.Problem() + comp = PipeStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.run_model() + + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-6) == 1827170156.1390543 + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("sys.OpEx")[0], rel=1e-6) == 56972128.44322313 + with subtests.test("VarOpEx"): + assert pytest.approx(np.sum(prob.get_val("sys.VarOpEx")), rel=1e-6) == 0.0 + with subtests.test("Cost year"): + assert prob.get_val("sys.cost_year") == 2018 diff --git a/h2integrate/storage/hydrogen/test/test_tol_mch_storage.py b/h2integrate/storage/hydrogen/test/test_tol_mch_storage.py new file mode 100644 index 000000000..7f703ae93 --- /dev/null +++ b/h2integrate/storage/hydrogen/test/test_tol_mch_storage.py @@ -0,0 +1,262 @@ +import numpy as np +import pytest +import openmdao.api as om +from pytest import approx, fixture + +from h2integrate.storage.hydrogen.mch_storage import MCHTOLStorageCostModel +from h2integrate.simulation.technologies.hydrogen.h2_storage.mch.mch_cost import MCHStorage + + +@fixture +def tol_mch_storage(): + # Test values are based on Supplementary Table 3 of + # https://doi.org/10.1038/s41467-024-53189-2 + Dc_tpd = 304 + Hc_tpd = 304 + As_tpy = 35000 + Ms_tpy = 16200 + in_dict = { + "max_H2_production_kg_pr_hr": (Hc_tpd + Dc_tpd) * 1e3 / 24, + "hydrogen_storage_capacity_kg": Ms_tpy * 1e3, + "hydrogen_demand_kg_pr_hr": Dc_tpd * 1e3 / 24, + "annual_hydrogen_stored_kg_pr_yr": As_tpy * 1e3, + } + + mch_storage = MCHStorage(**in_dict) + + return mch_storage + + +def test_init(): + # Test values are based on Supplementary Table 3 of + # https://doi.org/10.1038/s41467-024-53189-2 + Dc_tpd = 304 + Hc_tpd = 304 + As_tpy = 35000 + Ms_tpy = 16200 + in_dict = { + "max_H2_production_kg_pr_hr": (Hc_tpd + Dc_tpd) * 1e3 / 24, + "hydrogen_storage_capacity_kg": Ms_tpy * 1e3, + "hydrogen_demand_kg_pr_hr": Dc_tpd * 1e3 / 24, + "annual_hydrogen_stored_kg_pr_yr": As_tpy * 1e3, + } + mch_storage = MCHStorage(**in_dict) + + assert mch_storage.cost_year is not None + assert mch_storage.occ_coeff is not None + + +def test_sizing(tol_mch_storage, subtests): + # Test values are based on Supplementary Table 3 of + # https://doi.org/10.1038/s41467-024-53189-2 + Dc_tpd = 304 + Hc_tpd = 304 + As_tpy = 35000 + Ms_tpy = 16200 + with subtests.test("Dehydrogenation capacity"): + assert tol_mch_storage.Dc == approx(Dc_tpd, rel=1e-6) + with subtests.test("Hydrogenation capacity"): + assert tol_mch_storage.Hc == approx(Hc_tpd, rel=1e-6) + with subtests.test("Annual storage capacity"): + assert tol_mch_storage.As == approx(As_tpy, rel=1e-6) + with subtests.test("Maximum storage capacity"): + assert tol_mch_storage.Ms == approx(Ms_tpy, rel=1e-6) + + +def test_cost_calculation_methods(tol_mch_storage, subtests): + # Supplementary Table 3 + toc_actual = 639375591 + foc_actual = 10239180 + voc_actual = 17332229 + + max_cost_error_rel = 0.06 + capex = tol_mch_storage.calc_cost_value(*tol_mch_storage.occ_coeff) + fixed_om = tol_mch_storage.calc_cost_value(*tol_mch_storage.foc_coeff) + var_om = tol_mch_storage.calc_cost_value(*tol_mch_storage.voc_coeff) + with subtests.test("CapEx"): + assert capex == approx(toc_actual, rel=max_cost_error_rel) + with subtests.test("Fixed O&M"): + assert fixed_om == approx(foc_actual, rel=max_cost_error_rel) + with subtests.test("Variable O&M"): + assert var_om == approx(voc_actual, rel=max_cost_error_rel) + + +def test_run_costs(tol_mch_storage, subtests): + # Supplementary Table 3 + toc_actual = 639375591 + foc_actual = 10239180 + voc_actual = 17332229 + + max_cost_error_rel = 0.06 + cost_res = tol_mch_storage.run_costs() + + with subtests.test("CapEx"): + assert cost_res["mch_capex"] == approx(toc_actual, rel=max_cost_error_rel) + with subtests.test("Fixed O&M"): + assert cost_res["mch_opex"] == approx(foc_actual, rel=max_cost_error_rel) + with subtests.test("Variable O&M"): + assert cost_res["mch_variable_om"] == approx(voc_actual, rel=max_cost_error_rel) + + +def test_run_lcos(tol_mch_storage, subtests): + """ + This test is to highlight the difference between the LCOS when computed + using different methods from the same reference. + Specifically, the estimate_lcos and estimate_lcos_from_costs methods which + use Eq. 7 and Eq. 5 respectively from the source. + + Sources: + Breunig, H., Rosner, F., Saqline, S. et al. "Achieving gigawatt-scale green hydrogen + production and seasonal storage at industrial locations across the U.S." *Nat Commun* + **15**, 9049 (2024). https://doi.org/10.1038/s41467-024-53189-2 + """ + max_cost_error_rel = 0.06 + lcos_est = tol_mch_storage.estimate_lcos() + lcos_est_from_costs = tol_mch_storage.estimate_lcos_from_costs() + + with subtests.test("lcos equation"): + assert lcos_est == approx(2.05, rel=max_cost_error_rel) + with subtests.test("lcos equation from costs"): + assert lcos_est_from_costs == approx(2.05, rel=max_cost_error_rel) + + +@fixture +def plant_config(): + plant_config_dict = { + "plant": { + "plant_life": 30, + "simulation": { + "n_timesteps": 8760, # Default number of timesteps for the simulation + }, + }, + } + return plant_config_dict + + +def test_mch_wrapper(plant_config, subtests): + Dc_tpd = 304 + Hc_tpd = 304 + As_tpy = 35000 + Ms_tpy = 16200 + + toc_actual = 639375591 + foc_actual = 10239180 + voc_actual = 17332229 + + max_cost_error_rel = 0.06 + + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": Ms_tpy * 1e3, + "max_charge_rate": Hc_tpd * 1e3 / 24, + "max_discharge_rate": Dc_tpd * 1e3 / 24, + "charge_equals_discharge": False, + } + } + } + + target_annual_h2_stored = As_tpy * 1e3 + storage_capacity_kg = Ms_tpy * 1e3 + n_fills = target_annual_h2_stored / storage_capacity_kg + fill_ratio_per_hr = n_fills / (8760 / 2) + fill_per_hr = fill_ratio_per_hr * storage_capacity_kg + soc = np.tile([fill_per_hr / storage_capacity_kg, 0], 4380) + prob = om.Problem() + comp = MCHTOLStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.set_val("sys.hydrogen_soc", soc) + prob.run_model() + + with subtests.test("Dehydrogenation capacity"): + assert comp.Dc == approx(Dc_tpd, rel=1e-6) + with subtests.test("Hydrogenation capacity"): + assert comp.Hc == approx(Hc_tpd, rel=1e-6) + with subtests.test("Annual storage capacity"): + assert comp.As == approx(As_tpy, rel=1e-6) + with subtests.test("Maximum storage capacity"): + assert comp.Ms == approx(Ms_tpy, rel=1e-6) + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=max_cost_error_rel) == toc_actual + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("sys.OpEx")[0], rel=max_cost_error_rel) == foc_actual + with subtests.test("VarOpEx"): + assert pytest.approx(prob.get_val("sys.VarOpEx"), rel=max_cost_error_rel) == voc_actual + with subtests.test("Cost year"): + assert prob.get_val("sys.cost_year") == 2024 + + +def test_mch_ex1(subtests): + in_dict = { + "max_H2_production_kg_pr_hr": 14118.146788766157, + "hydrogen_storage_capacity_kg": 2081385.9326778147, + "hydrogen_demand_kg_pr_hr": 10775.824040553021, + "annual_hydrogen_stored_kg_pr_yr": 17878378.49459929, + } + mch_storage = MCHStorage(**in_dict) + cost_res = mch_storage.run_costs() + + with subtests.test("CapEx"): + assert pytest.approx(cost_res["mch_capex"], rel=1e-6) == 2.62304217 * 1e8 + with subtests.test("Fixed O&M"): + assert pytest.approx(cost_res["mch_opex"], rel=1e-6) == 7406935.548022923 + with subtests.test("Variable O&M"): + assert pytest.approx(cost_res["mch_variable_om"], rel=1e-6) == 9420636.00753175 + + +def test_mch_wrapper_ex1(plant_config, subtests): + # Ran Example 1 with MCH storage + # Annual H2 Stored: 17878378.49459929 + + target_annual_h2_stored_kg = 17878378.49459929 + storage_capacity_kg = 2081385.9326778147 + charge_rate_kg_pr_hr = 3342.322748213135 # 14118.146788766157 + discharge_rate_kg_pr_hr = 10775.824040553021 + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": storage_capacity_kg, + "max_charge_rate": charge_rate_kg_pr_hr, + "max_discharge_rate": discharge_rate_kg_pr_hr, + "charge_equals_discharge": False, + } + } + } + + n_fills = target_annual_h2_stored_kg / storage_capacity_kg + fill_ratio_per_hr = n_fills / (8760 / 2) + fill_per_hr = fill_ratio_per_hr * storage_capacity_kg + soc = np.tile([fill_per_hr / storage_capacity_kg, 0], 4380) + prob = om.Problem() + comp = MCHTOLStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.set_val("sys.hydrogen_soc", soc) + prob.run_model() + + with subtests.test("Dehydrogenation capacity"): + assert comp.Dc == approx(discharge_rate_kg_pr_hr * 24 / 1e3, rel=1e-6) + with subtests.test("Hydrogenation capacity"): + assert comp.Hc == approx(charge_rate_kg_pr_hr * 24 / 1e3, rel=1e-6) + with subtests.test("Annual storage capacity"): + assert comp.As == approx(target_annual_h2_stored_kg / 1e3, rel=1e-6) + with subtests.test("Maximum storage capacity"): + assert comp.Ms == approx(storage_capacity_kg / 1e3, rel=1e-6) + + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-6) == 2.62304217 * 1e8 + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("sys.OpEx")[0], rel=1e-6) == 7406935.548022923 + with subtests.test("VarOpEx"): + assert pytest.approx(prob.get_val("sys.VarOpEx")[0], rel=1e-6) == 9420636.00753175 + with subtests.test("Cost year"): + assert prob.get_val("sys.cost_year") == 2024 diff --git a/h2integrate/storage/simple_storage_auto_sizing.py b/h2integrate/storage/simple_storage_auto_sizing.py new file mode 100644 index 000000000..675a19e92 --- /dev/null +++ b/h2integrate/storage/simple_storage_auto_sizing.py @@ -0,0 +1,126 @@ +import numpy as np +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs + + +@define +class StorageSizingModelConfig(BaseConfig): + """Configuration class for the StorageAutoSizingModel. + + Attributes: + commodity_name (str, optional): Name of the commodity being controlled (e.g., "hydrogen"). + Defaults to "hydrogen" + commodity_units (str, optional): Units of the commodity (e.g., "kg/h"). Defaults to "kg/h" + demand_profile (scalar or list): The demand values for each time step (in the same units + as `commodity_units`) or a scalar for a constant demand. + """ + + commodity_name: str = field(default="hydrogen") + commodity_units: str = field(default="kg/h") + demand_profile: int | float | list = field(default=0.0) + + +class StorageAutoSizingModel(om.ExplicitComponent): + """Performance model that calculates the storage charge rate and capacity needed + to either: + + 1. supply the comodity at a constant rate based on the commodity production profile or + 2. try to meet the commodity demand with the given commodity production profile. + + Inputs: + {commodity_name}_in (float): Input commodity flow timeseries (e.g., hydrogen production). + - Units: Defined in `commodity_units` (e.g., "kg/h"). + {commodity_name}_demand_profile (float): Demand profile of commodity. + - Units: Defined in `commodity_units` (e.g., "kg/h"). + + Outputs: + max_capacity (float): Maximum storage capacity of the commodity. + - Units: in non-rate units, e.g., "kg" if `commodity_units` is "kg/h" + max_charge_rate (float): Maximum rate at which the commodity can be charged + - Units: Defined in `commodity_units` (e.g., "kg/h"). + """ + + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + self.config = StorageSizingModelConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), + strict=False, + ) + + super().setup() + + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + + commodity_name = self.config.commodity_name + + self.add_input( + f"{commodity_name}_demand_profile", + units=f"{self.config.commodity_units}", + val=self.config.demand_profile, + shape=n_timesteps, + desc=f"{commodity_name} demand profile timeseries", + ) + + self.add_input( + f"{commodity_name}_in", + shape_by_conn=True, + units=f"{self.config.commodity_units}", + desc=f"{commodity_name} input timeseries from production to storage", + ) + + self.add_output( + "max_capacity", + val=0.0, + shape=1, + units=f"({self.config.commodity_units})*h", + ) + + self.add_output( + "max_charge_rate", + val=0.0, + shape=1, + units=f"{self.config.commodity_units}", + ) + + def compute(self, inputs, outputs): + commodity_name = self.config.commodity_name + storage_max_fill_rate = np.max(inputs[f"{commodity_name}_in"]) + + ########### get storage size ########### + if np.sum(inputs[f"{commodity_name}_demand_profile"]) > 0: + commodity_demand = inputs[f"{commodity_name}_demand_profile"] + else: + commodity_demand = np.mean( + inputs[f"{commodity_name}_in"] + ) # TODO: update demand based on end-use needs + + commodity_production = inputs[f"{commodity_name}_in"] + + # TODO: SOC is just an absolute value and is not a percentage. Ideally would calculate as shortfall in future. + commodity_storage_soc = [] + for j in range(len(commodity_production)): + if j == 0: + commodity_storage_soc.append(commodity_production[j] - commodity_demand) + else: + commodity_storage_soc.append( + commodity_storage_soc[j - 1] + commodity_production[j] - commodity_demand + ) + + minimum_soc = np.min(commodity_storage_soc) + + # adjust soc so it's not negative. + if minimum_soc < 0: + commodity_storage_soc = [x + np.abs(minimum_soc) for x in commodity_storage_soc] + + commodity_storage_capacity_kg = np.max(commodity_storage_soc) - np.min( + commodity_storage_soc + ) + + outputs["max_charge_rate"] = storage_max_fill_rate + outputs["max_capacity"] = commodity_storage_capacity_kg diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index b725b9f6e..74e89dc59 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -82,16 +82,10 @@ def test_simple_ammonia_example(subtests): assert pytest.approx(model.prob.get_val("electrolyzer.OpEx"), rel=1e-3) == 14703155.39207595 with subtests.test("Check H2 storage CapEx"): - assert ( - pytest.approx(model.prob.get_val("plant.h2_storage.h2_storage.CapEx"), rel=1e-3) - == 65336874.189441 - ) + assert pytest.approx(model.prob.get_val("h2_storage.CapEx"), rel=1e-3) == 65336874.189441 with subtests.test("Check H2 storage OpEx"): - assert ( - pytest.approx(model.prob.get_val("plant.h2_storage.h2_storage.OpEx"), rel=1e-3) - == 2358776.66234517 - ) + assert pytest.approx(model.prob.get_val("h2_storage.OpEx"), rel=1e-3) == 2358776.66234517 with subtests.test("Check ammonia CapEx"): assert pytest.approx(model.prob.get_val("ammonia.CapEx"), rel=1e-3) == 1.0124126e08 @@ -176,16 +170,10 @@ def test_ammonia_synloop_example(subtests): assert pytest.approx(model.prob.get_val("electrolyzer.OpEx"), rel=1e-6) == 14703155.39207595 with subtests.test("Check H2 storage CapEx"): - assert ( - pytest.approx(model.prob.get_val("plant.h2_storage.h2_storage.CapEx"), rel=1e-6) - == 65337437.18075897 - ) + assert pytest.approx(model.prob.get_val("h2_storage.CapEx"), rel=1e-6) == 65337437.18075897 with subtests.test("Check H2 storage OpEx"): - assert ( - pytest.approx(model.prob.get_val("plant.h2_storage.h2_storage.OpEx"), rel=1e-6) - == 2358794.11507603 - ) + assert pytest.approx(model.prob.get_val("h2_storage.OpEx"), rel=1e-6) == 2358794.11507603 with subtests.test("Check ammonia CapEx"): assert pytest.approx(model.prob.get_val("ammonia.CapEx"), rel=1e-6) == 1.15173753e09 @@ -536,7 +524,7 @@ def test_hydrogen_dispatch_example(subtests): model.prob.get_val("finance_subgroup_dispatched_hydrogen.LCOH", units="USD/kg")[0], rel=1e-5, ) - == 8.371194137479359 + == 7.54632229849164 ) diff --git a/tests/h2integrate/test_controllers/inputs/tech_config.yaml b/tests/h2integrate/test_controllers/inputs/tech_config.yaml index 6e0e50031..6d4864704 100644 --- a/tests/h2integrate/test_controllers/inputs/tech_config.yaml +++ b/tests/h2integrate/test_controllers/inputs/tech_config.yaml @@ -6,17 +6,15 @@ technologies: control_strategy: model: "pass_through_controller" performance_model: - model: "h2_storage" + model: "storage_auto_sizing" cost_model: - model: "h2_storage" + model: "lined_rock_cavern_h2_storage_cost" model_inputs: - performance_parameters: - max_charge_rate: 720. - size_capacity_from_demand: - flag: False # If True, then storage is sized to provide steady-state storage - capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. - type: "lined_rock_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] - days: 10 #how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) - control_parameters: + shared_parameters: commodity_name: "hydrogen" commodity_units: "kg/h" + cost_parameters: + # since the storage is being auto-sized by the performance model, + # we set the sizing mode to 'auto' rather than defining the capacities + # in the input file + sizing_mode: "auto" # set as "auto" so storage capacity doesnt have to be defined diff --git a/tests/h2integrate/test_controllers/test_open_loop_controllers.py b/tests/h2integrate/test_controllers/test_open_loop_controllers.py index dba019b5e..6b96c6e23 100644 --- a/tests/h2integrate/test_controllers/test_open_loop_controllers.py +++ b/tests/h2integrate/test_controllers/test_open_loop_controllers.py @@ -86,8 +86,6 @@ def test_demand_controller(subtests): ) tech_config["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { - "commodity_name": "hydrogen", - "commodity_units": "kg", "max_capacity": 10.0, # kg "max_charge_percent": 1.0, # percent as decimal "min_charge_percent": 0.0, # percent as decimal @@ -162,8 +160,6 @@ def test_demand_controller_round_trip_efficiency(subtests): "demand_openloop_controller" ) tech_config["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { - "commodity_name": "hydrogen", - "commodity_units": "kg", "max_capacity": 10.0, # kg "max_charge_percent": 1.0, # percent as decimal "min_charge_percent": 0.0, # percent as decimal @@ -178,8 +174,6 @@ def test_demand_controller_round_trip_efficiency(subtests): tech_config_rte = deepcopy(tech_config) tech_config_rte["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { - "commodity_name": "hydrogen", - "commodity_units": "kg", "max_capacity": 10.0, # kg "max_charge_percent": 1.0, # percent as decimal "min_charge_percent": 0.0, # percent as decimal diff --git a/tests/h2integrate/test_hydrogen/test_lined_rock_storage.py b/tests/h2integrate/test_hydrogen/test_lined_rock_storage.py index 7ebd24aec..503ce914e 100644 --- a/tests/h2integrate/test_hydrogen/test_lined_rock_storage.py +++ b/tests/h2integrate/test_hydrogen/test_lined_rock_storage.py @@ -7,7 +7,7 @@ # Test values are based on conclusions of Papadias 2021 and are in 2019 USD -in_dict = {"h2_storage_kg": 1000000, "system_flow_rate": 100000, "model": "papadias"} +in_dict = {"h2_storage_kg": 1000000, "system_flow_rate": 100000} @fixture diff --git a/tests/h2integrate/test_hydrogen/test_salt_cavern_storage.py b/tests/h2integrate/test_hydrogen/test_salt_cavern_storage.py index 33ea45d76..821ee33e2 100644 --- a/tests/h2integrate/test_hydrogen/test_salt_cavern_storage.py +++ b/tests/h2integrate/test_hydrogen/test_salt_cavern_storage.py @@ -7,7 +7,7 @@ # Test values are based on conclusions of Papadias 2021 and are in 2019 USD -in_dict = {"h2_storage_kg": 1000000, "system_flow_rate": 100000, "model": "papadias"} +in_dict = {"h2_storage_kg": 1000000, "system_flow_rate": 100000} @fixture diff --git a/tests/h2integrate/test_hydrogen/test_tol_mch_storage.py b/tests/h2integrate/test_hydrogen/test_tol_mch_storage.py deleted file mode 100644 index de38725e5..000000000 --- a/tests/h2integrate/test_hydrogen/test_tol_mch_storage.py +++ /dev/null @@ -1,93 +0,0 @@ -from pytest import approx, fixture - -from h2integrate.simulation.technologies.hydrogen.h2_storage.mch.mch_cost import MCHStorage - - -# Test values are based on Supplementary Table 3 of https://doi.org/10.1038/s41467-024-53189-2 -Dc_tpd = 304 -Hc_tpd = 304 -As_tpy = 35000 -Ms_tpy = 16200 - -# Supplementary Table 3 -toc_actual = 639375591 -foc_actual = 10239180 -voc_actual = 17332229 - -max_cost_error_rel = 0.06 - -in_dict = { - "max_H2_production_kg_pr_hr": (Hc_tpd + Dc_tpd) * 1e3 / 24, - "hydrogen_storage_capacity_kg": Ms_tpy * 1e3, - "hydrogen_demand_kg_pr_hr": Dc_tpd * 1e3 / 24, - "annual_hydrogen_stored_kg_pr_yr": As_tpy * 1e3, -} - - -@fixture -def tol_mch_storage(): - mch_storage = MCHStorage(**in_dict) - - return mch_storage - - -def test_init(): - mch_storage = MCHStorage(**in_dict) - - assert mch_storage.cost_year is not None - assert mch_storage.occ_coeff is not None - - -def test_sizing(tol_mch_storage, subtests): - with subtests.test("Dehydrogenation capacity"): - assert tol_mch_storage.Dc == approx(Dc_tpd, rel=1e-6) - with subtests.test("Hydrogenation capacity"): - assert tol_mch_storage.Hc == approx(Hc_tpd, rel=1e-6) - with subtests.test("Annual storage capacity"): - assert tol_mch_storage.As == approx(As_tpy, rel=1e-6) - with subtests.test("Maximum storage capacity"): - assert tol_mch_storage.Ms == approx(Ms_tpy, rel=1e-6) - - -def test_cost_calculation_methods(tol_mch_storage, subtests): - capex = tol_mch_storage.calc_cost_value(*tol_mch_storage.occ_coeff) - fixed_om = tol_mch_storage.calc_cost_value(*tol_mch_storage.foc_coeff) - var_om = tol_mch_storage.calc_cost_value(*tol_mch_storage.voc_coeff) - with subtests.test("CapEx"): - assert capex == approx(toc_actual, rel=max_cost_error_rel) - with subtests.test("Fixed O&M"): - assert fixed_om == approx(foc_actual, rel=max_cost_error_rel) - with subtests.test("Variable O&M"): - assert var_om == approx(voc_actual, rel=max_cost_error_rel) - - -def test_run_costs(tol_mch_storage, subtests): - cost_res = tol_mch_storage.run_costs() - - with subtests.test("CapEx"): - assert cost_res["mch_capex"] == approx(toc_actual, rel=max_cost_error_rel) - with subtests.test("Fixed O&M"): - assert cost_res["mch_opex"] == approx(foc_actual, rel=max_cost_error_rel) - with subtests.test("Variable O&M"): - assert cost_res["mch_variable_om"] == approx(voc_actual, rel=max_cost_error_rel) - - -def test_run_lcos(tol_mch_storage, subtests): - """ - This test is to highlight the difference between the LCOS when computed - using different methods from the same reference. - Specifically, the estimate_lcos and estimate_lcos_from_costs methods which - use Eq. 7 and Eq. 5 respectively from the source. - - Sources: - Breunig, H., Rosner, F., Saqline, S. et al. "Achieving gigawatt-scale green hydrogen - production and seasonal storage at industrial locations across the U.S." *Nat Commun* - **15**, 9049 (2024). https://doi.org/10.1038/s41467-024-53189-2 - """ - lcos_est = tol_mch_storage.estimate_lcos() - lcos_est_from_costs = tol_mch_storage.estimate_lcos_from_costs() - - with subtests.test("lcos equation"): - assert lcos_est == approx(2.05, rel=max_cost_error_rel) - with subtests.test("lcos equation from costs"): - assert lcos_est_from_costs == approx(2.05, rel=max_cost_error_rel) diff --git a/tests/h2integrate/test_hydrogen/test_underground_pipe_storage.py b/tests/h2integrate/test_hydrogen/test_underground_pipe_storage.py index db84172e6..68ded360f 100644 --- a/tests/h2integrate/test_hydrogen/test_underground_pipe_storage.py +++ b/tests/h2integrate/test_hydrogen/test_underground_pipe_storage.py @@ -11,7 +11,6 @@ in_dict = { "h2_storage_kg": 1000000, "system_flow_rate": 100000, - "model": "papadias", "compressor_output_pressure": 100, } From da6fef89e4cc080702bb96a145c4a375f57c934f Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Mon, 17 Nov 2025 19:11:25 -0700 Subject: [PATCH 57/79] Post-processing: summarize data in .sql file and export to csv (#366) * added methods to summarize data from sql file * added recorder_path as attribute to h2i and added sql summarizing to post_process * updated convert_sql_to_csv_summary to work if run in parallel * added sbutests to example 20 to check csv summarizing * minor fixes --------- Co-authored-by: John Jasa --- h2integrate/core/h2integrate_model.py | 14 ++- h2integrate/core/pose_optimization.py | 2 + h2integrate/postprocess/__init__.py | 0 h2integrate/postprocess/sql_to_csv.py | 141 +++++++++++++++++++++++++ tests/h2integrate/test_all_examples.py | 22 +++- 5 files changed, 174 insertions(+), 5 deletions(-) create mode 100644 h2integrate/postprocess/__init__.py create mode 100644 h2integrate/postprocess/sql_to_csv.py diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index bcc132d93..479b68c41 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -16,6 +16,7 @@ from h2integrate.core.supported_models import supported_models, electricity_producing_techs from h2integrate.core.inputs.validation import load_tech_yaml, load_plant_yaml, load_driver_yaml from h2integrate.core.pose_optimization import PoseOptimization +from h2integrate.postprocess.sql_to_csv import convert_sql_to_csv_summary try: @@ -43,6 +44,9 @@ def __init__(self, config_input): # track if setup has been called via boolean self.setup_has_been_called = False + # initialize recorder_path attribute + self.recorder_path = None + # create site-level model # this is an OpenMDAO group that contains all the site information self.create_site_model() @@ -1125,7 +1129,7 @@ def create_driver_model(self): myopt.set_constraints(self.prob) # Add a recorder if specified in the driver config if "recorder" in self.driver_config: - myopt.set_recorders(self.prob) + self.recorder_path = myopt.set_recorders(self.prob) def setup(self): """ @@ -1143,7 +1147,7 @@ def run(self): self.prob.run_driver() - def post_process(self, show_plots=False): + def post_process(self, summarize_sql=False, show_plots=False): """ Post-process the results of the OpenMDAO model. @@ -1151,6 +1155,9 @@ def post_process(self, show_plots=False): We currently exclude any variables with "resource_data" in the name, since those are large dictionary variables that are not correctly formatted when printing. + If `summarize_sql` is set to True and a recorder file was written, the results + in the recorder file will be summarized and saved as a .csv file. + Also, if `show_plots` is set to True, then any performance models with post-processing plots available will be run and shown. """ @@ -1158,6 +1165,9 @@ def post_process(self, show_plots=False): # suppress internal value printing and display only mean values. print_results(self.prob.model, excludes=["*resource_data"]) + if summarize_sql and self.recorder_path is not None: + convert_sql_to_csv_summary(self.recorder_path, save_to_file=True) + for model in self.performance_models: if hasattr(model, "post_process") and callable(model.post_process): model.post_process(show_plots=show_plots) diff --git a/h2integrate/core/pose_optimization.py b/h2integrate/core/pose_optimization.py index 02b9be545..e2ae0fc5b 100644 --- a/h2integrate/core/pose_optimization.py +++ b/h2integrate/core/pose_optimization.py @@ -549,6 +549,8 @@ def set_recorders(self, opt_prob): opt_prob.driver.recording_options["excludes"] = self.config["recorder"].get( "excludes", ["*resource_data"] ) + return recorder_path + return None def set_restart(self, opt_prob): """ diff --git a/h2integrate/postprocess/__init__.py b/h2integrate/postprocess/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/postprocess/sql_to_csv.py b/h2integrate/postprocess/sql_to_csv.py new file mode 100644 index 000000000..120028b86 --- /dev/null +++ b/h2integrate/postprocess/sql_to_csv.py @@ -0,0 +1,141 @@ +from pathlib import Path + +import numpy as np +import pandas as pd +import openmdao.api as om + + +def summarize_case(case, return_units=False): + """Summarize scalar data from a case. + + Args: + case (om.recorders.case.Case): OpenMDAO case object. + return_units (bool, optional): Whether to return a dictionary of units + corresponding to the variables. Defaults to False. + + Returns: + tuple[dict] or dict: Return dictionary of variable names and the corresponding + values and a dictionary of variable names and the corresponding units + if `return_units` is True. Otherwise, returns dictionary of variable names + and the corresponding values. + """ + + # get list of input and output variable names + design_vars = case.get_design_vars() + output_var_dict = case.list_outputs(val=False, out_stream=None, return_format="dict") + input_var_dict = case.list_inputs(val=False, out_stream=None, return_format="dict") + + # create list of variables to loop through + var_list = [v["prom_name"] for v in output_var_dict.values()] + var_list += [v["prom_name"] for v in input_var_dict.values()] + var_list.sort() + + # have the design variables as the first columns + var_list = list(design_vars.keys()) + var_list + + # initialize output dictionaries + var_to_values = {} # variable to the units + var_to_units = {} # variable to the value + for var in var_list: + if var in var_to_values: + # don't duplicate data + continue + + # get the value + val = case.get_val(var) + + # if discrete variable, don't include units + if isinstance(val, (int, float, str, bool)): + var_to_values.update({var: val}) + continue + + # skip resource data + if isinstance(val, (dict, pd.DataFrame, pd.Series)): + continue + + # save variable om for first year + if "varopex" in var.lower(): + var_to_values.update({var: val[0]}) + var_to_units.update({var: case._get_units(var)}) + + if isinstance(val, np.ndarray): + # dont save information for non-scalar values + if len(val) > 1: + continue + + # save information for scalar values + var_to_values.update({var: val[0]}) + var_to_units.update({var: case._get_units(var)}) + + if return_units: + return var_to_values, var_to_units + + return var_to_values + + +def convert_sql_to_csv_summary(sql_fpath: Path | str, save_to_file: bool = True): + """Summarize scalar data from a sql recorder file (if ran in serial) or set of sql + recorder files (if ran in parallel) to a DataFrame and save to csv file if + `save_to_file` is True. + + The first columns of the output DataFrame are the design variables. + Column names are formatted as: + + - "{promoted variable name} ({units})" for continuous variables + - "{promoted variable name}" for discrete variables. + + Args: + sql_fpath (Path | str): Filepath to sql recorder file. + save_to_file (bool, optional): Whether to save the summary csv file to the same + folder as the sql file(s). Defaults to True. + + Raises: + FileNotFoundError: if sql_fpath does not point to a valid filename. + + Returns: + pd.DataFrame: summary of scalar results from the sql file. + """ + sql_fpath = Path(sql_fpath) + + sql_files = list(Path(sql_fpath.parent).glob(f"{sql_fpath.name}*")) + + # check that file exists + if len(sql_files) == 0: + raise FileNotFoundError(f"{sql_fpath} file does not exist.") + + # initialize results dataframe and counter + results = pd.DataFrame() + ii = 0 + + # loop through the sql files (only multiple if ran in parallel) + for sql_file in sql_files: + if "_meta" in sql_file.suffix: + # don't read meta data file (only created in ran in parallel) + continue + + # load the sql file and extract cases + cr = om.CaseReader(Path(sql_file)) + cases = list(cr.get_cases()) + + # loop through cases + for case in cases: + if ii == 0: + case_results, data_units = summarize_case(case, return_units=True) + else: + case_results = summarize_case(case, return_units=False) + results = pd.concat([results, pd.DataFrame(case_results, index=[ii])], axis=0) + + ii += 1 + + # rename columns to include units + column_rename_mapper = { + col: f"{col} ({data_units[col]})" for col in results.columns.to_list() if col in data_units + } + results = results.rename(columns=column_rename_mapper) + + # save file to csv + if save_to_file: + output_fpath = sql_fpath.parent / f"{sql_fpath.stem}.csv" + results.to_csv(output_fpath) + + return results diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index 74e89dc59..be51e3c29 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -1052,13 +1052,11 @@ def test_simple_dispatch_example(subtests): def test_csvgen_design_of_experiments(subtests): os.chdir(EXAMPLE_DIR / "20_solar_electrolyzer_doe") - # Create a H2Integrate model - with pytest.raises(UserWarning) as excinfo: model = H2IntegrateModel(Path.cwd() / "20_solar_electrolyzer_doe.yaml") assert "There may be issues with the csv file csv_doe_cases.csv" in str(excinfo.value) - # Run the model + import pandas as pd from hopp.utilities.utilities import load_yaml from h2integrate.core.utilities import check_file_format_for_csv_generator @@ -1091,9 +1089,27 @@ def test_csvgen_design_of_experiments(subtests): # save the updated top-level config file to a new file write_yaml(main_config, new_toplevel_fpath) + # Run the model model = H2IntegrateModel(new_toplevel_fpath) model.run() + # summarize sql file + model.post_process(summarize_sql=True) + + with subtests.test("Check that sql file was summarized"): + assert model.recorder_path is not None + summarized_filepath = model.recorder_path.parent / f"{model.recorder_path.stem}.csv" + assert summarized_filepath.is_file() + with subtests.test("Check that sql summary file was written as expected"): + summary = pd.read_csv(summarized_filepath, index_col="Unnamed: 0") + assert len(summary) == 10 + d_var_cols = ["solar.capacity_kWdc (kW)", "electrolyzer.n_clusters (unitless)"] + assert summary.columns.to_list()[0] in d_var_cols + assert summary.columns.to_list()[1] in d_var_cols + assert "finance_subgroup_hydrogen.LCOH_optimistic (USD/kg)" in summary.columns.to_list() + # delete summary file + summarized_filepath.unlink() + sql_fpath = Path.cwd() / "ex_20_out" / "cases.sql" cr = om.CaseReader(str(sql_fpath)) cases = list(cr.get_cases()) From 8600c7c705d58566563d2c343dded3842f6826e9 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Tue, 18 Nov 2025 09:36:42 -0700 Subject: [PATCH 58/79] Added library folder for commonly used inputs (#369) * added library folder for pysam option files * renamed pysam input files * updated filenames in examples --- examples/05_wind_h2_opt/tech_config.yaml | 2 +- .../06_custom_tech/pysam_options_8300MW.yaml | 413 ------------------ examples/06_custom_tech/tech_config.yaml | 2 +- .../pysam_options_8300MW.yaml | 413 ------------------ .../08_wind_electrolyzer/tech_config.yaml | 2 +- .../pysam_options_8300MW.yaml | 413 ------------------ examples/10_electrolyzer_om/tech_config.yaml | 2 +- .../inputs/pysam_options_8300MW.yaml | 413 ------------------ .../inputs/tech_config.yaml | 2 +- .../tech_config.yaml | 2 +- .../pysam_options_8300MW.yaml | 413 ------------------ .../tech_config.yaml | 2 +- .../tech_config_error_for_testing.yaml | 2 +- .../pysam_options_8300MW.yaml | 413 ------------------ examples/19_simple_dispatch/tech_config.yaml | 2 +- h2integrate/__init__.py | 1 + .../pysam_options_6MW.yaml | 0 .../pysam_options_8.3MW.yaml | 0 18 files changed, 10 insertions(+), 2487 deletions(-) delete mode 100644 examples/06_custom_tech/pysam_options_8300MW.yaml delete mode 100644 examples/08_wind_electrolyzer/pysam_options_8300MW.yaml delete mode 100644 examples/10_electrolyzer_om/pysam_options_8300MW.yaml delete mode 100644 examples/14_wind_hydrogen_dispatch/inputs/pysam_options_8300MW.yaml delete mode 100644 examples/18_pyomo_heuristic_dispatch/pysam_options_8300MW.yaml delete mode 100644 examples/19_simple_dispatch/pysam_options_8300MW.yaml rename examples/15_wind_solar_electrolyzer/pysam_options_6000MW.yaml => library/pysam_options_6MW.yaml (100%) rename examples/05_wind_h2_opt/pysam_options_8300MW.yaml => library/pysam_options_8.3MW.yaml (100%) diff --git a/examples/05_wind_h2_opt/tech_config.yaml b/examples/05_wind_h2_opt/tech_config.yaml index 68cb7bfbe..a1226db2e 100644 --- a/examples/05_wind_h2_opt/tech_config.yaml +++ b/examples/05_wind_h2_opt/tech_config.yaml @@ -15,7 +15,7 @@ technologies: hub_height: 130. create_model_from: "default" config_name: "WindPowerSingleOwner" - pysam_options: !include pysam_options_8300MW.yaml + pysam_options: !include "pysam_options_8.3MW.yaml" run_recalculate_power_curve: False layout: layout_mode: "basicgrid" diff --git a/examples/06_custom_tech/pysam_options_8300MW.yaml b/examples/06_custom_tech/pysam_options_8300MW.yaml deleted file mode 100644 index 558b24cfb..000000000 --- a/examples/06_custom_tech/pysam_options_8300MW.yaml +++ /dev/null @@ -1,413 +0,0 @@ -Turbine: - wind_resource_shear: 0.14 - wind_turbine_ct_curve: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.4337 - - 0.4383 - - 0.4637 - - 0.4951 - - 0.5248 - - 0.5486 - - 0.5646 - - 0.5721 - - 0.5721 - - 0.5691 - - 0.5664 - - 0.566 - - 0.5684 - - 0.5715 - - 0.5738 - - 0.5742 - - 0.5726 - - 0.5704 - - 0.569 - - 0.5695 - - 0.5713 - - 0.5711 - - 0.5658 - - 0.5535 - - 0.5342 - - 0.5106 - - 0.4854 - - 0.4603 - - 0.4363 - - 0.413 - - 0.3898 - - 0.3666 - - 0.3432 - - 0.3205 - - 0.299 - - 0.2792 - - 0.2614 - - 0.2452 - - 0.2304 - - 0.2168 - - 0.2041 - - 0.1923 - - 0.1814 - - 0.1714 - - 0.1621 - - 0.1535 - - 0.1455 - - 0.138 - - 0.1311 - - 0.1246 - - 0.1186 - - 0.1129 - - 0.1076 - - 0.1027 - - 0.098 - - 0.0937 - - 0.0896 - - 0.0857 - - 0.082 - - 0.0786 - - 0.0753 - - 0.0723 - - 0.0694 - - 0.0666 - - 0.064 - - 0.0615 - - 0.0592 - - 0.057 - - 0.0548 - - 0.0528 - - 0.0509 - - 0.0491 - - 0.0474 - - 0.0457 - - 0.0441 - - 0.0426 - - 0.0412 - - 0.0398 - - 0.0385 - - 0.0373 - - 0.0361 - - 0.0349 - - 0.0338 - - 0.0328 - - 0.0317 - - 0.0308 - - 0.0298 - - 0.029 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_hub_ht: 130.0 - wind_turbine_max_cp: 0.474457866 - wind_turbine_powercurve_powerout: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 241.0757324 - - 303.7602033 - - 391.3910551 - - 500.8033128 - - 628.8320016 - - 772.3121467 - - 928.0787732 - - 1092.966906 - - 1265.273318 - - 1449.141772 - - 1650.177777 - - 1873.986843 - - 2124.586921 - - 2399.645733 - - 2695.243438 - - 3007.4602 - - 3334.216 - - 3680.790104 - - 4054.301598 - - 4461.869566 - - 4905.067075 - - 5363.283108 - - 5810.360625 - - 6220.142589 - - 6572.96016 - - 6875.097291 - - 7139.326132 - - 7378.418836 - - 7601.367393 - - 7802.043165 - - 7970.537352 - - 8096.941157 - - 8175.407321 - - 8216.334756 - - 8234.183913 - - 8243.415243 - - 8255.567745 - - 8270.494605 - - 8285.127555 - - 8296.398325 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_powercurve_windspeeds: - - 0.0 - - 0.25 - - 0.5 - - 0.75 - - 1.0 - - 1.25 - - 1.5 - - 1.75 - - 2.0 - - 2.25 - - 2.5 - - 2.75 - - 3.0 - - 3.25 - - 3.5 - - 3.75 - - 4.0 - - 4.25 - - 4.5 - - 4.75 - - 5.0 - - 5.25 - - 5.5 - - 5.75 - - 6.0 - - 6.25 - - 6.5 - - 6.75 - - 7.0 - - 7.25 - - 7.5 - - 7.75 - - 8.0 - - 8.25 - - 8.5 - - 8.75 - - 9.0 - - 9.25 - - 9.5 - - 9.75 - - 10.0 - - 10.25 - - 10.5 - - 10.75 - - 11.0 - - 11.25 - - 11.5 - - 11.75 - - 12.0 - - 12.25 - - 12.5 - - 12.75 - - 13.0 - - 13.25 - - 13.5 - - 13.75 - - 14.0 - - 14.25 - - 14.5 - - 14.75 - - 15.0 - - 15.25 - - 15.5 - - 15.75 - - 16.0 - - 16.25 - - 16.5 - - 16.75 - - 17.0 - - 17.25 - - 17.5 - - 17.75 - - 18.0 - - 18.25 - - 18.5 - - 18.75 - - 19.0 - - 19.25 - - 19.5 - - 19.75 - - 20.0 - - 20.25 - - 20.5 - - 20.75 - - 21.0 - - 21.25 - - 21.5 - - 21.75 - - 22.0 - - 22.25 - - 22.5 - - 22.75 - - 23.0 - - 23.25 - - 23.5 - - 23.75 - - 24.0 - - 24.25 - - 24.5 - - 24.75 - - 25.0 - - 26.0 - - 27.0 - - 28.0 - - 29.0 - - 30.0 - - 31.0 - - 32.0 - - 33.0 - - 34.0 - - 35.0 - - 36.0 - - 37.0 - - 38.0 - - 39.0 - - 40.0 - - 41.0 - - 42.0 - - 43.0 - - 44.0 - - 45.0 - - 46.0 - - 47.0 - - 48.0 - - 49.0 -Farm: - wind_farm_wake_model: 0.0 - wind_resource_turbulence_coeff: 0.1 -Losses: - avail_bop_loss: 0.5 - avail_grid_loss: 1.5 - avail_turb_loss: 3.58 - elec_eff_loss: 1.91 - elec_parasitic_loss: 0.1 - env_degrad_loss: 1.8 - env_env_loss: 0.4 - env_exposure_loss: 0.0 - env_icing_loss: 0.21 - ops_env_loss: 1.0 - ops_grid_loss: 0.84 - ops_load_loss: 0.99 - ops_strategies_loss: 0.0 - turb_generic_loss: 1.7 - turb_hysteresis_loss: 0.4 - turb_perf_loss: 1.1 - turb_specific_loss: 9.964851766642457 - wake_ext_loss: 1.1 - wake_future_loss: 0.0 - wake_int_loss: 0.0 -Resource: - weibull_k_factor: 2.0 - weibull_reference_height: 50.0 - weibull_wind_speed: 7.25 - wind_resource_model_choice: 0.0 -Uncertainty: - total_uncert: 12.085 diff --git a/examples/06_custom_tech/tech_config.yaml b/examples/06_custom_tech/tech_config.yaml index 18b0b1f4c..52a8cd06f 100644 --- a/examples/06_custom_tech/tech_config.yaml +++ b/examples/06_custom_tech/tech_config.yaml @@ -15,7 +15,7 @@ technologies: hub_height: 130. create_model_from: "default" config_name: "WindPowerSingleOwner" - pysam_options: !include pysam_options_8300MW.yaml + pysam_options: !include "pysam_options_8.3MW.yaml" run_recalculate_power_curve: False layout: layout_mode: "basicgrid" diff --git a/examples/08_wind_electrolyzer/pysam_options_8300MW.yaml b/examples/08_wind_electrolyzer/pysam_options_8300MW.yaml deleted file mode 100644 index 558b24cfb..000000000 --- a/examples/08_wind_electrolyzer/pysam_options_8300MW.yaml +++ /dev/null @@ -1,413 +0,0 @@ -Turbine: - wind_resource_shear: 0.14 - wind_turbine_ct_curve: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.4337 - - 0.4383 - - 0.4637 - - 0.4951 - - 0.5248 - - 0.5486 - - 0.5646 - - 0.5721 - - 0.5721 - - 0.5691 - - 0.5664 - - 0.566 - - 0.5684 - - 0.5715 - - 0.5738 - - 0.5742 - - 0.5726 - - 0.5704 - - 0.569 - - 0.5695 - - 0.5713 - - 0.5711 - - 0.5658 - - 0.5535 - - 0.5342 - - 0.5106 - - 0.4854 - - 0.4603 - - 0.4363 - - 0.413 - - 0.3898 - - 0.3666 - - 0.3432 - - 0.3205 - - 0.299 - - 0.2792 - - 0.2614 - - 0.2452 - - 0.2304 - - 0.2168 - - 0.2041 - - 0.1923 - - 0.1814 - - 0.1714 - - 0.1621 - - 0.1535 - - 0.1455 - - 0.138 - - 0.1311 - - 0.1246 - - 0.1186 - - 0.1129 - - 0.1076 - - 0.1027 - - 0.098 - - 0.0937 - - 0.0896 - - 0.0857 - - 0.082 - - 0.0786 - - 0.0753 - - 0.0723 - - 0.0694 - - 0.0666 - - 0.064 - - 0.0615 - - 0.0592 - - 0.057 - - 0.0548 - - 0.0528 - - 0.0509 - - 0.0491 - - 0.0474 - - 0.0457 - - 0.0441 - - 0.0426 - - 0.0412 - - 0.0398 - - 0.0385 - - 0.0373 - - 0.0361 - - 0.0349 - - 0.0338 - - 0.0328 - - 0.0317 - - 0.0308 - - 0.0298 - - 0.029 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_hub_ht: 130.0 - wind_turbine_max_cp: 0.474457866 - wind_turbine_powercurve_powerout: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 241.0757324 - - 303.7602033 - - 391.3910551 - - 500.8033128 - - 628.8320016 - - 772.3121467 - - 928.0787732 - - 1092.966906 - - 1265.273318 - - 1449.141772 - - 1650.177777 - - 1873.986843 - - 2124.586921 - - 2399.645733 - - 2695.243438 - - 3007.4602 - - 3334.216 - - 3680.790104 - - 4054.301598 - - 4461.869566 - - 4905.067075 - - 5363.283108 - - 5810.360625 - - 6220.142589 - - 6572.96016 - - 6875.097291 - - 7139.326132 - - 7378.418836 - - 7601.367393 - - 7802.043165 - - 7970.537352 - - 8096.941157 - - 8175.407321 - - 8216.334756 - - 8234.183913 - - 8243.415243 - - 8255.567745 - - 8270.494605 - - 8285.127555 - - 8296.398325 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_powercurve_windspeeds: - - 0.0 - - 0.25 - - 0.5 - - 0.75 - - 1.0 - - 1.25 - - 1.5 - - 1.75 - - 2.0 - - 2.25 - - 2.5 - - 2.75 - - 3.0 - - 3.25 - - 3.5 - - 3.75 - - 4.0 - - 4.25 - - 4.5 - - 4.75 - - 5.0 - - 5.25 - - 5.5 - - 5.75 - - 6.0 - - 6.25 - - 6.5 - - 6.75 - - 7.0 - - 7.25 - - 7.5 - - 7.75 - - 8.0 - - 8.25 - - 8.5 - - 8.75 - - 9.0 - - 9.25 - - 9.5 - - 9.75 - - 10.0 - - 10.25 - - 10.5 - - 10.75 - - 11.0 - - 11.25 - - 11.5 - - 11.75 - - 12.0 - - 12.25 - - 12.5 - - 12.75 - - 13.0 - - 13.25 - - 13.5 - - 13.75 - - 14.0 - - 14.25 - - 14.5 - - 14.75 - - 15.0 - - 15.25 - - 15.5 - - 15.75 - - 16.0 - - 16.25 - - 16.5 - - 16.75 - - 17.0 - - 17.25 - - 17.5 - - 17.75 - - 18.0 - - 18.25 - - 18.5 - - 18.75 - - 19.0 - - 19.25 - - 19.5 - - 19.75 - - 20.0 - - 20.25 - - 20.5 - - 20.75 - - 21.0 - - 21.25 - - 21.5 - - 21.75 - - 22.0 - - 22.25 - - 22.5 - - 22.75 - - 23.0 - - 23.25 - - 23.5 - - 23.75 - - 24.0 - - 24.25 - - 24.5 - - 24.75 - - 25.0 - - 26.0 - - 27.0 - - 28.0 - - 29.0 - - 30.0 - - 31.0 - - 32.0 - - 33.0 - - 34.0 - - 35.0 - - 36.0 - - 37.0 - - 38.0 - - 39.0 - - 40.0 - - 41.0 - - 42.0 - - 43.0 - - 44.0 - - 45.0 - - 46.0 - - 47.0 - - 48.0 - - 49.0 -Farm: - wind_farm_wake_model: 0.0 - wind_resource_turbulence_coeff: 0.1 -Losses: - avail_bop_loss: 0.5 - avail_grid_loss: 1.5 - avail_turb_loss: 3.58 - elec_eff_loss: 1.91 - elec_parasitic_loss: 0.1 - env_degrad_loss: 1.8 - env_env_loss: 0.4 - env_exposure_loss: 0.0 - env_icing_loss: 0.21 - ops_env_loss: 1.0 - ops_grid_loss: 0.84 - ops_load_loss: 0.99 - ops_strategies_loss: 0.0 - turb_generic_loss: 1.7 - turb_hysteresis_loss: 0.4 - turb_perf_loss: 1.1 - turb_specific_loss: 9.964851766642457 - wake_ext_loss: 1.1 - wake_future_loss: 0.0 - wake_int_loss: 0.0 -Resource: - weibull_k_factor: 2.0 - weibull_reference_height: 50.0 - weibull_wind_speed: 7.25 - wind_resource_model_choice: 0.0 -Uncertainty: - total_uncert: 12.085 diff --git a/examples/08_wind_electrolyzer/tech_config.yaml b/examples/08_wind_electrolyzer/tech_config.yaml index cf9eb5149..546554de7 100644 --- a/examples/08_wind_electrolyzer/tech_config.yaml +++ b/examples/08_wind_electrolyzer/tech_config.yaml @@ -15,7 +15,7 @@ technologies: hub_height: 130. create_model_from: "default" config_name: "WindPowerSingleOwner" - pysam_options: !include pysam_options_8300MW.yaml + pysam_options: !include "pysam_options_8.3MW.yaml" run_recalculate_power_curve: False layout: layout_mode: "basicgrid" diff --git a/examples/10_electrolyzer_om/pysam_options_8300MW.yaml b/examples/10_electrolyzer_om/pysam_options_8300MW.yaml deleted file mode 100644 index 558b24cfb..000000000 --- a/examples/10_electrolyzer_om/pysam_options_8300MW.yaml +++ /dev/null @@ -1,413 +0,0 @@ -Turbine: - wind_resource_shear: 0.14 - wind_turbine_ct_curve: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.4337 - - 0.4383 - - 0.4637 - - 0.4951 - - 0.5248 - - 0.5486 - - 0.5646 - - 0.5721 - - 0.5721 - - 0.5691 - - 0.5664 - - 0.566 - - 0.5684 - - 0.5715 - - 0.5738 - - 0.5742 - - 0.5726 - - 0.5704 - - 0.569 - - 0.5695 - - 0.5713 - - 0.5711 - - 0.5658 - - 0.5535 - - 0.5342 - - 0.5106 - - 0.4854 - - 0.4603 - - 0.4363 - - 0.413 - - 0.3898 - - 0.3666 - - 0.3432 - - 0.3205 - - 0.299 - - 0.2792 - - 0.2614 - - 0.2452 - - 0.2304 - - 0.2168 - - 0.2041 - - 0.1923 - - 0.1814 - - 0.1714 - - 0.1621 - - 0.1535 - - 0.1455 - - 0.138 - - 0.1311 - - 0.1246 - - 0.1186 - - 0.1129 - - 0.1076 - - 0.1027 - - 0.098 - - 0.0937 - - 0.0896 - - 0.0857 - - 0.082 - - 0.0786 - - 0.0753 - - 0.0723 - - 0.0694 - - 0.0666 - - 0.064 - - 0.0615 - - 0.0592 - - 0.057 - - 0.0548 - - 0.0528 - - 0.0509 - - 0.0491 - - 0.0474 - - 0.0457 - - 0.0441 - - 0.0426 - - 0.0412 - - 0.0398 - - 0.0385 - - 0.0373 - - 0.0361 - - 0.0349 - - 0.0338 - - 0.0328 - - 0.0317 - - 0.0308 - - 0.0298 - - 0.029 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_hub_ht: 130.0 - wind_turbine_max_cp: 0.474457866 - wind_turbine_powercurve_powerout: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 241.0757324 - - 303.7602033 - - 391.3910551 - - 500.8033128 - - 628.8320016 - - 772.3121467 - - 928.0787732 - - 1092.966906 - - 1265.273318 - - 1449.141772 - - 1650.177777 - - 1873.986843 - - 2124.586921 - - 2399.645733 - - 2695.243438 - - 3007.4602 - - 3334.216 - - 3680.790104 - - 4054.301598 - - 4461.869566 - - 4905.067075 - - 5363.283108 - - 5810.360625 - - 6220.142589 - - 6572.96016 - - 6875.097291 - - 7139.326132 - - 7378.418836 - - 7601.367393 - - 7802.043165 - - 7970.537352 - - 8096.941157 - - 8175.407321 - - 8216.334756 - - 8234.183913 - - 8243.415243 - - 8255.567745 - - 8270.494605 - - 8285.127555 - - 8296.398325 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_powercurve_windspeeds: - - 0.0 - - 0.25 - - 0.5 - - 0.75 - - 1.0 - - 1.25 - - 1.5 - - 1.75 - - 2.0 - - 2.25 - - 2.5 - - 2.75 - - 3.0 - - 3.25 - - 3.5 - - 3.75 - - 4.0 - - 4.25 - - 4.5 - - 4.75 - - 5.0 - - 5.25 - - 5.5 - - 5.75 - - 6.0 - - 6.25 - - 6.5 - - 6.75 - - 7.0 - - 7.25 - - 7.5 - - 7.75 - - 8.0 - - 8.25 - - 8.5 - - 8.75 - - 9.0 - - 9.25 - - 9.5 - - 9.75 - - 10.0 - - 10.25 - - 10.5 - - 10.75 - - 11.0 - - 11.25 - - 11.5 - - 11.75 - - 12.0 - - 12.25 - - 12.5 - - 12.75 - - 13.0 - - 13.25 - - 13.5 - - 13.75 - - 14.0 - - 14.25 - - 14.5 - - 14.75 - - 15.0 - - 15.25 - - 15.5 - - 15.75 - - 16.0 - - 16.25 - - 16.5 - - 16.75 - - 17.0 - - 17.25 - - 17.5 - - 17.75 - - 18.0 - - 18.25 - - 18.5 - - 18.75 - - 19.0 - - 19.25 - - 19.5 - - 19.75 - - 20.0 - - 20.25 - - 20.5 - - 20.75 - - 21.0 - - 21.25 - - 21.5 - - 21.75 - - 22.0 - - 22.25 - - 22.5 - - 22.75 - - 23.0 - - 23.25 - - 23.5 - - 23.75 - - 24.0 - - 24.25 - - 24.5 - - 24.75 - - 25.0 - - 26.0 - - 27.0 - - 28.0 - - 29.0 - - 30.0 - - 31.0 - - 32.0 - - 33.0 - - 34.0 - - 35.0 - - 36.0 - - 37.0 - - 38.0 - - 39.0 - - 40.0 - - 41.0 - - 42.0 - - 43.0 - - 44.0 - - 45.0 - - 46.0 - - 47.0 - - 48.0 - - 49.0 -Farm: - wind_farm_wake_model: 0.0 - wind_resource_turbulence_coeff: 0.1 -Losses: - avail_bop_loss: 0.5 - avail_grid_loss: 1.5 - avail_turb_loss: 3.58 - elec_eff_loss: 1.91 - elec_parasitic_loss: 0.1 - env_degrad_loss: 1.8 - env_env_loss: 0.4 - env_exposure_loss: 0.0 - env_icing_loss: 0.21 - ops_env_loss: 1.0 - ops_grid_loss: 0.84 - ops_load_loss: 0.99 - ops_strategies_loss: 0.0 - turb_generic_loss: 1.7 - turb_hysteresis_loss: 0.4 - turb_perf_loss: 1.1 - turb_specific_loss: 9.964851766642457 - wake_ext_loss: 1.1 - wake_future_loss: 0.0 - wake_int_loss: 0.0 -Resource: - weibull_k_factor: 2.0 - weibull_reference_height: 50.0 - weibull_wind_speed: 7.25 - wind_resource_model_choice: 0.0 -Uncertainty: - total_uncert: 12.085 diff --git a/examples/10_electrolyzer_om/tech_config.yaml b/examples/10_electrolyzer_om/tech_config.yaml index 903d3848f..b699cdfe4 100644 --- a/examples/10_electrolyzer_om/tech_config.yaml +++ b/examples/10_electrolyzer_om/tech_config.yaml @@ -15,7 +15,7 @@ technologies: hub_height: 130. create_model_from: "default" config_name: "WindPowerSingleOwner" - pysam_options: !include pysam_options_8300MW.yaml + pysam_options: !include "pysam_options_8.3MW.yaml" run_recalculate_power_curve: False layout: layout_mode: "basicgrid" diff --git a/examples/14_wind_hydrogen_dispatch/inputs/pysam_options_8300MW.yaml b/examples/14_wind_hydrogen_dispatch/inputs/pysam_options_8300MW.yaml deleted file mode 100644 index 558b24cfb..000000000 --- a/examples/14_wind_hydrogen_dispatch/inputs/pysam_options_8300MW.yaml +++ /dev/null @@ -1,413 +0,0 @@ -Turbine: - wind_resource_shear: 0.14 - wind_turbine_ct_curve: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.4337 - - 0.4383 - - 0.4637 - - 0.4951 - - 0.5248 - - 0.5486 - - 0.5646 - - 0.5721 - - 0.5721 - - 0.5691 - - 0.5664 - - 0.566 - - 0.5684 - - 0.5715 - - 0.5738 - - 0.5742 - - 0.5726 - - 0.5704 - - 0.569 - - 0.5695 - - 0.5713 - - 0.5711 - - 0.5658 - - 0.5535 - - 0.5342 - - 0.5106 - - 0.4854 - - 0.4603 - - 0.4363 - - 0.413 - - 0.3898 - - 0.3666 - - 0.3432 - - 0.3205 - - 0.299 - - 0.2792 - - 0.2614 - - 0.2452 - - 0.2304 - - 0.2168 - - 0.2041 - - 0.1923 - - 0.1814 - - 0.1714 - - 0.1621 - - 0.1535 - - 0.1455 - - 0.138 - - 0.1311 - - 0.1246 - - 0.1186 - - 0.1129 - - 0.1076 - - 0.1027 - - 0.098 - - 0.0937 - - 0.0896 - - 0.0857 - - 0.082 - - 0.0786 - - 0.0753 - - 0.0723 - - 0.0694 - - 0.0666 - - 0.064 - - 0.0615 - - 0.0592 - - 0.057 - - 0.0548 - - 0.0528 - - 0.0509 - - 0.0491 - - 0.0474 - - 0.0457 - - 0.0441 - - 0.0426 - - 0.0412 - - 0.0398 - - 0.0385 - - 0.0373 - - 0.0361 - - 0.0349 - - 0.0338 - - 0.0328 - - 0.0317 - - 0.0308 - - 0.0298 - - 0.029 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_hub_ht: 130.0 - wind_turbine_max_cp: 0.474457866 - wind_turbine_powercurve_powerout: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 241.0757324 - - 303.7602033 - - 391.3910551 - - 500.8033128 - - 628.8320016 - - 772.3121467 - - 928.0787732 - - 1092.966906 - - 1265.273318 - - 1449.141772 - - 1650.177777 - - 1873.986843 - - 2124.586921 - - 2399.645733 - - 2695.243438 - - 3007.4602 - - 3334.216 - - 3680.790104 - - 4054.301598 - - 4461.869566 - - 4905.067075 - - 5363.283108 - - 5810.360625 - - 6220.142589 - - 6572.96016 - - 6875.097291 - - 7139.326132 - - 7378.418836 - - 7601.367393 - - 7802.043165 - - 7970.537352 - - 8096.941157 - - 8175.407321 - - 8216.334756 - - 8234.183913 - - 8243.415243 - - 8255.567745 - - 8270.494605 - - 8285.127555 - - 8296.398325 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_powercurve_windspeeds: - - 0.0 - - 0.25 - - 0.5 - - 0.75 - - 1.0 - - 1.25 - - 1.5 - - 1.75 - - 2.0 - - 2.25 - - 2.5 - - 2.75 - - 3.0 - - 3.25 - - 3.5 - - 3.75 - - 4.0 - - 4.25 - - 4.5 - - 4.75 - - 5.0 - - 5.25 - - 5.5 - - 5.75 - - 6.0 - - 6.25 - - 6.5 - - 6.75 - - 7.0 - - 7.25 - - 7.5 - - 7.75 - - 8.0 - - 8.25 - - 8.5 - - 8.75 - - 9.0 - - 9.25 - - 9.5 - - 9.75 - - 10.0 - - 10.25 - - 10.5 - - 10.75 - - 11.0 - - 11.25 - - 11.5 - - 11.75 - - 12.0 - - 12.25 - - 12.5 - - 12.75 - - 13.0 - - 13.25 - - 13.5 - - 13.75 - - 14.0 - - 14.25 - - 14.5 - - 14.75 - - 15.0 - - 15.25 - - 15.5 - - 15.75 - - 16.0 - - 16.25 - - 16.5 - - 16.75 - - 17.0 - - 17.25 - - 17.5 - - 17.75 - - 18.0 - - 18.25 - - 18.5 - - 18.75 - - 19.0 - - 19.25 - - 19.5 - - 19.75 - - 20.0 - - 20.25 - - 20.5 - - 20.75 - - 21.0 - - 21.25 - - 21.5 - - 21.75 - - 22.0 - - 22.25 - - 22.5 - - 22.75 - - 23.0 - - 23.25 - - 23.5 - - 23.75 - - 24.0 - - 24.25 - - 24.5 - - 24.75 - - 25.0 - - 26.0 - - 27.0 - - 28.0 - - 29.0 - - 30.0 - - 31.0 - - 32.0 - - 33.0 - - 34.0 - - 35.0 - - 36.0 - - 37.0 - - 38.0 - - 39.0 - - 40.0 - - 41.0 - - 42.0 - - 43.0 - - 44.0 - - 45.0 - - 46.0 - - 47.0 - - 48.0 - - 49.0 -Farm: - wind_farm_wake_model: 0.0 - wind_resource_turbulence_coeff: 0.1 -Losses: - avail_bop_loss: 0.5 - avail_grid_loss: 1.5 - avail_turb_loss: 3.58 - elec_eff_loss: 1.91 - elec_parasitic_loss: 0.1 - env_degrad_loss: 1.8 - env_env_loss: 0.4 - env_exposure_loss: 0.0 - env_icing_loss: 0.21 - ops_env_loss: 1.0 - ops_grid_loss: 0.84 - ops_load_loss: 0.99 - ops_strategies_loss: 0.0 - turb_generic_loss: 1.7 - turb_hysteresis_loss: 0.4 - turb_perf_loss: 1.1 - turb_specific_loss: 9.964851766642457 - wake_ext_loss: 1.1 - wake_future_loss: 0.0 - wake_int_loss: 0.0 -Resource: - weibull_k_factor: 2.0 - weibull_reference_height: 50.0 - weibull_wind_speed: 7.25 - wind_resource_model_choice: 0.0 -Uncertainty: - total_uncert: 12.085 diff --git a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml index 4f4423a24..beefd8ba6 100644 --- a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml +++ b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml @@ -15,7 +15,7 @@ technologies: hub_height: 130. create_model_from: "default" config_name: "WindPowerSingleOwner" - pysam_options: !include pysam_options_8300MW.yaml + pysam_options: !include "pysam_options_8.3MW.yaml" run_recalculate_power_curve: False layout: layout_mode: "basicgrid" diff --git a/examples/15_wind_solar_electrolyzer/tech_config.yaml b/examples/15_wind_solar_electrolyzer/tech_config.yaml index d8c22e11a..19ccd1ee2 100644 --- a/examples/15_wind_solar_electrolyzer/tech_config.yaml +++ b/examples/15_wind_solar_electrolyzer/tech_config.yaml @@ -15,7 +15,7 @@ technologies: hub_height: 115. create_model_from: "default" config_name: "WindPowerSingleOwner" - pysam_options: !include pysam_options_6000MW.yaml + pysam_options: !include "pysam_options_6MW.yaml" run_recalculate_power_curve: False layout: layout_mode: "basicgrid" diff --git a/examples/18_pyomo_heuristic_dispatch/pysam_options_8300MW.yaml b/examples/18_pyomo_heuristic_dispatch/pysam_options_8300MW.yaml deleted file mode 100644 index 558b24cfb..000000000 --- a/examples/18_pyomo_heuristic_dispatch/pysam_options_8300MW.yaml +++ /dev/null @@ -1,413 +0,0 @@ -Turbine: - wind_resource_shear: 0.14 - wind_turbine_ct_curve: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.4337 - - 0.4383 - - 0.4637 - - 0.4951 - - 0.5248 - - 0.5486 - - 0.5646 - - 0.5721 - - 0.5721 - - 0.5691 - - 0.5664 - - 0.566 - - 0.5684 - - 0.5715 - - 0.5738 - - 0.5742 - - 0.5726 - - 0.5704 - - 0.569 - - 0.5695 - - 0.5713 - - 0.5711 - - 0.5658 - - 0.5535 - - 0.5342 - - 0.5106 - - 0.4854 - - 0.4603 - - 0.4363 - - 0.413 - - 0.3898 - - 0.3666 - - 0.3432 - - 0.3205 - - 0.299 - - 0.2792 - - 0.2614 - - 0.2452 - - 0.2304 - - 0.2168 - - 0.2041 - - 0.1923 - - 0.1814 - - 0.1714 - - 0.1621 - - 0.1535 - - 0.1455 - - 0.138 - - 0.1311 - - 0.1246 - - 0.1186 - - 0.1129 - - 0.1076 - - 0.1027 - - 0.098 - - 0.0937 - - 0.0896 - - 0.0857 - - 0.082 - - 0.0786 - - 0.0753 - - 0.0723 - - 0.0694 - - 0.0666 - - 0.064 - - 0.0615 - - 0.0592 - - 0.057 - - 0.0548 - - 0.0528 - - 0.0509 - - 0.0491 - - 0.0474 - - 0.0457 - - 0.0441 - - 0.0426 - - 0.0412 - - 0.0398 - - 0.0385 - - 0.0373 - - 0.0361 - - 0.0349 - - 0.0338 - - 0.0328 - - 0.0317 - - 0.0308 - - 0.0298 - - 0.029 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_hub_ht: 130.0 - wind_turbine_max_cp: 0.474457866 - wind_turbine_powercurve_powerout: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 241.0757324 - - 303.7602033 - - 391.3910551 - - 500.8033128 - - 628.8320016 - - 772.3121467 - - 928.0787732 - - 1092.966906 - - 1265.273318 - - 1449.141772 - - 1650.177777 - - 1873.986843 - - 2124.586921 - - 2399.645733 - - 2695.243438 - - 3007.4602 - - 3334.216 - - 3680.790104 - - 4054.301598 - - 4461.869566 - - 4905.067075 - - 5363.283108 - - 5810.360625 - - 6220.142589 - - 6572.96016 - - 6875.097291 - - 7139.326132 - - 7378.418836 - - 7601.367393 - - 7802.043165 - - 7970.537352 - - 8096.941157 - - 8175.407321 - - 8216.334756 - - 8234.183913 - - 8243.415243 - - 8255.567745 - - 8270.494605 - - 8285.127555 - - 8296.398325 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_powercurve_windspeeds: - - 0.0 - - 0.25 - - 0.5 - - 0.75 - - 1.0 - - 1.25 - - 1.5 - - 1.75 - - 2.0 - - 2.25 - - 2.5 - - 2.75 - - 3.0 - - 3.25 - - 3.5 - - 3.75 - - 4.0 - - 4.25 - - 4.5 - - 4.75 - - 5.0 - - 5.25 - - 5.5 - - 5.75 - - 6.0 - - 6.25 - - 6.5 - - 6.75 - - 7.0 - - 7.25 - - 7.5 - - 7.75 - - 8.0 - - 8.25 - - 8.5 - - 8.75 - - 9.0 - - 9.25 - - 9.5 - - 9.75 - - 10.0 - - 10.25 - - 10.5 - - 10.75 - - 11.0 - - 11.25 - - 11.5 - - 11.75 - - 12.0 - - 12.25 - - 12.5 - - 12.75 - - 13.0 - - 13.25 - - 13.5 - - 13.75 - - 14.0 - - 14.25 - - 14.5 - - 14.75 - - 15.0 - - 15.25 - - 15.5 - - 15.75 - - 16.0 - - 16.25 - - 16.5 - - 16.75 - - 17.0 - - 17.25 - - 17.5 - - 17.75 - - 18.0 - - 18.25 - - 18.5 - - 18.75 - - 19.0 - - 19.25 - - 19.5 - - 19.75 - - 20.0 - - 20.25 - - 20.5 - - 20.75 - - 21.0 - - 21.25 - - 21.5 - - 21.75 - - 22.0 - - 22.25 - - 22.5 - - 22.75 - - 23.0 - - 23.25 - - 23.5 - - 23.75 - - 24.0 - - 24.25 - - 24.5 - - 24.75 - - 25.0 - - 26.0 - - 27.0 - - 28.0 - - 29.0 - - 30.0 - - 31.0 - - 32.0 - - 33.0 - - 34.0 - - 35.0 - - 36.0 - - 37.0 - - 38.0 - - 39.0 - - 40.0 - - 41.0 - - 42.0 - - 43.0 - - 44.0 - - 45.0 - - 46.0 - - 47.0 - - 48.0 - - 49.0 -Farm: - wind_farm_wake_model: 0.0 - wind_resource_turbulence_coeff: 0.1 -Losses: - avail_bop_loss: 0.5 - avail_grid_loss: 1.5 - avail_turb_loss: 3.58 - elec_eff_loss: 1.91 - elec_parasitic_loss: 0.1 - env_degrad_loss: 1.8 - env_env_loss: 0.4 - env_exposure_loss: 0.0 - env_icing_loss: 0.21 - ops_env_loss: 1.0 - ops_grid_loss: 0.84 - ops_load_loss: 0.99 - ops_strategies_loss: 0.0 - turb_generic_loss: 1.7 - turb_hysteresis_loss: 0.4 - turb_perf_loss: 1.1 - turb_specific_loss: 9.964851766642457 - wake_ext_loss: 1.1 - wake_future_loss: 0.0 - wake_int_loss: 0.0 -Resource: - weibull_k_factor: 2.0 - weibull_reference_height: 50.0 - weibull_wind_speed: 7.25 - wind_resource_model_choice: 0.0 -Uncertainty: - total_uncert: 12.085 diff --git a/examples/18_pyomo_heuristic_dispatch/tech_config.yaml b/examples/18_pyomo_heuristic_dispatch/tech_config.yaml index 2c41d2aff..03faf53b8 100644 --- a/examples/18_pyomo_heuristic_dispatch/tech_config.yaml +++ b/examples/18_pyomo_heuristic_dispatch/tech_config.yaml @@ -20,7 +20,7 @@ technologies: hub_height: 130. create_model_from: "default" config_name: "WindPowerSingleOwner" - pysam_options: !include pysam_options_8300MW.yaml + pysam_options: !include "pysam_options_8.3MW.yaml" run_recalculate_power_curve: False layout: layout_mode: "basicgrid" diff --git a/examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml b/examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml index 7478bc13d..22d2d88b7 100644 --- a/examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml +++ b/examples/18_pyomo_heuristic_dispatch/tech_config_error_for_testing.yaml @@ -20,7 +20,7 @@ technologies: hub_height: 130. create_model_from: "default" config_name: "WindPowerSingleOwner" - pysam_options: !include pysam_options_8300MW.yaml + pysam_options: !include "pysam_options_8.3MW.yaml" run_recalculate_power_curve: False layout: layout_mode: "basicgrid" diff --git a/examples/19_simple_dispatch/pysam_options_8300MW.yaml b/examples/19_simple_dispatch/pysam_options_8300MW.yaml deleted file mode 100644 index 558b24cfb..000000000 --- a/examples/19_simple_dispatch/pysam_options_8300MW.yaml +++ /dev/null @@ -1,413 +0,0 @@ -Turbine: - wind_resource_shear: 0.14 - wind_turbine_ct_curve: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.4337 - - 0.4383 - - 0.4637 - - 0.4951 - - 0.5248 - - 0.5486 - - 0.5646 - - 0.5721 - - 0.5721 - - 0.5691 - - 0.5664 - - 0.566 - - 0.5684 - - 0.5715 - - 0.5738 - - 0.5742 - - 0.5726 - - 0.5704 - - 0.569 - - 0.5695 - - 0.5713 - - 0.5711 - - 0.5658 - - 0.5535 - - 0.5342 - - 0.5106 - - 0.4854 - - 0.4603 - - 0.4363 - - 0.413 - - 0.3898 - - 0.3666 - - 0.3432 - - 0.3205 - - 0.299 - - 0.2792 - - 0.2614 - - 0.2452 - - 0.2304 - - 0.2168 - - 0.2041 - - 0.1923 - - 0.1814 - - 0.1714 - - 0.1621 - - 0.1535 - - 0.1455 - - 0.138 - - 0.1311 - - 0.1246 - - 0.1186 - - 0.1129 - - 0.1076 - - 0.1027 - - 0.098 - - 0.0937 - - 0.0896 - - 0.0857 - - 0.082 - - 0.0786 - - 0.0753 - - 0.0723 - - 0.0694 - - 0.0666 - - 0.064 - - 0.0615 - - 0.0592 - - 0.057 - - 0.0548 - - 0.0528 - - 0.0509 - - 0.0491 - - 0.0474 - - 0.0457 - - 0.0441 - - 0.0426 - - 0.0412 - - 0.0398 - - 0.0385 - - 0.0373 - - 0.0361 - - 0.0349 - - 0.0338 - - 0.0328 - - 0.0317 - - 0.0308 - - 0.0298 - - 0.029 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_hub_ht: 130.0 - wind_turbine_max_cp: 0.474457866 - wind_turbine_powercurve_powerout: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 241.0757324 - - 303.7602033 - - 391.3910551 - - 500.8033128 - - 628.8320016 - - 772.3121467 - - 928.0787732 - - 1092.966906 - - 1265.273318 - - 1449.141772 - - 1650.177777 - - 1873.986843 - - 2124.586921 - - 2399.645733 - - 2695.243438 - - 3007.4602 - - 3334.216 - - 3680.790104 - - 4054.301598 - - 4461.869566 - - 4905.067075 - - 5363.283108 - - 5810.360625 - - 6220.142589 - - 6572.96016 - - 6875.097291 - - 7139.326132 - - 7378.418836 - - 7601.367393 - - 7802.043165 - - 7970.537352 - - 8096.941157 - - 8175.407321 - - 8216.334756 - - 8234.183913 - - 8243.415243 - - 8255.567745 - - 8270.494605 - - 8285.127555 - - 8296.398325 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 8300.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - wind_turbine_powercurve_windspeeds: - - 0.0 - - 0.25 - - 0.5 - - 0.75 - - 1.0 - - 1.25 - - 1.5 - - 1.75 - - 2.0 - - 2.25 - - 2.5 - - 2.75 - - 3.0 - - 3.25 - - 3.5 - - 3.75 - - 4.0 - - 4.25 - - 4.5 - - 4.75 - - 5.0 - - 5.25 - - 5.5 - - 5.75 - - 6.0 - - 6.25 - - 6.5 - - 6.75 - - 7.0 - - 7.25 - - 7.5 - - 7.75 - - 8.0 - - 8.25 - - 8.5 - - 8.75 - - 9.0 - - 9.25 - - 9.5 - - 9.75 - - 10.0 - - 10.25 - - 10.5 - - 10.75 - - 11.0 - - 11.25 - - 11.5 - - 11.75 - - 12.0 - - 12.25 - - 12.5 - - 12.75 - - 13.0 - - 13.25 - - 13.5 - - 13.75 - - 14.0 - - 14.25 - - 14.5 - - 14.75 - - 15.0 - - 15.25 - - 15.5 - - 15.75 - - 16.0 - - 16.25 - - 16.5 - - 16.75 - - 17.0 - - 17.25 - - 17.5 - - 17.75 - - 18.0 - - 18.25 - - 18.5 - - 18.75 - - 19.0 - - 19.25 - - 19.5 - - 19.75 - - 20.0 - - 20.25 - - 20.5 - - 20.75 - - 21.0 - - 21.25 - - 21.5 - - 21.75 - - 22.0 - - 22.25 - - 22.5 - - 22.75 - - 23.0 - - 23.25 - - 23.5 - - 23.75 - - 24.0 - - 24.25 - - 24.5 - - 24.75 - - 25.0 - - 26.0 - - 27.0 - - 28.0 - - 29.0 - - 30.0 - - 31.0 - - 32.0 - - 33.0 - - 34.0 - - 35.0 - - 36.0 - - 37.0 - - 38.0 - - 39.0 - - 40.0 - - 41.0 - - 42.0 - - 43.0 - - 44.0 - - 45.0 - - 46.0 - - 47.0 - - 48.0 - - 49.0 -Farm: - wind_farm_wake_model: 0.0 - wind_resource_turbulence_coeff: 0.1 -Losses: - avail_bop_loss: 0.5 - avail_grid_loss: 1.5 - avail_turb_loss: 3.58 - elec_eff_loss: 1.91 - elec_parasitic_loss: 0.1 - env_degrad_loss: 1.8 - env_env_loss: 0.4 - env_exposure_loss: 0.0 - env_icing_loss: 0.21 - ops_env_loss: 1.0 - ops_grid_loss: 0.84 - ops_load_loss: 0.99 - ops_strategies_loss: 0.0 - turb_generic_loss: 1.7 - turb_hysteresis_loss: 0.4 - turb_perf_loss: 1.1 - turb_specific_loss: 9.964851766642457 - wake_ext_loss: 1.1 - wake_future_loss: 0.0 - wake_int_loss: 0.0 -Resource: - weibull_k_factor: 2.0 - weibull_reference_height: 50.0 - weibull_wind_speed: 7.25 - wind_resource_model_choice: 0.0 -Uncertainty: - total_uncert: 12.085 diff --git a/examples/19_simple_dispatch/tech_config.yaml b/examples/19_simple_dispatch/tech_config.yaml index 18e40eef4..0abee550f 100644 --- a/examples/19_simple_dispatch/tech_config.yaml +++ b/examples/19_simple_dispatch/tech_config.yaml @@ -15,7 +15,7 @@ technologies: hub_height: 130. create_model_from: "default" config_name: "WindPowerSingleOwner" - pysam_options: !include pysam_options_8300MW.yaml + pysam_options: !include "pysam_options_8.3MW.yaml" run_recalculate_power_curve: False layout: layout_mode: "basicgrid" diff --git a/h2integrate/__init__.py b/h2integrate/__init__.py index 3c2f9674d..3cb234e05 100644 --- a/h2integrate/__init__.py +++ b/h2integrate/__init__.py @@ -5,3 +5,4 @@ ROOT_DIR = Path(__file__).resolve().parent EXAMPLE_DIR = ROOT_DIR.parent / "examples" RESOURCE_DEFAULT_DIR = ROOT_DIR.parent / "resource_files" +H2I_LIBRARY_DIR = ROOT_DIR.parent / "library" diff --git a/examples/15_wind_solar_electrolyzer/pysam_options_6000MW.yaml b/library/pysam_options_6MW.yaml similarity index 100% rename from examples/15_wind_solar_electrolyzer/pysam_options_6000MW.yaml rename to library/pysam_options_6MW.yaml diff --git a/examples/05_wind_h2_opt/pysam_options_8300MW.yaml b/library/pysam_options_8.3MW.yaml similarity index 100% rename from examples/05_wind_h2_opt/pysam_options_8300MW.yaml rename to library/pysam_options_8.3MW.yaml From 3fadefc89aa010c53d34035828d27c6b30a51433 Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Thu, 20 Nov 2025 12:31:43 -0600 Subject: [PATCH 59/79] Update GeoH2 Subsurface Modeling (#367) * update performance and cost models * small mods * modify outputs to fit h2i framework * integrated finance * remove old test value * add cost tests * change from well_lifetime to plant_life * use cepci and cpi in mathur model * documentation --------- Co-authored-by: John Jasa --- CHANGELOG.md | 1 + docs/_toc.yml | 1 + docs/technology_models/technology_overview.md | 14 +- examples/04_geo_h2/plant_config.yaml | 30 +- examples/04_geo_h2/tech_config_natural.yaml | 23 +- .../04_geo_h2/tech_config_stimulated.yaml | 24 +- .../hydrogen/geologic/geoh2_baseclass.py | 302 ------------------ .../geologic/h2_well_subsurface_baseclass.py | 198 ++++++++++++ .../hydrogen/geologic/mathur_modified.py | 232 ++++++++++++++ .../hydrogen/geologic/natural_geoh2_plant.py | 210 ------------ .../hydrogen/geologic/simple_natural_geoh2.py | 119 +++++++ .../geologic/stimulated_geoh2_plant.py | 253 --------------- .../geologic/templeton_serpentinization.py | 134 ++++++++ .../test/test_geologic_h2_subsurface.py | 70 ++++ h2integrate/core/h2integrate_model.py | 7 + h2integrate/core/supported_models.py | 18 +- h2integrate/tools/inflation/inflate.py | 4 + .../test_hydrogen/test_geologic_h2.py | 29 -- 18 files changed, 822 insertions(+), 847 deletions(-) delete mode 100644 h2integrate/converters/hydrogen/geologic/geoh2_baseclass.py create mode 100644 h2integrate/converters/hydrogen/geologic/h2_well_subsurface_baseclass.py create mode 100644 h2integrate/converters/hydrogen/geologic/mathur_modified.py delete mode 100644 h2integrate/converters/hydrogen/geologic/natural_geoh2_plant.py create mode 100644 h2integrate/converters/hydrogen/geologic/simple_natural_geoh2.py delete mode 100644 h2integrate/converters/hydrogen/geologic/stimulated_geoh2_plant.py create mode 100644 h2integrate/converters/hydrogen/geologic/templeton_serpentinization.py create mode 100644 h2integrate/converters/hydrogen/geologic/test/test_geologic_h2_subsurface.py delete mode 100644 tests/h2integrate/test_hydrogen/test_geologic_h2.py diff --git a/CHANGELOG.md b/CHANGELOG.md index e74246ffe..5136ca62f 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -28,6 +28,7 @@ - Improved the readability of the postprocessing printout - Split out cost models from coupled hydrogen storage performance and cost model - Added storage auto-sizing performance model based on storage sizing calculations that existed in the coupled hydrogen storage performance and cost model +- Move geologic hydrogen models into specific geoh2 subsurface converters ## 0.4.0 [October 1, 2025] diff --git a/docs/_toc.yml b/docs/_toc.yml index f6dd7f9f6..7269c9e66 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -37,6 +37,7 @@ parts: - file: technology_models/methanol.md - file: technology_models/ammonia.md - file: technology_models/pysam_battery.md + - file: technology_models/geologic_hydrogen.md - caption: Resource Models chapters: diff --git a/docs/technology_models/technology_overview.md b/docs/technology_models/technology_overview.md index 4ff143fab..da4e5fb5e 100644 --- a/docs/technology_models/technology_overview.md +++ b/docs/technology_models/technology_overview.md @@ -35,7 +35,7 @@ The inputs, outputs, and corresponding technology that are currently available i | `river` | electricity | river resource | | `hopp` | electricity | N/A | | `electrolyzer` | hydrogen | electricity | -| `geoh2` | hydrogen | ??? | +| `geoh2` | hydrogen | rock type | | `steel` | steel | hydrogen | | `ammonia` | ammonia | nitrogen, hydrogen | | `doc` | co2 | electricity | @@ -130,16 +130,12 @@ Below summarizes the available performance, cost, and financial models for each + `'pem_electrolyzer_cost'` + `'singlitico_electrolyzer_cost'` + `'basic_electrolyzer_cost'` -- `geoh2`: geologic hydrogen +- `geoh2_well_subsurface`: geologic hydrogen well subsurface - performance models: - + `'natural_geoh2_performance'` - + `'stimulated_geoh2_performance'` + + `'simple_natural_geoh2_performance'` + + `'templeton_serpentinization_geoh2_performance'` - cost models: - + `'natural_geoh2_cost'` - + `'stimulated_geoh2_cost'` - - finance models: - + `'natural_geoh2'` - + `'stimulated_geoh2'` + + `'mathur_modified_geoh2_cost'` - `steel`: steel production - performance models: + `'steel_performance'` diff --git a/examples/04_geo_h2/plant_config.yaml b/examples/04_geo_h2/plant_config.yaml index 4ab51d89c..c9217a293 100644 --- a/examples/04_geo_h2/plant_config.yaml +++ b/examples/04_geo_h2/plant_config.yaml @@ -6,4 +6,32 @@ site: longitude: -98.27 plant: - plant_life: 30 + plant_life: 20 + +finance_parameters: + finance_groups: + commodity: "hydrogen" + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind + debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind + property_tax_and_insurance: 0.03 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + total_income_tax_rate: 0.257 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period_if_used: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + admin_expense: 0.00 # percent of sales H2FAST default + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" + depr_period: 5 # 5 years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + refurb: [0.] + cost_adjustment_parameters: + cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year + target_dollar_year: 2024 diff --git a/examples/04_geo_h2/tech_config_natural.yaml b/examples/04_geo_h2/tech_config_natural.yaml index 074974f4b..b5ad65071 100644 --- a/examples/04_geo_h2/tech_config_natural.yaml +++ b/examples/04_geo_h2/tech_config_natural.yaml @@ -1,20 +1,17 @@ -name: "technology_config" -description: "This hybrid plant produces geologic hydrogen" +name: technology_config +description: This hybrid plant produces geologic hydrogen technologies: - geoh2: + geoh2_well_subsurface: performance_model: - model: "natural_geoh2_performance" + model: simple_natural_geoh2_performance cost_model: - model: "natural_geoh2_cost" - finance_model: - model: "natural_geoh2" + model: mathur_modified_geoh2_cost model_inputs: shared_parameters: - well_lifetime: 20 borehole_depth: 2000 - well_diameter: "small" - well_geometry: "vertical" + well_diameter: small + well_geometry: vertical performance_parameters: rock_type: 'peridotite' grain_size: 0.01 @@ -22,8 +19,7 @@ technologies: initial_wellhead_flow: 200 gas_reservoir_size: 35000 cost_parameters: - cost_year: 2022 - target_dollar_year: 2024 + use_cost_curve: True test_drill_cost: 500000 permit_fees: 905 acreage: 500 @@ -35,6 +31,3 @@ technologies: contingency_pct: 50 preprod_time: 6 as_spent_ratio: 1.1 - finance_parameters: - eff_tax_rate: 25.74 - atwacc: 4.73 diff --git a/examples/04_geo_h2/tech_config_stimulated.yaml b/examples/04_geo_h2/tech_config_stimulated.yaml index 5e7dba347..c2d2a169f 100644 --- a/examples/04_geo_h2/tech_config_stimulated.yaml +++ b/examples/04_geo_h2/tech_config_stimulated.yaml @@ -1,22 +1,19 @@ -name: "technology_config" -description: "This hybrid plant produces geologic hydrogen" +name: technology_config +description: This hybrid plant produces geologic hydrogen technologies: - geoh2: + geoh2_well_subsurface: performance_model: - model: "stimulated_geoh2_performance" + model: templeton_serpentinization_geoh2_performance cost_model: - model: "stimulated_geoh2_cost" - finance_model: - model: "stimulated_geoh2" + model: mathur_modified_geoh2_cost model_inputs: shared_parameters: - well_lifetime: 20 borehole_depth: 4000 - well_diameter: "small" - well_geometry: "horizontal" + well_diameter: small + well_geometry: horizontal performance_parameters: - rock_type: 'peridotite' + rock_type: peridotite grain_size: 0.001 olivine_phase_vol: 50 olivine_fe_ii_conc: 15 @@ -26,8 +23,6 @@ technologies: bulk_density: 2700 water_temp: 90 cost_parameters: - cost_year: 2022 - target_dollar_year: 2024 test_drill_cost: 500000 use_cost_curve: True permit_fees: 905 @@ -40,6 +35,3 @@ technologies: contingency_pct: 50 preprod_time: 6 as_spent_ratio: 1.10 - finance_parameters: - eff_tax_rate: 25.74 - atwacc: 4.73 diff --git a/h2integrate/converters/hydrogen/geologic/geoh2_baseclass.py b/h2integrate/converters/hydrogen/geologic/geoh2_baseclass.py deleted file mode 100644 index 6cbb4510f..000000000 --- a/h2integrate/converters/hydrogen/geologic/geoh2_baseclass.py +++ /dev/null @@ -1,302 +0,0 @@ -import openmdao.api as om -from attrs import field, define - -from h2integrate.core.utilities import BaseConfig -from h2integrate.core.validators import contains -from h2integrate.core.model_baseclasses import CostModelBaseClass -from h2integrate.tools.inflation.inflate import inflate_cepci - - -@define -class GeoH2PerformanceConfig(BaseConfig): - """ - Performance parameters shared across both natural and geologic hydrogen sub-models. - - Values are set in the tech_config.yaml: - technologies/geoh2/model_inputs/shared_parameters for parameters marked with *asterisks* - technologies/geoh2/model_inputs/performance_parameters all other parameters - - Parameters: - -*well_lifetime*: float [years] - The length of time in years that the well will operate - -*borehole_depth*: float [m] - Total depth of borehole (potentially including turns) - -*well_diameter*: str - The relative diameter of the well - see excel sheets for examples - valid options: "small" (OSD3500_FY25.xlsx), "large" - -*well_geometry*: str - The shape and structure of the well being drilled - valid options: "vertical", "horizontal" - -rock_type: str - The type of rock formation being drilled into to extract geoH2 - valid options: "peridotite", "bei_troctolite" - -grain_size: float [m] - The grain size of the rocks used to extract hydrogen - """ - - well_lifetime: float = field() - borehole_depth: float = field() - well_diameter: str = field(validator=contains(["small", "large"])) - well_geometry: str = field(validator=contains(["vertical", "horizontal"])) - rock_type: str = field(validator=contains(["peridotite", "bei_troctolite"])) - grain_size: float = field() - - -class GeoH2PerformanceBaseClass(om.ExplicitComponent): - """ - An OpenMDAO component for modeling the performance of a geologic hydrogen plant. - - Can be either natural or stimulated. - All inputs come from GeoH2PerformanceConfig. - - Inputs: - well_lifetime: float [years] - The length of time in years that the well will operate - grain_size: float [m] - The grain size of the rocks used to extract hydrogen - Outputs: - hydrogen_out: array [kg/h] - The hydrogen production profile over 1 year (8760 hours) - """ - - def initialize(self): - self.options.declare("plant_config", types=dict) - self.options.declare("tech_config", types=dict) - self.options.declare("driver_config", types=dict) - - def setup(self): - self.add_input("well_lifetime", units="year", val=self.config.well_lifetime) - self.add_input("borehole_depth", units="m", val=self.config.borehole_depth) - self.add_input("grain_size", units="m", val=self.config.grain_size) - self.add_output("hydrogen_out", units="kg/h", shape=(8760,)) - - -@define -class GeoH2CostConfig(BaseConfig): - """ - Cost parameters shared across both natural and geologic hydrogen sub-models - Values are set in the tech_config.yaml: - technologies/geoh2/model_inputs/shared_parameters for parameters marked with *asterisks* - technologies/geoh2/model_inputs/cost_parameters all other parameters - - Parameters: - -*well_lifetime*: float [years] - the length of time that the wells will operate - -*borehole_depth*: float [m] - Total depth of borehole (potentially including turns) - -*well_diameter*: str - The relative diameter of the well - see excel sheets for examples - valid options: "small" (OSD3500_FY25.xlsx), "large" - -*well_geometry*: str - The shape and structure of the well being drilled - valid options: "vertical", "horizontal" - -cost_year: int [year] - The dollar year in which costs are modeled - -target_dollar_year:int [year] - The dollar year in which costs are modeled - -test_drill_cost: float [USD] - The CAPEX cost of a test drill for a potential geoH2 well - -permit_fees: float [USD] - The CAPEX cost required to obtain permits for drilling - -acreage: float [acre] - The amount of land needed for the drilling operation - -rights_cost: float [USD/acre] - The CAPEX cost to obtain drilling rights - -success_chance: float [pct] - The chance of success at any particular test drill site - -fixed_opex: float [USD/year] - The OPEX cost that does not scale with H2 production - -variable_opex: float [USD/kg] - The OPEX cost component that scales with H2 production - -contracting_pct: float [pct] - contracting costs as % of bare capital cost - -contingency_pct: float [pct] - contingency costs as % of bare capital cost - -preprod_time: float [months] - time in preproduction (Fixed OPEX is charged) - -as_spent_ratio: float [None] - ratio of as-spent costs to overnight costs - """ - - well_lifetime: float = field() - borehole_depth: float = field() - well_diameter: str = field(validator=contains(["small", "large"])) - well_geometry: str = field(validator=contains(["vertical", "horizontal"])) - cost_year: int = field() - target_dollar_year: int = field() - test_drill_cost: float = field() - permit_fees: float = field() - acreage: float = field() - rights_cost: float = field() - success_chance: float = field() - fixed_opex: float = field() - variable_opex: float = field() - contracting_pct: float = field() - contingency_pct: float = field() - preprod_time: float = field() - as_spent_ratio: float = field() - - -class GeoH2CostBaseClass(CostModelBaseClass): - """ - An OpenMDAO component for modeling the cost of a geologic hydrogen plant. - - Can be either natural or stimulated. - All inputs come from GeoH2CostConfig, except for inputs in *asterisks* which come from - GeoH2PerformanceBaseClass outputs. - - Inputs: - well_lifetime: float [years] - the length of time that the wells will operate - cost_year: int [year] - The dollar year in which input costs are measured - target_dollar_year:int [year] - The dollar year in which costs are modeled - test_drill_cost: float [USD] - The CAPEX cost of a test drill for a potential geoH2 well - permit_fees: float [USD] - The CAPEX cost required to obtain permits for drilling - acreage: float [acre] - The amount of land needed for the drilling operation - rights_cost: float [USD/acre] - The CAPEX cost to obtain drilling rights - completion_cost: float [USD] - The CAPEX cost per well required to complete a successful - test drill site into a full-bore production well - success_chance: float [pct] - The chance of success at any particular test drill site - fixed_opex: float [USD/year] - The OPEX cost that does not scale with H2 production - variable_opex: float [USD/kg] - The OPEX cost that scales with H2 production - contracting_pct: float [pct] - contracting costs as % of bare capital cost - contingency_pct: float [pct] - contingency costs as % of bare capital cost - preprod_time: float [months] - time in preproduction (Fixed OPEX is charged) - as_spent_ratio: float [None] - ratio of as-spent costs to overnight costs - *hydrogen_out*: array [kg/h] - The hydrogen production profile over 1 year (8760 hours) - Outputs: - bare_capital_cost float [USD] - The raw CAPEX cost without any multipliers applied - CapEx float [USD] - The effective CAPEX cost with multipliers applied - OpEx float [USD/year] - The total OPEX cost - Fixed_OpEx float [USD/year] - The OPEX cost that does not scale with H2 production - Variable_OpEx float [USD/kg] - The OPEX cost that scales with H2 production - """ - - def setup(self): - super().setup() - n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] - - self.add_input("well_lifetime", units="year", val=self.config.well_lifetime) - self.add_input("target_dollar_year", units="year", val=self.config.target_dollar_year) - self.add_input("borehole_depth", units="m", val=self.config.borehole_depth) - self.add_input("test_drill_cost", units="USD", val=self.config.test_drill_cost) - self.add_input("permit_fees", units="USD", val=self.config.permit_fees) - self.add_input("acreage", units="acre", val=self.config.acreage) - self.add_input("rights_cost", units="USD/acre", val=self.config.rights_cost) - self.add_input("success_chance", units="percent", val=self.config.success_chance) - self.add_input("fixed_opex", units="USD/year", val=self.config.fixed_opex) - self.add_input("variable_opex", units="USD/kg", val=self.config.variable_opex) - self.add_input("contracting_pct", units="percent", val=self.config.contracting_pct) - self.add_input("contingency_pct", units="percent", val=self.config.contingency_pct) - self.add_input("preprod_time", units="month", val=self.config.preprod_time) - self.add_input("as_spent_ratio", units=None, val=self.config.as_spent_ratio) - self.add_input( - "hydrogen_out", - shape=n_timesteps, - units="kg/h", - desc=f"Hydrogen production rate in kg/h over {n_timesteps} hours.", - ) - - self.add_output("bare_capital_cost", units="USD") - self.add_output("Fixed_OpEx", units="USD/year") - self.add_output("Variable_OpEx", units="USD/kg") - - def calc_drill_cost(self, x): - # Calculates drilling costs from pre-fit polynomial curves - diameter = self.config.well_diameter - geometry = self.config.well_geometry - if geometry == "vertical": - if diameter == "small": - coeffs = [0.224997743, 389.2448848, 745141.2795] - elif diameter == "large": - coeffs = [0.224897254, 869.2069059, 703617.3915] - elif geometry == "horizontal": - if diameter == "small": - coeffs = [0.247604262, 323.277597, 1058263.661] - elif diameter == "large": - coeffs = [0.230514884, 941.8801375, 949091.7254] - a = coeffs[0] - b = coeffs[1] - c = coeffs[2] - drill_cost = a * x**2 + b * x + c - - year = self.config.cost_year - drill_cost = inflate_cepci(drill_cost, 2010, year) - - return drill_cost - - -@define -class GeoH2FinanceConfig(BaseConfig): - """ - Finance parameters shared across both natural and geologic hydrogen sub-models - Values are set in the tech_config.yaml: - technologies/geoh2/model_inputs/shared_parameters for parameters marked with *asterisks* - technologies/geoh2/model_inputs/finance_parameters all other parameters - - Parameters: - -*well_lifetime*: float [years] - the length of time that the wells will operate - -*borehole_depth*: float [m] - Total depth of borehole (potentially including turns) - -*well_diameter*: str - The relative diameter of the well - see excel sheets for examples - valid options: "small" (OSD3500_FY25.xlsx), "large" - -*well_geometry*: str - The shape and structure of the well being drilled - valid options: "vertical", "horizontal" - -eff_tax_rate: float [percent] - effective tax rate - -atwacc: float [percent] - after-tax weighted average cost of capital - """ - - well_lifetime: float = field() - borehole_depth: float = field() - well_diameter: str = field(validator=contains(["small", "large"])) - well_geometry: str = field(validator=contains(["vertical", "horizontal"])) - eff_tax_rate: float = field() - atwacc: float = field() - - -class GeoH2FinanceBaseClass(om.ExplicitComponent): - """ - An OpenMDAO component for modeling the financials of a geologic hydrogen plant. - - Can be either natural or stimulated. - All inputs come from GeoH2FinanceConfig, except for inputs in *asterisks* which come from - GeoH2PerformanceBaseClass or GeoH2CostBaseClass outputs. - - Inputs: - well_lifetime: float [years] - the length of time that the wells will operate - eff_tax_rate: float [percent] - effective tax rate - atwacc: float [percent] - after-tax weighted average cost of capital - *CapEx* float [USD] - The effective CAPEX cost with multipliers applied - *OpEx* float [USD/year] - The total OPEX cost - *Fixed_OpEx* float [USD/year] - The OPEX cost that does not scale with H2 production - *Variable_OpEx* float [USD/kg] - The OPEX cost that scales with H2 production - *hydrogen*: array [kg/h] - The hydrogen production profile over 1 year (8760 hours) - Outputs: - LCOH: float [USD/kg] - the levelized cost of hydrogen (LCOH), per kg H2 - LCOH_capex: float [USD/kg] - the LCOH component attributable to CAPEX - LCOH_fopex: float [USD/kg] - the LCOH component attributable to fixed OPEX - LCOH_vopex: float [USD/kg] - the LCOH component attributable to variable OPEX - """ - - def initialize(self): - self.options.declare("plant_config", types=dict) - self.options.declare("tech_config", types=dict) - self.options.declare("driver_config", types=dict) - - def setup(self): - n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] - - self.add_input("well_lifetime", units="year", val=self.config.well_lifetime) - self.add_input("eff_tax_rate", units="year", val=self.config.eff_tax_rate) - self.add_input("atwacc", units="year", val=self.config.atwacc) - self.add_input("CapEx", units="USD", val=1.0, desc="Total capital expenditure in USD.") - self.add_input( - "OpEx", units="USD/year", val=1.0, desc="Total operational expenditure in USD/year." - ) - self.add_input( - "Fixed_OpEx", - units="USD/year", - val=1.0, - desc="Fixed operational expenditure in USD/year.", - ) - self.add_input( - "Variable_OpEx", - units="USD/kg", - val=1.0, - desc="Variable operational expenditure in USD/kg.", - ) - self.add_input( - "hydrogen_out", - shape=n_timesteps, - units="kg/h", - desc="Hydrogen production rate in kg/h.", - ) - - self.add_output("LCOH", units="USD/kg", desc="Levelized cost of hydrogen in USD/kg.") - self.add_output( - "LCOH_capex", - units="USD/kg", - desc="Levelized cost of hydrogen attributed to CapEx in USD/kg.", - ) - self.add_output( - "LCOH_fopex", - units="USD/kg", - desc="Levelized cost of hydrogen attributed to fixed OpEx in USD/kg.", - ) - self.add_output( - "LCOH_vopex", - units="USD/kg", - desc="Levelized cost of hydrogen attributed to variable OpEx in USD/kg.", - ) diff --git a/h2integrate/converters/hydrogen/geologic/h2_well_subsurface_baseclass.py b/h2integrate/converters/hydrogen/geologic/h2_well_subsurface_baseclass.py new file mode 100644 index 000000000..973e73b91 --- /dev/null +++ b/h2integrate/converters/hydrogen/geologic/h2_well_subsurface_baseclass.py @@ -0,0 +1,198 @@ +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, CostModelBaseConfig +from h2integrate.core.validators import contains +from h2integrate.core.model_baseclasses import CostModelBaseClass +from h2integrate.tools.inflation.inflate import inflate_cepci + + +@define +class GeoH2SubsurfacePerformanceConfig(BaseConfig): + """Configuration for performance parameters in natural and geologic hydrogen subsurface + well sub-models. + + This class defines key performance parameters shared across both natural and + stimulated subsurface geologic hydrogen models. + + Attributes: + borehole_depth (float): + Total depth of the borehole in meters, potentially including turns. + + well_diameter (str): + The relative diameter of the well. + Valid options: `"small"` (e.g., from `OSD3500_FY25.xlsx`) or `"large"`. + + well_geometry (str): + The geometric structure of the well. + Valid options: `"vertical"` or `"horizontal"`. + + rock_type (str): + The type of rock formation being drilled to extract geologic hydrogen. + Valid options: `"peridotite"` or `"bei_troctolite"`. + + grain_size (float): + The grain size of the rocks used to extract hydrogen, in meters. + """ + + borehole_depth: float = field() + well_diameter: str = field(validator=contains(["small", "large"])) + well_geometry: str = field(validator=contains(["vertical", "horizontal"])) + rock_type: str = field(validator=contains(["peridotite", "bei_troctolite"])) + grain_size: float = field() + + +class GeoH2SubsurfacePerformanceBaseClass(om.ExplicitComponent): + """OpenMDAO component for modeling the performance of the well subsurface for + geologic hydrogen. + + This component represents the performance model for geologic hydrogen production, + which can describe either natural or stimulated hydrogen generation processes. + All configuration inputs are sourced from a corresponding + :class:`GeoH2PerformanceConfig` instance. + + Attributes: + options (dict): + OpenMDAO options dictionary that must include: + - `plant_config` (dict): Plant-level configuration parameters. + - `tech_config` (dict): Technology-specific configuration parameters. + - `driver_config` (dict): Driver or simulation-level configuration parameters. + config (GeoH2PerformanceConfig): + Parsed configuration object containing performance model inputs. + + Inputs: + borehole_depth (float): + The total borehole depth, in meters (may include directional sections). + + grain_size (float): + The characteristic grain size of the rock formation, in meters. + + Outputs: + hydrogen_out (ndarray): + The hydrogen production rate profile over a one-year period (8760 hours), + in kilograms per hour. + + total_hydrogen_produced (float): + The total hydrogen produced over the plant lifetime, in kilograms per year. + """ + + def initialize(self): + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + self.options.declare("driver_config", types=dict) + + def setup(self): + # inputs + self.add_input("borehole_depth", units="m", val=self.config.borehole_depth) + self.add_input("grain_size", units="m", val=self.config.grain_size) + + # outputs + self.add_output("hydrogen_out", units="kg/h", shape=(8760,)) + self.add_output("total_hydrogen_produced", val=0.0, units="kg/year") + + +@define +class GeoH2SubsurfaceCostConfig(CostModelBaseConfig): + """Configuration for cost parameters in natural and geologic hydrogen well subsurface + sub-models. + + This class defines cost parameters that are shared across both natural and + stimulated (engineered) geologic hydrogen subsurface systems. + + Attributes: + borehole_depth (float): + Total depth of the borehole, in meters (may include horizontal turns). + + well_diameter (str): + Relative diameter of the well. + Valid options: `"small"` (e.g., `OSD3500_FY25.xlsx`) or `"large"`. + + well_geometry (str): + Structural configuration of the well. + Valid options: `"vertical"` or `"horizontal"`. + + """ + + borehole_depth: float = field() + well_diameter: str = field(validator=contains(["small", "large"])) + well_geometry: str = field(validator=contains(["vertical", "horizontal"])) + + +class GeoH2SubsurfaceCostBaseClass(CostModelBaseClass): + """OpenMDAO component for modeling subsurface well costs in a geologic hydrogen plant. + + This component calculates capital and operating costs for subsurface well systems + in a geologic hydrogen plant, applicable to both natural and stimulated hydrogen + production modes. + + Attributes: + config (GeoH2SubsurfaceCostConfig): + Parsed configuration object containing subsurface cost model parameters. + + Inputs: + borehole_depth (float): + Total borehole depth, in meters (may include directional drilling sections). + + hydrogen_out (ndarray): + Hydrogen production rate profile over the simulation period, in kg/h. + + total_hydrogen_produced (float): + Total hydrogen produced over the plant lifetime, in kg/year. + + Outputs: + bare_capital_cost (float): + Raw capital expenditure (CAPEX) without multipliers, in USD. + + CapEx (float): + Total effective CAPEX including contracting and contingency multipliers, in USD. + + OpEx (float): + Total operating expense (OPEX) for the system, in USD/year. + + Fixed_OpEx (float): + Annual fixed OPEX component that does not scale with hydrogen output, in USD/year. + + Variable_OpEx (float): + Variable OPEX per kilogram of hydrogen produced, in USD/kg. + """ + + def setup(self): + super().setup() + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + + # inputs + self.add_input("borehole_depth", units="m", val=self.config.borehole_depth) + self.add_input( + "hydrogen_out", + shape=n_timesteps, + units="kg/h", + desc=f"Hydrogen production rate in kg/h over {n_timesteps} hours.", + ) + self.add_input("total_hydrogen_produced", val=0.0, units="kg/year") + + # outputs + self.add_output("bare_capital_cost", units="USD") + + def calc_drill_cost(self, x): + # Calculates drilling costs from pre-fit polynomial curves + diameter = self.config.well_diameter + geometry = self.config.well_geometry + if geometry == "vertical": + if diameter == "small": + coeffs = [0.224997743, 389.2448848, 745141.2795] + elif diameter == "large": + coeffs = [0.224897254, 869.2069059, 703617.3915] + elif geometry == "horizontal": + if diameter == "small": + coeffs = [0.247604262, 323.277597, 1058263.661] + elif diameter == "large": + coeffs = [0.230514884, 941.8801375, 949091.7254] + a = coeffs[0] + b = coeffs[1] + c = coeffs[2] + drill_cost = a * x**2 + b * x + c + + year = self.config.cost_year + drill_cost = inflate_cepci(drill_cost, 2010, year) + + return drill_cost diff --git a/h2integrate/converters/hydrogen/geologic/mathur_modified.py b/h2integrate/converters/hydrogen/geologic/mathur_modified.py new file mode 100644 index 000000000..985f1e362 --- /dev/null +++ b/h2integrate/converters/hydrogen/geologic/mathur_modified.py @@ -0,0 +1,232 @@ +import copy + +from attrs import field, define + +from h2integrate.core.utilities import merge_shared_inputs +from h2integrate.core.validators import range_val +from h2integrate.tools.inflation.inflate import inflate_cpi, inflate_cepci +from h2integrate.converters.hydrogen.geologic.h2_well_subsurface_baseclass import ( + GeoH2SubsurfaceCostConfig, + GeoH2SubsurfaceCostBaseClass, +) + + +@define +class GeoH2SubsurfaceCostConfig(GeoH2SubsurfaceCostConfig): + """Configuration for subsurface well cost parameters in geologic hydrogen models. + + This configuration defines cost parameters specific to subsurface well + components used in geologic hydrogen systems. It supports either the use of + a built-in drilling cost curve or a manually specified constant drilling cost. + + Attributes: + test_drill_cost (float): + Capital cost (CAPEX) of conducting a test drill for a potential GeoH2 well, + in USD. + + permit_fees (float): + Capital cost (CAPEX) associated with obtaining drilling permits, in USD. + + acreage (float): + Land area required for drilling operations, in acres. + + rights_cost (float): + Capital cost (CAPEX) to acquire drilling rights, in USD per acre. + + success_chance (float): + Probability of success at a given test drilling site, expressed as a fraction. + + fixed_opex (float): + Fixed annual operating expense (OPEX) that does not scale with hydrogen + production, in USD/year. + + variable_opex (float): + Variable operating expense (OPEX) that scales with hydrogen production, + in USD/kg. + + contracting_pct (float): + Contracting costs as a percentage of bare capital cost. + + contingency_pct (float): + Contingency allowance as a percentage of bare capital cost. + + preprod_time (float): + Duration of the preproduction period during which fixed OPEX is charged, + in months. + + as_spent_ratio (float): + Ratio of as-spent costs to overnight (instantaneous) costs, dimensionless. + + cost_year (int): Mathur model uses 2022 as the base year for the cost model. + The cost year is updated based on `target_dollar_year` in the plant + config to adjust costs based on CPI/CEPCI within the Mathur model. This value + cannot be user added under `cost_parameters`. + + use_cost_curve (bool): Flag indicating whether to use the built-in drilling + cost curve. If `True`, the drilling cost is computed from the cost curve. + If `False`, a constant drilling cost must be provided. + + constant_drill_cost (float | None): Fixed drilling cost to use when + `use_cost_curve` is `False` [USD]. Defaults to `None`. + + Raises: + ValueError: If `use_cost_curve` is `False` and `constant_drill_cost` is not provided. + """ + + test_drill_cost: float = field() + permit_fees: float = field() + acreage: float = field() + rights_cost: float = field() + success_chance: float = field() + fixed_opex: float = field() + variable_opex: float = field() + contracting_pct: float = field() + contingency_pct: float = field() + preprod_time: float = field() + as_spent_ratio: float = field() + cost_year: int = field(converter=int, validator=range_val(2010, 2024)) + use_cost_curve: bool = field() + constant_drill_cost: float | None = field(default=None) + + def __attrs_post_init__(self): + # if use_cost_curve is False, constant_drill_cost must be provided + if not self.use_cost_curve and self.constant_drill_cost is None: + raise ValueError( + "If 'use_cost_curve' is False, 'constant_drill_cost' must be provided." + ) + # check if cost curve is true and constant_drill_cost is provided + if self.use_cost_curve and self.constant_drill_cost is not None: + raise ValueError( + "If 'use_cost_curve' is True, 'constant_drill_cost' should not be provided." + ) + + +class GeoH2SubsurfaceCostModel(GeoH2SubsurfaceCostBaseClass): + """An OpenMDAO component for modeling subsurface well costs in geologic + hydrogen plants. + + This component estimates the capital and operating costs for subsurface well + systems in geologic hydrogen production. Cost correlations are based on: + + - Mathur et al. (Stanford): https://doi.org/10.31223/X5599G + - NETL Quality Guidelines: https://doi.org/10.2172/1567736 + + Attributes: + config (GeoH2SubsurfaceCostConfig): Configuration object containing cost parameters. + + Inputs: + target_dollar_year (int): The dollar year in which costs are modeled. + borehole_depth (float): Depth of the wellbore [m]. + test_drill_cost (float): Capital cost of a test drill [USD]. + permit_fees (float): Cost of drilling permits [USD]. + acreage (float): Land area required for drilling [acre]. + rights_cost (float): Cost of obtaining drilling rights [USD/acre]. + success_chance (float): Probability of success for a test drill [%]. + fixed_opex (float): Fixed annual operating cost [USD/year]. + variable_opex (float): Variable operating cost per kg of H₂ produced [USD/kg]. + contracting_pct (float): Contracting costs as a percentage of bare capital cost [%]. + contingency_pct (float): Contingency costs as a percentage of bare capital cost [%]. + preprod_time (float): Duration of preproduction phase [months]. + as_spent_ratio (float): Ratio of as-spent costs to overnight costs. + hydrogen_out (ndarray): Hydrogen production rate over time [kg/h]. + + Outputs: + bare_capital_cost (float): Unadjusted capital cost before multipliers [USD]. + CapEx (float): Total as-spent capital expenditure [USD]. + OpEx (float): Total annual operating expenditure [USD/year]. + Fixed_OpEx (float): Annual fixed operating expenditure [USD/year]. + Variable_OpEx (float): Variable operating expenditure per kg of H₂ [USD/kg]. + + Raises: + ValueError: If cost curve settings in the configuration are inconsistent. + """ + + def setup(self): + # merge inputs from performance parameters and cost parameters + config_dict = merge_shared_inputs( + copy.deepcopy(self.options["tech_config"]["model_inputs"]), "cost" + ) + + if "cost_year" in config_dict: + msg = ( + "This cost model is based on 2022 costs and adjusts costs using CPI and CEPCI. " + "The cost year cannot be modified for this cost model. " + ) + raise ValueError(msg) + + target_dollar_year = self.options["plant_config"]["finance_parameters"][ + "cost_adjustment_parameters" + ]["target_dollar_year"] + + if target_dollar_year <= 2024 and target_dollar_year >= 2010: + # adjust costs from 2021 to target dollar year using CPI/CEPCI adjustment + self.target_dollar_year = target_dollar_year + + elif target_dollar_year < 2010: + # adjust costs from 2021 to 2010 using CP/CEPCI adjustment + self.target_dollar_year = 2010 + + elif target_dollar_year > 2024: + # adjust costs from 2021 to 2024 using CPI/CEPCI adjustment + self.target_dollar_year = 2024 + + config_dict.update({"cost_year": self.target_dollar_year}) + self.config = GeoH2SubsurfaceCostConfig.from_dict(config_dict, strict=True) + + super().setup() + + self.add_input("test_drill_cost", units="USD", val=self.config.test_drill_cost) + self.add_input("permit_fees", units="USD", val=self.config.permit_fees) + self.add_input("acreage", units="acre", val=self.config.acreage) + self.add_input("rights_cost", units="USD/acre", val=self.config.rights_cost) + self.add_input("success_chance", units="percent", val=self.config.success_chance) + self.add_input("fixed_opex", units="USD/year", val=self.config.fixed_opex) + self.add_input("variable_opex", units="USD/kg", val=self.config.variable_opex) + self.add_input("contracting_pct", units="percent", val=self.config.contracting_pct) + self.add_input("contingency_pct", units="percent", val=self.config.contingency_pct) + self.add_input("preprod_time", units="month", val=self.config.preprod_time) + self.add_input("as_spent_ratio", units=None, val=self.config.as_spent_ratio) + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + # Get cost years + cost_year = self.config.cost_year + + # Calculate total capital cost per well (successful or unsuccessful) + drill = inflate_cepci(inputs["test_drill_cost"], 2022, cost_year) + permit = inflate_cpi(inputs["permit_fees"], 2022, cost_year) + acreage = inputs["acreage"] + rights_acre = inflate_cpi(inputs["rights_cost"], 2022, cost_year) + cap_well = drill + permit + acreage * rights_acre + + # Calculate total capital cost per SUCCESSFUL well + if self.config.use_cost_curve: + completion = self.calc_drill_cost(inputs["borehole_depth"]) + else: + completion = self.config.constant_drill_cost + completion = inflate_cepci( + completion, 2010, cost_year + ) # Is this the correct base year? + success = inputs["success_chance"] + bare_capex = cap_well / success * 100 + completion + outputs["bare_capital_cost"] = bare_capex + + # Parse in opex + fopex = inflate_cpi(inputs["fixed_opex"], 2022, cost_year) + vopex = inflate_cpi(inputs["variable_opex"], 2022, cost_year) + outputs["OpEx"] = fopex + outputs["VarOpEx"] = vopex * inputs["total_hydrogen_produced"] + + # Apply cost multipliers to bare erected cost via NETL-PUB-22580 + contracting = inputs["contracting_pct"] + contingency = inputs["contingency_pct"] + preproduction = inputs["preprod_time"] + as_spent_ratio = inputs["as_spent_ratio"] + contracting_costs = bare_capex * contracting / 100 + epc_cost = bare_capex + contracting_costs + contingency_costs = epc_cost * contingency / 100 + total_plant_cost = epc_cost + contingency_costs + preprod_cost = fopex * preproduction / 12 + total_overnight_cost = total_plant_cost + preprod_cost + tasc_toc_multiplier = as_spent_ratio # simplifying for now - TODO model on well_lifetime + total_as_spent_cost = total_overnight_cost * tasc_toc_multiplier + outputs["CapEx"] = total_as_spent_cost diff --git a/h2integrate/converters/hydrogen/geologic/natural_geoh2_plant.py b/h2integrate/converters/hydrogen/geologic/natural_geoh2_plant.py deleted file mode 100644 index e4ff61300..000000000 --- a/h2integrate/converters/hydrogen/geologic/natural_geoh2_plant.py +++ /dev/null @@ -1,210 +0,0 @@ -import numpy as np -from attrs import field, define - -from h2integrate.core.utilities import merge_shared_inputs -from h2integrate.tools.inflation.inflate import inflate_cpi, inflate_cepci -from h2integrate.converters.hydrogen.geologic.geoh2_baseclass import ( - GeoH2CostConfig, - GeoH2CostBaseClass, - GeoH2FinanceConfig, - GeoH2FinanceBaseClass, - GeoH2PerformanceConfig, - GeoH2PerformanceBaseClass, -) - - -@define -class NaturalGeoH2PerformanceConfig(GeoH2PerformanceConfig): - """ - Performance parameters specific to the natural geologic hydrogen sub-models - Values are set in the tech_config.yaml: - technologies/geoh2/model_inputs/shared_parameters for parameters marked with *asterisks* - technologies/geoh2/model_inputs/performance_parameters all other parameters - - Parameters (in addition to those in geoh2_baseclass.GeoH2PerformanceConfig): - site_prospectivity: float [None] - Site assessment of natural H2 production potential - initial_wellhead_flow: float [kg/h] - The hydrogen flow when the drill is first completed - gas_reservoir_size: float [t] - The total amount of hydrogen in the accumulation - """ - - site_prospectivity: float = field() - initial_wellhead_flow: float = field() - gas_reservoir_size: float = field() - - -class NaturalGeoH2PerformanceModel(GeoH2PerformanceBaseClass): - """ - An OpenMDAO component for modeling the performance of a natural geologic hydrogen plant. - Based on the work of: - - Mathur et al. (Stanford): https://eartharxiv.org/repository/view/8321/ - - Gelman et al. (USGS): https://pubs.usgs.gov/pp/1900/pp1900.pdf - - All inputs come from NaturalGeoH2PerformanceConfig - - Inputs (in addition to those in geoh2_baseclass.GeoH2PerformanceBaseClass): - site_prospectivity: float [None] - Assessment of natural H2 production potential - initial_wellhead_flow: float [kg/h] - The H2 flow when the drill is first completed - gas_reservoir_size: float [t] - The total amount of hydrogen in the accumulation - Outputs (in addition to those in geoh2_baseclass.GeoH2PerformanceBaseClass): - wellhead_h2_conc: float [percent] - The mass % of H2 in the wellhead fluid - lifetime_wellhead_flow: float [kg/h] - The average gas flow over the well lifetime - hydrogen_out_natural: array [kg/h] - The hydrogen production profile from natural - accumulations over 1 year (8760 hours) - """ - - def setup(self): - self.config = NaturalGeoH2PerformanceConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") - ) - super().setup() - n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] - - self.add_input("site_prospectivity", units=None, val=self.config.site_prospectivity) - self.add_input("initial_wellhead_flow", units="kg/h", val=self.config.initial_wellhead_flow) - self.add_input("gas_reservoir_size", units="t", val=self.config.gas_reservoir_size) - - self.add_output("wellhead_h2_conc", units="percent") - self.add_output("lifetime_wellhead_flow", units="kg/h") - self.add_output("hydrogen_out_natural", units="kg/h", shape=(n_timesteps,)) - - def compute(self, inputs, outputs): - if self.config.rock_type == "peridotite": # TODO: sub-models for different rock types - # Calculate expected wellhead h2 concentration from prospectivity - prospectivity = inputs["site_prospectivity"] - wh_h2_conc = 58.92981751 * prospectivity**2.460718753 # percent - - # Calculated average wellhead gas flow over well lifetime - init_wh_flow = inputs["initial_wellhead_flow"] - lifetime = int(inputs["well_lifetime"][0]) - res_size = inputs["gas_reservoir_size"] - n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] - avg_wh_flow = min(init_wh_flow, res_size / lifetime * 1000 / n_timesteps) - - # Calculate hydrogen flow out from accumulated gas - h2_accum = wh_h2_conc / 100 * avg_wh_flow - - # Parse outputs - outputs["wellhead_h2_conc"] = wh_h2_conc - outputs["lifetime_wellhead_flow"] = avg_wh_flow - outputs["hydrogen_out_natural"] = np.full(n_timesteps, h2_accum) - outputs["hydrogen_out"] = np.full(n_timesteps, h2_accum) - - -@define -class NaturalGeoH2CostConfig(GeoH2CostConfig): - """ - Cost parameters specific to the natural geologic hydrogen sub-models - Values are set in the tech_config.yaml: - technologies/geoh2/model_inputs/shared_parameters for parameters marked with *asterisks* - technologies/geoh2/model_inputs/cost_parameters all other parameters - - Currently no arguments other than those in geoh2_baseclass.GeoH2CostConfig - """ - - pass - - -class NaturalGeoH2CostModel(GeoH2CostBaseClass): - """ - An OpenMDAO component for modeling the cost of a natural geologic hydrogen plant - Based on the work of: - - Mathur et al. (Stanford): https://eartharxiv.org/repository/view/8321/ - - NETL Quality Guidelines: https://doi.org/10.2172/1567736 - - All inputs come from NaturalGeoH2CostConfig, except for inputs in *asterisks* which come from - NaturalGeoH2PerformanceModel - - Currently no inputs/outputs other than those in geoh2_baseclass.GeoH2CostBaseClass - """ - - def setup(self): - self.config = NaturalGeoH2CostConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost") - ) - super().setup() - - def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - # Get cost years - cost_year = self.config.cost_year - dol_year = self.config.target_dollar_year - - # Calculate total capital cost per well (successful or unsuccessful) - drill = inflate_cepci(inputs["test_drill_cost"], cost_year, dol_year) - permit = inflate_cpi(inputs["permit_fees"], cost_year, dol_year) - acreage = inputs["acreage"] - rights_acre = inflate_cpi(inputs["rights_cost"], cost_year, dol_year) - cap_well = drill + permit + acreage * rights_acre - - # Calculate total capital cost per SUCCESSFUL well - completion = self.calc_drill_cost(inputs["borehole_depth"]) - completion = inflate_cepci(completion, cost_year, dol_year) - success = inputs["success_chance"] - bare_capex = cap_well / success * 100 + completion - outputs["bare_capital_cost"] = bare_capex - - # Parse in opex - fopex = inflate_cpi(inputs["fixed_opex"], cost_year, dol_year) - vopex = inflate_cpi(inputs["variable_opex"], cost_year, dol_year) - outputs["Fixed_OpEx"] = fopex - outputs["Variable_OpEx"] = vopex - production = np.sum(inputs["hydrogen_out"]) - outputs["OpEx"] = fopex + vopex * np.sum(production) - - # Apply cost multipliers to bare erected cost via NETL-PUB-22580 - contracting = inputs["contracting_pct"] - contingency = inputs["contingency_pct"] - preproduction = inputs["preprod_time"] - as_spent_ratio = inputs["as_spent_ratio"] - contracting_costs = bare_capex * contracting / 100 - epc_cost = bare_capex + contracting_costs - contingency_costs = epc_cost * contingency / 100 - total_plant_cost = epc_cost + contingency_costs - preprod_cost = fopex * preproduction / 12 - total_overnight_cost = total_plant_cost + preprod_cost - tasc_toc_multiplier = as_spent_ratio # simplifying for now - TODO model on well_lifetime - total_as_spent_cost = total_overnight_cost * tasc_toc_multiplier - outputs["CapEx"] = total_as_spent_cost - - -class NaturalGeoH2FinanceModel(GeoH2FinanceBaseClass): - """ - An OpenMDAO component for modeling the financing of a natural geologic hydrogen plant - Based on the work of: - - Mathur et al. (Stanford): https://eartharxiv.org/repository/view/8321/ - - NETL Quality Guidelines: https://doi.org/10.2172/1567736 - - - All inputs come from NaturalGeoH2FinanceConfig, except for inputs in *asterisks* which come - from NaturalGeoH2PerformanceModel or NaturalGeoH2CostModel outputs - - Currently no inputs/outputs other than those in geoh2_baseclass.GeoH2FinanceBaseClass - """ - - def setup(self): - self.config = GeoH2FinanceConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "finance") - ) - super().setup() - - def compute(self, inputs, outputs): - # Calculate fixed charge rate - lifetime = int(inputs["well_lifetime"][0]) - etr = inputs["eff_tax_rate"] / 100 - atwacc = inputs["atwacc"] / 100 - dep_n = 1 / lifetime # simplifying the IRS tax depreciation tables to avoid lookup - crf = ( - atwacc * (1 + atwacc) ** lifetime / ((1 + atwacc) ** lifetime - 1) - ) # capital recovery factor - dep = crf * np.sum(dep_n / np.power(1 + atwacc, np.linspace(1, lifetime, lifetime))) - fcr = crf / (1 - etr) - etr * dep / (1 - etr) - - # Calculate levelized cost of geoH2 - capex = inputs["CapEx"] - fopex = inputs["Fixed_OpEx"] - vopex = inputs["Variable_OpEx"] - production = np.sum(inputs["hydrogen_out"]) - lcoh = (capex * fcr + fopex) / production + vopex - outputs["LCOH"] = lcoh - outputs["LCOH_capex"] = (capex * fcr) / production - outputs["LCOH_fopex"] = fopex / production - outputs["LCOH_vopex"] = vopex diff --git a/h2integrate/converters/hydrogen/geologic/simple_natural_geoh2.py b/h2integrate/converters/hydrogen/geologic/simple_natural_geoh2.py new file mode 100644 index 000000000..10986f568 --- /dev/null +++ b/h2integrate/converters/hydrogen/geologic/simple_natural_geoh2.py @@ -0,0 +1,119 @@ +import numpy as np +from attrs import field, define + +from h2integrate.core.utilities import merge_shared_inputs +from h2integrate.converters.hydrogen.geologic.h2_well_subsurface_baseclass import ( + GeoH2SubsurfacePerformanceConfig, + GeoH2SubsurfacePerformanceBaseClass, +) + + +@define +class NaturalGeoH2PerformanceConfig(GeoH2SubsurfacePerformanceConfig): + """Configuration for performance parameters for a natural geologic hydrogen subsurface well. + This class defines performance parameters specific to **natural** geologic hydrogen + systems (as opposed to stimulated systems). + + Inherits from: + GeoH2SubsurfacePerformanceConfig + + Attributes: + site_prospectivity (float): + Dimensionless site assessment factor representing the natural hydrogen + production potential of the location. + + initial_wellhead_flow (float): + Hydrogen flow rate measured immediately after well completion, in kilograms + per hour (kg/h). + + gas_reservoir_size (float): + Total amount of hydrogen stored in the geologic accumulation, in tonnes (t). + """ + + site_prospectivity: float = field() + initial_wellhead_flow: float = field() + gas_reservoir_size: float = field() + + +class NaturalGeoH2PerformanceModel(GeoH2SubsurfacePerformanceBaseClass): + """OpenMDAO component for modeling the performance of a subsurface well for a + natural geologic hydrogen plant. + + This component estimates hydrogen production performance for **naturally occurring** + geologic hydrogen systems. + + The modeling approach is informed by the following studies: + - Mathur et al. (Stanford): https://doi.org/10.31223/X5599G + - Gelman et al. (USGS): https://doi.org/10.3133/pp1900 + + Attributes: + config (NaturalGeoH2PerformanceConfig): + Configuration object containing model parameters specific to natural geologic + hydrogen systems. + + Inputs: + site_prospectivity (float): + Dimensionless measure of natural hydrogen production potential at a given site. + + initial_wellhead_flow (float): + Hydrogen flow rate immediately after well completion, in kilograms per hour (kg/h). + + gas_reservoir_size (float): + Total mass of hydrogen stored in the subsurface accumulation, in tonnes (t). + + grain_size (float): + Rock grain size influencing hydrogen diffusion and reaction rates, in meters + (inherited from base class). + + Outputs: + wellhead_h2_conc (float): + Mass percentage of hydrogen in the wellhead gas mixture. + + lifetime_wellhead_flow (float): + Average gas flow rate over the operational lifetime of the well, in kg/h. + + hydrogen_out_natural (ndarray): + Hourly hydrogen production profile from natural accumulations, + covering one simulated year (8760 hours), in kg/h. + + hydrogen_out (ndarray): + Total hydrogen output array used by downstream system models, in kg/h. + """ + + def setup(self): + self.config = NaturalGeoH2PerformanceConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") + ) + super().setup() + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + + self.add_input("site_prospectivity", units=None, val=self.config.site_prospectivity) + self.add_input("initial_wellhead_flow", units="kg/h", val=self.config.initial_wellhead_flow) + self.add_input("gas_reservoir_size", units="t", val=self.config.gas_reservoir_size) + + self.add_output("wellhead_h2_conc", units="percent") + self.add_output("lifetime_wellhead_flow", units="kg/h") + self.add_output("hydrogen_out_natural", units="kg/h", shape=(n_timesteps,)) + + def compute(self, inputs, outputs): + if self.config.rock_type == "peridotite": # TODO: sub-models for different rock types + # Calculate expected wellhead h2 concentration from prospectivity + prospectivity = inputs["site_prospectivity"] + wh_h2_conc = 58.92981751 * prospectivity**2.460718753 # percent + + # Calculated average wellhead gas flow over well lifetime + init_wh_flow = inputs["initial_wellhead_flow"] + lifetime = self.options["plant_config"]["plant"]["plant_life"] + res_size = inputs["gas_reservoir_size"] + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + avg_wh_flow = min(init_wh_flow, res_size / lifetime * 1000 / n_timesteps) + + # Calculate hydrogen flow out from accumulated gas + h2_accum = wh_h2_conc / 100 * avg_wh_flow + + # Parse outputs + outputs["wellhead_h2_conc"] = wh_h2_conc + outputs["lifetime_wellhead_flow"] = avg_wh_flow + outputs["hydrogen_out_natural"] = np.full(n_timesteps, h2_accum) + outputs["hydrogen_out"] = np.full(n_timesteps, h2_accum) + outputs["total_hydrogen_produced"] = np.sum(outputs["hydrogen_out"]) diff --git a/h2integrate/converters/hydrogen/geologic/stimulated_geoh2_plant.py b/h2integrate/converters/hydrogen/geologic/stimulated_geoh2_plant.py deleted file mode 100644 index 26f0db999..000000000 --- a/h2integrate/converters/hydrogen/geologic/stimulated_geoh2_plant.py +++ /dev/null @@ -1,253 +0,0 @@ -import numpy as np -from attrs import field, define - -from h2integrate.core.utilities import merge_shared_inputs -from h2integrate.tools.inflation.inflate import inflate_cpi, inflate_cepci -from h2integrate.converters.hydrogen.geologic.geoh2_baseclass import ( - GeoH2CostConfig, - GeoH2CostBaseClass, - GeoH2FinanceConfig, - GeoH2FinanceBaseClass, - GeoH2PerformanceConfig, - GeoH2PerformanceBaseClass, -) - - -# Globals - molecular weights -M_Fe = 55.8 # kg/kmol -M_H2 = 1.00 # kg/kmol - - -@define -class StimulatedGeoH2PerformanceConfig(GeoH2PerformanceConfig): - """ - Performance parameters specific to the stimulated geologic hydrogen sub-models - Values are set in the tech_config.yaml: - technologies/geoh2/model_inputs/shared_parameters for parameters marked with *asterisks* - technologies/geoh2/model_inputs/performance_parameters all other parameters - - Parameters (in addition to those in geoh2_baseclass.GeoH2PerformanceConfig): - -olivine_phase_vol: float [percent] - The volume percent of olivine in the formation - -olivine_fe_ii_conc: float [percent] - The mass percent of iron (II) in the olivine - -depth_to_formation: float [m] - Depth below surface of caprock not participating in rxn - -inj_prod_distance: float [m] - Distance between injection and production wells - -reaction_zone_width: float [m] - Estimated width of rock volume participating in the rxn - -bulk_density: float [kg/m**3] - Bulk density of rock - -water_temp: float [C] - Temperature of water being injected - """ - - olivine_phase_vol: float = field() # vol pct - olivine_fe_ii_conc: float = field() # wt pct - depth_to_formation: float = field() # meters - inj_prod_distance: float = field() # meters - reaction_zone_width: float = field() # meters - bulk_density: float = field() # kg/m^3 - water_temp: float = field() # deg C - - -class StimulatedGeoH2PerformanceModel(GeoH2PerformanceBaseClass): - """ - An OpenMDAO component for modeling the performance of a stimulated geologic hydrogen plant. - Based on the work of: - - Mathur et al. (Stanford): https://eartharxiv.org/repository/view/8321/ - - Templeton et al. (UC Boulder): https://doi.org/10.3389/fgeoc.2024.1366268 - - All inputs come from StimulatedGeoH2PerformanceConfig - - Inputs (in addition to those in geoh2_baseclass.GeoH2PerformanceBaseClass): - -olivine_phase_vol: float [percent] - The volume percent of olivine in the formation - -olivine_fe_ii_conc: float [percent] - The mass percent of iron (II) in the olivine - -depth_to_formation: float [m] - Depth below surface of caprock not participating in rxn - -inj_prod_distance: float [m] - Distance between injection and production wells - -reaction_zone_width: float [m] - Estimated width of rock volume participating in the rxn - -bulk_density: float [kg/m**3] - Bulk density of rock - -water_temp: float [C] - Temperature of water being injected - Outputs (in addition to those in geoh2_baseclass.GeoH2PerformanceBaseClass): - -hydrogen_out_stim: array [kg/h] - The hydrogen production profile from stimulation - over 1 year (8760 hours) - """ - - def setup(self): - n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] - self.config = StimulatedGeoH2PerformanceConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") - ) - super().setup() - - self.add_input("olivine_phase_vol", units="percent", val=self.config.olivine_phase_vol) - self.add_input("olivine_fe_ii_conc", units="percent", val=self.config.olivine_fe_ii_conc) - self.add_input("depth_to_formation", units="m", val=self.config.depth_to_formation) - self.add_input("inj_prod_distance", units="m", val=self.config.inj_prod_distance) - self.add_input("reaction_zone_width", units="m", val=self.config.reaction_zone_width) - self.add_input("bulk_density", units="kg/m**3", val=self.config.bulk_density) - self.add_input("water_temp", units="C", val=self.config.water_temp) - - self.add_output("hydrogen_out_stim", units="kg/h", shape=n_timesteps) - - def compute(self, inputs, outputs): - n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] - lifetime = int(inputs["well_lifetime"][0]) - - # Calculate serpentinization penetration rate - grain_size = inputs["grain_size"] - lin_coeff = 1.00e-6 - exp_coeff = -0.000209 - orig_size = 0.0000685 # meters - temp = inputs["water_temp"] - serp_rate = ( - lin_coeff - * np.exp(exp_coeff * (temp - 260) ** 2) - * 10 ** np.log10(orig_size / grain_size) - ) - pen_rate = grain_size * serp_rate - - # Model rock deposit size - height = inputs["borehole_depth"] - inputs["depth_to_formation"] - length = inputs["inj_prod_distance"] - width = inputs["reaction_zone_width"] - rock_volume = height * length * width - v_olivine = inputs["olivine_phase_vol"] / 100 - n_grains = rock_volume / grain_size**3 * v_olivine - rho = inputs["bulk_density"] - X_Fe = inputs["olivine_fe_ii_conc"] / 100 - - # Model shrinking reactive particle - years = np.linspace(1, lifetime, lifetime) - sec_elapsed = years * 3600 * n_timesteps - core_diameter = np.maximum( - np.zeros(len(sec_elapsed)), grain_size - 2 * pen_rate * sec_elapsed - ) - reacted_volume = n_grains * (grain_size**3 - core_diameter**3) - reacted_mass = reacted_volume * rho * X_Fe - h2_produced = reacted_mass * M_H2 / M_Fe - - # Parse outputs - h2_prod_avg = h2_produced[-1] / lifetime / n_timesteps - outputs["hydrogen_out_stim"] = h2_prod_avg - outputs["hydrogen_out"] = h2_prod_avg - - -@define -class StimulatedGeoH2CostConfig(GeoH2CostConfig): - """ - Cost parameters specific to the stimulated geologic hydrogen sub-models - Values are set in the tech_config.yaml: - technologies/geoh2/model_inputs/shared_parameters for parameters marked with *asterisks* - technologies/geoh2/model_inputs/cost_parameters all other parameters - - Args: - use_cost_curve (bool): Whether to use the built in drilling cost curve or a manual value - constant_drill_cost (float): If use_cost_curve is False, the constant cost of drilling - """ - - use_cost_curve: bool = field() - constant_drill_cost: float = field(default=1000000) - - -class StimulatedGeoH2CostModel(GeoH2CostBaseClass): - """ - An OpenMDAO component for modeling the cost of a stimulated geologic hydrogen plant - Based on the work of: - - Mathur et al. (Stanford): https://eartharxiv.org/repository/view/8321/ - - NETL Quality Guidelines: https://doi.org/10.2172/1567736 - - All inputs come from StimulatedGeoH2CostConfig, except for inputs in *asterisks* which come - from StimulatedGeoH2PerformanceModel - - Currently no inputs/outputs other than those in geoh2_baseclass.GeoH2CostBaseClass - """ - - def setup(self): - self.config = StimulatedGeoH2CostConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost") - ) - super().setup() - - def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - # Get cost years - cost_year = self.config.cost_year - dol_year = self.config.target_dollar_year - - # Calculate total capital cost per well (successful or unsuccessful) - drill = inflate_cepci(inputs["test_drill_cost"], cost_year, dol_year) - permit = inflate_cpi(inputs["permit_fees"], cost_year, dol_year) - acreage = inputs["acreage"] - rights_acre = inflate_cpi(inputs["rights_cost"], cost_year, dol_year) - cap_well = drill + permit + acreage * rights_acre - - # Calculate total capital cost per SUCCESSFUL well - if self.config.use_cost_curve: - completion = self.calc_drill_cost(inputs["borehole_depth"]) - else: - completion = self.config.constant_drill_cost - completion = inflate_cepci(completion, 2010, cost_year) - completion = inflate_cepci(completion, cost_year, dol_year) - success = inputs["success_chance"] - bare_capex = cap_well / success * 100 + completion - outputs["bare_capital_cost"] = bare_capex - - # Parse in opex - fopex = inflate_cpi(inputs["fixed_opex"], cost_year, dol_year) - vopex = inflate_cpi(inputs["variable_opex"], cost_year, dol_year) - outputs["Fixed_OpEx"] = fopex - outputs["Variable_OpEx"] = vopex - production = np.sum(inputs["hydrogen_out"]) - outputs["OpEx"] = fopex + vopex * np.sum(production) - - # Apply cost multipliers to bare erected cost via NETL-PUB-22580 - contracting = inputs["contracting_pct"] - contingency = inputs["contingency_pct"] - preproduction = inputs["preprod_time"] - as_spent_ratio = inputs["as_spent_ratio"] - contracting_costs = bare_capex * contracting / 100 - epc_cost = bare_capex + contracting_costs - contingency_costs = epc_cost * contingency / 100 - total_plant_cost = epc_cost + contingency_costs - preprod_cost = fopex * preproduction / 12 - total_overnight_cost = total_plant_cost + preprod_cost - tasc_toc_multiplier = as_spent_ratio # simplifying for now - TODO model on well_lifetime - total_as_spent_cost = total_overnight_cost * tasc_toc_multiplier - outputs["CapEx"] = total_as_spent_cost - - -class StimulatedGeoH2FinanceModel(GeoH2FinanceBaseClass): - """ - An OpenMDAO component for modeling the financing of a stimulated geologic hydrogen plant - Based on the work of: - - Mathur et al. (Stanford): https://eartharxiv.org/repository/view/8321/ - - NETL Quality Guidelines: https://doi.org/10.2172/1567736 - - All inputs come from StimulatedGeoH2FinanceConfig, except for inputs in *asterisks* which come - from StimulatedGeoH2PerformanceModel or StimulatedGeoH2CostModel outputs - - Currently no inputs/outputs other than those in geoh2_baseclass.GeoH2FinanceBaseClass - """ - - def setup(self): - self.config = GeoH2FinanceConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "finance") - ) - super().setup() - - def compute(self, inputs, outputs): - # Calculate fixed charge rate - lifetime = int(inputs["well_lifetime"][0]) - etr = inputs["eff_tax_rate"] / 100 - atwacc = inputs["atwacc"] / 100 - dep_n = 1 / lifetime # simplifying the IRS tax depreciation tables to avoid lookup - crf = ( - atwacc * (1 + atwacc) ** lifetime / ((1 + atwacc) ** lifetime - 1) - ) # capital recovery factor - dep = crf * np.sum(dep_n / np.power(1 + atwacc, np.linspace(1, lifetime, lifetime))) - fcr = crf / (1 - etr) - etr * dep / (1 - etr) - - # Calculate levelized cost of geoH2 - capex = inputs["CapEx"] - fopex = inputs["Fixed_OpEx"] - vopex = inputs["Variable_OpEx"] - production = np.sum(inputs["hydrogen_out"]) - lcoh = (capex * fcr + fopex) / production + vopex - outputs["LCOH"] = lcoh - outputs["LCOH_capex"] = (capex * fcr) / production - outputs["LCOH_fopex"] = fopex / production - outputs["LCOH_vopex"] = vopex diff --git a/h2integrate/converters/hydrogen/geologic/templeton_serpentinization.py b/h2integrate/converters/hydrogen/geologic/templeton_serpentinization.py new file mode 100644 index 000000000..26303290c --- /dev/null +++ b/h2integrate/converters/hydrogen/geologic/templeton_serpentinization.py @@ -0,0 +1,134 @@ +import numpy as np +from attrs import field, define + +from h2integrate.core.utilities import merge_shared_inputs +from h2integrate.converters.hydrogen.geologic.h2_well_subsurface_baseclass import ( + GeoH2SubsurfacePerformanceConfig, + GeoH2SubsurfacePerformanceBaseClass, +) + + +# Globals - molecular weights +M_Fe = 55.8 # kg/kmol +M_H2 = 1.00 # kg/kmol + + +@define +class StimulatedGeoH2PerformanceConfig(GeoH2SubsurfacePerformanceConfig): + """Configuration parameters for stimulated geologic hydrogen well subsurface + performance models. + + Defines performance-related parameters specific to *stimulated* geologic hydrogen systems. + + Attributes: + olivine_phase_vol (float): Volume percent of olivine in the formation [%]. + olivine_fe_ii_conc (float): Mass percent of iron (II) in the olivine [%]. + depth_to_formation (float): Depth below the surface of the caprock that does not + participate in the reaction [m]. + inj_prod_distance (float): Distance between the injection and production wells [m]. + reaction_zone_width (float): Estimated width of the rock volume participating + in the reaction [m]. + bulk_density (float): Bulk density of the rock [kg/m³]. + water_temp (float): Temperature of the injected water [°C]. + """ + + olivine_phase_vol: float = field() # vol pct + olivine_fe_ii_conc: float = field() # wt pct + depth_to_formation: float = field() # meters + inj_prod_distance: float = field() # meters + reaction_zone_width: float = field() # meters + bulk_density: float = field() # kg/m^3 + water_temp: float = field() # deg C + + +class StimulatedGeoH2PerformanceModel(GeoH2SubsurfacePerformanceBaseClass): + """OpenMDAO component modeling the performance of a stimulated geologic hydrogen plant. + + This component estimates hydrogen production from artificially stimulated + geologic formations (e.g., serpentinization-based systems). The model follows + methods described in: + + - Mathur et al. (Stanford): https://doi.org/10.31223/X5599G + - Templeton et al. (UC Boulder): https://doi.org/10.3389/fgeoc.2024.1366268 + + All model inputs are provided through :class:`StimulatedGeoH2PerformanceConfig`. + + Attributes: + config (StimulatedGeoH2PerformanceConfig): Configuration object containing model + parameters for the stimulated system. + + Inputs (in addition to those in :class:`GeoH2SubsurfacePerformanceBaseClass`): + olivine_phase_vol (float): Volume percent of olivine in the formation [%]. + olivine_fe_ii_conc (float): Mass percent of iron (II) in the olivine [%]. + depth_to_formation (float): Depth below the surface of the caprock that does not + participate in the reaction [m]. + inj_prod_distance (float): Distance between the injection and production wells [m]. + reaction_zone_width (float): Estimated width of the rock volume participating + in the reaction [m]. + bulk_density (float): Bulk density of the rock [kg/m³]. + water_temp (float): Temperature of the injected water [°C]. + + Outputs (in addition to those in :class:`GeoH2SubsurfacePerformanceBaseClass`): + hydrogen_out_stim (ndarray): Hourly hydrogen production profile from stimulation + over one year (8760 hours) [kg/h]. + """ + + def setup(self): + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + self.config = StimulatedGeoH2PerformanceConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") + ) + super().setup() + + self.add_input("olivine_phase_vol", units="percent", val=self.config.olivine_phase_vol) + self.add_input("olivine_fe_ii_conc", units="percent", val=self.config.olivine_fe_ii_conc) + self.add_input("depth_to_formation", units="m", val=self.config.depth_to_formation) + self.add_input("inj_prod_distance", units="m", val=self.config.inj_prod_distance) + self.add_input("reaction_zone_width", units="m", val=self.config.reaction_zone_width) + self.add_input("bulk_density", units="kg/m**3", val=self.config.bulk_density) + self.add_input("water_temp", units="C", val=self.config.water_temp) + + self.add_output("hydrogen_out_stim", units="kg/h", shape=n_timesteps) + + def compute(self, inputs, outputs): + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + lifetime = self.options["plant_config"]["plant"]["plant_life"] + + # Calculate serpentinization penetration rate + grain_size = inputs["grain_size"] + lin_coeff = 1.00e-6 + exp_coeff = -0.000209 + orig_size = 0.0000685 # meters + temp = inputs["water_temp"] + serp_rate = ( + lin_coeff + * np.exp(exp_coeff * (temp - 260) ** 2) + * 10 ** np.log10(orig_size / grain_size) + ) + pen_rate = grain_size * serp_rate + + # Model rock deposit size + height = inputs["borehole_depth"] - inputs["depth_to_formation"] + length = inputs["inj_prod_distance"] + width = inputs["reaction_zone_width"] + rock_volume = height * length * width + v_olivine = inputs["olivine_phase_vol"] / 100 + n_grains = rock_volume / grain_size**3 * v_olivine + rho = inputs["bulk_density"] + X_Fe = inputs["olivine_fe_ii_conc"] / 100 + + # Model shrinking reactive particle + years = np.linspace(1, lifetime, lifetime) + sec_elapsed = years * 3600 * n_timesteps + core_diameter = np.maximum( + np.zeros(len(sec_elapsed)), grain_size - 2 * pen_rate * sec_elapsed + ) + reacted_volume = n_grains * (grain_size**3 - core_diameter**3) + reacted_mass = reacted_volume * rho * X_Fe + h2_produced = reacted_mass * M_H2 / M_Fe + + # Parse outputs + h2_prod_avg = h2_produced[-1] / lifetime / n_timesteps + outputs["hydrogen_out_stim"] = h2_prod_avg + outputs["hydrogen_out"] = h2_prod_avg + outputs["total_hydrogen_produced"] = np.sum(outputs["hydrogen_out"]) diff --git a/h2integrate/converters/hydrogen/geologic/test/test_geologic_h2_subsurface.py b/h2integrate/converters/hydrogen/geologic/test/test_geologic_h2_subsurface.py new file mode 100644 index 000000000..598f39a58 --- /dev/null +++ b/h2integrate/converters/hydrogen/geologic/test/test_geologic_h2_subsurface.py @@ -0,0 +1,70 @@ +import numpy as np +from pytest import approx + +from h2integrate import EXAMPLE_DIR +from h2integrate.core.h2integrate_model import H2IntegrateModel + + +def test_natural_geoh2(subtests): + h2i_nat = H2IntegrateModel(EXAMPLE_DIR / "04_geo_h2" / "04_geo_h2_natural.yaml") + h2i_nat.run() + + with subtests.test("H2 Production"): + h2_prod = h2i_nat.plant.geoh2_well_subsurface.simple_natural_geoh2_performance.get_val( + "hydrogen_out" + ) + assert np.mean(h2_prod) == approx(117.72509205764842, 1e-6) + + with subtests.test("integrate LCOH"): + lcoh = h2i_nat.prob.get_val("finance_subgroup_default.LCOH") + assert lcoh == approx( + 1.67288106, 1e-6 + ) # previous val from custom finance model was 1.2440904 + + # failure is expected because we are inflating using general inflation rather than CPI and CEPCI + with subtests.test("capex"): + capex = h2i_nat.plant.geoh2_well_subsurface.mathur_modified_geoh2_cost.get_val("CapEx") + assert capex == approx(12098681.67169586, 1e-6) + with subtests.test("fixed Opex"): + opex = h2i_nat.plant.geoh2_well_subsurface.mathur_modified_geoh2_cost.get_val("OpEx") + assert opex == approx(215100.7857875, 1e-6) + with subtests.test("variable"): + var = h2i_nat.plant.geoh2_well_subsurface.mathur_modified_geoh2_cost.get_val("VarOpEx") + assert var == approx(0.0, 1e-6) + with subtests.test("adjusted opex"): + op = h2i_nat.prob.get_val("finance_subgroup_default.opex_adjusted_geoh2_well_subsurface") + assert op == approx(215100.7857875, 1e-6) + + +def test_stimulated_geoh2(subtests): + h2i_stim = H2IntegrateModel(EXAMPLE_DIR / "04_geo_h2" / "04_geo_h2_stimulated.yaml") + h2i_stim.run() + prod = ( + h2i_stim.plant.geoh2_well_subsurface.templeton_serpentinization_geoh2_performance.get_val( + "hydrogen_out" + ) + ) + + with subtests.test("H2 Production"): + assert np.mean(prod) == approx(155.03934945719536, 1e-6) + + with subtests.test("integrate LCOH"): + lcoh = h2i_stim.prob.get_val("finance_subgroup_default.LCOH") + assert lcoh == approx( + 2.29337734, 1e-6 + ) # previous val from custom finance model was 1.74903827 + + # failure is expected because we are inflating using general inflation rather than CPI and CEPCI + with subtests.test("capex"): + capex = h2i_stim.plant.geoh2_well_subsurface.mathur_modified_geoh2_cost.get_val("CapEx") + assert capex == approx(19520122.88478073, 1e-6) + with subtests.test("fixed Opex"): + opex = h2i_stim.plant.geoh2_well_subsurface.mathur_modified_geoh2_cost.get_val("OpEx") + assert opex == approx(215100.7857875, 1e-6) + with subtests.test("variable"): + var = h2i_stim.plant.geoh2_well_subsurface.mathur_modified_geoh2_cost.get_val("VarOpEx") + var = var / np.sum(prod) + assert var == approx(0.32105362, 1e-6) + with subtests.test("adjusted opex"): + op = h2i_stim.prob.get_val("finance_subgroup_default.opex_adjusted_geoh2_well_subsurface") + assert op == approx(215100.7857875, 1e-6) diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index 479b68c41..f300665b7 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -1053,6 +1053,13 @@ def connect_technologies(self): f"finance_subgroup_{group_id}.total_hydrogen_produced", ) + if "geoh2" in tech_name: + if primary_commodity_type == "hydrogen": + self.plant.connect( + f"{tech_name}.total_hydrogen_produced", + f"finance_subgroup_{group_id}.total_hydrogen_produced", + ) + if "ammonia" in tech_name and primary_commodity_type == "ammonia": self.plant.connect( f"{tech_name}.total_ammonia_produced", diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index d95593f58..ba7eaa940 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -83,6 +83,7 @@ from h2integrate.control.control_strategies.pyomo_controllers import ( HeuristicLoadFollowingController, ) +from h2integrate.converters.hydrogen.geologic.mathur_modified import GeoH2SubsurfaceCostModel from h2integrate.resource.solar.nrel_developer_goes_api_models import ( GOESTMYSolarAPI, GOESConusSolarAPI, @@ -100,9 +101,7 @@ RunOfRiverHydroCostModel, RunOfRiverHydroPerformanceModel, ) -from h2integrate.converters.hydrogen.geologic.natural_geoh2_plant import ( - NaturalGeoH2CostModel, - NaturalGeoH2FinanceModel, +from h2integrate.converters.hydrogen.geologic.simple_natural_geoh2 import ( NaturalGeoH2PerformanceModel, ) from h2integrate.control.control_rules.converters.generic_converter import ( @@ -116,9 +115,7 @@ from h2integrate.converters.hydrogen.custom_electrolyzer_cost_model import ( CustomElectrolyzerCostModel, ) -from h2integrate.converters.hydrogen.geologic.stimulated_geoh2_plant import ( - StimulatedGeoH2CostModel, - StimulatedGeoH2FinanceModel, +from h2integrate.converters.hydrogen.geologic.templeton_serpentinization import ( StimulatedGeoH2PerformanceModel, ) from h2integrate.control.control_rules.storage.pyomo_storage_rule_baseclass import ( @@ -177,12 +174,9 @@ "ocean_alkalinity_enhancement_performance": OAEPerformanceModel, "ocean_alkalinity_enhancement_cost": OAECostModel, "ocean_alkalinity_enhancement_cost_financial": OAECostAndFinancialModel, - "natural_geoh2_performance": NaturalGeoH2PerformanceModel, - "natural_geoh2_cost": NaturalGeoH2CostModel, - "natural_geoh2": NaturalGeoH2FinanceModel, - "stimulated_geoh2_performance": StimulatedGeoH2PerformanceModel, - "stimulated_geoh2_cost": StimulatedGeoH2CostModel, - "stimulated_geoh2": StimulatedGeoH2FinanceModel, + "simple_natural_geoh2_performance": NaturalGeoH2PerformanceModel, + "templeton_serpentinization_geoh2_performance": StimulatedGeoH2PerformanceModel, + "mathur_modified_geoh2_cost": GeoH2SubsurfaceCostModel, "natural_gas_performance": NaturalGasPerformanceModel, "natural_gas_cost": NaturalGasCostModel, # Transport diff --git a/h2integrate/tools/inflation/inflate.py b/h2integrate/tools/inflation/inflate.py index 5bfad7c67..f4692564e 100644 --- a/h2integrate/tools/inflation/inflate.py +++ b/h2integrate/tools/inflation/inflate.py @@ -11,6 +11,8 @@ def inflate_cpi(costs, in_year, out_year): CD = Path(__file__).parent.resolve() cpi_df = pd.read_csv(CD / "cpi.csv", index_col=0) + if out_year > 2024: + raise ValueError("CPI data not available for years beyond 2024.") ratio = cpi_df.loc[out_year, "CPI"] / cpi_df.loc[in_year, "CPI"] inflated_costs = np.multiply(costs, ratio) @@ -20,6 +22,8 @@ def inflate_cpi(costs, in_year, out_year): def inflate_cepci(costs, in_year, out_year): CD = Path(__file__).parent.resolve() cpi_df = pd.read_csv(CD / "cepci.csv", index_col=0) + if out_year > 2024: + raise ValueError("CEPCI data not available for years beyond 2024.") ratio = cpi_df.loc[out_year, "CEPCI"] / cpi_df.loc[in_year, "CEPCI"] inflated_costs = np.multiply(costs, ratio) diff --git a/tests/h2integrate/test_hydrogen/test_geologic_h2.py b/tests/h2integrate/test_hydrogen/test_geologic_h2.py deleted file mode 100644 index 84f0aa368..000000000 --- a/tests/h2integrate/test_hydrogen/test_geologic_h2.py +++ /dev/null @@ -1,29 +0,0 @@ -import numpy as np -from pytest import approx - -from h2integrate import EXAMPLE_DIR -from h2integrate.core.h2integrate_model import H2IntegrateModel - - -def test_natural_geoh2(subtests): - h2i_nat = H2IntegrateModel(EXAMPLE_DIR / "04_geo_h2" / "04_geo_h2_natural.yaml") - h2i_nat.run() - - with subtests.test("H2 Production"): - h2_prod = h2i_nat.plant.geoh2.natural_geoh2_performance.get_val("hydrogen_out") - assert np.mean(h2_prod) == approx(117.72509205764842, 1e-6) - with subtests.test("LCOH"): - lcoh = h2i_nat.plant.geoh2.geoh2_finance.get_val("LCOH") - assert lcoh == approx(1.2440904, 1e-6) - - -def test_stimulated_geoh2(subtests): - h2i_stim = H2IntegrateModel(EXAMPLE_DIR / "04_geo_h2" / "04_geo_h2_stimulated.yaml") - h2i_stim.run() - - with subtests.test("H2 Production"): - h2_prod = h2i_stim.plant.geoh2.stimulated_geoh2_performance.get_val("hydrogen_out") - assert np.mean(h2_prod) == approx(155.03934945719536, 1e-6) - with subtests.test("LCOH"): - lcoh = h2i_stim.plant.geoh2.geoh2_finance.get_val("LCOH") - assert lcoh == approx(1.74803827, 1e-6) From 506efdddac38173fa1ca231653fcbb8aec79e4a4 Mon Sep 17 00:00:00 2001 From: John Jasa Date: Thu, 20 Nov 2025 14:52:16 -0600 Subject: [PATCH 60/79] Standalone Iron Mine (#364) * Switching HB cases * Getting through to plot * Fixing hydrogen ratio * Running plots * Changing TX site back to default * Fix plot * Removing methanol * Made iron example files, no code to run them * Creating wrapper * It runs! * Fixes to lca * run_iron reproducing number from old setup * added more inputs to iron wrapper, changed lcoe to be in USD per MWh * minor cleanups to tech config and iron wrapper * added test for baseline case * added more iron tests and added docstring to IronConfig * connected taconite pellet input * added iron ore cost and performance model * iron ore tests are passing * cleaned up iron ore tests * Renaming iron config inputs * added init file * added test init file * added iron electrowinning model * All iron cases being tested * rename files * Added iron to CI * added iron transport model * Updated ammonia synloop example * Reverting changes to 12 example * Fixes for some examples * Reverting some HOPP wrapper changes * updated test value for chicago iron ore transport * added geopy to dependencies * eaf wip * finish testing * Running iron_mine as example * Old and new closely matching * Getting ready to merge * Reverting example * Run all cases in example * Fixing tests * Fixing om test assertions * added performance model for martin ore * added cost model for martin ore * added test for martin ore cost model * added the start of some doc strings and comments * added comments to test * removed duplicate iron example * fixed bug that was introduced in output_txt of profast_base * added standalone iron mine performance models * another profast bugfix to fix failing tests * removed added ammonia example files * removed commented out code and added docstrings * Comparing old and new mine * Adding cpi back in to cost_model * updated handling cost year in martin mine cost model * updated cost model to handle target dollar years outside of cpi range * removed duplicate coefficient files --------- Co-authored-by: jmartin4 Co-authored-by: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Co-authored-by: Jonathan Martin <94018654+jmartin4nrel@users.noreply.github.com> Co-authored-by: kbrunik --- CHANGELOG.md | 1 + ...{21_iron_modular.yaml => 21_iron_old.yaml} | 4 +- examples/21_iron_mn_to_il/plant_config.yaml | 21 +- ...fig_modular.yaml => plant_config_old.yaml} | 0 examples/21_iron_mn_to_il/run_iron.py | 22 +- examples/21_iron_mn_to_il/tech_config.yaml | 90 +++++-- ...nfig_modular.yaml => tech_config_old.yaml} | 0 examples/21_iron_mn_to_il/test_inputs.csv | 4 +- .../21_iron_mn_to_il/test_inputs_modular.csv | 3 - .../converters/iron/martin_mine_cost_model.py | 192 +++++++++++++ .../converters/iron/martin_mine_perf_model.py | 252 ++++++++++++++++++ .../converters/iron/test/test_martin_mine.py | 95 +++++++ h2integrate/core/supported_models.py | 4 + h2integrate/transporters/pipe.py | 10 +- pyproject.toml | 1 + 15 files changed, 657 insertions(+), 42 deletions(-) rename examples/21_iron_mn_to_il/{21_iron_modular.yaml => 21_iron_old.yaml} (78%) rename examples/21_iron_mn_to_il/{plant_config_modular.yaml => plant_config_old.yaml} (100%) rename examples/21_iron_mn_to_il/{tech_config_modular.yaml => tech_config_old.yaml} (100%) delete mode 100644 examples/21_iron_mn_to_il/test_inputs_modular.csv create mode 100644 h2integrate/converters/iron/martin_mine_cost_model.py create mode 100644 h2integrate/converters/iron/martin_mine_perf_model.py create mode 100644 h2integrate/converters/iron/test/test_martin_mine.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 5136ca62f..b71df4598 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -29,6 +29,7 @@ - Split out cost models from coupled hydrogen storage performance and cost model - Added storage auto-sizing performance model based on storage sizing calculations that existed in the coupled hydrogen storage performance and cost model - Move geologic hydrogen models into specific geoh2 subsurface converters +- Added standalone iron mine performance and cost model ## 0.4.0 [October 1, 2025] diff --git a/examples/21_iron_mn_to_il/21_iron_modular.yaml b/examples/21_iron_mn_to_il/21_iron_old.yaml similarity index 78% rename from examples/21_iron_mn_to_il/21_iron_modular.yaml rename to examples/21_iron_mn_to_il/21_iron_old.yaml index 4f47c5d7a..96cfa1943 100644 --- a/examples/21_iron_mn_to_il/21_iron_modular.yaml +++ b/examples/21_iron_mn_to_il/21_iron_old.yaml @@ -3,5 +3,5 @@ name: "H2Integrate_config" system_summary: "This reference hybrid plant is located in Minnesota and contains wind, solar, and battery storage technologies. The system is designed to produce hydrogen using an electrolyzer and also produce steel using a grid-connected plant." driver_config: "driver_config.yaml" -technology_config: "tech_config_modular.yaml" -plant_config: "plant_config_modular.yaml" +technology_config: "tech_config_old.yaml" +plant_config: "plant_config_old.yaml" diff --git a/examples/21_iron_mn_to_il/plant_config.yaml b/examples/21_iron_mn_to_il/plant_config.yaml index 064db21d1..f2b237bc4 100644 --- a/examples/21_iron_mn_to_il/plant_config.yaml +++ b/examples/21_iron_mn_to_il/plant_config.yaml @@ -22,10 +22,19 @@ site: # with the reverse definition. # this will naturally grow as we mature the interconnected tech technology_interconnections: [ + ["grid_feedstock","iron_mine","electricity","cable"], + ["mine_feedstock","iron_mine","crude_ore","pipe"], + ["iron_mine","iron_transport","total_iron_ore_produced"], + ["iron_transport","iron_plant","iron_transport_cost"], + ["finance_subgroup_iron_ore","iron_plant","price_iron_ore"], ] plant: plant_life: 30 + simulation: + n_timesteps: 8760 + dt: 3600 + timezone: 0 finance_parameters: finance_groups: finance_model: "ProFastComp" @@ -53,7 +62,11 @@ finance_parameters: cost_year_adjustment_inflation: 0.025 target_dollar_year: 2022 finance_subgroups: - iron: - commodity: "iron" - commodity_stream: "iron" #use electricity from wind in finance calc - technologies: ["iron"] + iron_ore: + commodity: "iron_ore" + commodity_stream: "iron_mine" + technologies: ["iron_mine"] + pig_iron: + commodity: "pig_iron" + commodity_stream: "iron_plant" + technologies: ["iron_plant"] # diff --git a/examples/21_iron_mn_to_il/plant_config_modular.yaml b/examples/21_iron_mn_to_il/plant_config_old.yaml similarity index 100% rename from examples/21_iron_mn_to_il/plant_config_modular.yaml rename to examples/21_iron_mn_to_il/plant_config_old.yaml diff --git a/examples/21_iron_mn_to_il/run_iron.py b/examples/21_iron_mn_to_il/run_iron.py index 6550b562a..70f1f7c38 100644 --- a/examples/21_iron_mn_to_il/run_iron.py +++ b/examples/21_iron_mn_to_il/run_iron.py @@ -4,15 +4,13 @@ from h2integrate.core.h2integrate_model import H2IntegrateModel -# Create H2Integrate models - one with iron_wrapper, one with modular iron components +# Create H2Integrate models - comparing old and new model = H2IntegrateModel("21_iron.yaml") -model_modular = H2IntegrateModel("21_iron_modular.yaml") +model_old = H2IntegrateModel("21_iron_old.yaml") # Load cases case_file = Path("test_inputs.csv") -case_file_modular = Path("test_inputs_modular.csv") cases = load_tech_config_cases(case_file) -cases_modular = load_tech_config_cases(case_file_modular) # Modify and run the model for different cases casenames = [ @@ -22,20 +20,18 @@ "Case 4", ] lcois = [] -lcois_modular = [] +lcois_old = [] for casename in casenames: model = modify_tech_config(model, cases[casename]) - model_modular = modify_tech_config(model_modular, cases_modular[casename]) + model_old = modify_tech_config(model_old, cases[casename]) model.run() - model_modular.run() + model_old.run() model.post_process() - model_modular.post_process() - lcois.append(float(model.model.get_val("iron.LCOI")[0])) - lcois_modular.append( - float(model_modular.model.get_val("finance_subgroup_pig_iron.price_pig_iron")[0]) - ) + model_old.post_process() + lcois.append(float(model_old.model.get_val("finance_subgroup_pig_iron.price_pig_iron")[0])) + lcois_old.append(float(model_old.model.get_val("finance_subgroup_pig_iron.price_pig_iron")[0])) # Compare the LCOIs from iron_wrapper and modular iron print(lcois) -print(lcois_modular) +print(lcois_old) diff --git a/examples/21_iron_mn_to_il/tech_config.yaml b/examples/21_iron_mn_to_il/tech_config.yaml index f62a0317f..919b9fec7 100644 --- a/examples/21_iron_mn_to_il/tech_config.yaml +++ b/examples/21_iron_mn_to_il/tech_config.yaml @@ -2,25 +2,81 @@ name: "technology_config" description: "This hybrid plant produces iron" technologies: - iron: + grid_feedstock: performance_model: - model: "iron" + model: "feedstock_performance" + cost_model: + model: "feedstock_cost" model_inputs: + shared_parameters: + feedstock_type: "electricity" + units: "MW" + performance_parameters: + rated_capacity: 750. # MW cost_parameters: - # h2_kgpy: 68583942.6460997 #1000000 #68583942.6460997 - LCOE: 58.02 #$/MWh - LCOH: 7.10 #$/kg - ROM_iron_site_name: "Hibbing" #"Hibbing", "Northshore", "United", "Minorca" or "Tilden" - iron_ore_product_selection: "drg_taconite_pellets" #"drg_taconite_pellets" or "std_taconite_pellets" - reduced_iron_product_selection: "ng_dri" #"h2_dri" or "ng_dri" - structural_iron_product_selection: "none" #"eaf_steel" or "none" - cost_year: 2020 - reduced_iron_site_latitude: 41.717 - reduced_iron_site_longitude: -88.398 - transport_cost_included: True - ng_mod: False - ng_price: 4 - capex_mod: False - capex_mod_pct: 0 + cost_year: 2022 + price: 0.0 + annual_cost: 0. + start_up_cost: 0. + mine_feedstock: + performance_model: + model: "feedstock_performance" + cost_model: + model: "feedstock_cost" + model_inputs: + shared_parameters: + feedstock_type: "crude_ore" + units: "kg/h" + performance_parameters: + rated_capacity: 2000. # kg/h + cost_parameters: + cost_year: 2022 + price: 0.0 + annual_cost: 0. + start_up_cost: 0. + iron_mine: + performance_model: + model: "iron_mine_performance_martin" + cost_model: + model: "iron_mine_cost_martin" + model_inputs: + shared_parameters: + mine: "Northshore" + taconite_pellet_type: "drg" + max_ore_production_rate_tonnes_per_hr: 516.0497610311598 + iron_transport: + performance_model: + model: "iron_transport_performance" + cost_model: + model: "iron_transport_cost" + model_inputs: + performance_parameters: + find_closest_ship_site: False + shipment_site: "Chicago" + cost_parameters: + transport_year: 2022 + cost_year: 2022 + iron_plant: + performance_model: + model: "iron_plant_performance" + cost_model: + model: "iron_plant_cost" + model_inputs: + shared_parameters: + winning_type: "ng" + iron_win_capacity: 1418095 + site_name: "IL" + performance_parameters: + win_capacity_demon: "iron" + model_name: "rosner" + cost_parameters: + LCOE: 58.02 + LCOH: 7.10 + LCOI_ore: 0 #125.25996463784443 + iron_transport_cost: 30.566808424134745 + ore_profit_pct: 6.0 + varom_model_name: "rosner" + installation_years: 3 + operational_year: 2035 # baseline 843.37604007 diff --git a/examples/21_iron_mn_to_il/tech_config_modular.yaml b/examples/21_iron_mn_to_il/tech_config_old.yaml similarity index 100% rename from examples/21_iron_mn_to_il/tech_config_modular.yaml rename to examples/21_iron_mn_to_il/tech_config_old.yaml diff --git a/examples/21_iron_mn_to_il/test_inputs.csv b/examples/21_iron_mn_to_il/test_inputs.csv index 5e999eae2..66387f458 100644 --- a/examples/21_iron_mn_to_il/test_inputs.csv +++ b/examples/21_iron_mn_to_il/test_inputs.csv @@ -1,3 +1,3 @@ Index 0,Index 1,Index 2,Index 3,Index 4,Type,Case 1,Case 2,Case 3,Case 4, -technologies,iron,model_inputs,cost_parameters,ROM_iron_site_name,str,Northshore,Hibbing,Northshore,Hibbing, -technologies,iron,model_inputs,cost_parameters,iron_ore_product_selection,str,std_taconite_pellets,std_taconite_pellets,drg_taconite_pellets,drg_taconite_pellets, +technologies,iron_mine,model_inputs,shared_parameters,mine,str,Northshore,Hibbing,Northshore,Hibbing, +technologies,iron_mine,model_inputs,shared_parameters,taconite_pellet_type,str,std,std,drg,drg, diff --git a/examples/21_iron_mn_to_il/test_inputs_modular.csv b/examples/21_iron_mn_to_il/test_inputs_modular.csv deleted file mode 100644 index 66387f458..000000000 --- a/examples/21_iron_mn_to_il/test_inputs_modular.csv +++ /dev/null @@ -1,3 +0,0 @@ -Index 0,Index 1,Index 2,Index 3,Index 4,Type,Case 1,Case 2,Case 3,Case 4, -technologies,iron_mine,model_inputs,shared_parameters,mine,str,Northshore,Hibbing,Northshore,Hibbing, -technologies,iron_mine,model_inputs,shared_parameters,taconite_pellet_type,str,std,std,drg,drg, diff --git a/h2integrate/converters/iron/martin_mine_cost_model.py b/h2integrate/converters/iron/martin_mine_cost_model.py new file mode 100644 index 000000000..80df24baf --- /dev/null +++ b/h2integrate/converters/iron/martin_mine_cost_model.py @@ -0,0 +1,192 @@ +import copy + +import pandas as pd +from attrs import field, define +from openmdao.utils import units + +from h2integrate import ROOT_DIR +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import contains, range_val +from h2integrate.core.model_baseclasses import CostModelBaseClass +from h2integrate.tools.inflation.inflate import inflate_cpi + + +@define +class MartinIronMineCostConfig(BaseConfig): + """Configuration class for MartinIronMineCostComponent. + + Attributes: + taconite_pellet_type (str): type of taconite pellets, options are "std" or "drg". + mine (str): name of ore mine. Must be "Hibbing", "Northshore", "United", + "Minorca" or "Tilden" + max_ore_production_rate_tonnes_per_hr (float): capacity of the pellet plant + in units of metric tonnes of pellets produced per hour. + cost_year (int): target dollar year to convert costs to. + Cannot be input under `cost_parameters`. + """ + + max_ore_production_rate_tonnes_per_hr: float = field() + + taconite_pellet_type: str = field( + converter=(str.lower, str.strip), validator=contains(["std", "drg"]) + ) + + mine: str = field(validator=contains(["Hibbing", "Northshore", "United", "Minorca", "Tilden"])) + + # the cost model is based on costs from 2021 and can be adjusted to another cost year + # using CPI adjustment. + cost_year: int = field(converter=int, validator=range_val(2010, 2024)) + + +class MartinIronMineCostComponent(CostModelBaseClass): + def setup(self): + # merge inputs from performance parameters and cost parameters + config_dict = merge_shared_inputs( + copy.deepcopy(self.options["tech_config"]["model_inputs"]), "cost" + ) + + if "cost_year" in config_dict: + if config_dict.get("cost_year", 2021) != 2021: + msg = ( + "This cost model is based on 2021 costs and adjusts costs using CPI. " + "The cost year cannot be modified for this cost model. " + ) + raise ValueError(msg) + + target_dollar_year = self.options["plant_config"]["finance_parameters"][ + "cost_adjustment_parameters" + ]["target_dollar_year"] + + if target_dollar_year <= 2024 and target_dollar_year >= 2010: + # adjust costs from 2021 to target dollar year using CPI adjustment + self.target_dollar_year = target_dollar_year + + elif target_dollar_year < 2010: + # adjust costs from 2021 to 2010 using CPI adjustment + self.target_dollar_year = 2010 + + elif target_dollar_year > 2024: + # adjust costs from 2021 to 2024 using CPI adjustment + self.target_dollar_year = 2024 + + config_dict.update({"cost_year": self.target_dollar_year}) + self.config = MartinIronMineCostConfig.from_dict(config_dict, strict=True) + + super().setup() + + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + + self.add_input( + "system_capacity", + val=self.config.max_ore_production_rate_tonnes_per_hr, + # shape=n_timesteps, + units="t/h", + desc="Annual ore production capacity", + ) + self.add_input( + "iron_ore_out", + val=0.0, + shape=n_timesteps, + units="t/h", + desc="Iron ore pellets produced", + ) + + coeff_fpath = ( + ROOT_DIR / "simulation" / "technologies" / "iron" / "martin_ore" / "cost_coeffs.csv" + ) + # martin ore performance model + coeff_df = pd.read_csv(coeff_fpath, index_col=0) + self.coeff_df = self.format_coeff_df(coeff_df, self.config.mine) + + def format_coeff_df(self, coeff_df, mine): + """Update the coefficient dataframe such that values are adjusted to standard units + and units are compatible with OpenMDAO units. Also filter the dataframe to include + only the data necessary for a given mine and pellet type. + + Args: + coeff_df (pd.DataFrame): cost coefficient dataframe. + mine (str): name of mine that ore is extracted from. + + Returns: + pd.DataFrame: cost coefficient dataframe + """ + + # only include data for the given product + coeff_df = coeff_df[ + coeff_df["Product"] == f"{self.config.taconite_pellet_type}_taconite_pellets" + ] + data_cols = ["Name", "Type", "Coeff", "Unit", mine] + coeff_df = coeff_df[data_cols] + coeff_df = coeff_df.rename(columns={mine: "Value"}) + + # convert wet to dry + moisture_percent = 2.0 + dry_fraction = (100 - moisture_percent) / 100 + + # convert wet long tons per year to dry long tons per year + i_wlt = coeff_df[coeff_df["Unit"] == "wltpy"].index.to_list() + coeff_df.loc[i_wlt, "Value"] = coeff_df.loc[i_wlt, "Value"] * dry_fraction + coeff_df.loc[i_wlt, "Unit"] = "lt/yr" + + # convert kWh/wet long ton to kWh/dry long ton + i_per_wlt = coeff_df[coeff_df["Unit"] == "2021 $ per wlt pellet"].index.to_list() + coeff_df.loc[i_per_wlt, "Value"] = coeff_df.loc[i_per_wlt, "Value"] / dry_fraction + coeff_df.loc[i_per_wlt, "Unit"] = "USD/lt" + coeff_df.loc[i_per_wlt, "Type"] = "variable opex/pellet" + + # convert units to standardized units + unit_rename_mapper = {} + old_units = list(set(coeff_df["Unit"].to_list())) + for ii, old_unit in enumerate(old_units): + if "2021 $" in old_unit: + old_unit = old_unit.replace("2021 $", "USD") + if "mlt" in old_unit: # millon long tons + old_unit = old_unit.replace("mlt", "(2240*Mlb)") + if "lt" in old_unit: # dry long tons + old_unit = old_unit.replace("lt", "(2240*lb)") + if "mt" in old_unit: # metric tonne + old_unit = old_unit.replace("mt", "t") + if "wt %" in old_unit: + old_unit = old_unit.replace("wt %", "unitless") + if "deg N" in old_unit or "deg E" in old_unit: + old_unit = "deg" + unit_rename_mapper.update({old_units[ii]: old_unit}) + coeff_df["Unit"] = coeff_df["Unit"].replace(to_replace=unit_rename_mapper) + + convert_units_dict = { + "USD/(2240*lb)": "USD/t", + "(2240*Mlb)": "t", + "(2240*lb)/yr": "t/yr", + } + for i in coeff_df.index.to_list(): + if coeff_df.loc[i, "Unit"] in convert_units_dict: + current_units = coeff_df.loc[i, "Unit"] + desired_units = convert_units_dict[current_units] + coeff_df.loc[i, "Value"] = units.convert_units( + coeff_df.loc[i, "Value"], current_units, desired_units + ) + coeff_df.loc[i, "Unit"] = desired_units + + return coeff_df + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + ref_Oreproduced = self.coeff_df[self.coeff_df["Name"] == "Ore pellets produced"][ + "Value" + ].values + + # get the capital cost for the reference design + ref_tot_capex = self.coeff_df[self.coeff_df["Type"] == "capital"]["Value"].sum() + ref_capex_per_anual_processed_ore = ref_tot_capex / ref_Oreproduced # USD/t/yr + ref_capex_per_processed_ore = ref_capex_per_anual_processed_ore * 8760 # USD/t/hr + tot_capex_2021USD = inputs["system_capacity"] * ref_capex_per_processed_ore # USD + + # get the variable om cost based on the total pellet production + total_pellets_produced = sum(inputs["iron_ore_out"]) + var_om_2021USD = ( + self.coeff_df[self.coeff_df["Type"] == "variable opex/pellet"]["Value"] + * total_pellets_produced + ).sum() + + # adjust costs to cost year + outputs["CapEx"] = inflate_cpi(tot_capex_2021USD, 2021, self.config.cost_year) + outputs["VarOpEx"] = inflate_cpi(var_om_2021USD, 2021, self.config.cost_year) diff --git a/h2integrate/converters/iron/martin_mine_perf_model.py b/h2integrate/converters/iron/martin_mine_perf_model.py new file mode 100644 index 000000000..8fb48f0af --- /dev/null +++ b/h2integrate/converters/iron/martin_mine_perf_model.py @@ -0,0 +1,252 @@ +import numpy as np +import pandas as pd +import openmdao.api as om +from attrs import field, define +from openmdao.utils import units + +from h2integrate import ROOT_DIR +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import contains + + +@define +class MartinIronMinePerformanceConfig(BaseConfig): + """Configuration class for MartinIronMinePerformanceComponent. + + Attributes: + taconite_pellet_type (str): type of taconite pellets, options are "std" or "drg". + mine (str): name of ore mine. Must be "Hibbing", "Northshore", "United", + "Minorca" or "Tilden" + max_ore_production_rate_tonnes_per_hr (float): capacity of the pellet plant + in units of metric tonnes of pellets produced per hour. + """ + + max_ore_production_rate_tonnes_per_hr: float = field() + + taconite_pellet_type: str = field( + converter=(str.lower, str.strip), validator=contains(["std", "drg"]) + ) + + mine: str = field(validator=contains(["Hibbing", "Northshore", "United", "Minorca", "Tilden"])) + + +class MartinIronMinePerformanceComponent(om.ExplicitComponent): + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + self.config = MartinIronMinePerformanceConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), + strict=True, + ) + + self.add_input( + "system_capacity", + val=self.config.max_ore_production_rate_tonnes_per_hr, + units="t/h", + desc="Annual ore production capacity", + ) + + # Add electricity input, default to 0 --> set using feedstock component + self.add_input( + "electricity_in", + val=0.0, + shape=n_timesteps, + units="kW", + desc="Electricity available for iron ore processing", + ) + + # Add crude ore input, default to 0 --> set using feedstock component + self.add_input( + "crude_ore_in", + val=0.0, + shape=n_timesteps, + units="t/h", + desc="Crude ore input", + ) + + # Default the ore demand input as the rated capacity + self.add_input( + "iron_ore_demand", + val=self.config.max_ore_production_rate_tonnes_per_hr, + shape=n_timesteps, + units="t/h", + desc="Iron ore demand for iron mine", + ) + + self.add_output( + "crude_ore_consumed", + val=0.0, + shape=n_timesteps, + units="t/h", + desc="Crude ore consumed", + ) + + self.add_output( + "electricity_consumed", + val=0.0, + shape=n_timesteps, + units="kW", + desc="Electricity consumed", + ) + + self.add_output( + "iron_ore_out", + val=0.0, + shape=n_timesteps, + units="t/h", + desc="Iron ore pellets produced", + ) + + self.add_output( + "total_iron_ore_produced", + val=1.0, + units="t/year", + desc="Total iron ore pellets produced anually", + ) + + coeff_fpath = ( + ROOT_DIR / "simulation" / "technologies" / "iron" / "martin_ore" / "perf_coeffs.csv" + ) + # martin ore performance model + coeff_df = pd.read_csv(coeff_fpath, index_col=0) + self.coeff_df = self.format_coeff_df(coeff_df, self.config.mine) + + def format_coeff_df(self, coeff_df, mine): + """Update the coefficient dataframe such that values are adjusted to standard units + and units are compatible with OpenMDAO units. Also filter the dataframe to include + only the data necessary for a given mine and pellet type. + + Args: + coeff_df (pd.DataFrame): cost coefficient dataframe. + mine (str): name of mine that ore is extracted from. + + Returns: + pd.DataFrame: cost coefficient dataframe + """ + # only include data for the given product + coeff_df = coeff_df[ + coeff_df["Product"] == f"{self.config.taconite_pellet_type}_taconite_pellets" + ] + data_cols = ["Name", "Type", "Coeff", "Unit", mine] + coeff_df = coeff_df[data_cols] + coeff_df = coeff_df.rename(columns={mine: "Value"}) + + # convert wet to dry + moisture_percent = 2.0 + dry_fraction = (100 - moisture_percent) / 100 + + # convert wet long tons per year to dry long tons per year + i_wlt = coeff_df[coeff_df["Unit"] == "wltpy"].index.to_list() + coeff_df.loc[i_wlt, "Value"] = coeff_df.loc[i_wlt, "Value"] * dry_fraction + coeff_df.loc[i_wlt, "Unit"] = "lt/yr" + + # convert kWh/wet long ton to kWh/dry long ton + i_per_wlt = coeff_df[coeff_df["Unit"] == "kWh/LT pellet"].index.to_list() + coeff_df.loc[i_per_wlt, "Value"] = coeff_df.loc[i_per_wlt, "Value"] / dry_fraction + coeff_df.loc[i_per_wlt, "Unit"] = "kWh/lt" + coeff_df.loc[i_per_wlt, "Type"] = "energy use/pellet" + + # convert units to standardized units + unit_rename_mapper = {} + old_units = list(set(coeff_df["Unit"].to_list())) + for ii, old_unit in enumerate(old_units): + if "kWh" in old_unit: + old_unit = old_unit.replace("kWh", "(kW*h)") + if "mlt" in old_unit: # millon long tons + old_unit = old_unit.replace("mlt", "(2240*Mlb)") + if "lt" in old_unit: # dry long tons + old_unit = old_unit.replace("lt", "(2240*lb)") + if "mt" in old_unit: # metric tonne + old_unit = old_unit.replace("mt", "t") + if "wt %" in old_unit: + old_unit = old_unit.replace("wt %", "unitless") + if "deg N" in old_unit or "deg E" in old_unit: + old_unit = "deg" + unit_rename_mapper.update({old_units[ii]: old_unit}) + coeff_df["Unit"] = coeff_df["Unit"].replace(to_replace=unit_rename_mapper) + + convert_units_dict = { + "(kW*h)/(2240*lb)": "(kW*h)/t", + "(2240*Mlb)": "t", + "(2240*lb)/yr": "t/yr", + } + for i in coeff_df.index.to_list(): + if coeff_df.loc[i, "Unit"] in convert_units_dict: + current_units = coeff_df.loc[i, "Unit"] + desired_units = convert_units_dict[current_units] + coeff_df.loc[i, "Value"] = units.convert_units( + coeff_df.loc[i, "Value"], current_units, desired_units + ) + coeff_df.loc[i, "Unit"] = desired_units + + return coeff_df + + def compute(self, inputs, outputs): + # calculate crude ore required per amount of ore processed + ref_Orefeedstock = self.coeff_df[self.coeff_df["Name"] == "Crude ore processed"][ + "Value" + ].values + ref_Oreproduced = self.coeff_df[self.coeff_df["Name"] == "Ore pellets produced"][ + "Value" + ].values + crude_ore_usage_per_processed_ore = ref_Orefeedstock / ref_Oreproduced + + # energy consumption based on ore production + energy_usage_per_processed_ore = self.coeff_df[ + self.coeff_df["Type"] == "energy use/pellet" + ]["Value"].sum() + # check that units work out + energy_usage_unit = self.coeff_df[self.coeff_df["Type"] == "energy use/pellet"][ + "Unit" + ].values[0] + energy_usage_per_processed_ore = units.convert_units( + energy_usage_per_processed_ore, f"(t/h)*({energy_usage_unit})", "(kW*h)/h" + ) + + # calculate max inputs/outputs based on rated capacity + max_crude_ore_consumption = inputs["system_capacity"] * crude_ore_usage_per_processed_ore + max_energy_consumption = inputs["system_capacity"] * energy_usage_per_processed_ore + + # iron ore demand, saturated at maximum rated system capacity + processed_ore_demand = np.where( + inputs["iron_ore_demand"] > inputs["system_capacity"], + inputs["system_capacity"], + inputs["iron_ore_demand"], + ) + + # available feedstocks, saturated at maximum system feedstock consumption + crude_ore_available = np.where( + inputs["crude_ore_in"] > max_crude_ore_consumption, + max_crude_ore_consumption, + inputs["crude_ore_in"], + ) + + energy_available = np.where( + inputs["electricity_in"] > max_energy_consumption, + max_energy_consumption, + inputs["electricity_in"], + ) + + # how much output can be produced from each of the feedstocks + processed_ore_from_electricity = energy_available / energy_usage_per_processed_ore + processed_ore_from_crude_ore = crude_ore_available / crude_ore_usage_per_processed_ore + + # output is minimum between available feedstocks and output demand + processed_ore_production = np.minimum.reduce( + [processed_ore_from_crude_ore, processed_ore_from_electricity, processed_ore_demand] + ) + + # energy consumption + energy_consumed = processed_ore_production * energy_usage_per_processed_ore + + # crude ore consumption + crude_ore_consumption = processed_ore_production * crude_ore_usage_per_processed_ore + + outputs["iron_ore_out"] = processed_ore_production + outputs["total_iron_ore_produced"] = np.sum(processed_ore_production) + outputs["electricity_consumed"] = energy_consumed + outputs["crude_ore_consumed"] = crude_ore_consumption diff --git a/h2integrate/converters/iron/test/test_martin_mine.py b/h2integrate/converters/iron/test/test_martin_mine.py new file mode 100644 index 000000000..a69ad025f --- /dev/null +++ b/h2integrate/converters/iron/test/test_martin_mine.py @@ -0,0 +1,95 @@ +import numpy as np +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate import EXAMPLE_DIR +from h2integrate.core.inputs.validation import load_driver_yaml +from h2integrate.converters.iron.martin_mine_cost_model import MartinIronMineCostComponent +from h2integrate.converters.iron.martin_mine_perf_model import MartinIronMinePerformanceComponent + + +@fixture +def iron_ore_config_martin_om(): + shared_params = { + "mine": "Northshore", + "taconite_pellet_type": "drg", + "max_ore_production_rate_tonnes_per_hr": 516.0497610311598, + } + tech_config = { + "model_inputs": { + "shared_parameters": shared_params, + } + } + return tech_config + + +@fixture +def plant_config(): + plant_config = { + "plant": { + "plant_life": 30, + "simulation": { + "n_timesteps": 8760, + "dt": 3600, + }, + }, + "finance_parameters": { + "cost_adjustment_parameters": { + "cost_year_adjustment_inflation": 0.025, + "target_dollar_year": 2022, + } + }, + } + return plant_config + + +@fixture +def driver_config(): + driver_config = load_driver_yaml(EXAMPLE_DIR / "21_iron_mn_to_il" / "driver_config.yaml") + return driver_config + + +def test_baseline_iron_ore_costs(plant_config, driver_config, iron_ore_config_martin_om, subtests): + martin_ore_capex = 1221599018.626594 + martin_ore_fixed_om = 0.0 + + prob = om.Problem() + iron_ore_perf = MartinIronMinePerformanceComponent( + plant_config=plant_config, + tech_config=iron_ore_config_martin_om, + driver_config=driver_config, + ) + + iron_ore_cost = MartinIronMineCostComponent( + plant_config=plant_config, + tech_config=iron_ore_config_martin_om, + driver_config=driver_config, + ) + + prob.model.add_subsystem("ore_perf", iron_ore_perf, promotes=["*"]) + prob.model.add_subsystem("ore_cost", iron_ore_cost, promotes=["*"]) + prob.setup() + + ore_annual_production_capacity_tpy = 4520595.90663296 # from old model + + annual_crude_ore = 25.0 * 1e6 + annual_electricity = 1030.0 * 1e6 + ore_rated_capacity = 516.0497610311598 + + prob.set_val("ore_perf.electricity_in", [annual_electricity / 8760] * 8760, units="kW") + prob.set_val("ore_perf.crude_ore_in", [annual_crude_ore / 8760] * 8760, units="t/h") + prob.set_val("ore_perf.iron_ore_demand", [ore_rated_capacity] * 8760, units="t/h") + + prob.run_model() + + with subtests.test("Annual Ore"): + annual_ore_produced = np.sum(prob.get_val("ore_perf.iron_ore_out", units="t/h")) + assert pytest.approx(annual_ore_produced, rel=1e-6) == ore_annual_production_capacity_tpy + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("ore_cost.CapEx")[0], rel=1e-6) == martin_ore_capex + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("ore_cost.OpEx")[0], rel=1e-6) == martin_ore_fixed_om + with subtests.test("VarOpEx"): + varopex_per_t = prob.get_val("ore_cost.VarOpEx")[0] / annual_ore_produced + assert pytest.approx(varopex_per_t, abs=0.5) == 97.76558025830259 diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index ba7eaa940..b84ed2b85 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -60,6 +60,8 @@ from h2integrate.converters.solar.atb_res_com_pv_cost import ATBResComPVCostModel from h2integrate.converters.solar.atb_utility_pv_cost import ATBUtilityPVCostModel from h2integrate.resource.wind.nrel_developer_wtk_api import WTKNRELDeveloperAPIWindResource +from h2integrate.converters.iron.martin_mine_cost_model import MartinIronMineCostComponent +from h2integrate.converters.iron.martin_mine_perf_model import MartinIronMinePerformanceComponent from h2integrate.converters.methanol.smr_methanol_plant import ( SMRMethanolPlantCostModel, SMRMethanolPlantFinanceModel, @@ -155,6 +157,8 @@ "iron_mine_cost": IronMineCostComponent, "iron_plant_performance": IronPlantPerformanceComponent, "iron_plant_cost": IronPlantCostComponent, + "iron_mine_performance_martin": MartinIronMinePerformanceComponent, # standalone model + "iron_mine_cost_martin": MartinIronMineCostComponent, # standalone model "reverse_osmosis_desalination_performance": ReverseOsmosisPerformanceModel, "reverse_osmosis_desalination_cost": ReverseOsmosisCostModel, "simple_ammonia_performance": SimpleAmmoniaPerformanceModel, diff --git a/h2integrate/transporters/pipe.py b/h2integrate/transporters/pipe.py index f0aeb5165..524e68622 100644 --- a/h2integrate/transporters/pipe.py +++ b/h2integrate/transporters/pipe.py @@ -9,7 +9,15 @@ class PipePerformanceModel(om.ExplicitComponent): def initialize(self): self.options.declare( "transport_item", - values=["hydrogen", "co2", "methanol", "ammonia", "nitrogen", "natural_gas"], + values=[ + "hydrogen", + "co2", + "methanol", + "ammonia", + "nitrogen", + "natural_gas", + "crude_ore", + ], ) def setup(self): diff --git a/pyproject.toml b/pyproject.toml index fabbfb467..938309f5d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -56,6 +56,7 @@ dependencies = [ "ruamel.yaml", "scipy", "wombat>=0.11", + "geopy", "openmeteo-requests", "geopy", "pyDOE3", From 229a8c0b6c099db21852979325298bf0884e889b Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Thu, 20 Nov 2025 15:45:44 -0700 Subject: [PATCH 61/79] Ability to sweep sites in design of experiments (DOEs) (#336) * attempted adding latitude and longitude as inputs * made example for lat lon sweep * got sweeping sites to work in example 22 * added test for new example * added solar resource file for example 22 * added lat and lon to river resource to prevent errors * added subtest for example 15 on resource filepaths * added logic on whether or not to change resource location * added new approach for resolving complex logic to handle edge-cases * minor updates * updated openmeteo wind api wrapper to take lat/lon as inputs * updated doc page and changelog [skip ci] * Minor changes * minor changes based on feedback * updated resource variable to determine whether to update resource data * updated example 22 run script to write csv summary of sql file * minor comments added to resource_base * updated docstring in resource base * edgecase bugfix in resource_base * actually fixed edgecase bug --------- Co-authored-by: kbrunik <102193481+kbrunik@users.noreply.github.com> Co-authored-by: John Jasa --- CHANGELOG.md | 1 + .../features_not_currently_implemented.md | 1 + .../plant_config.yaml | 3 +- examples/22_site_doe/22_solar_site_doe.yaml | 7 + examples/22_site_doe/driver_config.yaml | 40 + examples/22_site_doe/plant_config.yaml | 83 + examples/22_site_doe/run_site_doe.py | 34 + examples/22_site_doe/site_solar_doe.csv | 5 + examples/22_site_doe/tech_config.yaml | 31 + .../converters/solar/test/test_pysam_solar.py | 88 + h2integrate/core/h2integrate_model.py | 21 +- h2integrate/resource/resource_base.py | 202 +- h2integrate/resource/river.py | 4 + .../solar/nrel_developer_goes_api_base.py | 56 +- .../resource/wind/nrel_developer_wtk_api.py | 44 +- h2integrate/resource/wind/openmeteo_wind.py | 43 +- ...7_2012_goes_aggregated_v4_60min_utc_tz.csv | 8763 +++++++++++++++++ tests/h2integrate/test_all_examples.py | 65 + 18 files changed, 9332 insertions(+), 159 deletions(-) create mode 100644 examples/22_site_doe/22_solar_site_doe.yaml create mode 100644 examples/22_site_doe/driver_config.yaml create mode 100644 examples/22_site_doe/plant_config.yaml create mode 100644 examples/22_site_doe/run_site_doe.py create mode 100644 examples/22_site_doe/site_solar_doe.csv create mode 100644 examples/22_site_doe/tech_config.yaml create mode 100644 resource_files/solar/35.2018863_-101.945027_2012_goes_aggregated_v4_60min_utc_tz.csv diff --git a/CHANGELOG.md b/CHANGELOG.md index b71df4598..e9c22c45b 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -28,6 +28,7 @@ - Improved the readability of the postprocessing printout - Split out cost models from coupled hydrogen storage performance and cost model - Added storage auto-sizing performance model based on storage sizing calculations that existed in the coupled hydrogen storage performance and cost model +- Added ability for latitude and longitude to be design variables in design sweep - Move geologic hydrogen models into specific geoh2 subsurface converters - Added standalone iron mine performance and cost model diff --git a/docs/developer_guide/features_not_currently_implemented.md b/docs/developer_guide/features_not_currently_implemented.md index d64b8ee0b..9f3b87183 100644 --- a/docs/developer_guide/features_not_currently_implemented.md +++ b/docs/developer_guide/features_not_currently_implemented.md @@ -10,3 +10,4 @@ We are listing them here: - detailing the required inputs and outputs for different model types (e.g. electrolyzer) so that users can more easily add their own subsystems - splitters and combiners for when resources are used or produced by multiple components - simulating different timespans than one year at hourly timesteps (8760s) +- specifying resource locations that differ within a given plant (i.e. using one lat/lon pair for solar and another lat/lon for wind) when running a design sweep that includes latitude and longitude as design variables. Currently, sweeping locations can only be done if the location is the same for each resource model. diff --git a/examples/15_wind_solar_electrolyzer/plant_config.yaml b/examples/15_wind_solar_electrolyzer/plant_config.yaml index 60e96866e..eacb0fb2d 100644 --- a/examples/15_wind_solar_electrolyzer/plant_config.yaml +++ b/examples/15_wind_solar_electrolyzer/plant_config.yaml @@ -12,19 +12,18 @@ site: latitude: 35.2018863 longitude: -101.945027 resource_year: 2012 + solar_resource: resource_model: "goes_aggregated_solar_v4_api" resource_parameters: resource_year: 2013 resource_dir: "../11_hybrid_energy_plant/tech_inputs/weather/solar" resource_filename: "30.6617_-101.7096_psmv3_60_2013.csv" - # array of arrays containing left-to-right technology # interconnections; can support bidirectional connections # with the reverse definition. # this will naturally grow as we mature the interconnected tech technology_interconnections: [ - # ["hopp", "electrolyzer", "electricity", "cable"], ["wind", "combiner", "electricity", "cable"], #source_tech, dest_tech, transport_item, transport_type = connection ["solar", "combiner", "electricity", "cable"], ["combiner", "electrolyzer", "electricity", "cable"], diff --git a/examples/22_site_doe/22_solar_site_doe.yaml b/examples/22_site_doe/22_solar_site_doe.yaml new file mode 100644 index 000000000..18a46333b --- /dev/null +++ b/examples/22_site_doe/22_solar_site_doe.yaml @@ -0,0 +1,7 @@ +name: "H2Integrate_config" + +system_summary: "Run DOE over solar capacities and site locations" + +driver_config: "driver_config.yaml" +technology_config: "tech_config.yaml" +plant_config: "plant_config.yaml" diff --git a/examples/22_site_doe/driver_config.yaml b/examples/22_site_doe/driver_config.yaml new file mode 100644 index 000000000..5a0f8dabb --- /dev/null +++ b/examples/22_site_doe/driver_config.yaml @@ -0,0 +1,40 @@ +description: Driver config for CSVGen design of experiments +name: driver_config + +general: + folder_output: ex_22_out + create_om_reports: false +driver: + design_of_experiments: + flag: true + debug_print: true + generator: "csvgen" + filename: "site_solar_doe.csv" + run_parallel: false +design_variables: + solar: + capacity_kWdc: + flag: true + lower: 5000.0 + upper: 75000.0 + units: "kW" + site: + latitude: + flag: True + units: "deg" + lower: -90.0 + upper: 90.0 + longitude: + flag: True + units: "deg" + lower: -180.0 + upper: 180.0 + +objective: + name: finance_subgroup_electricity.LCOE_optimistic +recorder: + file: cases.sql + overwrite_recorder: true + flag: true + includes: ['*'] + excludes: ['*wind_resource*'] diff --git a/examples/22_site_doe/plant_config.yaml b/examples/22_site_doe/plant_config.yaml new file mode 100644 index 000000000..d7e1fd0c5 --- /dev/null +++ b/examples/22_site_doe/plant_config.yaml @@ -0,0 +1,83 @@ +name: "plant_config" +description: "This plant uses solar resource data from 2012" + +site: + latitude: 34.22 + longitude: -102.75 + year: 2012 + + resources: + solar_resource: + resource_model: "goes_aggregated_solar_v4_api" + resource_parameters: + resource_year: 2012 + use_fixed_resource_location: False #set to False since sweeping sites + +resource_to_tech_connections: [ + # connect the solar resource to the solar technology + ['solar_resource', 'solar', 'solar_resource_data'], +] + +plant: + plant_life: 30 + simulation: + n_timesteps: 8760 + dt: 3600 + timezone: 0 + +finance_parameters: + finance_groups: + optimistic: + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.0615 + debt_equity_ratio: 2.82 + property_tax_and_insurance: 0.015 + total_income_tax_rate: 0.2574 + capital_gains_tax_rate: 0.15 + sales_tax_rate: 0.00 + debt_interest_rate: 0.0439 + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan" + loan_period_if_used: 0 # Not used for "Revolving debt" + cash_onhand_months: 1 + admin_expense: 0.00 # percent of sales + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" + depr_period: 5 # 5 years + refurb: [0.] + conservative: + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.0948 + debt_equity_ratio: 1.72 + property_tax_and_insurance: 0.015 + total_income_tax_rate: 0.2574 + capital_gains_tax_rate: 0.15 + sales_tax_rate: 0.00 + debt_interest_rate: 0.046 + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan" + loan_period_if_used: 0 # Not used for "Revolving debt" + cash_onhand_months: 1 + admin_expense: 0.00 # percent of sales + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" + depr_period: 5 + refurb: [0.] + + finance_subgroups: + electricity: + commodity: "electricity" + commodity_stream: "solar" + finance_groups: ["optimistic", "conservative"] + technologies: ["solar"] + cost_adjustment_parameters: + cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year + target_dollar_year: 2022 diff --git a/examples/22_site_doe/run_site_doe.py b/examples/22_site_doe/run_site_doe.py new file mode 100644 index 000000000..e2a7e419b --- /dev/null +++ b/examples/22_site_doe/run_site_doe.py @@ -0,0 +1,34 @@ +import os +from pathlib import Path + +import openmdao.api as om + +from h2integrate.core.h2integrate_model import H2IntegrateModel + + +os.chdir(Path(__file__).parent) + +# Create an H2I model +h2i = H2IntegrateModel("22_solar_site_doe.yaml") + +# Run the model +h2i.run() + +# Post-process the results, save the .sql results to a .csv file +h2i.post_process(summarize_sql=False) + +# Specify the filepath to the sql file, the folder and filename are in the driver_config +sql_fpath = Path(__file__).parent / "ex_22_out" / "cases.sql" + +# load the cases +cr = om.CaseReader(sql_fpath) + +cases = list(cr.get_cases()) + +# iterate through cases and get the design variables and object +for ci, case in enumerate(cases): + design_vars = case.get_design_vars() + objectives = case.get_objectives() + print(f"Case {ci}:") + print(f"\t design variables: {design_vars}") + print(f"\t objectives: {objectives}") diff --git a/examples/22_site_doe/site_solar_doe.csv b/examples/22_site_doe/site_solar_doe.csv new file mode 100644 index 000000000..73dbd0f25 --- /dev/null +++ b/examples/22_site_doe/site_solar_doe.csv @@ -0,0 +1,5 @@ +site.latitude,site.longitude,solar.capacity_kWdc +35.2018863,-101.945027,25000.0 +35.2018863,-101.945027,50000.0 +34.22,-102.75,25000.0 +34.22,-102.75,50000.0 diff --git a/examples/22_site_doe/tech_config.yaml b/examples/22_site_doe/tech_config.yaml new file mode 100644 index 000000000..fe88833af --- /dev/null +++ b/examples/22_site_doe/tech_config.yaml @@ -0,0 +1,31 @@ +name: "technology_config" +description: "This plant produces electricity from a solar-PV system" + +technologies: + solar: + performance_model: + model: "pysam_solar_plant_performance" + cost_model: + model: "atb_utility_pv_cost" + model_inputs: + performance_parameters: + pv_capacity_kWdc: 400000 + dc_ac_ratio: 1.34 + create_model_from: "new" + tilt_angle_func: "lat-func" + pysam_options: + SystemDesign: + gcr: 0.3 + array_type: 2 + bifaciality: 0.65 + inv_eff: 96.0 + losses: 14.6 + module_type: 1 + azimuth: 180 + rotlim: 45 + SolarResource: + albedo_default: 0.2 + cost_parameters: + capex_per_kWac: 1367 #2022 costs from ATB 2024 v3 + opex_per_kWac_per_year: 24 #2022 costs from ATB 2024 v3 + cost_year: 2022 diff --git a/h2integrate/converters/solar/test/test_pysam_solar.py b/h2integrate/converters/solar/test/test_pysam_solar.py index 371b83a51..5f48c1e5c 100644 --- a/h2integrate/converters/solar/test/test_pysam_solar.py +++ b/h2integrate/converters/solar/test/test_pysam_solar.py @@ -112,6 +112,94 @@ def test_pvwatts_singleowner_notilt( assert pytest.approx(capacity_kWdc, rel=1e-6) == pv_design_dict["pv_capacity_kWdc"] +def test_pvwatts_singleowner_notilt_different_site(basic_pysam_options, plant_config, subtests): + """Test `PYSAMSolarPlantPerformanceModel` with a basic input scenario: + + - `pysam_options` is provided + - `create_model_from` is set to 'default' + - `config_name` is 'PVWattsSingleOwner', this is used to create the starting system model + because `create_model_from` is default. + - `tilt_angle_func` is "none" and tilt is provided (in two separate places) as zero. + """ + + driver_config = { + "driver": {"design_of_experiments": {"flag": True}}, + "design_variables": { + "site": { + "latitude": {}, + "longitude": {}, + } + }, + } + plant_config["site"].update({"latitude": 35.2018863, "longitude": -101.945027}) + + basic_pysam_options["SystemDesign"].update({"tilt": 0.0}) + pv_design_dict = { + "pv_capacity_kWdc": 250000.0, + "dc_ac_ratio": 1.23, + "create_model_from": "default", + "config_name": "PVWattsSingleOwner", + "tilt": 0.0, + "tilt_angle_func": "none", # "lat-func", + "pysam_options": basic_pysam_options, + } + + tech_config_dict = { + "model_inputs": { + "performance_parameters": pv_design_dict, + } + } + + solar_resource_dict = { + "resource_year": 2012, + "resource_dir": None, + "resource_filename": "35.2018863_-101.945027_psmv3_60_2012.csv", + "use_fixed_resource_location": False, + } + + prob = om.Problem() + solar_resource = GOESAggregatedSolarAPI( + plant_config=plant_config, + resource_config=solar_resource_dict, + driver_config=driver_config, + ) + comp = PYSAMSolarPlantPerformanceModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("solar_resource", solar_resource, promotes=["*"]) + prob.model.add_subsystem("pv_perf", comp, promotes=["*"]) + prob.setup() + + prob.model.set_val("solar_resource.latitude", 34.22) + prob.model.set_val("solar_resource.longitude", -102.75) + prob.run_model() + + aep = prob.get_val("pv_perf.annual_energy")[0] + capacity_kWac = prob.get_val("pv_perf.capacity_kWac")[0] + capacity_kWdc = prob.get_val("pv_perf.capacity_kWdc")[0] + + with subtests.test("Got updated site lat"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lat", 0) + assert pytest.approx(resource_lat, rel=1e-3) == 34.21 + + with subtests.test("Got updated site lon"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lon", 0) + assert pytest.approx(resource_lat, rel=1e-3) == -102.74 + + with subtests.test("AEP"): + assert pytest.approx(aep, rel=1e-6) == 553283237 + + with subtests.test("Capacity in kW-AC"): + assert ( + pytest.approx(capacity_kWac, rel=1e-6) == capacity_kWdc / pv_design_dict["dc_ac_ratio"] + ) + + with subtests.test("Capacity in kW-DC"): + assert pytest.approx(capacity_kWdc, rel=1e-6) == pv_design_dict["pv_capacity_kWdc"] + + def test_pvwatts_singleowner_withtilt( basic_pysam_options, solar_resource_dict, plant_config, subtests ): diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index f300665b7..f678a20ac 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -295,9 +295,9 @@ def create_site_model(self): # Create a site-level component site_config = self.plant_config.get("site", {}) site_component = om.IndepVarComp() - site_component.add_output("latitude", val=site_config.get("latitude", 0.0)) - site_component.add_output("longitude", val=site_config.get("longitude", 0.0)) - site_component.add_output("elevation_m", val=site_config.get("elevation_m", 0.0)) + site_component.add_output("latitude", val=site_config.get("latitude", 0.0), units="deg") + site_component.add_output("longitude", val=site_config.get("longitude", 0.0), units="deg") + site_component.add_output("elevation_m", val=site_config.get("elevation_m", 0.0), units="m") # Add boundaries if they exist site_config = self.plant_config.get("site", {}) @@ -320,9 +320,11 @@ def create_site_model(self): resource_config=resource_inputs, driver_config=self.driver_config, ) - site_group.add_subsystem(resource_name, resource_component) + site_group.add_subsystem( + resource_name, resource_component, promotes_inputs=["latitude", "longitude"] + ) - self.model.add_subsystem("site", site_group, promotes=["*"]) + self.model.add_subsystem("site", site_group) def create_plant_model(self): """ @@ -353,6 +355,13 @@ def create_technology_models(self): combined_performance_and_cost_models = ["hopp", "h2_storage", "wombat", "iron"] + if any(tech == "site" for tech in self.technology_config["technologies"]): + msg = ( + "'site' is an invalid technology name and is reserved for top-level " + "variables. Please change the technology name to something else." + ) + raise NameError(msg) + # Create a technology group for each technology for tech_name, individual_tech_config in self.technology_config["technologies"].items(): perf_model = individual_tech_config.get("performance_model", {}).get("model") @@ -968,7 +977,7 @@ def connect_technologies(self): resource_name, tech_name, variable = connection # Connect the resource output to the technology input - self.model.connect(f"{resource_name}.{variable}", f"{tech_name}.{variable}") + self.model.connect(f"site.{resource_name}.{variable}", f"{tech_name}.{variable}") # connect outputs of the technology models to the cost and finance models of the # same name if the cost and finance models are not None diff --git a/h2integrate/resource/resource_base.py b/h2integrate/resource/resource_base.py index fc4ca2ed6..fb881bffe 100644 --- a/h2integrate/resource/resource_base.py +++ b/h2integrate/resource/resource_base.py @@ -1,5 +1,6 @@ from pathlib import Path +import numpy as np import openmdao.api as om from attrs import field, define @@ -35,6 +36,12 @@ class ResourceBaseAPIConfig(BaseConfig): timezone (float | int): timezone to output data in. May be used to determine whether to download data in UTC or local timezone. This should be populated by the value in sim_config['timezone'] + use_fixed_resource_location (bool): Whether to update resource data in the `compute()` + method. Set to False if the site location is being swept, set to True if the + resource data should not be updated to the location + (plant_config['site']['latitude'], plant_config['site']['longitude']). Set to True + to reduce computation time during optimizations or design sweeps if site location is + not being swept. Defaults to True. Attributes: dataset_desc (str): description of the dataset, used in file naming. @@ -48,11 +55,28 @@ class ResourceBaseAPIConfig(BaseConfig): timezone: int | float = field() + use_fixed_resource_location: bool = field(default=True, kw_only=True) dataset_desc: str = field(default="default", init=False) resource_type: str = field(default="none", init=False) class ResourceBaseAPIModel(om.ExplicitComponent): + """Base model for downloading resource data from API calls or loading resource + data for a single site from a file. + + Attributes + resource_data (dict | None): resource data that is created in setup() method. + dt (int): timestep in seconds. + config (object): configuration class that inherits ResourceBaseAPIConfig. + + Inputs: + latitude (float): latitude corresponding to location for resource data + longitude (float): longitude corresponding to location for resource data + + Outputs: + dict: dictionary of resource data. + """ + def initialize(self): self.options.declare("plant_config", types=dict) self.options.declare("resource_config", types=dict) @@ -60,27 +84,69 @@ def initialize(self): def setup(self): # create attributes that will be commonly used for resource classes. - self.site_config = self.options["plant_config"]["site"] - self.sim_config = self.options["plant_config"]["plant"]["simulation"] - self.n_timesteps = int(self.sim_config["n_timesteps"]) - self.dt = self.sim_config["dt"] - self.start_time = self.sim_config["start_time"] + self.resource_data = None + self.resource_site = [self.config.latitude, self.config.longitude] + self.dt = self.options["plant_config"]["plant"]["simulation"]["dt"] + self.add_input("latitude", self.config.latitude, units="deg") + self.add_input("longitude", self.config.longitude, units="deg") + + def helper_setup_method(self): + """ + Prepares and configures resource specifications for the resource API based on plant + and site configuration options. - def create_filename(self): + This method extracts relevant configuration details from the `self.options` dictionary, + pulls values for latitude, longitude, resource directory and timezone from the + ``site`` section of ``plant_config`` if these parameters are not specified in the + ``resource_config`` and returns the updated resource specifications dictionary. + + Returns: + dict: The resource specifications dictionary with defaults set for latitude, + longitude, resource_dir, and timezone. + """ + site_config = self.options["plant_config"]["site"] + sim_config = self.options["plant_config"]["plant"]["simulation"] + self.dt = sim_config["dt"] + + # create the input dictionary for the resource API config + resource_specs = self.options["resource_config"] + # set the default latitude, longitude, and resource_year from the site_config + resource_specs.setdefault("latitude", site_config["latitude"]) + resource_specs.setdefault("longitude", site_config["longitude"]) + # set the default resource_dir from a directory that can be + # specified in site_config['resources']['resource_dir'] + resource_specs.setdefault( + "resource_dir", site_config.get("resources", {}).get("resource_dir", None) + ) + + # default timezone to UTC because 'timezone' was removed from the plant config schema + resource_specs.setdefault("timezone", sim_config.get("timezone", 0)) + + return resource_specs + + def create_filename(self, latitude, longitude): """Create default filename to save downloaded data to. Suggested filename formatting is: "{latitude}_{longitude}_{resource_year}_{dataset_desc}_{interval}min_{tz_desc}_tz.csv" where "tz_desc" is "utc" if the timezone is zero, or "local" otherwise. + Args: + latitude (float): latitude corresponding to location for resource data + longitude (float): longitude corresponding to location for resource data + Returns: str: filename for resource data to be saved to or loaded from. """ raise NotImplementedError("This method should be implemented in a subclass.") - def create_url(self): + def create_url(self, latitude, longitude): """Create url for data download. + Args: + latitude (float): latitude corresponding to location for resource data + longitude (float): longitude corresponding to location for resource data + Returns: str: url to use for API call. """ @@ -118,18 +184,16 @@ def load_data(self, fpath): """ raise NotImplementedError("This method should be implemented in a subclass.") - def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - # resource data should not be modified after setup(), - # so this method can be empty - pass - - def get_data(self): + def get_data(self, latitude, longitude, first_call=True): """Get resource data to handle any of the expected inputs. This method does the following: + 0) If this is not the first resource call of the simulation, check if latitude and longitude + inputs are different than the previous latitude and longitude values. If resource data + has not been already loaded for the, continue to Step 1. 1) Check if resource data was input. If not, continue to Step 2. 2) Get valid resource_dir with the method `check_resource_dir()` - 3) Create a filename if resource_filename was not input with the method `create_filename()`. - Otherwise, use resource_filename as the filename. + 3) Create a filename if resource_filename was not input or if the site location changed + with the method `create_filename()`. Otherwise, use resource_filename as the filename. 4) If the resulting resource_dir and filename from Steps 2 and 3 make a valid filepath, load data using `load_data()`. Otherwise, continue to Step 5. 5) Create the url to download data using `create_url()` and continue to Step 6. @@ -137,6 +201,12 @@ def get_data(self): resulting resource_dir and filename from Steps 2 and 3. Continue to Step 7. 7) Load data from the file created in Step 6 using `load_data()` + Args: + latitude (float): latitude corresponding to location for resource data + longitude (float): longitude corresponding to location for resource data + first_call (bool): True if called from `setup()` method, False if called from + `compute()` method to prevent unnecessary reloading of data. + Raises: ValueError: If data was not successfully downloaded from the API ValueError: An unexpected case was encountered in handling data @@ -144,59 +214,69 @@ def get_data(self): Returns: Any: resource data in the format expected by the subclass. """ - data = None + site_changed = False - # 1) check if user provided data + site_changed = not np.allclose([latitude, longitude], self.resource_site, atol=1e-6, rtol=0) + + # 0) If site hasn't changed and resource data has already been loaded + # just return the resource data that was loaded in the setup() method + if not site_changed and not first_call: + if self.resource_data is not None: + return self.resource_data + + # 1) check if user provided data, return that if bool(self.config.resource_data): - # check that data has correct interval and timezone - data = self.config.resource_data + return self.config.resource_data + + # check if user provided directory or filename + provided_filename = False if self.config.resource_filename == "" else True + provided_dir = False if self.config.resource_dir is None else True + + # 2) Get valid resource_dir with the method `check_resource_dir()` + if provided_dir and Path(self.config.resource_dir).parts[-1] == self.config.resource_type: + resource_dir = check_resource_dir(resource_dir=self.config.resource_dir) + else: + resource_dir = check_resource_dir( + resource_dir=self.config.resource_dir, resource_subdir=self.config.resource_type + ) + # 3) Create a filename if resource_filename was input + if provided_filename and not site_changed: + # If a filename was input, use resource_filename as the filename. + filepath = resource_dir / self.config.resource_filename + # Otherwise, create a filename with the method `create_filename()`. + else: + filename = self.create_filename(latitude, longitude) + filepath = resource_dir / filename + # 4) If the resulting resource_dir and filename from Steps 2 and 3 make a valid + # filepath, load data using `load_data()` + if filepath.is_file(): + self.filepath = filepath + data = self.load_data(filepath) return data - if data is None: - # check if user provided directory or filename - provided_filename = False if self.config.resource_filename == "" else True - provided_dir = False if self.config.resource_dir is None else True - - # 2) Get valid resource_dir with the method `check_resource_dir()` - if ( - provided_dir - and Path(self.config.resource_dir).parts[-1] == self.config.resource_type - ): - resource_dir = check_resource_dir(resource_dir=self.config.resource_dir) - else: - resource_dir = check_resource_dir( - resource_dir=self.config.resource_dir, resource_subdir=self.config.resource_type - ) - # 3) Create a filename if resource_filename was input - if provided_filename: - # If a filename was input, use resource_filename as the filename. - filepath = resource_dir / self.config.resource_filename - # Otherwise, create a filename with the method `create_filename()`. - else: - filename = self.create_filename() - filepath = resource_dir / filename - # 4) If the resulting resource_dir and filename from Steps 2 and 3 make a valid - # filepath, load data using `load_data()` - if filepath.is_file(): - self.filepath = filepath - data = self.load_data(filepath) - return data - # If the filepath (resource_dir/filename) does not exist, download data - if data is None: - self.filepath = filepath - # 5) Create the url to download data using `create_url()` and continue to Step 6. - url = self.create_url() - # 6) Download data from the url created in Step 5 and save to a filepath created from - # the resulting resource_dir and filename from Steps 2 and 3. - success = self.download_data(url, filepath) - if not success: - raise ValueError("Did not successfully download data") + self.filepath = filepath + # 5) Create the url to download data using `create_url()` and continue to Step 6. + url = self.create_url(latitude, longitude) + # 6) Download data from the url created in Step 5 and save to a filepath created from + # the resulting resource_dir and filename from Steps 2 and 3. + success = self.download_data(url, filepath) + if success: # 7) Load data from the file created in Step 6 using `load_data()` data = self.load_data(filepath) return data + if not success: + raise ValueError("Did not successfully download data") - self.filepath = filepath + raise ValueError("Unexpected situation occurred while trying to load data") - if data is None: - raise ValueError("Unexpected situation occurred while trying to load data") + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + if not self.config.use_fixed_resource_location: + # update the resource data based on the input latitude and longitude + data = self.get_data( + float(inputs["latitude"]), float(inputs["longitude"]), first_call=False + ) + # update the stored resource data and site + self.resource_site = [float(inputs["latitude"]), float(inputs["longitude"])] + self.resource_data = data + discrete_outputs[f"{self.config.resource_type}_resource_data"] = data diff --git a/h2integrate/resource/river.py b/h2integrate/resource/river.py index 6f2e3906d..2a60366a6 100644 --- a/h2integrate/resource/river.py +++ b/h2integrate/resource/river.py @@ -48,6 +48,10 @@ def initialize(self): def setup(self): # Define inputs and outputs self.config = RiverResourceConfig.from_dict(self.options["resource_config"]) + site_config = self.options["plant_config"]["site"] + + self.add_input("latitude", site_config.get("latitude", 0.0), units="deg") + self.add_input("longitude", site_config.get("longitude", 0.0), units="deg") self.add_output("discharge", shape=8760, val=0.0, units="ft**3/s") def compute(self, inputs, outputs): diff --git a/h2integrate/resource/solar/nrel_developer_goes_api_base.py b/h2integrate/resource/solar/nrel_developer_goes_api_base.py index a92f7ca9a..6dc1a0985 100644 --- a/h2integrate/resource/solar/nrel_developer_goes_api_base.py +++ b/h2integrate/resource/solar/nrel_developer_goes_api_base.py @@ -29,52 +29,23 @@ def setup(self): self.interval = int(min(self.config.valid_intervals)) # get the data dictionary - data = self.get_data() + data = self.get_data(self.config.latitude, self.config.longitude) + self.resource_data = data # add resource data dictionary as an out self.add_discrete_output( "solar_resource_data", val=data, desc="Dict of solar resource data" ) - def helper_setup_method(self): - """ - Prepares and configures resource specifications for the GOES API based on plant - and site configuration options. - - This method extracts relevant configuration details from the `self.options` dictionary, - sets default values for latitude, longitude, resource directory, and timezone if they - are not already specified, and returns the updated resource specifications dictionary. - - Returns: - dict: The resource specifications dictionary with defaults set for latitude, - longitude, resource_dir, and timezone. - """ - self.site_config = self.options["plant_config"]["site"] - self.sim_config = self.options["plant_config"]["plant"]["simulation"] - self.n_timesteps = int(self.sim_config["n_timesteps"]) - self.dt = self.sim_config["dt"] - self.start_time = self.sim_config["start_time"] - - # create the input dictionary for GOESAPIConfig - resource_specs = self.options["resource_config"] - # set the default latitude, longitude, and resource_year from the site_config - resource_specs.setdefault("latitude", self.site_config["latitude"]) - resource_specs.setdefault("longitude", self.site_config["longitude"]) - # set the default resource_dir from a directory that can be - # specified in site_config['resources']['resource_dir'] - resource_specs.setdefault( - "resource_dir", self.site_config.get("resources", {}).get("resource_dir", None) - ) - - # default timezone to UTC because 'timezone' was removed from the plant config schema - resource_specs.setdefault("timezone", self.sim_config.get("timezone", 0)) - return resource_specs - - def create_filename(self): + def create_filename(self, latitude, longitude): """Create default filename to save downloaded data to. Filename is formatted as "{latitude}_{longitude}_{resource_year}_{config.dataset_desc}_{interval}min_{tz_desc}_tz.csv" where "tz_desc" is "utc" if the timezone is zero, or "local" otherwise. + Args: + latitude (float): latitude corresponding to location for resource data + longitude (float): longitude corresponding to location for resource data + Returns: str: filename for resource data to be saved to or loaded from. """ @@ -85,19 +56,23 @@ def create_filename(self): else: tz_desc = "local" filename = ( - f"{self.config.latitude}_{self.config.longitude}_{self.config.resource_year}_" + f"{latitude}_{longitude}_{self.config.resource_year}_" f"{self.config.dataset_desc}_{self.interval}min_{tz_desc}_tz.csv" ) return filename - def create_url(self): + def create_url(self, latitude, longitude): """Create url for data download. + Args: + latitude (float): latitude corresponding to location for resource data + longitude (float): longitude corresponding to location for resource data + Returns: str: url to use for API call. """ input_data = { - "wkt": f"POINT({self.config.longitude} {self.config.latitude})", + "wkt": f"POINT({longitude} {latitude})", "names": [str(self.config.resource_year)], # TODO: update to handle multiple years "interval": str(self.interval), "utc": str(self.utc).lower(), @@ -207,6 +182,3 @@ def format_timeseries_data(self, data): data_time_dict = {c.lower(): data[c].astype(float).values for c in time_cols} data_dict.update(data_time_dict) return data_dict, data_units - - def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - pass diff --git a/h2integrate/resource/wind/nrel_developer_wtk_api.py b/h2integrate/resource/wind/nrel_developer_wtk_api.py index ddcb7dcf4..e2a480cc3 100644 --- a/h2integrate/resource/wind/nrel_developer_wtk_api.py +++ b/h2integrate/resource/wind/nrel_developer_wtk_api.py @@ -49,23 +49,8 @@ class WTKNRELDeveloperAPIConfig(ResourceBaseAPIConfig): class WTKNRELDeveloperAPIWindResource(WindResourceBaseAPIModel): def setup(self): - super().setup() - # create the input dictionary for WTKNRELDeveloperAPIConfig - resource_specs = self.options["resource_config"] - # set the default latitude, longitude, and resource_year from the site_config - resource_specs.setdefault("latitude", self.site_config["latitude"]) - resource_specs.setdefault("longitude", self.site_config["longitude"]) - resource_specs.setdefault("resource_year", self.site_config.get("year", None)) - - # set the default resource_dir from a directory that can be - # specified in site_config['resources']['resource_dir'] - resource_specs.setdefault( - "resource_dir", self.site_config["resources"].get("resource_dir", None) - ) - - # default timezone to UTC because 'timezone' was removed from the plant config schema - resource_specs.setdefault("timezone", self.sim_config.get("timezone", 0)) + resource_specs = self.helper_setup_method() # create the resource config self.config = WTKNRELDeveloperAPIConfig.from_dict(resource_specs) @@ -85,17 +70,25 @@ def setup(self): else: self.interval = int(min(self.config.valid_intervals)) + super().setup() + # get the data dictionary - data = self.get_data() + data = self.get_data(self.config.latitude, self.config.longitude) - # add resource data dictionary as an out + self.resource_data = data + + # add resource data dictionary as an output self.add_discrete_output("wind_resource_data", val=data, desc="Dict of wind resource data") - def create_filename(self): + def create_filename(self, latitude, longitude): """Create default filename to save downloaded data to. Filename is formatted as "{latitude}_{longitude}_{resource_year}_wtk_v2_{interval}min_{tz_desc}_tz.csv" where "tz_desc" is "utc" if the timezone is zero, or "local" otherwise. + Args: + latitude (float): latitude corresponding to location for resource data + longitude (float): longitude corresponding to location for resource data + Returns: str: filename for resource data to be saved to or loaded from. """ @@ -106,19 +99,23 @@ def create_filename(self): else: tz_desc = "local" filename = ( - f"{self.config.latitude}_{self.config.longitude}_{self.config.resource_year}_" + f"{latitude}_{longitude}_{self.config.resource_year}_" f"{self.config.dataset_desc}_{self.interval}min_{tz_desc}_tz.csv" ) return filename - def create_url(self): + def create_url(self, latitude, longitude): """Create url for data download. + Args: + latitude (float): latitude corresponding to location for resource data + longitude (float): longitude corresponding to location for resource data + Returns: str: url to use for API call. """ input_data = { - "wkt": f"POINT({self.config.longitude} {self.config.latitude})", + "wkt": f"POINT({longitude} {latitude})", "names": [str(self.config.resource_year)], # TODO: update to handle multiple years "interval": str(self.interval), "utc": str(self.utc).lower(), @@ -217,6 +214,3 @@ def format_timeseries_data(self, data): data_time_dict = {c.lower(): data[c].astype(float).values for c in time_cols} data_dict.update(data_time_dict) return data_dict, data_units - - def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - pass diff --git a/h2integrate/resource/wind/openmeteo_wind.py b/h2integrate/resource/wind/openmeteo_wind.py index 0a113135f..16c9a886b 100644 --- a/h2integrate/resource/wind/openmeteo_wind.py +++ b/h2integrate/resource/wind/openmeteo_wind.py @@ -48,23 +48,8 @@ class OpenMeteoHistoricalWindAPIConfig(ResourceBaseAPIConfig): class OpenMeteoHistoricalWindResource(WindResourceBaseAPIModel): def setup(self): - super().setup() - - # create the input dictionary for WTKNRELDeveloperAPIConfig - resource_specs = self.options["resource_config"] - # set the default latitude, longitude, and resource_year from the site_config - resource_specs.setdefault("latitude", self.site_config["latitude"]) - resource_specs.setdefault("longitude", self.site_config["longitude"]) - resource_specs.setdefault("resource_year", self.site_config.get("year", None)) - - # set the default resource_dir from a directory that can be - # specified in site_config['resources']['resource_dir'] - resource_specs.setdefault( - "resource_dir", self.site_config["resources"].get("resource_dir", None) - ) - - # default timezone to UTC because 'timezone' was removed from the plant config schema - resource_specs.setdefault("timezone", self.sim_config.get("timezone", 0)) + # create the input dictionary for OpenMeteoHistoricalWindAPIConfig + resource_specs = self.helper_setup_method() # create the resource config self.config = OpenMeteoHistoricalWindAPIConfig.from_dict(resource_specs) @@ -84,6 +69,8 @@ def setup(self): else: self.interval = int(min(self.config.valid_intervals)) + super().setup() + self.hourly_wind_data_to_units = { "wind_speed_10m": "m/s", "wind_speed_100m": "m/s", @@ -95,16 +82,22 @@ def setup(self): "relative_humidity_2m": "unitless", } # get the data dictionary - data = self.get_data() + data = self.get_data(self.config.latitude, self.config.longitude) + + self.resource_data = data # add resource data dictionary as an out self.add_discrete_output("wind_resource_data", val=data, desc="Dict of wind resource data") - def create_filename(self): + def create_filename(self, latitude, longitude): """Create default filename to save downloaded data to. Filename is formatted as "{latitude}_{longitude}_{resource_year}_openmeteo_archive_{interval}min_{tz_desc}_tz.csv" where "tz_desc" is "utc" if the timezone is zero, or "local" otherwise. + Args: + latitude (float): latitude corresponding to location for resource data + longitude (float): longitude corresponding to location for resource data + Returns: str: filename for resource data to be saved to or loaded from. """ @@ -115,14 +108,18 @@ def create_filename(self): else: tz_desc = "local" filename = ( - f"{self.config.latitude}_{self.config.longitude}_{self.config.resource_year}_" + f"{latitude}_{longitude}_{self.config.resource_year}_" f"{self.config.dataset_desc}_{self.interval}min_{tz_desc}_tz.csv" ) return filename - def create_url(self): + def create_url(self, latitude, longitude): """Create url for data download. + Args: + latitude (float): latitude corresponding to location for resource data + longitude (float): longitude corresponding to location for resource data + Returns: str: url to use for API call. """ @@ -130,8 +127,8 @@ def create_url(self): end_year = int(self.config.resource_year + 1) input_data = { - "latitude": self.config.latitude, - "longitude": self.config.longitude, + "latitude": latitude, + "longitude": longitude, "start_date": f"{start_year}-12-31", # format is "%Y-%m-%d" "end_date": f"{end_year}-01-01", # format is "%Y-%m-%d" "hourly": list(self.hourly_wind_data_to_units.keys()), diff --git a/resource_files/solar/35.2018863_-101.945027_2012_goes_aggregated_v4_60min_utc_tz.csv b/resource_files/solar/35.2018863_-101.945027_2012_goes_aggregated_v4_60min_utc_tz.csv new file mode 100644 index 000000000..f755e6e6e --- /dev/null +++ b/resource_files/solar/35.2018863_-101.945027_2012_goes_aggregated_v4_60min_utc_tz.csv @@ -0,0 +1,8763 @@ +Source,Location ID,City,State,Country,Latitude,Longitude,Time Zone,Elevation,Local Time Zone,Clearsky DHI Units,Clearsky DNI Units,Clearsky GHI Units,Dew Point Units,DHI Units,DNI Units,GHI Units,Solar Zenith Angle Units,Temperature Units,Pressure Units,Relative Humidity Units,Precipitable Water Units,Wind Direction Units,Wind Speed Units,Cloud Type -15,Cloud Type 0,Cloud Type 1,Cloud Type 2,Cloud Type 3,Cloud Type 4,Cloud Type 5,Cloud Type 6,Cloud Type 7,Cloud Type 8,Cloud Type 9,Cloud Type 10,Cloud Type 11,Cloud Type 12,Fill Flag 0,Fill Flag 1,Fill Flag 2,Fill Flag 3,Fill Flag 4,Fill Flag 5,Surface Albedo Units,Version +NSRDB,564069,-,-,-,35.21,-101.94,0,1133,-6,w/m2,w/m2,w/m2,c,w/m2,w/m2,w/m2,Degree,c,mbar,%,cm,Degrees,m/s,N/A,Clear,Probably Clear,Fog,Water,Super-Cooled Water,Mixed,Opaque Ice,Cirrus,Overlapping,Overshooting,Unknown,Dust,Smoke,N/A,Missing Image,Low Irradiance,Exceeds Clearsky,Missing CLoud Properties,Rayleigh Violation,N/A,4.0.1 +Year,Month,Day,Hour,Minute,Temperature,Alpha,Aerosol Optical Depth,Asymmetry,Clearsky DHI,Clearsky DNI,Clearsky GHI,Cloud Fill Flag,Cloud Type,Dew Point,DHI,DNI,Fill Flag,GHI,Ozone,Relative Humidity,Solar Zenith Angle,SSA,Surface Albedo,Pressure,Precipitable Water,Wind 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+2012,12,31,22,30,-0.2,1.19,0.065,0.62,57,655,194,0,4,-3.1,114,2,0,115,0.272,80.93,77.86,0.9500000000000001,0.65,886,0.6000000000000001,168,2.6,4.8337,3.6944 +2012,12,31,23,30,-3.2,1.24,0.06,0.62,19,236,28,0,1,-4.800000000000001,19,236,0,28,0.272,88.93,87.71000000000001,0.9500000000000001,0.65,886,0.6000000000000001,9,2.4000000000000004,0.0000,0.0000 diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index be51e3c29..afe024a55 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -732,6 +732,14 @@ def test_wind_solar_electrolyzer_example(subtests): model = H2IntegrateModel(Path.cwd() / "15_wind_solar_electrolyzer.yaml") model.run() + solar_fpath = model.model.get_val("site.solar_resource.solar_resource_data")["filepath"] + wind_fpath = model.model.get_val("site.wind_resource.wind_resource_data")["filepath"] + + with subtests.test("Wind resource file"): + assert Path(wind_fpath).name == "35.2018863_-101.945027_2012_wtk_v2_60min_utc_tz.csv" + + with subtests.test("Solar resource file"): + assert Path(solar_fpath).name == "30.6617_-101.7096_psmv3_60_2013.csv" model.post_process() wind_aep = sum(model.prob.get_val("wind.electricity_out", units="kW")) @@ -1189,3 +1197,60 @@ def test_csvgen_design_of_experiments(subtests): new_driver_fpath.unlink() new_toplevel_fpath.unlink() new_csv_filename.unlink() + + +def test_sweeping_solar_sites_doe(subtests): + os.chdir(EXAMPLE_DIR / "22_site_doe") + import pandas as pd + + # Create the model + model = H2IntegrateModel("22_solar_site_doe.yaml") + + # Run the model + model.run() + + # Specify the filepath to the sql file, the folder and filename are in the driver_config + sql_fpath = EXAMPLE_DIR / "22_site_doe" / "ex_22_out" / "cases.sql" + + # load the cases + cr = om.CaseReader(sql_fpath) + + cases = list(cr.get_cases()) + + res_df = pd.DataFrame() + for ci, case in enumerate(cases): + solar_resource_data = case.get_val("site.solar_resource.solar_resource_data") + lat_lon = f"{case.get_val('site.latitude')[0]} {case.get_val('site.longitude')[0]}" + solar_capacity = case.get_design_vars()["solar.capacity_kWdc"] + aep = case.get_val("solar.annual_energy", units="MW*h/yr") + lcoe = case.get_val("finance_subgroup_electricity.LCOE_optimistic", units="USD/(MW*h)") + + site_res = pd.DataFrame( + [aep, lcoe, solar_capacity], index=["AEP", "LCOE", "solar_capacity"], columns=[lat_lon] + ).T + res_df = pd.concat([site_res, res_df], axis=0) + + with subtests.test(f"Case {ci}: Solar resource latitude matches site latitude"): + assert ( + pytest.approx(case.get_val("site.latitude"), abs=0.1) + == solar_resource_data["site_lat"] + ) + with subtests.test(f"Case {ci}: Solar resource longitude matches site longitude"): + assert ( + pytest.approx(case.get_val("site.longitude"), abs=0.1) + == solar_resource_data["site_lon"] + ) + + locations = list(set(res_df.index.to_list())) + solar_sizes = list(set(res_df["solar_capacity"].to_list())) + + with subtests.test("Two solar sizes per site"): + assert len(solar_sizes) == 2 + with subtests.test("Two unique sites"): + assert len(locations) == 2 + + with subtests.test("Unique AEPs per case"): + assert len(list(set(res_df["AEP"].to_list()))) == len(res_df) + + with subtests.test("Unique LCOEs per case"): + assert len(list(set(res_df["LCOE"].to_list()))) == len(res_df) From a47500e31a18c1c56bcac1383cdbf41abdd66cbc Mon Sep 17 00:00:00 2001 From: John Jasa Date: Wed, 26 Nov 2025 13:56:45 -0600 Subject: [PATCH 62/79] prettified postprocessing outputs a little bit (#378) --- CHANGELOG.md | 1 + h2integrate/core/utilities.py | 21 ++++++++++++++++++--- 2 files changed, 19 insertions(+), 3 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index e9c22c45b..efc54de56 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -31,6 +31,7 @@ - Added ability for latitude and longitude to be design variables in design sweep - Move geologic hydrogen models into specific geoh2 subsurface converters - Added standalone iron mine performance and cost model +- Improved readability of the postprocessing printout by simplifying numerical representation, especially for years ## 0.4.0 [October 1, 2025] diff --git a/h2integrate/core/utilities.py b/h2integrate/core/utilities.py index bff78344b..7d61eb986 100644 --- a/h2integrate/core/utilities.py +++ b/h2integrate/core/utilities.py @@ -811,10 +811,25 @@ def _emit_section(title, meta_list, kind_label="outputs"): mean_raw = _mean(meta.get("val")) try: val = float(mean_raw) - if abs(val) >= 1e5: - mean_val = f"{val:,.2f}" + units_val_raw = meta.get("units") + # Format as integer if units are 'year' or variable name is 'cost_year' + if units_val_raw == "year" or var == "cost_year": + mean_val = str(int(val)) + elif abs(val) >= 1e5: + formatted = f"{val:,.2f}" + mean_val = formatted.rstrip("0") + if mean_val.endswith("."): + mean_val = mean_val # Keep e.g. "520." format + else: + mean_val = mean_val + "." if "." not in mean_val else mean_val else: - mean_val = f"{val:,.4f}" + formatted = f"{val:,.4f}" + mean_val = formatted.rstrip("0") + # Ensure we end with "." if all decimals were zeros + if mean_val.endswith("."): + pass # Keep as e.g. "520." or "0." + elif "." not in mean_val: + mean_val = mean_val + "." except (ValueError, TypeError): mean_val = str(mean_raw) units_val = ( From 61009926cf661a892ab739152d1981cf426067b2 Mon Sep 17 00:00:00 2001 From: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Date: Wed, 26 Nov 2025 13:28:07 -0700 Subject: [PATCH 63/79] NSRDB Solar Resource Models for Himawari and Meteosat Prime Meridian (#377) * added meteosat prime meridian models * added himawari solar api models * added himawari tmy dataset * added tests and new resource files for added new solar resource models * added pvwatts integration tests with resource * added new solar resource models to supported_models.py * added doc pages for new models * updated changelog * finished updating doc pages * renamed file and class for solar api baseclass and updated imports * Corrected 'himwari' -> 'himawari' throughout --------- Co-authored-by: John Jasa --- CHANGELOG.md | 1 + docs/_toc.yml | 2 + docs/resource/himawari_v3_api.md | 58 + .../meteosat_prime_meridian_v4_api.md | 56 + docs/resource/solar_index.md | 9 +- docs/technology_models/technology_overview.md | 31 +- h2integrate/core/supported_models.py | 14 + ...api_base.py => nrel_developer_api_base.py} | 2 +- .../solar/nrel_developer_goes_api_models.py | 12 +- .../nrel_developer_himawari_api_models.py | 161 + ...eveloper_meteosat_prime_meridian_models.py | 124 + .../solar/test/test_nrel_himawari_api.py | 144 + .../test_nrel_meteosat_prime_meridian_api.py | 106 + .../solar/test/test_pvwatts_integration.py | 348 + ...2.67935_2013_himawari7_v3_60min_utc_tz.csv | 8763 +++++++++++++++++ ..._tmy-2020_himawari_tmy_v3_60min_utc_tz.csv | 8763 +++++++++++++++++ ....656312_2020_himawari8_v3_60min_utc_tz.csv | 8763 +++++++++++++++++ ...12.4368_2008_nsrdb_msg_v4_60min_utc_tz.csv | 8763 +++++++++++++++++ 18 files changed, 36106 insertions(+), 14 deletions(-) create mode 100644 docs/resource/himawari_v3_api.md create mode 100644 docs/resource/meteosat_prime_meridian_v4_api.md rename h2integrate/resource/solar/{nrel_developer_goes_api_base.py => nrel_developer_api_base.py} (99%) create mode 100644 h2integrate/resource/solar/nrel_developer_himawari_api_models.py create mode 100644 h2integrate/resource/solar/nrel_developer_meteosat_prime_meridian_models.py create mode 100644 h2integrate/resource/solar/test/test_nrel_himawari_api.py create mode 100644 h2integrate/resource/solar/test/test_nrel_meteosat_prime_meridian_api.py create mode 100644 h2integrate/resource/solar/test/test_pvwatts_integration.py create mode 100644 resource_files/solar/-27.3649_152.67935_2013_himawari7_v3_60min_utc_tz.csv create mode 100644 resource_files/solar/-27.3649_152.67935_tmy-2020_himawari_tmy_v3_60min_utc_tz.csv create mode 100644 resource_files/solar/3.25735_101.656312_2020_himawari8_v3_60min_utc_tz.csv create mode 100644 resource_files/solar/41.9077_12.4368_2008_nsrdb_msg_v4_60min_utc_tz.csv diff --git a/CHANGELOG.md b/CHANGELOG.md index efc54de56..e7a64c168 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -31,6 +31,7 @@ - Added ability for latitude and longitude to be design variables in design sweep - Move geologic hydrogen models into specific geoh2 subsurface converters - Added standalone iron mine performance and cost model +- Added solar resource models for Meteosat Prime Meridian and Himawari datasets available through NSRDB - Improved readability of the postprocessing printout by simplifying numerical representation, especially for years ## 0.4.0 [October 1, 2025] diff --git a/docs/_toc.yml b/docs/_toc.yml index 7269c9e66..2543be3bd 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -48,6 +48,8 @@ parts: - file: resource/openmeteo_wind_archive - file: resource/solar_index - file: resource/goes_solar_v4_api + - file: resource/himawari_v3_api + - file: resource/meteosat_prime_meridian_v4_api - caption: Control chapters: diff --git a/docs/resource/himawari_v3_api.md b/docs/resource/himawari_v3_api.md new file mode 100644 index 000000000..31b43bc2b --- /dev/null +++ b/docs/resource/himawari_v3_api.md @@ -0,0 +1,58 @@ +(solar_resource:himawari_v3_api)= +# Solar Resource: Himawari PSM v3 + +There are three datasets that use the [NSRDB Himawari PSM v3 API](https://developer.nrel.gov/docs/solar/nsrdb/himawari7-download/) calls: +- "himawari7_solar_v3_api" +- "himawari8_solar_v3_api" +- "himawari_tmy_solar_v3_api" + - supports solar resource data for typical meteorological year (TMY), typical global horizontal irradiance year (TGY), and typical direct normal irradiance year (TDY) + +These datasets allow for resource data to be downloaded for **locations** within Asia, Australia, and the Pacific. + +| Model | Temporal resolution | Spatial resolution | Years covered | Regions | Website | +| :--------- | :---------------: | :---------------: | :---------------: | :---------------: | :---------------: | +| `himawari7_solar_v3_api` | 30, 60 min | 4 km | 2011-2015 | Asia, Australia & Pacific | [Himawari 2011-15](https://developer.nrel.gov/docs/solar/nsrdb/himawari7-download/) | +| `himawari8_solar_v3_api` | 10, 30, 60 min | 2 km | 2016-2020 | Asia, Australia & Pacific | [Himawari 2016-2020](https://developer.nrel.gov/docs/solar/nsrdb/himawari-download/) | +| `himawari_tmy_solar_v3_api` | 60 min | 4 km | 2020, for tmy, tdy and tgy | Asia, Australia & Pacific | [Himawari TMY](https://developer.nrel.gov/docs/solar/nsrdb/himawari-tmy-download/) | + + +```{note} +For the himawari_tmy_solar_v3_api model, the resource_year should be specified as a string formatted as `tdy-2020` or `tgy-2020` or `tmy-2020`. +``` + + +## Available Data + +| Resource Data | Included | +| :---------------- | :---------------: | +| `wind_direction` | X | +| `wind_speed` | X | +| `temperature` | X | +| `pressure` | X | +| `relative_humidity` | X | +| `ghi` | X | +| `dhi` | X | +| `dni` | X | +| `clearsky_ghi` | X | +| `clearsky_dhi` | X | +| `clearsky_dni` | X | +| `dew_point` | X | +| `surface_albedo` | X | +| `solar_zenith_angle` | X | +| `snow_depth` | X | +| `precipitable_water` | X | + +| Additional Data | Included | +| :---------------- | :---------------: | +| `site_id` | X | +| `site_lat` | X | +| `site_lon` | X | +| `elevation` | X | +| `site_tz` | X | +| `data_tz` | X | +| `filepath` | X | +| `year` | X | +| `month` | X | +| `day` | X | +| `hour` | X | +| `minute` | X | diff --git a/docs/resource/meteosat_prime_meridian_v4_api.md b/docs/resource/meteosat_prime_meridian_v4_api.md new file mode 100644 index 000000000..382f7c381 --- /dev/null +++ b/docs/resource/meteosat_prime_meridian_v4_api.md @@ -0,0 +1,56 @@ +(solar_resource:msg_v4_api)= +# Solar Resource: Meteosat Prime Meridian PSM v4 + +There are two datasets that use the [NSRDB Meteosat Prime Meridian PSM v4 API](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-msg-v1-0-0-download/) calls: +- "meteosat_solar_v4_api" +- "meteosat_tmy_solar_v4_api" + - supports solar resource data for typical meteorological year (TMY), typical global horizontal irradiance year (TGY), and typical direct normal irradiance year (TDY) + +These datasets allow for resource data to be downloaded for **locations** within Africa and Europe. + +| Model | Temporal resolution | Spatial resolution | Years covered | Regions | Website | +| :--------- | :---------------: | :---------------: | :---------------: | :---------------: | :---------------: | +| `meteosat_solar_v4_api` | 15, 30, 60 min | 4 km | 2005-2022 | Africa and Europe | [Meteosat Prime Meridian](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-msg-v1-0-0-download/) | +| `meteosat_tmy_solar_v4_api` | 60 min | 4 km | 2022 or 2014, for tmy, tdy and tgy | Africa and Europe | [Meteosat Prime Meridian TMY](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-msg-v1-0-0-tmy-download/), [Meteosat Prime Meridian TGY](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-msg-v1-0-0-tgy-download/), and [Meteosat Prime Meridian TDY](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-msg-v1-0-0-tdy-download/) | + + +```{note} +For the `meteosat_tmy_solar_v4_api` model, the `resource_year` should be specified as a string formatted as `tdy-yyyy` or `tgy-yyy` or `tmy-yyyy` where yyyy is the year is either 2014 or 2022. +``` + + +## Available Data + +| Resource Data | Included | +| :---------------- | :---------------: | +| `wind_direction` | X | +| `wind_speed` | X | +| `temperature` | X | +| `pressure` | X | +| `relative_humidity` | X | +| `ghi` | X | +| `dhi` | X | +| `dni` | X | +| `clearsky_ghi` | X | +| `clearsky_dhi` | X | +| `clearsky_dni` | X | +| `dew_point` | X | +| `surface_albedo` | X | +| `solar_zenith_angle` | X | +| `snow_depth` | X | +| `precipitable_water` | X | + +| Additional Data | Included | +| :---------------- | :---------------: | +| `site_id` | X | +| `site_lat` | X | +| `site_lon` | X | +| `elevation` | X | +| `site_tz` | X | +| `data_tz` | X | +| `filepath` | X | +| `year` | X | +| `month` | X | +| `day` | X | +| `hour` | X | +| `minute` | X | diff --git a/docs/resource/solar_index.md b/docs/resource/solar_index.md index b24a9c32d..5e5c74f23 100644 --- a/docs/resource/solar_index.md +++ b/docs/resource/solar_index.md @@ -6,8 +6,13 @@ - "goes_conus_solar_v4_api" - "goes_fulldisc_solar_v4_api" - "goes_tmy_solar_v4_api" - -Please see the [GOES PSM v4 API model documentation here for more information on these models.](https://developer.nrel.gov/docs/solar/nsrdb/nsrdb-GOES-full-disc-v4-0-0-download/) +- [Himawari PSM v4 API](solar_resource:himawari_v3_api): these models require an API key from the [NREL developer network](https://developer.nrel.gov/signup/), the available models are: + - "himawari7_solar_v3_api" + - "himawari8_solar_v3_api" + - "himawari_tmy_solar_v3_api" +- [Meteosat Prime Meridian PSM v4 API](solar_resource:msg_v4_api): these models require an API key from the [NREL developer network](https://developer.nrel.gov/signup/), the available models are: + - "meteosat_solar_v4_api" + - "meteosat_tmy_solar_v4_api" ```{note} diff --git a/docs/technology_models/technology_overview.md b/docs/technology_models/technology_overview.md index da4e5fb5e..610967676 100644 --- a/docs/technology_models/technology_overview.md +++ b/docs/technology_models/technology_overview.md @@ -15,10 +15,18 @@ Currently, H2I recognizes four types of models: | Resource name | Resource Type | | :---------------- | :---------------: | | `river_resource` | river resource | +| `wind_toolkit_v2_api` | wind resource | +| `openmeteo_wind_api` | wind resource | +| `goes_aggregated_solar_v4_api` | solar resource | +| `goes_conus_solar_v4_api` | solar resource | +| `goes_fulldisc_solar_v4_api` | solar resource | +| `goes_tmy_solar_v4_api` | solar resource | +| `meteosat_solar_v4_api` | solar resource | +| `meteosat_tmy_solar_v4_api` | solar resource | +| `himawari7_solar_v3_api` | solar resource | +| `himawari8_solar_v3_api` | solar resource | +| `himawari_tmy_solar_v3_api` | solar resource | -```{note} -The `Resource` models are under development. Many of the resources are currently integrated into the `Converter` model directly, notably this is true for the wind resource used in the `wind` converter and solar resource used in the `solar` converter. -``` (converters)= ## Converters @@ -96,8 +104,23 @@ Below summarizes the available performance, cost, and financial models for each (resource-models)= ## Resource models - `river`: - - performance models: + - resource models: + `river_resource` +- `wind_resource`: + - resource models: + + `wind_toolkit_v2_api` + + `openmeteo_wind_api` +- `solar_resource`: + - resource models: + + `goes_aggregated_solar_v4_api` + + `goes_conus_solar_v4_api` + + `goes_fulldisc_solar_v4_api` + + `goes_tmy_solar_v4_api` + + `meteosat_solar_v4_api` + + `meteosat_tmy_solar_v4_api` + + `himawari7_solar_v3_api` + + `himawari8_solar_v3_api` + + `himawari_tmy_solar_v3_api` (converter-models)= ## Converter models diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index b84ed2b85..264ce03f6 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -106,6 +106,11 @@ from h2integrate.converters.hydrogen.geologic.simple_natural_geoh2 import ( NaturalGeoH2PerformanceModel, ) +from h2integrate.resource.solar.nrel_developer_himawari_api_models import ( + Himawari7SolarAPI, + Himawari8SolarAPI, + HimawariTMYSolarAPI, +) from h2integrate.control.control_rules.converters.generic_converter import ( PyomoDispatchGenericConverter, ) @@ -123,6 +128,10 @@ from h2integrate.control.control_rules.storage.pyomo_storage_rule_baseclass import ( PyomoRuleStorageBaseclass, ) +from h2integrate.resource.solar.nrel_developer_meteosat_prime_meridian_models import ( + MeteosatPrimeMeridianSolarAPI, + MeteosatPrimeMeridianTMYSolarAPI, +) supported_models = { @@ -134,6 +143,11 @@ "goes_conus_solar_v4_api": GOESConusSolarAPI, "goes_fulldisc_solar_v4_api": GOESFullDiscSolarAPI, "goes_tmy_solar_v4_api": GOESTMYSolarAPI, + "meteosat_solar_v4_api": MeteosatPrimeMeridianSolarAPI, + "meteosat_tmy_solar_v4_api": MeteosatPrimeMeridianTMYSolarAPI, + "himawari7_solar_v3_api": Himawari7SolarAPI, + "himawari8_solar_v3_api": Himawari8SolarAPI, + "himawari_tmy_solar_v3_api": HimawariTMYSolarAPI, # Converters "atb_wind_cost": ATBWindPlantCostModel, "pysam_wind_plant_performance": PYSAMWindPlantPerformanceModel, diff --git a/h2integrate/resource/solar/nrel_developer_goes_api_base.py b/h2integrate/resource/solar/nrel_developer_api_base.py similarity index 99% rename from h2integrate/resource/solar/nrel_developer_goes_api_base.py rename to h2integrate/resource/solar/nrel_developer_api_base.py index 6dc1a0985..f5b9a1765 100644 --- a/h2integrate/resource/solar/nrel_developer_goes_api_base.py +++ b/h2integrate/resource/solar/nrel_developer_api_base.py @@ -9,7 +9,7 @@ ) -class GOESNRELDeveloperAPISolarResourceBase(SolarResourceBaseAPIModel): +class NRELDeveloperAPISolarResourceBase(SolarResourceBaseAPIModel): def setup(self): super().setup() diff --git a/h2integrate/resource/solar/nrel_developer_goes_api_models.py b/h2integrate/resource/solar/nrel_developer_goes_api_models.py index ecb56f561..80798359e 100644 --- a/h2integrate/resource/solar/nrel_developer_goes_api_models.py +++ b/h2integrate/resource/solar/nrel_developer_goes_api_models.py @@ -4,9 +4,7 @@ from h2integrate.core.validators import contains, range_val from h2integrate.resource.resource_base import ResourceBaseAPIConfig -from h2integrate.resource.solar.nrel_developer_goes_api_base import ( - GOESNRELDeveloperAPISolarResourceBase, -) +from h2integrate.resource.solar.nrel_developer_api_base import NRELDeveloperAPISolarResourceBase @define @@ -44,7 +42,7 @@ class GOESAggregatedAPIConfig(ResourceBaseAPIConfig): resource_dir: Path | str | None = field(default=None) -class GOESAggregatedSolarAPI(GOESNRELDeveloperAPISolarResourceBase): +class GOESAggregatedSolarAPI(NRELDeveloperAPISolarResourceBase): def setup(self): resource_specs = self.helper_setup_method() @@ -90,7 +88,7 @@ class GOESConusAPIConfig(ResourceBaseAPIConfig): resource_dir: Path | str | None = field(default=None) -class GOESConusSolarAPI(GOESNRELDeveloperAPISolarResourceBase): +class GOESConusSolarAPI(NRELDeveloperAPISolarResourceBase): def setup(self): resource_specs = self.helper_setup_method() @@ -137,7 +135,7 @@ class GOESFullDiscAPIConfig(ResourceBaseAPIConfig): resource_dir: Path | str | None = field(default=None) -class GOESFullDiscSolarAPI(GOESNRELDeveloperAPISolarResourceBase): +class GOESFullDiscSolarAPI(NRELDeveloperAPISolarResourceBase): def setup(self): resource_specs = self.helper_setup_method() @@ -206,7 +204,7 @@ def __attrs_post_init__(self): self.dataset_desc = "goes_tgy_v4" -class GOESTMYSolarAPI(GOESNRELDeveloperAPISolarResourceBase): +class GOESTMYSolarAPI(NRELDeveloperAPISolarResourceBase): def setup(self): resource_specs = self.helper_setup_method() diff --git a/h2integrate/resource/solar/nrel_developer_himawari_api_models.py b/h2integrate/resource/solar/nrel_developer_himawari_api_models.py new file mode 100644 index 000000000..2caf2127a --- /dev/null +++ b/h2integrate/resource/solar/nrel_developer_himawari_api_models.py @@ -0,0 +1,161 @@ +from pathlib import Path + +from attrs import field, define + +from h2integrate.core.validators import contains, range_val +from h2integrate.resource.resource_base import ResourceBaseAPIConfig +from h2integrate.resource.solar.nrel_developer_api_base import NRELDeveloperAPISolarResourceBase + + +@define +class Himawari7SolarAPIConfig(ResourceBaseAPIConfig): + """Configuration class to download solar resource data from + `Himawari 2011-15: PSM v3 `_. + This dataset covers regions covered by the Himawari-7 satellite (Asia, Australia & Pacific) + at a spatial resolution of 4 km. + + Args: + resource_year (int): Year to use for resource data. + Must been between 2011 and 2015 (inclusive). + resource_data (dict | object, optional): Dictionary of user-input resource data. + Defaults to an empty dictionary. + resource_dir (str | Path, optional): Folder to save resource files to or + load resource files from. Defaults to "". + resource_filename (str, optional): Filename to save resource data to or load + resource data from. Defaults to None. + + Attributes: + dataset_desc (str): description of the dataset, used in file naming. + For this dataset, the `dataset_desc` is "himawari7_v3". + resource_type (str): type of resource data downloaded, used in folder naming. + For this dataset, the `resource_type` is "solar". + valid_intervals (list[int]): time interval(s) in minutes that resource data can be + downloaded in. For this dataset, `valid_intervals` are 30 and 60 minutes. + + """ + + resource_year: int = field(converter=int, validator=range_val(2011, 2015)) + dataset_desc: str = "himawari7_v3" + resource_type: str = "solar" + valid_intervals: list[int] = field(factory=lambda: [30, 60]) + resource_data: dict | object = field(default={}) + resource_filename: Path | str = field(default="") + resource_dir: Path | str | None = field(default=None) + + +class Himawari7SolarAPI(NRELDeveloperAPISolarResourceBase): + def setup(self): + resource_specs = self.helper_setup_method() + + self.base_url = "https://developer.nrel.gov/api/nsrdb/v2/solar/himawari7-download.csv?" + # create the resource config + self.config = Himawari7SolarAPIConfig.from_dict(resource_specs) + super().setup() + + +@define +class Himawari8SolarAPIConfig(ResourceBaseAPIConfig): + """Configuration class to download solar resource data from + `Himawari 2016-2020: PSM v3 `_. + This dataset covers regions covered by the Himawari-8 satellite (Asia, Australia & Pacific) + at a spatial resolution of 2 km. + + Args: + resource_year (int): Year to use for resource data. + Must been between 2016 and 2020 (inclusive). + resource_data (dict | object, optional): Dictionary of user-input resource data. + Defaults to an empty dictionary. + resource_dir (str | Path, optional): Folder to save resource files to or + load resource files from. Defaults to "". + resource_filename (str, optional): Filename to save resource data to or load + resource data from. Defaults to None. + + Attributes: + dataset_desc (str): description of the dataset, used in file naming. + For this dataset, the `dataset_desc` is "himawari8_v3". + resource_type (str): type of resource data downloaded, used in folder naming. + For this dataset, the `resource_type` is "solar". + valid_intervals (list[int]): time interval(s) in minutes that resource data can be + downloaded in. For this dataset, `valid_intervals` are 10, 30, and 60 minutes. + + """ + + resource_year: int = field(converter=int, validator=range_val(2016, 2020)) + dataset_desc: str = "himawari8_v3" + resource_type: str = "solar" + valid_intervals: list[int] = field(factory=lambda: [10, 30, 60]) + resource_data: dict | object = field(default={}) + resource_filename: Path | str = field(default="") + resource_dir: Path | str | None = field(default=None) + + +class Himawari8SolarAPI(NRELDeveloperAPISolarResourceBase): + def setup(self): + resource_specs = self.helper_setup_method() + + self.base_url = "https://developer.nrel.gov/api/nsrdb/v2/solar/himawari-download.csv?" + # create the resource config + self.config = Himawari8SolarAPIConfig.from_dict(resource_specs) + super().setup() + + +@define +class HimawariTMYAPIConfig(ResourceBaseAPIConfig): + """Configuration class to download solar resource data from + `Himawari TMY: PSM v3 `_. + This dataset covers regions within Asia, Australia & Pacific at a spatial resolution of 4 km. + + Args: + resource_year (str): Year to use for resource data. Can be any of the following: + tmy-2020, tdy-2020, or tgy-2020 + resource_data (dict | object, optional): Dictionary of user-input resource data. + Defaults to an empty dictionary. + resource_dir (str | Path, optional): Folder to save resource files to or + load resource files from. Defaults to "". + resource_filename (str, optional): Filename to save resource data to or load + resource data from. Defaults to None. + + Attributes: + dataset_desc (str): description of the dataset, used in file naming. + For this dataset, the `dataset_desc` is "himawari_tmy_v3". + resource_type (str): type of resource data downloaded, used in folder naming. + For this dataset, the `resource_type` is "solar". + valid_intervals (list[int]): time interval(s) in minutes that resource data can be + downloaded in. For this dataset, `valid_intervals` is minutes. + + """ + + resource_year: str = field( + converter=str.lower, + validator=contains( + [ + "tmy-2020", + "tdy-2020", + "tgy-2020", + ] + ), + ) + dataset_desc: str = "himawari_tmy_v4" + resource_type: str = "solar" + valid_intervals: list[int] = field(factory=lambda: [60]) + resource_data: dict | object = field(default={}) + resource_filename: Path | str = field(default="") + resource_dir: Path | str | None = field(default=None) + + def __attrs_post_init__(self): + if "tmy" in self.resource_year: + self.dataset_desc = "himawari_tmy_v3" + if "tdy" in self.resource_year: + self.dataset_desc = "himawari_tdy_v3" + if "tgy" in self.resource_year: + self.dataset_desc = "himawari_tgy_v3" + + +class HimawariTMYSolarAPI(NRELDeveloperAPISolarResourceBase): + def setup(self): + resource_specs = self.helper_setup_method() + + self.base_url = "https://developer.nrel.gov/api/nsrdb/v2/solar/himawari-tmy-download.csv?" + # create the resource config + self.config = HimawariTMYAPIConfig.from_dict(resource_specs) + super().setup() diff --git a/h2integrate/resource/solar/nrel_developer_meteosat_prime_meridian_models.py b/h2integrate/resource/solar/nrel_developer_meteosat_prime_meridian_models.py new file mode 100644 index 000000000..43d82eef3 --- /dev/null +++ b/h2integrate/resource/solar/nrel_developer_meteosat_prime_meridian_models.py @@ -0,0 +1,124 @@ +from pathlib import Path + +from attrs import field, define + +from h2integrate.core.validators import contains, range_val +from h2integrate.resource.resource_base import ResourceBaseAPIConfig +from h2integrate.resource.solar.nrel_developer_api_base import NRELDeveloperAPISolarResourceBase + + +@define +class MeteosatPrimeMeridianAPIConfig(ResourceBaseAPIConfig): + """Configuration class to download solar resource data from + `Meteosat Prime Meridian PSM v4 `_. + This dataset covers regions covered by the Meteosat Prime Meridian satellite (Africa and Europe) + at a spatial resolution of 4 km. + + Args: + resource_year (int): Year to use for resource data. + Must been between 2005 and 2022 (inclusive). + resource_data (dict | object, optional): Dictionary of user-input resource data. + Defaults to an empty dictionary. + resource_dir (str | Path, optional): Folder to save resource files to or + load resource files from. Defaults to "". + resource_filename (str, optional): Filename to save resource data to or load + resource data from. Defaults to None. + + Attributes: + dataset_desc (str): description of the dataset, used in file naming. + For this dataset, the `dataset_desc` is "nsrdb_msg_v4". + resource_type (str): type of resource data downloaded, used in folder naming. + For this dataset, the `resource_type` is "solar". + valid_intervals (list[int]): time interval(s) in minutes that resource data can be + downloaded in. For this dataset, `valid_intervals` are 15, 30, and 60 minutes. + + """ + + resource_year: int = field(converter=int, validator=range_val(2005, 2022)) + dataset_desc: str = "nsrdb_msg_v4" + resource_type: str = "solar" + valid_intervals: list[int] = field(factory=lambda: [15, 30, 60]) + resource_data: dict | object = field(default={}) + resource_filename: Path | str = field(default="") + resource_dir: Path | str | None = field(default=None) + + +class MeteosatPrimeMeridianSolarAPI(NRELDeveloperAPISolarResourceBase): + def setup(self): + resource_specs = self.helper_setup_method() + + self.base_url = ( + "https://developer.nrel.gov/api/nsrdb/v2/solar/nsrdb-msg-v1-0-0-download.csv?" + ) + # create the resource config + self.config = MeteosatPrimeMeridianAPIConfig.from_dict(resource_specs) + super().setup() + + +@define +class MeteosatPrimeMeridianTMYAPIConfig(ResourceBaseAPIConfig): + """Configuration class to download solar resource data from + `Meteosat Prime Meridian TMY: PSM v4 `_, + `Meteosat Prime Meridian TDY: PSM v4 `_, + and `Meteosat Prime Meridian TGY: PSM v4 `_, + This dataset covers regions within North and South America at a spatial resolution of 4 km. + + Args: + resource_year (str): Year to use for resource data. Can be any of the following: + tmy-2014, tdy-2014, tgy-2014, tmy-2022, tdy-2022, or tgy-2022 + resource_data (dict | object, optional): Dictionary of user-input resource data. + Defaults to an empty dictionary. + resource_dir (str | Path, optional): Folder to save resource files to or + load resource files from. Defaults to "". + resource_filename (str, optional): Filename to save resource data to or load + resource data from. Defaults to None. + + Attributes: + dataset_desc (str): description of the dataset, used in file naming. + For this dataset, the `dataset_desc` is "goes_aggregated_v2". + resource_type (str): type of resource data downloaded, used in folder naming. + For this dataset, the `resource_type` is "solar". + valid_intervals (list[int]): time interval(s) in minutes that resource data can be + downloaded in. For this dataset, `valid_intervals` is minutes. + + """ + + resource_year: str = field( + converter=str.lower, + validator=contains( + [ + "tmy-2014", + "tdy-2014", + "tgy-2014", + "tmy-2022", + "tdy-2022", + "tgy-2022", + ] + ), + ) + dataset_desc: str = "nsrdb_msg_tmy_v4" + resource_type: str = "solar" + valid_intervals: list[int] = field(factory=lambda: [60]) + resource_data: dict | object = field(default={}) + resource_filename: Path | str = field(default="") + resource_dir: Path | str | None = field(default=None) + + def __attrs_post_init__(self): + if "tmy" in self.resource_year: + self.dataset_desc = "nsrdb_msg_tmy_v4" + if "tdy" in self.resource_year: + self.dataset_desc = "nsrdb_msg_tdy_v4" + if "tgy" in self.resource_year: + self.dataset_desc = "nsrdb_msg_tgy_v4" + + +class MeteosatPrimeMeridianTMYSolarAPI(NRELDeveloperAPISolarResourceBase): + def setup(self): + resource_specs = self.helper_setup_method() + + # create the resource config + self.config = MeteosatPrimeMeridianTMYAPIConfig.from_dict(resource_specs) + + self.base_url = f"https://developer.nrel.gov/api/nsrdb/v2/solar/nsrdb-msg-v1-0-0-{self.config.resource_year.split('-')[0]}-download.csv?" + + super().setup() diff --git a/h2integrate/resource/solar/test/test_nrel_himawari_api.py b/h2integrate/resource/solar/test/test_nrel_himawari_api.py new file mode 100644 index 000000000..d221cb8ed --- /dev/null +++ b/h2integrate/resource/solar/test/test_nrel_himawari_api.py @@ -0,0 +1,144 @@ +from pathlib import Path + +import openmdao.api as om +from pytest import fixture + +from h2integrate.resource.solar.nrel_developer_himawari_api_models import ( + Himawari7SolarAPI, + Himawari8SolarAPI, + HimawariTMYSolarAPI, +) + + +@fixture +def plant_simulation_config(): + plant = { + "plant_life": 30, + "simulation": { + "dt": 3600, + "n_timesteps": 8760, + "start_time": "01/01/1900 00:30:00", + "timezone": 0, + }, + } + return plant + + +@fixture +def himawari7_site_config_tmy(): + # Brisbane, Australia + himawari7_site_tmy = { + "latitude": -27.3649, + "longitude": 152.67935, + "resources": { + "solar_resource": { + "resource_model": "himawari_tmy_solar_v3_api", + "resource_parameters": { + "resource_year": "tmy-2020", + }, + } + }, + } + return himawari7_site_tmy + + +@fixture +def himawari7_site_config(): + # Brisbane, Australia + himawari7_site_tmy = { + "latitude": -27.3649, + "longitude": 152.67935, + "resources": { + "solar_resource": { + "resource_model": "himawari7_solar_v3_api", + "resource_parameters": { + "resource_year": 2013, + }, + } + }, + } + return himawari7_site_tmy + + +@fixture +def himawari8_site_config(): + # KL, Malaysia + himawari8_site = { + "latitude": 3.25735, + "longitude": 101.656312, + "resources": { + "solar_resource": { + "resource_model": "himawari8_solar_v3_api", + "resource_parameters": { + "resource_year": 2020, + }, + } + }, + } + return himawari8_site + + +def test_himawari_tmy(plant_simulation_config, himawari7_site_config_tmy, subtests): + plant_config = { + "site": himawari7_site_config_tmy, + "plant": plant_simulation_config, + } + + prob = om.Problem() + comp = HimawariTMYSolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + prob.model.add_subsystem("resource", comp) + prob.setup() + prob.run_model() + data = prob.get_val("resource.solar_resource_data") + + name_expected = "-27.3649_152.67935_tmy-2020_himawari_tmy_v3_60min_utc_tz.csv" + with subtests.test("Filename expected"): + assert name_expected == (Path(data["filepath"])).name + + +def test_himawari7(plant_simulation_config, himawari7_site_config, subtests): + plant_config = { + "site": himawari7_site_config, + "plant": plant_simulation_config, + } + + prob = om.Problem() + comp = Himawari7SolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + prob.model.add_subsystem("resource", comp) + prob.setup() + prob.run_model() + data = prob.get_val("resource.solar_resource_data") + + name_expected = "-27.3649_152.67935_2013_himawari7_v3_60min_utc_tz.csv" + with subtests.test("Filename expected"): + assert name_expected == (Path(data["filepath"])).name + + +def test_himawari8(plant_simulation_config, himawari8_site_config, subtests): + plant_config = { + "site": himawari8_site_config, + "plant": plant_simulation_config, + } + + prob = om.Problem() + comp = Himawari8SolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + prob.model.add_subsystem("resource", comp) + prob.setup() + prob.run_model() + data = prob.get_val("resource.solar_resource_data") + + name_expected = "3.25735_101.656312_2020_himawari8_v3_60min_utc_tz.csv" + with subtests.test("Filename expected"): + assert name_expected == (Path(data["filepath"])).name diff --git a/h2integrate/resource/solar/test/test_nrel_meteosat_prime_meridian_api.py b/h2integrate/resource/solar/test/test_nrel_meteosat_prime_meridian_api.py new file mode 100644 index 000000000..bcd8893d2 --- /dev/null +++ b/h2integrate/resource/solar/test/test_nrel_meteosat_prime_meridian_api.py @@ -0,0 +1,106 @@ +from pathlib import Path + +import openmdao.api as om +from pytest import fixture + +from h2integrate.resource.solar.nrel_developer_meteosat_prime_meridian_models import ( + MeteosatPrimeMeridianSolarAPI, + MeteosatPrimeMeridianTMYSolarAPI, +) + + +@fixture +def plant_simulation_config(): + plant = { + "plant_life": 30, + "simulation": { + "dt": 3600, + "n_timesteps": 8760, + "start_time": "01/01/1900 00:30:00", + "timezone": 0, + }, + } + return plant + + +@fixture +def meteosat_prime_meridian_site(): + # Rome, Italy + # filename: 41.9077_12.4368_2008_nsrdb_msg_v4_60min_utc_tz.csv + meteosat_site = { + "latitude": 41.9077, + "longitude": 12.4368, + "resources": { + "solar_resource": { + "resource_model": "meteosat_solar_v4_api", + "resource_parameters": { + "resource_year": 2008, + }, + } + }, + } + return meteosat_site + + +@fixture +def tmy_site(): + # Brisbane, Australia + tmy_file = "-27.3649_152.67935_tmy-2020_himawari_tmy_v3_60min_utc_tz.csv" + australia_site = { + "latitude": -27.3649, + "longitude": 152.67935, + "resources": { + "solar_resource": { + "resource_model": "meteosat_tmy_solar_v4_api", + "resource_parameters": { + "resource_year": "tmy-2022", + "resource_filename": tmy_file, + }, + } + }, + } + return australia_site + + +def test_meteosat_prime_meridian(plant_simulation_config, meteosat_prime_meridian_site, subtests): + plant_config = { + "site": meteosat_prime_meridian_site, + "plant": plant_simulation_config, + } + + prob = om.Problem() + comp = MeteosatPrimeMeridianSolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + prob.model.add_subsystem("resource", comp) + prob.setup() + prob.run_model() + data = prob.get_val("resource.solar_resource_data") + + name_expected = "41.9077_12.4368_2008_nsrdb_msg_v4_60min_utc_tz.csv" + with subtests.test("Filename expected"): + assert name_expected == (Path(data["filepath"])).name + + +def test_meteosat_prime_meridian_tmy(plant_simulation_config, tmy_site, subtests): + plant_config = { + "site": tmy_site, + "plant": plant_simulation_config, + } + + prob = om.Problem() + comp = MeteosatPrimeMeridianTMYSolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + prob.model.add_subsystem("resource", comp) + prob.setup() + prob.run_model() + data = prob.get_val("resource.solar_resource_data") + + name_expected = "-27.3649_152.67935_tmy-2020_himawari_tmy_v3_60min_utc_tz.csv" + with subtests.test("Filename expected"): + assert name_expected == (Path(data["filepath"])).name diff --git a/h2integrate/resource/solar/test/test_pvwatts_integration.py b/h2integrate/resource/solar/test/test_pvwatts_integration.py new file mode 100644 index 000000000..dffcfeea6 --- /dev/null +++ b/h2integrate/resource/solar/test/test_pvwatts_integration.py @@ -0,0 +1,348 @@ +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate.converters.solar.solar_pysam import PYSAMSolarPlantPerformanceModel +from h2integrate.resource.solar.nrel_developer_himawari_api_models import ( + Himawari7SolarAPI, + Himawari8SolarAPI, + HimawariTMYSolarAPI, +) +from h2integrate.resource.solar.nrel_developer_meteosat_prime_meridian_models import ( + MeteosatPrimeMeridianSolarAPI, + MeteosatPrimeMeridianTMYSolarAPI, +) + + +@fixture +def pysam_performance_model(): + pysam_options = { + "SystemDesign": { + "array_type": 2, + "azimuth": 180, + "bifaciality": 0.65, + "inv_eff": 96.0, + "losses": 14.0757, + "module_type": 0, + "rotlim": 45.0, + "gcr": 0.3, + }, + } + pysam_options["SystemDesign"].update({"tilt": 0.0}) + pv_design_dict = { + "pv_capacity_kWdc": 250000.0, + "dc_ac_ratio": 1.23, + "create_model_from": "default", + "config_name": "PVWattsSingleOwner", + "tilt": 0.0, + "tilt_angle_func": "none", # "lat-func", + "pysam_options": pysam_options, + } + + tech_config_dict = { + "model_inputs": { + "performance_parameters": pv_design_dict, + } + } + + plant = { + "plant_life": 30, + "simulation": { + "dt": 3600, + "n_timesteps": 8760, + "start_time": "01/01/1900 00:30:00", + "timezone": 0, + }, + } + + plant_config = { + "plant": plant, + "site": {"latitude": 30.6617, "longitude": -101.7096, "resources": {}}, + } + + comp = PYSAMSolarPlantPerformanceModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + + return comp + + +@fixture +def plant_simulation_config(): + plant = { + "plant_life": 30, + "simulation": { + "dt": 3600, + "n_timesteps": 8760, + "start_time": "01/01/1900 00:30:00", + "timezone": 0, + }, + } + return plant + + +@fixture +def meteosat_prime_meridian_site(): + # Rome, Italy + # filename: 41.9077_12.4368_2008_nsrdb_msg_v4_60min_utc_tz.csv + meteosat_site = { + "latitude": 41.9077, + "longitude": 12.4368, + "resources": { + "solar_resource": { + "resource_model": "meteosat_solar_v3_api", + "resource_parameters": { + "resource_year": 2008, + }, + } + }, + } + return meteosat_site + + +@fixture +def tmy_site_config(): + # Brisbane, Australia + tmy_file = "-27.3649_152.67935_tmy-2020_himawari_tmy_v3_60min_utc_tz.csv" + australia_site = { + "latitude": -27.3649, + "longitude": 152.67935, + "resources": { + "solar_resource": { + "resource_model": "meteosat_tmy_solar_v3_api", + "resource_parameters": { + "resource_year": "tmy-2022", + "resource_filename": tmy_file, + }, + } + }, + } + return australia_site + + +@fixture +def himawari7_site_config_tmy(): + # Brisbane, Australia + himawari7_site_tmy = { + "latitude": -27.3649, + "longitude": 152.67935, + "resources": { + "solar_resource": { + "resource_model": "himawari_tmy_solar_v3_api", + "resource_parameters": { + "resource_year": "tmy-2020", + }, + } + }, + } + return himawari7_site_tmy + + +@fixture +def himawari7_site_config(): + # Brisbane, Australia + himawari7_site_tmy = { + "latitude": -27.3649, + "longitude": 152.67935, + "resources": { + "solar_resource": { + "resource_model": "himawari7_solar_v3_api", + "resource_parameters": { + "resource_year": 2013, + }, + } + }, + } + return himawari7_site_tmy + + +@fixture +def himawari8_site_config(): + # KL, Malaysia + himawari8_site = { + "latitude": 3.25735, + "longitude": 101.656312, + "resources": { + "solar_resource": { + "resource_model": "himawari8_solar_v3_api", + "resource_parameters": { + "resource_year": 2020, + }, + } + }, + } + return himawari8_site + + +def test_pvwatts_with_himawari7( + pysam_performance_model, plant_simulation_config, himawari7_site_config, subtests +): + plant_config = { + "site": himawari7_site_config, + "plant": plant_simulation_config, + } + + prob = om.Problem() + resource_comp = Himawari7SolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + + prob.model.add_subsystem("solar_resource", resource_comp, promotes=["*"]) + prob.model.add_subsystem("pv_perf", pysam_performance_model, promotes=["*"]) + prob.setup() + prob.run_model() + + aep = prob.get_val("pv_perf.annual_energy", units="MW*h/year")[0] + + with subtests.test("AEP"): + assert pytest.approx(aep, rel=1e-6) == 473577.280269 + + with subtests.test("Site latitude"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lat", 0) + assert pytest.approx(resource_lat, rel=1e-3) == himawari7_site_config["latitude"] + + with subtests.test("Site longitude"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lon", 0) + assert pytest.approx(resource_lat, rel=1e-3) == himawari7_site_config["longitude"] + + +def test_pvwatts_with_himawari8( + pysam_performance_model, plant_simulation_config, himawari8_site_config, subtests +): + plant_config = { + "site": himawari8_site_config, + "plant": plant_simulation_config, + } + + prob = om.Problem() + resource_comp = Himawari8SolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + + prob.model.add_subsystem("solar_resource", resource_comp, promotes=["*"]) + prob.model.add_subsystem("pv_perf", pysam_performance_model, promotes=["*"]) + prob.setup() + prob.run_model() + + aep = prob.get_val("pv_perf.annual_energy", units="MW*h/year")[0] + + with subtests.test("AEP"): + assert pytest.approx(aep, rel=1e-6) == 411251.781327 + + with subtests.test("Site latitude"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lat", 0) + assert pytest.approx(resource_lat, rel=1e-3) == himawari8_site_config["latitude"] + + with subtests.test("Site longitude"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lon", 0) + assert pytest.approx(resource_lat, rel=1e-3) == himawari8_site_config["longitude"] + + +def test_pvwatts_with_meteosat_pm( + pysam_performance_model, plant_simulation_config, meteosat_prime_meridian_site, subtests +): + plant_config = { + "site": meteosat_prime_meridian_site, + "plant": plant_simulation_config, + } + + prob = om.Problem() + resource_comp = MeteosatPrimeMeridianSolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + + prob.model.add_subsystem("solar_resource", resource_comp, promotes=["*"]) + prob.model.add_subsystem("pv_perf", pysam_performance_model, promotes=["*"]) + prob.setup() + prob.run_model() + + aep = prob.get_val("pv_perf.annual_energy", units="MW*h/year")[0] + + with subtests.test("AEP"): + assert pytest.approx(aep, rel=1e-6) == 410211.9419 + + with subtests.test("Site latitude"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lat", 0) + assert pytest.approx(resource_lat, rel=1e-3) == meteosat_prime_meridian_site["latitude"] + + with subtests.test("Site longitude"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lon", 0) + assert ( + pytest.approx(resource_lat, abs=2 * 1e-2) == meteosat_prime_meridian_site["longitude"] + ) + + +def test_pvwatts_with_himawari_tmy( + pysam_performance_model, plant_simulation_config, himawari7_site_config_tmy, subtests +): + plant_config = { + "site": himawari7_site_config_tmy, + "plant": plant_simulation_config, + } + + prob = om.Problem() + resource_comp = HimawariTMYSolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + + prob.model.add_subsystem("solar_resource", resource_comp, promotes=["*"]) + prob.model.add_subsystem("pv_perf", pysam_performance_model, promotes=["*"]) + prob.setup() + prob.run_model() + + aep = prob.get_val("pv_perf.annual_energy", units="MW*h/year")[0] + + with subtests.test("AEP"): + assert pytest.approx(aep, rel=1e-6) == 510709.633402 + + with subtests.test("Site latitude"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lat", 0) + assert pytest.approx(resource_lat, rel=1e-3) == himawari7_site_config_tmy["latitude"] + + with subtests.test("Site longitude"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lon", 0) + assert pytest.approx(resource_lat, rel=1e-3) == himawari7_site_config_tmy["longitude"] + + +def test_pvwatts_with_meteosat_pm_tmy( + pysam_performance_model, plant_simulation_config, tmy_site_config, subtests +): + plant_config = { + "site": tmy_site_config, + "plant": plant_simulation_config, + } + + prob = om.Problem() + resource_comp = MeteosatPrimeMeridianTMYSolarAPI( + plant_config=plant_config, + resource_config=plant_config["site"]["resources"]["solar_resource"]["resource_parameters"], + driver_config={}, + ) + + prob.model.add_subsystem("solar_resource", resource_comp, promotes=["*"]) + prob.model.add_subsystem("pv_perf", pysam_performance_model, promotes=["*"]) + prob.setup() + prob.run_model() + + aep = prob.get_val("pv_perf.annual_energy", units="MW*h/year")[0] + + with subtests.test("AEP"): + assert pytest.approx(aep, rel=1e-6) == 510709.633402 + + with subtests.test("Site latitude"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lat", 0) + assert pytest.approx(resource_lat, rel=1e-3) == tmy_site_config["latitude"] + + with subtests.test("Site longitude"): + resource_lat = prob.get_val("pv_perf.solar_resource_data").get("site_lon", 0) + assert pytest.approx(resource_lat, rel=1e-3) == tmy_site_config["longitude"] diff --git a/resource_files/solar/-27.3649_152.67935_2013_himawari7_v3_60min_utc_tz.csv b/resource_files/solar/-27.3649_152.67935_2013_himawari7_v3_60min_utc_tz.csv new file mode 100644 index 000000000..2e12854b2 --- /dev/null +++ b/resource_files/solar/-27.3649_152.67935_2013_himawari7_v3_60min_utc_tz.csv @@ -0,0 +1,8763 @@ +Source,Location ID,City,State,Country,Latitude,Longitude,Time Zone,Elevation,Local Time Zone,Clearsky DHI Units,Clearsky DNI Units,Clearsky GHI Units,Dew Point Units,DHI Units,DNI Units,GHI Units,Solar Zenith Angle Units,Temperature Units,Pressure Units,Relative Humidity Units,Precipitable Water Units,Wind Direction Units,Wind Speed Units,Cloud Type -15,Cloud Type 0,Cloud Type 1,Cloud Type 2,Cloud Type 3,Cloud Type 4,Cloud Type 5,Cloud Type 6,Cloud Type 7,Cloud Type 8,Cloud Type 9,Cloud Type 10,Cloud Type 11,Cloud Type 12,Fill Flag 0,Fill Flag 1,Fill Flag 2,Fill Flag 3,Fill Flag 4,Fill Flag 5,Surface Albedo Units,Version 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Zone,Elevation,Local Time Zone,Clearsky DHI Units,Clearsky DNI Units,Clearsky GHI Units,Dew Point Units,DHI Units,DNI Units,GHI Units,Solar Zenith Angle Units,Temperature Units,Pressure Units,Relative Humidity Units,Precipitable Water Units,Wind Direction Units,Wind Speed Units,Cloud Type -15,Cloud Type 0,Cloud Type 1,Cloud Type 2,Cloud Type 3,Cloud Type 4,Cloud Type 5,Cloud Type 6,Cloud Type 7,Cloud Type 8,Cloud Type 9,Cloud Type 10,Cloud Type 11,Cloud Type 12,Fill Flag 0,Fill Flag 1,Fill Flag 2,Fill Flag 3,Fill Flag 4,Fill Flag 5,Surface Albedo Units,Version +NSRDB,734994,-,-,-,41.89,12.42,0,68,1,w/m2,w/m2,w/m2,c,w/m2,w/m2,w/m2,Degree,c,mbar,%,cm,Degrees,m/s,N/A,Clear,Probably Clear,Fog,Water,Super-Cooled Water,Mixed,Opaque Ice,Cirrus,Overlapping,Overshooting,Unknown,Dust,Smoke,N/A,Missing Image,Low Irradiance,Exceeds Clearsky,Missing CLoud Properties,Rayleigh Violation,N/A,4.0.0 +Year,Month,Day,Hour,Minute,Temperature,Alpha,Aerosol Optical Depth,Asymmetry,Clearsky DHI,Clearsky DNI,Clearsky GHI,Cloud Type,Dew Point,DHI,DNI,Fill Flag,GHI,Solar Zenith Angle,Surface Albedo,Precipitable Water,Relative Humidity,Pressure,Wind Direction,Wind Speed +2008,1,1,0,30,3,1.16,0.057,0.63,0,0,0,0,1,0,0,0,0,155.32,0.13,0.8,86.69,1007,46,2.5 +2008,1,1,1,30,2.7,1.22,0.055,0.63,0,0,0,1,0.6000000000000001,0,0,0,0,145.94,0.13,0.7000000000000001,86.32000000000001,1007,46,2.5 +2008,1,1,2,30,2.3000000000000003,1.28,0.051000000000000004,0.63,0,0,0,0,0.2,0,0,0,0,135.21,0.13,0.7000000000000001,85.87,1007,46,2.4000000000000004 +2008,1,1,3,30,2,1.34,0.047,0.63,0,0,0,0,-0.4,0,0,0,0,124.08,0.13,0.7000000000000001,83.93,1007,46,2.4000000000000004 +2008,1,1,4,30,1.9000000000000001,1.3900000000000001,0.043000000000000003,0.63,0,0,0,0,-1,0,0,0,0,113,0.13,0.6000000000000001,81.21000000000001,1007,46,2.4000000000000004 +2008,1,1,5,30,1.8,1.42,0.041,0.63,0,0,0,0,-1.4000000000000001,0,0,0,0,102.25,0.13,0.6000000000000001,79.04,1007,46,2.4000000000000004 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+2008,1,1,13,30,9.4,1.35,0.045,0.63,59,788,301,7,-4.4,130,23,0,137,72.12,0.13,0.6000000000000001,37.410000000000004,1007,33,3.7 +2008,1,1,14,30,7.2,1.37,0.047,0.63,46,640,167,0,-3.4000000000000004,46,640,0,167,79.10000000000001,0.13,0.6000000000000001,46.89,1007,32,2.9000000000000004 +2008,1,1,15,30,5,1.3,0.057,0.63,18,248,29,0,-2.2,18,248,0,29,87.52,0.13,0.6000000000000001,59.480000000000004,1008,32,2.3000000000000003 +2008,1,1,16,30,4.2,1.31,0.062,0.63,0,0,0,0,-2.3000000000000003,0,0,0,0,97.54,0.13,0.7000000000000001,62.43,1008,37,2.4000000000000004 +2008,1,1,17,30,3.6,1.34,0.065,0.63,0,0,0,5,-2.2,0,0,0,0,108.04,0.13,0.7000000000000001,65.62,1009,43,2.2 +2008,1,1,18,30,3,1.37,0.065,0.63,0,0,0,4,-2.1,0,0,0,0,119,0.13,0.7000000000000001,69.03,1009,47,2 +2008,1,1,19,30,2.5,1.3900000000000001,0.065,0.63,0,0,0,0,-2.1,0,0,0,0,130.14000000000001,0.13,0.7000000000000001,71.89,1009,49,1.8 +2008,1,1,20,30,2.1,1.41,0.067,0.63,0,0,0,0,-2.1,0,0,0,0,141.12,0.13,0.7000000000000001,74,1009,52,1.7000000000000002 +2008,1,1,21,30,2,1.42,0.069,0.63,0,0,0,4,-2,0,0,0,0,151.29,0.13,0.8,74.57000000000001,1009,56,1.5 +2008,1,1,22,30,1.8,1.42,0.07,0.63,0,0,0,7,-2,0,0,0,0,159.01,0.13,0.8,75.75,1008,59,1.5 +2008,1,1,23,30,1.6,1.44,0.07,0.63,0,0,0,7,-2.1,0,0,0,0,160.8,0.13,0.8,76.47,1008,61,1.5 +2008,1,2,0,30,1.2000000000000002,1.45,0.07100000000000001,0.63,0,0,0,0,-2.2,0,0,0,0,155.32,0.13,0.8,78.34,1008,64,1.5 +2008,1,2,1,30,0.9,1.46,0.07,0.63,0,0,0,0,-2.3000000000000003,0,0,0,0,145.97,0.13,0.8,79.36,1008,66,1.5 +2008,1,2,2,30,0.6000000000000001,1.47,0.07,0.63,0,0,0,0,-2.5,0,0,0,0,135.25,0.13,0.8,79.98,1008,68,1.5 +2008,1,2,3,30,0.4,1.47,0.07100000000000001,0.63,0,0,0,0,-2.5,0,0,0,0,124.12,0.13,0.8,80.65,1008,69,1.5 +2008,1,2,4,30,0.30000000000000004,1.48,0.07200000000000001,0.63,0,0,0,0,-2.6,0,0,0,0,113.03,0.13,0.8,81.04,1008,73,1.6 +2008,1,2,5,30,0.2,1.48,0.074,0.63,0,0,0,0,-2.6,0,0,0,0,102.28,0.13,0.8,81.29,1008,78,1.6 +2008,1,2,6,30,1.2000000000000002,1.48,0.076,0.63,0,0,0,1,-2.7,0,0,0,0,92.14,0.13,0.8,75.45,1008,83,1.7000000000000002 +2008,1,2,7,30,3.7,1.48,0.079,0.63,39,444,94,2,-1.9000000000000001,30,0,7,30,82.83,0.13,0.8,66.68,1008,91,2.3000000000000003 +2008,1,2,8,30,6.300000000000001,1.47,0.084,0.63,63,655,232,4,-1.8,33,0,0,33,75.06,0.13,0.9,56.15,1008,109,2.6 +2008,1,2,9,30,8,1.46,0.088,0.63,76,752,344,2,-1.6,211,70,0,237,69.13,0.13,0.9,50.9,1008,141,2.3000000000000003 +2008,1,2,10,30,9,1.46,0.093,0.63,84,787,409,2,-0.8,245,78,0,278,65.6,0.13,1,50.1,1007,173,2.2 +2008,1,2,11,30,9.3,1.46,0.098,0.63,87,784,420,5,-0.7000000000000001,250,61,0,276,64.91,0.13,1.1,49.800000000000004,1007,192,2.1 +2008,1,2,12,30,9.200000000000001,1.41,0.132,0.63,94,715,372,2,-0.6000000000000001,225,46,0,243,67.13,0.13,1.1,50.410000000000004,1007,200,2 +2008,1,2,13,30,8.6,1.42,0.133,0.63,83,638,280,4,-0.5,57,0,0,57,71.99,0.13,1.1,52.95,1006,196,1.6 +2008,1,2,14,30,7,1.43,0.134,0.63,61,473,152,4,0.7000000000000001,20,0,0,20,78.97,0.13,1.2000000000000002,64.18,1006,187,1.2000000000000002 +2008,1,2,15,30,5.6000000000000005,1.45,0.153,0.63,20,122,25,5,0.8,5,0,7,5,87.4,0.13,1.2000000000000002,71.21000000000001,1006,176,1.1 +2008,1,2,16,30,5,1.44,0.156,0.63,0,0,0,4,0.6000000000000001,0,0,0,0,97.4,0.13,1.2000000000000002,73.42,1006,158,1.3 +2008,1,2,17,30,4.5,1.44,0.161,0.63,0,0,0,7,0.9,0,0,0,0,107.9,0.13,1.3,77.69,1006,143,1.5 +2008,1,2,18,30,4.1000000000000005,1.42,0.169,0.63,0,0,0,4,1.2000000000000002,0,0,0,0,118.86,0.13,1.3,81.35000000000001,1006,134,1.6 +2008,1,2,19,30,4,1.3900000000000001,0.176,0.63,0,0,0,4,1.4000000000000001,0,0,0,0,130,0.13,1.4000000000000001,83.10000000000001,1006,128,1.7000000000000002 +2008,1,2,20,30,4.1000000000000005,1.35,0.18,0.63,0,0,0,4,1.5,0,0,0,0,140.98,0.13,1.4000000000000001,83,1006,125,1.9000000000000001 +2008,1,2,21,30,4.2,1.3,0.182,0.63,0,0,0,4,1.4000000000000001,0,0,0,0,151.15,0.13,1.5,81.84,1005,127,2.3000000000000003 +2008,1,2,22,30,4.7,1.24,0.183,0.63,0,0,0,4,1.3,0,0,0,0,158.88,0.13,1.5,78.8,1005,127,2.9000000000000004 +2008,1,2,23,30,5.1000000000000005,1.19,0.17400000000000002,0.63,0,0,0,4,1.4000000000000001,0,0,0,0,160.73,0.13,1.6,76.79,1005,124,3.7 +2008,1,3,0,30,5.2,1.18,0.161,0.63,0,0,0,4,1.3,0,0,0,0,155.31,0.13,1.6,75.94,1005,121,4.1000000000000005 +2008,1,3,1,30,5.2,1.18,0.14400000000000002,0.63,0,0,0,4,1.2000000000000002,0,0,0,0,145.99,0.13,1.6,75.25,1004,121,4.5 +2008,1,3,2,30,5.2,1.18,0.13,0.63,0,0,0,4,1.1,0,0,0,0,135.28,0.13,1.5,74.68,1004,121,4.7 +2008,1,3,3,30,5.1000000000000005,1.2,0.122,0.63,0,0,0,4,0.8,0,0,0,0,124.16,0.13,1.5,73.73,1004,116,4.800000000000001 +2008,1,3,4,30,5.1000000000000005,1.21,0.121,0.63,0,0,0,8,0.5,0,0,0,0,113.07000000000001,0.13,1.6,72.22,1003,112,4.7 +2008,1,3,5,30,5.300000000000001,1.21,0.122,0.63,0,0,0,7,0.4,0,0,0,0,102.31,0.13,1.6,70.79,1003,111,4.7 +2008,1,3,6,30,5.7,1.19,0.129,0.63,0,0,0,6,0.6000000000000001,0,0,0,0,92.16,0.13,1.6,69.82000000000001,1003,112,4.800000000000001 +2008,1,3,7,30,6.300000000000001,1.18,0.131,0.63,45,325,86,7,1.1,4,0,7,4,82.82000000000001,0.13,1.6,69.21000000000001,1004,113,4.9 +2008,1,3,8,30,6.800000000000001,1.18,0.128,0.63,74,559,219,7,1.4000000000000001,18,0,0,18,75.04,0.13,1.6,68.7,1004,112,4.9 +2008,1,3,9,30,7.6000000000000005,1.16,0.13,0.63,90,667,328,7,1.9000000000000001,150,23,0,158,69.08,0.13,1.6,66.97,1004,114,5.1000000000000005 +2008,1,3,10,30,8.3,1.2,0.136,0.63,100,710,394,7,2.3000000000000003,114,4,0,116,65.53,0.13,1.6,65.96000000000001,1004,116,5.4 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+2008,12,31,19,30,6.2,1.1400000000000001,0.153,0.65,0,0,0,5,2.9000000000000004,0,0,0,0,130.18,0.13,1.7000000000000002,79.2,1018,127,1.9000000000000001 +2008,12,31,20,30,6.2,1.08,0.14100000000000001,0.65,0,0,0,4,3.2,0,0,0,0,141.15,0.13,1.7000000000000002,81.32000000000001,1017,131,2 +2008,12,31,21,30,6.6000000000000005,1.04,0.14200000000000002,0.65,0,0,0,4,3.9000000000000004,0,0,0,0,151.32,0.13,1.8,82.78,1017,132,2.1 +2008,12,31,22,30,7.1000000000000005,1.02,0.14,0.65,0,0,0,7,4.7,0,0,0,0,159.03,0.13,1.9000000000000001,84.51,1016,134,2.4000000000000004 +2008,12,31,23,30,7.6000000000000005,1,0.13,0.65,0,0,0,4,5.5,0,0,0,0,160.82,0.13,1.9000000000000001,86.44,1016,138,2.6 From 70145dca8247d738a42b9755a071493935d35bc3 Mon Sep 17 00:00:00 2001 From: John Jasa Date: Mon, 1 Dec 2025 11:49:44 -0700 Subject: [PATCH 64/79] Pin jupyter-book version in pyproject.toml --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 938309f5d..06352acc2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -102,7 +102,7 @@ develop = [ "pytest-subtests", "responses", "Plotly", - "jupyter-book", + "jupyter-book<2", "sphinxcontrib-napoleon" ] examples = ["jupyterlab"] From 8f61b244622e07ca38ffdb5da2739c29c7bb93b4 Mon Sep 17 00:00:00 2001 From: Jared Thomas Date: Tue, 2 Dec 2025 13:36:13 -0700 Subject: [PATCH 65/79] Fix typo in CONTRIBUTING.md note section (#383) --- docs/CONTRIBUTING.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md index 48f2c152b..8aab93b63 100644 --- a/docs/CONTRIBUTING.md +++ b/docs/CONTRIBUTING.md @@ -40,7 +40,7 @@ In addition to generating the documentation, be sure to check the results by ope path in your browser: `file:////H2Integrate/docs/_build/html/index.html`. ```{note} -If the browser appears to be out of date from what you expected to built, please try the following, roughly in order: +If the browser appears to be out of date from what you expected to be built, please try the following, roughly in order: 1. Reload the page a few times 2. Clear your browser's cache and open the page again. 3. Delete the `_build` folder and rebuild the docs From 2fa822bb2eec12931077657afc1948197404ec73 Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Tue, 2 Dec 2025 17:09:45 -0600 Subject: [PATCH 66/79] Load Demand Component (#328) * added flexible load demand component * Update h2integrate/core/load_demand.py clean up ramping constraint flexibility Co-authored-by: John Jasa * change upper bound on some demand inputs * Minor changes to flexible demand * minor change from feedback * added flexibility constraints as inputs to load demand * updated recorder * cherry-pick smash; fix bad merging * updated load demand inputs and outputs to align with controllers * removed lines in pose_optimization that arent relevant to this PR * aligned demand input naming * updated ex 19 to define demand w load_demand component * minor change to validator in demand openloop controller * moved and renamed controllers * reverted changes to example 19 * added some docstrings to converter openloop controllers * added some more minor docstrings * inheritance reorg * rename files * move tests * converter test * homogenize naming * docstrings * docs * example * remove unused files * flexible example * added unit tests for flexible demand * minor updates to docs for flexible load * Fix desc for ramp up * added rated_commodity_demand as input to flexible demand controller * docs reorg * typo * minor updates to comments and docstrings [skip ci] * Modifications based on PR feedback --------- Co-authored-by: elenya-grant <116225007+elenya-grant@users.noreply.github.com> Co-authored-by: John Jasa Co-authored-by: John Jasa --- CHANGELOG.md | 1 + docs/_toc.yml | 4 +- docs/control/control_overview.md | 40 +- docs/control/figures/flex_demand_fig.png | Bin 0 -> 47752 bytes docs/control/open-loop_controllers.md | 118 ++++ docs/control/pyomo_controllers.md | 16 + .../simple_generic_storage.md | 2 +- docs/technology_models/technology_overview.md | 14 +- .../tech_config_co2h.yaml | 4 +- .../hydrogen_dispatch.ipynb | 8 +- .../inputs/tech_config.yaml | 2 +- examples/16_natural_gas/tech_config.yaml | 2 +- examples/19_simple_dispatch/tech_config.yaml | 2 +- .../driver_config.yaml | 5 + .../flexible_demand_tech_config.yaml | 118 ++++ .../23_solar_wind_ng_demand/plant_config.yaml | 120 ++++ .../run_solar_wind_ng_demand.py | 102 +++ .../solar_wind_ng_demand.yaml | 7 + .../solar_wind_ng_flexible_demand.yaml | 7 + .../23_solar_wind_ng_demand/tech_config.yaml | 112 ++++ .../control_strategies/converters/__init__.py | 0 .../converters/demand_openloop_controller.py | 74 +++ .../flexible_demand_openloop_controller.py | 301 +++++++++ .../demand_openloop_controller.py | 120 ++++ .../passthrough_openloop_controller.py | 81 +++ .../control_strategies/storage/__init__.py | 0 .../demand_openloop_controller.py} | 266 +++----- .../control/test}/inputs/tech_config.yaml | 0 .../control/test/test_openloop_controllers.py | 597 ++++++++++++++++++ .../control/test}/test_pyomo_controllers.py | 0 h2integrate/core/h2integrate_model.py | 2 - h2integrate/core/supported_models.py | 20 +- .../storage/battery/test/test_battery_cost.py | 12 +- .../test_open_loop_controllers.py | 318 ---------- 34 files changed, 1937 insertions(+), 538 deletions(-) create mode 100644 docs/control/figures/flex_demand_fig.png create mode 100644 docs/control/open-loop_controllers.md create mode 100644 docs/control/pyomo_controllers.md create mode 100644 examples/23_solar_wind_ng_demand/driver_config.yaml create mode 100644 examples/23_solar_wind_ng_demand/flexible_demand_tech_config.yaml create mode 100644 examples/23_solar_wind_ng_demand/plant_config.yaml create mode 100644 examples/23_solar_wind_ng_demand/run_solar_wind_ng_demand.py create mode 100644 examples/23_solar_wind_ng_demand/solar_wind_ng_demand.yaml create mode 100644 examples/23_solar_wind_ng_demand/solar_wind_ng_flexible_demand.yaml create mode 100644 examples/23_solar_wind_ng_demand/tech_config.yaml create mode 100644 h2integrate/control/control_strategies/converters/__init__.py create mode 100644 h2integrate/control/control_strategies/converters/demand_openloop_controller.py create mode 100644 h2integrate/control/control_strategies/converters/flexible_demand_openloop_controller.py create mode 100644 h2integrate/control/control_strategies/demand_openloop_controller.py create mode 100644 h2integrate/control/control_strategies/passthrough_openloop_controller.py create mode 100644 h2integrate/control/control_strategies/storage/__init__.py rename h2integrate/control/control_strategies/{openloop_controllers.py => storage/demand_openloop_controller.py} (60%) rename {tests/h2integrate/test_controllers => h2integrate/control/test}/inputs/tech_config.yaml (100%) create mode 100644 h2integrate/control/test/test_openloop_controllers.py rename {tests/h2integrate/test_controllers => h2integrate/control/test}/test_pyomo_controllers.py (100%) delete mode 100644 tests/h2integrate/test_controllers/test_open_loop_controllers.py diff --git a/CHANGELOG.md b/CHANGELOG.md index e7a64c168..d0ae7ede0 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -33,6 +33,7 @@ - Added standalone iron mine performance and cost model - Added solar resource models for Meteosat Prime Meridian and Himawari datasets available through NSRDB - Improved readability of the postprocessing printout by simplifying numerical representation, especially for years +- Add open-loop load demand controllers: `DemandOpenLoopConverterController` and `FlexibleDemandOpenLoopConverterController` ## 0.4.0 [October 1, 2025] diff --git a/docs/_toc.yml b/docs/_toc.yml index 2543be3bd..71cff2ed8 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -53,7 +53,9 @@ parts: - caption: Control chapters: - - file: control/control_overview.md + - file: control/control_overview + - file: control/open-loop_controllers + - file: control/pyomo_controllers - caption: Finance Models chapters: diff --git a/docs/control/control_overview.md b/docs/control/control_overview.md index 86a710cfa..9af1d1c83 100644 --- a/docs/control/control_overview.md +++ b/docs/control/control_overview.md @@ -1,37 +1,23 @@ # Control Overview -There are two different systematic approaches, or frameworks, in H2Integrate for control: [open-loop](open-loop-control) and [pyomo](pyomo-control). These two frameworks are useful in different situations and have different impacts on the system and control strategies that can be implemented. Both control frameworks are focused on dispatching storage technologies and as such can currently only be used on storage technologies. However, we plan to extend them to work more generally as system controllers, and even though the controllers must be placed on storage technologies for now, they behave somewhat like system controllers in that they may curtail/discard commodity amounts exceeding the needs of the storage technology and the specified demand. However, any unused commodity may be connected to another down-stream component to avoid actual curtailment. +There are two different systematic approaches, or frameworks, in H2Integrate for control: [open-loop](#open-loop-control) and [pyomo](#pyomo-control). These two frameworks are useful in different situations and have different impacts on the system and control strategies that can be implemented. Both control frameworks are focused on technology-level dispatching. The open-loop framework has logic that is applicable to both storage technologies and converter technologies and the pyomo framework is currently applicable to storage technologies. However, we plan to extend them to work more generally as system controllers. Although the controllers are not operating at the system-level for now, they behave somewhat like system controllers in that they may curtail/discard commodity amounts exceeding the needs of the storage technology and the specified demand. However, any unused commodity may be connected to another down-stream component to avoid actual curtailment. -(open-loop-control)= +(open-loop-control-framework)= ## Open-loop control framework -The first approach, open-loop control, assumes no feedback of any kind to the controller. The open-loop framework does not require a detailed performance model and can essentially act as the performance model in the absence of a dedicated performance model for a given storage technology. The open-loop framework establishes a control component that runs the control and passes out information about storage dispatch, state of charge (SOC), etc. +The first approach, [open-loop control](#open-loop-control), assumes no feedback of any kind to the controller. The open-loop framework does not require a detailed technology performance model and can essentially act as the performance model. The open-loop framework establishes a control component that runs the control and passes out information about `_unmet_demand`, `unused_`, `_out`, and `total__unmet_demand`. -An example of an N2 diagram for a system using the open-loop control framework for hydrogen storage and dispatch is shown below ([click here for an interactive version](./figures/open-loop-n2.html)). Note that the hydrogen out going into the finance model is coming from the control component. +Supported controllers: +- [`pass_through_controller`](#pass-through-controller) +- [`demand_open_loop_storage_controller`](#demand-open-loop-storage-controller) +- [`demand_open_loop_converter_controller`](#demand-open-loop-converter-controller) +- [`flexible_demand_open_loop_converter_controller`](#flexible-demand-open-loop-converter-controller) -![](./figures/open-loop-n2.png) -The open-loop framework currently supports only two control strategy, `pass_through_controller`, and `demand_open_loop_controller`. The `pass_through_controller` simply directly passes the input commodity flow to the output without any modifications. It is useful for testing, as a placeholder for more complex controllers, and for maintaining consistency between controlled and uncontrolled frameworks as this 'controller' does not alter the system output in any way. The `demand_open_loop_controller` uses simple logic to dispatch the storage technology when demand is higher than commodity generation and charges the storage technology when the commodity generation exceeds demand, both cases depending on the storage technology's state of charge. For the `demand_open_loop_controller`, the storage state of charge is an estimate in the control logic and is not informed in any way by the storage technology performance model. - -For examples of how to use the open-loop control framework, see the following: -- For the `pass_through_controller` - - `examples/01_onshore_steel_mn` - - `examples/02_texas_ammonia` - - `examples/12_ammonia_synloop` -- For the `demand_open_loop_controller` - - `examples/14_wind_hydrogen_dispatch/` - - `examples/19_simple_dispatch/` - -(pyomo-control)= +(pyomo-control-framework)= ## Pyomo control framework -[Pyomo](https://www.pyomo.org/about) is an open-source optimization software package. It is used in H2Integrate to facilitate modeling and solving control problems, specifically to determine optimal dispatch strategies for dispatchable technologies. - -The second systematic control approach, pyomo control, allows for the possibility of feedback control at specified intervals, but can also be used for open-loop control if desired. In the pyomo control framework in H2Integrate, each technology can have control rules associated with them that are in turn passed to the pyomo control component, which is owned by the storage technology. The pyomo control component combines the technology rules into a single pyomo model, which is then passed to the storage technology performance model inside a callable dispatch function. The dispatch function also accepts a simulation method from the performance model and iterates between the pyomo model for dispatch commands and the performance simulation function to simulated performance with the specified commands. The dispatch function runs in specified time windows for dispatch and performance until the whole simulation time has been run. - -An example of an N2 diagram for a system using the pyomo control framework for hydrogen storage and dispatch is shown below ([click here for an interactive version](./figures/pyomo-n2.html)). Note the control rules being passed to the dispatch component and the dispatch function, containing the full pyomo model, being passed to the performance model for the battery/storage technology. Another important thing to recognize, in contrast to the open-loop control framework, is that the storage technology outputs (commodity out, SOC, unused commodity, etc) are passed out of the performance model when using the Pyomo control framework rather than from the control component. - -![](./figures/pyomo-n2.png) +The second systematic control approach, [pyomo control](#pyomo-control), allows for the possibility of feedback control at specified intervals, but can also be used for open-loop control if desired. [Pyomo](https://www.pyomo.org/about) is an open-source optimization software package. It is used in H2Integrate to facilitate modeling and solving control problems, specifically to determine optimal dispatch strategies for dispatchable technologies. -The pyomo control framework currently supports only a simple heuristic method, `heuristic_load_following_controller`, but we plan to extend the framework to be able to run a full dispatch optimization using a pyomo solver. When using the pyomo framework, a `dispatch_rule_set` for each technology connected to the storage technology must also be specified. These will typically be `pyomo_dispatch_generic_converter` for generating technologies, and `pyomo_dispatch_generic_storage` for storage technologies. More complex rule sets may be developed as needed. +In the pyomo control framework in H2Integrate, each technology can have control rules associated with them that are in turn passed to the pyomo control component, which is owned by the storage technology. The pyomo control component combines the technology rules into a single pyomo model, which is then passed to the storage technology performance model inside a callable dispatch function. The dispatch function also accepts a simulation method from the performance model and iterates between the pyomo model for dispatch commands and the performance simulation function to simulated performance with the specified commands. The dispatch function runs in specified time windows for dispatch and performance until the whole simulation time has been run. -For an example of how to use the pyomo control framework with the `heuristic_load_following_controller`, see -- `examples/18_pyomo_heuristic_wind_battery_dispatch` +Supported controllers: +- [`heuristic_load_following_controller`](#heuristic-load-following-controller) diff --git a/docs/control/figures/flex_demand_fig.png b/docs/control/figures/flex_demand_fig.png new file mode 100644 index 0000000000000000000000000000000000000000..14660cb9f4024e129373238177feabbd81e4565b GIT binary patch literal 47752 zcmce;WmHz}*Y=AdAX19bE#2KEN=k!tNq2W6C`gym4FUqv-5t{1-Q8XLT=)Op&wj>! z_Lp~$@xG41khr+kxz3pLIDT_30_9}HP+s7^fPsNQkq{SFfPr}$3)9;;+Ni0~X zP`6x6jz8=&n~X7>rqTGd*;v@nJTvVYrp#(QV4s&|n&AJA_~r9wPrtmg!Cwp|6?!z5yyf_um{T%7U&Mb*&9?!=>%9N#>-6FKG&m>D_g97?TOD!ba&T48n z5)u;S<>g=3?v`#f8ZKtcVG6Vx5}v@qJ6xB=YP(TO#?T@DG~sVuQOb36eScHx@>BdV 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b/docs/control/open-loop_controllers.md new file mode 100644 index 000000000..dbf1fb110 --- /dev/null +++ b/docs/control/open-loop_controllers.md @@ -0,0 +1,118 @@ +(open-loop-control)= +# Open-Loop Controllers + +## Open-Loop Storage Controllers +The open-loop storage controllers can be attached as the control strategy in the `tech_config` for various storage converters (e.g., battery or hydrogen storage). There are two controller types for storage: +1. Pass-through Controller - passes the commodity flow to the output without any modification +2. Demand Open-Loop Storage Controller - uses simple logic to attempt to meet demand using the storage technology. + +(pass-through-controller)= +### Pass-Through Controller +The `pass_through_controller` simply directly passes the input commodity flow to the output without any modifications. It is useful for testing, as a placeholder for more complex controllers, and for maintaining consistency between controlled and uncontrolled frameworks as this 'controller' does not alter the system output in any way. + +For examples of how to use the `pass_through_controller` open-loop control framework, see the following: +- `examples/01_onshore_steel_mn` +- `examples/02_texas_ammonia` +- `examples/12_ammonia_synloop` + +(demand-open-loop-storage-controller)= +### Demand Open-Loop Storage Controller +The `demand_open_loop_storage_controller` uses simple logic to dispatch the storage technology when demand is higher than commodity generation and charges the storage technology when the commodity generation exceeds demand, both cases depending on the storage technology's state of charge. For the `demand_open_loop_storage_controller`, the storage state of charge is an estimate in the control logic and is not informed in any way by the storage technology performance model. + +An example of an N2 diagram for a system using the open-loop control framework for hydrogen storage and dispatch is shown below ([click here for an interactive version](./figures/open-loop-n2.html)). Note that the hydrogen out going into the finance model is coming from the control component. + +![](./figures/open-loop-n2.png) + +For examples of how to use the `demand_open_loop_storage_controller` open-loop control framework, see the following: +- `examples/14_wind_hydrogen_dispatch/` +- `examples/19_simple_dispatch/` + +## Open-Loop Converter Controllers + +Open-loop converter controllers define rule-based logic for meeting commodity demand profiles without using dynamic system feedback. These controllers operate independently at each timestep. + +This page documents two core controller types: +1. Demand Open-Loop Converter Controller — meets a fixed demand profile. +2. Flexible Demand Open-Loop Converter Controller — adjusts demand up or down within flexible bounds. + +(demand-open-loop-converter-controller)= +### Demand Open-Loop Converter Controller +The `demand_open_loop_converter_controller` allocates commodity input to meet a defined demand profile. It does not contain energy storage logic, only **instantaneous** matching of supply and demand. + +The controller computes each value per timestep: +- Unmet demand (non-zero when supply < demand, otherwise 0.) +- Unused commodity (non-zero when supply > demand, otherwise 0.) +- Delivered output (commodity supplied to demand sink) + +This provides a simple baseline for understanding supply–demand balance before adding complex controls. + +#### Configuration +The controller is defined within the `tech_config` and requires these inputs. + +| Field | Type | Description | +| ----------------- | -------------- | ------------------------------------- | +| `commodity_name` | `str` | Commodity name (e.g., `"hydrogen"`). | +| `commodity_units` | `str` | Units (e.g., `"kg/h"`). | +| `demand_profile` | scalar or list | Timeseries demand or constant demand. | + +```yaml +control_strategy: + model: demand_open_loop_converter_controller +model_inputs: + control_parameters: + commodity_name: hydrogen + commodity_units: kg/h + demand_profile: [10, 10, 12, 15, 14] +``` +For an example of how to use the `demand_open_loop_converter_controller` open-loop control framework, see the following: +- `examples/23_solar_wind_ng_demand` + +(flexible-demand-open-loop-converter-controller)= +### Flexible Demand Open-Loop Converter Controller +The `flexible_demand_open_loop_converter_controller` extends the fixed-demand controller by allowing the actual demand to flex up or down within defined bounds. This is useful for demand-side management scenarios where: +- Processes can defer demand (e.g., flexible industrial loads) +- The system requires demand elasticity without dynamic optimization + +The controller computes: +- Flexible demand (clamped within allowable ranges) +- Unmet flexible demand +- Unused commodity +- Delivered output + +Everything remains open-loop no storage, no intertemporal coupling. + +For an example of how to use the `flexible_demand_open_loop_converter_controller` open-loop control framework, see the following: +- `examples/23_solar_wind_ng_demand` + +The flexible demand component takes an input commodity production profile, the maximum demand profile, and various constraints (listed below), and creates a "flexible demand profile" that follows the original input commodity production profile while satisfying varying constraint. +Please see the figure below for an example of how the flexible demand profile can vary from the original demand profile based on the input commodity production profile and the ramp rates. +The axes are unlabeled to allow for generalization to any commodity and unit type. + +| ![Flexible Demand Example](figures/flex_demand_fig.png) | +|-| + + +#### Configuration +The flexible demand controller is defined within the `tech_config` with the following parameters: + +| Field | Type | Description | +| ------------------- | -------------- | -------------------------------------------- | +| `commodity_name` | `str` | Commodity name. | +| `commodity_units` | `str` | Units for all values. | +| `demand_profile` | scalar or list | Default (nominal) demand profile. | +| `turndown_ratio` | float | Minimum fraction of baseline demand allowed. | +| `ramp_down_rate_fraction` | float | Maximum ramp-down rate per timestep expressed as a fraction of baseline demand. | +| `ramp_up_rate_fraction` | float | Maximum ramp-up rate per timestep expressed as a fraction of baseline demand. | +| `min_utilization` | float | Minimum total fraction of baseline demand that must be met over the entire simulation. | + +```yaml +model_inputs: + control_parameters: + commodity_name: hydrogen + commodity_units: kg/h + demand_profile: [10, 12, 10, 8] + turndown_ratio: 0.1 + ramp_down_rate_fraction: 0.5 + ramp_up_rate_fraction: 0.5 + min_utilization: 0 +``` diff --git a/docs/control/pyomo_controllers.md b/docs/control/pyomo_controllers.md new file mode 100644 index 000000000..e0766b5d2 --- /dev/null +++ b/docs/control/pyomo_controllers.md @@ -0,0 +1,16 @@ +(pyomo-control)= +# Pyomo control framework +[Pyomo](https://www.pyomo.org/about) is an open-source optimization software package. It is used in H2Integrate to facilitate modeling and solving control problems, specifically to determine optimal dispatch strategies for dispatchable technologies. + +Pyomo control, allows for the possibility of feedback control at specified intervals, but can also be used for open-loop control if desired. In the pyomo control framework in H2Integrate, each technology can have control rules associated with them that are in turn passed to the pyomo control component, which is owned by the storage technology. The pyomo control component combines the technology rules into a single pyomo model, which is then passed to the storage technology performance model inside a callable dispatch function. The dispatch function also accepts a simulation method from the performance model and iterates between the pyomo model for dispatch commands and the performance simulation function to simulated performance with the specified commands. The dispatch function runs in specified time windows for dispatch and performance until the whole simulation time has been run. + +An example of an N2 diagram for a system using the pyomo control framework for hydrogen storage and dispatch is shown below ([click here for an interactive version](./figures/pyomo-n2.html)). Note the control rules being passed to the dispatch component and the dispatch function, containing the full pyomo model, being passed to the performance model for the battery/storage technology. Another important thing to recognize, in contrast to the open-loop control framework, is that the storage technology outputs (commodity out, SOC, unused commodity, etc) are passed out of the performance model when using the Pyomo control framework rather than from the control component. + +![](./figures/pyomo-n2.png) + +(heuristic-load-following-controller)= +## Heuristic Load Following Controller +The pyomo control framework currently supports only a simple heuristic method, `heuristic_load_following_controller`, but we plan to extend the framework to be able to run a full dispatch optimization using a pyomo solver. When using the pyomo framework, a `dispatch_rule_set` for each technology connected to the storage technology must also be specified. These will typically be `pyomo_dispatch_generic_converter` for generating technologies, and `pyomo_dispatch_generic_storage` for storage technologies. More complex rule sets may be developed as needed. + +For an example of how to use the pyomo control framework with the `heuristic_load_following_controller`, see +- `examples/18_pyomo_heuristic_wind_battery_dispatch` diff --git a/docs/technology_models/simple_generic_storage.md b/docs/technology_models/simple_generic_storage.md index 8d29434c7..cc31123eb 100644 --- a/docs/technology_models/simple_generic_storage.md +++ b/docs/technology_models/simple_generic_storage.md @@ -7,7 +7,7 @@ The Simple Generic Storage model provides a flexible framework for modeling vari The Simple Generic Storage model consists of two main components: 1. **SimpleGenericStorage**: A minimal component that defines the input interface for the storage system -2. **DemandOpenLoopController**: The core logic component that handles storage operations, state of charge calculations, and resource management +2. **DemandOpenLoopStorageController**: The core logic component that handles storage operations, state of charge calculations, and resource management This architecture allows the storage system to work with any resource type by simply configuring the resource name and units, making it quite versatile. diff --git a/docs/technology_models/technology_overview.md b/docs/technology_models/technology_overview.md index 610967676..6b7faf9ef 100644 --- a/docs/technology_models/technology_overview.md +++ b/docs/technology_models/technology_overview.md @@ -88,7 +88,9 @@ Connection: `[source_tech, dest_tech, transport_commodity, transport_technology] | Controller | Control Method | | :----------------------------- | :---------------: | | `pass_through_controller` | open-loop control. directly passes the input resource flow to the output without any modifications | -| `demand_open_loop_controller` | open-loop control. manages resource flow based on demand and storage constraints | +| `demand_open_loop_storage_controller` | open-loop control. manages resource flow based on demand and storage constraints | +| `demand_open_loop_converter_controller` | open-loop control. manages resource flow based on demand constraints | +| `flexible_demand_open_loop_converter_controller` | open-loop control. manages resource flow based on demand and flexibility constraints | | `heuristic_load_following_controller` | open-loop control that works on a time window basis to set dispatch commands. Uses pyomo | # Technology Models Overview @@ -252,6 +254,10 @@ Below summarizes the available performance, cost, and financial models for each (control-models)= ## Control Models -- `pass_through_controller` -- `demand_open_loop_controller` -- `heuristic_load_following_controller` +- `'pass_through_controller'` +- Storage Controllers: + - `'demand_open_loop_storage_controller'` + - `'heuristic_load_following_controller'` +- Converter Controllers: + - `'demand_open_loop_converter_controller` + - `'flexible_demand_open_loop_converter_controller'` diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index d21a394c0..d412ccde2 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -51,7 +51,7 @@ technologies: cost_model: model: "generic_storage_cost" control_strategy: - model: "demand_open_loop_controller" + model: "demand_open_loop_storage_controller" model_inputs: shared_parameters: commodity_name: "hydrogen" @@ -104,7 +104,7 @@ technologies: cost_model: model: "generic_storage_cost" control_strategy: - model: "demand_open_loop_controller" + model: "demand_open_loop_storage_controller" model_inputs: shared_parameters: commodity_name: "co2" diff --git a/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb b/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb index 38f2732f9..80f6435b6 100644 --- a/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb +++ b/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb @@ -19,7 +19,7 @@ "technologies:\n", " h2_storage:\n", " control_strategy:\n", - " method: \"demand_open_loop_controller\"\n", + " method: \"demand_open_loop_storage_controller\"\n", " control_parameters:\n", " commodity_units: \"kg/h\"\n", " max_capacity: 60000.0 # kg\n", @@ -107,7 +107,7 @@ " hydrogen_in |791848.83895374| kg/h h2_storage.hydrogen_in \n", " rated_h2_production_kg_pr_hr [0.] kg/h h2_storage.rated_h2_production_kg_pr_hr \n", " efficiency [0.77728804] None h2_storage.efficiency \n", - " demand_open_loop_controller\n", + " demand_open_loop_storage_controller\n", " hydrogen_in |791848.83895374| kg/h h2_storage.hydrogen_in \n", " hydrogen_demand |467974.3582719| kg/h**2 h2_storage.hydrogen_demand \n", " finance_subgroup_default\n", @@ -134,7 +134,7 @@ " electrolyzer_to_h2_storage_pipe\n", " hydrogen_in |221.02084143| kg/s electrolyzer_to_h2_storage_pipe.hydrogen_in 1.95511557 \n", " h2_storage\n", - " demand_open_loop_controller\n", + " demand_open_loop_storage_controller\n", " hydrogen_in |795675.02916366| kg/h h2_storage.hydrogen_in 7038.41603938 \n", " hydrogen_demand_profile |467974.3582719| kg/h h2_storage.hydrogen_demand_profile 5000.0 \n", " h2_storage\n", @@ -232,7 +232,7 @@ " electrolyzer_to_h2_storage_pipe\n", " hydrogen_out |221.02084143| kg/s electrolyzer_to_h2_storage_pipe.hydrogen_out 1.95511557 \n", " h2_storage\n", - " demand_open_loop_controller\n", + " demand_open_loop_storage_controller\n", " hydrogen_out |440363.12307143| kg/h h2_storage.hydrogen_out 4507.31530924 \n", " hydrogen_soc |74.44964199| unitless h2_storage.hydrogen_soc 0.71454542 \n", " hydrogen_unused_commodity |381367.37795319| kg/h h2_storage.hydrogen_unused_commodity 2531.22977391 \n", diff --git a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml index beefd8ba6..1228fa326 100644 --- a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml +++ b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml @@ -61,7 +61,7 @@ technologies: cost_model: model: "lined_rock_cavern_h2_storage_cost" control_strategy: - model: "demand_open_loop_controller" + model: "demand_open_loop_storage_controller" model_inputs: shared_parameters: commodity_name: "hydrogen" diff --git a/examples/16_natural_gas/tech_config.yaml b/examples/16_natural_gas/tech_config.yaml index 1eda5611d..d14a761ca 100644 --- a/examples/16_natural_gas/tech_config.yaml +++ b/examples/16_natural_gas/tech_config.yaml @@ -36,7 +36,7 @@ technologies: cost_model: model: "atb_battery_cost" control_strategy: - model: "demand_open_loop_controller" + model: "demand_open_loop_storage_controller" model_inputs: shared_parameters: commodity_name: "electricity" diff --git a/examples/19_simple_dispatch/tech_config.yaml b/examples/19_simple_dispatch/tech_config.yaml index 0abee550f..264660ca8 100644 --- a/examples/19_simple_dispatch/tech_config.yaml +++ b/examples/19_simple_dispatch/tech_config.yaml @@ -35,7 +35,7 @@ technologies: cost_model: model: "atb_battery_cost" control_strategy: - model: "demand_open_loop_controller" + model: "demand_open_loop_storage_controller" model_inputs: shared_parameters: commodity_name: "electricity" diff --git a/examples/23_solar_wind_ng_demand/driver_config.yaml b/examples/23_solar_wind_ng_demand/driver_config.yaml new file mode 100644 index 000000000..4d9ffd9dd --- /dev/null +++ b/examples/23_solar_wind_ng_demand/driver_config.yaml @@ -0,0 +1,5 @@ +name: driver_config +description: This analysis runs a natural gas power plant + +general: + folder_output: outputs diff --git a/examples/23_solar_wind_ng_demand/flexible_demand_tech_config.yaml b/examples/23_solar_wind_ng_demand/flexible_demand_tech_config.yaml new file mode 100644 index 000000000..5741a9b11 --- /dev/null +++ b/examples/23_solar_wind_ng_demand/flexible_demand_tech_config.yaml @@ -0,0 +1,118 @@ +name: technology_config +description: This plant produces electricity with wind, solar, and a natural gas power plant to meet a fixed electrical load demand. + +technologies: + wind: + performance_model: + model: pysam_wind_plant_performance + cost_model: + model: atb_wind_cost + model_inputs: + performance_parameters: + num_turbines: 20 + turbine_rating_kw: 6000 + hub_height: 115 + rotor_diameter: 170 + create_model_from: default + config_name: WindPowerSingleOwner + pysam_options: + Farm: + wind_farm_wake_model: 0 + Losses: + ops_strategies_loss: 10.0 + layout: + layout_mode: basicgrid + layout_options: + row_D_spacing: 5.0 + turbine_D_spacing: 5.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: square + cost_parameters: + capex_per_kW: 1300 + opex_per_kW_per_year: 39 + cost_year: 2022 + + solar: + performance_model: + model: pysam_solar_plant_performance + cost_model: + model: atb_utility_pv_cost + model_inputs: + performance_parameters: + pv_capacity_kWdc: 100000 #100 MWdc + dc_ac_ratio: 1.34 + create_model_from: new + tilt_angle_func: none + tilt: 0 + pysam_options: + SystemDesign: + gcr: 0.3 + array_type: 2 + bifaciality: 0.65 + inv_eff: 96.0 + losses: 14.6 + module_type: 1 + azimuth: 180 + rotlim: 45 + SolarResource: + albedo_default: 0.2 + cost_parameters: + capex_per_kWac: 1193 + opex_per_kWac_per_year: 18 + cost_year: 2024 + + ng_feedstock: + performance_model: + model: feedstock_performance + cost_model: + model: feedstock_cost + model_inputs: + shared_parameters: + feedstock_type: natural_gas + units: MMBtu + performance_parameters: + rated_capacity: 750. #MMBtu + cost_parameters: + cost_year: 2023 + price: 4.2 #USD/MMBtu + annual_cost: 0. + start_up_cost: 0. + + natural_gas_plant: + performance_model: + model: natural_gas_performance + cost_model: + model: natural_gas_cost + model_inputs: + shared_parameters: + heat_rate_mmbtu_per_mwh: 7.5 # MMBtu/MWh - typical for NGCC + system_capacity_mw: 100. #MW + cost_parameters: + capex_per_kw: 1000 # $/kW - typical for NGCC + fixed_opex_per_kw_per_year: 10.0 # $/kW/year + variable_opex_per_mwh: 0.0 # $/MWh + cost_year: 2023 + + electrical_load_demand: + control_strategy: + model: flexible_demand_open_loop_converter_controller + model_inputs: + control_parameters: + commodity_name: electricity + commodity_units: kW + rated_demand: 100000 + demand_profile: 100000 #100 MW + turndown_ratio: 0.5 + ramp_down_rate_fraction: 0.1 + ramp_up_rate_fraction: 0.1 + min_utilization: 0 + + + combiner: + performance_model: + model: combiner_performance + model_inputs: + performance_parameters: + commodity: electricity + commodity_units: kW diff --git a/examples/23_solar_wind_ng_demand/plant_config.yaml b/examples/23_solar_wind_ng_demand/plant_config.yaml new file mode 100644 index 000000000..6cbe30bb7 --- /dev/null +++ b/examples/23_solar_wind_ng_demand/plant_config.yaml @@ -0,0 +1,120 @@ +name: plant_config +description: This plant is located in Texas, USA. + +site: + latitude: 30.6617 + longitude: -101.7096 + year: 2013 + + # array of polygons defining boundaries with x/y coords + boundaries: [ + { + x: [0.0, 1000.0, 1000.0, 0.0], + y: [0.0, 0.0, 100.0, 1000.0], + }, + { + x: [2000.0, 2500.0, 2000.0], + y: [2000.0, 2000.0, 2500.0], + } + ] + + resources: + wind_resource: + resource_model: wind_toolkit_v2_api + resource_parameters: + resource_year: 2013 + solar_resource: + resource_model: goes_aggregated_solar_v4_api + resource_parameters: + resource_year: 2013 + resource_dir: "../11_hybrid_energy_plant/tech_inputs/weather/solar" + resource_filename: "30.6617_-101.7096_psmv3_60_2013.csv" + + +# array of arrays containing left-to-right technology +# interconnections; can support bidirectional connections +# with the reverse definition. +# this will naturally grow as we mature the interconnected tech +technology_interconnections: [ + ["wind", "combiner", "electricity", "cable"], #source_tech, dest_tech, transport_item, transport_type = connection + ["solar", "combiner", "electricity", "cable"], + ["ng_feedstock", "natural_gas_plant", "natural_gas", "pipe"], #connect NG feedstock to NG plant + ["combiner", "electrical_load_demand", ["electricity_out", "electricity_in"]], # subtract wind and solar from demand + ["electrical_load_demand", "natural_gas_plant", ["electricity_unmet_demand", "electricity_demand"]], #give remaining load demand to natural gas plant +] + +resource_to_tech_connections: [ + # connect the wind resource to the wind technology + ['wind_resource', 'wind', 'wind_resource_data'], + ['solar_resource', 'solar', 'solar_resource_data'] +] + + +plant: + plant_life: 30 + simulation: + n_timesteps: 8760 + dt: 3600 +finance_parameters: + finance_groups: + profast_lco: + finance_model: ProFastComp + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind + debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind + property_tax_and_insurance: 0.03 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + total_income_tax_rate: 0.257 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: Revolving debt # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period_if_used: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + admin_expense: 0.00 # percent of sales H2FAST default + capital_items: + depr_type: MACRS # can be "MACRS" or "Straight line" + depr_period: 5 # 5 years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + refurb: [0.] + profast_npv: + finance_model: ProFastNPV + model_inputs: + commodity_sell_price: 0.05167052 + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for nominal analysis + discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind + debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind + property_tax_and_insurance: 0.03 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + total_income_tax_rate: 0.257 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: Revolving debt # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period_if_used: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + admin_expense: 0.00 # percent of sales H2FAST default + capital_items: + depr_type: MACRS # can be "MACRS" or "Straight line" + depr_period: 5 # 5 years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + refurb: [0.] + finance_subgroups: + renewables: + commodity: electricity + finance_groups: ["profast_lco","profast_npv"] + technologies: ["solar", "wind"] + natural_gas: + commodity: electricity + finance_groups: ["profast_lco"] + technologies: ["natural_gas_plant", "ng_feedstock"] + electricity: + commodity: electricity + finance_groups: ["profast_lco"] + technologies: ["solar", "wind", "natural_gas_plant", "ng_feedstock"] + cost_adjustment_parameters: + cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year + target_dollar_year: 2022 diff --git a/examples/23_solar_wind_ng_demand/run_solar_wind_ng_demand.py b/examples/23_solar_wind_ng_demand/run_solar_wind_ng_demand.py new file mode 100644 index 000000000..c4aa8ebd1 --- /dev/null +++ b/examples/23_solar_wind_ng_demand/run_solar_wind_ng_demand.py @@ -0,0 +1,102 @@ +from h2integrate.core.h2integrate_model import H2IntegrateModel + + +################################## +# Create an H2I model with a fixed electricity load demand +h2i = H2IntegrateModel("solar_wind_ng_demand.yaml") + +# Run the model +h2i.run() + +# Post-process the results +h2i.post_process() + + +################################## +# Create H2I model but replace electrical load demand to be flexible +h2i_flexible = H2IntegrateModel("solar_wind_ng_flexible_demand.yaml") + +# Run the model +h2i_flexible.run() + +# Post-process the results +h2i_flexible.post_process() + +import matplotlib.pyplot as plt + + +# Battery dispatch plotting +model = h2i_flexible +fig, ax = plt.subplots(2, 1, sharex=True, figsize=(11, 9)) + +start_hour = 0 +end_hour = 200 +total_time_steps = model.prob.get_val("wind.electricity_out").size +demand_profile = [ + model.technology_config["technologies"]["electrical_load_demand"]["model_inputs"][ + "control_parameters" + ]["demand_profile"] + * 1e-3 +] * total_time_steps + +# First subplot for wind and solar production and baseline demand profile +ax[0].plot( + range(start_hour, end_hour), + model.prob.get_val("wind.electricity_out", units="MW")[start_hour:end_hour], + linestyle="-", + label="Wind Electricity (MW)", + linewidth=2, + color="blue", +) +ax[0].plot( + range(start_hour, end_hour), + model.prob.get_val("solar.electricity_out", units="MW")[start_hour:end_hour], + linestyle="-", + label="Solar Electricity (MW)", + linewidth=2, + color="gold", +) + +ax[0].plot( + range(start_hour, end_hour), + demand_profile[start_hour:end_hour], + linestyle="--", + label="Baseline Electricity Demand (MW)", + linewidth=2, +) +ax[0].set_ylabel("Generation (MW)") +ax[0].legend(loc="upper right") + +# Second subplot for renewables electricity, NG electricity, and flexible demand profile +ax[1].plot( + range(start_hour, end_hour), + model.prob.get_val("combiner.electricity_out", units="MW")[start_hour:end_hour], + linestyle="-", + label="Combined Wind+Solar Electricity (MW)", + linewidth=2, + color="green", +) +ax[1].plot( + range(start_hour, end_hour), + model.prob.get_val("natural_gas_plant.electricity_out", units="MW")[start_hour:end_hour], + linestyle="-", + label="NG Plant Electricity (MW)", + linewidth=2, + color="orange", +) +ax[1].plot( + range(start_hour, end_hour), + model.prob.get_val("electrical_load_demand.electricity_flexible_demand_profile", units="MW")[ + start_hour:end_hour + ], + linestyle="--", + label="Flexible Demand Profile (MW)", + linewidth=2, + color="purple", +) +ax[1].set_ylabel("Generation & Demand (MW)") +ax[1].set_xlabel("Timestep (hr)") +ax[1].legend(loc="upper right") + +plt.tight_layout() +plt.show() diff --git a/examples/23_solar_wind_ng_demand/solar_wind_ng_demand.yaml b/examples/23_solar_wind_ng_demand/solar_wind_ng_demand.yaml new file mode 100644 index 000000000..3256f3f11 --- /dev/null +++ b/examples/23_solar_wind_ng_demand/solar_wind_ng_demand.yaml @@ -0,0 +1,7 @@ +name: "H2Integrate_config" + +system_summary: "This example uses wind, solar and a natural gas power plant to meet a fixed electrical load demand." + +driver_config: "driver_config.yaml" +technology_config: "tech_config.yaml" +plant_config: "plant_config.yaml" diff --git a/examples/23_solar_wind_ng_demand/solar_wind_ng_flexible_demand.yaml b/examples/23_solar_wind_ng_demand/solar_wind_ng_flexible_demand.yaml new file mode 100644 index 000000000..32fffb00b --- /dev/null +++ b/examples/23_solar_wind_ng_demand/solar_wind_ng_flexible_demand.yaml @@ -0,0 +1,7 @@ +name: "H2Integrate_config" + +system_summary: "This example uses wind, solar and a natural gas power plant to meet a fixed electrical load demand." + +driver_config: "driver_config.yaml" +technology_config: "flexible_demand_tech_config.yaml" +plant_config: "plant_config.yaml" diff --git a/examples/23_solar_wind_ng_demand/tech_config.yaml b/examples/23_solar_wind_ng_demand/tech_config.yaml new file mode 100644 index 000000000..c57633c00 --- /dev/null +++ b/examples/23_solar_wind_ng_demand/tech_config.yaml @@ -0,0 +1,112 @@ +name: technology_config +description: This plant produces electricity with wind, solar, and a natural gas power plant to meet a fixed electrical load demand. + +technologies: + wind: + performance_model: + model: pysam_wind_plant_performance + cost_model: + model: atb_wind_cost + model_inputs: + performance_parameters: + num_turbines: 20 + turbine_rating_kw: 6000 + hub_height: 115 + rotor_diameter: 170 + create_model_from: default + config_name: WindPowerSingleOwner + pysam_options: + Farm: + wind_farm_wake_model: 0 + Losses: + ops_strategies_loss: 10.0 + layout: + layout_mode: basicgrid + layout_options: + row_D_spacing: 5.0 + turbine_D_spacing: 5.0 + rotation_angle_deg: 0.0 + row_phase_offset: 0.0 + layout_shape: square + cost_parameters: + capex_per_kW: 1300 + opex_per_kW_per_year: 39 + cost_year: 2022 + + solar: + performance_model: + model: pysam_solar_plant_performance + cost_model: + model: atb_utility_pv_cost + model_inputs: + performance_parameters: + pv_capacity_kWdc: 100000 #100 MWdc + dc_ac_ratio: 1.34 + create_model_from: new + tilt_angle_func: none + tilt: 0 + pysam_options: + SystemDesign: + gcr: 0.3 + array_type: 2 + bifaciality: 0.65 + inv_eff: 96.0 + losses: 14.6 + module_type: 1 + azimuth: 180 + rotlim: 45 + SolarResource: + albedo_default: 0.2 + cost_parameters: + capex_per_kWac: 1193 + opex_per_kWac_per_year: 18 + cost_year: 2024 + + ng_feedstock: + performance_model: + model: feedstock_performance + cost_model: + model: feedstock_cost + model_inputs: + shared_parameters: + feedstock_type: natural_gas + units: MMBtu + performance_parameters: + rated_capacity: 750. #MMBtu + cost_parameters: + cost_year: 2023 + price: 4.2 #USD/MMBtu + annual_cost: 0. + start_up_cost: 0. + + natural_gas_plant: + performance_model: + model: natural_gas_performance + cost_model: + model: natural_gas_cost + model_inputs: + shared_parameters: + heat_rate_mmbtu_per_mwh: 7.5 # MMBtu/MWh - typical for NGCC + system_capacity_mw: 100. #MW + cost_parameters: + capex_per_kw: 1000 # $/kW - typical for NGCC + fixed_opex_per_kw_per_year: 10.0 # $/kW/year + variable_opex_per_mwh: 0.0 # $/MWh + cost_year: 2023 + + electrical_load_demand: + control_strategy: + model: demand_open_loop_converter_controller + model_inputs: + control_parameters: + commodity_name: electricity + commodity_units: kW + demand_profile: 100000 #100 MW + + combiner: + performance_model: + model: combiner_performance + model_inputs: + performance_parameters: + commodity: electricity + commodity_units: kW diff --git a/h2integrate/control/control_strategies/converters/__init__.py b/h2integrate/control/control_strategies/converters/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/control/control_strategies/converters/demand_openloop_controller.py b/h2integrate/control/control_strategies/converters/demand_openloop_controller.py new file mode 100644 index 000000000..fc17ece85 --- /dev/null +++ b/h2integrate/control/control_strategies/converters/demand_openloop_controller.py @@ -0,0 +1,74 @@ +import numpy as np + +from h2integrate.control.control_strategies.demand_openloop_controller import ( + DemandOpenLoopControlBase, + DemandOpenLoopControlBaseConfig, +) + + +class DemandOpenLoopConverterController(DemandOpenLoopControlBase): + """Open-loop controller for converting input supply into met demand. + + This controller computes unmet demand, unused (curtailed) production, and + the resulting commodity output profile based on the incoming supply and an + externally specified demand profile. It uses simple arithmetic rules: + + * If demand exceeds supplied commodity, the difference is unmet demand. + * If supply exceeds demand, the excess is unused (curtailed) commodity. + * Output equals supplied commodity minus curtailed commodity. + + This component relies on configuration provided through the + ``tech_config`` dictionary, which must define the controller's + ``control_parameters``. + """ + + def setup(self): + """Set up the load controller configuration. + + Loads the controller configuration from ``tech_config`` and then calls + the base class ``setup``to create to inputs/outputs. + + Raises: + KeyError: If the expected configuration keys are missing from + ``tech_config``. + """ + self.config = DemandOpenLoopControlBaseConfig.from_dict( + self.options["tech_config"]["model_inputs"]["control_parameters"] + ) + super().setup() + + def compute(self, inputs, outputs): + """Compute unmet demand, unused commodity, and converter output. + + This method compares the demand profile to the supplied commodity for + each timestep and assigns unmet demand, curtailed production, and + actual delivered output. + + Args: + inputs (dict-like): Mapping of input variable names to their + current values, including: + * ``{commodity}_demand``: Demand profile. + * ``{commodity}_in``: Supplied commodity. + outputs (dict-like): Mapping of output variable names where results + will be written, including: + * ``{commodity}_unmet_demand``: Unmet demand. + * ``{commodity}_unused_commodity``: Curtailed production. + * ``{commodity}_out``: Actual output delivered. + + Notes: + All variables operate on a per-timestep basis and typically have + array shape ``(n_timesteps,)``. + """ + commodity = self.config.commodity_name + remaining_demand = inputs[f"{commodity}_demand"] - inputs[f"{commodity}_in"] + + # Calculate missed load and curtailed production + outputs[f"{commodity}_unmet_demand"] = np.where(remaining_demand > 0, remaining_demand, 0) + outputs[f"{commodity}_unused_commodity"] = np.where( + remaining_demand < 0, -1 * remaining_demand, 0 + ) + + # Calculate actual output based on demand met and curtailment + outputs[f"{commodity}_out"] = ( + inputs[f"{commodity}_in"] - outputs[f"{commodity}_unused_commodity"] + ) diff --git a/h2integrate/control/control_strategies/converters/flexible_demand_openloop_controller.py b/h2integrate/control/control_strategies/converters/flexible_demand_openloop_controller.py new file mode 100644 index 000000000..ed5ef77d0 --- /dev/null +++ b/h2integrate/control/control_strategies/converters/flexible_demand_openloop_controller.py @@ -0,0 +1,301 @@ +import numpy as np +from attrs import field, define + +from h2integrate.core.validators import gte_zero, range_val +from h2integrate.control.control_strategies.demand_openloop_controller import ( + DemandOpenLoopControlBase, + DemandOpenLoopControlBaseConfig, +) + + +@define +class FlexibleDemandOpenLoopConverterControllerConfig(DemandOpenLoopControlBaseConfig): + """Configuration for defining a flexible demand open-loop controller. + + Extends :class:`DemandOpenLoopControlBaseConfig` with additional parameters + required for dynamically adjusting demand based on turndown, ramping, and + minimum utilization constraints. These parameters are expressed as fractions + of ``maximum_demand`` and must lie within ``(0, 1)``. + + Attributes: + rated_demand (float): maximum demand in the same units as + `commodity_units`, used to convert the constraint parameters from + fractions to units of `commodity_units`. + turndown_ratio (float): Minimum allowable operating demand expressed as a + fraction of the maximum demand. Must be in the range ``(0, 1)``. + ramp_down_rate_fraction (float): Maximum allowable ramp-down rate per + timestep, expressed as a fraction of maximum demand. Must be in + ``(0, 1)``. + ramp_up_rate_fraction (float): Maximum allowable ramp-up rate per + timestep, expressed as a fraction of maximum demand. Must be in + ``(0, 1)``. + min_utilization (float): Minimum total fraction of demand that must be met + over the entire simulation. Must be in ``(0, 1)``. Utilization is defined as: + + ``sum({commodity}_flexible_demand_profile)/sum({commodity}_demand)`` + """ + + rated_demand: float = field(validator=gte_zero) + turndown_ratio: float = field(validator=range_val(0, 1.0)) + ramp_down_rate_fraction: float = field(validator=range_val(0, 1.0)) + ramp_up_rate_fraction: float = field(validator=range_val(0, 1.0)) + min_utilization: float = field(validator=range_val(0, 1.0)) + + +class FlexibleDemandOpenLoopConverterController(DemandOpenLoopControlBase): + """Open-loop controller for flexible demand with ramping and utilization constraints. + + This controller extends the base demand controller by allowing the effective + demand to vary dynamically based on turndown constraints, ramp-rate limits, + and minimum-utilization requirements. A flexible demand profile is generated + and used to compute unmet demand, unused commodity, and delivered output. + """ + + def setup(self): + """Set up component inputs and outputs for flexible demand control. + + Adds inputs for turndown ratio, ramp up/down rates, and minimum + utilization, all expressed as fractions of maximum demand. Adds the + flexible demand output profile, which will be populated in ``compute``. + """ + self.config = FlexibleDemandOpenLoopConverterControllerConfig.from_dict( + self.options["tech_config"]["model_inputs"]["control_parameters"] + ) + super().setup() + + n_timesteps = int(self.options["plant_config"]["plant"]["simulation"]["n_timesteps"]) + commodity = self.config.commodity_name + + self.add_input( + f"rated_{commodity}_demand", + val=self.config.demand_profile, + shape=(n_timesteps), + units=self.config.commodity_units, + desc=f"Rated demand of {commodity}", + ) + + self.add_input( + "ramp_down_rate", + val=self.config.ramp_down_rate_fraction, + units="percent", + desc="Maximum ramp down rate as a fraction of the maximum demand", + ) + + self.add_input( + "ramp_up_rate", + val=self.config.ramp_up_rate_fraction, + units="percent", + desc="Maximum ramp up rate as a fraction of the maximum demand", + ) + + self.add_input( + "min_utilization", + val=self.config.min_utilization, + units="percent", + desc="Minimum capacity factor based on maximum demand", + ) + + self.add_input( + "turndown_ratio", + val=self.config.turndown_ratio, + units="percent", + desc="Minimum operating point as a fraction of the maximum demand", + ) + + self.add_output( + f"{commodity}_flexible_demand_profile", + val=0.0, + shape=(n_timesteps), + units=self.config.commodity_units, + desc=f"Flexible demand profile of {commodity}", + ) + + def adjust_demand_for_ramping(self, pre_demand_met_clipped, demand_bounds, ramp_rate_bounds): + """Apply ramp-rate limits to a demand profile. + + Enforces maximum up-ramp and down-ramp rates across timesteps to ensure + that the demand does not change faster than allowed. + + Args: + pre_demand_met_clipped (np.ndarray): Demand profile after applying + minimum and maximum demand limits. + demand_bounds (tuple[float, float]): ``(min_demand, rated_demand)`` bounds. + ramp_rate_bounds (tuple[float, float]): ``(ramp_down_rate, ramp_up_rate)`` + in commodity units per timestep. + + Returns: + np.ndarray: Ramped and bounded demand profile. + """ + min_demand, rated_demand = demand_bounds + ramp_down_rate, ramp_up_rate = ramp_rate_bounds + + # Instantiate the flexible demand profile array and populate the first timestep + # with the first value from pre_demand_met_clipped + flexible_demand_profile = np.zeros(len(pre_demand_met_clipped)) + flexible_demand_profile[0] = pre_demand_met_clipped[0] + + # Loop through each timestep and adjust for ramping constraints + for i in range(1, len(flexible_demand_profile)): + prior_timestep_demand = flexible_demand_profile[i - 1] + + # Calculate the change in load from the prior timestep + load_change = pre_demand_met_clipped[i] - prior_timestep_demand + + # If ramp is too steep down, set new_demand accordingly + if load_change < (-1 * ramp_down_rate): + new_demand = prior_timestep_demand - ramp_down_rate + flexible_demand_profile[i] = np.clip(new_demand, min_demand, rated_demand) + + # If ramp is too steep up, set new_demand accordingly + elif load_change > ramp_up_rate: + new_demand = prior_timestep_demand + ramp_up_rate + flexible_demand_profile[i] = np.clip(new_demand, min_demand, rated_demand) + + else: + flexible_demand_profile[i] = pre_demand_met_clipped[i] + + return flexible_demand_profile + + def adjust_remaining_demand_for_min_utilization_by_threshold( + self, flexible_demand_profile, min_total_demand, demand_bounds, demand_threshold + ): + """Increase demand in periods of low _in to meet minimum utilization. + + Adds additional demand to timesteps whose flexible demand is at or below + a selected threshold, distributing the required adjustment evenly. + + Args: + flexible_demand_profile (np.ndarray): Current flexible demand profile. + min_total_demand (float): Required minimum total integrated demand. + demand_bounds (tuple[float, float]): ``(min_demand, rated_demand)`` limits. + demand_threshold (float): Threshold below which demand should be increased. + + Returns: + np.ndarray: Demand profile after applying minimum utilization adjustments. + """ + min_demand, rated_demand = demand_bounds + required_extra_demand = min_total_demand - np.sum(flexible_demand_profile) + + # add extra demand to timesteps where _in is below some threshold + i_to_increase = np.argwhere(flexible_demand_profile <= demand_threshold).flatten() + extra_power_per_timestep = required_extra_demand / len(i_to_increase) + flexible_demand_profile[i_to_increase] = ( + flexible_demand_profile[i_to_increase] + extra_power_per_timestep + ) + return np.clip(flexible_demand_profile, min_demand, rated_demand) + + def make_flexible_demand(self, maximum_demand_profile, pre_demand_met, inputs): + """Generate a flexible demand profile satisfying all constraints. + + Applies constraints in the following order: + 1. Turndown ratio + 2. Ramp-rate limits + 3. Minimum-utilization requirement (iteratively increased) + + Args: + maximum_demand_profile (np.ndarray): Maximum allowable demand at each timestep. + pre_demand_met (np.ndarray): Initial demand that can be met with the available input. + inputs (dict): Input values containing ramp rates, turndown ratio, + and minimum utilization as fractions of maximum demand. + + Returns: + np.ndarray: Final flexible demand profile that satisfies all + operational constraints. + """ + + # Calculate demand constraint values in units of commodity units + rated_demand = inputs[f"rated_{self.config.commodity_name}_demand"][0] + min_demand = rated_demand * inputs["turndown_ratio"][0] # minimum demand in commodity units + ramp_down_rate = ( + rated_demand * inputs["ramp_down_rate"][0] + ) # ramp down rate in commodity units + ramp_up_rate = rated_demand * inputs["ramp_up_rate"][0] # ramp up rate in commodity units + min_total_demand = rated_demand * len(maximum_demand_profile) * inputs["min_utilization"][0] + + # 1) satisfy turndown constraint + pre_demand_met_clipped = np.clip(pre_demand_met, min_demand, rated_demand) + + # 2) satisfy ramp rate constraint + demand_bounds = (min_demand, rated_demand) + ramp_rate_bounds = (ramp_down_rate, ramp_up_rate) + flexible_demand_profile = self.adjust_demand_for_ramping( + pre_demand_met_clipped, demand_bounds, ramp_rate_bounds + ) + + # 3) satisfy min utilization constraint + if np.sum(flexible_demand_profile) < min_total_demand: + # gradually increase power threshold in increments of 5% of rated power + demand_threshold_percentages = np.arange(inputs["turndown_ratio"][0], 1.05, 0.05) + for demand_threshold_percent in demand_threshold_percentages: + demand_threshold = demand_threshold_percent * rated_demand + # 3a) satisfy turndown constraint + pre_demand_met_clipped = np.clip(pre_demand_met, min_demand, rated_demand) + # 3b) adjust TODO: finish this comment + flexible_demand_profile = ( + self.adjust_remaining_demand_for_min_utilization_by_threshold( + flexible_demand_profile, min_total_demand, demand_bounds, demand_threshold + ) + ) + # 3c) satisfy ramp rate constraint + flexible_demand_profile = self.adjust_demand_for_ramping( + flexible_demand_profile, demand_bounds, ramp_rate_bounds + ) + + if np.sum(flexible_demand_profile) >= min_total_demand: + break + return flexible_demand_profile + + def compute(self, inputs, outputs): + """Compute unmet demand, unused commodity, and output under flexible demand. + + If ``min_utilization == 1.0``, the behavior matches the regular open-loop + controller with no flexible demand adjustments. + + Otherwise: + * Construct a flexible demand profile. + * Use it to compute unmet demand and unused commodity. + * Output is supply minus unused commodity. + + Args: + inputs (dict-like): Mapping of model inputs, including + ``{commodity}_demand``, ``{commodity}_in``, and flexible-demand parameters. + outputs (dict-like): Mapping where computed outputs are written. + + """ + commodity = self.config.commodity_name + remaining_demand = inputs[f"{commodity}_demand"] - inputs[f"{commodity}_in"] + + if self.config.min_utilization == 1.0: + # Calculate missed load and curtailed production + outputs[f"{commodity}_unmet_demand"] = np.where( + remaining_demand > 0, remaining_demand, 0 + ) + outputs[f"{commodity}_unused_commodity"] = np.where( + remaining_demand < 0, -1 * remaining_demand, 0 + ) + else: + # when remaining demand is less than 0, that means input exceeds demand + # multiply by -1 to make it positive + curtailed = np.where(remaining_demand < 0, -1 * remaining_demand, 0) + + # subtract out the excess input commodity + inflexible_out = inputs[f"{commodity}_in"] - curtailed + + flexible_demand_profile = self.make_flexible_demand( + inputs[f"{commodity}_demand"], inflexible_out, inputs + ) + + outputs[f"{commodity}_flexible_demand_profile"] = flexible_demand_profile + flexible_remaining_demand = flexible_demand_profile - inputs[f"{commodity}_in"] + + outputs[f"{commodity}_unmet_demand"] = np.where( + flexible_remaining_demand > 0, flexible_remaining_demand, 0 + ) + outputs[f"{commodity}_unused_commodity"] = np.where( + flexible_remaining_demand < 0, -1 * flexible_remaining_demand, 0 + ) + + # Calculate actual output based on demand met and curtailment + outputs[f"{commodity}_out"] = ( + inputs[f"{commodity}_in"] - outputs[f"{commodity}_unused_commodity"] + ) diff --git a/h2integrate/control/control_strategies/demand_openloop_controller.py b/h2integrate/control/control_strategies/demand_openloop_controller.py new file mode 100644 index 000000000..499ccbebe --- /dev/null +++ b/h2integrate/control/control_strategies/demand_openloop_controller.py @@ -0,0 +1,120 @@ +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig + + +@define +class DemandOpenLoopControlBaseConfig(BaseConfig): + """Configuration for defining an open-loop demand profile. + + This configuration object specifies the commodity being controlled and the + demand profile that should be met by downstream components. + + Attributes: + commodity_units (str): Units of the commodity (e.g., "kg/h"). + commodity_name (str): Name of the commodity being controlled + (e.g., "hydrogen"). Converted to lowercase and stripped of whitespace. + demand_profile (int | float | list): Demand values for each timestep, in + the same units as `commodity_units`. May be a scalar for constant + demand or a list/array for time-varying demand. + """ + + commodity_units: str = field(converter=str.strip) + commodity_name: str = field(converter=(str.strip, str.lower)) + demand_profile: int | float | list = field() + + +class DemandOpenLoopControlBase(om.ExplicitComponent): + """Base OpenMDAO component for open-loop demand tracking. + + This component defines the interfaces required for open-loop demand + controllers, including inputs for demand, supplied commodity, and outputs + tracking unmet demand, unused production, and total unmet demand. + Subclasses must implement the :meth:`compute` method to define the + controller behavior. + """ + + def initialize(self): + """Declare component options. + + Options: + driver_config (dict): Driver-level configuration parameters. + plant_config (dict): Plant-level configuration, including number of + simulation timesteps. + tech_config (dict): Technology-specific configuration, including + controller settings. + """ + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + """Define inputs and outputs for demand control. + + Creates time-series inputs and outputs for commodity demand, supply, + unmet demand, unused commodity, and total unmet demand. Shapes and units + are determined by the plant configuration and controller configuration. + + Raises: + KeyError: If required configuration keys are missing from + ``plant_config`` or ``tech_config``. + """ + n_timesteps = int(self.options["plant_config"]["plant"]["simulation"]["n_timesteps"]) + + commodity = self.config.commodity_name + + self.add_input( + f"{commodity}_demand", + val=self.config.demand_profile, + shape=(n_timesteps), + units=self.config.commodity_units, # NOTE: hardcoded to align with controllers + desc=f"Demand profile of {commodity}", + ) + + self.add_input( + f"{commodity}_in", + val=0.0, + shape=(n_timesteps), + units=self.config.commodity_units, + desc=f"Amount of {commodity} demand that has already been supplied", + ) + + self.add_output( + f"{commodity}_unmet_demand", + val=self.config.demand_profile, + shape=(n_timesteps), + units=self.config.commodity_units, + desc=f"Remaining demand profile of {commodity}", + ) + + self.add_output( + f"{commodity}_unused_commodity", + val=0.0, + shape=(n_timesteps), + units=self.config.commodity_units, + desc=f"Excess production of {commodity}", + ) + + self.add_output( + f"{commodity}_out", + val=0.0, + shape=(n_timesteps), + units=self.config.commodity_units, + desc=f"Production profile of {commodity}", + ) + + self.add_output( + f"total_{commodity}_unmet_demand", + units=self.config.commodity_units, + desc="Total unmet demand", + ) + + def compute(): + """This method must be implemented by subclasses to define the + controller. + + Raises: + NotImplementedError: Always, unless implemented in a subclass. + """ + raise NotImplementedError("This method should be implemented in a subclass.") diff --git a/h2integrate/control/control_strategies/passthrough_openloop_controller.py b/h2integrate/control/control_strategies/passthrough_openloop_controller.py new file mode 100644 index 000000000..c8197a472 --- /dev/null +++ b/h2integrate/control/control_strategies/passthrough_openloop_controller.py @@ -0,0 +1,81 @@ +import numpy as np +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.control.control_strategies.controller_baseclass import ControllerBaseClass + + +@define +class PassThroughOpenLoopControllerConfig(BaseConfig): + commodity_name: str = field() + commodity_units: str = field() + + +class PassThroughOpenLoopController(ControllerBaseClass): + """ + A simple pass-through controller for open-loop systems. + + This controller directly passes the input commodity flow to the output without any + modifications. It is useful for testing, as a placeholder for more complex controllers, + and for maintaining consistency between controlled and uncontrolled frameworks as this + 'controller' does not alter the system output in any way. + """ + + def setup(self): + self.config = PassThroughOpenLoopControllerConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "control") + ) + + self.add_input( + f"{self.config.commodity_name}_in", + shape_by_conn=True, + units=self.config.commodity_units, + desc=f"{self.config.commodity_name} input timeseries from production to storage", + ) + + self.add_output( + f"{self.config.commodity_name}_out", + copy_shape=f"{self.config.commodity_name}_in", + units=self.config.commodity_units, + desc=f"{self.config.commodity_name} output timeseries from plant after storage", + ) + + def compute(self, inputs, outputs): + """ + Pass through input to output flows. + + Args: + inputs (dict): Dictionary of input values. + - {commodity_name}_in: Input commodity flow. + outputs (dict): Dictionary of output values. + - {commodity_name}_out: Output commodity flow, equal to the input flow. + """ + + # Assign the input to the output + outputs[f"{self.config.commodity_name}_out"] = inputs[f"{self.config.commodity_name}_in"] + + def setup_partials(self): + """ + Declare partial derivatives as unity throughout the design space. + + This method specifies that the derivative of the output with respect to the input is + always 1.0, consistent with the pass-through behavior. + + Note: + This method is not currently used and isn't strictly needed if you're creating other + controllers; it is included as a nod towards potential future development enabling + more derivative information passing. + """ + + # Get the size of the input/output array + size = self._get_var_meta(f"{self.config.commodity_name}_in", "size") + + # Declare partials sparsely for all elements as an identity matrix + # (diagonal elements are 1.0, others are 0.0) + self.declare_partials( + of=f"{self.config.commodity_name}_out", + wrt=f"{self.config.commodity_name}_in", + rows=np.arange(size), + cols=np.arange(size), + val=np.ones(size), # Diagonal elements are 1.0 + ) diff --git a/h2integrate/control/control_strategies/storage/__init__.py b/h2integrate/control/control_strategies/storage/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/control/control_strategies/openloop_controllers.py b/h2integrate/control/control_strategies/storage/demand_openloop_controller.py similarity index 60% rename from h2integrate/control/control_strategies/openloop_controllers.py rename to h2integrate/control/control_strategies/storage/demand_openloop_controller.py index 2b40b1148..57c27be90 100644 --- a/h2integrate/control/control_strategies/openloop_controllers.py +++ b/h2integrate/control/control_strategies/storage/demand_openloop_controller.py @@ -3,101 +3,24 @@ import numpy as np from attrs import field, define -from h2integrate.core.utilities import BaseConfig, merge_shared_inputs -from h2integrate.core.validators import gt_zero, range_val, range_val_or_none -from h2integrate.control.control_strategies.controller_baseclass import ControllerBaseClass +from h2integrate.core.utilities import merge_shared_inputs +from h2integrate.core.validators import gte_zero, range_val, range_val_or_none +from h2integrate.control.control_strategies.demand_openloop_controller import ( + DemandOpenLoopControlBase, + DemandOpenLoopControlBaseConfig, +) @define -class PassThroughOpenLoopControllerConfig(BaseConfig): - commodity_name: str = field() - commodity_units: str = field() - - -class PassThroughOpenLoopController(ControllerBaseClass): - """ - A simple pass-through controller for open-loop systems. - - This controller directly passes the input commodity flow to the output without any - modifications. It is useful for testing, as a placeholder for more complex controllers, - and for maintaining consistency between controlled and uncontrolled frameworks as this - 'controller' does not alter the system output in any way. - """ - - def setup(self): - self.config = PassThroughOpenLoopControllerConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "control") - ) - - self.add_input( - f"{self.config.commodity_name}_in", - shape_by_conn=True, - units=self.config.commodity_units, - desc=f"{self.config.commodity_name} input timeseries from production to storage", - ) - - self.add_output( - f"{self.config.commodity_name}_out", - copy_shape=f"{self.config.commodity_name}_in", - units=self.config.commodity_units, - desc=f"{self.config.commodity_name} output timeseries from plant after storage", - ) - - def compute(self, inputs, outputs): - """ - Pass through input to output flows. - - Args: - inputs (dict): Dictionary of input values. - - {commodity_name}_in: Input commodity flow. - outputs (dict): Dictionary of output values. - - {commodity_name}_out: Output commodity flow, equal to the input flow. - """ - - # Assign the input to the output - outputs[f"{self.config.commodity_name}_out"] = inputs[f"{self.config.commodity_name}_in"] - - def setup_partials(self): - """ - Declare partial derivatives as unity throughout the design space. - - This method specifies that the derivative of the output with respect to the input is - always 1.0, consistent with the pass-through behavior. - - Note: - This method is not currently used and isn't strictly needed if you're creating other - controllers; it is included as a nod towards potential future development enabling - more derivative information passing. - """ - - # Get the size of the input/output array - size = self._get_var_meta(f"{self.config.commodity_name}_in", "size") - - # Declare partials sparsely for all elements as an identity matrix - # (diagonal elements are 1.0, others are 0.0) - self.declare_partials( - of=f"{self.config.commodity_name}_out", - wrt=f"{self.config.commodity_name}_in", - rows=np.arange(size), - cols=np.arange(size), - val=np.ones(size), # Diagonal elements are 1.0 - ) - - -@define -class DemandOpenLoopControllerConfig(BaseConfig): +class DemandOpenLoopStorageControllerConfig(DemandOpenLoopControlBaseConfig): """ - Configuration class for the DemandOpenLoopController. + Configuration class for the DemandOpenLoopStorageController. - This class defines the parameters required to configure the `DemandOpenLoopController`. + This class defines the parameters required to configure the `DemandOpenLoopStorageController`. Attributes: - commodity_name (str): Name of the commodity being controlled (e.g., "hydrogen"). - commodity_units (str): Units of the commodity (e.g., "kg/h"). max_capacity (float): Maximum storage capacity of the commodity (in non-rate units, e.g., "kg" if `commodity_units` is "kg/h"). - demand_profile (scalar or list): The demand values for each time step (in the same units - as `commodity_units`) or a scalar for a constant demand. max_charge_percent (float): Maximum allowable state of charge (SOC) as a percentage of `max_capacity`, represented as a decimal between 0 and 1. min_charge_percent (float): Minimum allowable SOC as a percentage of `max_capacity`, @@ -124,14 +47,11 @@ class DemandOpenLoopControllerConfig(BaseConfig): provided. """ - commodity_name: str = field() - commodity_units: str = field() max_capacity: float = field() - demand_profile: int | float | list = field() max_charge_percent: float = field(validator=range_val(0, 1)) min_charge_percent: float = field(validator=range_val(0, 1)) init_charge_percent: float = field(validator=range_val(0, 1)) - max_charge_rate: float = field(validator=gt_zero) + max_charge_rate: float = field(validator=gte_zero) charge_equals_discharge: bool = field(default=True) max_discharge_rate: float | None = field(default=None) charge_efficiency: float | None = field(default=None, validator=range_val_or_none(0, 1)) @@ -180,73 +100,79 @@ def __attrs_post_init__(self): self.max_discharge_rate = self.max_charge_rate -class DemandOpenLoopController(ControllerBaseClass): +class DemandOpenLoopStorageController(DemandOpenLoopControlBase): """ A controller that manages commodity flow based on demand and storage constraints. - The `DemandOpenLoopController` computes the state of charge (SOC), output flow, curtailment, - and missed load for a commodity storage system. It uses a demand profile and storage parameters - to determine how much of the commodity to charge, discharge, or curtail at each time step. + The `DemandOpenLoopStorageController` computes the state of charge (SOC), output flow, + curtailment, and missed load for a commodity storage system. It uses a demand profile + and storage parameters to determine how much of the commodity to charge, discharge, + or curtail at each time step. Note: the units of the outputs are the same as the commodity units, which is typically a rate in H2Integrate (e.g. kg/h) Attributes: - config (DemandOpenLoopControllerConfig): Configuration object containing parameters + config (DemandOpenLoopStorageControllerConfig): Configuration object containing parameters such as commodity name, units, time steps, storage capacity, charge/discharge rates, efficiencies, and demand profile. Inputs: - {commodity_name}_in (float): Input commodity flow timeseries (e.g., hydrogen production). + {commodity}_in (float): Input commodity flow timeseries (e.g., hydrogen production). - Units: Defined in `commodity_units` (e.g., "kg/h"). Outputs: - {commodity_name}_out (float): Output commodity flow timeseries after storage to meet demand. + {commodity}_out (float): Output commodity flow timeseries after storage to meet demand. - Units: Defined in `commodity_units` (e.g., "kg/h"). - Note: the may include commodity from commodity_in that was never used to charge the storage system but was directly dispatched to meet demand. - {commodity_name}_soc (float): State of charge (SOC) timeseries for the storage system. + {commodity}_soc (float): State of charge (SOC) timeseries for the storage system. - Units: "unitless" (percentage of maximum capacity given as a ratio between 0 and 1). - {commodity_name}_unused_commodity (float): Curtailment timeseries for unused + {commodity}_unused_commodity (float): Curtailment timeseries for unused input commodity. - Units: Defined in `commodity_units` (e.g., "kg/h"). - Note: curtailment in this case does not reduce what the converter produces, but rather the system just does not use it (throws it away) because this controller is specific to the storage technology and has no influence on other technologies in the system. - {commodity_name}_unmet_demand (float): Unmet demand timeseries when demand exceeds supply. + {commodity}_unmet_demand (float): Unmet demand timeseries when demand exceeds supply. Same meaning as missed load. - Units: Defined in `commodity_units` (e.g., "kg/h"). - total_{commodity_name}_unmet_demand (float): Total unmet demand over the simulation period. + total_{commodity}_unmet_demand (float): Total unmet demand over the simulation period. - Units: Defined in `commodity_units` (e.g., "kg"). """ def setup(self): - self.config = DemandOpenLoopControllerConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "control") - ) + """ + Set up inputs, outputs, and configuration for the open-loop storage controller. - self.n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + This method initializes the controller configuration from the technology + configuration, establishes the number of simulation time steps, adds inputs + related to storage constraints (e.g., maximum charge rate and storage capacity), + and defines outputs such as the commodity state-of-charge (SOC) timeseries + and the estimated storage duration. - commodity_name = self.config.commodity_name + Inputs defined: + * ``max_charge_rate``: Maximum rate at which storage can charge/discharge. + * ``max_capacity``: Maximum total storage capacity. - self.add_input( - f"{commodity_name}_in", - shape_by_conn=True, - units=f"{self.config.commodity_units}", - desc=f"{commodity_name} input timeseries from production to storage", + Outputs defined: + * ``_soc``: Timeseries of storage state of charge. + * ``storage_duration``: Estimated duration (hours) the storage can + discharge at its maximum rate. + + Returns: + None + """ + self.config = DemandOpenLoopStorageControllerConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "control"), + strict=False, ) + super().setup() - if isinstance(self.config.demand_profile, int | float): - self.config.demand_profile = [self.config.demand_profile] * self.n_timesteps + self.n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] - self.add_input( - f"{commodity_name}_demand", - units=f"{self.config.commodity_units}", - val=self.config.demand_profile, - shape=self.n_timesteps, - desc=f"{commodity_name} demand profile timeseries", - ) + commodity = self.config.commodity_name self.add_input( "max_charge_rate", @@ -263,39 +189,10 @@ def setup(self): ) self.add_output( - f"{commodity_name}_out", - copy_shape=f"{commodity_name}_in", - units=f"{self.config.commodity_units}", - desc=f"{commodity_name} output timeseries from plant after storage including \ - stored and pass-through commodity amounts up to the demand amount", - ) - - self.add_output( - f"{commodity_name}_soc", - copy_shape=f"{commodity_name}_in", + f"{commodity}_soc", + copy_shape=f"{commodity}_in", units="unitless", - desc=f"{commodity_name} state of charge timeseries for storage", - ) - - self.add_output( - f"{commodity_name}_unused_commodity", - copy_shape=f"{commodity_name}_in", - units=self.config.commodity_units, - desc=f"{commodity_name} curtailment timeseries for inflow commodity at \ - storage point", - ) - - self.add_output( - f"{commodity_name}_unmet_demand", - copy_shape=f"{commodity_name}_in", - units=self.config.commodity_units, - desc=f"{commodity_name} missed load timeseries", - ) - - self.add_output( - f"total_{commodity_name}_unmet_demand", - units=self.config.commodity_units, - desc=f"Total {commodity_name} missed load over the simulation period", + desc=f"{commodity} state of charge timeseries for storage", ) self.add_output( @@ -306,9 +203,47 @@ def setup(self): def compute(self, inputs, outputs): """ - Compute the state of charge (SOC) and output flow based on demand and storage constraints. - + Compute storage state of charge (SOC), delivered output, curtailment, and unmet + demand over the simulation horizon. + + This method applies an open-loop storage control strategy to balance the + commodity demand and input flow. When input exceeds demand, excess commodity + is used to charge storage (subject to rate, efficiency, and SOC limits). When + demand exceeds input, storage is discharged to meet the deficit (also subject + to constraints). SOC is updated at each time step, ensuring it remains within + allowable bounds. + + Expected input keys: + * ``_in``: Timeseries of commodity available at each time step. + * ``_demand``: Timeseries demand profile. + * ``max_charge_rate``: Maximum charge rate permitted. + * ``max_capacity``: Maximum total storage capacity. + + Outputs populated: + * ``_soc``: State-of-charge timeseries (unitless). + * ``_out``: Output delivered to meet demand. + * ``_unused_commodity``: Curtailment timeseries. + * ``_unmet_demand``: Missed load timeseries. + * ``total__unmet_demand``: Aggregated unmet demand. + * ``storage_duration``: Estimated discharge duration at maximum rate (hours). + + Control logic includes: + * Enforcing SOC limits (min, max, and initial conditions). + * Applying charge and discharge efficiencies. + * Observing charge/discharge rate limits. + * Tracking energy shortfalls and excesses at each time step. + + Raises: + UserWarning: If the demand profile is entirely zero. + UserWarning: If ``max_charge_rate`` or ``max_capacity`` is negative. + + Returns: + None """ + commodity = self.config.commodity_name + if np.all(inputs[f"{commodity}_demand"] == 0.0): + msg = "Demand profile is zero, check that demand profile is input" + raise UserWarning(msg) if inputs["max_charge_rate"][0] < 0: msg = ( f"max_charge_rate cannot be less than zero and has value of " @@ -322,7 +257,6 @@ def compute(self, inputs, outputs): ) raise UserWarning(msg) - commodity_name = self.config.commodity_name max_capacity = inputs["max_capacity"] max_charge_percent = self.config.max_charge_percent min_charge_percent = self.config.min_charge_percent @@ -339,18 +273,18 @@ def compute(self, inputs, outputs): # the previous time step's value soc = deepcopy(init_charge_percent) - demand_profile = inputs[f"{commodity_name}_demand"] + demand_profile = inputs[f"{commodity}_demand"] # initialize outputs - soc_array = outputs[f"{commodity_name}_soc"] - unused_commodity_array = outputs[f"{commodity_name}_unused_commodity"] - output_array = outputs[f"{commodity_name}_out"] - unmet_demand_array = outputs[f"{commodity_name}_unmet_demand"] + soc_array = outputs[f"{commodity}_soc"] + unused_commodity_array = outputs[f"{commodity}_unused_commodity"] + output_array = outputs[f"{commodity}_out"] + unmet_demand_array = outputs[f"{commodity}_unmet_demand"] # Loop through each time step for t, demand_t in enumerate(demand_profile): # Get the input flow at the current time step - input_flow = inputs[f"{commodity_name}_in"][t] + input_flow = inputs[f"{commodity}_in"][t] # Calculate the available charge/discharge capacity available_charge = (max_charge_percent - soc) * max_capacity @@ -401,19 +335,19 @@ def compute(self, inputs, outputs): # Record the missed load at the current time step unmet_demand_array[t] = max(0, (demand_t - output_array[t])) - outputs[f"{commodity_name}_out"] = output_array + outputs[f"{commodity}_out"] = output_array # Return the SOC - outputs[f"{commodity_name}_soc"] = soc_array + outputs[f"{commodity}_soc"] = soc_array # Return the unused commodity - outputs[f"{commodity_name}_unused_commodity"] = unused_commodity_array + outputs[f"{commodity}_unused_commodity"] = unused_commodity_array # Return the unmet load demand - outputs[f"{commodity_name}_unmet_demand"] = unmet_demand_array + outputs[f"{commodity}_unmet_demand"] = unmet_demand_array # Calculate and return the total unmet demand over the simulation period - outputs[f"total_{commodity_name}_unmet_demand"] = np.sum(unmet_demand_array) + outputs[f"total_{commodity}_unmet_demand"] = np.sum(unmet_demand_array) # Output the storage duration in hours outputs["storage_duration"] = max_capacity / max_discharge_rate diff --git a/tests/h2integrate/test_controllers/inputs/tech_config.yaml b/h2integrate/control/test/inputs/tech_config.yaml similarity index 100% rename from tests/h2integrate/test_controllers/inputs/tech_config.yaml rename to h2integrate/control/test/inputs/tech_config.yaml diff --git a/h2integrate/control/test/test_openloop_controllers.py b/h2integrate/control/test/test_openloop_controllers.py new file mode 100644 index 000000000..8c06259e1 --- /dev/null +++ b/h2integrate/control/test/test_openloop_controllers.py @@ -0,0 +1,597 @@ +from copy import deepcopy +from pathlib import Path + +import yaml +import numpy as np +import pytest +import openmdao.api as om +from pytest import fixture +from openmdao.utils.assert_utils import assert_check_totals + +from h2integrate.control.control_strategies.passthrough_openloop_controller import ( + PassThroughOpenLoopController, +) +from h2integrate.control.control_strategies.storage.demand_openloop_controller import ( + DemandOpenLoopStorageController, +) +from h2integrate.control.control_strategies.converters.demand_openloop_controller import ( + DemandOpenLoopConverterController, +) +from h2integrate.control.control_strategies.converters.flexible_demand_openloop_controller import ( + FlexibleDemandOpenLoopConverterController, +) + + +@fixture +def variable_h2_production_profile(): + end_use_rated_demand = 10.0 # kg/h + ramp_up_rate_kg = 4.0 + ramp_down_rate_kg = 2.0 + slow_ramp_up = np.arange(0, end_use_rated_demand * 1.1, 0.5) + slow_ramp_down = np.arange(end_use_rated_demand * 1.1, -0.5, -0.5) + fast_ramp_up = np.arange(0, end_use_rated_demand, ramp_up_rate_kg * 1.2) + fast_ramp_down = np.arange(end_use_rated_demand, 0.0, ramp_down_rate_kg * 1.1) + variable_profile = np.concat( + [slow_ramp_up, fast_ramp_down, slow_ramp_up, slow_ramp_down, fast_ramp_up] + ) + variable_h2_profile = np.tile(variable_profile, 2) + return variable_h2_profile + + +def test_pass_through_controller(subtests): + # Get the directory of the current script + current_dir = Path(__file__).parent + + # Resolve the paths to the configuration files + tech_config_path = current_dir / "inputs" / "tech_config.yaml" + + # Load the technology configuration + with tech_config_path.open() as file: + tech_config = yaml.safe_load(file) + + # Set up the OpenMDAO problem + prob = om.Problem() + + prob.model.add_subsystem( + name="IVC", + subsys=om.IndepVarComp(name="hydrogen_in", val=np.arange(10)), + promotes=["*"], + ) + + prob.model.add_subsystem( + "pass_through_controller", + PassThroughOpenLoopController( + plant_config={}, tech_config=tech_config["technologies"]["h2_storage"] + ), + promotes=["*"], + ) + + prob.setup() + + prob.run_model() + + # Run the test + with subtests.test("Check output"): + assert pytest.approx(prob.get_val("hydrogen_out"), rel=1e-3) == np.arange(10) + + # Run the test + with subtests.test("Check derivatives"): + # check total derivatives using OpenMDAO's check_totals and assert tools + assert_check_totals( + prob.check_totals( + of=[ + "hydrogen_out", + ], + wrt=[ + "hydrogen_in", + ], + step=1e-6, + form="central", + show_only_incorrect=False, + out_stream=None, + ) + ) + + +def test_storage_demand_controller(subtests): + # Get the directory of the current script + current_dir = Path(__file__).parent + + # Resolve the paths to the configuration files + tech_config_path = current_dir / "inputs" / "tech_config.yaml" + + # Load the technology configuration + with tech_config_path.open() as file: + tech_config = yaml.safe_load(file) + + plant_config = {"plant": {"simulation": {"n_timesteps": 10}}} + + tech_config["technologies"]["h2_storage"]["control_strategy"]["model"] = ( + "demand_open_loop_storage_controller" + ) + + tech_config["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { + "max_capacity": 10.0, # kg + "max_charge_percent": 1.0, # percent as decimal + "min_charge_percent": 0.0, # percent as decimal + "init_charge_percent": 1.0, # percent as decimal + "max_charge_rate": 1.0, # kg/time step + "max_discharge_rate": 0.5, # kg/time step + "charge_equals_discharge": False, + "charge_efficiency": 1.0, + "discharge_efficiency": 1.0, + "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand + } + + plant_config = {"plant": {"plant_life": 30, "simulation": {"n_timesteps": 10}}} + + # Set up the OpenMDAO problem + prob = om.Problem() + + prob.model.add_subsystem( + name="IVC", + subsys=om.IndepVarComp(name="hydrogen_in", val=np.arange(10)), + promotes=["*"], + ) + + prob.model.add_subsystem( + "demand_open_loop_storage_controller", + DemandOpenLoopStorageController( + plant_config=plant_config, tech_config=tech_config["technologies"]["h2_storage"] + ), + promotes=["*"], + ) + + prob.setup() + + prob.run_model() + + # Run the test + with subtests.test("Check output"): + assert pytest.approx([0.5, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]) == prob.get_val( + "hydrogen_out" + ) + + with subtests.test("Check curtailment"): + assert pytest.approx([0.0, 0.0, 0.5, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]) == prob.get_val( + "hydrogen_unused_commodity" + ) + + with subtests.test("Check soc"): + assert pytest.approx([0.95, 0.95, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]) == prob.get_val( + "hydrogen_soc" + ) + + with subtests.test("Check missed load"): + assert pytest.approx([0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]) == prob.get_val( + "hydrogen_unmet_demand" + ) + + +def test_storage_demand_controller_round_trip_efficiency(subtests): + # Get the directory of the current script + current_dir = Path(__file__).parent + + # Resolve the paths to the configuration files + tech_config_path = current_dir / "inputs" / "tech_config.yaml" + + # Load the technology configuration + with tech_config_path.open() as file: + tech_config = yaml.safe_load(file) + + plant_config = {"plant": {"simulation": {"n_timesteps": 10}}} + + tech_config["technologies"]["h2_storage"]["control_strategy"]["model"] = ( + "demand_open_loop_storage_controller" + ) + tech_config["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { + "max_capacity": 10.0, # kg + "max_charge_percent": 1.0, # percent as decimal + "min_charge_percent": 0.0, # percent as decimal + "init_charge_percent": 1.0, # percent as decimal + "max_charge_rate": 1.0, # kg/time step + "max_discharge_rate": 0.5, # kg/time step + "charge_equals_discharge": False, + "charge_efficiency": 1.0, + "discharge_efficiency": 1.0, + "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand + } + + tech_config_rte = deepcopy(tech_config) + tech_config_rte["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { + "max_capacity": 10.0, # kg + "max_charge_percent": 1.0, # percent as decimal + "min_charge_percent": 0.0, # percent as decimal + "init_charge_percent": 1.0, # percent as decimal + "max_charge_rate": 1.0, # kg/time step + "max_discharge_rate": 0.5, # kg/time step + "charge_equals_discharge": False, + "round_trip_efficiency": 1.0, + "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand + } + + plant_config = {"plant": {"plant_life": 30, "simulation": {"n_timesteps": 10}}} + + def set_up_and_run_problem(config): + # Set up the OpenMDAO problem + prob = om.Problem() + + prob.model.add_subsystem( + name="IVC", + subsys=om.IndepVarComp(name="hydrogen_in", val=np.arange(10)), + promotes=["*"], + ) + + prob.model.add_subsystem( + "demand_openloop_controller", + DemandOpenLoopStorageController( + plant_config=plant_config, tech_config=config["technologies"]["h2_storage"] + ), + promotes=["*"], + ) + + prob.setup() + + prob.run_model() + + return prob + + prob_ioe = set_up_and_run_problem(tech_config) + prob_rte = set_up_and_run_problem(tech_config_rte) + + # Run the test + with subtests.test("Check output"): + assert pytest.approx(prob_ioe.get_val("hydrogen_out")) == prob_rte.get_val("hydrogen_out") + + with subtests.test("Check curtailment"): + assert pytest.approx(prob_ioe.get_val("hydrogen_unused_commodity")) == prob_rte.get_val( + "hydrogen_unused_commodity" + ) + + with subtests.test("Check soc"): + assert pytest.approx(prob_ioe.get_val("hydrogen_soc")) == prob_rte.get_val("hydrogen_soc") + + with subtests.test("Check missed load"): + assert pytest.approx(prob_ioe.get_val("hydrogen_unmet_demand")) == prob_rte.get_val( + "hydrogen_unmet_demand" + ) + + +def test_generic_storage_demand_controller(subtests): + # Test is the same as the demand controller test test_demand_controller for the "h2_storage" + # performance model but with the "simple_generic_storage" performance model + + # Get the directory of the current script + current_dir = Path(__file__).parent + + # Resolve the paths to the configuration files + tech_config_path = current_dir / "inputs" / "tech_config.yaml" + + # Load the technology configuration + with tech_config_path.open() as file: + tech_config = yaml.safe_load(file) + + tech_config["technologies"]["h2_storage"] = { + "performance_model": { + "model": "simple_generic_storage", + }, + "control_strategy": { + "model": "demand_open_loop_storage_controller", + }, + "model_inputs": { + "shared_parameters": { + "commodity_name": "hydrogen", + "commodity_units": "kg", + "max_capacity": 10.0, # kg + "max_charge_rate": 1.0, # percent as decimal + }, + "control_parameters": { + "max_charge_percent": 1.0, # percent as decimal + "min_charge_percent": 0.0, # percent as decimal + "init_charge_percent": 1.0, # percent as decimal + "max_discharge_rate": 0.5, # kg/time step + "charge_efficiency": 1.0, + "charge_equals_discharge": False, + "discharge_efficiency": 1.0, + "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand + }, + }, + } + + plant_config = {"plant": {"plant_life": 30, "simulation": {"n_timesteps": 10}}} + + # Set up OpenMDAO problem + prob = om.Problem() + + prob.model.add_subsystem( + name="IVC", + subsys=om.IndepVarComp(name="hydrogen_in", val=np.arange(10)), + promotes=["*"], + ) + + prob.model.add_subsystem( + "demand_open_loop_storage_controller", + DemandOpenLoopStorageController( + plant_config=plant_config, tech_config=tech_config["technologies"]["h2_storage"] + ), + promotes=["*"], + ) + + prob.setup() + + prob.run_model() + + # # Run the test + with subtests.test("Check output"): + assert pytest.approx([0.5, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]) == prob.get_val( + "hydrogen_out" + ) + + with subtests.test("Check curtailment"): + assert pytest.approx([0.0, 0.0, 0.5, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]) == prob.get_val( + "hydrogen_unused_commodity" + ) + + with subtests.test("Check soc"): + assert pytest.approx([0.95, 0.95, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]) == prob.get_val( + "hydrogen_soc" + ) + + with subtests.test("Check missed load"): + assert pytest.approx([0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]) == prob.get_val( + "hydrogen_unmet_demand" + ) + + +def test_demand_converter_controller(subtests): + # Test is the same as the demand controller test test_demand_controller for the "h2_storage" + # performance model but with the "simple_generic_storage" performance model + + # Get the directory of the current script + current_dir = Path(__file__).parent + + # Resolve the paths to the configuration files + tech_config_path = current_dir / "inputs" / "tech_config.yaml" + + # Load the technology configuration + with tech_config_path.open() as file: + tech_config = yaml.safe_load(file) + + tech_config["technologies"]["load"] = { + "control_strategy": { + "model": "demand_open_loop_converter_controller", + }, + "model_inputs": { + "control_parameters": { + "commodity_name": "hydrogen", + "commodity_units": "kg", + "demand_profile": [5.0] * 10, # Example: 10 time steps with 5 kg/time step demand + }, + }, + } + + plant_config = {"plant": {"plant_life": 30, "simulation": {"n_timesteps": 10}}} + + # Set up OpenMDAO problem + prob = om.Problem() + + prob.model.add_subsystem( + name="IVC", + subsys=om.IndepVarComp(name="hydrogen_in", val=np.arange(10)), + promotes=["*"], + ) + + prob.model.add_subsystem( + "demand_open_loop_storage_controller", + DemandOpenLoopConverterController( + plant_config=plant_config, tech_config=tech_config["technologies"]["load"] + ), + promotes=["*"], + ) + + prob.setup() + + prob.run_model() + + # # Run the test + with subtests.test("Check output"): + assert pytest.approx([0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 5.0, 5.0, 5.0, 5.0]) == prob.get_val( + "hydrogen_out" + ) + + with subtests.test("Check curtailment"): + assert pytest.approx([0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 2.0, 3.0, 4.0]) == prob.get_val( + "hydrogen_unused_commodity" + ) + + with subtests.test("Check missed load"): + assert pytest.approx([5.0, 4.0, 3.0, 2.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0]) == prob.get_val( + "hydrogen_unmet_demand" + ) + + +### Add test for flexible load demand controller here + + +def test_flexible_demand_converter_controller(subtests, variable_h2_production_profile): + # Get the directory of the current script + current_dir = Path(__file__).parent + + # Resolve the paths to the configuration files + tech_config_path = current_dir / "inputs" / "tech_config.yaml" + + # Load the technology configuration + with tech_config_path.open() as file: + tech_config = yaml.safe_load(file) + + end_use_rated_demand = 10.0 # kg/h + ramp_up_rate_kg = 4.0 + ramp_down_rate_kg = 2.0 + min_demand_kg = 2.5 + tech_config["technologies"]["load"] = { + "control_strategy": { + "model": "flexible_demand_open_loop_converter_controller", + }, + "model_inputs": { + "control_parameters": { + "commodity_name": "hydrogen", + "commodity_units": "kg", + "rated_demand": end_use_rated_demand, + "demand_profile": end_use_rated_demand, # flat demand profile + "turndown_ratio": min_demand_kg / end_use_rated_demand, + "ramp_down_rate_fraction": ramp_down_rate_kg / end_use_rated_demand, + "ramp_up_rate_fraction": ramp_up_rate_kg / end_use_rated_demand, + "min_utilization": 0.1, + }, + }, + } + + plant_config = { + "plant": { + "plant_life": 30, + "simulation": {"n_timesteps": len(variable_h2_production_profile)}, + } + } + + # Set up OpenMDAO problem + prob = om.Problem() + + prob.model.add_subsystem( + name="IVC", + subsys=om.IndepVarComp(name="hydrogen_in", val=variable_h2_production_profile), + promotes=["*"], + ) + + prob.model.add_subsystem( + "demand_open_loop_storage_controller", + FlexibleDemandOpenLoopConverterController( + plant_config=plant_config, tech_config=tech_config["technologies"]["load"] + ), + promotes=["*"], + ) + + prob.setup() + + prob.run_model() + + flexible_total_demand = prob.get_val("hydrogen_flexible_demand_profile") + + rated_production = end_use_rated_demand * len(variable_h2_production_profile) + + with subtests.test("Check that total demand profile is less than rated"): + assert np.all(flexible_total_demand <= end_use_rated_demand) + + with subtests.test("Check curtailment"): # failed + assert pytest.approx(np.sum(prob.get_val("hydrogen_unused_commodity")), rel=1e-3) == 6.6 + + # check ramping constraints and turndown constraints are met + with subtests.test("Check turndown ratio constraint"): + assert np.all(flexible_total_demand >= min_demand_kg) + + ramping_down = np.where( + np.diff(flexible_total_demand) < 0, -1 * np.diff(flexible_total_demand), 0 + ) + ramping_up = np.where(np.diff(flexible_total_demand) > 0, np.diff(flexible_total_demand), 0) + + with subtests.test("Check ramping down constraint"): + assert pytest.approx(np.max(ramping_down), rel=1e-6) == ramp_down_rate_kg + + with subtests.test("Check ramping up constraint"): # failed + assert pytest.approx(np.max(ramping_up), rel=1e-6) == ramp_up_rate_kg + + with subtests.test("Check min utilization constraint"): + assert np.sum(flexible_total_demand) / rated_production >= 0.1 + + with subtests.test("Check min utilization value"): + flexible_demand_utilization = np.sum(flexible_total_demand) / rated_production + assert pytest.approx(flexible_demand_utilization, rel=1e-6) == 0.5822142857142857 + + # flexible_demand_profile[i] >= commodity_in[i] (as long as you are not curtailing + # any commodity in) + with subtests.test("Check that flexible demand is greater than hydrogen_in"): + hydrogen_available = variable_h2_production_profile - prob.get_val( + "hydrogen_unused_commodity" + ) + assert np.all(flexible_total_demand >= hydrogen_available) + + with subtests.test("Check that remaining demand was calculated properly"): + unmet_demand = flexible_total_demand - hydrogen_available + assert np.all(unmet_demand == prob.get_val("hydrogen_unmet_demand")) + + +def test_flexible_demand_converter_controller_min_utilization( + subtests, variable_h2_production_profile +): + # give it a min utilization larger than utilization resulting from above test + + # Get the directory of the current script + current_dir = Path(__file__).parent + + # Resolve the paths to the configuration files + tech_config_path = current_dir / "inputs" / "tech_config.yaml" + + # Load the technology configuration + with tech_config_path.open() as file: + tech_config = yaml.safe_load(file) + + end_use_rated_demand = 10.0 # kg/h + ramp_up_rate_kg = 4.0 + ramp_down_rate_kg = 2.0 + min_demand_kg = 2.5 + tech_config["technologies"]["load"] = { + "control_strategy": { + "model": "flexible_demand_open_loop_converter_controller", + }, + "model_inputs": { + "control_parameters": { + "commodity_name": "hydrogen", + "commodity_units": "kg", + "rated_demand": end_use_rated_demand, + "demand_profile": end_use_rated_demand, # flat demand profile + "turndown_ratio": min_demand_kg / end_use_rated_demand, + "ramp_down_rate_fraction": ramp_down_rate_kg / end_use_rated_demand, + "ramp_up_rate_fraction": ramp_up_rate_kg / end_use_rated_demand, + "min_utilization": 0.8, + }, + }, + } + + plant_config = { + "plant": { + "plant_life": 30, + "simulation": {"n_timesteps": len(variable_h2_production_profile)}, + } + } + + # Set up OpenMDAO problem + prob = om.Problem() + + prob.model.add_subsystem( + name="IVC", + subsys=om.IndepVarComp(name="hydrogen_in", val=variable_h2_production_profile), + promotes=["*"], + ) + + prob.model.add_subsystem( + "demand_open_loop_storage_controller", + FlexibleDemandOpenLoopConverterController( + plant_config=plant_config, tech_config=tech_config["technologies"]["load"] + ), + promotes=["*"], + ) + + prob.setup() + + prob.run_model() + + flexible_total_demand = prob.get_val("hydrogen_flexible_demand_profile") + + rated_production = end_use_rated_demand * len(variable_h2_production_profile) + + flexible_demand_utilization = np.sum(flexible_total_demand) / rated_production + + with subtests.test("Check min utilization constraint"): + assert flexible_demand_utilization >= 0.8 + + with subtests.test("Check min utilization value"): + assert pytest.approx(flexible_demand_utilization, rel=1e-6) == 0.8010612244 diff --git a/tests/h2integrate/test_controllers/test_pyomo_controllers.py b/h2integrate/control/test/test_pyomo_controllers.py similarity index 100% rename from tests/h2integrate/test_controllers/test_pyomo_controllers.py rename to h2integrate/control/test/test_pyomo_controllers.py diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index f678a20ac..5743ce5dc 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -443,8 +443,6 @@ def create_technology_models(self): else: plural_model_type_name = model_type + "s" getattr(self, plural_model_type_name).append(om_model_object) - elif model_type == "performance_model": - raise KeyError("Model definition requires 'performance_model'.") # Process the finance models if "finance_model" in individual_tech_config: diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index 264ce03f6..a73c55981 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -95,10 +95,6 @@ from h2integrate.converters.hydrogen.eco_tools_pem_electrolyzer import ( ECOElectrolyzerPerformanceModel, ) -from h2integrate.control.control_strategies.openloop_controllers import ( - DemandOpenLoopController, - PassThroughOpenLoopController, -) from h2integrate.converters.water_power.hydro_plant_run_of_river import ( RunOfRiverHydroCostModel, RunOfRiverHydroPerformanceModel, @@ -128,10 +124,22 @@ from h2integrate.control.control_rules.storage.pyomo_storage_rule_baseclass import ( PyomoRuleStorageBaseclass, ) +from h2integrate.control.control_strategies.passthrough_openloop_controller import ( + PassThroughOpenLoopController, +) from h2integrate.resource.solar.nrel_developer_meteosat_prime_meridian_models import ( MeteosatPrimeMeridianSolarAPI, MeteosatPrimeMeridianTMYSolarAPI, ) +from h2integrate.control.control_strategies.storage.demand_openloop_controller import ( + DemandOpenLoopStorageController, +) +from h2integrate.control.control_strategies.converters.demand_openloop_controller import ( + DemandOpenLoopConverterController, +) +from h2integrate.control.control_strategies.converters.flexible_demand_openloop_controller import ( + FlexibleDemandOpenLoopConverterController, +) supported_models = { @@ -220,8 +228,10 @@ "simple_generic_storage": SimpleGenericStorage, # Control "pass_through_controller": PassThroughOpenLoopController, - "demand_open_loop_controller": DemandOpenLoopController, + "demand_open_loop_storage_controller": DemandOpenLoopStorageController, "heuristic_load_following_controller": HeuristicLoadFollowingController, + "demand_open_loop_converter_controller": DemandOpenLoopConverterController, + "flexible_demand_open_loop_converter_controller": FlexibleDemandOpenLoopConverterController, # Dispatch "pyomo_dispatch_generic_converter": PyomoDispatchGenericConverter, "pyomo_dispatch_generic_storage": PyomoRuleStorageBaseclass, diff --git a/h2integrate/storage/battery/test/test_battery_cost.py b/h2integrate/storage/battery/test/test_battery_cost.py index c829bd709..2fdd8fa84 100644 --- a/h2integrate/storage/battery/test/test_battery_cost.py +++ b/h2integrate/storage/battery/test/test_battery_cost.py @@ -3,7 +3,9 @@ from pytest import fixture from h2integrate.storage.battery.atb_battery_cost import ATBBatteryCostModel -from h2integrate.control.control_strategies.openloop_controllers import DemandOpenLoopController +from h2integrate.control.control_strategies.storage.demand_openloop_controller import ( + DemandOpenLoopStorageController, +) @fixture @@ -29,7 +31,7 @@ def battery_tech_config_kW(): battery_inputs = { "performance_model": {"model": "simple_generic_storage"}, "cost_model": {"model": "atb_battery_cost"}, - "control_strategy": {"model": "demand_open_loop_controller"}, + "control_strategy": {"model": "demand_open_loop_storage_controller"}, "model_inputs": { "shared_parameters": { "commodity_name": "electricity", @@ -62,7 +64,7 @@ def battery_tech_config_MW(): battery_inputs = { "performance_model": {"model": "simple_generic_storage"}, "cost_model": {"model": "atb_battery_cost"}, - "control_strategy": {"model": "demand_open_loop_controller"}, + "control_strategy": {"model": "demand_open_loop_storage_controller"}, "model_inputs": { "shared_parameters": { "commodity_name": "electricity", @@ -102,7 +104,7 @@ def test_integrated_battery_cost_kW( promotes=["*"], ) - controller = DemandOpenLoopController( + controller = DemandOpenLoopStorageController( plant_config=plant_config, tech_config=battery_tech_config_kW ) @@ -142,7 +144,7 @@ def test_integrated_battery_cost_MW( electricity_profile_MW = electricity_profile_kW / 1e3 - controller = DemandOpenLoopController( + controller = DemandOpenLoopStorageController( plant_config=plant_config, tech_config=battery_tech_config_MW ) diff --git a/tests/h2integrate/test_controllers/test_open_loop_controllers.py b/tests/h2integrate/test_controllers/test_open_loop_controllers.py deleted file mode 100644 index 6b96c6e23..000000000 --- a/tests/h2integrate/test_controllers/test_open_loop_controllers.py +++ /dev/null @@ -1,318 +0,0 @@ -from copy import deepcopy -from pathlib import Path - -import yaml -import numpy as np -import pytest -import openmdao.api as om -from openmdao.utils.assert_utils import assert_check_totals - -from h2integrate.control.control_strategies.openloop_controllers import ( - DemandOpenLoopController, - PassThroughOpenLoopController, -) - - -def test_pass_through_controller(subtests): - # Get the directory of the current script - current_dir = Path(__file__).parent - - # Resolve the paths to the configuration files - tech_config_path = current_dir / "inputs" / "tech_config.yaml" - - # Load the technology configuration - with tech_config_path.open() as file: - tech_config = yaml.safe_load(file) - - # Set up the OpenMDAO problem - prob = om.Problem() - - prob.model.add_subsystem( - name="IVC", - subsys=om.IndepVarComp(name="hydrogen_in", val=np.arange(10)), - promotes=["*"], - ) - - prob.model.add_subsystem( - "pass_through_controller", - PassThroughOpenLoopController( - plant_config={}, tech_config=tech_config["technologies"]["h2_storage"] - ), - promotes=["*"], - ) - - prob.setup() - - prob.run_model() - - # Run the test - with subtests.test("Check output"): - assert pytest.approx(prob.get_val("hydrogen_out"), rel=1e-3) == np.arange(10) - - # Run the test - with subtests.test("Check derivatives"): - # check total derivatives using OpenMDAO's check_totals and assert tools - assert_check_totals( - prob.check_totals( - of=[ - "hydrogen_out", - ], - wrt=[ - "hydrogen_in", - ], - step=1e-6, - form="central", - show_only_incorrect=False, - out_stream=None, - ) - ) - - -def test_demand_controller(subtests): - # Get the directory of the current script - current_dir = Path(__file__).parent - - # Resolve the paths to the configuration files - tech_config_path = current_dir / "inputs" / "tech_config.yaml" - - # Load the technology configuration - with tech_config_path.open() as file: - tech_config = yaml.safe_load(file) - - plant_config = {"plant": {"simulation": {"n_timesteps": 10}}} - - tech_config["technologies"]["h2_storage"]["control_strategy"]["model"] = ( - "demand_openloop_controller" - ) - - tech_config["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { - "max_capacity": 10.0, # kg - "max_charge_percent": 1.0, # percent as decimal - "min_charge_percent": 0.0, # percent as decimal - "init_charge_percent": 1.0, # percent as decimal - "max_charge_rate": 1.0, # kg/time step - "max_discharge_rate": 0.5, # kg/time step - "charge_equals_discharge": False, - "charge_efficiency": 1.0, - "discharge_efficiency": 1.0, - "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand - } - - plant_config = {"plant": {"plant_life": 30, "simulation": {"n_timesteps": 10}}} - - # Set up the OpenMDAO problem - prob = om.Problem() - - prob.model.add_subsystem( - name="IVC", - subsys=om.IndepVarComp(name="hydrogen_in", val=np.arange(10)), - promotes=["*"], - ) - - prob.model.add_subsystem( - "demand_openloop_controller", - DemandOpenLoopController( - plant_config=plant_config, tech_config=tech_config["technologies"]["h2_storage"] - ), - promotes=["*"], - ) - - prob.setup() - - prob.run_model() - - # Run the test - with subtests.test("Check output"): - assert pytest.approx([0.5, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]) == prob.get_val( - "hydrogen_out" - ) - - with subtests.test("Check curtailment"): - assert pytest.approx([0.0, 0.0, 0.5, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]) == prob.get_val( - "hydrogen_unused_commodity" - ) - - with subtests.test("Check soc"): - assert pytest.approx([0.95, 0.95, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]) == prob.get_val( - "hydrogen_soc" - ) - - with subtests.test("Check missed load"): - assert pytest.approx([0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]) == prob.get_val( - "hydrogen_unmet_demand" - ) - - -def test_demand_controller_round_trip_efficiency(subtests): - # Get the directory of the current script - current_dir = Path(__file__).parent - - # Resolve the paths to the configuration files - tech_config_path = current_dir / "inputs" / "tech_config.yaml" - - # Load the technology configuration - with tech_config_path.open() as file: - tech_config = yaml.safe_load(file) - - plant_config = {"plant": {"simulation": {"n_timesteps": 10}}} - - tech_config["technologies"]["h2_storage"]["control_strategy"]["model"] = ( - "demand_openloop_controller" - ) - tech_config["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { - "max_capacity": 10.0, # kg - "max_charge_percent": 1.0, # percent as decimal - "min_charge_percent": 0.0, # percent as decimal - "init_charge_percent": 1.0, # percent as decimal - "max_charge_rate": 1.0, # kg/time step - "max_discharge_rate": 0.5, # kg/time step - "charge_equals_discharge": False, - "charge_efficiency": 1.0, - "discharge_efficiency": 1.0, - "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand - } - - tech_config_rte = deepcopy(tech_config) - tech_config_rte["technologies"]["h2_storage"]["model_inputs"]["control_parameters"] = { - "max_capacity": 10.0, # kg - "max_charge_percent": 1.0, # percent as decimal - "min_charge_percent": 0.0, # percent as decimal - "init_charge_percent": 1.0, # percent as decimal - "max_charge_rate": 1.0, # kg/time step - "max_discharge_rate": 0.5, # kg/time step - "charge_equals_discharge": False, - "round_trip_efficiency": 1.0, - "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand - } - - plant_config = {"plant": {"plant_life": 30, "simulation": {"n_timesteps": 10}}} - - def set_up_and_run_problem(config): - # Set up the OpenMDAO problem - prob = om.Problem() - - prob.model.add_subsystem( - name="IVC", - subsys=om.IndepVarComp(name="hydrogen_in", val=np.arange(10)), - promotes=["*"], - ) - - prob.model.add_subsystem( - "demand_openloop_controller", - DemandOpenLoopController( - plant_config=plant_config, tech_config=config["technologies"]["h2_storage"] - ), - promotes=["*"], - ) - - prob.setup() - - prob.run_model() - - return prob - - prob_ioe = set_up_and_run_problem(tech_config) - prob_rte = set_up_and_run_problem(tech_config_rte) - - # Run the test - with subtests.test("Check output"): - assert pytest.approx(prob_ioe.get_val("hydrogen_out")) == prob_rte.get_val("hydrogen_out") - - with subtests.test("Check curtailment"): - assert pytest.approx(prob_ioe.get_val("hydrogen_unused_commodity")) == prob_rte.get_val( - "hydrogen_unused_commodity" - ) - - with subtests.test("Check soc"): - assert pytest.approx(prob_ioe.get_val("hydrogen_soc")) == prob_rte.get_val("hydrogen_soc") - - with subtests.test("Check missed load"): - assert pytest.approx(prob_ioe.get_val("hydrogen_unmet_demand")) == prob_rte.get_val( - "hydrogen_unmet_demand" - ) - - -def test_generic_demand_controller(subtests): - # Test is the same as the demand controller test test_demand_controller for the "h2_storage" - # performance model but with the "simple_generic_storage" performance model - - # Get the directory of the current script - current_dir = Path(__file__).parent - - # Resolve the paths to the configuration files - tech_config_path = current_dir / "inputs" / "tech_config.yaml" - - # Load the technology configuration - with tech_config_path.open() as file: - tech_config = yaml.safe_load(file) - - tech_config["technologies"]["h2_storage"] = { - "performance_model": { - "model": "simple_generic_storage", - }, - "control_strategy": { - "model": "demand_openloop_controller", - }, - "model_inputs": { - "shared_parameters": { - "commodity_name": "hydrogen", - "commodity_units": "kg", - "max_capacity": 10.0, # kg - "max_charge_rate": 1.0, # percent as decimal - }, - "control_parameters": { - "max_charge_percent": 1.0, # percent as decimal - "min_charge_percent": 0.0, # percent as decimal - "init_charge_percent": 1.0, # percent as decimal - "max_discharge_rate": 0.5, # kg/time step - "charge_efficiency": 1.0, - "charge_equals_discharge": False, - "discharge_efficiency": 1.0, - "demand_profile": [1.0] * 10, # Example: 10 time steps with 10 kg/time step demand - }, - }, - } - - plant_config = {"plant": {"plant_life": 30, "simulation": {"n_timesteps": 10}}} - - # Set up OpenMDAO problem - prob = om.Problem() - - prob.model.add_subsystem( - name="IVC", - subsys=om.IndepVarComp(name="hydrogen_in", val=np.arange(10)), - promotes=["*"], - ) - - prob.model.add_subsystem( - "demand_openloop_controller", - DemandOpenLoopController( - plant_config=plant_config, tech_config=tech_config["technologies"]["h2_storage"] - ), - promotes=["*"], - ) - - prob.setup() - - prob.run_model() - - # # Run the test - with subtests.test("Check output"): - assert pytest.approx([0.5, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]) == prob.get_val( - "hydrogen_out" - ) - - with subtests.test("Check curtailment"): - assert pytest.approx([0.0, 0.0, 0.5, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]) == prob.get_val( - "hydrogen_unused_commodity" - ) - - with subtests.test("Check soc"): - assert pytest.approx([0.95, 0.95, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]) == prob.get_val( - "hydrogen_soc" - ) - - with subtests.test("Check missed load"): - assert pytest.approx([0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]) == prob.get_val( - "hydrogen_unmet_demand" - ) From cee386131b31f5b7bc548aedfeca11320ecb1799 Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Thu, 4 Dec 2025 12:06:35 -0600 Subject: [PATCH 67/79] Grid Components (#340) * grid models * Added grid as feedstock * update examples * add grid buying converter * clarify units with parentheses * Adding singular grid component * Cleaning up grid files * Removed unnecessary tests * add grid to elec producing techs list * Updated tests due to changes from develop * added coproduct test and bugfix in profast base * Minor updates based on PR feedback * Iterations based on PR feedback * Updated names in test * docs wip * Updated example path * Added readme for example 23 * docs * fix tests * Updates to grid doc * Updated grid example * Updating grid example number * Grid updates based on PR feedback --------- Co-authored-by: John Jasa Co-authored-by: Jared Thomas Co-authored-by: elenya-grant <116225007+elenya-grant@users.noreply.github.com> --- CHANGELOG.md | 1 + docs/_toc.yml | 1 + docs/technology_models/grid.md | 69 +++ docs/technology_models/technology_overview.md | 5 + docs/user_guide/design_optimization_in_h2i.md | 2 +- docs/user_guide/postprocessing_results.md | 2 +- docs/user_guide/recording_and_loading_data.md | 2 +- .../hydrogen_dispatch.ipynb | 4 +- examples/24_solar_battery_grid/README.md | 91 ++++ .../24_solar_battery_grid/driver_config.yaml | 5 + .../24_solar_battery_grid/plant_config.yaml | 73 +++ .../run_solar_battery_grid.py | 11 + .../solar_battery_grid.yaml | 7 + .../24_solar_battery_grid/tech_config.yaml | 86 ++++ h2integrate/converters/grid/__init__.py | 0 h2integrate/converters/grid/grid.py | 277 +++++++++++ h2integrate/converters/grid/test/test_grid.py | 462 ++++++++++++++++++ h2integrate/core/supported_models.py | 15 +- h2integrate/finances/profast_base.py | 3 +- .../finances/test/test_profast_finance.py | 67 +++ tests/h2integrate/test_all_examples.py | 39 ++ 21 files changed, 1214 insertions(+), 8 deletions(-) create mode 100644 docs/technology_models/grid.md create mode 100644 examples/24_solar_battery_grid/README.md create mode 100644 examples/24_solar_battery_grid/driver_config.yaml create mode 100644 examples/24_solar_battery_grid/plant_config.yaml create mode 100644 examples/24_solar_battery_grid/run_solar_battery_grid.py create mode 100644 examples/24_solar_battery_grid/solar_battery_grid.yaml create mode 100644 examples/24_solar_battery_grid/tech_config.yaml create mode 100644 h2integrate/converters/grid/__init__.py create mode 100644 h2integrate/converters/grid/grid.py create mode 100644 h2integrate/converters/grid/test/test_grid.py diff --git a/CHANGELOG.md b/CHANGELOG.md index d0ae7ede0..c4f2eef77 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -33,6 +33,7 @@ - Added standalone iron mine performance and cost model - Added solar resource models for Meteosat Prime Meridian and Himawari datasets available through NSRDB - Improved readability of the postprocessing printout by simplifying numerical representation, especially for years +- Added grid converter performance and cost model which can be used to buy, sell, or buy and sell electricity to/from the grid - Add open-loop load demand controllers: `DemandOpenLoopConverterController` and `FlexibleDemandOpenLoopConverterController` ## 0.4.0 [October 1, 2025] diff --git a/docs/_toc.yml b/docs/_toc.yml index 71cff2ed8..dd82b3598 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -38,6 +38,7 @@ parts: - file: technology_models/ammonia.md - file: technology_models/pysam_battery.md - file: technology_models/geologic_hydrogen.md + - file: technology_models/grid - caption: Resource Models chapters: diff --git a/docs/technology_models/grid.md b/docs/technology_models/grid.md new file mode 100644 index 000000000..a8167a95a --- /dev/null +++ b/docs/technology_models/grid.md @@ -0,0 +1,69 @@ +# Grid Performance and Cost Models + +This page documents the unified `grid_performance` and `grid_cost` models, which together represent a flexible, configurable grid interconnection point within an H2I simulation. +These components support both power flows and cost accounting for buying and selling electricity through a constrained interconnection. +This is a single model that can be configured to either sell electricity to the grid, buy electricity from the grid, or both. + +See `example/24_solar_battery_grid` to see how to set up both buying and selling grid components. + +## Grid Performance +`grid_performance` represents a grid interconnection point that can buy or sell electricity subject to a maximum throughput rating (interconnection_size). + +It supports: +- Buying electricity from the grid to meet downstream demand. +- Selling electricity to the grid. +- Enforcing maximum allowed interconnection power. +- Computing unmet demand and unsold electricity due to constraints. + +```{note} +Multiple grid instances may be used within the same plant to represent different interconnection nodes. In the `tech_config` the component **must** be called `grid_buy` for the logic to work appropriately in financial calculations. +``` + +**Inputs** +| Name | Shape | Units | Description | +| ------------------------ | ------------------ | ----- | ----------------------------------------------------------------- | +| `interconnection_size` | scalar | kW | Maximum power capacity for grid connection. | +| `electricity_in` | array[n_timesteps] | kW | Electricity flowing into the grid (selling to grid). | +| `electricity_demand` | array[n_timesteps] | kW | Electricity demand from downstream technologies. | + +**Outputs** +| Name | Shape | Units | Description | +| -------------------------- | ------------------ | ----- | ------------------------------------------------------------------- | +| `electricity_out` | array[n_timesteps] | kW | Electricity flowing *out of* the grid (buying). | +| `electricity_sold` | array[n_timesteps] | kW | Electricity successfully sold to the grid. | +| `electricity_unmet_demand` | array[n_timesteps] | kW | Downstream technology demand not met due to interconnection limits. | +| `electricity_excess` | array[n_timesteps] | kW | Electricity that could not be sold due to limits. | + +## Grid Cost +`grid_cost` computes all costs and revenues associated with the grid interconnection, including: +- Capital cost based on interconnection rating. +- Fixed annual O&M. +- Variable cost of electricity purchased. +- Revenue from electricity sold. + +**Inputs** +| Name | Shape | Units | Description | +| ------------------------------- | ---------------------------- | --------- | ---------------------------------------------------------------------- | +| `interconnection_size` | scalar | kW | Interconnection capacity for cost calculation. | +| `interconnection_capex_per_kw` | scalar | $/kW | Capital cost per kW of interconnection. | +| `interconnection_opex_per_kw` | scalar | $/kW/year | Annual O&M cost per kW of interconnection. | +| `fixed_interconnection_cost` | scalar | $ | One-time fixed cost regardless of size. | +| `electricity_out` | array[n_timesteps] | kW | Electricity flowing out of grid (buying from grid). | +| `electricity_buy_price` | scalar/array[n_timesteps] | $/kWh | Price to buy electricity from grid (optional, time-varying supported). | +| `electricity_sold` | array[n_timesteps] | kW | Electricity flowing into grid (selling to grid). | +| `electricity_sell_price` | scalar/array[n_timesteps] | $/kWh | Price to sell electricity to grid (optional, time-varying supported). | + +**Outputs** +| Name | Description | +| --------- | --------------------------------------------------------------------------------------------------------------- | +| `CapEx` | Total capital expenditure. | +| `OpEx` | Annual O&M cost. | +| `VarOpEx` | Variable operating expenses (buying), revenues (selling), or net of expenses and revenues (buying and selling). | + +The **costs** of purchasing electricity from the grid are represented as a variable operating expense (`VarOpEx`) and are represented as a positive value. This allows it to be tracked as an expense in the financial models. + +The **revenue** of selling electricity to the grid is represented as a variable operating expense (`VarOpEx`) and a represented as a negative value. This is allows it to be tracked as a coproduct in the financial models. + +```{note} +If you're using a price-maker financial model (e.g., calculating the LCOE) and selling all of the electricity to the grid, then the `electricity_sell_price` should most likely be set to 0. since you want to know the breakeven price of selling that electricity. +``` diff --git a/docs/technology_models/technology_overview.md b/docs/technology_models/technology_overview.md index 6b7faf9ef..39d3b19a0 100644 --- a/docs/technology_models/technology_overview.md +++ b/docs/technology_models/technology_overview.md @@ -207,6 +207,11 @@ Below summarizes the available performance, cost, and financial models for each + `'natural_gas_performance'` - cost_models: + `'natural_gas_cost'` +- `grid`: electricity grid connection + - performance models: + + `'grid_performance'` + - cost models: + + `'grid_cost'` (transport-models)= ## Transport Models diff --git a/docs/user_guide/design_optimization_in_h2i.md b/docs/user_guide/design_optimization_in_h2i.md index 624105e18..9fd96168b 100644 --- a/docs/user_guide/design_optimization_in_h2i.md +++ b/docs/user_guide/design_optimization_in_h2i.md @@ -135,7 +135,7 @@ varname val units prom_name ------------------------------------ ------------------- --------- ------------------------------------------------------------- <...cut for brevity...> ProFastComp_0 - LCOE [0.09009908] USD/kW/h finance_subgroup_default.LCOE + LCOE [0.09009908] USD/(kW*h) finance_subgroup_default.LCOE ProFastComp_1 LCOH [4.63528661] USD/kg finance_subgroup_default.LCOH ``` diff --git a/docs/user_guide/postprocessing_results.md b/docs/user_guide/postprocessing_results.md index a56250a55..4df3ef15b 100644 --- a/docs/user_guide/postprocessing_results.md +++ b/docs/user_guide/postprocessing_results.md @@ -43,7 +43,7 @@ plant ProFastComp_0 LCOH [7.47944016] USD/kg finance_subgroup_default.LCOH ProFastComp_1 - LCOE [0.09795931] USD/kW/h finance_subgroup_default.LCOE + LCOE [0.09795931] USD/(kW*h) finance_subgroup_default.LCOE steel steel_performance steel |9615.91147134| t/year steel.steel diff --git a/docs/user_guide/recording_and_loading_data.md b/docs/user_guide/recording_and_loading_data.md index 1c0b3e78e..a7a51993c 100644 --- a/docs/user_guide/recording_and_loading_data.md +++ b/docs/user_guide/recording_and_loading_data.md @@ -123,6 +123,6 @@ cases = list(cr.get_cases()) # input or output from the models that were run and not specified # as variables to exclude in the driver_config file -cases[0].get_val("finance_subgroup_default.LCOE",units="USD/kW/h") +cases[0].get_val("finance_subgroup_default.LCOE",units="USD/(kW*h)") cases[0].get_val("solar.capacity_kWdc",units="MW") ``` diff --git a/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb b/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb index 80f6435b6..dab8bbd9e 100644 --- a/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb +++ b/examples/14_wind_hydrogen_dispatch/hydrogen_dispatch.ipynb @@ -222,13 +222,13 @@ " total_opex_adjusted [57176440.90523757] USD/year finance_subgroup_elec.total_opex_adjusted 57176440.90523757 \n", " total_varopex_adjusted |0.0| USD/year finance_subgroup_elec.total_varopex_adjusted 0.0 \n", " electricity_finance_default\n", - " LCOE [0.09929732] USD/kW/h finance_subgroup_elec.LCOE 0.09929732 \n", + " LCOE [0.09929732] USD/(kW*h) finance_subgroup_elec.LCOE 0.09929732 \n", " wacc_electricity [0.06250448] percent finance_subgroup_elec.wacc_electricity 0.06250448 \n", " crf_electricity [0.07227903] percent finance_subgroup_elec.crf_electricity 0.07227903 \n", " irr_electricity [0.09] percent finance_subgroup_elec.irr_electricity 0.09 \n", " profit_index_electricity [1.80745841] unitless finance_subgroup_elec.profit_index_electricity 1.80745841 \n", " investor_payback_period_electricity [9.] year finance_subgroup_elec.investor_payback_period_electricity 9.0 \n", - " price_electricity [0.09929732] USD/kW/h finance_subgroup_elec.price_electricity 0.09929732 \n", + " price_electricity [0.09929732] USD/(kW*h) finance_subgroup_elec.price_electricity 0.09929732 \n", " electrolyzer_to_h2_storage_pipe\n", " hydrogen_out |221.02084143| kg/s electrolyzer_to_h2_storage_pipe.hydrogen_out 1.95511557 \n", " h2_storage\n", diff --git a/examples/24_solar_battery_grid/README.md b/examples/24_solar_battery_grid/README.md new file mode 100644 index 000000000..2cdf79ef6 --- /dev/null +++ b/examples/24_solar_battery_grid/README.md @@ -0,0 +1,91 @@ +# Example 23: Solar Battery Grid System + +## Overview + +This example demonstrates a solar + battery + grid system that showcases the unified grid component. The system can both buy electricity from the grid and sell excess electricity back to the grid using separate grid connection instances. + +## System Description + +### Technologies + +1. **Solar PV** (200 MWdc) + - Utility-scale solar with single-axis tracking + - 1.34 DC/AC ratio + - 65% bifacial panels + - Ground coverage ratio: 0.3 + +2. **Battery Storage** (200 MWh, 25 MW charge/discharge rate) + - Simple generic storage model + - Demand-following control strategy (100 MW demand profile) + - Min SOC: 10%, Max SOC: 100% + - Charge/discharge efficiency: 100% + +3. **Grid Buy** (1000 MW interconnection) + - Buys electricity from grid to meet unmet demand + - Purchase price: $0.10/kWh + - No interconnection costs (set to $0) + +4. **Grid Sell** (1000 MW interconnection) + - Sells excess electricity back to grid + - Sell price: $0.00/kWh (no revenue in this configuration) + - No interconnection costs (set to $0) + +```{note} +We use two separate grid instances here: one for buying electricity and one for selling electricity so that there is not a feedback loop in the execution order of the technologies. You could use a single grid instance in this case, but it would require resolving the circular coupling using a nonlinear solver on the model. We generally recommend using separate grid instances for buying and selling to avoid this complexity, though this may vary based on your plant architecture. +``` + +## Key Features Demonstrated + +### Unified Grid Component + +The grid component in this example is designed to handle both electricity purchases and sales within a single component. This allows for flexible configurations depending on the system's needs. + +**Key Features:** +- Single component supports both buying and selling electricity +- Configure only the prices you need (buy, sell, or both) +- Optional interconnection sizing with associated costs +- Multiple grid instances in one plant for different purposes +- Enforces interconnection limits on both buying and selling +- Tracks unmet demand and electricity that couldn't be sold + +**Performance Model:** +The grid performance model handles: +- `electricity_in`: Power flowing INTO the grid (selling to grid) - limited by interconnection size +- `electricity_out`: Power flowing OUT OF the grid (buying from grid) - limited by interconnection size +- `electricity_sold`: Actual electricity sold (up to interconnection limit) +- `electricity_unmet_demand`: Demand that couldn't be met due to interconnection limit +- `electricity_excess`: Electricity that couldn't be sold due to interconnection limit + +**Cost Model:** +- CapEx: Based on interconnection size ($/kW) plus fixed costs +- OpEx: Annual O&M based on interconnection size ($/kW/year) +- VarOpEx: + - Positive costs from electricity purchases (if `electricity_buy_price` is set) + - Negative costs (revenue) from electricity sales (if `electricity_sell_price` is set) + - Both prices can be scalar or time-varying arrays + +### Energy Flow + +``` +Solar → Battery → [Grid Buy (purchases) | Grid Sell (sales)] +``` + +- Solar generates electricity +- Battery stores excess and follows 100 MW demand profile +- Grid Buy purchases electricity when battery cannot meet demand (via `electricity_unmet_demand` → `electricity_demand` connection) +- Grid Sell accepts excess electricity when battery has surplus (via `electricity_unused_commodity` → `electricity_in` connection) + +### Technology Interconnections + +```yaml +technology_interconnections: [ + ["solar", "battery", "electricity", "cable"], + ["battery", "grid_buy", ["electricity_unmet_demand", "electricity_demand"]], + ["battery", "grid_sell", ["electricity_unused_commodity", "electricity_in"]] +] +``` + +**Note:** Each grid instance specifies only the price relevant to its purpose: +- `grid_buy` only sets `electricity_buy_price` (the other is None by default) +- `grid_sell` only sets `electricity_sell_price` (the other is None by default) +- Both prices are optional - set only what you need diff --git a/examples/24_solar_battery_grid/driver_config.yaml b/examples/24_solar_battery_grid/driver_config.yaml new file mode 100644 index 000000000..4a7bca28f --- /dev/null +++ b/examples/24_solar_battery_grid/driver_config.yaml @@ -0,0 +1,5 @@ +name: "driver_config" +description: "This analysis runs solar and battery storage systems with buying and selling electricity to the grid" + +general: + folder_output: outputs diff --git a/examples/24_solar_battery_grid/plant_config.yaml b/examples/24_solar_battery_grid/plant_config.yaml new file mode 100644 index 000000000..169c3670e --- /dev/null +++ b/examples/24_solar_battery_grid/plant_config.yaml @@ -0,0 +1,73 @@ +name: "plant_config" +description: "This plant is located in Texas" + +site: + latitude: 32.34 + longitude: -98.27 + year: 2013 + + resources: + solar_resource: + resource_model: "goes_aggregated_solar_v4_api" + resource_parameters: + resource_year: 2013 + resource_dir: "../11_hybrid_energy_plant/tech_inputs/weather/solar" + resource_filename: "30.6617_-101.7096_psmv3_60_2013.csv" + + +# array of arrays containing left-to-right technology +# interconnections; can support bidirectional connections +# with the reverse definition. +# +# This example showcases using two separate grid instances: +# - grid_buy: purchases electricity to meet unmet demand (upstream) +# - grid_sell: sells excess electricity back to grid (downstream) +technology_interconnections: [ + ["solar", "battery", "electricity", "cable"], # connect solar to battery + ["battery", "grid_buy", ["electricity_unmet_demand", "electricity_demand"]], # connect battery demand to grid buying + ["battery", "grid_sell", ["electricity_unused_commodity", "electricity_in"]] # connect battery surplus to grid selling +] + +resource_to_tech_connections: [ + # connect the wind resource to the wind technology + ['solar_resource', 'solar', 'solar_resource_data'], +] + +plant: + plant_life: 30 + simulation: + n_timesteps: 8760 + +finance_parameters: + finance_groups: + profast_model: + commodity: "electricity" + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 + inflation_rate: 0.0 + discount_rate: 0.09 + debt_equity_ratio: 2.62 + property_tax_and_insurance: 0.03 + total_income_tax_rate: 0.308 + capital_gains_tax_rate: 0.15 + sales_tax_rate: 0.07375 + debt_interest_rate: 0.07 + debt_type: "Revolving debt" + loan_period_if_used: 0 + cash_onhand_months: 1 + admin_expense: 0.00 + capital_items: + depr_type: "MACRS" + depr_period: 5 + refurb: [0.] + cost_adjustment_parameters: + cost_year_adjustment_inflation: 0.025 + target_dollar_year: 2022 + finance_subgroups: + renewables: + commodity: "electricity" + finance_groups: ["profast_model"] + technologies: ["solar", "battery", "grid_buy", "grid_sell"] diff --git a/examples/24_solar_battery_grid/run_solar_battery_grid.py b/examples/24_solar_battery_grid/run_solar_battery_grid.py new file mode 100644 index 000000000..3131ef0d7 --- /dev/null +++ b/examples/24_solar_battery_grid/run_solar_battery_grid.py @@ -0,0 +1,11 @@ +from h2integrate.core.h2integrate_model import H2IntegrateModel + + +# Create an H2I model +h2i = H2IntegrateModel("solar_battery_grid.yaml") + +# Run the model +h2i.run() + +# Post-process the results +h2i.post_process() diff --git a/examples/24_solar_battery_grid/solar_battery_grid.yaml b/examples/24_solar_battery_grid/solar_battery_grid.yaml new file mode 100644 index 000000000..7efd3cef4 --- /dev/null +++ b/examples/24_solar_battery_grid/solar_battery_grid.yaml @@ -0,0 +1,7 @@ +name: "H2Integrate_config" + +system_summary: "This reference plant firms using the grid" + +driver_config: "driver_config.yaml" +technology_config: "tech_config.yaml" +plant_config: "plant_config.yaml" diff --git a/examples/24_solar_battery_grid/tech_config.yaml b/examples/24_solar_battery_grid/tech_config.yaml new file mode 100644 index 000000000..48dc0bc50 --- /dev/null +++ b/examples/24_solar_battery_grid/tech_config.yaml @@ -0,0 +1,86 @@ +name: "technology_config" +description: "This plant produces electricity from natural gas using a combined cycle turbine" + +technologies: + solar: + performance_model: + model: "pysam_solar_plant_performance" + cost_model: + model: "atb_utility_pv_cost" + model_inputs: + performance_parameters: + pv_capacity_kWdc: 200000 #200 MWdc + dc_ac_ratio: 1.34 + create_model_from: "new" + tilt_angle_func: "none" + tilt: 0 + pysam_options: + SystemDesign: + gcr: 0.3 + array_type: 2 + bifaciality: 0.65 + inv_eff: 96.0 + losses: 14.6 + module_type: 1 + azimuth: 180 + rotlim: 45 + SolarResource: + albedo_default: 0.2 + cost_parameters: + capex_per_kWac: 1193 + opex_per_kWac_per_year: 18 + cost_year: 2024 + battery: + performance_model: + model: "simple_generic_storage" + cost_model: + model: "atb_battery_cost" + control_strategy: + model: "demand_open_loop_storage_controller" + model_inputs: + shared_parameters: + commodity_name: "electricity" + commodity_units: "kW" + max_charge_rate: 25000.0 # kW/time step, 25 MW + max_capacity: 200000.0 # kWh, 200 MWh + control_parameters: + max_charge_percent: 1.0 # percent as decimal + min_charge_percent: 0.1 # percent as decimal + init_charge_percent: 0.1 # percent as decimal + max_discharge_rate: 25000.0 # kW/time step + charge_efficiency: 1.0 # percent as decimal + discharge_efficiency: 1.0 # percent as decimal + demand_profile: 100000 #kW, 100 MW + cost_parameters: + cost_year: 2022 + energy_capex: 300 # $/kWh + power_capex: 100 # $/kW + opex_fraction: 0.05 # percent of capex + grid_buy: + performance_model: + model: "grid_performance" + cost_model: + model: "grid_cost" + model_inputs: + shared_parameters: + interconnection_size: 1.e6 # kW + cost_parameters: + cost_year: 2022 + electricity_buy_price: 0.10 # $/kWh - only buying, no selling + interconnection_capex_per_kw: 0.0 # $/kW capital cost + interconnection_opex_per_kw: 0.0 # $/kW/year O&M cost + fixed_interconnection_cost: 0.0 # $ one-time fixed cost + grid_sell: + performance_model: + model: "grid_performance" + cost_model: + model: "grid_cost" + model_inputs: + shared_parameters: + interconnection_size: 1.e6 # kW + cost_parameters: + cost_year: 2022 + electricity_sell_price: 0.0 # $/kWh - only selling, no buying + interconnection_capex_per_kw: 0.0 # $/kW capital cost + interconnection_opex_per_kw: 0.0 # $/kW/year O&M cost + fixed_interconnection_cost: 0.0 # $ one-time fixed cost diff --git a/h2integrate/converters/grid/__init__.py b/h2integrate/converters/grid/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/converters/grid/grid.py b/h2integrate/converters/grid/grid.py new file mode 100644 index 000000000..a62d3575b --- /dev/null +++ b/h2integrate/converters/grid/grid.py @@ -0,0 +1,277 @@ +import numpy as np +import openmdao.api as om +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, CostModelBaseConfig, merge_shared_inputs +from h2integrate.core.model_baseclasses import CostModelBaseClass + + +@define +class GridPerformanceModelConfig(BaseConfig): + """Configuration for the grid performance model. + + Attributes: + interconnection_size: Maximum power capacity for grid connection in kW + """ + + interconnection_size: float = field() # kW + + +class GridPerformanceModel(om.ExplicitComponent): + """Model a grid interconnection point. + + The grid is treated as the interconnection point itself: + - electricity_in: Power flowing INTO the grid (selling to grid). + - electricity_out: Power flowing OUT OF the grid (buying from grid). + + This component handles: + - Buying electricity from the grid (electricity flows out to downstream technologies). + - Selling electricity to the grid (electricity flows in from upstream technologies). + - Enforcing interconnection limits on buying flows. + + The component can be instantiated multiple times in a plant to represent + different grid connection points (for example, one for buying upstream and + another for selling downstream). + + Inputs + interconnection_size (float): Maximum power capacity for grid connection (kW). + electricity_in (array): Power flowing into the grid (selling) (kW). + electricity_demand (array): Downstream electricity demand (kW). + + Outputs + electricity_out (array): Power flowing out of the grid (buying) (kW). + """ + + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + self.config = GridPerformanceModelConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") + ) + + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + + # Interconnection size input + self.add_input( + "interconnection_size", + val=self.config.interconnection_size, + units="kW", + desc="Maximum power capacity for grid connection", + ) + + # Electricity flowing INTO the grid (selling to grid) + self.add_input( + "electricity_in", + val=0.0, + shape=n_timesteps, + units="kW", + desc="Electricity flowing into grid interconnection point (selling to grid)", + ) + + # Electricity demand from downstream (for buying from grid) + self.add_input( + "electricity_demand", + val=0.0, + shape=n_timesteps, + units="kW", + desc="Electricity demand from downstream technologies", + ) + + # Electricity flowing OUT OF the grid (buying from grid) + self.add_output( + "electricity_out", + val=0.0, + shape=n_timesteps, + units="kW", + desc="Electricity flowing out of grid interconnection point (buying from grid)", + ) + + self.add_output( + "electricity_sold", + val=0.0, + shape=n_timesteps, + units="kW", + desc="Electricity sold to the grid", + ) + + self.add_output( + "electricity_unmet_demand", + val=0.0, + shape=n_timesteps, + units="kW", + desc="Electricity demand that is not met", + ) + + self.add_output( + "electricity_excess", + val=0.0, + shape=n_timesteps, + units="kW", + desc="Electricity that was not sold due to interconnection limits", + ) + + def compute(self, inputs, outputs): + interconnection_size = inputs["interconnection_size"] + + # Selling: electricity flows into grid, limited by interconnection size + electricity_sold = np.clip(inputs["electricity_in"], 0, interconnection_size) + outputs["electricity_sold"] = electricity_sold + + # Buying: electricity flows out of grid to meet demand, limited by interconnection + electricity_bought = np.clip(inputs["electricity_demand"], 0, interconnection_size) + outputs["electricity_out"] = electricity_bought + + # Unmet demand if demand exceeds interconnection size + outputs["electricity_unmet_demand"] = inputs["electricity_demand"] - electricity_bought + + # Not sold electricity if demand exceeds interconnection size + outputs["electricity_excess"] = inputs["electricity_in"] - electricity_sold + + +@define +class GridCostModelConfig(CostModelBaseConfig): + """Configuration for the grid cost model. + + Attributes: + interconnection_size: Maximum power capacity for grid connection in kW + interconnection_capex_per_kw: Capital cost per kW of interconnection ($/kW) + interconnection_opex_per_kw: Annual O&M cost per kW of interconnection ($/kW/year) + fixed_interconnection_cost: One-time fixed cost regardless of size ($) + electricity_buy_price: Price to buy electricity from grid ($/kWh), optional + electricity_sell_price: Price to sell electricity to grid ($/kWh), optional + """ + + interconnection_size: float = field() # kW + interconnection_capex_per_kw: float = field() # $/kW + interconnection_opex_per_kw: float = field() # $/kW/year + fixed_interconnection_cost: float = field() # $ + electricity_buy_price: float | list[float] | np.ndarray | None = field(default=None) # $/kWh + electricity_sell_price: float | list[float] | np.ndarray | None = field(default=None) # $/kWh + + +class GridCostModel(CostModelBaseClass): + """ + An OpenMDAO component that computes costs for grid connections. + + This component handles: + - CapEx based on interconnection size ($/kW) + - OpEx based on interconnection size ($/kW/year) + - Variable costs for electricity purchases (buy mode) + - Revenue from electricity sales (sell mode) + - Support for time-varying electricity prices + + Note: Although the electricity units are in kW and the prices are in USD/kWh, + this model assumes that each timestep represents 1 hour. + """ + + def setup(self): + self.config = GridCostModelConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost") + ) + super().setup() + + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + + # Common input for sizing costs + self.add_input( + "interconnection_size", + val=self.config.interconnection_size, + units="kW", + desc="Interconnection capacity for cost calculation", + ) + + # Electricity flowing OUT of grid (buying from grid) + self.add_input( + "electricity_out", + val=0.0, + shape=n_timesteps, + units="kW", + desc="Electricity flowing out of grid (buying from grid)", + ) + + # Add buy price input if configured + if self.config.electricity_buy_price is not None: + buy_price = self.config.electricity_buy_price + if isinstance(buy_price, (list, np.ndarray)): + if len(buy_price) != n_timesteps: + raise ValueError( + f"electricity_buy_price length ({len(buy_price)}) " + f"must match n_timesteps ({n_timesteps})" + ) + buy_price_shape = n_timesteps + + else: + buy_price_shape = 1 + + self.add_input( + "electricity_buy_price", + val=self.config.electricity_buy_price, + shape=buy_price_shape, + units="USD/(kW*h)", + desc="Price to buy electricity from grid", + ) + + # Electricity flowing INTO grid (selling to grid) + self.add_input( + "electricity_sold", + val=0.0, + shape=n_timesteps, + units="kW", + desc="Electricity flowing into grid (selling to grid)", + ) + + # Add sell price input if configured + if self.config.electricity_sell_price is not None: + sell_price = self.config.electricity_sell_price + if isinstance(sell_price, (list, np.ndarray)): + if len(sell_price) != n_timesteps: + raise ValueError( + f"electricity_sell_price length ({len(sell_price)}) " + f"must match n_timesteps ({n_timesteps})" + ) + sell_price_shape = n_timesteps + else: + sell_price_shape = 1 + + self.add_input( + "electricity_sell_price", + val=self.config.electricity_sell_price, + shape=sell_price_shape, + units="USD/(kW*h)", + desc="Price to sell electricity to grid", + ) + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + interconnection_size = inputs["interconnection_size"] + + # Capital costs based on interconnection size + capex_per_kw = self.config.interconnection_capex_per_kw + fixed_cost = self.config.fixed_interconnection_cost + outputs["CapEx"] = (interconnection_size * capex_per_kw) + fixed_cost + + # Fixed operating costs based on interconnection size + opex_per_kw = self.config.interconnection_opex_per_kw + outputs["OpEx"] = interconnection_size * opex_per_kw + + # Variable operating costs (positive cost for buying, negative for selling) + varopex = 0.0 + + # Add buying costs if buy price is configured + # electricity_out represents power flowing OUT of grid (buying) + if self.config.electricity_buy_price is not None: + electricity_out = inputs["electricity_out"] + buy_price = inputs["electricity_buy_price"] + # Buying costs money (positive VarOpEx) + varopex += np.sum(electricity_out * buy_price) + + # Add selling revenue if sell price is configured + # electricity_sold represents power flowing INTO grid (selling) + if self.config.electricity_sell_price is not None: + sell_price = inputs["electricity_sell_price"] + # Selling generates revenue (negative VarOpEx) + varopex -= np.sum(inputs["electricity_sold"] * sell_price) + + outputs["VarOpEx"] = varopex diff --git a/h2integrate/converters/grid/test/test_grid.py b/h2integrate/converters/grid/test/test_grid.py new file mode 100644 index 000000000..d1868d024 --- /dev/null +++ b/h2integrate/converters/grid/test/test_grid.py @@ -0,0 +1,462 @@ +import unittest + +import numpy as np +import openmdao.api as om + +from h2integrate.converters.grid.grid import GridCostModel, GridPerformanceModel + + +class TestGridPerformanceModel(unittest.TestCase): + """Test cases for GridPerformanceModel.""" + + def setUp(self): + """Set up test fixtures.""" + self.n_timesteps = 10 + self.plant_config = {"plant": {"simulation": {"n_timesteps": self.n_timesteps}}} + + def test_buying_electricity(self): + """Test buying electricity from grid (electricity flows out).""" + prob = om.Problem() + + tech_config = { + "model_inputs": { + "shared_parameters": { + "interconnection_size": 50000.0 # 50 MW + } + } + } + + prob.model.add_subsystem( + "grid", + GridPerformanceModel( + driver_config={}, plant_config=self.plant_config, tech_config=tech_config + ), + ) + + prob.setup() + + # Set demand below interconnection limit + demand = np.full(self.n_timesteps, 30000.0) # 30 MW demand + prob.set_val("grid.electricity_demand", demand) + + prob.run_model() + + # Should get full demand since it's below interconnection limit + electricity_out = prob.get_val("grid.electricity_out") + np.testing.assert_array_almost_equal(electricity_out, demand) + + def test_buying_with_interconnection_limit(self): + """Test that buying is limited by interconnection size.""" + prob = om.Problem() + + interconnection_size = 40000.0 # 40 MW + tech_config = { + "model_inputs": {"shared_parameters": {"interconnection_size": interconnection_size}} + } + + prob.model.add_subsystem( + "grid", + GridPerformanceModel( + driver_config={}, plant_config=self.plant_config, tech_config=tech_config + ), + ) + + prob.setup() + + # Set demand above interconnection limit + demand = np.full(self.n_timesteps, 60000.0) # 60 MW demand + prob.set_val("grid.electricity_demand", demand) + + prob.run_model() + + # Should be limited to interconnection size + electricity_out = prob.get_val("grid.electricity_out") + np.testing.assert_array_almost_equal( + electricity_out, np.full(self.n_timesteps, interconnection_size) + ) + + def test_selling_electricity(self): + """Test selling electricity to grid (electricity flows in).""" + prob = om.Problem() + + tech_config = { + "model_inputs": { + "shared_parameters": { + "interconnection_size": 100000.0 # 100 MW + } + } + } + + prob.model.add_subsystem( + "grid", + GridPerformanceModel( + driver_config={}, plant_config=self.plant_config, tech_config=tech_config + ), + ) + + prob.setup() + + # Set electricity flowing into grid + electricity_in = np.full(self.n_timesteps, 50000.0) # 50 MW + prob.set_val("grid.electricity_in", electricity_in) + + prob.run_model() + + # The electricity_in represents what's being sold (no separate output needed) + # Just verify it was accepted + actual_in = prob.get_val("grid.electricity_in") + np.testing.assert_array_almost_equal(actual_in, electricity_in) + + def test_simultaneous_buy_and_sell(self): + """Test that grid can handle both buying and selling simultaneously.""" + prob = om.Problem() + + tech_config = { + "model_inputs": { + "shared_parameters": { + "interconnection_size": 75000.0 # 75 MW + } + } + } + + prob.model.add_subsystem( + "grid", + GridPerformanceModel( + driver_config={}, plant_config=self.plant_config, tech_config=tech_config + ), + ) + + prob.setup() + + # Set both flows + electricity_in = np.full(self.n_timesteps, 30000.0) # 30 MW in + electricity_demand = np.full(self.n_timesteps, 40000.0) # 40 MW out + + prob.set_val("grid.electricity_in", electricity_in) + prob.set_val("grid.electricity_demand", electricity_demand) + + prob.run_model() + + electricity_out = prob.get_val("grid.electricity_out") + np.testing.assert_array_almost_equal(electricity_out, electricity_demand) + + def test_varying_demand_profile(self): + """Test with time-varying demand profile.""" + prob = om.Problem() + + tech_config = {"model_inputs": {"shared_parameters": {"interconnection_size": 100000.0}}} + + prob.model.add_subsystem( + "grid", + GridPerformanceModel( + driver_config={}, plant_config=self.plant_config, tech_config=tech_config + ), + ) + + prob.setup() + + # Create varying demand profile + demand = np.array([10000, 20000, 30000, 50000, 70000, 90000, 110000, 80000, 60000, 40000]) + prob.set_val("grid.electricity_demand", demand) + + prob.run_model() + + electricity_out = prob.get_val("grid.electricity_out") + # Values above 100000 should be clipped + expected = np.clip(demand, 0, 100000) + np.testing.assert_array_almost_equal(electricity_out, expected) + + +class TestGridCostModel(unittest.TestCase): + """Test cases for GridCostModel.""" + + def setUp(self): + """Set up test fixtures.""" + self.n_timesteps = 24 # 24 hours + self.plant_config = { + "plant": {"simulation": {"n_timesteps": self.n_timesteps}, "plant_life": 30} + } + + def test_buy_only_mode(self): + """Test cost model with only buy price configured.""" + prob = om.Problem() + + interconnection_size = 50000.0 + buy_price = 0.10 # $0.10/kWh + + tech_config = { + "model_inputs": { + "shared_parameters": {"interconnection_size": interconnection_size}, + "cost_parameters": { + "cost_year": 2022, + "interconnection_capex_per_kw": 50.0, + "interconnection_opex_per_kw": 2.0, + "fixed_interconnection_cost": 100000.0, + "electricity_buy_price": buy_price, + "electricity_sell_price": None, # No selling + }, + } + } + + prob.model.add_subsystem( + "grid", + GridCostModel( + driver_config={}, plant_config=self.plant_config, tech_config=tech_config + ), + ) + + prob.setup() + + # Set electricity bought (flowing out) + electricity_out = np.full(self.n_timesteps, 30000.0) # 30 MW + prob.set_val("grid.electricity_out", electricity_out) + + prob.run_model() + + # Check CapEx + expected_capex = (interconnection_size * 50.0) + 100000.0 + capex = prob.get_val("grid.CapEx") + self.assertAlmostEqual(capex, expected_capex) + + # Check OpEx + expected_opex = interconnection_size * 2.0 + opex = prob.get_val("grid.OpEx") + self.assertAlmostEqual(opex, expected_opex) + + # Check VarOpEx (buying costs) + expected_varopex = np.sum(electricity_out * buy_price) + varopex = prob.get_val("grid.VarOpEx")[0] + self.assertAlmostEqual(varopex, expected_varopex) + + def test_sell_only_mode(self): + """Test cost model with only sell price configured.""" + prob = om.Problem() + + interconnection_size = 75000.0 + sell_price = 0.05 # $0.05/kWh + + tech_config = { + "model_inputs": { + "shared_parameters": {"interconnection_size": interconnection_size}, + "cost_parameters": { + "cost_year": 2022, + "interconnection_capex_per_kw": 50.0, + "interconnection_opex_per_kw": 2.0, + "fixed_interconnection_cost": 100000.0, + "electricity_buy_price": None, # No buying + "electricity_sell_price": sell_price, + }, + } + } + + prob.model.add_subsystem( + "grid", + GridCostModel( + driver_config={}, plant_config=self.plant_config, tech_config=tech_config + ), + ) + + prob.setup() + + # Set electricity sold (flowing in) + electricity_sold = np.full(self.n_timesteps, 40000.0) # 40 MW + prob.set_val("grid.electricity_sold", electricity_sold) + + prob.run_model() + + # Check CapEx + expected_capex = (interconnection_size * 50.0) + 100000.0 + capex = prob.get_val("grid.CapEx") + self.assertAlmostEqual(capex, expected_capex) + + # Check OpEx + expected_opex = interconnection_size * 2.0 + opex = prob.get_val("grid.OpEx") + self.assertAlmostEqual(opex, expected_opex) + + # Check VarOpEx (selling revenue - negative) + expected_varopex = -np.sum(electricity_sold * sell_price) + varopex = prob.get_val("grid.VarOpEx")[0] + self.assertAlmostEqual(varopex, expected_varopex) + + def test_both_buy_and_sell_prices(self): + """Test cost model with both buy and sell prices configured.""" + prob = om.Problem() + + interconnection_size = 100000.0 + buy_price = 0.10 # $0.10/kWh + sell_price = 0.05 # $0.05/kWh + + tech_config = { + "model_inputs": { + "shared_parameters": {"interconnection_size": interconnection_size}, + "cost_parameters": { + "cost_year": 2022, + "interconnection_capex_per_kw": 50.0, + "interconnection_opex_per_kw": 2.0, + "fixed_interconnection_cost": 100000.0, + "electricity_buy_price": buy_price, + "electricity_sell_price": sell_price, + }, + } + } + + prob.model.add_subsystem( + "grid", + GridCostModel( + driver_config={}, plant_config=self.plant_config, tech_config=tech_config + ), + ) + + prob.setup() + + # Set both buying and selling + electricity_out = np.full(self.n_timesteps, 20000.0) # 20 MW bought + electricity_sold = np.full(self.n_timesteps, 30000.0) # 30 MW sold + + prob.set_val("grid.electricity_out", electricity_out) + prob.set_val("grid.electricity_sold", electricity_sold) + + prob.run_model() + + # Check VarOpEx (buying cost - selling revenue) + buying_cost = np.sum(electricity_out * buy_price) + selling_revenue = np.sum(electricity_sold * sell_price) + expected_varopex = buying_cost - selling_revenue + + varopex = prob.get_val("grid.VarOpEx")[0] + self.assertAlmostEqual(varopex, expected_varopex) + + def test_time_varying_buy_price(self): + """Test with time-varying electricity buy prices.""" + prob = om.Problem() + + interconnection_size = 50000.0 + # Create time-varying prices (peak/off-peak) + buy_prices = np.array([0.08] * 6 + [0.15] * 12 + [0.08] * 6) # 24 hours + + tech_config = { + "model_inputs": { + "shared_parameters": {"interconnection_size": interconnection_size}, + "cost_parameters": { + "cost_year": 2022, + "interconnection_capex_per_kw": 50.0, + "interconnection_opex_per_kw": 2.0, + "fixed_interconnection_cost": 100000.0, + "electricity_buy_price": buy_prices.tolist(), + "electricity_sell_price": None, + }, + } + } + + prob.model.add_subsystem( + "grid", + GridCostModel( + driver_config={}, plant_config=self.plant_config, tech_config=tech_config + ), + ) + + prob.setup() + + # Set constant electricity bought + electricity_out = np.full(self.n_timesteps, 25000.0) # 25 MW + prob.set_val("grid.electricity_out", electricity_out) + + prob.run_model() + + # Check VarOpEx with varying prices + expected_varopex = np.sum(electricity_out * buy_prices) + varopex = prob.get_val("grid.VarOpEx")[0] + self.assertAlmostEqual(varopex, expected_varopex) + + def test_time_varying_sell_price(self): + """Test with time-varying electricity sell prices.""" + prob = om.Problem() + + interconnection_size = 75000.0 + # Create time-varying sell prices + sell_prices = np.array([0.03] * 6 + [0.07] * 12 + [0.03] * 6) # 24 hours + + tech_config = { + "model_inputs": { + "shared_parameters": {"interconnection_size": interconnection_size}, + "cost_parameters": { + "cost_year": 2022, + "interconnection_capex_per_kw": 50.0, + "interconnection_opex_per_kw": 2.0, + "fixed_interconnection_cost": 100000.0, + "electricity_buy_price": None, + "electricity_sell_price": sell_prices.tolist(), + }, + } + } + + prob.model.add_subsystem( + "grid", + GridCostModel( + driver_config={}, plant_config=self.plant_config, tech_config=tech_config + ), + ) + + prob.setup() + + # Set constant electricity sold + electricity_sold = np.full(self.n_timesteps, 35000.0) # 35 MW + prob.set_val("grid.electricity_sold", electricity_sold) + + prob.run_model() + + # Check VarOpEx (negative for revenue) + expected_varopex = -np.sum(electricity_sold * sell_prices) + varopex = prob.get_val("grid.VarOpEx")[0] + self.assertAlmostEqual(varopex, expected_varopex) + + def test_zero_interconnection_costs(self): + """Test with zero interconnection costs.""" + prob = om.Problem() + + tech_config = { + "model_inputs": { + "shared_parameters": {"interconnection_size": 100000.0}, + "cost_parameters": { + "cost_year": 2022, + "interconnection_capex_per_kw": 0.0, + "interconnection_opex_per_kw": 0.0, + "fixed_interconnection_cost": 0.0, + "electricity_buy_price": 0.10, + "electricity_sell_price": 0.05, + }, + } + } + + prob.model.add_subsystem( + "grid", + GridCostModel( + driver_config={}, plant_config=self.plant_config, tech_config=tech_config + ), + ) + + prob.setup() + + electricity_out = np.full(self.n_timesteps, 10000.0) + electricity_sold = np.full(self.n_timesteps, 20000.0) + + prob.set_val("grid.electricity_out", electricity_out) + prob.set_val("grid.electricity_sold", electricity_sold) + + prob.run_model() + + # Check that CapEx and OpEx are zero + capex = prob.get_val("grid.CapEx") + opex = prob.get_val("grid.OpEx") + self.assertAlmostEqual(capex, 0.0) + self.assertAlmostEqual(opex, 0.0) + + # VarOpEx should still be calculated + expected_varopex = np.sum(electricity_out * 0.10) - np.sum(electricity_sold * 0.05) + varopex = prob.get_val("grid.VarOpEx")[0] + self.assertAlmostEqual(varopex, expected_varopex) + + +if __name__ == "__main__": + unittest.main() diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index a73c55981..69b7ac663 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -2,6 +2,7 @@ from h2integrate.core.feedstocks import FeedstockCostModel, FeedstockPerformanceModel from h2integrate.transporters.pipe import PipePerformanceModel from h2integrate.transporters.cable import CablePerformanceModel +from h2integrate.converters.grid.grid import GridCostModel, GridPerformanceModel from h2integrate.finances.profast_lco import ProFastLCO from h2integrate.finances.profast_npv import ProFastNPV from h2integrate.converters.steel.steel import SteelPerformanceModel, SteelCostAndFinancialModel @@ -238,11 +239,21 @@ # Feedstock "feedstock_performance": FeedstockPerformanceModel, "feedstock_cost": FeedstockCostModel, + # Grid + "grid_performance": GridPerformanceModel, + "grid_cost": GridCostModel, # Finance "ProFastComp": ProFastLCO, "ProFastNPV": ProFastNPV, "NumpyFinancialNPV": NumpyFinancialNPV, } - -electricity_producing_techs = ["wind", "solar", "pv", "river", "hopp", "natural_gas_plant"] +electricity_producing_techs = [ + "wind", + "solar", + "pv", + "river", + "hopp", + "natural_gas_plant", + "grid_buy", +] diff --git a/h2integrate/finances/profast_base.py b/h2integrate/finances/profast_base.py index 67595b950..ca2aa0f28 100644 --- a/h2integrate/finances/profast_base.py +++ b/h2integrate/finances/profast_base.py @@ -713,7 +713,8 @@ def populate_profast(self, inputs): # if VarOpEx is positive, treat as a feedstock varopex_adjusted_tech = inputs[f"varopex_adjusted_{tech}"] - if np.any(varopex_adjusted_tech) > 0: + + if np.any(varopex_adjusted_tech >= 0): varopex_cost_per_unit_commodity = varopex_adjusted_tech / total_production varopex_dict = dict(zip(years_of_operation, varopex_cost_per_unit_commodity)) tech_varopex_info.update({"cost": varopex_dict}) diff --git a/h2integrate/finances/test/test_profast_finance.py b/h2integrate/finances/test/test_profast_finance.py index d65491b99..3c1485795 100644 --- a/h2integrate/finances/test/test_profast_finance.py +++ b/h2integrate/finances/test/test_profast_finance.py @@ -118,3 +118,70 @@ def test_profast_comp(profast_inputs_no1, fake_filtered_tech_config, fake_cost_d with subtests.test("LCOE breakdown total"): assert pytest.approx(lcoe_breakdown["LCOE: Total ($/kWh)"] * 1e3, rel=1e-6) == lcoe + + +def test_profast_comp_coproduct( + profast_inputs_no1, fake_filtered_tech_config, fake_cost_dict, subtests +): + mean_hourly_production = 500000.0 # kW*h + grid_sell_price = 63.8181779 / 1e3 # USD/(kW*h) + wind_sold_USD = [-1 * mean_hourly_production * 8760 * grid_sell_price] * 30 + fake_cost_dict.update({"varopex_adjusted_wind": wind_sold_USD}) + + prob = om.Problem() + plant_config = { + "plant": { + "plant_life": 30, + }, + "finance_parameters": {"model_inputs": profast_inputs_no1}, + } + pf = ProFastLCO( + driver_config={}, + plant_config=plant_config, + tech_config=fake_filtered_tech_config, + commodity_type="electricity", + description="no1", + ) + prob.model.add_subsystem("pf", pf) + prob.setup() + prob.set_val("pf.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + for variable, cost in fake_cost_dict.items(): + units = "USD" if "capex" in variable else "USD/year" + prob.set_val(f"pf.{variable}", cost, units=units) + + prob.run_model() + + lcoe = prob.get_val("pf.LCOE_no1", units="USD/(MW*h)") + price = prob.get_val("pf.price_electricity_no1", units="USD/(MW*h)") + + wacc = prob.get_val("pf.wacc_electricity_no1", units="percent") + crf = prob.get_val("pf.crf_electricity_no1", units="percent") + profit_index = prob.get_val("pf.profit_index_electricity_no1", units="unitless") + irr = prob.get_val("pf.irr_electricity_no1", units="percent") + ipp = prob.get_val("pf.investor_payback_period_electricity_no1", units="yr") + + lcoe_breakdown = prob.get_val("pf.LCOE_no1_breakdown") + + with subtests.test("LCOE"): + assert pytest.approx(lcoe[0], abs=1e-6) == 0 + + with subtests.test("WACC"): + assert pytest.approx(wacc[0], rel=1e-6) == 0.056453864 + + with subtests.test("CRF"): + assert pytest.approx(crf[0], rel=1e-6) == 0.0674704169 + + with subtests.test("Profit Index"): + assert pytest.approx(profit_index[0], rel=1e-6) == 2.12026237778 + + with subtests.test("IRR"): + assert pytest.approx(irr[0], rel=1e-6) == 0.0948 + + with subtests.test("Investor payback period"): + assert pytest.approx(ipp[0], rel=1e-6) == 8 + + with subtests.test("LCOE == price"): + assert pytest.approx(lcoe, rel=1e-6) == price + + with subtests.test("LCOE breakdown total"): + assert pytest.approx(lcoe_breakdown["LCOE: Total ($/kWh)"] * 1e3, rel=1e-6) == lcoe diff --git a/tests/h2integrate/test_all_examples.py b/tests/h2integrate/test_all_examples.py index afe024a55..c25b45ff8 100644 --- a/tests/h2integrate/test_all_examples.py +++ b/tests/h2integrate/test_all_examples.py @@ -1254,3 +1254,42 @@ def test_sweeping_solar_sites_doe(subtests): with subtests.test("Unique LCOEs per case"): assert len(list(set(res_df["LCOE"].to_list()))) == len(res_df) + + +def test_24_solar_battery_grid_example(subtests): + # NOTE: would be good to compare LCOE against the same example without grid selling + # and see that LCOE reduces with grid selling + os.chdir(EXAMPLE_DIR / "24_solar_battery_grid") + + model = H2IntegrateModel(Path.cwd() / "solar_battery_grid.yaml") + + model.run() + + model.post_process() + + energy_for_financials = model.prob.get_val( + "finance_subgroup_renewables.electricity_sum.total_electricity_produced", units="kW*h/year" + ) + + electricity_bought = sum(model.prob.get_val("grid_buy.electricity_out", units="kW")) + battery_missed_load = sum(model.prob.get_val("battery.electricity_unmet_demand", units="kW")) + + battery_curtailed = sum(model.prob.get_val("battery.electricity_unused_commodity", units="kW")) + electricity_sold = sum(model.prob.get_val("grid_sell.electricity_in", units="kW")) + + solar_aep = sum(model.prob.get_val("solar.electricity_out", units="kW")) + + with subtests.test("Behavior check battery missed load is electricity bought"): + assert pytest.approx(battery_missed_load, rel=1e-6) == electricity_bought + + with subtests.test("Behavior check battery curtailed energy is electricity sold"): + assert pytest.approx(battery_curtailed, rel=1e-6) == electricity_sold + + with subtests.test( + "Behavior check energy for financials; include solar aep and electricity bought" + ): + assert pytest.approx(energy_for_financials, rel=1e-6) == (solar_aep + electricity_bought) + + with subtests.test("Value check on LCOE"): + lcoe = model.prob.get_val("finance_subgroup_renewables.LCOE", units="USD/(MW*h)")[0] + assert pytest.approx(lcoe, rel=1e-4) == 91.7057887 From 6508a9856e4d90bdb29aca808b6747547697cbe7 Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Thu, 4 Dec 2025 12:31:03 -0600 Subject: [PATCH 68/79] geo h2 doc page (#380) * geo h2 doc page * Updated geoh2 docs minorly --------- Co-authored-by: John Jasa --- docs/technology_models/geologic_hydrogen.md | 37 +++++++++++++++++++++ 1 file changed, 37 insertions(+) create mode 100644 docs/technology_models/geologic_hydrogen.md diff --git a/docs/technology_models/geologic_hydrogen.md b/docs/technology_models/geologic_hydrogen.md new file mode 100644 index 000000000..431d8af37 --- /dev/null +++ b/docs/technology_models/geologic_hydrogen.md @@ -0,0 +1,37 @@ +# Geologic Hydrogen Models + +Within H2Integrate the geologic hydrogen models are divided into subsurface and surface models. (The surface models have not yet been integrated into H2I but keep an eye out!) + +The hydrogen well subsurface accounts for everything that's below ground and accounts for things such as drilling, rock type, and the hydrogen extracted or produced using this technology. + +## Hydrogen Well Subsurface Models + +There are two performance models available to model the hydrogen well subsurface: one for natural geologic hydrogen and one for stimulated geologic hydrogen. + +- [`"simple_natural_geoh2_performance"`](#simple-natural-geoh2-performance): A basic natural geologic hydrogen model for calculating the wellhead gas flow over the well lifetime (`plant_life`) and the specific hydrogen flow from the accumulated gas. + +- [`"templeton_serpentinization_geoh2_performance"`](#templeton-serpentinization-geoh2-performance): A stimulated geologic hydrogen model that estimates the hydrogen production from artificially stimulating geologic formations through a process called serpentinization. + +- [`"mathur_modified_geoh2_cost"`](#mathur-modified-geoh2-cost): A subsurface cost model that calculates the capital and operating for subsurface well systems in geologic hydrogen production. + +(simple-natural-geoh2-performance)= +### Simple Natural GeoH2 Performance + +The modeling approach in this performance model is informed by: +- [Mathur et al. (Stanford)](https://doi.org/10.31223/X5599G) +- [Gelman et al. (USGS)](https://doi.org/10.3133/pp1900) + +(templeton-serpentinization-geoh2-performance)= +### Templeton Serpentinization GeoH2 Performance + +The modeling approach in this performance model is informed by: +- [Mathur et al. (Stanford)](https://doi.org/10.31223/X5599G) +- [Templeton et al. (UC Boulder)](https://doi.org/10.3389/fgeoc.2024.1366268) + +(mathur_modified_geoh2_cost)= +### Mathur Modified GeoH2 Cost + +The modeling approach in this cost model is based on: +- [Mathur et al. (Stanford)](https://doi.org/10.31223/X5599G) +- [NETL Quality Guidelines](https://doi.org/10.2172/1567736) +- Drill cost curves are based on an adapted [GETEM model](https://sam.nrel.gov/geothermal.html) From 58a8864d353083cd49f71cee6f75e6aee6961c08 Mon Sep 17 00:00:00 2001 From: kbrunik <102193481+kbrunik@users.noreply.github.com> Date: Tue, 9 Dec 2025 14:40:02 -0600 Subject: [PATCH 69/79] New PR Template (#390) * update PR template * update based on PR feedback * PR feedback --- .github/PULL_REQUEST_TEMPLATE.md | 110 +++++++++++------- docs/_toc.yml | 2 +- .../model_overview.md} | 0 3 files changed, 72 insertions(+), 40 deletions(-) rename docs/{technology_models/technology_overview.md => user_guide/model_overview.md} (100%) diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md index 4759268ef..32dffd435 100644 --- a/.github/PULL_REQUEST_TEMPLATE.md +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -25,77 +25,109 @@ IMPORTANT NOTES # Add meaningful title here - +[Add description of feature here] -## Type of Contribution +## Section 1: Type of Contribution - [ ] Feature Enhancement - - [ ] New Technology Model + - [ ] Framework + - [ ] New Model + - [ ] Updated Model + - [ ] Tools/Utilities + - [ ] Other (please describe): - [ ] Bug Fix - [ ] Documentation Update - [ ] CI Changes - [ ] Other (please describe): -## General PR Checklist - +## Section 2: Draft PR Checklist -- [ ] `CHANGELOG.md` has been updated to describe the changes made in this PR + +- [ ] Open draft PR +- [ ] Describe the feature that will be added +- [ ] Fill out TODO list steps +- [ ] Describe requested feedback from reviewers on draft PR +- [ ] Complete Section 7: New Model Checklist (if applicable) + +### TODO: +- [ ] Step 1 +- [ ] Step 2 + +### Type of Reviewer Feedback Requested (on Draft PR) + +**Structural feedback**: + +**Implementation feedback**: + +**Other feedback**: + +## Section 3: General PR Checklist + +- [ ] PR description thoroughly describes the new feature, bug fix, etc. +- [ ] Added tests for new functionality or bug fixes +- [ ] Tests pass (If not, and this is expected, please elaborate in the Section 6: Test Results) - [ ] Documentation - [ ] Docstrings are up-to-date - [ ] Related `docs/` files are up-to-date, or added when necessary - [ ] Documentation has been rebuilt successfully - [ ] Examples have been updated (if applicable) -- [ ] Tests pass (If not, and this is expected, please elaborate in the tests section) -- [ ] Added tests for new functionality or bug fixes -- [ ] PR description thoroughly describes the new feature, bug fix, etc. - -## New Technology Checklist - -- [ ] **Performance Model**: Technology performance model has been implemented and follows H2Integrate patterns (if applicable) -- [ ] **Cost Model**: Technology cost model has been implemented (if applicable) -- [ ] **Tests**: Unit tests have been added for the new technology - - [ ] Performance model tests (if applicable) - - [ ] Cost model tests (if applicable) - - [ ] Integration tests with H2Integrate system -- [ ] **Example**: A working example demonstrating the new technology has been created - - [ ] Example has been tested and runs successfully in `test_all_examples.py` - - [ ] Example is documented with clear explanations in `examples/README.md` - - [ ] Input file comments - - [ ] Run file comments -- [ ] **Documentation**: - - [ ] Technology documentation page added to `docs/technology_models/` - - [ ] Technology added to the main technology models list in `docs/technology_models/technology_overview.md` -- [ ] **Integration**: Technology has been properly integrated into H2Integrate - - [ ] Added to `supported_models.py` - - [ ] If a new commodity_type is added, update `create_financial_model` in `h2integrate_model.py` - - [ ] Follows established naming conventions outlined in `docs/developer_guide/coding_guidelines.md` - -## Related issues - - +- [ ] `CHANGELOG.md` has been updated to describe the changes made in this PR +## Section 3: Related Issues + -## Impacted areas of the software +## Section 4: Impacted Areas of the Software +### Section 4.1: New Files - `path/to/file.extension` - `method1`: What and why something was changed in one sentence or less. -## Additional supporting information +### Section 4.2: Modified Files +- `path/to/file.extension` + - `method1`: What and why something was changed in one sentence or less. +## Section 5: Additional Supporting Information -## Test results, if applicable - +## Section 6: Test Results, if applicable +## Section 7 (Optional): New Model Checklist + +- [ ] **Model Structure**: + - [ ] Follows established naming conventions outlined in `docs/developer_guide/coding_guidelines.md` + - [ ] Used `attrs` class to define the `Config` to load in attributes for the model + - [ ] If applicable: inherit from `BaseConfig` or `CostModelBaseConfig` + - [ ] Added: `initialize()` method, `setup()` method, `compute()` method + - [ ] If applicable: inherit from `CostModelBaseClass` +- [ ] **Integration**: Model has been properly integrated into H2Integrate + - [ ] Added to `supported_models.py` + - [ ] If a new commodity_type is added, update `create_financial_model` in `h2integrate_model.py` +- [ ] **Tests**: Unit tests have been added for the new model + - [ ] [Pytest-style unit tests](https://realpython.com/pytest-python-testing/) + - [ ] Unit tests are in a "test" folder within the folder a new model was added to + - [ ] If applicable add integration tests +- [ ] **Example**: If applicable, a working example demonstrating the new model has been created + - [ ] Input file comments + - [ ] Run file comments + - [ ] Example has been tested and runs successfully in `test_all_examples.py` +- [ ] **Documentation**: + - [ ] Write docstrings using the [Google style](https://sphinxcontrib-napoleon.readthedocs.io/en/latest/example_google.html) + - [ ] Model added to the main models list in `docs/user_guide/model_overview.md` + - [ ] Model documentation page added to the appropriate `docs/` section + - [ ] `.md` is added to the `_toc.yml` + + + + affects filter fouling below this level) - net_power_for_desal = [] - operational_flags = [] - feed_water_flowrate = [] - fresh_water_flowrate = [] - for power_at_time_step in net_power_supply_kW: - if power_at_time_step > desal_power_max: - current_net_power_available = desal_power_max - operational_flag = 2 - elif (0.5 * desal_power_max) <= power_at_time_step <= desal_power_max: - current_net_power_available = power_at_time_step - operational_flag = 1 - elif power_at_time_step <= 0.5 * desal_power_max: - current_net_power_available = 0 - operational_flag = 0 - - # Append Operational Flags to a list - operational_flags.append(operational_flag) - # Create list of net power available for desal at each timestep - net_power_for_desal.append(current_net_power_available) - - # Create list of feedwater flowrates based on net power available for desal - # https://www.sciencedirect.com/science/article/abs/pii/S0011916409008443 - instantaneous_feed_water_flowrate = ( - ((current_net_power_available * (1 + energy_recovery)) * high_pressure_pump_efficency) - / pump_pressure_kPa - * 3600 - ) # m^3/hr - - instantaneous_fresh_water_flowrate = ( - instantaneous_feed_water_flowrate * water_recovery_ratio - ) # m^3/hr - - feed_water_flowrate.append(instantaneous_feed_water_flowrate) - fresh_water_flowrate.append(instantaneous_fresh_water_flowrate) - - """Values for CAPEX and OPEX given as $/(kg/s) - Source: https://www.nrel.gov/docs/fy16osti/66073.pdf - Assumed density of recovered water = 997 kg/m^3""" - - desal_capex = 32894 * (997 * desal_sys_size / 3600) # Output in USD - - desal_opex = 4841 * (997 * desal_sys_size / 3600) # Output in USD/yr - - """ - Assumed useful life = payment period for capital expenditure. - compressor amortization interest = 3% - """ - - return ( - fresh_water_flowrate, - feed_water_flowrate, - operational_flags, - desal_capex, - desal_opex, - ) - - -if __name__ == "__main__": - Power = np.array([446, 500, 183, 200, 250, 100]) - test = RO_desal(Power, 300, 30, 30) - print(test) diff --git a/h2integrate/simulation/technologies/hydrogen/desal/desal_model_eco.py b/h2integrate/simulation/technologies/hydrogen/desal/desal_model_eco.py deleted file mode 100644 index dd0f09172..000000000 --- a/h2integrate/simulation/technologies/hydrogen/desal/desal_model_eco.py +++ /dev/null @@ -1,136 +0,0 @@ -################## needed addition ###################### -""" -Description: This file already contains a desal model, but we need an estimate of the desal unit - size, particularly mass and footprint (m^2) -Sources: - - [1] Singlitico 2021 (use this as a jumping off point, I think there may be other good sources - available) - - [2] See sources in existing model below and the model itself -Args: - - electrolyzer_rating (float): electrolyzer rating in MW - - input and output values from RO_desal() below - - others may be added as needed -Returns (can be from separate functions and/or methods as it makes sense): - - mass (float): approximate mass of the desalination system (kg or metric tons) - - footprint (float): approximate area required for the desalination system (m^2) -""" - - -#################### existing model ######################## - -## High-Pressure Reverse Osmosis Desalination Model -""" -Python model of High-Pressure Reverse Osmosis Desalination (HPRO). - -Reverse Osmosis (RO) is a membrane separation process. No heating or phase change is necessary. -The majority of energy required is for pressurizing the feed water. - -A typical RO system is made up of the following basic components: -Pre-treatment: Removes suspended solids and microorganisms through sterilization, fine filtration - and adding chemicals to inhibit precipitation. -High-pressure pump: Supplies the pressure needed to enable the water to pass through the membrane - (pressure ranges from 54 to 80 bar for seawater). -Membrane Modules: Membrane assembly consists of a pressure vessel and the membrane. Either sprial - wound membranes or hollow fiber membranes are used. -Post-treatment: Consists of sterilization, stabilization, mineral enrichment and pH adjustment of - product water. -Energy recovery system: A system where a portion of the pressure energy of the brine is recovered. - -Costs are in 2013 dollars -""" - - -def RO_desal_eco(freshwater_kg_per_hr, salinity): - """ - param: freshwater_kg_per_hr: Maximum freshwater requirements of system [kg/hr] - - param: salinity: (str) "Seawater" >18,000 ppm or "Brackish" <18,000 ppm - - output: feedwater_m3_per_hr: feedwater flow rate [m^3/hr] - - output: desal_power: reqired power [kW] - - output: desal_capex: Capital cost [USD] - - output: desal_opex: OPEX (USD/yr) - - Costs from: https://pdf.sciencedirectassets.com/271370/1-s2.0-S0011916408X00074/1-s2.0-S0011916408002683/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEEcaCXVzLWVhc3QtMSJGMEQCIBNfL%2Frp%2BWpMGUW7rWBm3dkXztvOFIdswOdqI23VkBTGAiALG4NJuAiUkzKnukw233sXHF1OFBPnogJP1ZkboPkaiSrVBAjA%2F%2F%2F%2F%2F%2F%2F%2F%2F%2F8BEAUaDDA1OTAwMzU0Njg2NSIMWZ%2Fh3cDnrPjUJMleKqkELlVPKjinHYk85KwguMS3panLr1RRD9qkoxIASocYCbkvKLE9xW%2BT8QMCtEaH3Is7NRZ2Efc6YFQiO0DHbRzXYTfgz6Er5qqvSAFTrfgp%2B5bB3NYvtDI3kEGH%2F%2BOrEiL8iDK9TmgUjojvnKt86zidswBSDWrzclxcLrw6dfsqZf6dVjJT2g3Cyy8LKnP9vc33tCbACRLeszW1Zce%2BTlBbON22W%2FJq0qLcXDxI9JpRDqL8T%2Fo7SsetEif2DWovTLnv%2B%2FX2tJotFp630ZTVpd37ukGtanjAr5pl0nHgjnUtOJVtNksHQwc8XElFpBGKEXmvRo2uZJFd%2BeNtPEB1dWIZlZul6B8%2BJ7D%2FSPJsclPfpkMU92YUStQpw4Mc%2FOJFCILFyb4416DsL6PVWsdcYu9bbry8c0hQGZlE7oXTFoUy9SKdpEOguXAUi3X4JxjZisy3esVH8zNS3%2FiFsNr2FkTB6MLaSjSKj344AuDCkQYZ7CnenAiCHgf4a2tSnfiXzAvAFnpeQkr4iCnZOQ4Eis6L3fVRpWlluX5HUpbvUMN6rvtmAzq0APJn1b3NmFHy4ORoemTGvmI%2FHTRYKuAu257XBMe7X1qAJlnmpt6yGXrelXCz%2FmUvmbT1SzxETA5ss4KR0OM4YdXNnFLUrsV44ZkUM%2B8FlwZr%2F%2FePjz4QeG4ApR821IYTyre3%2FY%2BBZxaMs5AcXKiTHGwfE7CDi%2BQQ7CnDKk0lleZcas6kxzDl9%2BmeBjqqAeZhBVwd5sEx6aDGxAQC0eWpux6HauoVfuPOCkkv621szF0kTBqcoOlJlJav4eUPW4efAzBremirjiRLI2GdP72lVqXz9oaCg5NFXeKJAWbWkLdzHnDOu8ecSUPn%2F0jcR2IO2mznLspx6wKQA%2BAPEVGgptkwZtDqHcw8FNx7Q8tWJ1C4qL1bEMl0%2FatDXOHiJfuzCFp4%2B4uijTNfpVXO%2BzYQuNJA7ZNUMroa&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20230201T155950Z&X-Amz-SignedHeaders=host&X-Amz-Expires=300&X-Amz-Credential=ASIAQ3PHCVTY7RLVF2MG%2F20230201%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=a3770ee910f7f78c94bb84206538810ca03f7a653183191b3794c633b9e3f08f&hash=2e8904ff0d2a6ef567a5894d5bb773524bf1a90bc3ed88d8592e3f9d4cc3c531&host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&pii=S0011916408002683&tid=spdf-27339dc5-0d03-4078-a244-c049a9bb014d&sid=50eb5802654ba84dc80a5675e9bbf644ed4dgxrqa&type=client&tsoh=d3d3LnNjaWVuY2VkaXJlY3QuY29t&ua=0f1650585c05065559515c&rr=792be5868a1a8698&cc=us - - A desal system capacity is given as desired freshwater flow rate [m^3/hr] - """ - - freshwater_density = 997 # [kg/m^3] - freshwater_m3_per_hr = freshwater_kg_per_hr / freshwater_density - desal_capacity = freshwater_m3_per_hr - - if salinity == "Seawater": - # SWRO: Sea Water Reverse Osmosis, water >18,000 ppm - # Water recovery - recovery_ratio = 0.5 # https://www.usbr.gov/research/dwpr/reportpdfs/report072.pdf - feedwater_m3_per_hr = freshwater_m3_per_hr / recovery_ratio - - # Power required - energy_conversion_factor = ( - 4.0 # [kWh/m^3] SWRO energy_conversion_factor range 2.5 to 4.0 kWh/m^3 - ) - # https://www.sciencedirect.com/science/article/pii/S0011916417321057 - desal_power = freshwater_m3_per_hr * energy_conversion_factor - - elif salinity == "Brackish": - # BWRO: Brakish water Reverse Osmosis, water < 18,000 ppm - # Water recovery - recovery_ratio = 0.75 # https://www.usbr.gov/research/dwpr/reportpdfs/report072.pdf - feedwater_m3_per_hr = freshwater_m3_per_hr / recovery_ratio - - # Power required - energy_conversion_factor = ( - 1.5 # [kWh/m^3] BWRO energy_conversion_factor range 1.0 to 1.5 kWh/m^3 - ) - # https://www.sciencedirect.com/science/article/pii/S0011916417321057 - - desal_power = freshwater_m3_per_hr * energy_conversion_factor - - else: - raise Exception("Salinity parameter must be set to Brackish or Seawater") - - # Costing - # https://www.nrel.gov/docs/fy16osti/66073.pdf - desal_capex = 32894 * (freshwater_density * desal_capacity / 3600) # [USD] - - desal_opex = 4841 * (freshwater_density * desal_capacity / 3600) # [USD/yr] - - """Mass and Footprint - Based on Commercial Industrial RO Systems - https://www.appliedmembranes.com/s-series-seawater-reverse-osmosis-systems-2000-to-100000-gpd.html - - All Mass and Footprint Estimates are estimated from Largest RO System: - S-308F - -436 m^3/day - -6330 kg - -762 cm (L) x 112 cm (D) x 183 cm (H) - - 436 m^3/day = 18.17 m^3/hr = 8.5 m^2, 6330 kg - 1 m^3/hr = .467 m^2, 346.7 kg - - Voltage Codes - 460 or 480v/ 3ph/ 60 Hz - """ - desal_mass_kg = freshwater_m3_per_hr * 346.7 # [kg] - desal_size_m2 = freshwater_m3_per_hr * 0.467 # [m^2] - - return ( - desal_capacity, - feedwater_m3_per_hr, - desal_power, - desal_capex, - desal_opex, - desal_mass_kg, - desal_size_m2, - ) - - -if __name__ == "__main__": - desal_freshwater_kg_hr = 75000 - salinity = "Brackish" - test = RO_desal_eco(desal_freshwater_kg_hr, salinity) - print(test) diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/H2_cost_model.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/H2_cost_model.py deleted file mode 100644 index 74b347122..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/H2_cost_model.py +++ /dev/null @@ -1,313 +0,0 @@ -import warnings - -import numpy as np - - -def basic_H2_cost_model( - electrolyzer_capex_kw, - time_between_replacement, - electrolyzer_size_mw, - useful_life, - electrical_generation_timeseries_kw, - hydrogen_annual_output, - PTC_USD_kg, - ITC_perc, - include_refurb_in_opex=False, - offshore=0, -): - """ - Basic cost modeling for a PEM electrolyzer. - Looking at cost projections for PEM electrolyzers over years 2022, 2025, 2030, 2035. - Electricity costs are calculated outside of hydrogen cost model - - Needs: - Scaling factor for off-shore electrolysis - Verifying numbers are appropriate for simplified cash flows - Verify how H2 PTC works/factors into cash flows - - If offshore = 1, then additional cost scaling is added to account for added difficulties for - offshore installation, offshore=0 means onshore - """ - - # Basic information in our analysis - kw_continuous = electrolyzer_size_mw * 1000 - - # Capacity factor - avg_generation = np.mean(electrical_generation_timeseries_kw) # Avg Generation - # print("avg_generation: ", avg_generation) - cap_factor = avg_generation / kw_continuous - - if cap_factor > 1.0: - cap_factor = 1.0 - warnings.warn( - "Electrolyzer capacity factor would be greater than 1 with provided energy profile." - " Capacity factor has been reduced to 1 for electrolyzer cost estimate purposes." - ) - - # print(cap_factor) - # if cap_factor != approx(1.0): - # raise(ValueError("Capacity factor must equal 1")) - # print("cap_factor",cap_factor) - - # #Apply PEM Cost Estimates based on year based on GPRA pathway (H2New) - # if atb_year == 2022: - # electrolyzer_capex_kw = 1100 #[$/kW capacity] stack capital cost - # time_between_replacement = 40000 #[hrs] - # elif atb_year == 2025: - # electrolyzer_capex_kw = 300 - # time_between_replacement = 80000 #[hrs] - # elif atb_year == 2030: - # electrolyzer_capex_kw = 150 - # time_between_replacement = 80000 #[hrs] - # elif atb_year == 2035: - # electrolyzer_capex_kw = 100 - # time_between_replacement = 80000 #[hrs] - - # Hydrogen Production Cost From PEM Electrolysis - 2019 (HFTO Program Record) - # https://www.hydrogen.energy.gov/pdfs/19009_h2_production_cost_pem_electrolysis_2019.pdf - - # Capital costs provide by Hydrogen Production Cost From PEM Electrolysis - 2019 (HFTO - # Program Record) - stack_capital_cost = 342 # [$/kW] - mechanical_bop_cost = 36 # [$/kW] for a compressor - electrical_bop_cost = 82 # [$/kW] for a rectifier - - # Installed capital cost - stack_installation_factor = 12 / 100 # [%] for stack cost - elec_installation_factor = 12 / 100 # [%] and electrical BOP - - # scale installation fraction if offshore (see Singlitico 2021 https://doi.org/10.1016/j.rset.2021.100005) - stack_installation_factor *= 1 + offshore - elec_installation_factor *= 1 + offshore - - # mechanical BOP install cost = 0% - - # Indirect capital cost as a percentage of installed capital cost - site_prep = 2 / 100 # [%] - engineering_design = 10 / 100 # [%] - project_contingency = 15 / 100 # [%] - permitting = 15 / 100 # [%] - land = 250000 # [$] - - stack_replacment_cost = 15 / 100 # [% of installed capital cost] - fixed_OM = 0.24 # [$/kg H2] - - program_record = False - - # Chose to use numbers provided by GPRA pathways - if program_record: - total_direct_electrolyzer_cost_kw = ( - (stack_capital_cost * (1 + stack_installation_factor)) - + mechanical_bop_cost - + (electrical_bop_cost * (1 + elec_installation_factor)) - ) - else: - total_direct_electrolyzer_cost_kw = ( - (electrolyzer_capex_kw * (1 + stack_installation_factor)) - + mechanical_bop_cost - + (electrical_bop_cost * (1 + elec_installation_factor)) - ) - - # Assign CapEx for electrolyzer from capacity based installed CapEx - electrolyzer_total_installed_capex = ( - total_direct_electrolyzer_cost_kw * electrolyzer_size_mw * 1000 - ) - - # Add indirect capital costs - electrolyzer_total_capital_cost = ( - ( - (site_prep + engineering_design + project_contingency + permitting) - * electrolyzer_total_installed_capex - ) - + land - + electrolyzer_total_installed_capex - ) - - # O&M costs - # https://www.sciencedirect.com/science/article/pii/S2542435121003068 - # for 700 MW electrolyzer (https://www.hydrogen.energy.gov/pdfs/19009_h2_production_cost_pem_electrolysis_2019.pdf) - h2_FOM_kg = 0.24 # [$/kg] - - # linearly scaled current central fixed O&M for a 700MW electrolyzer up to a 1000MW electrolyzer - scaled_h2_FOM_kg = h2_FOM_kg * electrolyzer_size_mw / 700 - - h2_FOM_kWh = scaled_h2_FOM_kg / 55.5 # [$/kWh] used 55.5 kWh/kg for efficiency - fixed_OM = h2_FOM_kWh * 8760 # [$/kW-y] - property_tax_insurance = 1.5 / 100 # [% of Cap/y] - variable_OM = 1.30 # [$/MWh] - - # Amortized refurbishment expense [$/MWh] - if not include_refurb_in_opex: - amortized_refurbish_cost = 0.0 - else: - amortized_refurbish_cost = ( - (total_direct_electrolyzer_cost_kw * stack_replacment_cost) - * max(((useful_life * 8760 * cap_factor) / time_between_replacement - 1), 0) - / useful_life - / 8760 - / cap_factor - * 1000 - ) - - # Total O&M costs [% of installed cap/year] - total_OM_costs = ( - fixed_OM + (property_tax_insurance * total_direct_electrolyzer_cost_kw) - ) / total_direct_electrolyzer_cost_kw + ( - (variable_OM + amortized_refurbish_cost) - / 1000 - * 8760 - * (cap_factor / total_direct_electrolyzer_cost_kw) - ) - - capacity_based_OM = True - if capacity_based_OM: - electrolyzer_OM_cost = electrolyzer_total_installed_capex * total_OM_costs # Capacity based - else: - electrolyzer_OM_cost = ( - fixed_OM * hydrogen_annual_output - ) # Production based - likely not very accurate - - # Add in electrolyzer repair schedule (every 7 years) - # Use if not using time between replacement given in hours - # Currently not added into further calculations - electrolyzer_repair_schedule = [] - counter = 1 - for year in range(0, useful_life): - if year == 0: - electrolyzer_repair_schedule = np.append(electrolyzer_repair_schedule, [0]) - - elif counter % time_between_replacement == 0: - electrolyzer_repair_schedule = np.append(electrolyzer_repair_schedule, [1]) - - else: - electrolyzer_repair_schedule = np.append(electrolyzer_repair_schedule, [0]) - counter += 1 - electrolyzer_repair_schedule * (stack_replacment_cost * electrolyzer_total_installed_capex) - - # Include Hydrogen PTC from the Inflation Reduction Act (range $0.60 - $3/kg-H2) - h2_tax_credit = [0] * useful_life - h2_tax_credit[0:10] = [hydrogen_annual_output * PTC_USD_kg] * 10 - - # Include ITC from IRA (range 0% - 50%) - # ITC is expressed as a percentage of the total installed cost which reduces the annual tax - # liabiity in year one of the project cash flow. - h2_itc = (ITC_perc / 100) * electrolyzer_total_installed_capex - cf_h2_itc = [0] * 30 - cf_h2_itc[1] = h2_itc - - return ( - electrolyzer_total_capital_cost, - electrolyzer_OM_cost, - electrolyzer_capex_kw, - time_between_replacement, - h2_tax_credit, - h2_itc, - ) - - -if __name__ == "__main__": - import matplotlib.pyplot as plt - - # plot a sweep of sizes for OPEX and CAPEX - - electrolyzer_capex_kw = 1300 # $/kW - time_between_replacement = 65000 # hours - electrolyzer_sizes_mw = np.arange(1, 1000) - useful_life = 30 # years - atb_year = 2025 - # electrical_generation_timeseries_kw = np.sin(np.arange(0,24*365)*1E-3)*0.5E6 + 0.6E6 - hydrogen_annual_output = 0 - - # for distributed - ndivs = [2, 5, 10] - - opex = [] - capex = [] - opex_distributed = np.zeros((len(ndivs), len(electrolyzer_sizes_mw))) - capex_distributed = np.zeros((len(ndivs), len(electrolyzer_sizes_mw))) - - for i, electrolyzer_size_mw in enumerate(electrolyzer_sizes_mw): - electrical_generation_timeseries_kw = electrolyzer_size_mw * 1000 * np.ones(365 * 24) - - # centralized - _, electrolyzer_total_capital_cost, electrolyzer_OM_cost, _, _, _, _ = basic_H2_cost_model( - electrolyzer_capex_kw, - time_between_replacement, - electrolyzer_size_mw, - useful_life, - electrical_generation_timeseries_kw, - hydrogen_annual_output, - 0, - 0, - include_refurb_in_opex=False, - offshore=0, - ) - - opex.append(electrolyzer_OM_cost) - capex.append(electrolyzer_total_capital_cost) - - for j, div in enumerate(ndivs): - # divided - electrolyzer_size_mw_distributed = electrolyzer_size_mw / div - electrical_generation_timeseries_kw_distibuted = ( - electrical_generation_timeseries_kw / div - ) - - ( - _, - electrolyzer_capital_cost_distributed, - electrolyzer_OM_cost_distributed, - electrolyzer_capex_kw_distributed, - time_between_replacement, - h2_tax_credit, - h2_itc, - ) = basic_H2_cost_model( - electrolyzer_capex_kw, - time_between_replacement, - electrolyzer_size_mw_distributed, - useful_life, - electrical_generation_timeseries_kw_distibuted, - hydrogen_annual_output, - 0, - 0, - include_refurb_in_opex=False, - offshore=0, - ) - # print(opex_distributed) - opex_distributed[j, i] = electrolyzer_OM_cost_distributed * div - capex_distributed[j, i] = electrolyzer_capital_cost_distributed * div - - fig, ax = plt.subplots(1, 2, figsize=(6, 3)) - ax[0].plot(electrolyzer_sizes_mw, np.asarray(capex) * 1e-6, label="Centralized") - ax[1].plot(electrolyzer_sizes_mw, np.asarray(opex) * 1e-6, label="Centralized") - - for i, div in enumerate(ndivs): - # dims(capex_distributed) - ax[0].plot( - electrolyzer_sizes_mw, - np.asarray(capex_distributed[i]) * 1e-6, - "--", - label=f"{div} Divisions", - ) - ax[1].plot( - electrolyzer_sizes_mw, - np.asarray(opex_distributed[i]) * 1e-6, - "--", - label=f"{div} Divisions", - ) - - ax[0].set(ylabel="CAPEX (M USD)", xlabel="Electrolyzer Size (MW)") - ax[1].set(ylabel="Annual OPEX (M USD)", xlabel="Electrolyzer Size (MW)") - plt.legend(frameon=False) - plt.tight_layout() - plt.show() - - ## plot divided energy signals - fig, ax = plt.subplots(1) - ax.plot(electrical_generation_timeseries_kw, label="1") - for div in ndivs: - ax.plot(electrical_generation_timeseries_kw / div, label=f"{div}") - - ax.set(xlabel="Hour", ylabel="Power (MW)") - plt.tight_layout() - plt.show() diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_BOP/BOP_efficiency_BOL.csv b/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_BOP/BOP_efficiency_BOL.csv deleted file mode 100644 index df25ab18e..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_BOP/BOP_efficiency_BOL.csv +++ /dev/null @@ -1,87 +0,0 @@ -operating_ratio,efficiency -0.937732223,4.285714286 -0.933250382,4.258241758 -0.929665402,4.230769231 -0.925182329,4.217032967 -0.920700488,4.18956044 -0.916217415,4.175824176 -0.911735574,4.148351648 -0.904564382,4.107142857 -0.896495097,4.07967033 -0.887531415,4.024725275 -0.878566501,3.983516484 -0.870498448,3.942307692 -0.862430395,3.901098901 -0.856154832,3.873626374 -0.847189918,3.832417582 -0.837328143,3.791208791 -0.827466368,3.75 -0.818501454,3.708791209 -0.805950328,3.653846154 -0.796985414,3.612637363 -0.786226778,3.571428571 -0.775468142,3.53021978 -0.757537082,3.461538462 -0.743192234,3.406593407 -0.730641108,3.351648352 -0.717193121,3.296703297 -0.703743902,3.255494505 -0.687605332,3.200549451 -0.674156113,3.159340659 -0.661603755,3.118131868 -0.646362046,3.063186813 -0.632017198,3.008241758 -0.614979303,2.980769231 -0.588977726,2.898351648 -0.570147341,2.857142857 -0.550420096,2.815934066 -0.530694082,2.760989011 -0.513656187,2.733516484 -0.490341497,2.692307692 -0.475096092,2.678571429 -0.449089588,2.651098901 -0.415906963,2.637362637 -0.388104272,2.637362637 -0.372856404,2.651098901 -0.348638693,2.678571429 -0.329802149,2.706043956 -0.309169418,2.760989011 -0.286741734,2.82967033 -0.266102843,2.953296703 -0.245462721,3.090659341 -0.228410043,3.228021978 -0.207766225,3.406593407 -0.194302222,3.53021978 -0.181735081,3.653846154 -0.173653477,3.763736264 -0.167365594,3.873626374 -0.16107648,3.997252747 -0.153889272,4.134615385 -0.146698369,4.313186813 -0.138608141,4.519230769 -0.131417237,4.697802198 -0.125120731,4.903846154 -0.120620411,5.082417582 -0.114320209,5.32967033 -0.110717982,5.494505495 -0.107116986,5.645604396 -0.103513527,5.824175824 -0.099907604,6.03021978 -0.097199773,6.222527473 -0.093595082,6.414835165 -0.089987927,6.634615385 -0.086377076,6.895604396 -0.084566107,7.087912088 -0.081858276,7.28021978 -0.079147982,7.5 -0.078235106,7.678571429 -0.076422904,7.884615385 -0.074610703,8.090659341 -0.070994924,8.406593407 -0.069177795,8.667582418 -0.067361898,8.914835165 -0.064645444,9.203296703 -0.06372764,9.436813187 -0.061910511,9.697802198 -0.061894496,9.876373626 -0.060088454,10.01373626 diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_BOP/PEM_BOP.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_BOP/PEM_BOP.py deleted file mode 100644 index 084217480..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_BOP/PEM_BOP.py +++ /dev/null @@ -1,136 +0,0 @@ -from pathlib import Path - -import numpy as np -import pandas as pd -import scipy.optimize - -from h2integrate.simulation.technologies.hydrogen.electrolysis.PEM_tools import ( - get_electrolyzer_BOL_efficiency, -) - - -file_path = Path(__file__).parent - - -def calc_efficiency_curve(operating_ratio, a, b, c, d): - """Calculates efficiency [kWh/kg] given operation ratio with flattened end curves. - - Efficiency curve and general equation structure from Wang et. al (2023). See README.md - in PEM_BOP directory for more details. - - Wang, X.; Star, A.G.; Ahluwalia, R.K. Performance of Polymer Electrolyte Membrane Water - Electrolysis Systems: Configuration, Stack Materials, Turndown and Efficiency. Energies 2023, - 16, 4964. https://doi.org/10.3390/en16134964 - - Args: - operating_ratio (list or np.array): Operation ratios. - a (float): Coefficient a. - b (float): Coefficient b. - c (float): Coefficient c. - d (float): Coefficient d. - - Returns: - efficiency (list or np.array): Efficiency of electrolyzer BOP in kWh/kg. - """ - efficiency = a + b * operating_ratio + c * operating_ratio**2 + d / operating_ratio - - return efficiency - - -def calc_efficiency( - operating_ratio, efficiency, min_ratio, max_ratio, min_efficiency, max_efficiency -): - """Adjust efficiency list to not go above minimum or maximum operating ratios in - BOP_efficiency_BOL.csv - - Args: - operating_ratio (list or np.array): Operation ratios. - efficiency (list or np.array): Efficiencies calculated using curve fit. - min_ratio (float): Minimum operating ratio from the CSV. - max_ratio (float): Maximum operating ratio from the CSV. - min_efficiency (float): Efficiency at the minimum operating ratio. - max_efficiency (float): Efficiency at the maximum operating ratio. - - Returns: - efficiency (list or np.array): Efficiencies limited with minimum and maximum values - in kWh/kg. - """ - efficiency = np.where(operating_ratio <= min_ratio, min_efficiency, efficiency) - - efficiency = np.where(operating_ratio >= max_ratio, max_efficiency, efficiency) - return efficiency - - -def calc_curve_coefficients(): - """Calculates curve coefficients from BOP_efficiency_BOL.csv""" - df = pd.read_csv(file_path / "BOP_efficiency_BOL.csv") - operating_ratios = df["operating_ratio"].values - efficiency = df["efficiency"].values - - # Get min and max operating ratios - min_ratio_idx = df["operating_ratio"].idxmin() # Index of minimum operating ratio - max_ratio_idx = df["operating_ratio"].idxmax() # Index of maximum operating ratio - - # Get the efficiency at the min and max operating ratios - min_efficiency = df["efficiency"].iloc[min_ratio_idx] - max_efficiency = df["efficiency"].iloc[max_ratio_idx] - - # Get the actual min and max ratios - min_ratio = df["operating_ratio"].iloc[min_ratio_idx] - max_ratio = df["operating_ratio"].iloc[max_ratio_idx] - - curve_coeff, curve_cov = scipy.optimize.curve_fit( - calc_efficiency_curve, operating_ratios, efficiency, p0=(1.0, 1.0, 1.0, 1.0) - ) - return curve_coeff, min_ratio, max_ratio, min_efficiency, max_efficiency - - -def pem_bop( - power_profile_to_electrolyzer_kw, - electrolyzer_rated_mw, - electrolyzer_turn_down_ratio, -): - """ - Calculate PEM balance of plant energy consumption at the beginning-of-life - based on power provided to the electrolyzer. - - Args: - power_profile_to_electrolyzer_kw (list or np.array): Power profile to electrolyzer in kW. - electrolyzer_rated_mw (float): The rating of the PEM electrolyzer in MW. - electrolyzer_turn_down_ratio (float): The electrolyzer turndown ratio. - - Returns: - energy_consumption_bop_kwh (list or np.array): Energy consumed by electrolyzer BOP in kWh. - """ - operating_ratios = power_profile_to_electrolyzer_kw / (electrolyzer_rated_mw * 1e3) - - curve_coeff, min_ratio, max_ratio, min_efficiency, max_efficiency = calc_curve_coefficients() - - efficiencies = calc_efficiency_curve( - operating_ratios, - *curve_coeff, - ) # kwh/kg - - efficiencies = calc_efficiency( - operating_ratios, - efficiencies, - min_ratio, - max_ratio, - min_efficiency, - max_efficiency, - ) - - BOL_efficiency = get_electrolyzer_BOL_efficiency() # kwh/kg - - BOL_kg = (electrolyzer_rated_mw * 1000) / BOL_efficiency # kg/hr - - energy_consumption_bop_kwh = efficiencies * BOL_kg # kwh - - energy_consumption_bop_kwh = np.where( - power_profile_to_electrolyzer_kw - < electrolyzer_turn_down_ratio * electrolyzer_rated_mw * 1000, - 0, - energy_consumption_bop_kwh, - ) - - return energy_consumption_bop_kwh diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_BOP/README.md b/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_BOP/README.md deleted file mode 100644 index 267bf00f1..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_BOP/README.md +++ /dev/null @@ -1,26 +0,0 @@ -# Proton Exchange Membrane Water Electrolysis Balance-of-Plant - -This balance-of-plant (BOP) model is derived from Wang et. al (2023). It is represented as an overall BOP efficiency curve (kWh/kg) at different operating ratios at the beginning-of-life (BOL) of the electrolyzer. The operating ratios are the percentage of rated power provided to the electrolyzer. - -The BOP curve is largely dominated by electrical losses from the power electronics which includes a transformer and a rectifier to condition alternating current power, but there are additional mechanical and hydrogen losses. - -The model in H2Integrate calculates a curve fit based on the provided CSV it also limits the calculated efficiencies to the maximum and minimum operating ratio values in the CSV, making the overall function a piecewise implementation. - -**NOTE**: BOP assumes AC current as an input and assumes power electronics for AC to DC conversion. BOP efficiency curve has not been optimized for economies of scale or other electrical infrastructure connections. - - -Citation for BOP model. Losses from BOP are shown in Figure 8. in Wang et. al (2023). -``` -@Article{en16134964, -AUTHOR = {Wang, Xiaohua and Star, Andrew G. and Ahluwalia, Rajesh K.}, -TITLE = {Performance of Polymer Electrolyte Membrane Water Electrolysis Systems: Configuration, Stack Materials, Turndown and Efficiency}, -JOURNAL = {Energies}, -VOLUME = {16}, -YEAR = {2023}, -NUMBER = {13}, -ARTICLE-NUMBER = {4964}, -URL = {https://www.mdpi.com/1996-1073/16/13/4964}, -ISSN = {1996-1073}, -DOI = {10.3390/en16134964} -} -``` diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_H2_LT_electrolyzer.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_H2_LT_electrolyzer.py deleted file mode 100644 index 2b964b6ec..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_H2_LT_electrolyzer.py +++ /dev/null @@ -1,516 +0,0 @@ -## Low-Temperature PEM Electrolyzer Model -""" -Python model of H2 PEM low-temp electrolyzer. - -Quick Hydrogen Physics: - -1 kg H2 <-> 11.1 N-m3 <-> 33.3 kWh (LHV) <-> 39.4 kWh (HHV) - -High mass energy density (1 kg H2= 3,77 l gasoline) -Low volumetric density (1 Nm³ H2= 0,34 l gasoline - -Hydrogen production from water electrolysis (~5 kWh/Nm³ H2) - -Power:1 MW electrolyser <-> 200 Nm³/h H2 <-> ±18 kg/h H2 -Energy:+/-55 kWh of electricity --> 1 kg H2 <-> 11.1 Nm³ <-> ±10 liters -demineralized water - -Power production from a hydrogen PEM fuel cell from hydrogen (+/-50% -efficiency): -Energy: 1 kg H2 --> 16 kWh -""" - -import sys -import math - -import numpy as np -import pandas as pd -from matplotlib import pyplot as plt - - -np.set_printoptions(threshold=sys.maxsize) - - -class PEM_electrolyzer_LT: - """ - Create an instance of a low-temperature PEM Electrolyzer System. Each - stack in the electrolyzer system in this model is rated at 1 MW_DC. - - Parameters - _____________ - np_array P_input_external_kW - 1-D array of time-series external power supply - - string voltage_type - Nature of voltage supplied to electrolyzer from the external power - supply ['variable' or 'constant] - - float power_supply_rating_MW - Rated power of external power supply - - Returns - _____________ - - """ - - def __init__(self, input_dict, output_dict): - self.input_dict = input_dict - self.output_dict = output_dict - - # array of input power signal - self.input_dict["P_input_external_kW"] = input_dict["P_input_external_kW"] - self.electrolyzer_system_size_MW = input_dict["electrolyzer_system_size_MW"] - - # self.input_dict['voltage_type'] = 'variable' # not yet implemented - self.input_dict["voltage_type"] = "constant" - self.stack_input_voltage_DC = 250 - - # Assumptions: - self.min_V_cell = 1.62 # Only used in variable voltage scenario - self.p_s_h2_bar = 31 # H2 outlet pressure - self.stack_input_current_lower_bound = 500 - self.stack_rating_kW = 1000 # 1 MW - self.cell_active_area = 1250 - self.N_cells = 130 - - # Constants: - self.moles_per_g_h2 = 0.49606 - self.V_TN = 1.48 # Thermo-neutral Voltage (Volts) - self.F = 96485 # Faraday's Constant (C/mol) - self.R = 8.314 # Ideal Gas Constant (J/mol/K) - - self.external_power_supply() - - def external_power_supply(self): - """ - External power source (grid or REG) which will need to be stepped - down and converted to DC power for the electrolyzer. - - Please note, for a wind farm as the electrolyzer's power source, - the model assumes variable power supplied to the stack at fixed - voltage (fixed voltage, variable power and current) - - TODO: extend model to accept variable voltage, current, and power - This will replicate direct DC-coupled PV system operating at MPP - """ - power_converter_efficiency = 0.95 - if self.input_dict["voltage_type"] == "constant": - self.input_dict["P_input_external_kW"] = np.where( - self.input_dict["P_input_external_kW"] > (self.electrolyzer_system_size_MW * 1000), - (self.electrolyzer_system_size_MW * 1000), - self.input_dict["P_input_external_kW"], - ) - - self.output_dict["curtailed_P_kW"] = np.where( - self.input_dict["P_input_external_kW"] > (self.electrolyzer_system_size_MW * 1000), - ( - self.input_dict["P_input_external_kW"] - - (self.electrolyzer_system_size_MW * 1000) - ), - 0, - ) - - self.output_dict["current_input_external_Amps"] = ( - self.input_dict["P_input_external_kW"] * 1000 * power_converter_efficiency - ) / (self.stack_input_voltage_DC * self.system_design()) - - self.output_dict["stack_current_density_A_cm2"] = ( - self.output_dict["current_input_external_Amps"] / self.cell_active_area - ) - - self.output_dict["current_input_external_Amps"] = np.where( - self.output_dict["current_input_external_Amps"] - < self.stack_input_current_lower_bound, - 0, - self.output_dict["current_input_external_Amps"], - ) - - else: - pass # TODO: extend model to variable voltage and current source - - def system_design(self): - """ - For now, system design is solely a function of max. external power - supply; i.e., a rated power supply of 50 MW means that the electrolyzer - system developed by this model is also rated at 50 MW - - TODO: Extend model to include this capability. - Assume that a PEM electrolyzer behaves as a purely resistive load - in a circuit, and design the configuration of the entire electrolyzer - system - which may consist of multiple stacks connected together in - series, parallel, or a combination of both. - """ - h2_production_multiplier = (self.electrolyzer_system_size_MW * 1000) / self.stack_rating_kW - self.output_dict["electrolyzer_system_size_MW"] = self.electrolyzer_system_size_MW - return h2_production_multiplier - - def cell_design(self): - """ - Creates an I-V (polarization) curve of each cell in a stack. - - Please note that this method is currently not used in the model. It - will be used once the electrolyzer model is expanded to variable - voltage supply as well as implementation of the self.system_design() - method - - Motivation: - - The most common representation of the electrolyzer performance is the - polarization curve that represents the relation between the current density - and the voltage (V): - Source: https://www.sciencedirect.com/science/article/pii/S0959652620312312 - - V = N_c(E_cell + V_Act,c + V_Act,a + iR_cell) - - where N_c is the number of electrolyzer cells,E_cell is the open circuit - voltage VAct,and V_Act,c are the anode and cathode activation over-potentials, - i is the current density and iRcell is the electrolyzer cell resistance - (ohmic losses). - - Use this to make a V vs. A (Amperes/cm2) graph which starts at 1.23V because - thermodynamic reaction of water formation/splitting dictates that standard - electrode potential has a ∆G of 237 kJ/mol (where: ∆H = ∆G + T∆S) - """ - - # Cell level inputs: - N_cells = 130 - self.cell_active_area / N_cells - (self.stack_rating_kW * 1000) / N_cells - - # V_cell_max = 3.0 #Volts - # V_cell_I_density_max = 2.50 #mA/cm2 - E_rev = 1.23 # (in Volts) Reversible potential at 25degC - T_C = 80 # Celsius - T_K = T_C + 273.15 # in Kelvins - # E_cell == Open Circuit Voltage - E_cell = ( - 1.5184 - - (1.5421 * (10 ** (-3)) * T_K) - + (9.523 * (10 ** (-5)) * T_K * math.log(T_K)) - + (9.84 * (10 ** (-8)) * (T_K**2)) - ) - # V_act = V_act_c + V_Act_a - R = 8.314 # Ideal Gas Constant (J/mol/K) - i = self.output_dict["stack_current_density_A_cm2"] - F = 96485 # Faraday's Constant (C/mol) - - # Following coefficient values obtained from Yigit and Selamet (2016) - - # https://www.sciencedirect.com/science/article/pii/S0360319916318341?via%3Dihub - a_a = 2 # Anode charge transfer coefficient - a_c = 0.5 # Cathode charge transfer coefficient - i_o_a = 2 * (10 ** (-7)) - i_o_c = 2 * (10 ** (-3)) - V_act = (((R * T_K) / (a_a * F)) * np.arcsinh(i / (2 * i_o_a))) + ( - ((R * T_K) / (a_c * F)) * np.arcsinh(i / (2 * i_o_c)) - ) - lambda_water_content = ((-2.89556 + (0.016 * T_K)) + 1.625) / 0.1875 - delta = 0.0003 # membrane thickness (cm) - assuming a 3-µm thick membrane - sigma = ((0.005139 * lambda_water_content) - 0.00326) * math.exp( - 1268 * ((1 / 303) - (1 / T_K)) - ) # Material thickness # material conductivity - R_cell = delta / sigma - V_cell = E_cell + V_act + (i * R_cell) - V_cell = np.where(V_cell < E_rev, E_rev, V_cell) - N_cells * V_cell # Stack operational voltage - - def dynamic_operation(self): - """ - Model the electrolyzer's realistic response/operation under variable RE - - TODO: add this capability to the model - """ - # When electrolyzer is already at or near its optimal operation - # temperature (~80degC) - - def water_electrolysis_efficiency(self): - """ - https://www.sciencedirect.com/science/article/pii/S2589299119300035#b0500 - - According to the first law of thermodynamics energy is conserved. - Thus, the conversion efficiency calculated from the yields of - converted electrical energy into chemical energy. Typically, - water electrolysis efficiency is calculated by the higher heating - value (HHV) of hydrogen. Since the electrolysis process water is - supplied to the cell in liquid phase efficiency can be calculated by: - - n_T = V_TN / V_cell - - where, V_TN is the thermo-neutral voltage (min. required V to - electrolyze water) - - Parameters - ______________ - - Returns - ______________ - - """ - - n_T = self.V_TN / (self.stack_input_voltage_DC / self.N_cells) - return n_T - - def faradaic_efficiency(self): - """ - Text background from: - [https://www.researchgate.net/publication/344260178_Faraday%27s_ - Efficiency_Modeling_of_a_Proton_Exchange_Membrane_Electrolyzer_ - Based_on_Experimental_Data] - - In electrolyzers, Faraday's efficiency is a relevant parameter to - assess the amount of hydrogen generated according to the input - energy and energy efficiency. Faraday's efficiency expresses the - faradaic losses due to the gas crossover current. The thickness - of the membrane and operating conditions (i.e., temperature, gas - pressure) may affect the Faraday's efficiency. - - Equation for n_F obtained from: - https://www.sciencedirect.com/science/article/pii/S0360319917347237#bib27 - - Parameters - ______________ - float f_1 - Coefficient - value at operating temperature of 80degC (mA2/cm4) - - float f_2 - Coefficient - value at operating temp of 80 degC (unitless) - - np_array current_input_external_Amps - 1-D array of current supplied to electrolyzer stack from external - power source - - - Returns - ______________ - - float n_F - Faradaic efficiency (unitless) - - """ - f_1 = 250 # Coefficient (mA2/cm4) - f_2 = 0.996 # Coefficient (unitless) - I_cell = self.output_dict["current_input_external_Amps"] * 1000 - - # Faraday efficiency - n_F = ( - ((I_cell / self.cell_active_area) ** 2) - / (f_1 + ((I_cell / self.cell_active_area) ** 2)) - ) * f_2 - - return n_F - - def compression_efficiency(self): - """ - In industrial contexts, the remaining hydrogen should be stored at - certain storage pressures that vary depending on the intended - application. In the case of subsequent compression, pressure-volume - work, Wc, must be performed. The additional pressure-volume work can - be related to the heating value of storable hydrogen. Then, the total - efficiency reduces by the following factor: - https://www.mdpi.com/1996-1073/13/3/612/htm - - Due to reasons of material properties and operating costs, large - amounts of gaseous hydrogen are usually not stored at pressures - exceeding 100 bar in aboveground vessels and 200 bar in underground - storages - https://www.sciencedirect.com/science/article/pii/S0360319919310195 - - Partial pressure of H2(g) calculated using: - The hydrogen partial pressure is calculated as a difference between - the cathode pressure, 101,325 Pa, and the water saturation - pressure - [Source: Energies2018,11,3273; doi:10.3390/en11123273] - - """ - n_limC = 0.825 # Limited efficiency of gas compressors (unitless) - H_LHV = 241 # Lower heating value of H2 (kJ/mol) - K = 1.4 # Average heat capacity ratio (unitless) - C_c = 2.75 # Compression factor (ratio of pressure after and before compression) - n_F = self.faradaic_efficiency() - j = self.output_dict["stack_current_density_A_cm2"] - n_x = ((1 - n_F) * j) * self.cell_active_area - n_h2 = j * self.cell_active_area - Z = 1 # [Assumption] Average compressibility factor (unitless) - T_in_C = 80 # Assuming electrolyzer operates at 80degC - T_in = 273.15 + T_in_C # (Kelvins) Assuming electrolyzer operates at 80degC - W_1_C = ( - (K / (K - 1)) - * ((n_h2 - n_x) / self.F) - * self.R - * T_in - * Z - * ((C_c ** ((K - 1) / K)) - 1) - ) # Single stage compression - - # Calculate partial pressure of H2 at the cathode: - A = 8.07131 - B = 1730.63 - C = 233.426 - p_h2o_sat = 10 ** (A - (B / (C + T_in_C))) # Pa - p_cat = 101325 # Cathode pressure (Pa) - p_h2_cat = p_cat - p_h2o_sat - p_s_h2_Pa = self.p_s_h2_bar * 1e5 - - s_C = math.log10(p_s_h2_Pa / p_h2_cat) / math.log10(C_c) - W_C = round(s_C) * W_1_C # Pressure-Volume work - energy reqd. for compression - net_energy_carrier = n_h2 - n_x # C/s - net_energy_carrier = np.where((n_h2 - n_x) == 0, 1, net_energy_carrier) - n_C = 1 - ((W_C / (((net_energy_carrier) / self.F) * H_LHV * 1000)) * (1 / n_limC)) - n_C = np.where((n_h2 - n_x) == 0, 0, n_C) - return n_C - - def total_efficiency(self): - """ - Aside from efficiencies accounted for in this model - (water_electrolysis_efficiency, faradaic_efficiency, and - compression_efficiency) all process steps such as gas drying above - 2 bar or water pumping can be assumed as negligible. Ultimately, the - total efficiency or system efficiency of a PEM electrolysis system is: - - n_T = n_p_h2 * n_F_h2 * n_c_h2 - https://www.mdpi.com/1996-1073/13/3/612/htm - """ - n_p_h2 = self.water_electrolysis_efficiency() - n_F_h2 = self.faradaic_efficiency() - n_c_h2 = self.compression_efficiency() - - n_T = n_p_h2 * n_F_h2 * n_c_h2 - self.output_dict["total_efficiency"] = n_T - return n_T - - def h2_production_rate(self): - """ - H2 production rate calculated using Faraday's Law of Electrolysis - (https://www.sciencedirect.com/science/article/pii/S0360319917347237#bib27) - - Parameters - _____________ - - float f_1 - Coefficient - value at operating temperature of 80degC (mA2/cm4) - - float f_2 - Coefficient - value at operating temp of 80 degC (unitless) - - np_array - 1-D array of current supplied to electrolyzer stack from external - power source - - - Returns - _____________ - - """ - # Single stack calculations: - n_Tot = self.total_efficiency() - h2_production_rate = n_Tot * ( - (self.N_cells * self.output_dict["current_input_external_Amps"]) / (2 * self.F) - ) # mol/s - h2_production_rate_g_s = h2_production_rate / self.moles_per_g_h2 - h2_produced_kg_hr = ( - h2_production_rate_g_s * 3.6 * 72.55 / 55.5 - ) ## TEMPORARY CORRECTION APPLIED FOR PEM EFFICIENCY to reach expected 55.5kwh/kg value - - self.output_dict["stack_h2_produced_kg_hr"] = h2_produced_kg_hr - - # Total electrolyzer system calculations: - h2_produced_kg_hr_system = self.system_design() * h2_produced_kg_hr - # h2_produced_kg_hr_system = h2_produced_kg_hr - self.output_dict["h2_produced_kg_hr_system"] = h2_produced_kg_hr_system - - return h2_produced_kg_hr_system - - def degradation(self): - """ - TODO - Add a time component to the model - for degradation -> - https://www.hydrogen.energy.gov/pdfs/progress17/ii_b_1_peters_2017.pdf - """ - pass - - def water_supply(self): - """ - Calculate water supply rate based system efficiency and H2 production - rate - TODO: Add this capability to the model - """ - water_used_kg_hr_system = self.h2_production_rate() * 10 - self.output_dict["water_used_kg_hr"] = water_used_kg_hr_system - self.output_dict["water_used_kg_annual"] = np.sum(water_used_kg_hr_system) - - def h2_storage(self): - """ - Model to estimate Ideal Isorthermal H2 compression at 70degC - https://www.sciencedirect.com/science/article/pii/S036031991733954X - - The amount of hydrogen gas stored under pressure can be estimated - using the van der Waals equation - - p = [(nRT)/(V-nb)] - [a * ((n^2) / (V^2))] - - where p is pressure of the hydrogen gas (Pa), n the amount of - substance (mol), T the temperature (K), and V the volume of storage - (m3). The constants a and b are called the van der Waals coefficients, - which for hydrogen are 2.45 x 10^2 Pa m6mol-2 and 26.61 x 10^6 , - respectively. - """ - - pass - - -if __name__ == "__main__": - # Example on how to use this model: - in_dict = {} - in_dict["electrolyzer_system_size_MW"] = 15 - out_dict = {} - - electricity_profile = pd.read_csv("sample_wind_electricity_profile.csv") - in_dict["P_input_external_kW"] = electricity_profile.iloc[:, 1].to_numpy() - - el = PEM_electrolyzer_LT(in_dict, out_dict) - el.h2_production_rate() - print( - "Hourly H2 production by stack (kg/hr): ", - out_dict["stack_h2_produced_kg_hr"][0:50], - ) - print( - "Hourly H2 production by system (kg/hr): ", - out_dict["h2_produced_kg_hr_system"][0:50], - ) - fig, axs = plt.subplots(2, 2) - fig.suptitle( - "PEM H2 Electrolysis Results for " - + str(out_dict["electrolyzer_system_size_MW"]) - + " MW System" - ) - - axs[0, 0].plot(out_dict["stack_h2_produced_kg_hr"]) - axs[0, 0].set_title("Hourly H2 production by stack") - axs[0, 0].set_ylabel("kg_h2 / hr") - axs[0, 0].set_xlabel("Hour") - - axs[0, 1].plot(out_dict["h2_produced_kg_hr_system"]) - axs[0, 1].set_title("Hourly H2 production by system") - axs[0, 1].set_ylabel("kg_h2 / hr") - axs[0, 1].set_xlabel("Hour") - - axs[1, 0].plot(in_dict["P_input_external_kW"]) - axs[1, 0].set_title("Hourly Energy Supplied by Wind Farm (kWh)") - axs[1, 0].set_ylabel("kWh") - axs[1, 0].set_xlabel("Hour") - - total_efficiency = out_dict["total_efficiency"] - system_h2_eff = (1 / total_efficiency) * 33.3 - system_h2_eff = np.where(total_efficiency == 0, 0, system_h2_eff) - - axs[1, 1].plot(system_h2_eff) - axs[1, 1].set_title("Total Stack Energy Usage per mass net H2") - axs[1, 1].set_ylabel("kWh_e/kg_h2") - axs[1, 1].set_xlabel("Hour") - - plt.show() - print("Annual H2 production (kg): ", np.sum(out_dict["h2_produced_kg_hr_system"])) - print("Annual energy production (kWh): ", np.sum(in_dict["P_input_external_kW"])) - print( - "H2 generated (kg) per kWH of energy generated by wind farm: ", - np.sum(out_dict["h2_produced_kg_hr_system"]) / np.sum(in_dict["P_input_external_kW"]), - ) diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_costs_Singlitico_model.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_costs_Singlitico_model.py deleted file mode 100644 index 48077ef85..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_costs_Singlitico_model.py +++ /dev/null @@ -1,201 +0,0 @@ -""" -Author: Christopher Bay -Date: 01/24/2023 -Institution: National Renewable Energy Laboratory -Description: This file implements electrolzyer CapEx and OpEx models from [1]. The exact extent of - what is included in the costs is unclear in [1]. Source [2] (cited by [1]) states that - "equipment costs include the electrolyser system, the filling centre or compressor skids and - storage systems". -Sources: - - [1] Singlitico, Alessandro, Jacob Østergaard, and Spyros Chatzivasileiadis. "Onshore, offshore - or in-turbine electrolysis? Techno-economic overview of alternative integration designs for - green hydrogen production into Offshore Wind Power Hubs." Renewable and Sustainable Energy - Transition 1 (2021): 100005. - - [2] [E. Tractebel , H. Engie , Study on early business cases for h2 in energy storage and more - broadly power to h2 applications, EU Comm, 2017, p. 228 .] - https://hsweb.hs.uni-hamburg.de/projects/star-formation/hydrogen/P2H_Full_Study_FCHJU.pdf -""" - -from __future__ import annotations - - -class PEMCostsSingliticoModel: - def __init__( - self, - elec_location: int, - ): - """ - Initialize object for PEM costs based on [1]. - - Args: - elec_location (int): Parameter for indicating the electrolyzer location; - 0 is for onshore, 1 is for offshore or in-turbine. - """ - # Values for CapEX & OpEx taken from [1], Table B.2, PEMEL. - # Installation costs include land, contingency, contractors, legal fees, construction, - # engineering, yard improvements, buildings, electrics, piping, instrumentation, - # and installation and grid connection. - self.IF = 0.33 # installation fraction [% RC_elec] - self.RP_elec = 10 # reference power [MW] - - # Values for OpEx taken from [1], Table B.3, PEMEL. - self.RP_SR = 5 # reference power [MW] - self.RU_SR = 0.41 # reference cost share [%], for a reference power, RP_SR, of 5MW - self.P_stack_max_bar = 2 # average max size [MW] - self.SF_SR_0 = 0.11 # average scale factor - - # NOTE: 1 for offshore or in-turbine electrolyzer location, 0 for onshore; from [1], - self.OS = elec_location - # Table B.1 notes for CapEx_el - - # NOTE: This is used in the stack replacement cost code that is currently commented out; - # more work needs to be done to make sure this is set and used correctly. - # self.P_elec_bar = 1 * 10**3 # scaled max [MW] from [1], Table B.1 notes forOpEx_elec_eq - - # NOTE: This is used in the stack replacement cost code that is currently commented out. - # self.OH_max = 85000 # Lifetime maximum operating hours [h], taken from [1], Table 1, PEMEL - - def run( - self, - P_elec: float, - RC_elec: float, - ) -> tuple: - """ - Computes the CapEx and OpEx costs for a single electrolyzer. - - Args: - P_elec (float): Nominal capacity of the electrolyzer [GW]. - RC_elec (float): Reference cost of the electrolyzer [MUSD/GW] for a 10 MW electrolyzer - plant installed. - - Returns: - tuple: CapEx and OpEx costs for a single electrolyzer. - """ - capex = self.calc_capex(P_elec, RC_elec) - - opex = self.calc_opex(P_elec, capex) - - return capex, opex - - def calc_capex( - self, - P_elec: float, - RC_elec: float, - ) -> float: - """ - CapEx for a single electrolyzer, given the electrolyzer capacity and reference cost. - Equation from [1], Table B.1, CapEx_EL. For in-turbine electrolyzers, - it is assumed that the maximum electrolyzer size is equal to the turbine rated capacity. - - NOTE: If the single electrolyzer capacity exceeds 100MW, the CapEx becomes fixed at the cost - of a 100MW system, due to decreasing economies of scale (based on assumption from [1]). As - such, if you use the output to calculate a cost per unit of electrolyzer, you will need to - divide the cost by 100MW and not the user-specified size of the electrolyzer for sizes above - 100MW. - - Args: - P_elec (float): Nominal capacity of the electrolyzer [GW]. - RC_elec (float): Reference cost of the electrolyzer [MUSD/GW]. - - Returns: - float: CapEx for electrolyzer [MUSD]. - """ - # Choose the scale factor based on electrolyzer size, [1], Table B.2. - if P_elec < 10 / 10**3: - self.SF_elec = -0.21 # scale factor, -0.21 for <10MW, -0.14 for >10MW - else: - self.SF_elec = -0.14 # scale factor, -0.21 for <10MW, -0.14 for >10MW - - # If electrolyzer capacity is >100MW, fix unit cost to 100MW electrolyzer as economies of - # scale stop at sizes above this, according to assumption in [1]. - if P_elec > 100 / 10**3: - P_elec_cost_per_unit_calc = 0.1 - else: - P_elec_cost_per_unit_calc = P_elec - - # Return the cost of a single electrolyzer of the specified capacity in millions of USD (or - # the supplied currency). - # MUSD = GW * MUSD/GW * - * GW * MW/GW / MW ** - - cost = ( - P_elec_cost_per_unit_calc - * RC_elec - * (1 + self.IF * self.OS) - * ((P_elec_cost_per_unit_calc * 10**3 / self.RP_elec) ** self.SF_elec) - ) - cost_per_unit = cost / P_elec_cost_per_unit_calc - - return cost_per_unit * P_elec - - def calc_opex( - self, - P_elec: float, - capex_elec: float, - RC_elec: float | None = None, - OH: float | None = None, - ) -> float: - """ - OpEx for a single electrolyzer, given the electrolyzer capacity and reference cost. - Equations from [1], Table B.1, OpEx_elec_eq and OpEx_elec_neq. - The returned OpEx cost include equipment and non-equipment costs, but excludes the stack - replacement cost. - - NOTE: If the single electrolyzer capacity exceeds 100MW, the OpEx becomes fixed at the cost - of a 100MW system, due to decreasing economies of scale (based on assumption from [1]). - As such, if you use the output to calculate a cost per unit of electrolyzer, you will need - to divide the cost by 100MW and not the user-specified size of the electrolyzer for sizes - above 100 MW. - - NOTE: Code for the stack replacement cost is included below, but does not currently match - results from [1]. DO NOT USE in the current form. - - Args: - P_elec (float): Nominal capacity of the electrolyzer [GW]. - capex_elec (float): CapEx for electrolyzer [MUSD]. - RC_elec (float, optional): Reference cost of the electrolyzer [MUSD/GW]. Defaults to - None. Not currently used. - OH (float, optional): Operating hours [h]. Defaults to None. Not currently used. - - Returns: - float: OpEx for electrolyzer [MUSD]. - """ - # If electrolyzer capacity is >100MW, fix unit cost to 100MW electrolyzer as economies of - # scale stop at sizes above this, according to assumption in [1]. - if P_elec > 100 / 10**3: - P_elec = 0.1 - - # Including material cost for planned and unplanned maintenance, labor cost in central - # Europe, which all depend on a system scale. Excluding the cost of electricity and the - # stack replacement, calculated separately. Scaled maximum to P_elec_bar = 1 GW. - # MUSD*MW MUSD * - * - * GW * MW/GW - opex_elec_eq = ( - capex_elec * (1 - self.IF * (1 + self.OS)) * 0.0344 * (P_elec * 10**3) ** -0.155 - ) - - # Covers the other operational expenditure related to the facility level. This includes site - # management, land rent and taxes, administrative fees (insurance, legal fees...), and site - # maintenance. - # MUSD MUSD - opex_elec_neq = 0.04 * capex_elec * self.IF * (1 + self.OS) - - # NOTE: The stack replacement costs below don't match the results in [1] supplementary - # materials. - # ***DO NOT USE*** stack replacement cost in its current form. - - # Choose the scale factor based on electrolyzer size, [1], Table B.2. - # if P_elec < 10 / 10**3: - # self.SF_elec = -0.21 # scale factor, -0.21 for <10MW, -0.14 for >10MW - # else: - # self.SF_elec = -0.14 # scale factor, -0.21 for <10MW, -0.14 for >10MW - - # Approximation of stack costs and replacement cost depending on the electrolyzer equipment - # costs. - # Paid only the year in which the replacement is needed. - # MUSD/GW % * MUSD/GW * - * MW / MW ** - - # RC_SR = self.RU_SR * RC_elec * (1 - self.IF) * (self.RP_SR / self.RP_elec) ** self.SF_elec - # # - - * MW / MW - # SF_SR = 1 - (1 - self.SF_SR_0) * np.exp(-self.P_elec_bar / self.P_stack_max_bar) - # # SF_SR = 1 - (1 - self.SF_SR_0) * np.exp(-P_elec * 10**3 / self.P_stack_max_bar) - # # MUSD GW * MUSD/GW * GW * MW/GW MW ** - * h / h - # opex_elec_sr = P_elec * RC_SR * (P_elec * 10**3 / self.RP_SR) ** SF_SR * OH / self.OH_max - - return opex_elec_eq + opex_elec_neq diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_costs_custom.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_costs_custom.py deleted file mode 100644 index eb02807a0..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_costs_custom.py +++ /dev/null @@ -1,24 +0,0 @@ -def calc_custom_electrolysis_capex_fom(electrolyzer_capacity_kW, electrolyzer_config): - """Calculates electrolyzer total installed capex and fixed O&M based on user-input values. - - Only used if h2integrate_config["electrolyzer"]["cost_model"] is set to "basic_custom" - Requires additional inputs in h2integrate_config["electrolyzer"]: - - fixed_om_per_kw: electrolyzer fixed o&m in $/kW-year - - electrolyzer_capex: electrolyzer capex in $/kW - - Args: - electrolyzer_capacity_kW (float or int): electrolyzer capacity in kW - electrolyzer_config (dict): ``h2integrate_config["electrolyzer"]`` - - Returns: - 2-element tuple containing - - - **capex** (float): electrolyzer overnight capex in $ - - **fixed_om** (float): electrolyzer fixed O&M in $/year - """ - electrolyzer_capex = electrolyzer_config["electrolyzer_capex"] * electrolyzer_capacity_kW - if "fixed_om_per_kw" in electrolyzer_config.keys(): - electrolyzer_fopex = electrolyzer_config["fixed_om_per_kw"] * electrolyzer_capacity_kW - else: - electrolyzer_fopex = 0.0 - return electrolyzer_capex, electrolyzer_fopex diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_electrolyzer_IVcurve.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_electrolyzer_IVcurve.py deleted file mode 100644 index 79d575a6e..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_electrolyzer_IVcurve.py +++ /dev/null @@ -1,657 +0,0 @@ -## Low-Temperature PEM Electrolyzer Model -""" -Python model of H2 PEM low-temp electrolyzer. - -Quick Hydrogen Physics: - -1 kg H2 <-> 11.1 N-m3 <-> 33.3 kWh (LHV) <-> 39.4 kWh (HHV) - -High mass energy density (1 kg H2= 3,77 l gasoline) -Low volumetric density (1 Nm³ H2= 0,34 l gasoline - -Hydrogen production from water electrolysis (~5 kWh/Nm³ H2) - -Power:1 MW electrolyser <-> 200 Nm³/h H2 <-> ±18 kg/h H2 -Energy:+/-55 kWh of electricity --> 1 kg H2 <-> 11.1 Nm³ <-> ±10 liters -demineralized water - -Power production from a hydrogen PEM fuel cell from hydrogen (+/-50% -efficiency): -Energy: 1 kg H2 --> 16 kWh -""" - -import sys -import math - -import numpy as np -import scipy -import pandas as pd -from matplotlib import pyplot as plt - - -np.set_printoptions(threshold=sys.maxsize) - - -def calc_current( - P_T, p1, p2, p3, p4, p5, p6 -): # calculates i-v curve coefficients given the stack power and stack temp - pwr, tempc = P_T - i_stack = ( - p1 * (pwr**2) + p2 * (tempc**2) + (p3 * pwr * tempc) + (p4 * pwr) + (p5 * tempc) + (p6) - ) - return i_stack - - -class PEM_electrolyzer_LT: - """ - Create an instance of a low-temperature PEM Electrolyzer System. Each - stack in the electrolyzer system in this model is rated at 1 MW_DC. - - Parameters - _____________ - np_array P_input_external_kW - 1-D array of time-series external power supply - - string voltage_type - Nature of voltage supplied to electrolyzer from the external power - supply ['variable' or 'constant] - - float power_supply_rating_MW - Rated power of external power supply - - Returns - _____________ - - """ - - def __init__(self, input_dict, output_dict): - self.input_dict = input_dict - self.output_dict = output_dict - - # array of input power signal - self.input_dict["P_input_external_kW"] = input_dict["P_input_external_kW"] - self.electrolyzer_system_size_MW = input_dict["electrolyzer_system_size_MW"] - - # self.input_dict['voltage_type'] = 'variable' # not yet implemented - self.input_dict["voltage_type"] = "constant" - self.stack_input_voltage_DC = 250 - - # Assumptions: - self.min_V_cell = 1.62 # Only used in variable voltage scenario - self.p_s_h2_bar = 31 # H2 outlet pressure - - # any current below this amount (10% rated) will saturate the H2 production to zero, used to - # be 500 (12.5% of rated) - self.stack_input_current_lower_bound = 400 # [A] - self.stack_rating_kW = 1000 # 1 MW - self.cell_active_area = 1250 # [cm^2] - self.N_cells = 130 - - # PEM electrolyzers have a max current density of approx 2 A/cm^2 so max is 2*cell_area - self.max_cell_current = 2 * self.cell_active_area - - # Constants: - self.moles_per_g_h2 = 0.49606 # [1/weight_h2] - self.V_TN = 1.48 # Thermo-neutral Voltage (Volts) in standard conditions - self.F = 96485.34 # Faraday's Constant (C/mol) or [As/mol] - self.R = 8.314 # Ideal Gas Constant (J/mol/K) - - # Additional Constants - self.T_C = 80 # stack temperature in [C] - self.mmHg_2_Pa = 133.322 # convert between mmHg to Pa - self.patmo = 101325 # atmospheric pressure [Pa] - self.mmHg_2_atm = self.mmHg_2_Pa / self.patmo # convert from mmHg to atm - - self.curve_coeff = self.iv_curve() # this initializes the I-V curve to calculate current - self.external_power_supply() - - def external_power_supply(self): - """ - External power source (grid or REG) which will need to be stepped - down and converted to DC power for the electrolyzer. - - Please note, for a wind farm as the electrolyzer's power source, - the model assumes variable power supplied to the stack at fixed - voltage (fixed voltage, variable power and current) - - TODO: extend model to accept variable voltage, current, and power - This will replicate direct DC-coupled PV system operating at MPP - """ - power_converter_efficiency = ( - 1.0 # this used to be 0.95 but feel free to change as you'd like - ) - if self.input_dict["voltage_type"] == "constant": - self.input_dict["P_input_external_kW"] = np.where( - self.input_dict["P_input_external_kW"] > (self.electrolyzer_system_size_MW * 1000), - (self.electrolyzer_system_size_MW * 1000), - self.input_dict["P_input_external_kW"], - ) - - self.output_dict["curtailed_P_kW"] = np.where( - self.input_dict["P_input_external_kW"] > (self.electrolyzer_system_size_MW * 1000), - ( - self.input_dict["P_input_external_kW"] - - (self.electrolyzer_system_size_MW * 1000) - ), - 0, - ) - - # Current used to be calculated as Power/Voltage but now it uses the IV curve - # self.output_dict['current_input_external_Amps'] = \ - # (self.input_dict['P_input_external_kW'] * 1000 * - # power_converter_efficiency) / (self.stack_input_voltage_DC * - # self.system_design()) - - self.output_dict["current_input_external_Amps"] = calc_current( - ( - ( - (self.input_dict["P_input_external_kW"] * power_converter_efficiency) - / self.system_design() - ), - self.T_C, - ), - *self.curve_coeff, - ) - - self.output_dict["stack_current_density_A_cm2"] = ( - self.output_dict["current_input_external_Amps"] / self.cell_active_area - ) - - self.output_dict["current_input_external_Amps"] = np.where( - self.output_dict["current_input_external_Amps"] - < self.stack_input_current_lower_bound, - 0, - self.output_dict["current_input_external_Amps"], - ) - - else: - pass # TODO: extend model to variable voltage and current source - - def iv_curve(self): - """ - This is a new function that creates the I-V curve to calculate current based - on input power and electrolyzer temperature - - current range is 0: max_cell_current+10 -> PEM have current density approx = 2 A/cm^2 - - temperature range is 40 degC : rated_temp+5 -> temperatures for PEM are usually within - 60-80degC - - calls cell_design() which calculates the cell voltage - """ - current_range = np.arange(0, self.max_cell_current + 10, 10) - temp_range = np.arange(40, self.T_C + 5, 5) - idx = 0 - powers = np.zeros(len(current_range) * len(temp_range)) - currents = np.zeros(len(current_range) * len(temp_range)) - temps_C = np.zeros(len(current_range) * len(temp_range)) - for i in range(len(current_range)): - for t in range(len(temp_range)): - powers[idx] = ( - current_range[i] - * self.cell_design(temp_range[t], current_range[i]) - * self.N_cells - * (1e-3) - ) # stack power - currents[idx] = current_range[i] - temps_C[idx] = temp_range[t] - idx = idx + 1 - - curve_coeff, curve_cov = scipy.optimize.curve_fit( - calc_current, (powers, temps_C), currents, p0=(1.0, 1.0, 1.0, 1.0, 1.0, 1.0) - ) # updates IV curve coeff - return curve_coeff - - def system_design(self): - """ - For now, system design is solely a function of max. external power - supply; i.e., a rated power supply of 50 MW means that the electrolyzer - system developed by this model is also rated at 50 MW - - TODO: Extend model to include this capability. - Assume that a PEM electrolyzer behaves as a purely resistive load - in a circuit, and design the configuration of the entire electrolyzer - system - which may consist of multiple stacks connected together in - series, parallel, or a combination of both. - """ - h2_production_multiplier = (self.electrolyzer_system_size_MW * 1000) / self.stack_rating_kW - self.output_dict["electrolyzer_system_size_MW"] = self.electrolyzer_system_size_MW - return h2_production_multiplier - - def cell_design(self, Stack_T, Stack_Current): - """ - - Please note that this method is currently not used in the model. It - will be used once the electrolyzer model is expanded to variable - voltage supply as well as implementation of the self.system_design() - method - - Motivation: - - The most common representation of the electrolyzer performance is the - polarization curve that represents the relation between the current density - and the voltage (V): - Source: https://www.sciencedirect.com/science/article/pii/S0959652620312312 - - V = N_c(E_cell + V_Act,c + V_Act,a + iR_cell) - - where N_c is the number of electrolyzer cells,E_cell is the open circuit - voltage VAct,and V_Act,c are the anode and cathode activation over-potentials, - i is the current density and iRcell is the electrolyzer cell resistance - (ohmic losses). - - Use this to make a V vs. A (Amperes/cm2) graph which starts at 1.23V because - thermodynamic reaction of water formation/splitting dictates that standard - electrode potential has a ∆G of 237 kJ/mol (where: ∆H = ∆G + T∆S) - - 10/31/2022 - ESG: https://www.sciencedirect.com/science/article/pii/S0360319906000693 - -> calculates cell voltage to make IV curve (called by iv_curve) - Another good source for the equations used in this function: - https://www.sciencedirect.com/science/article/pii/S0360319918309017 - - """ - - # Cell level inputs: - - E_rev0 = ( - 1.229 # (in Volts) Reversible potential at 25degC - Nerst Equation (see Note below) - ) - # E_th = 1.48 # (in Volts) Thermoneutral potential at 25degC - No longer used - - T_K = Stack_T + 273.15 # in Kelvins - # E_cell == Open Circuit Voltage - used to be a static variable, now calculated - # NOTE: E_rev is unused right now, E_rev0 is the general nerst equation for operating at 25 - # deg C at atmospheric pressure (whereas we will be operating at higher temps). From the - # literature above, it appears that E_rev0 is more correct - # https://www.sciencedirect.com/science/article/pii/S0360319911021380 - ( - 1.5184 - - (1.5421 * (10 ** (-3)) * T_K) - + (9.523 * (10 ** (-5)) * T_K * math.log(T_K)) - + (9.84 * (10 ** (-8)) * (T_K**2)) - ) - - # Calculate partial pressure of H2 at the cathode: - # Uses Antoine formula (see link below) - # p_h2o_sat calculation taken from compression efficiency calculation - # https://www.omnicalculator.com/chemistry/vapour-pressure-of-water#antoine-equation - A = 8.07131 - B = 1730.63 - C = 233.426 - - p_h2o_sat_mmHg = 10 ** ( - A - (B / (C + Stack_T)) - ) # vapor pressure of water in [mmHg] using Antoine formula - p_h20_sat_atm = p_h2o_sat_mmHg * self.mmHg_2_atm # convert mmHg to atm - - # could also use Arden-Buck equation (see below). Arden Buck and Antoine equations give - # barely different pressures for the temperatures we're looking, however, the differences - # between the two become more substantial at higher temps - - # p_h20_sat_pa=((0.61121*math.exp((18.678-(Stack_T/234.5))*(Stack_T/(257.14+Stack_T))))*1e+3) #ARDEN BUCK # noqa: E501 - # p_h20_sat_atm=p_h20_sat_pa/self.patmo - - # Cell reversible voltage kind of explain in Equations (12)-(15) of below source - # https://www.sciencedirect.com/science/article/pii/S0360319906000693 - # OR see equation (8) in the source below - # https://www.sciencedirect.com/science/article/pii/S0360319917309278?via%3Dihub - E_cell = E_rev0 + ((self.R * T_K) / (2 * self.F)) * ( - np.log((1 - p_h20_sat_atm) * math.sqrt(1 - p_h20_sat_atm)) - ) # 1 value is atmoshperic pressure in atm - i = Stack_Current / self.cell_active_area # i is cell current density - - # Following coefficient values obtained from Yigit and Selamet (2016) - - # https://www.sciencedirect.com/science/article/pii/S0360319916318341?via%3Dihub - a_a = 2 # Anode charge transfer coefficient - a_c = 0.5 # Cathode charge transfer coefficient - i_o_a = 2 * (10 ** (-7)) # anode exchange current density - i_o_c = 2 * (10 ** (-3)) # cathode exchange current density - - # below is the activation energy for anode and cathode - see - # https://www.sciencedirect.com/science/article/pii/S0360319911021380 - V_act = (((self.R * T_K) / (a_a * self.F)) * np.arcsinh(i / (2 * i_o_a))) + ( - ((self.R * T_K) / (a_c * self.F)) * np.arcsinh(i / (2 * i_o_c)) - ) - - # equation 13 and 12 for lambda_water_content and sigma: - # from https://www.sciencedirect.com/science/article/pii/S0360319917309278?via%3Dihub - lambda_water_content = ((-2.89556 + (0.016 * T_K)) + 1.625) / 0.1875 - - # reasonable membrane thickness of 180-µm NOTE: this will likely decrease in the future - delta = 0.018 # [cm] - - sigma = ((0.005139 * lambda_water_content) - 0.00326) * math.exp( - 1268 * ((1 / 303) - (1 / T_K)) - ) # membrane proton conductivity [S/cm] - - R_cell = delta / sigma # ionic resistance [ohms] - R_elec = 3.5 * ( - 10 ** (-5) - ) # [ohms] from Table 1 in https://journals.utm.my/jurnalteknologi/article/view/5213/3557 - V_cell = E_cell + V_act + (i * (R_cell + R_elec)) # cell voltage [V] - # NOTE: R_elec is to account for the electronic resistance measured between stack terminals - # in open-circuit conditions - # Supposedly, removing it shouldn't lead to large errors - # calculation for it: http://www.electrochemsci.org/papers/vol7/7043314.pdf - - # V_stack = self.N_cells * V_cell # Stack operational voltage -> this is combined in iv_calc for power rather than here # noqa: E501 - - return V_cell - - def dynamic_operation(self): # UNUSED - """ - Model the electrolyzer's realistic response/operation under variable RE - - TODO: add this capability to the model - """ - # When electrolyzer is already at or near its optimal operation - # temperature (~80degC) - - def water_electrolysis_efficiency(self): # UNUSED - """ - https://www.sciencedirect.com/science/article/pii/S2589299119300035#b0500 - - According to the first law of thermodynamics energy is conserved. - Thus, the conversion efficiency calculated from the yields of - converted electrical energy into chemical energy. Typically, - water electrolysis efficiency is calculated by the higher heating - value (HHV) of hydrogen. Since the electrolysis process water is - supplied to the cell in liquid phase efficiency can be calculated by: - - n_T = V_TN / V_cell - - where, V_TN is the thermo-neutral voltage (min. required V to - electrolyze water) - - Parameters - ______________ - - Returns - ______________ - - """ - # From the source listed in this function ... - # n_T=V_TN/V_cell NOT what's below which is input voltage -> this should call cell_design() - n_T = self.V_TN / (self.stack_input_voltage_DC / self.N_cells) - return n_T - - def faradaic_efficiency(self): # ONLY EFFICIENCY CONSIDERED RIGHT NOW - """ - Text background from: - [https://www.researchgate.net/publication/344260178_Faraday%27s_ - Efficiency_Modeling_of_a_Proton_Exchange_Membrane_Electrolyzer_ - Based_on_Experimental_Data] - - In electrolyzers, Faraday's efficiency is a relevant parameter to - assess the amount of hydrogen generated according to the input - energy and energy efficiency. Faraday's efficiency expresses the - faradaic losses due to the gas crossover current. The thickness - of the membrane and operating conditions (i.e., temperature, gas - pressure) may affect the Faraday's efficiency. - - Equation for n_F obtained from: - https://www.sciencedirect.com/science/article/pii/S0360319917347237#bib27 - - Parameters - ______________ - float f_1 - Coefficient - value at operating temperature of 80degC (mA2/cm4) - - float f_2 - Coefficient - value at operating temp of 80 degC (unitless) - - np_array current_input_external_Amps - 1-D array of current supplied to electrolyzer stack from external - power source - - - Returns - ______________ - - float n_F - Faradaic efficiency (unitless) - - """ - f_1 = 250 # Coefficient (mA2/cm4) - f_2 = 0.996 # Coefficient (unitless) - I_cell = self.output_dict["current_input_external_Amps"] * 1000 - - # Faraday efficiency - n_F = ( - ((I_cell / self.cell_active_area) ** 2) - / (f_1 + ((I_cell / self.cell_active_area) ** 2)) - ) * f_2 - - return n_F - - def compression_efficiency(self): # UNUSED AND MAY HAVE ISSUES - # Should this only be used if we plan on storing H2? - """ - In industrial contexts, the remaining hydrogen should be stored at - certain storage pressures that vary depending on the intended - application. In the case of subsequent compression, pressure-volume - work, Wc, must be performed. The additional pressure-volume work can - be related to the heating value of storable hydrogen. Then, the total - efficiency reduces by the following factor: - https://www.mdpi.com/1996-1073/13/3/612/htm - - Due to reasons of material properties and operating costs, large - amounts of gaseous hydrogen are usually not stored at pressures - exceeding 100 bar in aboveground vessels and 200 bar in underground - storages - https://www.sciencedirect.com/science/article/pii/S0360319919310195 - - Partial pressure of H2(g) calculated using: - The hydrogen partial pressure is calculated as a difference between - the cathode pressure, 101,325 Pa, and the water saturation - pressure - [Source: Energies2018,11,3273; doi:10.3390/en11123273] - - """ - n_limC = 0.825 # Limited efficiency of gas compressors (unitless) - H_LHV = 241 # Lower heating value of H2 (kJ/mol) - K = 1.4 # Average heat capacity ratio (unitless) - C_c = 2.75 # Compression factor (ratio of pressure after and before compression) - n_F = self.faradaic_efficiency() - j = self.output_dict["stack_current_density_A_cm2"] - n_x = ((1 - n_F) * j) * self.cell_active_area - n_h2 = j * self.cell_active_area - Z = 1 # [Assumption] Average compressibility factor (unitless) - T_in = 273.15 + self.T_C # (Kelvins) Assuming electrolyzer operates at 80degC - W_1_C = ( - (K / (K - 1)) - * ((n_h2 - n_x) / self.F) - * self.R - * T_in - * Z - * ((C_c ** ((K - 1) / K)) - 1) - ) # Single stage compression - - # Calculate partial pressure of H2 at the cathode: This is the Antoine formula (see link - # below) - # https://www.omnicalculator.com/chemistry/vapour-pressure-of-water#antoine-equation - A = 8.07131 - B = 1730.63 - C = 233.426 - p_h2o_sat = 10 ** (A - (B / (C + self.T_C))) # [mmHg] - p_cat = 101325 # Cathode pressure (Pa) - # Fixed unit bug between mmHg and Pa - - p_h2_cat = p_cat - (p_h2o_sat * self.mmHg_2_Pa) # convert mmHg to Pa - p_s_h2_Pa = self.p_s_h2_bar * 1e5 - - s_C = math.log10(p_s_h2_Pa / p_h2_cat) / math.log10(C_c) - W_C = round(s_C) * W_1_C # Pressure-Volume work - energy reqd. for compression - net_energy_carrier = n_h2 - n_x # C/s - net_energy_carrier = np.where((n_h2 - n_x) == 0, 1, net_energy_carrier) - n_C = 1 - ((W_C / (((net_energy_carrier) / self.F) * H_LHV * 1000)) * (1 / n_limC)) - n_C = np.where((n_h2 - n_x) == 0, 0, n_C) - return n_C - - def total_efficiency(self): - """ - Aside from efficiencies accounted for in this model - (water_electrolysis_efficiency, faradaic_efficiency, and - compression_efficiency) all process steps such as gas drying above - 2 bar or water pumping can be assumed as negligible. Ultimately, the - total efficiency or system efficiency of a PEM electrolysis system is: - - n_T = n_p_h2 * n_F_h2 * n_c_h2 - https://www.mdpi.com/1996-1073/13/3/612/htm - """ - # n_p_h2 = self.water_electrolysis_efficiency() #no longer considered - n_F_h2 = self.faradaic_efficiency() - # n_c_h2 = self.compression_efficiency() #no longer considered - - # n_T = n_p_h2 * n_F_h2 * n_c_h2 #No longer considers these other efficiencies - n_T = n_F_h2 - self.output_dict["total_efficiency"] = n_T - return n_T - - def h2_production_rate(self): - """ - H2 production rate calculated using Faraday's Law of Electrolysis - (https://www.sciencedirect.com/science/article/pii/S0360319917347237#bib27) - - Parameters - _____________ - - float f_1 - Coefficient - value at operating temperature of 80degC (mA2/cm4) - - float f_2 - Coefficient - value at operating temp of 80 degC (unitless) - - np_array - 1-D array of current supplied to electrolyzer stack from external - power source - - - Returns - _____________ - - """ - # Single stack calculations: - n_Tot = self.total_efficiency() - h2_production_rate = n_Tot * ( - (self.N_cells * self.output_dict["current_input_external_Amps"]) / (2 * self.F) - ) # mol/s - h2_production_rate_g_s = h2_production_rate / self.moles_per_g_h2 - h2_produced_kg_hr = h2_production_rate_g_s * 3.6 # Fixed: no more manual scaling - self.output_dict["stack_h2_produced_g_s"] = h2_production_rate_g_s - self.output_dict["stack_h2_produced_kg_hr"] = h2_produced_kg_hr - - # Total electrolyzer system calculations: - h2_produced_kg_hr_system = self.system_design() * h2_produced_kg_hr - # h2_produced_kg_hr_system = h2_produced_kg_hr - self.output_dict["h2_produced_kg_hr_system"] = h2_produced_kg_hr_system - - return h2_produced_kg_hr_system, h2_production_rate_g_s - - def degradation(self): - """ - TODO - Add a time component to the model - for degradation -> - https://www.hydrogen.energy.gov/pdfs/progress17/ii_b_1_peters_2017.pdf - """ - pass - - def water_supply(self): - """ - Calculate water supply rate based system efficiency and H2 production - rate - TODO: Add this capability to the model - - The 10x multiple is likely too low. See Lampert, David J., Cai, Hao, Wang, Zhichao, - Keisman, Jennifer, Wu, May, Han, Jeongwoo, Dunn, Jennifer, Sullivan, John L., - Elgowainy, Amgad, Wang, Michael, & Keisman, Jennifer. Development of a Life Cycle Inventory - of Water Consumption Associated with the Production of Transportation Fuels. United States. - https://doi.org/10.2172/1224980 - """ - # ratio of water_used:h2_kg_produced depends on power source - # h20_kg:h2_kg with PV 22-126:1 or 18-25:1 without PV but considering water - # deminersalisation stoichometrically its just 9:1 but ... theres inefficiencies in the - # water purification process - h2_produced_kg_hr_system, h2_production_rate_g_s = self.h2_production_rate() - water_used_kg_hr_system = h2_produced_kg_hr_system * 10 - self.output_dict["water_used_kg_hr"] = water_used_kg_hr_system - self.output_dict["water_used_kg_annual"] = np.sum(water_used_kg_hr_system) - - def h2_storage(self): - """ - Model to estimate Ideal Isorthermal H2 compression at 70degC - https://www.sciencedirect.com/science/article/pii/S036031991733954X - - The amount of hydrogen gas stored under pressure can be estimated - using the van der Waals equation - - p = [(nRT)/(V-nb)] - [a * ((n^2) / (V^2))] - - where p is pressure of the hydrogen gas (Pa), n the amount of - substance (mol), T the temperature (K), and V the volume of storage - (m3). The constants a and b are called the van der Waals coefficients, - which for hydrogen are 2.45 x 10^-2 Pa m6mol^-2 and 26.61 x 10^-6 , - respectively. - """ - - pass - - -if __name__ == "__main__": - # Example on how to use this model: - in_dict = {} - in_dict["electrolyzer_system_size_MW"] = 15 - out_dict = {} - - electricity_profile = pd.read_csv("sample_wind_electricity_profile.csv") - in_dict["P_input_external_kW"] = electricity_profile.iloc[:, 1].to_numpy() - - el = PEM_electrolyzer_LT(in_dict, out_dict) - el.h2_production_rate() - print( - "Hourly H2 production by stack (kg/hr): ", - out_dict["stack_h2_produced_kg_hr"][0:50], - ) - print( - "Hourly H2 production by system (kg/hr): ", - out_dict["h2_produced_kg_hr_system"][0:50], - ) - fig, axs = plt.subplots(2, 2) - fig.suptitle( - "PEM H2 Electrolysis Results for " - + str(out_dict["electrolyzer_system_size_MW"]) - + " MW System" - ) - - axs[0, 0].plot(out_dict["stack_h2_produced_kg_hr"]) - axs[0, 0].set_title("Hourly H2 production by stack") - axs[0, 0].set_ylabel("kg_h2 / hr") - axs[0, 0].set_xlabel("Hour") - - axs[0, 1].plot(out_dict["h2_produced_kg_hr_system"]) - axs[0, 1].set_title("Hourly H2 production by system") - axs[0, 1].set_ylabel("kg_h2 / hr") - axs[0, 1].set_xlabel("Hour") - - axs[1, 0].plot(in_dict["P_input_external_kW"]) - axs[1, 0].set_title("Hourly Energy Supplied by Wind Farm (kWh)") - axs[1, 0].set_ylabel("kWh") - axs[1, 0].set_xlabel("Hour") - - total_efficiency = out_dict["total_efficiency"] - system_h2_eff = (1 / total_efficiency) * 33.3 - system_h2_eff = np.where(total_efficiency == 0, 0, system_h2_eff) - - axs[1, 1].plot(system_h2_eff) - axs[1, 1].set_title("Total Stack Energy Usage per mass net H2") - axs[1, 1].set_ylabel("kWh_e/kg_h2") - axs[1, 1].set_xlabel("Hour") - - plt.show() - print("Annual H2 production (kg): ", np.sum(out_dict["h2_produced_kg_hr_system"])) - print("Annual energy production (kWh): ", np.sum(in_dict["P_input_external_kW"])) - print( - "H2 generated (kg) per kWH of energy generated by wind farm: ", - np.sum(out_dict["h2_produced_kg_hr_system"]) / np.sum(in_dict["P_input_external_kW"]), - ) diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_tools.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_tools.py deleted file mode 100644 index efce5947f..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/PEM_tools.py +++ /dev/null @@ -1,59 +0,0 @@ -import numpy as np - -from h2integrate.simulation.technologies.hydrogen.electrolysis.PEM_H2_LT_electrolyzer_Clusters import ( # noqa: E501 - PEM_H2_Clusters as PEMClusters, -) - - -def create_1MW_reference_PEM(curve_coeff=None): - pem_param_dict = { - "eol_eff_percent_loss": 10, - "uptime_hours_until_eol": 77600, - "include_degradation_penalty": True, - "turndown_ratio": 0.1, - "curve_coeff": curve_coeff, - } - pem = PEMClusters(cluster_size_mw=1, plant_life=30, **pem_param_dict) - return pem - - -def get_electrolyzer_BOL_efficiency(): - pem_1MW = create_1MW_reference_PEM() - bol_eff = pem_1MW.output_dict["BOL Efficiency Curve Info"]["Efficiency [kWh/kg]"].values[-1] - - return np.round(bol_eff, 2) - - -def size_electrolyzer_for_hydrogen_demand( - hydrogen_production_capacity_required_kgphr, - size_for="BOL", - electrolyzer_degradation_power_increase=None, -): - electrolyzer_energy_kWh_per_kg_estimate_BOL = get_electrolyzer_BOL_efficiency() - if size_for == "BOL": - electrolyzer_capacity_MW = ( - hydrogen_production_capacity_required_kgphr - * electrolyzer_energy_kWh_per_kg_estimate_BOL - / 1000 - ) - elif size_for == "EOL": - electrolyzer_energy_kWh_per_kg_estimate_EOL = ( - electrolyzer_energy_kWh_per_kg_estimate_BOL - * (1 + electrolyzer_degradation_power_increase) - ) - electrolyzer_capacity_MW = ( - hydrogen_production_capacity_required_kgphr - * electrolyzer_energy_kWh_per_kg_estimate_EOL - / 1000 - ) - - return electrolyzer_capacity_MW - - -def check_capacity_based_on_clusters(electrolyzer_capacity_BOL_MW, cluster_cap_mw): - if electrolyzer_capacity_BOL_MW % cluster_cap_mw == 0: - n_pem_clusters_max = electrolyzer_capacity_BOL_MW // cluster_cap_mw - else: - n_pem_clusters_max = int(np.ceil(np.ceil(electrolyzer_capacity_BOL_MW) / cluster_cap_mw)) - electrolyzer_size_mw = n_pem_clusters_max * cluster_cap_mw - return electrolyzer_size_mw diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/__init__.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/__init__.py deleted file mode 100644 index 1b79c00b3..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -import h2integrate.simulation.technologies.hydrogen.electrolysis.PEM_H2_LT_electrolyzer_Clusters -import h2integrate.simulation.technologies.hydrogen.electrolysis.PEM_tools -from h2integrate.simulation.technologies.hydrogen.electrolysis.PEM_costs_Singlitico_model import ( - PEMCostsSingliticoModel, -) - -# FIXME: duplicative imports -from h2integrate.simulation.technologies.hydrogen.electrolysis.PEM_electrolyzer_IVcurve import ( - PEM_electrolyzer_LT, -) -from h2integrate.simulation.technologies.hydrogen.electrolysis.PEM_H2_LT_electrolyzer import ( - PEM_electrolyzer_LT, # FIXME: duplicative import, delete whole comment when fixed # noqa: F811 -) diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/optimization_utils_linear.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/optimization_utils_linear.py deleted file mode 100644 index f417834b7..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/optimization_utils_linear.py +++ /dev/null @@ -1,200 +0,0 @@ -import time -from pathlib import Path - -import numpy as np -from pyomo.environ import * # FIXME: no * imports, delete whole comment when fixed # noqa: F403 - - -def optimize( - P_wind_t, - T=50, - n_stacks=3, - c_wp=0, - c_sw=12, - rated_power=500, - dt=1, - P_init=None, - I_init=None, - T_init=None, - AC_init=0, - F_tot_init=0, -): - model = ConcreteModel() # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - # Things to solve: - C_INV = 1.47e6 - LT = 90000 - - # Initializations - if P_init is None: - P_init = [0] * (n_stacks * T) - else: - P_init = P_init.flatten() - if I_init is None: - I_init = [0] * (n_stacks * T) - else: - I_init = I_init.flatten() - if T_init is None: - T_init = [0] * (n_stacks * T) - else: - T_init = T_init.flatten() - - model.p = Var( # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - list(range(n_stacks * T)), - bounds=(-1e-2, rated_power), - initialize=P_init, - ) - model.I = Var( # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - list(range(n_stacks * T)), - within=Binary, # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - initialize=I_init, # .astype(int), - ) - model.T = Var( # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - list(range(n_stacks * T)), - within=Binary, # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - initialize=T_init, # .astype(int), - ) - model.AC = Var( # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - [0], bounds=(1e-3, 1.2 * rated_power * n_stacks * T), initialize=float(AC_init) - ) - model.F_tot = Var( # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - [0], bounds=(1e-3, 8 * rated_power * n_stacks * T), initialize=float(F_tot_init) - ) - model.eps = Param( # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - initialize=1, mutable=True - ) - - C_WP = c_wp * np.ones( - T, - ) # could vary with time - C_SW = c_sw * np.ones( - T, - ) # could vary with time - - P_max = rated_power - P_min = 0.1 * rated_power - - def obj(model): - return model.AC[0] - model.eps * model.F_tot[0] - - def physical_constraint_AC(model): - AC = 0 - for t in range(T): - for stack in range(n_stacks): - AC = ( - AC - + C_WP[t] * model.p[t * n_stacks + stack] - + C_SW[t] * model.T[t * n_stacks + stack] - ) - return model.AC[0] == AC + C_INV * n_stacks / LT - - def physical_constraint_F_tot(model): - """Objective function""" - F_tot = 0 - for t in range(T): - for stack in range(n_stacks): - F_tot = ( - F_tot - + ( - 0.0145 * model.p[t * n_stacks + stack] - + 0.3874 * model.I[t * n_stacks + stack] * rated_power / 500 - ) - * dt - ) - return model.F_tot[0] == F_tot - - def power_constraint(model, t): - """Make sure sum of stack powers is below available wind power.""" - power_full_stack = 0 - for stack in range(n_stacks): - power_full_stack = power_full_stack + model.p[t * n_stacks + stack] - return power_full_stack <= P_wind_t[t] - - def safety_bounds_lower(model, t, stack): - """Make sure input powers don't exceed safety bounds.""" - return P_min * model.I[t * n_stacks + stack] <= model.p[t * n_stacks + stack] - - def safety_bounds_upper(model, t, stack): - """Make sure input powers don't exceed safety bounds.""" - return P_max * model.I[t * n_stacks + stack] >= model.p[t * n_stacks + stack] - - def switching_constraint_pos(model, stack, t): - trans = model.I[t * n_stacks + stack] - model.I[(t - 1) * n_stacks + stack] - return model.T[t * n_stacks + stack] >= trans - - def switching_constraint_neg(model, stack, t): - trans = model.I[t * n_stacks + stack] - model.I[(t - 1) * n_stacks + stack] - return -model.T[t * n_stacks + stack] <= trans - - model.pwr_constraints = ( - ConstraintList() # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - ) - model.safety_constraints = ( - ConstraintList() # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - ) - model.switching_constraints = ( - ConstraintList() # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - ) - model.physical_constraints = ( - ConstraintList() # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - ) - - for t in range(T): - model.pwr_constraints.add(power_constraint(model, t)) - for stack in range(n_stacks): - model.safety_constraints.add(safety_bounds_lower(model, t, stack)) - model.safety_constraints.add(safety_bounds_upper(model, t, stack)) - - if t > 0: - model.switching_constraints.add(switching_constraint_pos(model, stack, t)) - model.switching_constraints.add(switching_constraint_neg(model, stack, t)) - model.physical_constraints.add(physical_constraint_F_tot(model)) - model.physical_constraints.add(physical_constraint_AC(model)) - model.objective = ( - Objective( # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - expr=obj(model), - sense=minimize, # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - ) - ) - eps = 10 - cbc_path = Path(__file__).parent / "hybrid/PEM_Model_2Push/cbc.exe" - - # Use this if you have a Windows machine; also make sure that cbc.exe is in the same folder as - # this script - solver = SolverFactory( # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - "cbc", executable=cbc_path - ) - - # Use this if you don't have a windows machine - # solver = SolverFactory("cbc") - - j = 1 - while eps > 1e-3: - start = time.process_time() - solver.solve(model) - print("time to solve", time.process_time() - start) - - model.eps = value( # FIXME: no * imports, delete whole comment when fixed # noqa: F405 - model.AC[0] / model.F_tot[0] - ) - eps = model.AC[0].value - model.eps.value * model.F_tot[0].value - j = j + 1 - - I = np.array([model.I[i].value for i in range(n_stacks * T)]) # noqa: E741 - I_ = np.reshape(I, (T, n_stacks)) - P = np.array([model.p[i].value for i in range(n_stacks * T)]) - P_ = np.reshape(P, (T, n_stacks)) - Tr = np.array([model.T[i].value for i in range(n_stacks * T)]).reshape((T, n_stacks)) - P_tot_opt = np.sum(P_, axis=1) - H2f = np.zeros((T, n_stacks)) - for stack in range(n_stacks): - H2f[:, stack] = (0.0145 * P_[:, stack] + 0.3874 * I_[:, stack] * rated_power / 500) * dt - return ( - P_tot_opt, - P_, - H2f, - I_, - Tr, - P_wind_t, - model.AC[0].value, - model.F_tot[0].value, - ) diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/pem_cost_tools.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/pem_cost_tools.py deleted file mode 100644 index c5d7d1e6d..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/pem_cost_tools.py +++ /dev/null @@ -1,201 +0,0 @@ -import numpy as np -from attrs import field, define - -from h2integrate.tools.profast_tools import create_years_of_operation - - -@define -class ElectrolyzerLCOHInputConfig: - """Calculates inputs for LCOH functions related to electrolyzer - performance outside of capex and opex. - - Args: - electrolyzer_physics_results (dict): results from run_electrolyzer_physics() - electrolyzer_config (dict): sub-dictionary of h2integrate_config - financial_analysis_start_year (int): analysis start year - installation_period_months (int|float|None): installation period in months. defaults to 36. - """ - - electrolyzer_physics_results: dict - electrolyzer_config: dict - financial_analysis_start_year: int - installation_period_months: int | float | None = field(default=36) - - electrolyzer_capacity_kW: int | float = field(init=False) - project_lifetime_years: int = field(init=False) - long_term_utilization: dict = field(init=False) - rated_capacity_kg_pr_day: float = field(init=False) - water_usage_gal_pr_kg: float = field(init=False) - - electrolyzer_annual_energy_usage_kWh: list[float] = field(init=False) - electrolyzer_eff_kWh_pr_kg: list[float] = field(init=False) - electrolyzer_annual_h2_production_kg: list[float] = field(init=False) - - refurb_cost_percent: list[float] = field(init=False) - replacement_schedule: list[float] = field(init=False) - - def __attrs_post_init__(self): - annual_performance = self.electrolyzer_physics_results["H2_Results"][ - "Performance Schedules" - ] - - #: electrolyzer system capacity in kW - self.electrolyzer_capacity_kW = self.electrolyzer_physics_results["H2_Results"][ - "system capacity [kW]" - ] - - #: int: lifetime of project in years - self.project_lifetime_years = len(annual_performance) - - #: float: electrolyzer beginnning-of-life rated H2 production capacity in kg/day - self.rated_capacity_kg_pr_day = ( - self.electrolyzer_physics_results["H2_Results"]["Rated BOL: H2 Production [kg/hr]"] * 24 - ) - - #: float: water usage in gallons of water per kg of H2 - self.water_usage_gal_pr_kg = self.electrolyzer_physics_results["H2_Results"][ - "Rated BOL: Gal H2O per kg-H2" - ] - #: list(float): annual energy consumed by electrolyzer per year of operation in kWh/year - self.electrolyzer_annual_energy_usage_kWh = annual_performance[ - "Annual Energy Used [kWh/year]" - ].to_list() - #: list(float): annual avg efficiency of electrolyzer for each year of operation in kWh/kg - self.electrolyzer_eff_kWh_pr_kg = annual_performance[ - "Annual Average Efficiency [kWh/kg]" - ].to_list() - #: list(float): annual hydrogen production for each year of operation in kg/year - self.electrolyzer_annual_h2_production_kg = annual_performance[ - "Annual H2 Production [kg/year]" - ] - #: dict: annual capacity factor of electrolyzer for each year of operation - self.long_term_utilization = self.make_lifetime_utilization() - - use_complex_refurb = False - if "complex_refurb" in self.electrolyzer_config.keys(): - if self.electrolyzer_config["complex_refurb"]: - use_complex_refurb = True - - # complex schedule assumes stacks are replaced in the year they reach end-of-life - if use_complex_refurb: - self.replacement_schedule = self.calc_complex_refurb_schedule() - self.refurb_cost_percent = list( - np.array( - self.replacement_schedule * self.electrolyzer_config["replacement_cost_percent"] - ) - ) - - # simple schedule assumes all stacks are replaced in the same year - else: - self.replacement_schedule = self.calc_simple_refurb_schedule() - self.refurb_cost_percent = list( - np.array( - self.replacement_schedule * self.electrolyzer_config["replacement_cost_percent"] - ) - ) - - def calc_simple_refurb_schedule(self): - """Calculate electrolyzer refurbishment schedule - assuming that all stacks are replaced in the same year. - - Returns: - list: list of years when stacks are replaced. - a value of 1 means stacks are replaced that year. - """ - annual_performance = self.electrolyzer_physics_results["H2_Results"][ - "Performance Schedules" - ] - refurb_simple = np.zeros(len(annual_performance)) - refurb_period = int( - round( - self.electrolyzer_physics_results["H2_Results"]["Time Until Replacement [hrs]"] - / 8760 - ) - ) - refurb_simple[refurb_period : len(annual_performance) : refurb_period] = 1.0 - - return refurb_simple - - def calc_complex_refurb_schedule(self): - """Calculate electrolyzer refurbishment schedule - stacks are replaced in the year they reach EOL. - - Returns: - list: list of years when stacks are replaced. values are are fraction of - the total installed capacity. - """ - annual_performance = self.electrolyzer_physics_results["H2_Results"][ - "Performance Schedules" - ] - refurb_complex = annual_performance["Refurbishment Schedule [MW replaced/year]"].values / ( - self.electrolyzer_capacity_kW / 1e3 - ) - return refurb_complex - - def make_lifetime_utilization(self): - """Make long term utilization dictionary for electrolyzer system. - - Returns: - dict: keys are years of operation and values are the capacity factor for that year. - """ - annual_performance = self.electrolyzer_physics_results["H2_Results"][ - "Performance Schedules" - ] - - years_of_operation = create_years_of_operation( - self.project_lifetime_years, - self.financial_analysis_start_year, - self.installation_period_months, - ) - - cf_per_year = annual_performance["Capacity Factor [-]"].to_list() - utilization_dict = dict(zip(years_of_operation, cf_per_year)) - return utilization_dict - - -def calc_electrolyzer_variable_om(electrolyzer_physics_results, h2integrate_config): - """Calculate variable O&M of electrolyzer system in $/kg-H2. - - Args: - electrolyzer_physics_results (dict): results from run_electrolyzer_physics() - h2integrate_config (:obj:`h2integrate_simulation.H2IntegrateSimulationConfig`): h2integrate - simulation config. - - Returns: - dict | float: electrolyzer variable o&m in $/kg-H2. - """ - electrolyzer_config = h2integrate_config["electrolyzer"] - annual_performance = electrolyzer_physics_results["H2_Results"]["Performance Schedules"] - - if "var_om" in electrolyzer_config.keys(): - electrolyzer_vopex_pr_kg = ( - electrolyzer_config["var_om"] - * annual_performance["Annual Average Efficiency [kWh/kg]"].values - ) - - if "financial_analysis_start_year" not in h2integrate_config["finance_parameters"]: - financial_analysis_start_year = h2integrate_config["project_parameters"][ - "financial_analysis_start_year" - ] - else: - financial_analysis_start_year = h2integrate_config["finance_parameters"][ - "financial_analysis_start_year" - ] - if "installation_time" not in h2integrate_config["project_parameters"]: - installation_period_months = 36 - else: - installation_period_months = h2integrate_config["project_parameters"][ - "installation_time" - ] - - years_of_operation = create_years_of_operation( - h2integrate_config["project_parameters"]["project_lifetime"], - financial_analysis_start_year, - installation_period_months, - ) - # $/kg-year - vopex_elec = dict(zip(years_of_operation, electrolyzer_vopex_pr_kg)) - - else: - vopex_elec = 0.0 - return vopex_elec diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/pem_mass_and_footprint.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/pem_mass_and_footprint.py deleted file mode 100644 index 1c6c0fbbc..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/pem_mass_and_footprint.py +++ /dev/null @@ -1,93 +0,0 @@ -import numpy as np -import matplotlib.pyplot as plt -from scipy.optimize import curve_fit - - -def _electrolyzer_footprint_data(): - """ - References: - [1] Bolhui, 2017 https://www.irena.org/-/media/Files/IRENA/Agency/Publication/2020/Dec/IRENA_Green_hydrogen_cost_2020.pdf - - appears to include BOS - [2] Bourne, 2017 - - - [3] McPHy, 2018 (https://mcphy.com/en/equipment-services/electrolyzers/) - [4] Air Liquide 2021, Becancour Quebec - """ - - rating_mw = np.array([300, 100, 100, 20]) # [1], [2], [3], [4] - footprint_sqft = np.array([161500, 37700, 48500, 465000]) # [1], [2], [3], [4] - sqft_to_m2 = 0.092903 - footprint_m2 = footprint_sqft * sqft_to_m2 - - return rating_mw, footprint_m2 - - -def footprint(rating_mw): - """ - Estimate the area required for the electrolyzer equipment using a linear scaling - """ - - # from Singlitico 2021, Table 1 (ratio is given in m2/GW, so a conversion is used here forMW) - footprint_m2 = rating_mw * 48000 * (1 / 1e3) - - return footprint_m2 - - -def _electrolyzer_mass_data(): - """ - References: - [1] https://www.h-tec.com/en/products/detail/h-tec-pem-electrolyser-me450/me450/ - [2] https://www.nrel.gov/docs/fy19osti/70380.pdf - """ - - rating_mw = np.array([1, 1.25, 0.25, 45e-3, 40e-3, 28e-3, 14e-3, 14.4e-3, 7.2e-7]) - mass_kg = np.array([36e3, 17e3, 260, 900, 908, 858, 682, 275, 250]) - - return rating_mw, mass_kg - - -def _electrolyzer_mass_fit(x, m, b): - y = m * x + b - - return y - - -def mass(rating_mw): - """ - Estimate the electorlyzer mass given the electrolyzer rating based on data. - - Note: the largest electrolyzer data available was for 1.25 MW. Also, given the current fit, the - mass goes negative for very small electrolysis systems - """ - - rating_mw_fit, mass_kg_fit = _electrolyzer_mass_data() - - (m, b), pcov = curve_fit(_electrolyzer_mass_fit, rating_mw_fit, mass_kg_fit) - - mass_kg = _electrolyzer_mass_fit(rating_mw, m, b) - - return mass_kg - - -if __name__ == "__main__": - fig, ax = plt.subplots(1, 2) - rating_mw, footprint_m2 = _electrolyzer_footprint_data() - ax[0].scatter(rating_mw, footprint_m2, label="Data points") - - ratings = np.arange(0, 1000) - footprints = footprint(ratings) - - ax[0].plot(ratings, footprints, label="Scaling Factor") - ax[0].set(xlabel="Electrolyzer Rating (MW)", ylabel="Footprint (m$^2$)") - ax[0].legend(frameon=False) - print(rating_mw, footprint_m2) - - rating_mw, mass_kg = _electrolyzer_mass_data() - ax[1].scatter(rating_mw, np.multiply(mass_kg, 1e-3), label="Data points") - - ax[1].plot(ratings, mass(ratings) * 1e-3, label="Linear Fit") - ax[1].set(xlabel="Electrolyzer Rating (MW)", ylabel="Mass (metric tons)") - ax[1].legend(frameon=False) - plt.tight_layout() - plt.show() - print(rating_mw, np.divide(mass_kg, rating_mw)) diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/run_h2_PEM_eco.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/run_h2_PEM_eco.py deleted file mode 100644 index 74302b3ed..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/run_h2_PEM_eco.py +++ /dev/null @@ -1,110 +0,0 @@ -import numpy as np -import examples.H2_Analysis.H2AModel as H2AModel - -from h2integrate.hydrogen.electrolysis.PEM_electrolyzer_IVcurve import PEM_electrolyzer_LT - - -def run_h2_PEM( - electrical_generation_timeseries, - electrolyzer_size, - kw_continuous, - forced_electrolyzer_cost_kw, - lcoe, - adjusted_installed_cost, - useful_life, - net_capital_costs, - voltage_type="constant", - stack_input_voltage_DC=250, - min_V_cell=1.62, - p_s_h2_bar=31, - stack_input_current_lower_bound=500, - cell_active_area=1250, - N_cells=130, - total_system_electrical_usage=55.5, -): - in_dict = {} - out_dict = {} - in_dict["P_input_external_kW"] = electrical_generation_timeseries - in_dict["electrolyzer_system_size_MW"] = electrolyzer_size - el = PEM_electrolyzer_LT(in_dict, out_dict) - - # el.power_supply_rating_MW = electrolyzer_size - # el.power_supply_rating_MW = power_supply_rating_MW - # print("electrolyzer size: ", electrolyzer_size) - # el.electrolyzer_system_size_MW = electrolyzer_size - # el.input_dict['voltage_type'] = voltage_type - # el.stack_input_voltage_DC = stack_input_voltage_DC - # el.stack_input_voltage_DC = - # Assumptions: - # el.min_V_cell = min_V_cell # Only used in variable voltage scenario - # el.p_s_h2_bar = p_s_h2_bar # H2 outlet pressure - # el.stack_input_current_lower_bound = stack_input_current_lower_bound - # el.cell_active_area = cell_active_area - # el.N_cells = N_cells - # print("running production rate") - # el.h2_production_rate() - - el.h2_production_rate() - el.water_supply() - - avg_generation = np.mean(electrical_generation_timeseries) # Avg Generation - # print("avg_generation: ", avg_generation) - cap_factor = avg_generation / kw_continuous - - hydrogen_hourly_production = out_dict["h2_produced_kg_hr_system"] - water_hourly_usage = out_dict["water_used_kg_hr"] - water_annual_usage = out_dict["water_used_kg_annual"] - electrolyzer_total_efficiency = out_dict["total_efficiency"] - # print('water annual: ', water_annual_usage) - # print("cap_factor: ", cap_factor) - - # Get Daily Hydrogen Production - Add Every 24 hours - i = 0 - daily_H2_production = [] - while i <= 8760: - x = sum(hydrogen_hourly_production[i : i + 24]) - daily_H2_production.append(x) - i = i + 24 - - avg_daily_H2_production = np.mean(daily_H2_production) # kgH2/day - hydrogen_annual_output = sum(hydrogen_hourly_production) # kgH2/year - # elec_remainder_after_h2 = combined_hybrid_curtailment_hopp - - H2A_Results = H2AModel.H2AModel( - cap_factor, - avg_daily_H2_production, - hydrogen_annual_output, - force_system_size=True, - forced_system_size=electrolyzer_size, - force_electrolyzer_cost=True, - forced_electrolyzer_cost_kw=forced_electrolyzer_cost_kw, - useful_life=useful_life, - ) - - feedstock_cost_h2_levelized_hopp = lcoe * total_system_electrical_usage / 100 # $/kg - # Hybrid Plant - levelized H2 Cost - HOPP - feedstock_cost_h2_via_net_cap_cost_lifetime_h2_hopp = adjusted_installed_cost / ( - hydrogen_annual_output * useful_life - ) # $/kgH2 - - # Total Hydrogen Cost ($/kgH2) - h2a_costs = H2A_Results["Total Hydrogen Cost ($/kgH2)"] - total_unit_cost_of_hydrogen = h2a_costs + feedstock_cost_h2_levelized_hopp - feedstock_cost_h2_via_net_cap_cost_lifetime_h2_reopt = net_capital_costs / ( - (kw_continuous / total_system_electrical_usage) * (8760 * useful_life) - ) - - H2_Results = { - "hydrogen_annual_output": hydrogen_annual_output, - "feedstock_cost_h2_levelized_hopp": feedstock_cost_h2_levelized_hopp, - "feedstock_cost_h2_via_net_cap_cost_lifetime_h2_hopp": feedstock_cost_h2_via_net_cap_cost_lifetime_h2_hopp, # noqa: E501 - "feedstock_cost_h2_via_net_cap_cost_lifetime_h2_reopt": feedstock_cost_h2_via_net_cap_cost_lifetime_h2_reopt, # noqa: E501 - "total_unit_cost_of_hydrogen": total_unit_cost_of_hydrogen, - "cap_factor": cap_factor, - "hydrogen_hourly_production": hydrogen_hourly_production, - "water_hourly_usage": water_hourly_usage, - "water_annual_usage": water_annual_usage, - "electrolyzer_total_efficiency": electrolyzer_total_efficiency, - } - - return H2_Results, H2A_Results diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/run_h2_clusters.py b/h2integrate/simulation/technologies/hydrogen/electrolysis/run_h2_clusters.py deleted file mode 100644 index 4fe540ddb..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/run_h2_clusters.py +++ /dev/null @@ -1,233 +0,0 @@ -import sys - - -sys.path.append("") -import time -import warnings - -import numpy as np -import pandas as pd -from scipy import interpolate - -from h2integrate.simulation.technologies.hydrogen.electrolysis.PEM_H2_LT_electrolyzer_Clusters import ( # noqa: E501 - PEM_H2_Clusters as PEMClusters, -) - - -# from PyOMO import ipOpt !! FOR SANJANA!! -warnings.filterwarnings("ignore") - -""" -Perform a LCOH analysis for an offshore wind + Hydrogen PEM system - -1. Offshore wind site locations and cost details (4 sites, $1300/kw capex + BOS cost which will - come from Orbit Runs)~ -2. Cost Scaling Based on Year (Have Weiser et. al report with cost scaling for fixed and floating - tech, will implement) -3. Cost Scaling Based on Plant Size (Shields et. Al report) -4. Future Model Development Required: -- Floating Electrolyzer Platform -""" - - -# -# --------------------------- -# -class run_PEM_clusters: - """Add description and stuff :)""" - - def __init__(self, electrical_power_signal, system_size_mw, num_clusters, verbose=True): - self.cluster_cap_mw = np.round(system_size_mw / num_clusters) - self.num_clusters = num_clusters - - self.stack_rating_kw = 1000 - self.stack_min_power_kw = 0.1 * self.stack_rating_kw - # self.num_available_pem=interconnection_size_mw - self.input_power_kw = electrical_power_signal - self.cluster_min_power = self.stack_min_power_kw * self.cluster_cap_mw - self.cluster_max_power = self.stack_rating_kw * self.cluster_cap_mw - - self.verbose = verbose - - def run(self): - clusters = self.create_clusters() - power_to_clusters = self.even_split_power() - h2_df_ts = pd.DataFrame() - h2_df_tot = pd.DataFrame() - # h2_dict_ts={} - # h2_dict_tot={} - - col_names = [] - start = time.perf_counter() - for ci in range(len(clusters)): - cl_name = f"Cluster #{ci}" - col_names.append(cl_name) - h2_ts, h2_tot = clusters[ci].run(power_to_clusters[ci]) - # h2_dict_ts['Cluster #{}'.format(ci)] = h2_ts - - h2_ts_temp = pd.Series(h2_ts, name=cl_name) - h2_tot_temp = pd.Series(h2_tot, name=cl_name) - if len(h2_df_tot) == 0: - # h2_df_ts=pd.concat([h2_df_ts,h2_ts_temp],axis=0,ignore_index=False) - h2_df_tot = pd.concat([h2_df_tot, h2_tot_temp], axis=0, ignore_index=False) - h2_df_tot.columns = col_names - - h2_df_ts = pd.concat([h2_df_ts, h2_ts_temp], axis=0, ignore_index=False) - h2_df_ts.columns = col_names - else: - # h2_df_ts = h2_df_ts.join(h2_ts_temp) - h2_df_tot = h2_df_tot.join(h2_tot_temp) - h2_df_tot.columns = col_names - - h2_df_ts = h2_df_ts.join(h2_ts_temp) - h2_df_ts.columns = col_names - - end = time.perf_counter() - if self.verbose: - print(f"Took {round(end - start, 3)} sec to run the RUN function") - return h2_df_ts, h2_df_tot - # return h2_dict_ts, h2_df_tot - - def optimize_power_split(self): - # Inputs: power signal, number of stacks, cost of switching (assumed constant) - # install PyOMO - #!!! Insert Sanjana's Code !!! - # - power_per_stack = [] - return power_per_stack # size - - def even_split_power(self): - start = time.perf_counter() - # determine how much power to give each cluster - num_clusters_on = np.floor(self.input_power_kw / self.cluster_min_power) - num_clusters_on = np.where( - num_clusters_on > self.num_clusters, self.num_clusters, num_clusters_on - ) - power_per_cluster = [ - self.input_power_kw[ti] / num_clusters_on[ti] if num_clusters_on[ti] > 0 else 0 - for ti, pwr in enumerate(self.input_power_kw) - ] - - power_per_to_active_clusters = np.array(power_per_cluster) - power_to_clusters = np.zeros((len(self.input_power_kw), self.num_clusters)) - for i, cluster_power in enumerate( - power_per_to_active_clusters - ): # np.arange(0,self.n_stacks,1): - clusters_off = self.num_clusters - int(num_clusters_on[i]) - no_power = np.zeros(clusters_off) - with_power = cluster_power * np.ones(int(num_clusters_on[i])) - tot_power = np.concatenate((with_power, no_power)) - power_to_clusters[i] = tot_power - - # power_to_clusters = np.repeat([power_per_cluster],self.num_clusters,axis=0) - end = time.perf_counter() - if self.verbose: - print(f"Took {round(end - start, 3)} sec to run basic_split_power function") - # rows are power, columns are stacks [300 x n_stacks] - - return np.transpose(power_to_clusters) - - def run_distributed_layout_power(self, wind_plant): - # need floris configuration! - x_load_percent = np.linspace(0.1, 1.0, 10) - - # ac2ac_transformer_eff = np.array( - # [90.63, 93.91, 95.63, 96.56, 97.19, 97.50, 97.66, 97.66, 97.66, 97.50] - # ) - ac2dc_rectification_eff = ( - np.array([96.54, 98.12, 98.24, 98.6, 98.33, 98.03, 97.91, 97.43, 97.04, 96.687]) / 100 - ) - dc2dc_rectification_eff = ( - np.array([91.46, 95.16, 96.54, 97.13, 97.43, 97.61, 97.61, 97.73, 97.67, 97.61]) / 100 - ) - rect_eff = ac2dc_rectification_eff * dc2dc_rectification_eff - f = interpolate.interp1d(x_load_percent, rect_eff) - start_idx = 0 - end_idx = 8760 - nTurbs = self.num_clusters - power_turbines = np.zeros((nTurbs, 8760)) - power_to_clusters = np.zeros((8760, self.num_clusters)) - ac2dc_rated_power_kw = wind_plant.turb_rating - - power_turbines[:, start_idx:end_idx] = ( - wind_plant._system_model.fi.get_turbine_powers().reshape((nTurbs, end_idx - start_idx)) - / 1000 - ) - power_to_clusters = (power_turbines) * (f(power_turbines / ac2dc_rated_power_kw)) - - # power_farm *((100 - 12.83)/100) / 1000 - - clusters = self.create_clusters() - - h2_df_ts = pd.DataFrame() - h2_df_tot = pd.DataFrame() - # h2_dict_ts={} - # h2_dict_tot={} - - col_names = [] - start = time.perf_counter() - for ci in range(len(clusters)): - cl_name = f"Cluster #{ci}" - col_names.append(cl_name) - h2_ts, h2_tot = clusters[ci].run(power_to_clusters[ci]) - # h2_dict_ts['Cluster #{}'.format(ci)] = h2_ts - - h2_ts_temp = pd.Series(h2_ts, name=cl_name) - h2_tot_temp = pd.Series(h2_tot, name=cl_name) - if len(h2_df_tot) == 0: - # h2_df_ts=pd.concat([h2_df_ts,h2_ts_temp],axis=0,ignore_index=False) - h2_df_tot = pd.concat([h2_df_tot, h2_tot_temp], axis=0, ignore_index=False) - h2_df_tot.columns = col_names - - h2_df_ts = pd.concat([h2_df_ts, h2_ts_temp], axis=0, ignore_index=False) - h2_df_ts.columns = col_names - else: - # h2_df_ts = h2_df_ts.join(h2_ts_temp) - h2_df_tot = h2_df_tot.join(h2_tot_temp) - h2_df_tot.columns = col_names - - h2_df_ts = h2_df_ts.join(h2_ts_temp) - h2_df_ts.columns = col_names - - end = time.perf_counter() - if self.verbose: - print(f"Took {round(end - start, 3)} sec to run the distributed PEM case function") - return h2_df_ts, h2_df_tot - - def max_h2_cntrl(self): - # run as many at lower power as possible - ... - - def min_deg_cntrl(self): - # run as few as possible - ... - - def create_clusters(self): - start = time.perf_counter() - # TODO fix the power input - don't make it required! - # in_dict={'dt':3600} - clusters = PEMClusters(cluster_size_mw=self.cluster_cap_mw) - stacks = [clusters] * self.num_clusters - end = time.perf_counter() - if self.verbose: - print(f"Took {round(end - start, 3)} sec to run the create clusters") - return stacks - - -if __name__ == "__main__": - system_size_mw = 1000 - num_clusters = 20 - cluster_cap_mw = system_size_mw / num_clusters - stack_rating_kw = 1000 - cluster_min_power_kw = 0.1 * stack_rating_kw * cluster_cap_mw - num_steps = 200 - power_rampup = np.arange( - cluster_min_power_kw, system_size_mw * stack_rating_kw, cluster_min_power_kw - ) - - # power_rampup = np.linspace(cluster_min_power_kw,system_size_mw*1000,num_steps) - power_rampdown = np.flip(power_rampup) - power_in = np.concatenate((power_rampup, power_rampdown)) - pem = run_PEM_clusters(power_in, system_size_mw, num_clusters) - - h2_ts, h2_tot = pem.run() diff --git a/h2integrate/simulation/technologies/hydrogen/electrolysis/test_opt.ipynb b/h2integrate/simulation/technologies/hydrogen/electrolysis/test_opt.ipynb deleted file mode 100644 index 8033a7e9f..000000000 --- a/h2integrate/simulation/technologies/hydrogen/electrolysis/test_opt.ipynb +++ /dev/null @@ -1,146 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], - "source": [ - "%load_ext autoreload\n", - "%autoreload 2\n", - "\n", - "from pyomo.environ import * # FIXME: no * imports, delete whole comment when fixed # noqa: F403\n", - "import numpy as np\n", - "from h2integrate.simulation.technologies.Electrolyzer_Models import run_PEM_clusters\n", - "\n", - "# from run_PEM_master import run_PEM_clusters" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Took 1.021 sec to run the create clusters\n", - "Optimizing 20 stacks tarting 0hr/398hr\n", - "time to solve 0.8617440000000016\n", - "Optimizing 20 stacks tarting 219hr/398hr\n", - "time to solve 0.5715739999999983\n", - "Took 0.075 sec to run the RUN function\n" - ] - } - ], - "source": [ - "system_size_mw = 1000\n", - "num_clusters = 20\n", - "cluster_cap_mw = system_size_mw / num_clusters\n", - "stack_rating_kw = 1000\n", - "cluster_min_power_kw = 0.1 * stack_rating_kw * cluster_cap_mw\n", - "num_steps = 200\n", - "power_rampup = np.arange(\n", - " cluster_min_power_kw, system_size_mw * stack_rating_kw, cluster_min_power_kw\n", - ")\n", - "\n", - "plant_life = 30\n", - "deg_penalty = True\n", - "user_defined_electrolyzer_EOL_eff_drop = False\n", - "EOL_eff_drop = 13\n", - "user_defined_electrolyzer_BOL_kWh_per_kg = False\n", - "BOL_kWh_per_kg = []\n", - "electrolyzer_model_parameters = {\n", - " \"Modify BOL Eff\": user_defined_electrolyzer_BOL_kWh_per_kg,\n", - " \"BOL Eff [kWh/kg-H2]\": BOL_kWh_per_kg,\n", - " \"Modify EOL Degradation Value\": user_defined_electrolyzer_EOL_eff_drop,\n", - " \"EOL Rated Efficiency Drop\": EOL_eff_drop,\n", - "}\n", - "# power_rampup = np.linspace(cluster_min_power_kw,system_size_mw*1000,num_steps)\n", - "power_rampdown = np.flip(power_rampup)\n", - "power_in = np.concatenate((power_rampup, power_rampdown))\n", - "pem = run_PEM_clusters(\n", - " power_in,\n", - " system_size_mw,\n", - " num_clusters,\n", - " plant_life,\n", - " electrolyzer_model_parameters,\n", - " deg_penalty,\n", - ")\n", - "\n", - "h2_ts, h2_tot = pem.run(optimize=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "9.125" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "219 / 24" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3.9.2 ('aibias')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - 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z3U#nDghH+U)~i&9NX-pEY{yGjSTuh$1%lB7LI90_b^Is9Uxm<;>IiJW4Zv;PP4CVYr=;xI=zx(WOfGgT(0KfO5J>T^FPJq9gHt7FqdVXKP z^9bj+IQWeKhMpn(Yi-4!t18Z;oDcc_8|9h98OlG)5`Hg8IFE2XKI?CUEssADen)FP zk8nOD;%|gcK7S$@{SJ_L9^!nIz~2y?Fa8Yz6VCpx=KbH*V0`^2!kHR>MfmS(Y=r)a z@Jo%qLY$9Y@mr0Xz)BI|>iBas{(61=cQrn~`4izxjlUxNcQwKj|3vtu#$O@MFLU~> zMnlpW1m?!~&u#11o$&1B>>~Z^eenFsq2GXY$!CE7vh`nZe_H%s0ne|$`3=~b@~4u& z;C>tbU%}3=Uil3+lKNl3&PM;QVCR>9{02j({THyaG59Ok`E?V&!S>RBf&ICP;`~MR z@84{Gx5dJWZn=Q(RfS8y(=8SjJ@9u3e8R4EV!kl_ EFZ0Yl!T float: - assert L >= 2 * R # cylindrical tank with hemispherical ends - return np.pi * R**2 * (L - 2.0 * R / 3.0) - - def compute_hemicylinder_outer_length(L: float, t: float) -> float: - return L + 2 * t - - def compute_hemicylinder_outer_radius(R: float, t: float) -> float: - return R + t - - def check_thinwall(Rinner: float, t: float, thinwallratio_crit=10) -> bool: - return Rinner / t >= thinwallratio_crit - - -class TypeITank(Tank): - """ - a class I tank: metal shell tank - """ - - def __init__( - self, - material: str, - yield_factor: float = 3.0 / 2.0, - ultimate_factor: float = 2.25, - shear_approx="interp", - ): - super().__init__(1, yield_factor, ultimate_factor) - - self.material = MetalMaterial(material, approx_method=shear_approx) - - # initial geometry values undefined - self.thickness = None # thickness of tank - - # return functions for symmetry - def get_thickness(self): - return self.thickness - - # get the outer dimensions - def get_length_outer(self): - """returns the outer length of the pressure vessel in cm""" - if None in [self.length_inner, self.thickness]: - return None - return Tank.compute_hemicylinder_outer_length(self.length_inner, self.thickness) - - def get_radius_outer(self): - """returns the outer radius of the pressure vessel in cm""" - if None in [self.radius_inner, self.thickness]: - return None - return Tank.compute_hemicylinder_outer_radius(self.radius_inner, self.thickness) - - def get_volume_outer(self): - """ - returns the outer volume of the pressure vessel in ccm - """ - if None in [self.length_inner, self.radius_inner, self.thickness]: - return None - return Tank.compute_hemicylinder_volume(self.get_radius_outer(), self.get_length_outer()) - - def get_volume_metal(self): - """ - returns the (unsealed) displacement volume of the pressure vessel in ccm - """ - volume_inner = self.get_volume_inner() - volume_outer = self.get_volume_outer() - if None in [volume_inner, volume_outer]: - return None - assert volume_outer >= volume_inner - return volume_outer - volume_inner - - def get_mass_metal(self): - """returns the mass of the pressure vessel in kg""" - volume_metal = self.get_volume_metal() - if volume_metal is None: - return None - return self.material.density * volume_metal - - def get_cost_metal(self): - """ - returns the cost of the metal in the pressure vessel in dollars - """ - mass_metal = self.get_mass_metal() - if mass_metal is None: - return None - return self.material.cost_rate * mass_metal - - def get_gravimetric_tank_efficiency(self): - """ - returns the gravimetric tank efficiency: - $$ \frac{m_{metal}}{V_{inner}} $$ - in L/kg - """ - mass_metal = self.get_mass_metal() - volume_inner = self.get_volume_inner() - return (volume_inner / 1e3) / mass_metal - - def get_yield_thickness(self, pressure: float | None = None, temperature: float | None = None): - """ - gets the yield thickness - - returns the yield thickness given by: - $$ - t_y= \frac{p R_0}{S_y} \times SF_{yield} - $$ - with yield safety factor $SF_{yield}= 3/2$ by default - - temperature and pressure must be set in the class, or specified in this - function - - :param pressure: operating pressure, in bar - :type pressure: float - :param temperature: operating temperature, in degrees C - :type temperature: float - """ - - if (temperature is None) and (self.operating_temperature is None): - raise LookupError("you must specify an operating temperature.") - elif temperature is None: - temperature = self.operating_temperature - - if (pressure is None) and (self.operating_pressure is None): - raise LookupError("you must specify an operating pressure.") - elif pressure is None: - pressure = self.operating_pressure - - Sy = self.material.yield_shear_fun(temperature) - - thickness_yield = pressure * self.radius_inner / Sy * self.yield_factor - - return thickness_yield - - def get_ultimate_thickness( - self, pressure: float | None = None, temperature: float | None = None - ): - """ - get the ultimate thickness - - returns the ultimate thicnkess given by: - $$ - t_u= \frac{p R_0}{S_u} \times SF_{ultimate} - $$ - with ultimate safety factor $SF_{yield}= 2.25$ by default - - temperature and pressure must be set in the class, or specified in this - function - - :param pressure: operating pressure, in bar - :type pressure: float - :param temperature: operating temperature, in degrees C - :type temperature: float - """ - - if (temperature is None) and (self.operating_temperature is None): - raise LookupError("you must specify an operating temperature.") - elif temperature is None: - temperature = self.operating_temperature - - if (pressure is None) and (self.operating_pressure is None): - raise LookupError("you must specify an operating pressure.") - elif pressure is None: - pressure = self.operating_pressure - - Su = self.material.ultimate_shear_fun(temperature) - - thickness_ultimate = pressure * self.radius_inner / Su * self.ultimate_factor - - return thickness_ultimate - - def get_thickness_thinwall( - self, pressure: float | None = None, temperature: float | None = None - ): - """ - get the thickness based on thinwall assumptions - - maximum between yield and ultimate thickness - - temperature and pressure must be set in the class, or specified in this - function - - :param pressure: operating pressure, in bar - :type pressure: float - :param temperature: operating temperature, in degrees C - :type temperature: float - """ - - t_y = self.get_yield_thickness(pressure, temperature) - t_u = self.get_ultimate_thickness(pressure, temperature) - - thickness = max(t_y, t_u) - - return thickness - - def set_thickness_thinwall( - self, pressure: float | None = None, temperature: float | None = None - ): - """ - set the thickness based on thinwall assumptions - - maximum between yield and ultimate thickness - - temperature and pressure must be set in the class, or specified in this - function - - :param pressure: operating pressure, in bar - :type pressure: float - :param temperature: operating temperature, in degrees C - :type temperature: float - """ - - self.thickness = self.get_thickness_thinwall(pressure, temperature) - - def get_thickness_vonmises( - self, - pressure: float | None = None, - temperature: float | None = None, - max_cycle_iter: int = 10, - adj_fac_tol: float = 1e-6, - ): - """ - get the thickness based on a von Mises cycle - - temperature and pressure must be set in the class, or specified here - - :param pressure: operating pressure, in bar - :type pressure: float - :param temperature: operating temperature, in degrees C - :type temperature: float - :param max_cycle_iter: maximum iterations for von Mises cycle - :type max_cycle_iter: int - :param adj_fac_tol: tolerance for close enough wall thickness adjustment - factor - """ - - if (temperature is None) and (self.operating_temperature is None): - raise LookupError("you must specify an operating temperature.") - elif temperature is None: - temperature = self.operating_temperature - - if (pressure is None) and (self.operating_pressure is None): - raise LookupError("you must specify an operating pressure.") - elif pressure is None: - pressure = self.operating_pressure - - # get the limit shears - Sy = self.material.yield_shear_fun(temperature) - Su = self.material.ultimate_shear_fun(temperature) - - # start from the thinwall analysis - thickness_init = self.get_thickness_thinwall(pressure, temperature) - - # check to see if von Mises analysis is even needed - if (Tank.check_thinwall(self.radius_inner, thickness_init)) and ( - von_mises.wallThicknessAdjustmentFactor( - pressure, self.radius_inner + thickness_init, self.radius_inner, Sy, Su - ) - == 1.0 - ): - thickness_cycle = thickness_init # trivially satisfied - iter_cycle = -1 - print("trivially satisfied") - else: - print("running von mises cycle") - print(pressure, self.radius_inner, thickness_init, Sy, Su) - (thickness_cycle, WTAF_cycle, iter_cycle) = von_mises.cycle( - pressure, - self.radius_inner, - thickness_init, - Sy, - Su, - max_iter=max_cycle_iter, - WTAF_tol=adj_fac_tol, - ) - return thickness_cycle, iter_cycle - - def set_thickness_vonmises( - self, - pressure: float | None = None, - temperature: float | None = None, - max_cycle_iter: int = 10, - adj_fac_tol: float | None = 1e-6, - ): - """ - set the thickness based on a von Mises cycle - - temperature and pressure must be set in the class, or specified here - - :param pressure: operating pressure, in bar - :type pressure: float - :param temperature: operating temperature, in degrees C - :type temperature: float - :param max_cycle_iter: maximum iterations for von Mises cycle - :type max_cycle_iter: int - :param adj_fac_tol: tolerance for close enough wall thickness adjustment - factor - """ - - thickness, _ = self.get_thickness_vonmises( - pressure, temperature, max_cycle_iter, adj_fac_tol - ) - self.thickness = thickness - - -class LinedTank(Tank): - """ - a lined tank for Type III or Type III: aluminum-lined carbon fiber-jacketed tank - """ - - def __init__( - self, - tanktype: int, - load_bearing_liner, - liner_design_load_factor=0.21, - liner_thickness_min=0.3, - yield_factor: float = 3.0 / 2.0, - ultimate_factor: float = 2.25, - ): - super().__init__(tanktype, yield_factor, ultimate_factor) - - if tanktype not in [3, 4]: - raise NotImplementedError("unknown tank type.") - - self.load_bearing_liner = load_bearing_liner - self.liner_design_load_factor = liner_design_load_factor - - with (Path(__file__).parent / "material_properties.json").open() as mmprop_file: - mmprop = json.load(mmprop_file) - - # liner characteristics - if tanktype == 3: - self.shear_ultimate_liner = mmprop["liner_aluminum"]["shear_ultimate_bar"] - self.density_liner = mmprop["liner_aluminum"]["density_kgccm"] - self.costrate_liner = mmprop["liner_aluminum"]["costrate_$kg"] - else: - self.shear_ultimate_liner = None - self.density_liner = mmprop["HDPE"]["density_kgccm"] - self.costrate_liner = mmprop["HDPE"]["costrate_$kg"] - self.thickness_liner_min = liner_thickness_min - - # jacket characteristics - self.shear_ultimate_jacket = mmprop["carbon_fiber"]["shear_ultimate_bar"] - self.density_jacket = mmprop["carbon_fiber"]["density_kgccm"] - self.costrate_jacket = mmprop["carbon_fiber"]["costrate_$kg"] - self.fiber_translation_efficiency_jacket = mmprop["carbon_fiber"][ - "fiber_translation_efficiency" - ] - self.fiber_layer_thickness = mmprop["carbon_fiber"]["layer_thickness_cm"] - self.fiber_layer_min = mmprop["carbon_fiber"]["min_layer"] - - # thicknesses (to be computed) - self.thickness_liner = None - self.thickness_jacket = None - self.thickness_ideal_jacket = None - self.Nlayer_jacket = None - - def get_thicknesses_thinwall(self, pressure: float | None = None): - """???""" - - if (pressure is None) and (self.operating_pressure is None): - raise LookupError("you must specify an operating pressure.") - elif pressure is None: - pressure = self.operating_pressure - - # compute the liner thickness - pressure_burst_target = self.ultimate_factor * pressure - if self.tank_type != 4: - pressure_liner_target = pressure_burst_target * self.liner_design_load_factor - thickness_burst = pressure_liner_target * self.radius_inner / self.shear_ultimate_liner - thickness_liner = max(thickness_burst, self.thickness_liner_min) - else: - thickness_liner = self.thickness_liner_min - - # compute ideal jacket thickness - radius_liner = Tank.compute_hemicylinder_outer_radius(self.radius_inner, thickness_liner) - thickness_jacket_ideal = ( - pressure_burst_target - * radius_liner - / self.shear_ultimate_jacket - / self.fiber_translation_efficiency_jacket - ) - if self.load_bearing_liner: - # subdivide pressure if liner is load-bearing - pressure_liner = thickness_liner * self.shear_ultimate_liner / self.radius_inner - pressure_jacket = pressure_burst_target - pressure_liner - assert pressure_jacket >= 0 - thickness_jacket_ideal = ( - pressure_jacket - * radius_liner - / self.shear_ultimate_jacket - / self.fiber_translation_efficiency_jacket - ) - - # compute number of layers, real thickness - Nlayer_jacket = max( - self.fiber_layer_min, - int(np.ceil(thickness_jacket_ideal / self.fiber_layer_thickness)), - ) - thickness_jacket_real = Nlayer_jacket * self.fiber_layer_thickness - - return ( - thickness_liner, - thickness_jacket_ideal, - Nlayer_jacket, - thickness_jacket_real, - ) - - def set_thicknesses_thinwall(self, pressure: float | None = None): - """???""" - - if (pressure is None) and (self.operating_pressure is None): - raise LookupError("you must specify an operating pressure.") - elif pressure is None: - pressure = self.operating_pressure - - # pass the returns of the previous function - ( - self.thickness_liner, - self.thickness_ideal_jacket, - self.Nlayer_jacket, - self.thickness_jacket, - ) = self.get_thicknesses_thinwall(pressure) - - def get_safetyfactor_real_jacket(self): - """ - figure out the integer layer safety factor - """ - - if None in [self.thickness_jacket, self.thickness_ideal_jacket]: - return None - - sf_real = self.ultimate_factor * self.thickness_jacket / self.thickness_jacket_ideal - - return sf_real - - # get the liner dimensions - def get_length_liner(self): - """returns the outer length of the pressure vessel in cm""" - if None in [self.length_inner, self.thickness_liner]: - return None - return Tank.compute_hemicylinder_outer_length(self.length_inner, self.thickness_liner) - - def get_radius_liner(self): - """returns the outer radius of the pressure vessel in cm""" - if None in [self.radius_inner, self.thickness_liner]: - return None - return Tank.compute_hemicylinder_outer_radius(self.radius_inner, self.thickness_liner) - - def get_volume_outer_liner(self): - """ - returns the outer volume of the pressure vessel in ccm - """ - if None in [self.length_inner, self.radius_inner, self.thickness_liner]: - return None - return Tank.compute_hemicylinder_volume(self.get_radius_liner(), self.get_length_liner()) - - def get_volume_liner(self): - """ - returns the (unsealed) displacement volume of the liner in ccm - """ - volume_inner = self.get_volume_inner() - volume_outer_liner = self.get_volume_outer_liner() - if None in [volume_inner, volume_outer_liner]: - return None - assert volume_outer_liner >= volume_inner - return volume_outer_liner - volume_inner - - def get_mass_liner(self): - """ - returns the mass of the liner in kg - """ - volume_liner = self.get_volume_liner() - if volume_liner is None: - return None - return self.density_liner * volume_liner - - def get_cost_liner(self): - """ - returns the cost of the liner material in $ - """ - mass_liner = self.get_mass_liner() - if mass_liner is None: - return None - return self.costrate_liner * mass_liner - - # get the outer dimensions - def get_length_outer(self): - """returns the outer length of the pressure vessel in cm""" - if None in [self.length_inner, self.thickness_liner, self.thickness_jacket]: - return None - return Tank.compute_hemicylinder_outer_length( - self.length_inner, self.thickness_liner + self.thickness_jacket - ) - - def get_radius_outer(self): - """returns the outer radius of the pressure vessel in cm""" - if None in [self.radius_inner, self.thickness_liner, self.thickness_jacket]: - return None - return Tank.compute_hemicylinder_outer_radius( - self.radius_inner, self.thickness_liner + self.thickness_jacket - ) - - def get_volume_outer(self): - """ - returns the outer volume of the pressure vessel in ccm - """ - if None in [ - self.length_inner, - self.radius_inner, - self.thickness_liner, - self.thickness_jacket, - ]: - return None - return Tank.compute_hemicylinder_volume(self.get_radius_outer(), self.get_length_outer()) - - def get_volume_jacket(self): - """ - returns the (unsealed) displacement volume of the carbon fiber jacket in ccm - """ - volume_outer = self.get_volume_outer() - volume_outer_liner = self.get_volume_outer_liner() - if None in [volume_outer, volume_outer_liner]: - return None - assert volume_outer >= volume_outer_liner - return volume_outer - volume_outer_liner - - def get_mass_jacket(self): - """ - returns the mass of the carbon fiber jacket in kg - """ - volume_jacket = self.get_volume_jacket() - if volume_jacket is None: - return None - return self.density_jacket * volume_jacket - - def get_cost_jacket(self): - """ - returns the cost of the jacket material in $ - """ - mass_jacket = self.get_mass_jacket() - if mass_jacket is None: - return None - return self.costrate_jacket * mass_jacket - - def get_mass_tank(self): - """ - returns the mass of the empty tank in kg - """ - mass_liner = self.get_mass_liner() - mass_jacket = self.get_mass_jacket() - if None in [mass_liner, mass_jacket]: - return None - return mass_liner + mass_jacket - - def get_cost_tank(self): - """ - returns the material cost of the tank in $ - """ - cost_liner = self.get_cost_liner() - cost_jacket = self.get_cost_jacket() - if None in [cost_liner, cost_jacket]: - return None - return cost_liner + cost_jacket - - def get_gravimetric_tank_efficiency(self): - """ - returns the gravimetric tank efficiency: - $$ \frac{m_{tank}}{V_{inner}} $$ - in L/kg - """ - mass_tank = self.get_mass_tank() - volume_inner = self.get_volume_inner() - return (volume_inner / 1e3) / mass_tank - - -class TypeIIITank(LinedTank): - def __init__( - self, - conservative=False, - liner_design_load_factor=0.21, - liner_thickness_min=0.3, - yield_factor: float = 3 / 2, - ultimate_factor: float = 2.25, - ): - load_bearing_liner = not conservative # use load bearing liner iff not conservative - super().__init__( - 3, - load_bearing_liner, - liner_design_load_factor, - liner_thickness_min, - yield_factor, - ultimate_factor, - ) - - -class TypeIVTank(LinedTank): - def __init__( - self, - liner_design_load_factor=0.21, - liner_thickness=0.4, - yield_factor: float = 3 / 2, - ultimate_factor: float = 2.25, - ): - super().__init__( - 4, - False, - liner_design_load_factor, - liner_thickness, - yield_factor, - ultimate_factor, - ) diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/von_mises.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/von_mises.py deleted file mode 100644 index e52794f32..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/von_mises.py +++ /dev/null @@ -1,97 +0,0 @@ -""" -Author: Cory Frontin -Date: 23 Jan 2023 -Institution: National Renewable Energy Lab -Description: This file computes von Mises quantities for hemicylindrical tanks, - replacing Tankinator.xlsx -Sources: - - Tankinator.xlsx -""" - -import numpy as np - - -def S1(p, Re, R0): # von Mises hoop stress - return p * (Re**2 + R0**2) / (Re**2 - R0**2) - - -def S2(p, Re, R0): # von Mises axial stress - return p * R0**2 / (Re**2 - R0**2) - - -def S3(p, Re, R0): # von Mises radial stress - return -p - - -def getPeakStresses(p, Re, R0, proof_factor=3.0 / 2.0, burst_factor=2.25): - aVM = np.sqrt(2) / 2 - bVM = (S2(p, Re, R0) - S1(p, Re, R0)) ** 2 - cVM = (S3(p, Re, R0) - S1(p, Re, R0)) ** 2 - dVM = (S3(p, Re, R0) - S2(p, Re, R0)) ** 2 - eVM = np.sqrt(bVM + cVM + dVM) - Sproof = proof_factor * aVM * eVM - Sburst = burst_factor * aVM * eVM - return (Sproof, Sburst) - - -def wallThicknessAdjustmentFactor( - p, Re, R0, Syield, Sultimate, proof_factor=3.0 / 2.0, burst_factor=2.25 -): - """ - get factor by which to increase thickness when von Mises stresses exceed - material yield safety margins - """ - Sproof, Sburst = getPeakStresses(p, Re, R0, proof_factor, burst_factor) - WTAF_proof = Sproof / Syield - WTAF_burst = Sburst / Sultimate - WTAF = max(WTAF_proof, WTAF_burst) - return WTAF - - -def iterate_thickness( - p, R0, thickness_in, Syield, Sultimate, proof_factor=3.0 / 2.0, burst_factor=2.25 -): - """ - apply the wall thickness adjustment factor, return it w/ new thickness - """ - - Router = R0 + thickness_in - WTAF = wallThicknessAdjustmentFactor( - p, Router, R0, Syield, Sultimate, proof_factor, burst_factor - ) - - return max(1.0, WTAF), max(1.0, WTAF) * thickness_in - - -def cycle( - p, - R0, - thickness_init, - Syield, - Sultimate, - proof_factor=3.0 / 2.0, - burst_factor=2.25, - max_iter=10, - WTAF_tol=1e-6, -): - """ - cycle to find a thickness that satisfies the von Mises criteria - """ - - # compute initial thickness, WTAF - thickness = thickness_init - WTAF = wallThicknessAdjustmentFactor( - p, R0 + thickness, R0, Syield, Sultimate, proof_factor, burst_factor - ) - - # iterate while WTAF is greater than zero - n_iter = 0 - while (WTAF - 1.0 > WTAF_tol) and (n_iter < max_iter): - n_iter += 1 # this cycle iteration number - - # get the next thickness - WTAF, thickness = iterate_thickness( - p, R0, thickness, Syield, Sultimate, proof_factor, burst_factor - ) - - return (thickness, WTAF, n_iter) diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/salt_cavern/salt_cavern.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/salt_cavern/salt_cavern.py deleted file mode 100644 index 197ba41ef..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/salt_cavern/salt_cavern.py +++ /dev/null @@ -1,169 +0,0 @@ -""" -Author: Kaitlin Brunik -Created: 7/20/2023 -Institution: National Renewable Energy Lab -Description: This file outputs capital and operational costs of salt cavern hydrogen storage. -It needs to be updated to with operational dynamics. -Costs are in 2018 USD - -Sources: - - [1] Papadias 2021: https://www.sciencedirect.com/science/article/pii/S0360319921030834?via%3Dihub - - [2] Papadias 2021: Bulk Hydrogen as Function of Capacity.docx documentation at - hopp/hydrogen/h2_storage - - [3] HDSAM V4.0 Gaseous H2 Geologic Storage sheet -""" - -import numpy as np - -from h2integrate.simulation.technologies.hydrogen.h2_transport.h2_compression import Compressor - - -class SaltCavernStorage: - """ - - Costs are in 2018 USD - """ - - def __init__(self, input_dict): - """ - Initialize SaltCavernStorage. - - Args: - input_dict (dict): - - h2_storage_kg (float): total capacity of hydrogen storage [kg] - - storage_duration_hrs (float): (optional if h2_storage_kg set) [hrs] - - flow_rate_kg_hr (float): (optional if h2_storage_kg set) [kg/hr] - - system_flow_rate (float): [kg/day] - - labor_rate (float): (optional, default: 37.40) [$2018/hr] - - insurance (float): (optional, default: 1%) [decimal percent] - - property_taxes (float): (optional, default: 1%) [decimal percent] - - licensing_permits (float): (optional, default: 0.01%) [decimal percent] - Returns: - - salt_cavern_storage_capex_per_kg (float): the installed capital cost per kg h2 in - 2018 [USD/kg] - - installed_capex (float): the installed capital cost in 2018 [USD] (including - compressor) - - storage_compressor_capex (float): the installed capital cost in 2018 for the - compressor [USD] - - total_opex (float): the OPEX (annual, fixed) in 2018 excluding electricity costs - [USD/kg-yr] - - output_dict (dict): - - salt_cavern_storage_capex (float): installed capital cost in 2018 [USD] - - salt_cavern_storage_opex (float): OPEX (annual, fixed) in 2018 [USD/yr] - """ - self.input_dict = input_dict - self.output_dict = {} - - # inputs - if "h2_storage_kg" in input_dict: - self.h2_storage_kg = input_dict["h2_storage_kg"] # [kg] - elif "storage_duration_hrs" and "flow_rate_kg_hr" in input_dict: - self.h2_storage_kg = input_dict["storage_duration_hrs"] * input_dict["flow_rate_kg_hr"] - else: - raise Exception( - "input_dict must contain h2_storage_kg or storage_duration_hrs and flow_rate_kg_hr" - ) - - if "system_flow_rate" not in input_dict.keys(): - raise ValueError("system_flow_rate required for salt cavern storage model.") - else: - self.system_flow_rate = input_dict["system_flow_rate"] - - self.labor_rate = input_dict.get("labor_rate", 37.39817) # $(2018)/hr - self.insurance = input_dict.get("insurance", 1 / 100) # % of total capital investment - self.property_taxes = input_dict.get( - "property_taxes", 1 / 100 - ) # % of total capital investment - self.licensing_permits = input_dict.get( - "licensing_permits", 0.1 / 100 - ) # % of total capital investment - self.comp_om = input_dict.get( - "compressor_om", 4 / 100 - ) # % of compressor capital investment - self.facility_om = input_dict.get( - "facility_om", 1 / 100 - ) # % of facility capital investment minus compressor capital investment - - def salt_cavern_capex(self): - """ - Calculates the installed capital cost of salt cavern hydrogen storage - Returns: - - salt_cavern_capex_per_kg (float): the installed capital cost per kg h2 in 2018 - [USD/kg] - - installed_capex (float): the installed capital cost in 2018 [USD] (including - compressor) - - storage_compressor_capex (float): the installed capital cost in 2018 for the - compressor [USD] - - output_dict (dict): - - salt_cavern_capex (float): installed capital cost in 2018 [USD] - """ - - # Installed capital cost - a = 0.092548 - b = 1.6432 - c = 10.161 - self.salt_cavern_storage_capex_per_kg = np.exp( - a * (np.log(self.h2_storage_kg / 1000)) ** 2 - b * np.log(self.h2_storage_kg / 1000) + c - ) # 2019 [USD] from Papadias [2] - self.installed_capex = self.salt_cavern_storage_capex_per_kg * self.h2_storage_kg - cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 - self.installed_capex = cepci_overall * self.installed_capex - self.output_dict["salt_cavern_storage_capex"] = self.installed_capex - - outlet_pressure = 120 # Max outlet pressure of salt cavern in [1] - n_compressors = 2 - storage_compressor = Compressor( - outlet_pressure, self.system_flow_rate, n_compressors=n_compressors - ) - storage_compressor.compressor_power() - motor_rating, power = storage_compressor.compressor_system_power() - if motor_rating > 1600: - n_compressors += 1 - storage_compressor = Compressor( - outlet_pressure, self.system_flow_rate, n_compressors=n_compressors - ) - storage_compressor.compressor_power() - motor_rating, power = storage_compressor.compressor_system_power() - comp_capex, comp_OM = storage_compressor.compressor_costs() - cepci = 1.36 / 1.29 # convert from $2016 to $2018 - self.comp_capex = comp_capex * cepci - - return ( - self.salt_cavern_storage_capex_per_kg, - self.installed_capex, - self.comp_capex, - ) - - def salt_cavern_opex(self): - """ - Calculates the operation and maintenance costs excluding electricity costs for the salt - cavern hydrogen storage - - Returns: - - total_opex (float): the OPEX (annual, fixed) in 2018 excluding electricity costs - [USD/kg-yr] - - output_dict (dict): - - salt_cavern_storage_opex (float): OPEX (annual, fixed) in 2018 [USD/yr] - """ - # Operations and Maintenace costs [3] - # Labor - # Base case is 1 operator, 24 hours a day, 7 days a week for a 100,000 kg/day average - # capacity facility. Scaling factor of 0.25 is used for other sized facilities - annual_hours = 8760 * (self.system_flow_rate / 100000) ** 0.25 - self.overhead = 0.5 - labor = (annual_hours * self.labor_rate) * (1 + self.overhead) # Burdened labor cost - insurance = self.insurance * self.installed_capex - property_taxes = self.property_taxes * self.installed_capex - licensing_permits = self.licensing_permits * self.installed_capex - comp_op_maint = self.comp_om * self.comp_capex - facility_op_maint = self.facility_om * (self.installed_capex - self.comp_capex) - - # O&M excludes electricity requirements - total_om = ( - labor - + insurance - + licensing_permits - + property_taxes - + comp_op_maint - + facility_op_maint - ) - self.output_dict["salt_cavern_storage_opex"] = total_om - return total_om diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/storage_sizing.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/storage_sizing.py deleted file mode 100644 index 4fa94b4ea..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/storage_sizing.py +++ /dev/null @@ -1,84 +0,0 @@ -import numpy as np - - -def hydrogen_storage_capacity(H2_Results, electrolyzer_size_mw, hydrogen_demand_kgphr): - """Calculate storage capacity based on hydrogen demand and production. - - Args: - H2_Results (dict): Dictionary including electrolyzer physics results. - electrolyzer_size_mw (float): Electrolyzer size in MW. - hydrogen_demand_kgphr (float): Hydrogen demand in kg/hr. - - Returns: - hydrogen_demand_kgphr (list): Hydrogen hourly demand in kilograms per hour. - hydrogen_storage_capacity_kg (float): Hydrogen storage capacity in kilograms. - hydrogen_storage_duration_hr (float): Hydrogen storage duration in hours using HHV/LHV. - hydrogen_storage_soc (list): Timeseries of the hydrogen storage state of charge. - """ - - hydrogen_production_kgphr = H2_Results["Hydrogen Hourly Production [kg/hr]"] - - hydrogen_demand_kgphr = max( - hydrogen_demand_kgphr, np.mean(hydrogen_production_kgphr) - ) # TODO: potentially add buffer No buffer needed since we are already oversizing - - # TODO: SOC is just an absolute value and is not a percentage. Ideally would calculate as shortfall in future. - hydrogen_storage_soc = [] - for j in range(len(hydrogen_production_kgphr)): - if j == 0: - hydrogen_storage_soc.append(hydrogen_production_kgphr[j] - hydrogen_demand_kgphr) - else: - hydrogen_storage_soc.append( - hydrogen_storage_soc[j - 1] + hydrogen_production_kgphr[j] - hydrogen_demand_kgphr - ) - - minimum_soc = np.min(hydrogen_storage_soc) - - # adjust soc so it's not negative. - if minimum_soc < 0: - hydrogen_storage_soc = [x + np.abs(minimum_soc) for x in hydrogen_storage_soc] - - hydrogen_storage_capacity_kg = np.max(hydrogen_storage_soc) - np.min(hydrogen_storage_soc) - h2_LHV = 119.96 # MJ/kg - h2_HHV = 141.88 # MJ/kg - hydrogen_storage_capacity_MWh_LHV = hydrogen_storage_capacity_kg * h2_LHV / 3600 - hydrogen_storage_capacity_kg * h2_HHV / 3600 - - # # Get max injection/withdrawal rate - # hydrogen_injection_withdrawal_rate = [] - # for j in range(len(hydrogen_production_kgphr)): - # hydrogen_injection_withdrawal_rate.append( - # hydrogen_production_kgphr[j] - hydrogen_demand_kgphr - # ) - # max_h2_injection_rate_kgphr = max(hydrogen_injection_withdrawal_rate) - - # # Get storage compressor capacity. TODO: sync compressor calculation here with H2Integrate - # compressor model - # compressor_total_capacity_kW = ( - # max_h2_injection_rate_kgphr / 3600 / 2.0158 * 8641.678424 - # ) - - # compressor_max_capacity_kw = 16000 - # n_comps = math.ceil(compressor_total_capacity_kW / compressor_max_capacity_kw) - - # small_positive = 1e-6 - # compressor_avg_capacity_kw = compressor_total_capacity_kW / ( - # n_comps + small_positive - # ) - - # Get average electrolyzer efficiency - electrolyzer_average_efficiency_HHV = H2_Results["Sim: Average Efficiency [%-HHV]"] - - # Calculate storage durationhyd - hydrogen_storage_duration_hr = ( - hydrogen_storage_capacity_MWh_LHV - / electrolyzer_size_mw - / electrolyzer_average_efficiency_HHV - ) - - return ( - np.ones_like(hydrogen_storage_capacity_kg) * hydrogen_demand_kgphr, - hydrogen_storage_capacity_kg, - hydrogen_storage_duration_hr, - hydrogen_storage_soc, - ) diff --git a/h2integrate/simulation/technologies/hydrogen/h2_transport/h2_export_pipe.py b/h2integrate/simulation/technologies/hydrogen/h2_transport/h2_export_pipe.py deleted file mode 100644 index 70d70f6dd..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_transport/h2_export_pipe.py +++ /dev/null @@ -1,436 +0,0 @@ -""" -Author: Jamie Kee -Added to HOPP by: Jared Thomas -Note: ANL costs are in 2018 dollars - -07/15/2024: Jamie removed Z=0.9 assumption with linear approx, -removed f=0.01 assumption with Hofer eqn, added -algebraic solver, and reformatted with black. -08/02/2024: Provide cost overrides -""" - -from __future__ import annotations - -from pathlib import Path - -import numpy as np -import pandas as pd - - -BAR2MPA = 0.1 -BAR2PA = 100_000 -MM2IN = 0.0393701 -M2KM = 1 / 1_000 -M2MM = 1_000 -KM2MI = 0.621371 - - -def run_pipe_analysis( - L: float, - m_dot: float, - p_inlet: float, - p_outlet: float, - depth: float, - risers: int = 1, - data_location: str | Path = Path(__file__).parent / "data_tables", - labor_in_mi: float | None = None, - misc_in_mi: float | None = None, - row_in_mi: float | None = None, - mat_in_mi: float | None = None, - region: str = "SW", -): - """ - This function calculates the cheapest grade, diameter, thickness, subject to ASME B31.12 and .8 - - If $/in/mi values are provided in labor_in_mi, misc_in_mi, row_in_mi, mat_in_mi, those values - will be used in the cost calculations instead of the defaults - """ - if isinstance(data_location, str): - data_location = Path(data_location).resolve() - p_inlet_MPa = p_inlet * BAR2MPA - F = 0.72 # Design option B class 1 - 2011 ASME B31.12 Table PL-3.7.1.2 - E = 1.0 # Long. Weld Factor: Seamless (Table IX-3B) - T_derating = 1 # 2020 ASME B31.8 Table A841.1.8-1 for T<250F, 121C - - # Cost overrides - anl_cost_overrides = {"labor": labor_in_mi, "misc": misc_in_mi, "ROW": row_in_mi} - - # This is a flag for the ASMEB31.8 stress design, if not including risers, then this can be set - # to false - riser = risers > 0 - extra_length = 1 + 0.05 # 5% extra - - # Assuming 5% extra length and 1 riser. Will need two risers for turbine to central platform - total_L = L * extra_length + risers * depth * M2KM # km - - # Import mechanical props and pipe thicknesses (remove A,B ,and A25 since no costing data) - yield_strengths = pd.read_csv( - data_location / "steel_mechanical_props.csv", - index_col=None, - header=0, - ) - yield_strengths = yield_strengths.loc[ - ~yield_strengths["Grade"].isin(["A", "B", "A25"]) - ].reset_index() - schedules_all = pd.read_csv( - data_location / "pipe_dimensions_metric.csv", - index_col=None, - header=0, - ) - steel_costs_kg = pd.read_csv(data_location / "steel_costs_per_kg.csv", index_col=None, header=0) - - # First get the minimum diameter required to achieve the outlet pressure for given length and - # m_dot - min_diam_mm = get_min_diameter_of_pipe(L=L, m_dot=m_dot, p_inlet=p_inlet, p_outlet=p_outlet) - # Filter for diameters larger than min diam required - schedules_spec = schedules_all.loc[schedules_all["DN"] >= (min_diam_mm)] - - # Gather the grades, diameters, and schedules to loop thru - grades = yield_strengths["Grade"].values - diams = schedules_spec["Outer diameter [mm]"].values - schds = schedules_spec.loc[ - :, ~schedules_spec.columns.isin(["DN", "Outer diameter [mm]"]) - ].columns - viable_types = [] - - # Loop thru grades - for grade in grades: - # Get SMYS and SMTS for the specific grade - SMYS = yield_strengths.loc[yield_strengths["Grade"] == grade, "SMYS [Mpa]"].values[0] - SMTS = yield_strengths.loc[yield_strengths["Grade"] == grade, "SMTS [Mpa]"].values[0] - # Loop thru outer diameters - for diam in diams: - diam_row = schedules_spec.loc[schedules_spec["Outer diameter [mm]"] == diam] - dn = diam_row["DN"].values[0] - # Loop thru scheudles (which give the thickness) - for schd in schds: - thickness = diam_row[schd].values[0] - - # Check if thickness satisfies ASME B31.12 - mat_perf_factor = get_mat_factor( - SMYS=SMYS, SMTS=SMTS, design_pressure=p_inlet * BAR2MPA - ) - t_ASME = p_inlet_MPa * dn / (2 * SMYS * F * E * mat_perf_factor) - if thickness < t_ASME: - continue - - # Check if satifies ASME B31.8 - if not checkASMEB318( - SMYS=SMYS, - diam=diam, - thickness=thickness, - riser=riser, - depth=depth, - p_inlet=p_inlet, - T_derating=T_derating, - ): - continue - - # Add qualified pipes to saved answers: - inner_diam = diam - 2 * thickness - viable_types.append([grade, dn, diam, inner_diam, schd, thickness]) - - viable_types_df = pd.DataFrame( - viable_types, - columns=[ - "Grade", - "DN", - "Outer diameter (mm)", - "Inner diameter (mm)", - "Schedule", - "Thickness (mm)", - ], - ).dropna() - - # Calculate material, labor, row, and misc costs - viable_types_df = get_mat_costs( - schedules_spec=viable_types_df, - total_L=total_L, - steel_costs_kg=steel_costs_kg, - mat_cost_override=mat_in_mi, - ) - viable_types_df = get_anl_costs( - costs=viable_types_df, - total_L=total_L, - anl_cost_overrides=anl_cost_overrides, - loc=region, - ) - viable_types_df["total capital cost [$]"] = viable_types_df[ - ["mat cost [$]", "labor cost [$]", "misc cost [$]", "ROW cost [$]"] - ].sum(axis=1) - - # Annual operating cost assumes 1.17% of total capital - # https://doi.org/10.1016/j.esr.2021.100658 - viable_types_df["annual operating cost [$]"] = ( - 0.0117 * viable_types_df["total capital cost [$]"] - ) - - # Take the option with the lowest total capital cost - min_row = viable_types_df.sort_values(by="total capital cost [$]").iloc[:1].reset_index() - return min_row - - -def get_mat_factor(SMYS: float, SMTS: float, design_pressure: float) -> float: - """ - Determine the material performance factor ASMEB31.12. - Dependent on the SMYS and SMTS. - Defaulted to 1 if not within parameters - This may not be a good assumption - """ - dp_array = np.array([6.8948, 13.7895, 15.685, 16.5474, 17.9264, 19.3053, 20.6843]) # MPa - if SMYS <= 358.528 or SMTS <= 455.054: - h_f_array = np.array([1, 1, 0.954, 0.91, 0.88, 0.84, 0.78]) - elif SMYS <= 413.686 and (SMTS > 455.054 and SMTS <= 517.107): - h_f_array = np.array([0.874, 0.874, 0.834, 0.796, 0.77, 0.734, 0.682]) - elif SMYS <= 482.633 and (SMTS > 517.107 and SMTS <= 565.370): - h_f_array = np.array([0.776, 0.776, 0.742, 0.706, 0.684, 0.652, 0.606]) - elif SMYS <= 551.581 and (SMTS > 565.370 and SMTS <= 620.528): - h_f_array = np.array([0.694, 0.694, 0.662, 0.632, 0.61, 0.584, 0.542]) - else: - return 1 - mat_perf_factor = np.interp(design_pressure, dp_array, h_f_array) - return mat_perf_factor - - -def checkASMEB318( - SMYS: float, - diam: float, - thickness: float, - riser: bool, - depth: float, - p_inlet: float, - T_derating: float, -) -> bool: - """ - Determine if pipe parameters satisfy hoop and longitudinal stress requirements - """ - - # Hoop Stress - 2020 ASME B31.8 Table A842.2.2-1 - F1 = 0.50 if riser else 0.72 - - # Hoop stress (MPa) - 2020 ASME B31.8 section A842.2.2.2 eqn (1) - # This is the maximum value for S_h - # Sh <= F1*SMYS*T_derating - S_h_check = F1 * SMYS * T_derating - - # Hoop stress (MPa) - rho_water = 1_000 # kg/m3 - p_hydrostatic = rho_water * 9.81 * depth / BAR2PA # bar - dP = (p_inlet - p_hydrostatic) * BAR2MPA # MPa - S_h = dP * (diam - (thickness if diam / thickness >= 30 else 0)) / (2_000 * thickness) - if S_h >= S_h_check: - return False - - # Longitudinal stress (MPa) - S_L_check = 0.8 * SMYS # 2020 ASME B31.8 Table A842.2.2-1. Same for riser and pipe - S_L = p_inlet * BAR2MPA * (diam - 2 * thickness) / (4 * thickness) - if S_L > S_L_check: - return False - - (0.9 * SMYS) # 2020 ASME B31.8 Table A842.2.2-1. Same for riser and pipe - # Torsional stress?? Under what applied torque? Not sure what to do for this. - - return True - - -def get_anl_costs( - costs: pd.DataFrame, total_L: float, anl_cost_overrides: dict, loc: str = "SW" -) -> pd.DataFrame: - """ - Calculates the labor, right-of-way (ROW), and miscellaneous costs associated with pipe capital - cost - - Users can specify a region (GP,NE,MA,GL,RM,SE,PN,SW,CA) that corresponds to grouping of states - which will apply cost correlations from Brown, D., et al. 2022. “The Development of Natural Gas - and Hydrogen Pipeline Capital Cost Estimating Equations.” International Journal of Hydrogen - Energy https://doi.org/10.1016/j.ijhydene.2022.07.270. - - Alternatively, if a value (not None) is provided in anl_cost_overrides, that value be used as - the $/in/mi cost correlation for the relevant cost type. - """ - - ANL_COEFS = { - "GP": { - "labor": [10406, 0.20953, -0.08419], - "misc": [4944, 0.17351, -0.07621], - "ROW": [2751, -0.28294, 0.00731], - "material": [5813, 0.31599, -0.00376], - }, - "NE": { - "labor": [249131, -0.33162, -0.17892], - "misc": [65990, -0.29673, -0.06856], - "ROW": [83124, -0.66357, -0.07544], - "material": [10409, 0.296847, -0.07257], - }, - "MA": { - "labor": [43692, 0.05683, -0.10108], - "misc": [14616, 0.16354, -0.16186], - "ROW": [1942, 0.17394, -0.01555], - "material": [9113, 0.279875, -0.00840], - }, - "GL": { - "labor": [58154, -0.14821, -0.10596], - "misc": [41238, -0.34751, -0.11104], - "ROW": [14259, -0.65318, 0.06865], - "material": [8971, 0.255012, -0.03138], - }, - "RM": { - "labor": [10406, 0.20953, -0.08419], - "misc": [4944, 0.17351, -0.07621], - "ROW": [2751, -0.28294, 0.00731], - "material": [5813, 0.31599, -0.00376], - }, - "SE": { - "labor": [32094, 0.06110, -0.14828], - "misc": [11270, 0.19077, -0.13669], - "ROW": [9531, -0.37284, 0.02616], - "material": [6207, 0.38224, -0.05211], - }, - "PN": { - "labor": [32094, 0.06110, -0.14828], - "misc": [11270, 0.19077, -0.13669], - "ROW": [9531, -0.37284, 0.02616], - "material": [6207, 0.38224, -0.05211], - }, - "SW": { - "labor": [95295, -0.53848, 0.03070], - "misc": [19211, -0.14178, -0.04697], - "ROW": [72634, -1.07566, 0.05284], - "material": [5605, 0.41642, -0.06441], - }, - "CA": { - "labor": [95295, -0.53848, 0.03070], - "misc": [19211, -0.14178, -0.04697], - "ROW": [72634, -1.07566, 0.05284], - "material": [5605, 0.41642, -0.06441], - }, - } - - if loc not in ANL_COEFS.keys(): - raise ValueError(f"Region {loc} was supplied, but is not a valid region") - - L_mi = total_L * KM2MI - - def cost_per_in_mi(coef: list, DN_in: float, L_mi: float) -> float: - return coef[0] * DN_in ** coef[1] * L_mi ** coef[2] - - diam_col = "DN" - for cost_type in ["labor", "misc", "ROW"]: - cost_per_in_mi_val = anl_cost_overrides[cost_type] - # If no override specified, use defaults - if cost_per_in_mi_val is None: - cost_per_in_mi_val = costs.apply( - lambda x: cost_per_in_mi(ANL_COEFS[loc][cost_type], x[diam_col] * MM2IN, L_mi), - axis=1, - ) - costs[f"{cost_type} cost [$]"] = cost_per_in_mi_val * costs[diam_col] * MM2IN * L_mi - - return costs - - -def get_mat_costs( - schedules_spec: pd.DataFrame, - total_L: float, - steel_costs_kg: pd.DataFrame, - mat_cost_override: float, -): - """ - Calculates the material cost based on $/kg from Savoy for each grade - Inc., S. P. Live Stock List & Current Price. - https://www.savoypipinginc.com/blog/live-stock-and-current-price.html. - Accessed September 22, 2022. - - Users can alternatively provide a $/in/mi override to calculate material cost - """ - rho_steel = 7840 # kg/m3 - L_m = total_L / M2KM - L_mi = total_L * KM2MI - - def get_volume(od_mm: float, id_mm: float, L_m: float) -> float: - return np.pi / 4 * (od_mm**2 - id_mm**2) / M2MM**2 * L_m - - od_col = "Outer diameter (mm)" - id_col = "Inner diameter (mm)" - schedules_spec["volume [m3]"] = schedules_spec.apply( - lambda x: get_volume(x[od_col], x[id_col], L_m), - axis=1, - ) - schedules_spec["weight [kg]"] = schedules_spec["volume [m3]"] * rho_steel - - # If mat cost override is not specified, use $/kg savoy costing - if mat_cost_override is not None: - schedules_spec["mat cost [$]"] = mat_cost_override * L_mi * schedules_spec["DN"] * MM2IN - else: - schedules_spec["mat cost [$]"] = schedules_spec.apply( - lambda x: x["weight [kg]"] - * steel_costs_kg.loc[steel_costs_kg["Grade"] == x["Grade"], "Price [$/kg]"].values[0], - axis=1, - ) - - return schedules_spec - - -def get_min_diameter_of_pipe(L: float, m_dot: float, p_inlet: float, p_outlet: float) -> float: - """ - Overview: - --------- - This function returns the diameter of a pipe for a given length,flow rate, and pressure - boundaries - - Parameters: - ----------- - L : float - Length of pipeline [km] - m_dot : float = Mass flow rate [kg/s] - p_inlet : float = Pressure at inlet of pipe [bar] - p_outlet : float = Pressure at outlet of pipe [bar] - - Returns: - -------- - diameter_mm : float - Diameter of pipe [mm] - - """ - - p_in_Pa = p_inlet * BAR2PA - p_out_Pa = p_outlet * BAR2PA - - p_avg = 2 / 3 * (p_in_Pa + p_out_Pa - p_in_Pa * p_out_Pa / (p_in_Pa + p_out_Pa)) - p_diff = (p_in_Pa**2 - p_out_Pa**2) ** 0.5 - T = 15 + 273.15 # Temperature [K] - R = 8.314 # J/mol-K - z_fit_params = (6.5466916131e-9, 9.9941320278e-1) # Slope fit for 15C - z = z_fit_params[0] * p_avg + z_fit_params[1] - zrt = z * R * T - mw = 2.016 / 1_000 # kg/mol for hydrogen - RO = 0.012 # mm Roughness - mu = 8.764167e-6 # viscosity - L_m = L / M2KM - - f_list = [0.01] - - # Diameter depends on Re and f, but are functions of d. So use initial guess - # of f-0.01, then iteratively solve until f is no longer changing - err = np.inf - max_iter = 50 - while err > 0.001: - d_m = (m_dot / p_diff * 4 / np.pi * (mw / zrt / f_list[-1] / L_m) ** (-0.5)) ** (1 / 2.5) - d_mm = d_m * M2MM - Re = 4 * m_dot / (np.pi * d_m * mu) - f_list.append((-2 * np.log10(4.518 / Re * np.log10(Re / 7) + RO / (3.71 * d_mm))) ** (-2)) - err = abs((f_list[-1] - f_list[-2]) / f_list[-2]) - - # Error out if no solution after max iterations - if len(f_list) > max_iter: - raise ValueError(f"Could not find pipe diameter in {max_iter} iterations") - - return d_mm - - -if __name__ == "__main__": - L = 8 # Length [km] - m_dot = 1.5 # Mass flow rate [kg/s] assuming 300 MW -> 1.5 kg/s - p_inlet = 30 # Inlet pressure [bar] - p_outlet = 10 # Outlet pressure [bar] - depth = 80 # depth of pipe [m] - costs = run_pipe_analysis(L, m_dot, p_inlet, p_outlet, depth) - - for col in costs.columns: - print(col, costs[col][0]) diff --git a/h2integrate/simulation/technologies/hydrogen/h2_transport/h2_pipe_array.py b/h2integrate/simulation/technologies/hydrogen/h2_transport/h2_pipe_array.py deleted file mode 100644 index a0ff76e79..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_transport/h2_pipe_array.py +++ /dev/null @@ -1,126 +0,0 @@ -from numpy import flip, isnan, nansum - -from h2integrate.simulation.technologies.hydrogen.h2_transport.h2_export_pipe import ( - run_pipe_analysis, -) - - -""" -Args: - sections_distance (array[array]): array of arrays where each element of each sub-array holds the - horizontal distance in m of a pipe section - depth (float): depth of the site in m - p_inlet (float): pipe inlet pressure in bar - p_outlet (float): pipe outlet pressure in bar - mass_flow_rate_inlet (float): flow rate at each inlet to the system -Returns: - capex (float): total capital costs (USD) including labor, materials, and misc - opex (float): annual operating costs (USD) -""" - - -def run_pipe_array(sections_distance, depth, p_inlet, p_outlet, mass_flow_rate): - capex = 0 - opex = 0 - - # loop over each string - for i, pipe_string in enumerate(sections_distance): - # initialize values for each string - m_dot = 0 - p_drop = (p_inlet - p_outlet) / len(pipe_string) - flow_rates = flip(mass_flow_rate[i]) - - # loop over each section - for j, section_length in enumerate(flip(pipe_string)): - # nan represents an empty section (no pipe there, but array cannot be ragged) - if isnan(section_length): - continue - - # get mass flow rate for current section - m_dot += flow_rates[j] - - # get outlet pressure for current section - p_outlet_section = p_inlet - (j + 1) * p_drop - - # get number of risers for current section - if j == len(pipe_string) - 1: - risers = 2 - else: - risers = 1 - - # get specs and costs for each section - section_outputs = run_pipe_analysis( - section_length, m_dot, p_inlet, p_outlet_section, depth, risers=risers - ) - - capex += section_outputs["total capital cost [$]"][0] - opex += section_outputs["annual operating cost [$]"][0] - - return capex, opex - - -# Assuming one pipe diameter for the pipeline -def run_pipe_array_const_diam(sections_distance, depth, p_inlet, p_outlet, mass_flow_rate): - capex = 0 - opex = 0 - - # loop over each string - for i, pipe_string in enumerate(sections_distance): - # Calculate maximum flow rate per pipe segment (pipe is sized to largest segment) - m_dot = max(mass_flow_rate[i]) - - # Add up the length of the segment - tot_length = nansum(pipe_string) - - # Assume each full run has 2 risers - risers = 2 - risers = ( - len(pipe_string) + 1 - ) # Wasnt sure on this - is it 1 per turbine + 1 for the storage? - Jamie - - # get specs and costs for each section - section_outputs = run_pipe_analysis( - tot_length, m_dot, p_inlet, p_outlet, depth, risers=risers - ) - - capex += section_outputs["total capital cost [$]"][0] - opex += section_outputs["annual operating cost [$]"][0] - - return capex, opex - - -if __name__ == "__main__": - sections_distance = [ - [2.85105454, 2.016, 2.016, 2.016, 2.016, 2.016, 2.016, 2.016], - [2.016, 2.016, 2.016, 2.016, 2.016, 2.016, 2.016, 2.016], - [ - 2.85105454, - 2.016, - 2.016, - 2.016, - float("nan"), - float("nan"), - float("nan"), - float("nan"), - ], - ] - - L = 8 # Length [km] - m_dot = 1.5 # Mass flow rate [kg/s] assuming 300 MW -> 1.5 kg/s - p_inlet = 30 # Inlet pressure [bar] - p_outlet = 10 # Outlet pressure [bar] - depth = 80 # depth of pipe [m] - - # capex, opex = run_pipe_array( - # [[L, L], [L, L]], depth, p_inlet, p_outlet, [[m_dot, m_dot], [m_dot, m_dot]] - # ) - - # print("CAPEX (USD): ", capex) - # print("OPEX (USD): ", opex) - - capex, opex = run_pipe_array_const_diam( - [[L, L], [L, L]], depth, p_inlet, p_outlet, [[m_dot, m_dot], [m_dot, m_dot]] - ) - - print("CAPEX (USD): ", capex) - print("OPEX (USD): ", opex) diff --git a/h2integrate/simulation/technologies/iron/martin_transport/__init__.py b/h2integrate/simulation/technologies/iron/martin_transport/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/h2integrate/simulation/technologies/iron/rosner/__init__.py b/h2integrate/simulation/technologies/iron/rosner/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/h2integrate/simulation/technologies/iron/rosner_ore/__init__.py b/h2integrate/simulation/technologies/iron/rosner_ore/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/h2integrate/simulation/technologies/iron/rosner_override/__init__.py b/h2integrate/simulation/technologies/iron/rosner_override/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/h2integrate/simulation/technologies/offshore/__init__.py b/h2integrate/simulation/technologies/offshore/__init__.py deleted file mode 100644 index 719969766..000000000 --- a/h2integrate/simulation/technologies/offshore/__init__.py +++ /dev/null @@ -1,8 +0,0 @@ -from h2integrate.simulation.technologies.offshore.fixed_platform import ( - FixedPlatformDesign, - FixedPlatformInstallation, -) -from h2integrate.simulation.technologies.offshore.floating_platform import ( - FloatingPlatformDesign, - FloatingPlatformInstallation, -) diff --git a/h2integrate/simulation/technologies/offshore/all_platforms.py b/h2integrate/simulation/technologies/offshore/all_platforms.py deleted file mode 100644 index 1b4606a9f..000000000 --- a/h2integrate/simulation/technologies/offshore/all_platforms.py +++ /dev/null @@ -1,65 +0,0 @@ -import math - - -def calc_platform_opex(capex, opex_rate=0.011): - """ - Simple opex calculation based on a capex - https://www.acm.nl/sites/default/files/documents/study-on-estimation-method-for-additional-efficient-offshore-grid-opex.pdf - - Output in $USD/year - """ - - opex = capex * opex_rate # USD/year - - return opex - - -def install_platform(mass, area, distance, install_duration=14, vessel=None, foundation="fixed"): - """ - A simplified platform installation costing model. - Total Cost = install_cost * duration - Compares the mass and/or deck space of equipment to the vessel limits to determine - the number of trips. Add an additional "at sea" install duration - - """ - - # If no ORBIT vessel is defined set default values (based on ORBIT's floating_heavy_lift_vessel) - if vessel is None: - if foundation == "fixed": - # If no ORBIT vessel is defined set default values (based on ORBIT's - # example_heavy_lift_vessel) - # Default values are from [3]. - vessel_cargo_mass = 7999 # t - vessel_deck_space = 3999 # m**2 - vessel_day_rate = 500001 # USD/day - vessel_speed = 5 # km/hr - elif foundation == "floating": - # If no ORBIT vessel is defined set default values (based on ORBIT's - # floating_heavy_lift_vessel) - vessel_cargo_mass = 7999 # t - vessel_deck_space = 3999 # m**2 - vessel_day_rate = 500001 # USD/day - vessel_speed = 7 # km/hr - else: - raise ( - ValueError( - "Invalid offshore platform foundation type. Must be one of" - " ['fixed', 'floating']" - ) - ) - else: - vessel_cargo_mass = vessel.storage.max_cargo_mass # t - vessel_deck_space = vessel.storage.max_deck_space # m**2 - vessel_day_rate = vessel.day_rate # USD/day - vessel_speed = vessel.transit_speed # km/hr - - # Get the # of trips based on ships cargo/space limits - num_of_trips = math.ceil(max((mass / vessel_cargo_mass), (area / vessel_deck_space))) - - # Total duration = double the trips + install_duration - duration = (2 * num_of_trips * distance) / (vessel_speed * 24) + install_duration # days\ - - # Final install cost is obtained by using the vessel's daily rate - install_cost = vessel_day_rate * duration # USD - - return install_cost diff --git a/h2integrate/simulation/technologies/offshore/example_fixed_project.yaml b/h2integrate/simulation/technologies/offshore/example_fixed_project.yaml deleted file mode 100644 index 71a51723f..000000000 --- a/h2integrate/simulation/technologies/offshore/example_fixed_project.yaml +++ /dev/null @@ -1,16 +0,0 @@ -# Modified orbit configuration file for a single platform to carry "X technology" -design_phases: -- FixedPlatformDesign # Register Design Phase -install_phases: - FixedPlatformInstallation: 0 # Register Install Phase -oss_install_vessel: example_heavy_lift_vessel -site: - depth: 22.5 # site depth [m] - distance: 124 # distance to port [km] -equipment: - tech_required_area: 300. # equipment area [m**2] - tech_combined_mass: 1000 # equipment mass [t] - topside_design_cost: 4500000 # topside design cost [USD] - installation_duration: 14 # time at sea [days] - -# set input values to -1 to use values calculated or input in other files during H2Integrate run (depth, distance, tech_required_area, tech_combined_mass) diff --git a/h2integrate/simulation/technologies/offshore/example_floating_project.yaml b/h2integrate/simulation/technologies/offshore/example_floating_project.yaml deleted file mode 100644 index d1ae52755..000000000 --- a/h2integrate/simulation/technologies/offshore/example_floating_project.yaml +++ /dev/null @@ -1,16 +0,0 @@ -# Modified orbit configuration file for a single platform to carry "X technology" -design_phases: -- FloatingPlatformDesign # Resgister Design Phase -install_phases: - FloatingPlatformInstallation: 0 # Register Install Phase -oss_install_vessel: example_heavy_lift_vessel -site: - depth: 500.5 # site depth [m] Site depths for floating projects need to be at depths 500 m to 1500 m because of Orbit SemiTaut branch limitations (7/31) - distance: 124 # distance to port [km] -equipment: - tech_required_area: 300. # equipment area [m**2] - tech_combined_mass: 1000 # equipment mass [t] - topside_design_cost: 4500000 # topside design cost [USD] - installation_duration: 14 # time at sea [days] - -# set input values to -1 to use values calculated or input in other files during H2Integrate run (depth, distance, tech_required_area, tech_combined_mass) diff --git a/h2integrate/simulation/technologies/offshore/fixed_platform.py b/h2integrate/simulation/technologies/offshore/fixed_platform.py deleted file mode 100644 index 842f77c86..000000000 --- a/h2integrate/simulation/technologies/offshore/fixed_platform.py +++ /dev/null @@ -1,311 +0,0 @@ -from __future__ import annotations - - -""" -Author: Nick Riccobono and Charles Kiefer -Date: 1/31/2023 -Institution: National Renewable Energy Lab -Description: This file should handles the cost and sizing of a centralized offshore platform - dedicated to hydrogen production. It has been modeled off of existing BOS cost/sizing - calculations found in ORBIT (Thank you Jake Nunemaker). It can be run as standalone functions - or as appended ORBIT project phases. - - -Sources: - - [1] ORBIT: https://github.com/WISDEM/ORBIT electrical_refactor branch - - [2] J. Nunemaker, M. Shields, R. Hammond, and P. Duffy, - “ORBIT: Offshore Renewables Balance-of-System and Installation Tool,” - NREL/TP-5000-77081, 1660132, MainId:26027, Aug. 2020. doi: 10.2172/1660132. - - [3] M. Maness, B. Maples, and A. Smith, - “NREL Offshore Balance-of-System Model,” - NREL/TP--6A20-66874, 1339522, Jan. 2017. doi: 10.2172/1339522. -Args: - - tech_required_area: (float): area needed for combination of all tech (m^2), not including - buffer or working space - - tech_combined_mass: (float): mass of all tech being placed on the platform (kg or metric tons) - - - depth: (float): bathometry at the platform location (m) - - distance: (float): distance ships must travel from port to site location (km) - - Future arguments: (Not used at this time) - - construction year (int): - - lifetime (int): lifetime of the plant in years (may not be needed) - - Assembly costs and construction on land - -Returns: - - platform_mass (float): Adjusted mass of platform + substructure - - design_capex (float): capital expenditures (platform design + substructure fabrication) - - installation_capex (float): capital expenditures (installation cost) - - platform_opex (float): the OPEX (annual, fixed) in USD for the platform - -""" - -""" -Notes: - - Thank you Jake Nunemaker's oswh2 repository!!! - - pile_cost=0 $US/metric ton for monopile construction. Not a bug, this # is - consistent with the rest of ORBIT [1]. -""" - - -import typing -from pathlib import Path - -import ORBIT as orbit - -from h2integrate.simulation.technologies.offshore.all_platforms import ( - install_platform, - calc_platform_opex, -) - - -class FixedPlatformDesign(orbit.phases.design.DesignPhase): - """ - This is a modified class based on ORBIT's [1] design phase. The implementation - is discussed in [2], Section 2.5: Offshore Substation Design. Default values originate - from [3], Appendix A: Inputs, Key Assumptions and Caveats. - """ - - # phase = "H2 Fixed Platform Design" - - # Expected inputs from config yaml file - expected_config: typing.ClassVar = { - "site": { - "distance": "int | float", - "depth": "int | float", - }, - "equipment": { - "tech_required_area": "float", - "tech_combined_mass": "float", - "topside_design_cost": "USD (optional, default:4.5e6)", - "fabrication_cost_rate": "USD/t (optional, default: 14500.)", - "substructure_steel_rate": "USD/t (optional, default: 3000.)", - }, - } - - # Takes in arguments and initialize library files - def __init__(self, config, **kwargs): - self.phase = "H2 Fixed Platform Design" - - config = self.initialize_library(config, **kwargs) - self.config = self.validate_config(config) - - self._outputs = {} - - # Runs the design cost models - def run(self): - # print("Fixed Platform Design run() is working!!!") - - self.distance = self.config["site"]["distance"] # km - self.depth = self.config["site"]["depth"] # m - - _platform = self.config.get("equipment", {}) - - self.mass = _platform.get("tech_combined_mass", 999) # t - self.area = _platform.get("tech_required_area", 1000) # m**2 - - design_cost = _platform.get("topside_design_cost", 4.5e6) # USD - fab_cost = _platform.get("fabrication_cost_rate", 14500.0) # USD/t - steel_cost = _platform.get("substructure_steel_rate", 3000) # USD/t - - # Add individual calcs/functions in the run() method - total_cost, total_mass = calc_substructure_mass_and_cost( - self.mass, self.area, self.depth, fab_cost, design_cost, steel_cost - ) - - # Create an ouput dict - self._outputs["fixed_platform"] = { - "mass": total_mass, - "area": self.area, - "total_cost": total_cost, - } - - # A design object needs to have attribute design_result and detailed_output - @property - def design_result(self): - return { - "platform_design": { - "mass": self._outputs["fixed_platform"]["mass"], - "area": self._outputs["fixed_platform"]["area"], - "total_cost": self._outputs["fixed_platform"]["total_cost"], - } - } - - @property - def detailed_output(self): - return {} - - -class FixedPlatformInstallation(orbit.phases.install.InstallPhase): - """ - This is a modified class based on ORBIT's [1] install phase. The implementation - is duscussed in [2], Section 3.6: Offshore Substation Installation. Default values - originate from [3], Appendix A: Inputs, Key Assumptions and Caveats. - """ - - # phase = "H2 Fixed Platform Installation" - - # Expected inputs from config yaml file - expected_config: typing.ClassVar = { - "site": { - "distance": "int | float", - "depth": "int | float", - }, - "equipment": { - "tech_required_area": "float", - "tech_combined_mass": "float", - "install_duration": "days (optional, default: 14)", - }, - "oss_install_vessel": "str | dict", - } - - # Need to initialize arguments and weather files - def __init__(self, config, weather=None, **kwargs): - super().__init__(weather, **kwargs) - - config = self.initialize_library(config, **kwargs) - self.config = self.validate_config(config) - - self.initialize_port() - self.setup_simulation(**kwargs) - - # Setup simulation seems to be the install phase's equivalent run() module - def setup_simulation(self, **kwargs): - # print("Fixed Platform Install setup_sim() is working!!!") - - self.distance = self.config["site"]["distance"] - self.depth = self.config["site"]["depth"] - self.mass = self.config["equipment"]["tech_combined_mass"] - self.area = self.config["equipment"]["tech_required_area"] - - _platform = self.config.get("equipment", {}) - design_cost = _platform.get("topside_design_cost", 4.5e6) # USD - fab_cost = _platform.get("fabrication_cost_rate", 14500.0) # USD/t - steel_cost = _platform.get("substructure_steel_rate", 3000) # USD/t - - install_duration = _platform.get("install_duration", 14) # days - - # Initialize vessel - vessel_specs = self.config.get("oss_install_vessel", None) - name = vessel_specs.get("name", "Offshore Substation Install Vessel") - - vessel = orbit.core.Vessel(name, vessel_specs) - self.env.register(vessel) - - vessel.initialize() - self.install_vessel = vessel - - # Add in the mass of the substructure to total mass (may or may not impact the final - # install cost) - _, substructure_mass = calc_substructure_mass_and_cost( - self.mass, self.area, self.depth, fab_cost, design_cost, steel_cost - ) - - self.total_mass = substructure_mass # t - # Call the install_platform function - self.install_capex = install_platform( - self.total_mass, - self.area, - self.distance, - install_duration, - self.install_vessel, - foundation="fixed", - ) - - # An install object needs to have attribute system_capex, installation_capex, and detailed - # output - @property - def system_capex(self): - return {} - - @property - def installation_capex(self): - return self.install_capex - - @property - def detailed_output(self): - return {} - - -# Define individual calculations and functions to use outside or with ORBIT -def calc_substructure_mass_and_cost( - mass, area, depth, fab_cost=14500.0, design_cost=4.5e6, sub_cost=3000, pile_cost=0 -): - """ - calc_substructure_mass_and_cost returns the total mass including substructure, topside and - equipment. Also returns the cost of the substructure and topside - Inputs: mass | Mass of equipment on platform (metric tons) - area | Area needed for equipment (meter^2) (not necessary) - depth | Ocean depth at platform location (meters) (not necessary) - fab_cost_rate | Cost rate to fabricate topside (USD/metric ton) - design_cost | Design cost to design structural components (USD) from ORBIT - sub_cost_rate | Steel cost rate (USD/metric ton) from ORBIT""" - """ - Platform is substructure and topside combined - All functions are based off NREL's ORBIT [1] (oss_design.py) - default values are specified in [3], - """ - # Inputs needed - topside_mass = mass - topside_fab_cost_rate = fab_cost - topside_design_cost = design_cost - - """Topside Cost & Mass (repurposed eq. 2.26 from [2]) - Topside Mass is the required Mass the platform will hold - Topside Cost is a function of topside mass, fab cost and design cost""" - topside_cost = topside_mass * topside_fab_cost_rate + topside_design_cost - - """Substructure (repurposed eq. 2.31-2.33 from [2]) - Substructure Mass is a function of the topside mass - Substructure Cost is a function of of substructure mass pile mass and cost rates for each""" - - # inputs needed - substructure_cost_rate = sub_cost # USD/t - pile_cost_rate = pile_cost # USD/t - - substructure_mass = 0.4 * topside_mass # t - substructure_pile_mass = 8 * substructure_mass**0.5574 # t - substructure_cost = ( - substructure_mass * substructure_cost_rate + substructure_pile_mass * pile_cost_rate - ) # USD - - substructure_total_mass = substructure_mass + substructure_pile_mass # t - - """Total Platform capex = capex Topside + capex substructure""" - - platform_capex = substructure_cost + topside_cost # USD - platform_mass = substructure_total_mass + topside_mass # t - - return platform_capex, platform_mass - - -# Standalone test sections -if __name__ == "__main__": - print("\n*** New FixedPlatform Standalone test section ***\n") - - orbit_libpath = Path.cwd().parents[2] / "ORBIT/library" - print(orbit_libpath) - orbit.core.library.initialize_library(orbit_libpath) - - config_path = Path(__file__).parent - config_fname = orbit.load_config(config_path / "example_fixed_project.yaml") - - orbit.ProjectManager.register_design_phase(FixedPlatformDesign) - - orbit.ProjectManager.register_install_phase(FixedPlatformInstallation) - - platform = orbit.ProjectManager(config_fname) - platform.run() - - design_capex = platform.design_results["platform_design"]["total_cost"] - install_capex = platform.installation_capex - - # print("Project Params", h2platform.project_params.items()) - platform_opex = calc_platform_opex(design_capex + install_capex) - - print("ORBIT Phases: ", platform.phases.keys()) - print(f"\tH2 Platform Design Capex: {design_capex:.0f} USD") - print(f"\tH2 Platform Install Capex: {install_capex:.0f} USD") - print() - print(f"\tTotal H2 Platform Capex: {(design_capex+install_capex)/1e6:.0f} mUSD") - print(f"\tH2 Platform Opex: {platform_opex:.0f} USD/year") diff --git a/h2integrate/simulation/technologies/offshore/floating_platform.py b/h2integrate/simulation/technologies/offshore/floating_platform.py deleted file mode 100644 index 048cd5ea3..000000000 --- a/h2integrate/simulation/technologies/offshore/floating_platform.py +++ /dev/null @@ -1,357 +0,0 @@ -from __future__ import annotations - - -""" -Author:Charles Kiefer -Date: 4/11/2023 -Institution: National Renewable Energy Lab -Description: This file shall handle costing and sizing of offshore floating platforms deicated to - hydrogen production. It uses the same foundation as fixed_platform.py. Both have been modeled - off of existing BOS cost/sizing calculations fond in ORBIT. It can be run as standalone - functions or as appended ORBIT project phases. - - - -Sources: - - [1] ORBIT: https://github.com/WISDEM/ORBIT v1.1 -Args: - - tech_required_area: (float): area needed for combination of all tech (m^2), not including - buffer or working space - - tech_combined_mass: (float): mass of all tech being placed on the platform (kg or metric tons) - - - - depth: (float): bathometry at the platform location (m) ##Site depths for floating projects - need to be at depths 500 m to 1500 m because of Orbit Semitaut limitations (7/31) - - distance_to_port: (float): distance ships must travel from port to site location (km) - - Future arguments: (Not used at this time) - - construction year (int): - - lifetime (int): lifetime of the plant in years (may not be needed) - -Returns: - - platform_mass (float): Adjusted mass of platform + substructure - - design_capex (float): capital expenditures (platform design + substructure fabrication) - - installation_capex (float): capital expenditures (installation cost) - - platform_opex (float): the OPEX (annual, fixed) in USD for the platform - -""" - -""" -Notes: - Thank you Jake Nunemaker's oswh2 repository and Rebecca Fuchs SemiTaut_mooring repository!!! - pile_cost=0 $US/metric ton for monopile construction. Not a bug, this # is consistent with - the rest of ORBIT -""" - - -import typing -from pathlib import Path - -from ORBIT import ProjectManager, load_config -from ORBIT.core import Vessel -from ORBIT.core.library import initialize_library -from ORBIT.phases.design import DesignPhase, MooringSystemDesign -from ORBIT.phases.install import InstallPhase - -from h2integrate.simulation.technologies.offshore.all_platforms import ( - install_platform, - calc_platform_opex, -) - - -class FloatingPlatformDesign(DesignPhase): - """ - This is a modified class based on ORBIT's design phase - """ - - # phase = "H2 Floating Platform Design" - - # Expected inputs from config yaml file - expected_config: typing.ClassVar = { - "site": { - "distance": "int | float", - "depth": "int | float", - }, - "equipment": { - "tech_required_area": "float", - "tech_combined_mass": "float", - "topside_design_cost": "USD (optional, default:4.5e6)", - "fabrication_cost_rate": "USD/t (optional, default: 14500.)", - "substructure_steel_rate": "USD/t (optional, default: 3000.)", - }, - } - - # Takes in arguments and initialize library files - def __init__(self, config, **kwargs): - self.phase = "H2 Floating Platform Design" - - config = self.initialize_library(config, **kwargs) - self.config = self.validate_config(config) - - self._outputs = {} - # Runs the design cost models - - def run(self): - # print("Floating Platform Design run() is working!!!") - - self.distance = self.config["site"]["distance"] # km - self.depth = self.config["site"]["depth"] # m - - _platform = self.config.get("equipment", {}) - - self.mass = _platform.get("tech_combined_mass", 999) # t - self.area = _platform.get("tech_required_area", 1000) # m**2 - - design_cost = _platform.get("topside_design_cost", 4.5e6) # USD - fab_cost_rate = _platform.get("fabrication_cost_rate", 14500.0) # USD/t - steel_cost = _platform.get("substructure_steel_rate", 3000) # USD/t - ##NEED updated version - # Add individual calcs/functions in the run() method - """Calls in SemiTaut Costs and Variables for Substructure mass and cost""" - self.anchor_type = "Drag Embedment" - self.mooring_type = "Semitaut" - self.num_lines = 4 - MooringSystemDesign.MooringSystemDesign.calculate_line_length_mass(self) - MooringSystemDesign.MooringSystemDesign.calculate_anchor_mass_cost(self) - MooringSystemDesign.MooringSystemDesign.determine_mooring_line_cost(self) - total_cost, total_mass = calc_substructure_mass_and_cost( - self.mass, - self.area, - self.depth, - fab_cost_rate, - design_cost, - steel_cost, - self.line_cost, - self.anchor_cost, - self.anchor_mass, - self.line_mass, - self.num_lines, - ) - - # Create an ouput dict - self._outputs["floating_platform"] = { - "mass": total_mass, - "area": self.area, - "total_cost": total_cost, - } - - # A design object needs to have attribute design_result and detailed_output - @property - def design_result(self): - return { - "platform_design": { - "mass": self._outputs["floating_platform"]["mass"], - "area": self._outputs["floating_platform"]["area"], - "total_cost": self._outputs["floating_platform"]["total_cost"], - } - } - - @property - def detailed_output(self): - return {} - - -class FloatingPlatformInstallation(InstallPhase): - """ - This is a modified class based on ORBIT's install phase - """ - - # phase = "H2 Floating Platform Installation" - - # Expected inputs from config yaml file - expected_config: typing.ClassVar = { - "site": { - "distance": "int | float", - "depth": "int | float", - }, - "equipment": { - "tech_required_area": "float", - "tech_combined_mass": "float", - "install_duration": "days (optional, default: 14)", - }, - "oss_install_vessel": "str | dict", - } - - # Need to initialize arguments and weather files - def __init__(self, config, weather=None, **kwargs): - super().__init__(weather, **kwargs) - - config = self.initialize_library(config, **kwargs) - self.config = self.validate_config(config) - - self.initialize_port() - self.setup_simulation(**kwargs) - - # Setup simulation seems to be the install phase's equivalent run() module - def setup_simulation(self, **kwargs): - # print("Floating Platform Install setup_sim() is working!!!") - - self.distance = self.config["site"]["distance"] - self.depth = self.config["site"]["depth"] - self.mass = self.config["equipment"]["tech_combined_mass"] - self.area = self.config["equipment"]["tech_required_area"] - - _platform = self.config.get("equipment", {}) - design_cost = _platform.get("topside_design_cost", 4.5e6) # USD - fab_cost_rate = _platform.get("fabrication_cost_rate", 14500.0) # USD/t - steel_cost = _platform.get("substructure_steel_rate", 3000) # USD/t - - install_duration = _platform.get("install_duration", 14) # days - - # Initialize vessel - vessel_specs = self.config.get("oss_install_vessel", None) - name = vessel_specs.get("name", "Offshore Substation Install Vessel") - - vessel = Vessel(name, vessel_specs) - self.env.register(vessel) - - vessel.initialize() - self.install_vessel = vessel - - # Add in the mass of the substructure to total mass (may or may not impact the final - # install cost) - - """Calls in SemiTaut Costs and Variables""" - self.anchor_type = "Drag Embedment" - self.mooring_type = "Semitaut" - self.num_lines = 4 - MooringSystemDesign.MooringSystemDesign.calculate_line_length_mass(self) - MooringSystemDesign.MooringSystemDesign.calculate_anchor_mass_cost(self) - MooringSystemDesign.MooringSystemDesign.determine_mooring_line_cost(self) - - _, substructure_mass = calc_substructure_mass_and_cost( - self.mass, - self.area, - self.depth, - fab_cost_rate, - design_cost, - steel_cost, - self.line_cost, - self.anchor_cost, - self.anchor_mass, - self.line_mass, - self.num_lines, - ) - - total_mass = substructure_mass # t - - # Call the install_platform function - self.install_capex = install_platform( - total_mass, - self.area, - self.distance, - install_duration, - self.install_vessel, - foundation="floating", - ) - - # An install object needs to have attribute system_capex, installation_capex, and detailed - # output - @property - def system_capex(self): - return {} - - @property - def installation_capex(self): - return self.install_capex - - @property - def detailed_output(self): - return {} - - -# Define individual calculations and functions to use outside or with ORBIT -def calc_substructure_mass_and_cost( - mass, - area, - depth, - fab_cost_rate=14500.0, - design_cost=4.5e6, - sub_cost_rate=3000, - line_cost=0, - anchor_cost=0, - anchor_mass=0, - line_mass=0, - num_lines=4, -): - """ - calc_substructure_mass_and_cost returns the total mass including substructure, topside and - equipment. Also returns the cost of the substructure and topside - Inputs: mass | Mass of equipment on platform (metric tons) - area | Area needed for equipment (meter^2) (not necessary) - depth | Ocean depth at platform location (meters) - fab_cost_rate | Cost rate to fabricate topside (USD/metric ton) - design_cost | Design cost to design structural components (USD) from ORBIT - sub_cost_rate | Steel cost rate (USD/metric ton) from ORBIT - """ - - """ - Platform is substructure and topside combined - All functions are based off NREL's ORBIT (oss_design) - default values are specified in ORBIT - """ - topside_mass = mass - topside_fab_cost_rate = fab_cost_rate - topside_design_cost = design_cost - - """Topside Cost & Mass - Topside Mass is the required Mass the platform will hold - Topside Cost is a function of topside mass, fab cost and design cost""" - topside_cost = topside_mass * topside_fab_cost_rate + topside_design_cost # USD - - """Substructure - Substructure Mass is a function of the topside mass - Substructure Cost is a function of of substructure mass pile mass and cost rates for each""" - - substructure_cost_rate = sub_cost_rate # USD/t - - substructure_mass = 0.4 * topside_mass # t - substructure_cost = substructure_mass * substructure_cost_rate # USD - substructure_total_mass = substructure_mass # t - - """Total Mooring cost and mass for the substructure - Line_cost, anchor_cost, line_mass, anchor_mass are grabbed from MooringSystemDesign in ORBIT - Mooring_mass is returned in kilograms and will need to """ - mooring_cost = (line_cost + anchor_cost) * num_lines # USD - mooring_mass = (line_mass + anchor_mass) * num_lines # kg - - """Total Platform capex = capex Topside + capex substructure""" - total_capex = 2 * (topside_cost + substructure_cost + mooring_cost) - platform_capex = total_capex # USD - platform_mass = substructure_total_mass + topside_mass + mooring_mass / 1000 # t - # mass of equipment and floating substructure for substation - - return platform_capex, platform_mass - - -# Standalone test sections -if __name__ == "__main__": - print("\n*** New FloatingPlatform Standalone test section ***\n") - - orbit_libpath = Path.cwd().parents[2] / "ORBIT/library" - print(orbit_libpath) - initialize_library(orbit_libpath) - - config_path = Path(__file__).parent - config_fname = load_config(config_path / "example_floating_project.yaml") - - # ProjectManager._design_phases.append(FloatingPlatformDesign) - ProjectManager.register_design_phase(FloatingPlatformDesign) - # ProjectManager._install_phases.append(FloatingPlatformInstallation) - ProjectManager.register_install_phase(FloatingPlatformInstallation) - - platform = ProjectManager(config_fname) - platform.run() - - design_capex = platform.design_results["platform_design"]["total_cost"] - install_capex = platform.installation_capex - - # print("Project Params", h2platform.project_params.items()) - platform_opex = calc_platform_opex(design_capex + install_capex) - - print("ORBIT Phases: ", platform.phases.keys()) - print(f"\tH2 Platform Design Capex: {design_capex:.0f} USD") - print(f"\tH2 Platform Install Capex: {install_capex:.0f} USD") - print() - print(f"\tTotal H2 Platform Capex: {(design_capex+install_capex)/1e6:.0f} mUSD") - print(f"\tH2 Platform Opex: {platform_opex:.0f} USD/year") diff --git a/h2integrate/simulation/technologies/steel/__init__.py b/h2integrate/simulation/technologies/steel/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/h2integrate/simulation/technologies/steel/steel.py b/h2integrate/simulation/technologies/steel/steel.py deleted file mode 100644 index 37bdb6eae..000000000 --- a/h2integrate/simulation/technologies/steel/steel.py +++ /dev/null @@ -1,951 +0,0 @@ -from __future__ import annotations - -import copy -from pathlib import Path - -import pandas as pd -import ProFAST -from attrs import Factory, field, define - - -@define -class Feedstocks: - """ - Represents the consumption rates and costs of various feedstocks used in steel - production. - - Attributes: - natural_gas_prices (Dict[str, float]): - Natural gas costs, indexed by year ($/GJ). - unused_oxygen (float): - Unused oxygen produced (kgO2), default = 395. - lime_unitcost (float): - Cost per metric ton of lime ($/metric ton). - lime_transport_cost (float): - Cost to transport lime per metric ton of lime ($/metric ton). - carbon_unitcost (float): - Cost per metric ton of carbon ($/metric ton). - carbon_transport_cost (float): - Cost to transport carbon per metric ton of carbon ($/metric ton). - electricity_cost (float): - Electricity cost per metric ton of steel production ($/metric ton). - iron_ore_pellet_unitcost (float): - Cost per metric ton of iron ore ($/metric ton). - iron_ore_pellet_transport_cost (float): - Cost to transport iron ore per metric ton of iron ore ($/metric ton). - oxygen_market_price (float): - Market price per kg of oxygen ($/kgO2). - raw_water_unitcost (float): - Cost per metric ton of raw water ($/metric ton). - iron_ore_consumption (float): - Iron ore consumption per metric ton of steel production (metric tons). - raw_water_consumption (float): - Raw water consumption per metric ton of steel production (metric tons). - lime_consumption (float): - Lime consumption per metric ton of steel production (metric tons). - carbon_consumption (float): - Carbon consumption per metric ton of steel production (metric tons). - hydrogen_consumption (float): - Hydrogen consumption per metric ton of steel production (metric tons). - natural_gas_consumption (float): - Natural gas consumption per metric ton of steel production (GJ-LHV). - electricity_consumption (float): - Electricity consumption per metric ton of steel production (MWh). - slag_disposal_unitcost (float): - Cost per metric ton of slag disposal ($/metric ton). - slag_production (float): - Slag production per metric ton of steel production (metric tons). - maintenance_materials_unitcost (float): - Cost per metric ton of annual steel slab production at real capacity - factor ($/metric ton). - """ - - natural_gas_prices: dict[str, float] - unused_oxygen: float = 395 - lime_unitcost: float = 122.1 - lime_transport_cost: float = 0.0 # USD/metric ton lime - carbon_unitcost: float = 236.97 - carbon_transport_cost: float = 0.0 # USD/metric ton carbon - electricity_cost: float = 48.92 - iron_ore_pellet_unitcost: float = 207.35 - iron_ore_pellet_transport_cost: float = 0.0 # USD/metric ton iron - oxygen_market_price: float = 0.03 - raw_water_unitcost: float = 0.59289 - iron_ore_consumption: float = 1.62927 - raw_water_consumption: float = 0.80367 - lime_consumption: float = 0.01812 - carbon_consumption: float = 0.0538 - hydrogen_consumption: float = 0.06596 - natural_gas_consumption: float = 0.71657 - electricity_consumption: float = 0.5502 - slag_disposal_unitcost: float = 37.63 - slag_production: float = 0.17433 - maintenance_materials_unitcost: float = 7.72 - - -@define -class SteelCostModelConfig: - """ - Configuration for the steel cost model, including operational parameters and - feedstock costs. - - Attributes: - operational_year (int): The year of operation for cost estimation. - plant_capacity_mtpy (float): Plant capacity in metric tons per year. - lcoh (float): Levelized cost of hydrogen ($/kg). - feedstocks (Feedstocks): - An instance of the Feedstocks class containing feedstock consumption - rates and costs. - o2_heat_integration (bool): - Indicates whether oxygen and heat integration is used, affecting preheating - CapEx, cooling CapEx, and oxygen sales. Default is True. - co2_fuel_emissions (float): - CO2 emissions from fuel per metric ton of steel production. - co2_carbon_emissions (float): - CO2 emissions from carbon per metric ton of steel production. - surface_water_discharge (float): - Surface water discharge per metric ton of steel production. - """ - - operational_year: int - plant_capacity_mtpy: float - lcoh: float - feedstocks: Feedstocks - o2_heat_integration: bool = True - co2_fuel_emissions: float = 0.03929 - co2_carbon_emissions: float = 0.17466 - surface_water_discharge: float = 0.42113 - - -@define -class SteelCosts: - """ - Base dataclass for calculated steel costs. - - Attributes: - capex_eaf_casting (float): - Capital expenditure for electric arc furnace and casting. - capex_shaft_furnace (float): Capital expenditure for shaft furnace. - capex_oxygen_supply (float): Capital expenditure for oxygen supply. - capex_h2_preheating (float): Capital expenditure for hydrogen preheating. - capex_cooling_tower (float): Capital expenditure for cooling tower. - capex_piping (float): Capital expenditure for piping. - capex_elec_instr (float): - Capital expenditure for electrical and instrumentation. - capex_buildings_storage_water (float): - Capital expenditure for buildings, storage, and water service. - capex_misc (float): - Capital expenditure for miscellaneous items. - labor_cost_annual_operation (float): Annual operating labor cost. - labor_cost_maintenance (float): Maintenance labor cost. - labor_cost_admin_support (float): Administrative and support labor cost. - property_tax_insurance (float): Cost for property tax and insurance. - land_cost (float): Cost of land. - installation_cost (float): Cost of installation. - - Note: - These represent the minimum set of required cost data for - `run_steel_finance_model`, as well as base data for `SteelCostModelOutputs`. - """ - - capex_eaf_casting: float - capex_shaft_furnace: float - capex_oxygen_supply: float - capex_h2_preheating: float - capex_cooling_tower: float - capex_piping: float - capex_elec_instr: float - capex_buildings_storage_water: float - capex_misc: float - labor_cost_annual_operation: float - labor_cost_maintenance: float - labor_cost_admin_support: float - property_tax_insurance: float - land_cost: float - installation_cost: float - - -@define -class SteelCostModelOutputs(SteelCosts): - """ - Outputs of the steel cost model, extending the SteelCosts data with total - cost calculations and specific cost components related to the operation and - installation of a steel production plant. - - Attributes: - total_plant_cost (float): - The total capital expenditure (CapEx) for the steel plant. - total_fixed_operating_cost (float): - The total annual operating expenditure (OpEx), including labor, - maintenance, administrative support, and property tax/insurance. - labor_cost_fivemonth (float): - Cost of labor for the first five months of operation, often used in startup - cost calculations. - maintenance_materials_onemonth (float): - Cost of maintenance materials for one month of operation. - non_fuel_consumables_onemonth (float): - Cost of non-fuel consumables for one month of operation. - waste_disposal_onemonth (float): - Cost of waste disposal for one month of operation. - monthly_energy_cost (float): - Cost of energy (electricity, natural gas, etc.) for one month of operation. - spare_parts_cost (float): - Cost of spare parts as part of the initial investment. - misc_owners_costs (float): - Miscellaneous costs incurred by the owner, including but not limited to, - initial supply stock, safety equipment, and initial training programs. - """ - - total_plant_cost: float - total_fixed_operating_cost: float - labor_cost_fivemonth: float - maintenance_materials_onemonth: float - non_fuel_consumables_onemonth: float - waste_disposal_onemonth: float - monthly_energy_cost: float - spare_parts_cost: float - misc_owners_costs: float - - -@define -class SteelCapacityModelConfig: - """ - Configuration inputs for the steel capacity sizing model, including plant capacity and - feedstock details. - - Attributes: - hydrogen_amount_kgpy Optional (float): The amount of hydrogen available in kilograms - per year to make steel. - desired_steel_mtpy Optional (float): The amount of desired steel production in - metric tons per year. - input_capacity_factor_estimate (float): The estimated steel plant capacity factor. - feedstocks (Feedstocks): An instance of the `Feedstocks` class detailing the - costs and consumption rates of resources used in production. - """ - - input_capacity_factor_estimate: float - feedstocks: Feedstocks - hydrogen_amount_kgpy: float | None = field(default=None) - desired_steel_mtpy: float | None = field(default=None) - - def __attrs_post_init__(self): - if self.hydrogen_amount_kgpy is None and self.desired_steel_mtpy is None: - raise ValueError("`hydrogen_amount_kgpy` or `desired_steel_mtpy` is a required input.") - - if self.hydrogen_amount_kgpy and self.desired_steel_mtpy: - raise ValueError( - "can only select one input: `hydrogen_amount_kgpy` or `desired_steel_mtpy`." - ) - - -@define -class SteelCapacityModelOutputs: - """ - Outputs from the steel size model. - - Attributes: - steel_plant_size_mtpy (float): If amount of hydrogen in kilograms per year is input, - the size of the steel plant in metric tons per year is output. - hydrogen_amount_kgpy (float): If amount of steel production in metric tons per year is - input, the amount of necessary hydrogen feedstock in kilograms per year is output. - """ - - steel_plant_capacity_mtpy: float - hydrogen_amount_kgpy: float - - -def run_size_steel_plant_capacity( - config: SteelCapacityModelConfig, -) -> SteelCapacityModelOutputs: - """ - Calculates either the annual steel production in metric tons based on plant capacity and - available hydrogen or the amount of required hydrogen based on a desired steel production. - - Args: - config (SteelCapacityModelConfig): - Configuration object containing all necessary parameters for the capacity sizing, - including capacity factor estimate and feedstock costs. - - Returns: - SteelCapacityModelOutputs: An object containing steel plant capacity in metric tons - per year and amount of hydrogen required in kilograms per year. - - """ - - if config.hydrogen_amount_kgpy: - steel_plant_capacity_mtpy = ( - config.hydrogen_amount_kgpy - / 1000 - / config.feedstocks.hydrogen_consumption - * config.input_capacity_factor_estimate - ) - hydrogen_amount_kgpy = config.hydrogen_amount_kgpy - - if config.desired_steel_mtpy: - hydrogen_amount_kgpy = ( - config.desired_steel_mtpy - * 1000 - * config.feedstocks.hydrogen_consumption - / config.input_capacity_factor_estimate - ) - steel_plant_capacity_mtpy = ( - config.desired_steel_mtpy / config.input_capacity_factor_estimate - ) - - return SteelCapacityModelOutputs( - steel_plant_capacity_mtpy=steel_plant_capacity_mtpy, - hydrogen_amount_kgpy=hydrogen_amount_kgpy, - ) - - -def run_steel_model(plant_capacity_mtpy: float, plant_capacity_factor: float) -> float: - """ - Calculates the annual steel production in metric tons based on plant capacity and - capacity factor. - - Args: - plant_capacity_mtpy (float): - The plant's annual capacity in metric tons per year. - plant_capacity_factor (float): - The capacity factor of the plant. - - Returns: - float: The calculated annual steel production in metric tons per year. - """ - steel_production_mtpy = plant_capacity_mtpy * plant_capacity_factor - - return steel_production_mtpy - - -def run_steel_cost_model(config: SteelCostModelConfig) -> SteelCostModelOutputs: - """ - Calculates the capital expenditure (CapEx) and operating expenditure (OpEx) for - a steel manufacturing plant based on the provided configuration. - - Args: - config (SteelCostModelConfig): - Configuration object containing all necessary parameters for the cost - model, including plant capacity, feedstock costs, and integration options - for oxygen and heat. - - Returns: - SteelCostModelOutputs: An object containing detailed breakdowns of capital and - operating costs, as well as total plant cost and other financial metrics. - - Note: - The calculation includes various cost components such as electric arc furnace - (EAF) casting, shaft furnace, oxygen supply, hydrogen preheating, cooling tower, - and more, adjusted based on the Chemical Engineering Plant Cost Index (CEPCI). - """ - feedstocks = config.feedstocks - - model_year_CEPCI = 816.0 # 2022 - equation_year_CEPCI = 708.8 # 2021 - - capex_eaf_casting = ( - model_year_CEPCI / equation_year_CEPCI * 352191.5237 * config.plant_capacity_mtpy**0.456 - ) - capex_shaft_furnace = ( - model_year_CEPCI / equation_year_CEPCI * 489.68061 * config.plant_capacity_mtpy**0.88741 - ) - capex_oxygen_supply = ( - model_year_CEPCI / equation_year_CEPCI * 1715.21508 * config.plant_capacity_mtpy**0.64574 - ) - if config.o2_heat_integration: - capex_h2_preheating = ( - model_year_CEPCI - / equation_year_CEPCI - * (1 - 0.4) - * (45.69123 * config.plant_capacity_mtpy**0.86564) - ) # Optimistic ballpark estimate of 60% reduction in preheating - capex_cooling_tower = ( - model_year_CEPCI - / equation_year_CEPCI - * (1 - 0.3) - * (2513.08314 * config.plant_capacity_mtpy**0.63325) - ) # Optimistic ballpark estimate of 30% reduction in cooling - else: - capex_h2_preheating = ( - model_year_CEPCI / equation_year_CEPCI * 45.69123 * config.plant_capacity_mtpy**0.86564 - ) - capex_cooling_tower = ( - model_year_CEPCI - / equation_year_CEPCI - * 2513.08314 - * config.plant_capacity_mtpy**0.63325 - ) - capex_piping = ( - model_year_CEPCI / equation_year_CEPCI * 11815.72718 * config.plant_capacity_mtpy**0.59983 - ) - capex_elec_instr = ( - model_year_CEPCI / equation_year_CEPCI * 7877.15146 * config.plant_capacity_mtpy**0.59983 - ) - capex_buildings_storage_water = ( - model_year_CEPCI / equation_year_CEPCI * 1097.81876 * config.plant_capacity_mtpy**0.8 - ) - capex_misc = ( - model_year_CEPCI / equation_year_CEPCI * 7877.1546 * config.plant_capacity_mtpy**0.59983 - ) - - total_plant_cost = ( - capex_eaf_casting - + capex_shaft_furnace - + capex_oxygen_supply - + capex_h2_preheating - + capex_cooling_tower - + capex_piping - + capex_elec_instr - + capex_buildings_storage_water - + capex_misc - ) - - # -------------------------------Fixed O&M Costs------------------------------ - - labor_cost_annual_operation = ( - 69375996.9 - * ((config.plant_capacity_mtpy / 365 * 1000) ** 0.25242) - / ((1162077 / 365 * 1000) ** 0.25242) - ) - labor_cost_maintenance = 0.00863 * total_plant_cost - labor_cost_admin_support = 0.25 * (labor_cost_annual_operation + labor_cost_maintenance) - - property_tax_insurance = 0.02 * total_plant_cost - - total_fixed_operating_cost = ( - labor_cost_annual_operation - + labor_cost_maintenance - + labor_cost_admin_support - + property_tax_insurance - ) - - # ---------------------- Owner's (Installation) Costs -------------------------- - labor_cost_fivemonth = ( - 5 / 12 * (labor_cost_annual_operation + labor_cost_maintenance + labor_cost_admin_support) - ) - - maintenance_materials_onemonth = ( - feedstocks.maintenance_materials_unitcost * config.plant_capacity_mtpy / 12 - ) - non_fuel_consumables_onemonth = ( - config.plant_capacity_mtpy - * ( - feedstocks.raw_water_consumption * feedstocks.raw_water_unitcost - + feedstocks.lime_consumption - * (feedstocks.lime_unitcost + feedstocks.lime_transport_cost) - + feedstocks.carbon_consumption - * (feedstocks.carbon_unitcost + feedstocks.carbon_transport_cost) - + feedstocks.iron_ore_consumption - * (feedstocks.iron_ore_pellet_unitcost + feedstocks.iron_ore_pellet_transport_cost) - ) - / 12 - ) - - waste_disposal_onemonth = ( - config.plant_capacity_mtpy - * feedstocks.slag_disposal_unitcost - * feedstocks.slag_production - / 12 - ) - - monthly_energy_cost = ( - config.plant_capacity_mtpy - * ( - feedstocks.hydrogen_consumption * config.lcoh * 1000 - + feedstocks.natural_gas_consumption - * feedstocks.natural_gas_prices[str(config.operational_year)] - + feedstocks.electricity_consumption * feedstocks.electricity_cost - ) - / 12 - ) - two_percent_tpc = 0.02 * total_plant_cost - - fuel_consumables_60day_supply_cost = ( - config.plant_capacity_mtpy - * ( - feedstocks.raw_water_consumption * feedstocks.raw_water_unitcost - + feedstocks.lime_consumption - * (feedstocks.lime_unitcost + feedstocks.lime_transport_cost) - + feedstocks.carbon_consumption - * (feedstocks.carbon_unitcost + feedstocks.carbon_transport_cost) - + feedstocks.iron_ore_consumption - * (feedstocks.iron_ore_pellet_unitcost + feedstocks.iron_ore_pellet_transport_cost) - ) - / 365 - * 60 - ) - - spare_parts_cost = 0.005 * total_plant_cost - land_cost = 0.775 * config.plant_capacity_mtpy - misc_owners_costs = 0.15 * total_plant_cost - - installation_cost = ( - labor_cost_fivemonth - + two_percent_tpc - + fuel_consumables_60day_supply_cost - + spare_parts_cost - + misc_owners_costs - ) - - return SteelCostModelOutputs( - # CapEx - capex_eaf_casting=capex_eaf_casting, - capex_shaft_furnace=capex_shaft_furnace, - capex_oxygen_supply=capex_oxygen_supply, - capex_h2_preheating=capex_h2_preheating, - capex_cooling_tower=capex_cooling_tower, - capex_piping=capex_piping, - capex_elec_instr=capex_elec_instr, - capex_buildings_storage_water=capex_buildings_storage_water, - capex_misc=capex_misc, - total_plant_cost=total_plant_cost, - # Fixed OpEx - labor_cost_annual_operation=labor_cost_annual_operation, - labor_cost_maintenance=labor_cost_maintenance, - labor_cost_admin_support=labor_cost_admin_support, - property_tax_insurance=property_tax_insurance, - total_fixed_operating_cost=total_fixed_operating_cost, - # Owner's Installation costs - labor_cost_fivemonth=labor_cost_fivemonth, - maintenance_materials_onemonth=maintenance_materials_onemonth, - non_fuel_consumables_onemonth=non_fuel_consumables_onemonth, - waste_disposal_onemonth=waste_disposal_onemonth, - monthly_energy_cost=monthly_energy_cost, - spare_parts_cost=spare_parts_cost, - land_cost=land_cost, - misc_owners_costs=misc_owners_costs, - installation_cost=installation_cost, - ) - - -@define -class SteelFinanceModelConfig: - """ - Configuration for the steel finance model, including plant characteristics, financial - assumptions, and cost inputs. - - Attributes: - plant_life (int): The operational lifetime of the plant in years. - plant_capacity_mtpy (float): Plant capacity in metric tons per year. - plant_capacity_factor (float): - The fraction of the year the plant operates at full capacity. - steel_production_mtpy (float): Annual steel production in metric tons. - lcoh (float): Levelized cost of hydrogen. - grid_prices (Dict[str, float]): Electricity prices per unit. - feedstocks (Feedstocks): - The feedstocks required for steel production, including types and costs. - costs (Union[SteelCosts, SteelCostModelOutputs]): - Calculated CapEx and OpEx costs. - o2_heat_integration (bool): Indicates if oxygen and heat integration is used. - financial_assumptions (Dict[str, float]): - Financial assumptions for model calculations. - install_years (int): The number of years over which the plant is installed. - gen_inflation (float): General inflation rate. - save_plots (bool): select whether or not to save output plots - show_plots (bool): select whether or not to show output plots during run - output_dir (str): where to store any saved plots or data - design_scenario_id (int): what design scenario the plots correspond to - """ - - plant_life: int - plant_capacity_mtpy: float - plant_capacity_factor: float - steel_production_mtpy: float - lcoh: float - grid_prices: dict[str, float] - feedstocks: Feedstocks - costs: SteelCosts | SteelCostModelOutputs - o2_heat_integration: bool = True - financial_assumptions: dict[str, float] = Factory(dict) - install_years: int = 3 - gen_inflation: float = 0.00 - save_plots: bool = False - show_plots: bool = False - output_dir: str = "./output/" - design_scenario_id: int = 0 - - -@define -class SteelFinanceModelOutputs: - """ - Represents the outputs of the steel finance model, encapsulating the results of financial - analysis for steel production. - - Attributes: - sol (dict): - A dictionary containing the solution to the financial model, including key - financial indicators such as NPV (Net Present Value), IRR (Internal Rate of - Return), and breakeven price. - summary (dict): - A summary of key results from the financial analysis, providing a - high-level overview of financial metrics and performance indicators. - price_breakdown (pd.DataFrame): - A Pandas DataFrame detailing the cost breakdown for producing steel, - including both capital and operating expenses, as well as the impact of - various cost factors on the overall price of steel. - """ - - sol: dict - summary: dict - price_breakdown: pd.DataFrame - - -def run_steel_finance_model( - config: SteelFinanceModelConfig, -) -> SteelFinanceModelOutputs: - """ - Executes the financial model for steel production, calculating the breakeven price - of steel and other financial metrics based on the provided configuration and cost - models. - - This function integrates various cost components, including capital expenditures - (CapEx), operating expenses (OpEx), and owner's costs. It leverages the ProFAST - financial analysis software framework. - - Args: - config (SteelFinanceModelConfig): - Configuration object containing all necessary parameters and assumptions - for the financial model, including plant characteristics, cost inputs, - financial assumptions, and grid prices. - - Returns: - SteelFinanceModelOutputs: - Object containing detailed financial analysis results, including solution - metrics, summary values, price breakdown, and steel price breakdown per - metric ton. This output is instrumental in assessing the financial performance - and breakeven price for the steel production facility. - """ - - feedstocks = config.feedstocks - costs = config.costs - - # Set up ProFAST - pf = ProFAST.ProFAST("blank") - - # apply all params passed through from config - for param, val in config.financial_assumptions.items(): - pf.set_params(param, val) - - analysis_start = int([*config.grid_prices][0]) - config.install_years - - # Fill these in - can have most of them as 0 also - pf.set_params( - "commodity", - { - "name": "Steel", - "unit": "metric tons", - "initial price": 1000, - "escalation": config.gen_inflation, - }, - ) - pf.set_params("capacity", config.plant_capacity_mtpy / 365) # units/day - pf.set_params("maintenance", {"value": 0, "escalation": config.gen_inflation}) - pf.set_params("analysis start year", analysis_start) - pf.set_params("operating life", config.plant_life) - pf.set_params("installation months", 12 * config.install_years) - pf.set_params( - "installation cost", - { - "value": costs.installation_cost, - "depr type": "Straight line", - "depr period": 4, - "depreciable": False, - }, - ) - pf.set_params("non depr assets", costs.land_cost) - pf.set_params( - "end of proj sale non depr assets", - costs.land_cost * (1 + config.gen_inflation) ** config.plant_life, - ) - pf.set_params("demand rampup", 5.3) - pf.set_params("long term utilization", config.plant_capacity_factor) - pf.set_params("credit card fees", 0) - pf.set_params("sales tax", 0) - pf.set_params("license and permit", {"value": 00, "escalation": config.gen_inflation}) - pf.set_params("rent", {"value": 0, "escalation": config.gen_inflation}) - pf.set_params("property tax and insurance", 0) - pf.set_params("admin expense", 0) - pf.set_params("sell undepreciated cap", True) - pf.set_params("tax losses monetized", True) - pf.set_params("general inflation rate", config.gen_inflation) - pf.set_params("debt type", "Revolving debt") - pf.set_params("cash onhand", 1) - - # ----------------------------------- Add capital items to ProFAST ---------------- - pf.add_capital_item( - name="EAF & Casting", - cost=costs.capex_eaf_casting, - depr_type="MACRS", - depr_period=7, - refurb=[0], - ) - pf.add_capital_item( - name="Shaft Furnace", - cost=costs.capex_shaft_furnace, - depr_type="MACRS", - depr_period=7, - refurb=[0], - ) - pf.add_capital_item( - name="Oxygen Supply", - cost=costs.capex_oxygen_supply, - depr_type="MACRS", - depr_period=7, - refurb=[0], - ) - pf.add_capital_item( - name="H2 Pre-heating", - cost=costs.capex_h2_preheating, - depr_type="MACRS", - depr_period=7, - refurb=[0], - ) - pf.add_capital_item( - name="Cooling Tower", - cost=costs.capex_cooling_tower, - depr_type="MACRS", - depr_period=7, - refurb=[0], - ) - pf.add_capital_item( - name="Piping", - cost=costs.capex_piping, - depr_type="MACRS", - depr_period=7, - refurb=[0], - ) - pf.add_capital_item( - name="Electrical & Instrumentation", - cost=costs.capex_elec_instr, - depr_type="MACRS", - depr_period=7, - refurb=[0], - ) - pf.add_capital_item( - name="Buildings, Storage, Water Service", - cost=costs.capex_buildings_storage_water, - depr_type="MACRS", - depr_period=7, - refurb=[0], - ) - pf.add_capital_item( - name="Other Miscellaneous Costs", - cost=costs.capex_misc, - depr_type="MACRS", - depr_period=7, - refurb=[0], - ) - - # -------------------------------------- Add fixed costs-------------------------------- - pf.add_fixed_cost( - name="Annual Operating Labor Cost", - usage=1, - unit="$/year", - cost=costs.labor_cost_annual_operation, - escalation=config.gen_inflation, - ) - pf.add_fixed_cost( - name="Maintenance Labor Cost", - usage=1, - unit="$/year", - cost=costs.labor_cost_maintenance, - escalation=config.gen_inflation, - ) - pf.add_fixed_cost( - name="Administrative & Support Labor Cost", - usage=1, - unit="$/year", - cost=costs.labor_cost_admin_support, - escalation=config.gen_inflation, - ) - pf.add_fixed_cost( - name="Property tax and insurance", - usage=1, - unit="$/year", - cost=costs.property_tax_insurance, - escalation=0.0, - ) - # Putting property tax and insurance here to zero out depcreciation/escalation. Could instead - # put it in set_params if we think that is more accurate - - # ---------------------- Add feedstocks, note the various cost options------------------- - pf.add_feedstock( - name="Maintenance Materials", - usage=1.0, - unit="Units per metric ton of steel", - cost=feedstocks.maintenance_materials_unitcost, - escalation=config.gen_inflation, - ) - pf.add_feedstock( - name="Raw Water Withdrawal", - usage=feedstocks.raw_water_consumption, - unit="metric tons of water per metric ton of steel", - cost=feedstocks.raw_water_unitcost, - escalation=config.gen_inflation, - ) - pf.add_feedstock( - name="Lime", - usage=feedstocks.lime_consumption, - unit="metric tons of lime per metric ton of steel", - cost=(feedstocks.lime_unitcost + feedstocks.lime_transport_cost), - escalation=config.gen_inflation, - ) - pf.add_feedstock( - name="Carbon", - usage=feedstocks.carbon_consumption, - unit="metric tons of carbon per metric ton of steel", - cost=(feedstocks.carbon_unitcost + feedstocks.carbon_transport_cost), - escalation=config.gen_inflation, - ) - pf.add_feedstock( - name="Iron Ore", - usage=feedstocks.iron_ore_consumption, - unit="metric tons of iron ore per metric ton of steel", - cost=(feedstocks.iron_ore_pellet_unitcost + feedstocks.iron_ore_pellet_transport_cost), - escalation=config.gen_inflation, - ) - pf.add_feedstock( - name="Hydrogen", - usage=feedstocks.hydrogen_consumption, - unit="metric tons of hydrogen per metric ton of steel", - cost=config.lcoh * 1000, - escalation=config.gen_inflation, - ) - pf.add_feedstock( - name="Natural Gas", - usage=feedstocks.natural_gas_consumption, - unit="GJ-LHV per metric ton of steel", - cost=feedstocks.natural_gas_prices, - escalation=config.gen_inflation, - ) - pf.add_feedstock( - name="Electricity", - usage=feedstocks.electricity_consumption, - unit="MWh per metric ton of steel", - cost=config.grid_prices, - escalation=config.gen_inflation, - ) - pf.add_feedstock( - name="Slag Disposal", - usage=feedstocks.slag_production, - unit="metric tons of slag per metric ton of steel", - cost=feedstocks.slag_disposal_unitcost, - escalation=config.gen_inflation, - ) - - pf.add_coproduct( - name="Oxygen sales", - usage=feedstocks.unused_oxygen, - unit="kg O2 per metric ton of steel", - cost=feedstocks.oxygen_market_price, - escalation=config.gen_inflation, - ) - - # ------------------------------ Set up outputs --------------------------- - - sol = pf.solve_price() - summary = pf.get_summary_vals() - price_breakdown = pf.get_cost_breakdown() - - if config.save_plots or config.show_plots: - output_dir = Path(config.output_dir).resolve() - savepaths = [ - output_dir / "figures/capex/", - output_dir / "figures/annual_cash_flow/", - output_dir / "figures/lcos_breakdown/", - output_dir / "data/", - ] - for savepath in savepaths: - if not savepath.exists(): - savepath.mkdir(parents=True) - - pf.plot_capital_expenses( - fileout=savepaths[0] / f"steel_capital_expense_{config.design_scenario_id}.pdf", - show_plot=config.show_plots, - ) - pf.plot_cashflow( - fileout=savepaths[1] / f"steel_cash_flow_{config.design_scenario_id}.png", - show_plot=config.show_plots, - ) - - pd.DataFrame.from_dict(data=pf.cash_flow_out).to_csv( - savepaths[3] / f"steel_cash_flow_{config.design_scenario_id}.csv" - ) - - pf.plot_costs( - savepaths[2] / f"lcos_{config.design_scenario_id}", - show_plot=config.show_plots, - ) - - return SteelFinanceModelOutputs( - sol=sol, - summary=summary, - price_breakdown=price_breakdown, - ) - - -def run_steel_full_model( - h2integrate_config: dict, - save_plots=False, - show_plots=False, - output_dir="./output/", - design_scenario_id=0, -) -> tuple[SteelCapacityModelOutputs, SteelCostModelOutputs, SteelFinanceModelOutputs]: - """ - Runs the full steel model, including capacity, cost, and finance models. - - Args: - h2integrate_config (dict): The configuration for the h2integrate model. - - Returns: - Tuple[SteelCapacityModelOutputs, SteelCostModelOutputs, SteelFinanceModelOutputs]: - A tuple containing the outputs of the steel capacity, cost, and finance models. - """ - # this is likely to change as we refactor to use config dataclasses, but for now - # we'll just copy the config and modify it as needed - config = copy.deepcopy(h2integrate_config) - - if config["steel"]["costs"]["lcoh"] != config["steel"]["finances"]["lcoh"]: - msg = ( - "steel cost LCOH and steel finance LCOH are not equal. You must specify both values" - " or neither. If neither is specified, LCOH will be calculated." - ) - raise ValueError(msg) - - steel_costs = config["steel"]["costs"] - steel_capacity = config["steel"]["capacity"] - feedstocks = Feedstocks(**steel_costs["feedstocks"]) - - # run steel capacity model to get steel plant size - # uses hydrogen amount from electrolyzer physics model - capacity_config = SteelCapacityModelConfig(feedstocks=feedstocks, **steel_capacity) - steel_capacity = run_size_steel_plant_capacity(capacity_config) - - # run steel cost model - steel_costs["feedstocks"] = feedstocks - steel_cost_config = SteelCostModelConfig( - plant_capacity_mtpy=steel_capacity.steel_plant_capacity_mtpy, **steel_costs - ) - steel_cost_config.plant_capacity_mtpy = steel_capacity.steel_plant_capacity_mtpy - steel_costs = run_steel_cost_model(steel_cost_config) - - # run steel finance model - steel_finance = config["steel"]["finances"] - steel_finance["feedstocks"] = feedstocks - - steel_finance_config = SteelFinanceModelConfig( - plant_capacity_mtpy=steel_capacity.steel_plant_capacity_mtpy, - plant_capacity_factor=capacity_config.input_capacity_factor_estimate, - steel_production_mtpy=run_steel_model( - steel_capacity.steel_plant_capacity_mtpy, - capacity_config.input_capacity_factor_estimate, - ), - costs=steel_costs, - show_plots=show_plots, - save_plots=save_plots, - output_dir=output_dir, - design_scenario_id=design_scenario_id, - **steel_finance, - ) - steel_finance = run_steel_finance_model(steel_finance_config) - - return (steel_capacity, steel_costs, steel_finance) diff --git a/h2integrate/storage/hydrogen/eco_storage.py b/h2integrate/storage/hydrogen/eco_storage.py deleted file mode 100644 index 59a47c88c..000000000 --- a/h2integrate/storage/hydrogen/eco_storage.py +++ /dev/null @@ -1,223 +0,0 @@ -import numpy as np -from attrs import field, define - -from h2integrate.core.utilities import BaseConfig, merge_shared_inputs -from h2integrate.core.validators import contains -from h2integrate.core.model_baseclasses import CostModelBaseClass -from h2integrate.simulation.technologies.hydrogen.h2_storage.mch.mch_cost import MCHStorage - - -# TODO: fix import structure in future refactor - - -from h2integrate.simulation.technologies.hydrogen.h2_storage.storage_sizing import hydrogen_storage_capacity # noqa: E501 # fmt: skip # isort:skip -from h2integrate.simulation.technologies.hydrogen.h2_storage.salt_cavern.salt_cavern import SaltCavernStorage # noqa: E501 # fmt: skip # isort:skip -from h2integrate.simulation.technologies.hydrogen.h2_storage.lined_rock_cavern.lined_rock_cavern import LinedRockCavernStorage # noqa: E501 # fmt: skip # isort:skip - - -@define -class H2StorageModelConfig(BaseConfig): - commodity_name: str = field(default="hydrogen") - commodity_units: str = field(default="kg") - electrolyzer_rating_mw_for_h2_storage_sizing: float | None = field(default=None) - size_capacity_from_demand: dict = field(default={"flag": True}) - capacity_from_max_on_turbine_storage: bool = field(default=False) - type: str = field( - default="salt_cavern", - validator=contains(["salt_cavern", "lined_rock_cavern", "none", "mch"]), - ) - days: int = field(default=0) - cost_year: int = field(default=2018, converter=int, validator=contains([2018, 2021])) - - def __attrs_post_init__(self): - if self.type == "mch": - self.cost_year = 2024 - else: - self.cost_year = 2018 - - -class H2Storage(CostModelBaseClass): - def initialize(self): - super().initialize() - self.options.declare("verbose", types=bool, default=False) - - def setup(self): - self.config = H2StorageModelConfig.from_dict( - merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") - ) - - super().setup() - - self.add_input( - "hydrogen_in", - val=0.0, - shape_by_conn=True, - units="kg/h", - ) - - self.add_input( - "rated_h2_production_kg_pr_hr", - val=0.0, - units="kg/h", - desc="Rated hydrogen production of electrolyzer", - ) - self.add_input("efficiency", val=0.0, desc="Average efficiency of the electrolyzer") - - def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - ########### initialize output dictionary ########### - h2_storage_results = {} - - storage_max_fill_rate = np.max(inputs["hydrogen_in"]) - - ########### get hydrogen storage size in kilograms ########### - ##################### no hydrogen storage - if self.config.type == "none": - h2_storage_capacity_kg = 0.0 - storage_max_fill_rate = 0.0 - - ##################### get storage capacity from hydrogen storage demand - elif self.config.size_capacity_from_demand["flag"]: - if self.config.electrolyzer_rating_mw_for_h2_storage_sizing is None: - raise ( - ValueError( - "h2 storage input battery_electricity_discharge must be specified \ - if size_capacity_from_demand is True." - ) - ) - hydrogen_storage_demand = np.mean( - inputs["hydrogen_in"] - ) # TODO: update demand based on end-use needs - results_dict = { - "Hydrogen Hourly Production [kg/hr]": inputs["hydrogen_in"], - "Sim: Average Efficiency [%-HHV]": inputs["efficiency"], - } - ( - hydrogen_demand_kgphr, - hydrogen_storage_capacity_kg, - hydrogen_storage_duration_hr, - hydrogen_storage_soc, - ) = hydrogen_storage_capacity( - results_dict, - self.config.electrolyzer_rating_mw_for_h2_storage_sizing, - hydrogen_storage_demand, - ) - h2_storage_capacity_kg = hydrogen_storage_capacity_kg - h2_storage_results["hydrogen_storage_duration_hr"] = hydrogen_storage_duration_hr - h2_storage_results["hydrogen_storage_soc"] = hydrogen_storage_soc - - ##################### get storage capacity based on storage days in config - else: - storage_hours = self.config.days * 24 - h2_storage_capacity_kg = round(storage_hours * storage_max_fill_rate) - - h2_storage_results["h2_storage_capacity_kg"] = h2_storage_capacity_kg - h2_storage_results["h2_storage_max_fill_rate_kg_hr"] = storage_max_fill_rate - - ########### run specific hydrogen storage models for costs and energy use ########### - if self.config.type == "none": - h2_storage_results["storage_capex"] = 0.0 - h2_storage_results["storage_opex"] = 0.0 - h2_storage_results["storage_energy"] = 0.0 - h2_storage_results["cost_year"] = 2018 - - h2_storage = None - - elif self.config.type == "salt_cavern": - # initialize dictionary for salt cavern storage parameters - storage_input = {} - - # pull parameters from plant_config file - storage_input["h2_storage_kg"] = h2_storage_capacity_kg - storage_input["system_flow_rate"] = storage_max_fill_rate - storage_input["model"] = "papadias" - - # run salt cavern storage model - h2_storage = SaltCavernStorage(storage_input) - - h2_storage.salt_cavern_capex() - h2_storage.salt_cavern_opex() - - h2_storage_results["storage_capex"] = h2_storage.output_dict[ - "salt_cavern_storage_capex" - ] - h2_storage_results["storage_opex"] = h2_storage.output_dict["salt_cavern_storage_opex"] - h2_storage_results["storage_energy"] = 0.0 - h2_storage_results["cost_year"] = 2018 - - elif self.config.type == "lined_rock_cavern": - # initialize dictionary for salt cavern storage parameters - storage_input = {} - - # pull parameters from plat_config file - storage_input["h2_storage_kg"] = h2_storage_capacity_kg - storage_input["system_flow_rate"] = storage_max_fill_rate - storage_input["model"] = "papadias" - - # run salt cavern storage model - h2_storage = LinedRockCavernStorage(storage_input) - - h2_storage.lined_rock_cavern_capex() - h2_storage.lined_rock_cavern_opex() - - h2_storage_results["storage_capex"] = h2_storage.output_dict[ - "lined_rock_cavern_storage_capex" - ] - h2_storage_results["storage_opex"] = h2_storage.output_dict[ - "lined_rock_cavern_storage_opex" - ] - h2_storage_results["storage_energy"] = 0.0 - h2_storage_results["cost_year"] = 2018 # TODO: check - - elif self.config.type == "mch": - if not self.config.size_capacity_from_demand["flag"]: - msg = ( - "To use MCH hydrogen storage, the size_capacity_from_demand " - "flag must be True." - ) - raise ValueError(msg) - - max_rated_h2 = np.max( - [inputs["rated_h2_production_kg_pr_hr"][0], storage_max_fill_rate] - ) - h2_charge_discharge = np.diff(hydrogen_storage_soc, prepend=False) - h2_charged_idx = np.argwhere(h2_charge_discharge > 0).flatten() - annual_h2_stored = sum([h2_charge_discharge[i] for i in h2_charged_idx]) - - h2_storage = MCHStorage( - max_H2_production_kg_pr_hr=max_rated_h2, - hydrogen_storage_capacity_kg=h2_storage_capacity_kg, - hydrogen_demand_kg_pr_hr=hydrogen_demand_kgphr, - annual_hydrogen_stored_kg_pr_yr=annual_h2_stored, - ) - h2_storage_costs = h2_storage.run_costs() - h2_storage_results["storage_capex"] = h2_storage_costs["mch_capex"] - h2_storage_results["storage_opex"] = ( - h2_storage_costs["mch_variable_om"] + h2_storage_costs["mch_opex"] - ) - h2_storage_results["storage_energy"] = 0.0 - h2_storage_results["cost_year"] = 2024 - - else: - msg = ( - "H2 storage type %s was given, but must be one of ['none', 'turbine', 'pipe'," - " 'pressure_vessel', 'salt_cavern', 'lined_rock_cavern', 'mch']" - ) - raise ValueError(msg) - - if self.options["verbose"]: - print("\nH2 Storage Results:") - print("H2 storage capex: ${:,.0f}".format(h2_storage_results["storage_capex"])) - print("H2 storage annual opex: ${:,.0f}/yr".format(h2_storage_results["storage_opex"])) - print( - "H2 storage capacity (metric tons): ", - h2_storage_results["h2_storage_capacity_kg"] / 1000, - ) - if h2_storage_results["h2_storage_capacity_kg"] > 0: - print( - "H2 storage cost $/kg of H2: ", - h2_storage_results["storage_capex"] - / h2_storage_results["h2_storage_capacity_kg"], - ) - - outputs["CapEx"] = h2_storage_results["storage_capex"] - outputs["OpEx"] = h2_storage_results["storage_opex"] diff --git a/h2integrate/storage/hydrogen/h2_storage_cost.py b/h2integrate/storage/hydrogen/h2_storage_cost.py index 20c693cfb..e5e17867c 100644 --- a/h2integrate/storage/hydrogen/h2_storage_cost.py +++ b/h2integrate/storage/hydrogen/h2_storage_cost.py @@ -1,15 +1,11 @@ +import numpy as np from attrs import field, define from openmdao.utils import units from h2integrate.core.utilities import BaseConfig, merge_shared_inputs from h2integrate.core.validators import contains, gte_zero, range_val from h2integrate.core.model_baseclasses import CostModelBaseClass - - -# TODO: fix import structure in future refactor -from h2integrate.simulation.technologies.hydrogen.h2_storage.lined_rock_cavern.lined_rock_cavern import LinedRockCavernStorage # noqa: E501 # fmt: skip # isort:skip -from h2integrate.simulation.technologies.hydrogen.h2_storage.salt_cavern.salt_cavern import SaltCavernStorage # noqa: E501 # fmt: skip # isort:skip -from h2integrate.simulation.technologies.hydrogen.h2_storage.pipe_storage import UndergroundPipeStorage # noqa: E501 # fmt: skip # isort:skip +from h2integrate.storage.hydrogen.h2_transport.h2_compression import Compressor @define @@ -129,16 +125,17 @@ def make_storage_input_dict(self, inputs): inputs["max_capacity"], f"({self.config.commodity_units})*h", "kg" ) - # convert charge rate to kg/h - # TODO: update to kg/day as a bug-fix + # convert charge rate to kg/day (required for storage models) storage_max_fill_rate = units.convert_units( - inputs["max_charge_rate"], f"{self.config.commodity_units}", "kg/h" + inputs["max_charge_rate"], f"{self.config.commodity_units}", "kg/d" ) storage_input["h2_storage_kg"] = max_capacity_kg[0] - # below should be in kg/day - storage_input["system_flow_rate"] = storage_max_fill_rate[0] + # system_flow_rate must be in kg/day + # NOTE: I believe this conversion is a bug and should not be divided by 24. + # To make the code consistent with previous behavior, I will not change it now. + storage_input["system_flow_rate"] = storage_max_fill_rate[0] / 24 # kg/day to kg/hr return storage_input @@ -149,57 +146,394 @@ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): class LinedRockCavernStorageCostModel(HydrogenStorageBaseCostModel): - def initialize(self): - super().initialize() - - def setup(self): - super().setup() + """ + Author: Kaitlin Brunik + Created: 7/20/2023 + Institution: National Renewable Energy Lab + Description: This file outputs capital and operational costs of lined rock cavern + hydrogen storage. + It needs to be updated to with operational dynamics. + Costs are in 2018 USD + + Sources: + - [1] Papadias 2021: https://www.sciencedirect.com/science/article/pii/S0360319921030834?via%3Dihub + - [2] Papadias 2021: Bulk Hydrogen as Function of Capacity.docx documentation at + hydrogen_storage.md in the docs + - [3] HDSAM V4.0 Gaseous H2 Geologic Storage sheet + """ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + """ + Calculates the installed capital cost and operation and maintenance costs for lined rock + cavern hydrogen storage. + + Args: + inputs: OpenMDAO inputs containing: + - max_capacity: total capacity of hydrogen storage [kg] + - max_charge_rate: hydrogen storage charge rate [kg/h] + + Returns via outputs: + - CapEx (float): the installed capital cost in 2018 [USD] (including compressor) + - OpEx (float): the OPEX (annual, fixed) in 2018 excluding electricity costs [USD/yr] + + Additional parameters from storage_input: + - h2_storage_kg (float): total capacity of hydrogen storage [kg] + - system_flow_rate (float): [kg/day] + - labor_rate (float): (default: 37.40) [$2018/hr] + - insurance (float): (default: 1%) [decimal percent] - % of total investment + - property_taxes (float): (default: 1%) [decimal percent] - % of total investment + - licensing_permits (float): (default: 0.1%) [decimal percent] - % of total investment + - compressor_om (float): (default: 4%) [decimal percent] - % of compressor investment + - facility_om (float): (default: 1%) [decimal percent] - % of facility investment + minus compressor investment + """ storage_input = self.make_storage_input_dict(inputs) - h2_storage = LinedRockCavernStorage(storage_input) - h2_storage.lined_rock_cavern_capex() - h2_storage.lined_rock_cavern_opex() + # Extract input parameters + h2_storage_kg = storage_input["h2_storage_kg"] # [kg] + system_flow_rate = storage_input["system_flow_rate"] # [kg/day] + labor_rate = storage_input.get("labor_rate", 37.39817) # $(2018)/hr + insurance = storage_input.get("insurance", 1 / 100) # % of total capital investment + property_taxes = storage_input.get( + "property_taxes", 1 / 100 + ) # % of total capital investment + licensing_permits = storage_input.get( + "licensing_permits", 0.1 / 100 + ) # % of total capital investment + comp_om = storage_input.get("compressor_om", 4 / 100) # % of compressor capital investment + facility_om = storage_input.get( + "facility_om", 1 / 100 + ) # % of facility capital investment minus compressor capital investment + + # ============================================================================ + # Calculate CAPEX + # ============================================================================ + # Installed capital cost per kg from Papadias [2] + # Coefficients for lined rock cavern storage cost equation + a = 0.095803 + b = 1.5868 + c = 10.332 + # Calculate installed capital cost per kg using exponential fit + lined_rock_cavern_storage_capex_per_kg = np.exp( + a * (np.log(h2_storage_kg / 1000)) ** 2 - b * np.log(h2_storage_kg / 1000) + c + ) # 2019 [USD] from Papadias [2] + installed_capex = lined_rock_cavern_storage_capex_per_kg * h2_storage_kg + cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 + installed_capex = cepci_overall * installed_capex + + # ============================================================================ + # Calculate compressor costs + # ============================================================================ + outlet_pressure = 200 # Max outlet pressure of lined rock cavern in [1] [bar] + n_compressors = 2 + storage_compressor = Compressor( + outlet_pressure, system_flow_rate, n_compressors=n_compressors + ) + storage_compressor.compressor_power() + motor_rating, power = storage_compressor.compressor_system_power() + # Check if motor rating exceeds maximum, add additional compressor if needed + if motor_rating > 1600: + n_compressors += 1 + storage_compressor = Compressor( + outlet_pressure, system_flow_rate, n_compressors=n_compressors + ) + storage_compressor.compressor_power() + motor_rating, power = storage_compressor.compressor_system_power() + comp_capex, comp_OM = storage_compressor.compressor_costs() + cepci = 1.36 / 1.29 # convert from $2016 to $2018 + comp_capex = comp_capex * cepci + + # ============================================================================ + # Calculate OPEX + # ============================================================================ + # Operations and Maintenance costs [3] + # Labor + # Base case is 1 operator, 24 hours a day, 7 days a week for a 100,000 kg/day + # average capacity facility. Scaling factor of 0.25 is used for other sized facilities + annual_hours = 8760 * (system_flow_rate / 100000) ** 0.25 + overhead = 0.5 + labor = (annual_hours * labor_rate) * (1 + overhead) # Burdened labor cost + insurance_cost = insurance * installed_capex + property_taxes_cost = property_taxes * installed_capex + licensing_permits_cost = licensing_permits * installed_capex + comp_op_maint = comp_om * comp_capex + facility_op_maint = facility_om * (installed_capex - comp_capex) + + # O&M excludes electricity requirements + total_om = ( + labor + + insurance_cost + + licensing_permits_cost + + property_taxes_cost + + comp_op_maint + + facility_op_maint + ) - outputs["CapEx"] = h2_storage.output_dict["lined_rock_cavern_storage_capex"] - outputs["OpEx"] = h2_storage.output_dict["lined_rock_cavern_storage_opex"] + outputs["CapEx"] = installed_capex + outputs["OpEx"] = total_om class SaltCavernStorageCostModel(HydrogenStorageBaseCostModel): - def initialize(self): - super().initialize() - - def setup(self): - super().setup() + """ + Author: Kaitlin Brunik + Created: 7/20/2023 + Institution: National Renewable Energy Lab + Description: This file outputs capital and operational costs of salt cavern hydrogen storage. + It needs to be updated to with operational dynamics. + Costs are in 2018 USD + + Sources: + - [1] Papadias 2021: https://www.sciencedirect.com/science/article/pii/S0360319921030834?via%3Dihub + - [2] Papadias 2021: Bulk Hydrogen as Function of Capacity.docx documentation at + hydrogen_storage.md in the docs + - [3] HDSAM V4.0 Gaseous H2 Geologic Storage sheet + """ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + """ + Calculates the installed capital cost and operation and maintenance costs for salt cavern + hydrogen storage. + + Args: + inputs: OpenMDAO inputs containing: + - max_capacity: total capacity of hydrogen storage [kg] + - max_charge_rate: hydrogen storage charge rate [kg/h] + + Returns via outputs: + - CapEx (float): the installed capital cost in 2018 [USD] (including compressor) + - OpEx (float): the OPEX (annual, fixed) in 2018 excluding electricity costs [USD/yr] + + Additional parameters from storage_input: + - h2_storage_kg (float): total capacity of hydrogen storage [kg] + - system_flow_rate (float): [kg/day] + - labor_rate (float): (default: 37.40) [$2018/hr] + - insurance (float): (default: 1%) [decimal percent] - % of total investment + - property_taxes (float): (default: 1%) [decimal percent] - % of total investment + - licensing_permits (float): (default: 0.1%) [decimal percent] - % of total investment + - compressor_om (float): (default: 4%) [decimal percent] - % of compressor investment + - facility_om (float): (default: 1%) [decimal percent] - % of facility investment + minus compressor investment + """ storage_input = self.make_storage_input_dict(inputs) - h2_storage = SaltCavernStorage(storage_input) - h2_storage.salt_cavern_capex() - h2_storage.salt_cavern_opex() + # Extract input parameters + h2_storage_kg = storage_input["h2_storage_kg"] # [kg] + system_flow_rate = storage_input["system_flow_rate"] # [kg/day] + labor_rate = storage_input.get("labor_rate", 37.39817) # $(2018)/hr + insurance = storage_input.get("insurance", 1 / 100) # % of total capital investment + property_taxes = storage_input.get( + "property_taxes", 1 / 100 + ) # % of total capital investment + licensing_permits = storage_input.get( + "licensing_permits", 0.1 / 100 + ) # % of total capital investment + comp_om = storage_input.get("compressor_om", 4 / 100) # % of compressor capital investment + facility_om = storage_input.get( + "facility_om", 1 / 100 + ) # % of facility capital investment minus compressor capital investment + + # ============================================================================ + # Calculate CAPEX + # ============================================================================ + # Installed capital cost per kg from Papadias [2] + # Coefficients for salt cavern storage cost equation + a = 0.092548 + b = 1.6432 + c = 10.161 + # Calculate installed capital cost per kg using exponential fit + salt_cavern_storage_capex_per_kg = np.exp( + a * (np.log(h2_storage_kg / 1000)) ** 2 - b * np.log(h2_storage_kg / 1000) + c + ) # 2019 [USD] from Papadias [2] + installed_capex = salt_cavern_storage_capex_per_kg * h2_storage_kg + cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 + installed_capex = cepci_overall * installed_capex + + # ============================================================================ + # Calculate compressor costs + # ============================================================================ + outlet_pressure = 120 # Max outlet pressure of salt cavern in [1] [bar] + n_compressors = 2 + storage_compressor = Compressor( + outlet_pressure, system_flow_rate, n_compressors=n_compressors + ) + storage_compressor.compressor_power() + motor_rating, power = storage_compressor.compressor_system_power() + # Check if motor rating exceeds maximum, add additional compressor if needed + if motor_rating > 1600: + n_compressors += 1 + storage_compressor = Compressor( + outlet_pressure, system_flow_rate, n_compressors=n_compressors + ) + storage_compressor.compressor_power() + motor_rating, power = storage_compressor.compressor_system_power() + comp_capex, comp_OM = storage_compressor.compressor_costs() + cepci = 1.36 / 1.29 # convert from $2016 to $2018 + comp_capex = comp_capex * cepci + + # ============================================================================ + # Calculate OPEX + # ============================================================================ + # Operations and Maintenance costs [3] + # Labor + # Base case is 1 operator, 24 hours a day, 7 days a week for a 100,000 kg/day + # average capacity facility. Scaling factor of 0.25 is used for other sized facilities + annual_hours = 8760 * (system_flow_rate / 100000) ** 0.25 + overhead = 0.5 + labor = (annual_hours * labor_rate) * (1 + overhead) # Burdened labor cost + insurance_cost = insurance * installed_capex + property_taxes_cost = property_taxes * installed_capex + licensing_permits_cost = licensing_permits * installed_capex + comp_op_maint = comp_om * comp_capex + facility_op_maint = facility_om * (installed_capex - comp_capex) + + # O&M excludes electricity requirements + total_om = ( + labor + + insurance_cost + + licensing_permits_cost + + property_taxes_cost + + comp_op_maint + + facility_op_maint + ) - outputs["CapEx"] = h2_storage.output_dict["salt_cavern_storage_capex"] - outputs["OpEx"] = h2_storage.output_dict["salt_cavern_storage_opex"] + outputs["CapEx"] = installed_capex + outputs["OpEx"] = total_om class PipeStorageCostModel(HydrogenStorageBaseCostModel): - def initialize(self): - super().initialize() - - def setup(self): - super().setup() + """ + Author: Kaitlin Brunik + Updated: 7/20/2023 + Institution: National Renewable Energy Lab + Description: This file outputs capital and operational costs of underground pipeline hydrogen + storage. It needs to be updated to with operational dynamics and physical size + (footprint and mass). + Oversize pipe: pipe OD = 24'' schedule 60 [1] + Max pressure: 100 bar + Costs are in 2018 USD + + Sources: + - [1] Papadias 2021: https://www.sciencedirect.com/science/article/pii/S0360319921030834?via%3Dihub + - [2] Papadias 2021: Bulk Hydrogen as Function of Capacity.docx documentation at + hydrogen_storage.md in the docs + - [3] HDSAM V4.0 Gaseous H2 Geologic Storage sheet + """ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + """ + Calculates the installed capital cost and operation and maintenance costs for underground + pipe hydrogen storage. + + Args: + inputs: OpenMDAO inputs containing: + - max_capacity: total capacity of hydrogen storage [kg] + - max_charge_rate: hydrogen storage charge rate [kg/h] + + Returns via outputs: + - CapEx (float): the installed capital cost in 2018 [USD] (including compressor) + - OpEx (float): the OPEX (annual, fixed) in 2018 excluding electricity costs [USD/yr] + + Additional parameters from storage_input: + - h2_storage_kg (float): total capacity of hydrogen storage [kg] + - system_flow_rate (float): [kg/day] + - labor_rate (float): (default: 37.40) [$2018/hr] + - insurance (float): (default: 1%) [decimal percent] - % of total investment + - property_taxes (float): (default: 1%) [decimal percent] - % of total investment + - licensing_permits (float): (default: 0.1%) [decimal percent] - % of total investment + - compressor_om (float): (default: 4%) [decimal percent] - % of compressor investment + - facility_om (float): (default: 1%) [decimal percent] - % of facility investment + minus compressor investment + Notes: + - Oversize pipe: pipe OD = 24'' schedule 60 + - Max pressure: 100 bar + - compressor_output_pressure must be 100 bar for underground pipe storage + """ storage_input = self.make_storage_input_dict(inputs) - # compressor_output_pressure must be 100 bar or else an error will be thrown - storage_input.update({"compressor_output_pressure": 100}) - h2_storage = UndergroundPipeStorage(storage_input) - - h2_storage.pipe_storage_capex() - h2_storage.pipe_storage_opex() + # Extract input parameters + h2_storage_kg = storage_input["h2_storage_kg"] # [kg] + system_flow_rate = storage_input["system_flow_rate"] # [kg/day] + labor_rate = storage_input.get("labor_rate", 37.39817) # $(2018)/hr + insurance = storage_input.get("insurance", 1 / 100) # % of total capital investment + property_taxes = storage_input.get( + "property_taxes", 1 / 100 + ) # % of total capital investment + licensing_permits = storage_input.get( + "licensing_permits", 0.1 / 100 + ) # % of total capital investment + comp_om = storage_input.get("compressor_om", 4 / 100) # % of compressor capital investment + facility_om = storage_input.get( + "facility_om", 1 / 100 + ) # % of facility capital investment minus compressor capital investment + + # compressor_output_pressure must be 100 bar for underground pipe storage + compressor_output_pressure = 100 # [bar] + + # ============================================================================ + # Calculate CAPEX + # ============================================================================ + # Installed capital cost per kg from Papadias [2] + # Coefficients for underground pipe storage cost equation + a = 0.0041617 + b = 0.060369 + c = 6.4581 + # Calculate installed capital cost per kg using exponential fit + pipe_storage_capex_per_kg = np.exp( + a * (np.log(h2_storage_kg / 1000)) ** 2 - b * np.log(h2_storage_kg / 1000) + c + ) # 2019 [USD] from Papadias [2] + installed_capex = pipe_storage_capex_per_kg * h2_storage_kg + cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 + installed_capex = cepci_overall * installed_capex + + # ============================================================================ + # Calculate compressor costs + # ============================================================================ + outlet_pressure = ( + compressor_output_pressure # Max outlet pressure of underground pipe storage [1] [bar] + ) + n_compressors = 2 + storage_compressor = Compressor( + outlet_pressure, system_flow_rate, n_compressors=n_compressors + ) + storage_compressor.compressor_power() + motor_rating, power = storage_compressor.compressor_system_power() + # Check if motor rating exceeds maximum, add additional compressor if needed + if motor_rating > 1600: + n_compressors += 1 + storage_compressor = Compressor( + outlet_pressure, system_flow_rate, n_compressors=n_compressors + ) + storage_compressor.compressor_power() + motor_rating, power = storage_compressor.compressor_system_power() + comp_capex, comp_OM = storage_compressor.compressor_costs() + cepci = 1.36 / 1.29 # convert from $2016 to $2018 + comp_capex = comp_capex * cepci + + # ============================================================================ + # Calculate OPEX + # ============================================================================ + # Operations and Maintenance costs [3] + # Labor + # Base case is 1 operator, 24 hours a day, 7 days a week for a 100,000 kg/day + # average capacity facility. Scaling factor of 0.25 is used for other sized facilities + annual_hours = 8760 * (system_flow_rate / 100000) ** 0.25 + overhead = 0.5 + labor = (annual_hours * labor_rate) * (1 + overhead) # Burdened labor cost + insurance_cost = insurance * installed_capex + property_taxes_cost = property_taxes * installed_capex + licensing_permits_cost = licensing_permits * installed_capex + comp_op_maint = comp_om * comp_capex + facility_op_maint = facility_om * (installed_capex - comp_capex) + + # O&M excludes electricity requirements + total_om = ( + labor + + insurance_cost + + licensing_permits_cost + + property_taxes_cost + + comp_op_maint + + facility_op_maint + ) - outputs["CapEx"] = h2_storage.output_dict["pipe_storage_capex"] - outputs["OpEx"] = h2_storage.output_dict["pipe_storage_opex"] + outputs["CapEx"] = installed_capex + outputs["OpEx"] = total_om diff --git a/h2integrate/simulation/technologies/iron/martin_ore/__init__.py b/h2integrate/storage/hydrogen/h2_transport/__init__.py similarity index 100% rename from h2integrate/simulation/technologies/iron/martin_ore/__init__.py rename to h2integrate/storage/hydrogen/h2_transport/__init__.py diff --git a/h2integrate/simulation/technologies/hydrogen/h2_transport/data_tables/pipe_dimensions_metric.csv b/h2integrate/storage/hydrogen/h2_transport/data_tables/pipe_dimensions_metric.csv similarity index 98% rename from h2integrate/simulation/technologies/hydrogen/h2_transport/data_tables/pipe_dimensions_metric.csv rename to h2integrate/storage/hydrogen/h2_transport/data_tables/pipe_dimensions_metric.csv index 409fda019..9a1ded5e1 100644 --- a/h2integrate/simulation/technologies/hydrogen/h2_transport/data_tables/pipe_dimensions_metric.csv +++ b/h2integrate/storage/hydrogen/h2_transport/data_tables/pipe_dimensions_metric.csv @@ -1,44 +1,44 @@ -DN,Outer diameter [mm],S 5S,S 10,S 10S,S 20,S 30,S Std,S 40,S 40S,S60,S XS,S 80,S 80S,S 100,S 120,S 140,S 160,S XXS -6,10.29,0.889,,1.245,1.245,1.448,1.727,1.727,1.727,,2.413,2.413,2.413,,,,, -8,13.72,1.245,,1.651,1.651,1.854,2.235,2.235,2.235,,3.023,3.023,3.023,,,,, -10,17.15,1.245,,1.651,1.651,1.854,2.311,2.311,2.311,,3.2,3.2,3.2,,,,, -15,21.34,1.651,,2.108,2.108,2.413,2.769,2.769,2.769,,3.734,3.734,3.734,,,,4.775,7.468 -20,26.67,1.651,,2.108,2.108,2.413,2.87,2.87,2.87,,3.912,3.912,3.912,,,,5.563,7.823 -25,33.4,1.651,,2.769,2.769,2.896,3.378,3.378,3.378,,4.547,4.547,4.547,,,,6.35,9.093 -32,42.16,1.651,,2.769,2.769,2.972,3.556,3.556,3.556,,4.851,4.851,4.851,,,,6.35,9.703 -40,48.26,1.651,,2.769,2.769,3.175,3.683,3.683,3.683,,5.08,5.08,5.08,,,,7.137,10.16 -50,60.33,1.651,,2.769,2.769,3.175,3.912,3.912,3.912,,5.537,5.537,5.537,,,,8.738,11.074 -65,73.03,2.108,,3.048,3.048,4.775,5.156,5.156,5.156,,7.01,7.01,7.01,,,,9.525,14.021 -80,88.9,2.108,,3.048,3.048,4.775,5.486,5.486,5.486,,7.62,7.62,7.62,,,,8.839,15.24 -90,101.6,2.108,,3.048,3.048,4.775,5.74,5.74,5.74,,8.077,8.077,8.077,,,,,16.154 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+900,914.4,,7.925,,12.7,15.875,9.525,19.05,9.525,,12.7,,,,,,, +1000,1016,,,,,,9.525,,,,12.7,,,,,,,25.4 +1050,1066.8,,,,,,9.525,,,,12.7,,,,,,,25.4 +1100,1117.6,,,,,,9.525,,,,12.7,,,,,,,25.4 +1150,1168.4,,,,,,9.525,,,,12.7,,,,,,,25.4 +1200,1219.2,,,,,,9.525,,,,12.7,,,,,,,25.4 +1300,1320.8,,,,,,9.525,,,,12.7,,,,,,,25.4 +1400,1422.4,,,,,,9.525,,,,12.7,,,,,,,25.4 +1500,1524,,,,,,9.525,,,,12.7,,,,,,,25.4 +1600,1625.6,,,,,,9.525,,,,12.7,,,,,,,25.4 +1700,1727.2,,,,,,9.525,,,,12.7,,,,,,,25.4 +1800,1828.8,,,,,,9.525,,,,12.7,,,,,,,25.4 diff --git a/h2integrate/simulation/technologies/hydrogen/h2_transport/data_tables/steel_costs_per_kg.csv b/h2integrate/storage/hydrogen/h2_transport/data_tables/steel_costs_per_kg.csv similarity index 94% rename from h2integrate/simulation/technologies/hydrogen/h2_transport/data_tables/steel_costs_per_kg.csv rename to h2integrate/storage/hydrogen/h2_transport/data_tables/steel_costs_per_kg.csv index f2da36654..3d5700fef 100644 --- a/h2integrate/simulation/technologies/hydrogen/h2_transport/data_tables/steel_costs_per_kg.csv +++ b/h2integrate/storage/hydrogen/h2_transport/data_tables/steel_costs_per_kg.csv @@ -1,10 +1,10 @@ -Specification No.,Grade,Price [$/kg] -API 5L,B,1.8 -API 5L,X42,2.2 -API 5L,X46,2.4 -API 5L,X52,2.8 -API 5L,X56,2.9 -API 5L,X60,3.2 -API 5L,X65,4.3 -API 5L,X70,6.5 -API 5L,X80,10 +Specification No.,Grade,Price [$/kg] +API 5L,B,1.8 +API 5L,X42,2.2 +API 5L,X46,2.4 +API 5L,X52,2.8 +API 5L,X56,2.9 +API 5L,X60,3.2 +API 5L,X65,4.3 +API 5L,X70,6.5 +API 5L,X80,10 diff --git a/h2integrate/simulation/technologies/hydrogen/h2_transport/data_tables/steel_mechanical_props.csv b/h2integrate/storage/hydrogen/h2_transport/data_tables/steel_mechanical_props.csv similarity index 96% rename from h2integrate/simulation/technologies/hydrogen/h2_transport/data_tables/steel_mechanical_props.csv rename to h2integrate/storage/hydrogen/h2_transport/data_tables/steel_mechanical_props.csv index 9ebe6366a..8ef7f6a9e 100644 --- a/h2integrate/simulation/technologies/hydrogen/h2_transport/data_tables/steel_mechanical_props.csv +++ b/h2integrate/storage/hydrogen/h2_transport/data_tables/steel_mechanical_props.csv @@ -1,11 +1,11 @@ -Specification No.,Grade,SMYS [Mpa],SMYS [ksi],SMTS [Mpa],SMTS [ksi] -API 5L,A25,172,25,310,45 -API 5L,A,207,30,331,48 -API 5L,B,241,35,414,60 -API 5L,X42,290,42,414,60 -API 5L,X52,317,52,455,66 -API 5L,X56,386,56,490,71 -API 5L,X60,414,60,517,75 -API 5L,X65,448,65,531,77 -API 5L,X70,483,70,565,82 -API 5L,X80,552,80,621,90 +Specification No.,Grade,SMYS [Mpa],SMYS [ksi],SMTS [Mpa],SMTS [ksi] +API 5L,A25,172,25,310,45 +API 5L,A,207,30,331,48 +API 5L,B,241,35,414,60 +API 5L,X42,290,42,414,60 +API 5L,X52,317,52,455,66 +API 5L,X56,386,56,490,71 +API 5L,X60,414,60,517,75 +API 5L,X65,448,65,531,77 +API 5L,X70,483,70,565,82 +API 5L,X80,552,80,621,90 diff --git a/h2integrate/simulation/technologies/hydrogen/h2_transport/h2_compression.py b/h2integrate/storage/hydrogen/h2_transport/h2_compression.py similarity index 98% rename from h2integrate/simulation/technologies/hydrogen/h2_transport/h2_compression.py rename to h2integrate/storage/hydrogen/h2_transport/h2_compression.py index 749606e62..fd534555e 100644 --- a/h2integrate/simulation/technologies/hydrogen/h2_transport/h2_compression.py +++ b/h2integrate/storage/hydrogen/h2_transport/h2_compression.py @@ -22,8 +22,8 @@ def __init__( """ Parameters: --------------- - p_outlet: oulet pressure (bar) - flow_Rate_kg_d: mass flow rate in kg/day + p_outlet: outlet pressure (bar) + flow_rate_kg_d: mass flow rate in kg/day """ self.p_inlet = p_inlet # bar self.p_outlet = p_outlet # bar diff --git a/h2integrate/storage/hydrogen/test/test_hydrogen_storage.py b/h2integrate/storage/hydrogen/test/test_hydrogen_storage.py index ffdd91ca1..8fcfefef9 100644 --- a/h2integrate/storage/hydrogen/test/test_hydrogen_storage.py +++ b/h2integrate/storage/hydrogen/test/test_hydrogen_storage.py @@ -167,3 +167,195 @@ def test_buried_pipe_storage(plant_config, subtests): assert pytest.approx(np.sum(prob.get_val("sys.VarOpEx")), rel=1e-6) == 0.0 with subtests.test("Cost year"): assert prob.get_val("sys.cost_year") == 2018 + + +def test_lined_rock_cavern_capex_per_kg(plant_config): + """Test based on original test_lined_rock_storage.py with 1M kg storage capacity.""" + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": 1000000, + "max_charge_rate": 100000 / 24, # 100000 kg/day converted to kg/h + } + } + } + prob = om.Problem() + comp = LinedRockCavernStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.run_model() + + # Calculate expected capex per kg + h2_storage_kg = 1000000 + a = 0.095803 + b = 1.5868 + c = 10.332 + capex_per_kg = np.exp( + a * (np.log(h2_storage_kg / 1000)) ** 2 - b * np.log(h2_storage_kg / 1000) + c + ) + cepci_overall = 1.29 / 1.30 + expected_capex = cepci_overall * capex_per_kg * h2_storage_kg + + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-6) == expected_capex + + +def test_lined_rock_cavern_1M_kg(plant_config, subtests): + """Test lined rock cavern with 1M kg capacity matching original unit tests.""" + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": 1000000, + "max_charge_rate": 100000 / 24, # 100000 kg/day converted to kg/h + } + } + } + prob = om.Problem() + comp = LinedRockCavernStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.run_model() + + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-5) == 51136144.673 + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("sys.OpEx")[0], rel=1e-5) == 1833238.1260644312 + with subtests.test("VarOpEx"): + assert pytest.approx(np.sum(prob.get_val("sys.VarOpEx")), rel=1e-6) == 0.0 + with subtests.test("Cost year"): + assert prob.get_val("sys.cost_year") == 2018 + + +def test_salt_cavern_capex_per_kg(plant_config): + """Test based on original test_salt_cavern_storage.py with 1M kg storage capacity.""" + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": 1000000, + "max_charge_rate": 100000 / 24, # 100000 kg/day converted to kg/h + } + } + } + prob = om.Problem() + comp = SaltCavernStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.run_model() + + # Calculate expected capex per kg + h2_storage_kg = 1000000 + a = 0.092548 + b = 1.6432 + c = 10.161 + capex_per_kg = np.exp( + a * (np.log(h2_storage_kg / 1000)) ** 2 - b * np.log(h2_storage_kg / 1000) + c + ) + cepci_overall = 1.29 / 1.30 + expected_capex = cepci_overall * capex_per_kg * h2_storage_kg + + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-6) == expected_capex + + +def test_salt_cavern_1M_kg(plant_config, subtests): + """Test salt cavern with 1M kg capacity matching original unit tests.""" + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": 1000000, + "max_charge_rate": 100000 / 24, # 100000 kg/day converted to kg/h + } + } + } + prob = om.Problem() + comp = SaltCavernStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.run_model() + + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-5) == 24992482.4198 + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("sys.OpEx")[0], rel=1e-5) == 1015928.3388478106 + with subtests.test("VarOpEx"): + assert pytest.approx(np.sum(prob.get_val("sys.VarOpEx")), rel=1e-6) == 0.0 + with subtests.test("Cost year"): + assert prob.get_val("sys.cost_year") == 2018 + + +def test_pipe_storage_capex_per_kg(plant_config): + """Test based on original test_underground_pipe_storage.py with 1M kg storage capacity.""" + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": 1000000, + "max_charge_rate": 100000 / 24, # 100000 kg/day converted to kg/h + } + } + } + prob = om.Problem() + comp = PipeStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.run_model() + + # Calculate expected capex per kg + h2_storage_kg = 1000000 + a = 0.0041617 + b = 0.060369 + c = 6.4581 + capex_per_kg = np.exp( + a * (np.log(h2_storage_kg / 1000)) ** 2 - b * np.log(h2_storage_kg / 1000) + c + ) + cepci_overall = 1.29 / 1.30 + expected_capex = cepci_overall * capex_per_kg * h2_storage_kg + + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-6) == expected_capex + + +def test_pipe_storage_1M_kg(plant_config, subtests): + """Test underground pipe storage with 1M kg capacity matching original unit tests.""" + tech_config_dict = { + "model_inputs": { + "shared_parameters": { + "max_capacity": 1000000, + "max_charge_rate": 100000 / 24, # 100000 kg/day converted to kg/h + } + } + } + prob = om.Problem() + comp = PipeStorageCostModel( + plant_config=plant_config, + tech_config=tech_config_dict, + driver_config={}, + ) + prob.model.add_subsystem("sys", comp) + prob.setup() + prob.run_model() + + with subtests.test("CapEx"): + assert pytest.approx(prob.get_val("sys.CapEx")[0], rel=1e-5) == 508745483.851 + with subtests.test("OpEx"): + assert pytest.approx(prob.get_val("sys.OpEx")[0], rel=1e-5) == 16010851.734082155 + with subtests.test("VarOpEx"): + assert pytest.approx(np.sum(prob.get_val("sys.VarOpEx")), rel=1e-6) == 0.0 + with subtests.test("Cost year"): + assert prob.get_val("sys.cost_year") == 2018 diff --git a/h2integrate/storage/hydrogen/test/test_tol_mch_storage.py b/h2integrate/storage/hydrogen/test/test_tol_mch_storage.py index 7f703ae93..79dd90862 100644 --- a/h2integrate/storage/hydrogen/test/test_tol_mch_storage.py +++ b/h2integrate/storage/hydrogen/test/test_tol_mch_storage.py @@ -4,120 +4,6 @@ from pytest import approx, fixture from h2integrate.storage.hydrogen.mch_storage import MCHTOLStorageCostModel -from h2integrate.simulation.technologies.hydrogen.h2_storage.mch.mch_cost import MCHStorage - - -@fixture -def tol_mch_storage(): - # Test values are based on Supplementary Table 3 of - # https://doi.org/10.1038/s41467-024-53189-2 - Dc_tpd = 304 - Hc_tpd = 304 - As_tpy = 35000 - Ms_tpy = 16200 - in_dict = { - "max_H2_production_kg_pr_hr": (Hc_tpd + Dc_tpd) * 1e3 / 24, - "hydrogen_storage_capacity_kg": Ms_tpy * 1e3, - "hydrogen_demand_kg_pr_hr": Dc_tpd * 1e3 / 24, - "annual_hydrogen_stored_kg_pr_yr": As_tpy * 1e3, - } - - mch_storage = MCHStorage(**in_dict) - - return mch_storage - - -def test_init(): - # Test values are based on Supplementary Table 3 of - # https://doi.org/10.1038/s41467-024-53189-2 - Dc_tpd = 304 - Hc_tpd = 304 - As_tpy = 35000 - Ms_tpy = 16200 - in_dict = { - "max_H2_production_kg_pr_hr": (Hc_tpd + Dc_tpd) * 1e3 / 24, - "hydrogen_storage_capacity_kg": Ms_tpy * 1e3, - "hydrogen_demand_kg_pr_hr": Dc_tpd * 1e3 / 24, - "annual_hydrogen_stored_kg_pr_yr": As_tpy * 1e3, - } - mch_storage = MCHStorage(**in_dict) - - assert mch_storage.cost_year is not None - assert mch_storage.occ_coeff is not None - - -def test_sizing(tol_mch_storage, subtests): - # Test values are based on Supplementary Table 3 of - # https://doi.org/10.1038/s41467-024-53189-2 - Dc_tpd = 304 - Hc_tpd = 304 - As_tpy = 35000 - Ms_tpy = 16200 - with subtests.test("Dehydrogenation capacity"): - assert tol_mch_storage.Dc == approx(Dc_tpd, rel=1e-6) - with subtests.test("Hydrogenation capacity"): - assert tol_mch_storage.Hc == approx(Hc_tpd, rel=1e-6) - with subtests.test("Annual storage capacity"): - assert tol_mch_storage.As == approx(As_tpy, rel=1e-6) - with subtests.test("Maximum storage capacity"): - assert tol_mch_storage.Ms == approx(Ms_tpy, rel=1e-6) - - -def test_cost_calculation_methods(tol_mch_storage, subtests): - # Supplementary Table 3 - toc_actual = 639375591 - foc_actual = 10239180 - voc_actual = 17332229 - - max_cost_error_rel = 0.06 - capex = tol_mch_storage.calc_cost_value(*tol_mch_storage.occ_coeff) - fixed_om = tol_mch_storage.calc_cost_value(*tol_mch_storage.foc_coeff) - var_om = tol_mch_storage.calc_cost_value(*tol_mch_storage.voc_coeff) - with subtests.test("CapEx"): - assert capex == approx(toc_actual, rel=max_cost_error_rel) - with subtests.test("Fixed O&M"): - assert fixed_om == approx(foc_actual, rel=max_cost_error_rel) - with subtests.test("Variable O&M"): - assert var_om == approx(voc_actual, rel=max_cost_error_rel) - - -def test_run_costs(tol_mch_storage, subtests): - # Supplementary Table 3 - toc_actual = 639375591 - foc_actual = 10239180 - voc_actual = 17332229 - - max_cost_error_rel = 0.06 - cost_res = tol_mch_storage.run_costs() - - with subtests.test("CapEx"): - assert cost_res["mch_capex"] == approx(toc_actual, rel=max_cost_error_rel) - with subtests.test("Fixed O&M"): - assert cost_res["mch_opex"] == approx(foc_actual, rel=max_cost_error_rel) - with subtests.test("Variable O&M"): - assert cost_res["mch_variable_om"] == approx(voc_actual, rel=max_cost_error_rel) - - -def test_run_lcos(tol_mch_storage, subtests): - """ - This test is to highlight the difference between the LCOS when computed - using different methods from the same reference. - Specifically, the estimate_lcos and estimate_lcos_from_costs methods which - use Eq. 7 and Eq. 5 respectively from the source. - - Sources: - Breunig, H., Rosner, F., Saqline, S. et al. "Achieving gigawatt-scale green hydrogen - production and seasonal storage at industrial locations across the U.S." *Nat Commun* - **15**, 9049 (2024). https://doi.org/10.1038/s41467-024-53189-2 - """ - max_cost_error_rel = 0.06 - lcos_est = tol_mch_storage.estimate_lcos() - lcos_est_from_costs = tol_mch_storage.estimate_lcos_from_costs() - - with subtests.test("lcos equation"): - assert lcos_est == approx(2.05, rel=max_cost_error_rel) - with subtests.test("lcos equation from costs"): - assert lcos_est_from_costs == approx(2.05, rel=max_cost_error_rel) @fixture @@ -191,24 +77,6 @@ def test_mch_wrapper(plant_config, subtests): assert prob.get_val("sys.cost_year") == 2024 -def test_mch_ex1(subtests): - in_dict = { - "max_H2_production_kg_pr_hr": 14118.146788766157, - "hydrogen_storage_capacity_kg": 2081385.9326778147, - "hydrogen_demand_kg_pr_hr": 10775.824040553021, - "annual_hydrogen_stored_kg_pr_yr": 17878378.49459929, - } - mch_storage = MCHStorage(**in_dict) - cost_res = mch_storage.run_costs() - - with subtests.test("CapEx"): - assert pytest.approx(cost_res["mch_capex"], rel=1e-6) == 2.62304217 * 1e8 - with subtests.test("Fixed O&M"): - assert pytest.approx(cost_res["mch_opex"], rel=1e-6) == 7406935.548022923 - with subtests.test("Variable O&M"): - assert pytest.approx(cost_res["mch_variable_om"], rel=1e-6) == 9420636.00753175 - - def test_mch_wrapper_ex1(plant_config, subtests): # Ran Example 1 with MCH storage # Annual H2 Stored: 17878378.49459929 diff --git a/h2integrate/tools/eco/__init__.py b/h2integrate/tools/eco/__init__.py deleted file mode 100644 index 854517ca9..000000000 --- a/h2integrate/tools/eco/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -from .electrolysis import * -from .finance import * -from .utilities import * diff --git a/h2integrate/tools/eco/electrolysis.py b/h2integrate/tools/eco/electrolysis.py deleted file mode 100644 index e53b408b2..000000000 --- a/h2integrate/tools/eco/electrolysis.py +++ /dev/null @@ -1,282 +0,0 @@ -import warnings -from pathlib import Path - -import numpy as np -import pandas as pd -import matplotlib.pyplot as plt -from matplotlib import ticker - -from h2integrate.tools.eco.utilities import ceildiv -from h2integrate.simulation.technologies.hydrogen.electrolysis.run_h2_PEM import run_h2_PEM -from h2integrate.simulation.technologies.hydrogen.electrolysis.pem_mass_and_footprint import ( - mass as run_electrolyzer_mass, - footprint as run_electrolyzer_footprint, -) - - -def run_electrolyzer_physics( - hopp_results, - h2integrate_config, - wind_resource, - design_scenario, - show_plots=False, - save_plots=False, - output_dir="./output/", - verbose=False, -): - if isinstance(output_dir, str): - output_dir = Path(output_dir).resolve() - electrolyzer_size_mw = h2integrate_config["electrolyzer"]["rating"] - electrolyzer_capex_kw = h2integrate_config["electrolyzer"]["electrolyzer_capex"] - - # IF GRID CONNECTED - if h2integrate_config["project_parameters"]["grid_connection"]: - # NOTE: if grid-connected, it assumes that hydrogen demand is input and there is not - # multi-cluster control strategies. This capability exists at the cluster level, not at the - # system level. - if h2integrate_config["electrolyzer"]["sizing"]["hydrogen_dmd"] is not None: - grid_connection_scenario = "grid-only" - hydrogen_production_capacity_required_kgphr = h2integrate_config["electrolyzer"][ - "sizing" - ]["hydrogen_dmd"] - energy_to_electrolyzer_kw = [] - else: - grid_connection_scenario = "off-grid" - hydrogen_production_capacity_required_kgphr = [] - energy_to_electrolyzer_kw = np.ones(8760) * electrolyzer_size_mw * 1e3 - # IF NOT GRID CONNECTED - else: - hydrogen_production_capacity_required_kgphr = [] - grid_connection_scenario = "off-grid" - energy_to_electrolyzer_kw = np.asarray( - hopp_results["combined_hybrid_power_production_hopp"] - ) - - n_pem_clusters = int( - ceildiv( - round(electrolyzer_size_mw, 1), h2integrate_config["electrolyzer"]["cluster_rating_MW"] - ) - ) - - electrolyzer_real_capacity_kW = ( - n_pem_clusters * h2integrate_config["electrolyzer"]["cluster_rating_MW"] * 1e3 - ) - - if np.abs(electrolyzer_real_capacity_kW - (electrolyzer_size_mw * 1e3)) > 1.0: - electrolyzer_real_capacity_mw = electrolyzer_real_capacity_kW / 1e3 - cluster_cap_mw = h2integrate_config["electrolyzer"]["cluster_rating_MW"] - msg = ( - f"setting electrolyzer capacity to {electrolyzer_real_capacity_mw} MW. " - f"Input value of {electrolyzer_size_mw:.2f} MW is not a " - f"multiple of cluster capacity ({cluster_cap_mw} MW)" - ) - warnings.warn(msg, UserWarning) - ## run using greensteel model - pem_param_dict = { - "eol_eff_percent_loss": h2integrate_config["electrolyzer"]["eol_eff_percent_loss"], - "uptime_hours_until_eol": h2integrate_config["electrolyzer"]["uptime_hours_until_eol"], - "include_degradation_penalty": h2integrate_config["electrolyzer"][ - "include_degradation_penalty" - ], - "turndown_ratio": h2integrate_config["electrolyzer"]["turndown_ratio"], - } - - if "water_usage_gal_pr_kg" in h2integrate_config["electrolyzer"]: - pem_param_dict.update( - {"water_usage_gal_pr_kg": h2integrate_config["electrolyzer"]["water_usage_gal_pr_kg"]} - ) - if "curve_coeff" in h2integrate_config["electrolyzer"]: - pem_param_dict.update({"curve_coeff": h2integrate_config["electrolyzer"]["curve_coeff"]}) - - if "time_between_replacement" in h2integrate_config["electrolyzer"]: - msg = ( - "`time_between_replacement` as an input is deprecated. It is now calculated internally" - " and is output in electrolyzer_physics_results['H2_Results']['Time Until Replacement" - " [hrs]']." - ) - warnings.warn(msg) - - H2_Results, h2_ts, h2_tot, power_to_electrolyzer_kw = run_h2_PEM( - electrical_generation_timeseries=energy_to_electrolyzer_kw, - electrolyzer_size=electrolyzer_size_mw, - useful_life=h2integrate_config["project_parameters"][ - "project_lifetime" - ], # EG: should be in years for full plant life - only used in financial model - n_pem_clusters=n_pem_clusters, - pem_control_type=h2integrate_config["electrolyzer"]["pem_control_type"], - electrolyzer_direct_cost_kw=electrolyzer_capex_kw, - user_defined_pem_param_dictionary=pem_param_dict, - grid_connection_scenario=grid_connection_scenario, # if not offgrid, assumes steady h2 demand in kgphr for full year # noqa: E501 - hydrogen_production_capacity_required_kgphr=hydrogen_production_capacity_required_kgphr, - debug_mode=False, - verbose=verbose, - ) - - # calculate mass and foorprint of system - mass_kg = run_electrolyzer_mass(electrolyzer_size_mw) - footprint_m2 = run_electrolyzer_footprint(electrolyzer_size_mw) - - # store results for return - H2_Results.update({"system capacity [kW]": electrolyzer_real_capacity_kW}) - electrolyzer_physics_results = { - "H2_Results": H2_Results, - "capacity_factor": H2_Results["Life: Capacity Factor"], - "equipment_mass_kg": mass_kg, - "equipment_footprint_m2": footprint_m2, - "power_to_electrolyzer_kw": power_to_electrolyzer_kw, - } - - if verbose: - print("\nElectrolyzer Physics:") # 61837444.34555772 145297297.29729727 - print( - "H2 Produced Annually (metric tons): ", - H2_Results["Life: Annual H2 production [kg/year]"] * 1e-3, - ) - print( - "Max H2 hourly (metric tons): ", - max(H2_Results["Hydrogen Hourly Production [kg/hr]"]) * 1e-3, - ) - print( - "Max H2 daily (metric tons): ", - max( - np.convolve( - H2_Results["Hydrogen Hourly Production [kg/hr]"], - np.ones(24), - mode="valid", - ) - ) - * 1e-3, - ) - - prodrate = 1.0 / round(H2_Results["Rated BOL: Efficiency [kWh/kg]"], 2) # kg/kWh - roughest = power_to_electrolyzer_kw * prodrate - print("Energy to electrolyzer (kWh): ", sum(power_to_electrolyzer_kw)) - print( - "Energy per kg (kWh/kg): ", - H2_Results["Sim: Total Input Power [kWh]"] / H2_Results["Sim: Total H2 Produced [kg]"], - ) - print("Max hourly based on est kg/kWh (kg): ", max(roughest)) - print( - "Max daily rough est (metric tons): ", - max(np.convolve(roughest, np.ones(24), mode="valid")) * 1e-3, - ) - print( - "Electrolyzer Life Average Capacity Factor: ", - H2_Results["Life: Capacity Factor"], - ) - - if save_plots or show_plots: - N = 24 * 7 * 4 - fig, ax = plt.subplots(3, 2, sharex=True, sharey="row") - - wind_speed = [W[2] for W in wind_resource._data["data"]] - - # plt.title("4-week running average") - pad = 5 - ax[0, 0].annotate( - "Hourly", - xy=(0.5, 1), - xytext=(0, pad), - xycoords="axes fraction", - textcoords="offset points", - size="large", - ha="center", - va="baseline", - ) - ax[0, 1].annotate( - "4-week running average", - xy=(0.5, 1), - xytext=(0, pad), - xycoords="axes fraction", - textcoords="offset points", - size="large", - ha="center", - va="baseline", - ) - - ax[0, 0].plot(wind_speed) - convolved_wind_speed = np.convolve(wind_speed, np.ones(N) / (N), mode="valid") - ave_x = range(N, len(convolved_wind_speed) + N) - - ax[0, 1].plot(ave_x, convolved_wind_speed) - ax[0, 0].set(ylabel="Wind\n(m/s)", ylim=[0, 30], xlim=[0, len(wind_speed)]) - tick_spacing = 10 - ax[0, 0].yaxis.set_major_locator(ticker.MultipleLocator(tick_spacing)) - - y = h2integrate_config["electrolyzer"]["rating"] - ax[1, 0].plot(energy_to_electrolyzer_kw * 1e-3) - ax[1, 0].axhline(y=y, color="r", linestyle="--", label="Nameplate Capacity") - - convolved_energy_to_electrolyzer = np.convolve( - energy_to_electrolyzer_kw * 1e-3, np.ones(N) / (N), mode="valid" - ) - - ax[1, 1].plot( - ave_x, - convolved_energy_to_electrolyzer, - ) - ax[1, 1].axhline(y=y, color="r", linestyle="--", label="Nameplate Capacity") - ax[1, 0].set(ylabel="Electrolyzer \nPower (MW)", ylim=[0, 500], xlim=[0, len(wind_speed)]) - # ax[1].legend(frameon=False, loc="best") - tick_spacing = 200 - ax[1, 0].yaxis.set_major_locator(ticker.MultipleLocator(tick_spacing)) - ax[1, 0].text(1000, y + 0.1 * tick_spacing, "Electrolyzer Rating", color="r") - - ax[2, 0].plot( - electrolyzer_physics_results["H2_Results"]["Hydrogen Hourly Production [kg/hr]"] * 1e-3 - ) - convolved_hydrogen_production = np.convolve( - electrolyzer_physics_results["H2_Results"]["Hydrogen Hourly Production [kg/hr]"] * 1e-3, - np.ones(N) / (N), - mode="valid", - ) - ax[2, 1].plot( - ave_x, - convolved_hydrogen_production, - ) - tick_spacing = 2 - ax[2, 0].set( - xlabel="Hour", - ylabel="Hydrogen\n(metric tons/hr)", - # ylim=[0, 7000], - xlim=[0, len(H2_Results["Hydrogen Hourly Production [kg/hr]"])], - ) - ax[2, 0].yaxis.set_major_locator(ticker.MultipleLocator(tick_spacing)) - - ax[2, 1].set( - xlabel="Hour", - # ylim=[0, 7000], - xlim=[ - 4 * 7 * 24 - 1, - len(H2_Results["Hydrogen Hourly Production [kg/hr]"] + 4 * 7 * 24 + 2), - ], - ) - ax[2, 1].yaxis.set_major_locator(ticker.MultipleLocator(tick_spacing)) - - plt.tight_layout() - if save_plots: - savepaths = [ - output_dir / "figures/production/", - output_dir / "data/", - ] - for savepath in savepaths: - if not savepath.exists(): - savepath.mkdir(parents=True) - plt.savefig( - savepaths[0] / f"production_overview_{design_scenario['id']}.png", - transparent=True, - ) - pd.DataFrame.from_dict( - data={ - "Hydrogen Hourly Production [kg/hr]": H2_Results[ - "Hydrogen Hourly Production [kg/hr]" - ], - "Hourly Water Consumption [kg/hr]": electrolyzer_physics_results["H2_Results"][ - "Water Hourly Consumption [kg/hr]" - ], - } - ).to_csv(savepaths[1] / f"h2_flow_{design_scenario['id']}.csv") - if show_plots: - plt.show() - - return electrolyzer_physics_results diff --git a/h2integrate/tools/eco/finance.py b/h2integrate/tools/eco/finance.py deleted file mode 100644 index ccd89018e..000000000 --- a/h2integrate/tools/eco/finance.py +++ /dev/null @@ -1,1844 +0,0 @@ -from __future__ import annotations - -from pathlib import Path - -import numpy as np -import pandas as pd -import ProFAST # system financial model -import numpy_financial as npf -from attrs import field, define -from ORBIT import ProjectManager -from hopp.simulation import HoppInterface - - -def adjust_dollar_year(init_cost, init_dollar_year, adj_cost_year, costing_general_inflation): - """Adjust cost based on inflation. - - Args: - init_cost (dict, float, int, list, np.ndarrray): cost of item ($) - init_dollar_year (int): dollar-year of init_cost - adj_cost_year (int): dollar-year to adjust cost to - costing_general_inflation (float): inflation rate (%) - - Returns: - same type as init_cost: cost in dollar-year of adj_cost_year - """ - periods = adj_cost_year - init_dollar_year - if isinstance(init_cost, (float, int)): - adj_cost = -npf.fv(costing_general_inflation, periods, 0.0, init_cost) - elif isinstance(init_cost, dict): - adj_cost = {} - for key, val in init_cost.items(): - new_val = -npf.fv(costing_general_inflation, periods, 0.0, val) - adj_cost.update({key: new_val}) - elif isinstance(init_cost, (list, np.ndarray)): - adj_cost = np.zeros(len(init_cost)) - for i in range(len(init_cost)): - adj_cost[i] = -npf.fv(costing_general_inflation, periods, 0.0, init_cost[i]) - if isinstance(init_cost, list): - adj_cost = list(adj_cost) - - return adj_cost - - -@define -class WindCostConfig: - """ - Represents the inputs to the wind cost models - - Attributes: - design_scenario (Dict[str, str]): - Definition of plant subsystem locations (e.g. onshore platform, offshore, none, etc) - hopp_config (Dict[str, float]): - Configuration parameters for HOPP - h2integrate_config (Dict[str, float]): - Configuration parameters for H2Integrate - orbit_config (Dict[str, float], optional): - Required input structure for ORBIT - turbine_config (Dict[str, float], optional): - Configuration parameters specific to turbine - orbit_hybrid_electrical_export_config (Dict[str, float], optional): - Configuration parameters for hybrid electrical export in ORBIT, required if using a - different substation size for the hybrid plant than for the wind plant alone - weather (Union[list, tuple, numpy.ndarray], optional): - Array-like of wind speeds for ORBIT to use in determining installation time and costs - """ - - design_scenario: dict[str, str] - hopp_config: dict[str, float] - h2integrate_config: dict[str, float] - orbit_config: dict[str, float] | None = field(default={}) - turbine_config: dict[str, float] | None = field(default={}) - orbit_hybrid_electrical_export_config: dict[str, float] | None = field(default={}) - weather: list | tuple | np.ndarray | None = field(default=None) - hopp_interface: HoppInterface | None = field(default=None) - - -@define -class WindCostOutputs: - """ - Represents the outputs to the wind cost models. - - Attributes: - total_wind_cost_no_export (float): - Total wind cost without export system costs - total_used_export_system_costs (float): - Total used export system costs - annual_operating_cost_wind (float): - Annual operating cost for wind - installation_time (float, optional): - Estimated installation time in months (default: 0.0) - orbit_project (dict, optional): - Details of the ORBIT project (default: None) - """ - - total_wind_cost_no_export: float - annual_operating_cost_wind: float - installation_time: float = field(default=0.0) - total_used_export_system_costs: float | None = field(default=0.0) - orbit_project: dict | ProjectManager | None = field(default=None) - - -def run_wind_cost_model(wind_cost_inputs: WindCostConfig, verbose=False) -> WindCostOutputs: - if wind_cost_inputs.design_scenario["wind_location"] == "offshore": - # if per kw - project, orbit_hybrid_electrical_export_project = run_orbit( - wind_cost_inputs.orbit_config, - verbose=verbose, - weather=wind_cost_inputs.weather, - orbit_hybrid_electrical_export_config=wind_cost_inputs.orbit_hybrid_electrical_export_config, - ) - - ( - total_wind_cost_no_export, - total_used_export_system_costs, - ) = breakout_export_costs_from_orbit_results( - project, - wind_cost_inputs.h2integrate_config, - wind_cost_inputs.design_scenario, - ) - - if orbit_hybrid_electrical_export_project is not None: - ( - _, - total_used_export_system_costs, - ) = breakout_export_costs_from_orbit_results( - orbit_hybrid_electrical_export_project, - wind_cost_inputs.h2integrate_config, - wind_cost_inputs.design_scenario, - ) - - # WIND ONLY Total O&M expenses including fixed, variable, and capacity-based, $/year - # use values from hybrid substation if a hybrid plant - if orbit_hybrid_electrical_export_project is None: - annual_operating_cost_wind = ( - max(project.monthly_opex.values()) * 12 - ) # np.average(hopp_results["hybrid_plant"].wind.om_total_expense) - - else: - annual_operating_cost_wind = ( - max(orbit_hybrid_electrical_export_project.monthly_opex.values()) * 12 - ) - - if "installation_time" in wind_cost_inputs.h2integrate_config["project_parameters"]: - installation_time = wind_cost_inputs.h2integrate_config["project_parameters"][ - "installation_time" - ] - else: - installation_time = (project.installation_time / (365 * 24)) * (12.0 / 1.0) - - # if total amount - # TODO - return WindCostOutputs( - total_wind_cost_no_export=total_wind_cost_no_export, - total_used_export_system_costs=total_used_export_system_costs, - annual_operating_cost_wind=annual_operating_cost_wind, - installation_time=installation_time, - orbit_project=project, - ) - elif wind_cost_inputs.design_scenario["wind_location"] == "onshore": - total_wind_cost_no_export = ( - wind_cost_inputs.hopp_config["config"]["cost_info"]["wind_installed_cost_mw"] - * wind_cost_inputs.hopp_config["technologies"]["wind"]["num_turbines"] - * wind_cost_inputs.turbine_config["turbine_rating"] - ) - - annual_operating_cost_wind = wind_cost_inputs.hopp_interface.system.wind.om_total_expense[0] - - if "installation_time" in wind_cost_inputs.h2integrate_config["project_parameters"]: - installation_time = wind_cost_inputs.h2integrate_config["project_parameters"][ - "installation_time" - ] - else: - installation_time = 0 - - return WindCostOutputs( - total_wind_cost_no_export=total_wind_cost_no_export, - annual_operating_cost_wind=annual_operating_cost_wind, - installation_time=installation_time, - ) - else: - raise ValueError( - "Wind design location must either be 'onshore' or 'offshore', but currently " - f"'wind_location' is set to {wind_cost_inputs.design_scenario['wind_location']}." - ) - - -# Function to run orbit from provided inputs - this is just for wind costs -def run_orbit(orbit_config, verbose=False, weather=None, orbit_hybrid_electrical_export_config={}): - # set up ORBIT - project = ProjectManager(orbit_config, weather=weather) - - # run ORBIT - project.run(availability=orbit_config["installation_availability"]) - - # run ORBIT for hybrid substation if applicable - if orbit_hybrid_electrical_export_config == {}: - hybrid_substation_project = None - else: - hybrid_substation_project = ProjectManager( - orbit_hybrid_electrical_export_config, weather=weather - ) - hybrid_substation_project.run(availability=orbit_config["installation_availability"]) - - # print results if desired - if verbose: - print(f"Installation CapEx: {project.installation_capex/1e6:.0f} M") - print(f"System CapEx: {project.system_capex/1e6:.0f} M") - print(f"Turbine CapEx: {project.turbine_capex/1e6:.0f} M") - print(f"Soft CapEx: {project.soft_capex/1e6:.0f} M") - print(f"Total CapEx: {project.total_capex/1e6:.0f} M") - print(f"Annual OpEx Rate: {max(project.monthly_opex.values())*12:.0f} ") - print(f"\nInstallation Time: {project.installation_time:.0f} h") - print("\nN Substations: ", (project.phases["ElectricalDesign"].num_substations)) - print("N cables: ", (project.phases["ElectricalDesign"].num_cables)) - print("\n") - - # cable cost breakdown - print("Cable specific costs") - print( - "Export cable installation CAPEX: %.2f M USD" - % (project.phases["ExportCableInstallation"].installation_capex * 1e-6) - ) - print("\n") - - return project, hybrid_substation_project - - -def adjust_orbit_costs(orbit_project, h2integrate_config): - if ("expected_plant_cost" in h2integrate_config["finance_parameters"]["wind"]) and ( - h2integrate_config["finance_parameters"]["wind"]["expected_plant_cost"] != "none" - ): - wind_capex_multiplier = ( - h2integrate_config["finance_parameters"]["wind"]["expected_plant_cost"] * 1e9 - ) / orbit_project.total_capex - else: - wind_capex_multiplier = 1.0 - - wind_total_capex = orbit_project.total_capex * wind_capex_multiplier - wind_capex_breakdown = orbit_project.capex_breakdown - for key in wind_capex_breakdown.keys(): - wind_capex_breakdown[key] *= wind_capex_multiplier - - return wind_total_capex, wind_capex_breakdown, wind_capex_multiplier - - -def breakout_export_costs_from_orbit_results(orbit_project, h2integrate_config, design_scenario): - # adjust wind capex to meet expectations - wind_total_capex, wind_capex_breakdown, wind_capex_multiplier = adjust_orbit_costs( - orbit_project=orbit_project, h2integrate_config=h2integrate_config - ) - - # onshore substation cost not included in ORBIT costs by default, so add it separately - total_wind_installed_costs_with_export = wind_total_capex - - # breakout export system costs - array_cable_equipment_cost = wind_capex_breakdown["Array System"] - array_cable_installation_cost = wind_capex_breakdown["Array System Installation"] - total_array_cable_system_capex = array_cable_equipment_cost + array_cable_installation_cost - - export_cable_equipment_cost = wind_capex_breakdown[ - "Export System" - ] # this should include the onshore substation - export_cable_installation_cost = wind_capex_breakdown["Export System Installation"] - substation_equipment_cost = wind_capex_breakdown["Offshore Substation"] - substation_installation_cost = wind_capex_breakdown["Offshore Substation Installation"] - total_export_cable_system_capex = export_cable_equipment_cost + export_cable_installation_cost - - total_offshore_substation_capex = substation_equipment_cost + substation_installation_cost - - total_electrical_export_system_cost = ( - total_array_cable_system_capex - + total_offshore_substation_capex - + total_export_cable_system_capex - ) - - ## adjust wind cost to remove export - if design_scenario["transportation"] == "hvdc+pipeline": - unused_export_system_cost = 0.0 - elif ( - design_scenario["electrolyzer_location"] == "turbine" - and design_scenario["h2_storage_location"] == "turbine" - ): - unused_export_system_cost = ( - total_array_cable_system_capex - + total_export_cable_system_capex - + total_offshore_substation_capex - ) - elif ( - design_scenario["electrolyzer_location"] == "turbine" - and design_scenario["h2_storage_location"] == "platform" - ): - unused_export_system_cost = total_export_cable_system_capex # TODO check assumptions here - elif ( - design_scenario["electrolyzer_location"] == "platform" - and design_scenario["h2_storage_location"] == "platform" - ): - unused_export_system_cost = total_export_cable_system_capex # TODO check assumptions here - elif ( - design_scenario["electrolyzer_location"] == "platform" - or design_scenario["electrolyzer_location"] == "turbine" - ) and design_scenario["h2_storage_location"] == "onshore": - unused_export_system_cost = total_export_cable_system_capex # TODO check assumptions here - else: - unused_export_system_cost = 0.0 - - total_used_export_system_costs = total_electrical_export_system_cost - unused_export_system_cost - - total_wind_cost_no_export = ( - total_wind_installed_costs_with_export - total_used_export_system_costs - ) - - return total_wind_cost_no_export, total_used_export_system_costs - - -def run_capex( - hopp_results, - wind_cost_results, - electrolyzer_cost_results, - h2_pipe_array_results, - h2_transport_compressor_results, - h2_transport_pipe_results, - h2_storage_results, - hopp_config, - h2integrate_config, - design_scenario, - desal_results, - platform_results, - verbose=False, -): - # total_wind_cost_no_export, total_used_export_system_costs = breakout_export_costs_from_orbit_results(orbit_project, h2integrate_config, design_scenario) # noqa: E501 - - # if orbit_hybrid_electrical_export_project is not None: - # _, total_used_export_system_costs = breakout_export_costs_from_orbit_results(orbit_hybrid_electrical_export_project, h2integrate_config, design_scenario) # noqa: E501 - - # wave capex - if hopp_config["site"]["wave"]: - cost_dict = hopp_results["hybrid_plant"].wave.mhk_costs.cost_outputs - - wcapex = ( - cost_dict["structural_assembly_cost_modeled"] - + cost_dict["power_takeoff_system_cost_modeled"] - + cost_dict["mooring_found_substruc_cost_modeled"] - ) - wbos = ( - cost_dict["development_cost_modeled"] - + cost_dict["eng_and_mgmt_cost_modeled"] - + cost_dict["plant_commissioning_cost_modeled"] - + cost_dict["site_access_port_staging_cost_modeled"] - + cost_dict["assembly_and_install_cost_modeled"] - + cost_dict["other_infrastructure_cost_modeled"] - ) - welec_infrastruc_costs = ( - cost_dict["array_cable_system_cost_modeled"] - + cost_dict["export_cable_system_cost_modeled"] - + cost_dict["other_elec_infra_cost_modeled"] - ) # +\ - # cost_dict['onshore_substation_cost_modeled']+\ - # cost_dict['offshore_substation_cost_modeled'] - # financial = cost_dict['project_contingency']+\ - # cost_dict['insurance_during_construction']+\ - # cost_dict['reserve_accounts'] - wave_capex = wcapex + wbos + welec_infrastruc_costs - else: - wave_capex = 0.0 - - # solar capex - if "pv" in hopp_config["technologies"].keys(): - solar_capex = hopp_results["hybrid_plant"].pv.total_installed_cost - else: - solar_capex = 0.0 - - # battery capex - if "battery" in hopp_config["technologies"].keys(): - battery_capex = hopp_results["hybrid_plant"].battery.total_installed_cost - else: - battery_capex = 0.0 - - # TODO bos capex - # bos_capex = hopp_results["hybrid_plant"].bos.total_installed_cost - - ## desal capex - if desal_results is not None: - desal_capex = desal_results["desal_capex_usd"] - else: - desal_capex = 0.0 - - ## electrolyzer capex - electrolyzer_total_capital_cost = electrolyzer_cost_results["electrolyzer_total_capital_cost"] - - if ( - design_scenario["electrolyzer_location"] == "platform" - or design_scenario["h2_storage_location"] == "platform" - or hopp_config["site"]["solar"] - ): - platform_costs = platform_results["capex"] - else: - platform_costs = 0.0 - - # h2 transport - h2_transport_compressor_capex = h2_transport_compressor_results["compressor_capex"] - h2_transport_pipe_capex = h2_transport_pipe_results["total capital cost [$]"][0] - - ## h2 storage - if h2integrate_config["h2_storage"]["type"] == "none": - h2_storage_capex = 0.0 - elif ( - h2integrate_config["h2_storage"]["type"] == "pipe" - ): # ug pipe storage model includes compression - h2_storage_capex = h2_storage_results["storage_capex"] - elif ( - h2integrate_config["h2_storage"]["type"] == "turbine" - ): # ug pipe storage model includes compression - h2_storage_capex = h2_storage_results["storage_capex"] - elif ( - h2integrate_config["h2_storage"]["type"] == "pressure_vessel" - ): # pressure vessel storage model includes compression - h2_storage_capex = h2_storage_results["storage_capex"] - elif ( - h2integrate_config["h2_storage"]["type"] == "salt_cavern" - ): # salt cavern storage model includes compression - h2_storage_capex = h2_storage_results["storage_capex"] - elif ( - h2integrate_config["h2_storage"]["type"] == "lined_rock_cavern" - ): # lined rock cavern storage model includes compression - h2_storage_capex = h2_storage_results["storage_capex"] - else: - msg = ( - f'the storage type you have indicated ({h2integrate_config["h2_storage"]["type"]}) ' - 'has not been implemented.' - ) - raise NotImplementedError(msg) - - # store capex component breakdown - capex_breakdown = { - "wind": wind_cost_results.total_wind_cost_no_export, - "wave": wave_capex, - "solar": solar_capex, - "battery": battery_capex, - "platform": platform_costs, - "electrical_export_system": wind_cost_results.total_used_export_system_costs, - "desal": desal_capex, - "electrolyzer": electrolyzer_total_capital_cost, - "h2_pipe_array": h2_pipe_array_results["capex"], - "h2_transport_compressor": h2_transport_compressor_capex, - "h2_transport_pipeline": h2_transport_pipe_capex, - "h2_storage": h2_storage_capex, - } - - # discount capex to appropriate year for unified costing - for key in capex_breakdown.keys(): - if key == "h2_storage": - # if design_scenario["h2_storage_location"] == "turbine" and h2integrate_config["h2_storage"]["type"] == "turbine": # noqa: E501 - # cost_year = h2integrate_config["finance_parameters"]["discount_years"][key][ - # design_scenario["h2_storage_location"] - # ] - # else: - cost_year = h2integrate_config["finance_parameters"]["discount_years"][key][ - h2integrate_config["h2_storage"]["type"] - ] - else: - cost_year = h2integrate_config["finance_parameters"]["discount_years"][key] - - capex_breakdown[key] = adjust_dollar_year( - capex_breakdown[key], - cost_year, - h2integrate_config["project_parameters"]["cost_year"], - h2integrate_config["finance_parameters"]["costing_general_inflation"], - ) - - total_system_installed_cost = sum(capex_breakdown[key] for key in capex_breakdown.keys()) - - if verbose: - print("\nCAPEX Breakdown") - for key in capex_breakdown.keys(): - print(key, "%.2f" % (capex_breakdown[key] * 1e-6), " M") - - print( - "\nTotal system CAPEX: ", - "$%.2f" % (total_system_installed_cost * 1e-9), - " B", - ) - - return total_system_installed_cost, capex_breakdown - - -def run_fixed_opex( - hopp_results, - wind_cost_results, - electrolyzer_cost_results, - h2_pipe_array_results, - h2_transport_compressor_results, - h2_transport_pipe_results, - h2_storage_results, - hopp_config, - h2integrate_config, - desal_results, - platform_results, - verbose=False, - total_export_system_cost=0, -): - # WIND ONLY Total O&M expenses including fixed, variable, and capacity-based, $/year - # use values from hybrid substation if a hybrid plant - # if orbit_hybrid_electrical_export_project is None: - - # wave opex - if hopp_config["site"]["wave"]: - cost_dict = hopp_results["hybrid_plant"].wave.mhk_costs.cost_outputs - wave_opex = cost_dict["maintenance_cost"] + cost_dict["operations_cost"] - else: - wave_opex = 0.0 - - # solar opex - if "pv" in hopp_config["technologies"].keys(): - solar_opex = hopp_results["hybrid_plant"].pv.om_total_expense[0] - if solar_opex < 0.1: - raise (RuntimeWarning(f"Solar OPEX returned as {solar_opex}")) - else: - solar_opex = 0.0 - - # battery opex - if "battery" in hopp_config["technologies"].keys(): - battery_opex = hopp_results["hybrid_plant"].battery.om_total_expense[0] - if battery_opex < 0.1: - raise (RuntimeWarning(f"Battery OPEX returned as {battery_opex}")) - else: - battery_opex = 0.0 - - # H2 OPEX - platform_operating_costs = platform_results["opex"] # TODO update this - - annual_operating_cost_h2 = electrolyzer_cost_results["electrolyzer_OM_cost_annual"] - - h2_transport_compressor_opex = h2_transport_compressor_results["compressor_opex"] # annual - - h2_transport_pipeline_opex = h2_transport_pipe_results["annual operating cost [$]"][0] # annual - - storage_opex = h2_storage_results["storage_opex"] - # desal OPEX - if desal_results is not None: - desal_opex = desal_results["desal_opex_usd_per_year"] - else: - desal_opex = 0.0 - annual_operating_cost_desal = desal_opex - - # store opex component breakdown - opex_breakdown_annual = { - "wind_and_electrical": wind_cost_results.annual_operating_cost_wind, - "platform": platform_operating_costs, - # "electrical_export_system": total_export_om_cost, - "wave": wave_opex, - "solar": solar_opex, - "battery": battery_opex, - "desal": annual_operating_cost_desal, - "electrolyzer": annual_operating_cost_h2, - "h2_pipe_array": h2_pipe_array_results["opex"], - "h2_transport_compressor": h2_transport_compressor_opex, - "h2_transport_pipeline": h2_transport_pipeline_opex, - "h2_storage": storage_opex, - } - - # discount opex to appropriate year for unified costing - for key in opex_breakdown_annual.keys(): - if key == "h2_storage": - cost_year = h2integrate_config["finance_parameters"]["discount_years"][key][ - h2integrate_config["h2_storage"]["type"] - ] - else: - cost_year = h2integrate_config["finance_parameters"]["discount_years"][key] - - opex_breakdown_annual[key] = adjust_dollar_year( - opex_breakdown_annual[key], - cost_year, - h2integrate_config["project_parameters"]["cost_year"], - h2integrate_config["finance_parameters"]["costing_general_inflation"], - ) - - # Calculate the total annual OPEX of the installed system - total_annual_operating_costs = sum(opex_breakdown_annual.values()) - - if verbose: - print("\nAnnual OPEX Breakdown") - for key in opex_breakdown_annual.keys(): - print(key, "%.2f" % (opex_breakdown_annual[key] * 1e-6), " M") - - print( - "\nTotal Annual OPEX: ", - "$%.2f" % (total_annual_operating_costs * 1e-6), - " M", - ) - print(opex_breakdown_annual) - return total_annual_operating_costs, opex_breakdown_annual - - -def run_variable_opex( - electrolyzer_cost_results, - h2integrate_config, -): - """calculate variable O&M in $/kg-H2. - - Args: - electrolyzer_cost_results (dict): output of - h2integrate.tools.eco.electrolysis.run_electrolyzer_cost - h2integrate_config (:obj:`h2integrate_simulation.H2IntegrateSimulationConfig`): H2Integrate - simulation config. - - Returns: - dict: dictionary of components and corresponding variable O&M in $/kg-H2 for - adjusted for inflation so cost is in dollar-year corresponding to - `h2integrate_config["project_parameters"]["cost_year"]` - """ - electrolyzer_vom = electrolyzer_cost_results["electrolyzer_variable_OM_annual"] - - vopex_breakdown_annual = {"electrolyzer": electrolyzer_vom} - - for key in vopex_breakdown_annual.keys(): - cost_year = h2integrate_config["finance_parameters"]["discount_years"][key] - vopex_breakdown_annual[key] = adjust_dollar_year( - vopex_breakdown_annual[key], - cost_year, - h2integrate_config["project_parameters"]["cost_year"], - h2integrate_config["finance_parameters"]["costing_general_inflation"], - ) - return vopex_breakdown_annual - - -def calc_financial_parameter_weighted_average_by_capex( - parameter_name: str, h2integrate_config: dict, capex_breakdown: dict -) -> float: - """Allows the user to provide individual financial parameters for each technology in the system. - The values given will be weighted by their CAPEX values to determine the final - weighted-average parameter value to be supplied to the financial model. If only one - technology has a unique parameter value, a "general" parameter value in the dictionary and - that will be used for all technologies not specified individually. - - Args: - parameter_name (str): The name of the parameter to be weighted by capex. The name should - correspond to the name in the h2integrate config - h2integrate_config (dict): Dictionary form of the h2integrate config - capex_breakdown (dict): Output from `run_capex`, a dictionary of all capital items for - the financial model - - Returns: - parameter_value (float): if the parameter in the h2integrate config is given as a - dictionary, then the weighted average by capex parameter value is returnd. Otherwise no - averaging is done and the value of the parameter in the h2integrate_config is returned. - """ - - if type(h2integrate_config["finance_parameters"][parameter_name]) is not dict: - # if only one value is given for the parameter, use that value - parameter_value = h2integrate_config["finance_parameters"][parameter_name] - - else: - # assign capex amounts as weights - weights = np.array(list(capex_breakdown.values())) - - # initialize value array - values = np.zeros_like(weights) - - # assign values - for i, key in enumerate(capex_breakdown.keys()): - if key in h2integrate_config["finance_parameters"][parameter_name].keys(): - values[i] = h2integrate_config["finance_parameters"][parameter_name][key] - elif capex_breakdown[key] == 0.0: - values[i] = 0.0 - else: - values[i] = h2integrate_config["finance_parameters"][parameter_name]["general"] - - # calcuated weighted average parameter value - parameter_value = np.average(values, weights=weights) - return parameter_value - - -def run_profast_lcoe( - h2integrate_config, - wind_cost_results, - capex_breakdown, - opex_breakdown, - hopp_results, - incentive_option, - design_scenario, - verbose=False, - show_plots=False, - save_plots=False, - output_dir="./output/", -): - if isinstance(output_dir, str): - output_dir = Path(output_dir).resolve() - gen_inflation = h2integrate_config["finance_parameters"]["inflation_rate"] - - # initialize dictionary of weights for averaging financial parameters - finance_param_weights = {} - - if ( - design_scenario["h2_storage_location"] == "onshore" - or design_scenario["electrolyzer_location"] == "onshore" - ): - if "land_cost" in h2integrate_config["finance_parameters"]: - land_cost = h2integrate_config["finance_parameters"]["land_cost"] - else: - land_cost = 1e6 # TODO should model this - else: - land_cost = 0.0 - - pf = ProFAST.ProFAST() - pf.set_params( - "commodity", - { - "name": "electricity", - "unit": "kWh", - "initial price": 100, - "escalation": gen_inflation, - }, - ) - pf.set_params( - "capacity", - np.sum(hopp_results["combined_hybrid_power_production_hopp"]) / 365.0, - ) # kWh/day - pf.set_params("maintenance", {"value": 0, "escalation": gen_inflation}) - pf.set_params( - "analysis start year", - h2integrate_config["project_parameters"]["financial_analysis_start_year"], - ) - pf.set_params("operating life", h2integrate_config["project_parameters"]["project_lifetime"]) - pf.set_params( - "installation months", h2integrate_config["project_parameters"]["installation_time"] - ) - pf.set_params( - "installation cost", - { - "value": 0, - "depr type": "Straight line", - "depr period": 4, - "depreciable": False, - }, - ) - if land_cost > 0: - pf.set_params("non depr assets", land_cost) - pf.set_params( - "end of proj sale non depr assets", - land_cost - * (1 + gen_inflation) ** h2integrate_config["project_parameters"]["project_lifetime"], - ) - pf.set_params("demand rampup", 0) - pf.set_params("long term utilization", 1) - pf.set_params("credit card fees", 0) - pf.set_params("sales tax", h2integrate_config["finance_parameters"]["sales_tax_rate"]) - pf.set_params("license and permit", {"value": 00, "escalation": gen_inflation}) - pf.set_params("rent", {"value": 0, "escalation": gen_inflation}) - pf.set_params( - "property tax and insurance", - h2integrate_config["finance_parameters"]["property_tax"] - + h2integrate_config["finance_parameters"]["property_insurance"], - ) - pf.set_params( - "admin expense", - h2integrate_config["finance_parameters"]["administrative_expense_percent_of_sales"], - ) - pf.set_params( - "total income tax rate", - h2integrate_config["finance_parameters"]["total_income_tax_rate"], - ) - pf.set_params( - "capital gains tax rate", - h2integrate_config["finance_parameters"]["capital_gains_tax_rate"], - ) - pf.set_params("sell undepreciated cap", True) - pf.set_params("tax losses monetized", True) - pf.set_params("general inflation rate", gen_inflation) - - pf.set_params("debt type", h2integrate_config["finance_parameters"]["debt_type"]) - pf.set_params("loan period if used", h2integrate_config["finance_parameters"]["loan_period"]) - - pf.set_params("cash onhand", h2integrate_config["finance_parameters"]["cash_onhand_months"]) - - # ----------------------------------- Add capital items to ProFAST ---------------- - if "wind" in capex_breakdown.keys(): - pf.add_capital_item( - name="Wind system", - cost=capex_breakdown["wind"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period"], - refurb=[0], - ) - finance_param_weights["wind"] = capex_breakdown["wind"] - if "wave" in capex_breakdown.keys(): - pf.add_capital_item( - name="Wave system", - cost=capex_breakdown["wave"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period"], - refurb=[0], - ) - finance_param_weights["wave"] = capex_breakdown["wave"] - if "solar" in capex_breakdown.keys(): - pf.add_capital_item( - name="Solar PV system", - cost=capex_breakdown["solar"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period"], - refurb=[0], - ) - finance_param_weights["solar"] = capex_breakdown["solar"] - if "battery" in capex_breakdown.keys(): - pf.add_capital_item( - name="Battery system", - cost=capex_breakdown["battery"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period"], - refurb=[0], - ) - finance_param_weights["battery"] = capex_breakdown["battery"] - if design_scenario["transportation"] == "hvdc+pipeline" or not ( - design_scenario["electrolyzer_location"] == "turbine" - and design_scenario["h2_storage_location"] == "turbine" - ): - pf.add_capital_item( - name="Electrical export system", - cost=capex_breakdown["electrical_export_system"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period"], - refurb=[0], - ) - finance_param_weights["electrical_export_system"] = capex_breakdown[ - "electrical_export_system" - ] - # -------------------------------------- Add fixed costs-------------------------------- - pf.add_fixed_cost( - name="Wind and electrical fixed O&M cost", - usage=1.0, - unit="$/year", - cost=opex_breakdown["wind_and_electrical"], - escalation=gen_inflation, - ) - - if "wave" in opex_breakdown.keys(): - pf.add_fixed_cost( - name="Wave O&M cost", - usage=1.0, - unit="$/year", - cost=opex_breakdown["wave"], - escalation=gen_inflation, - ) - - if "solar" in opex_breakdown.keys(): - pf.add_fixed_cost( - name="Solar O&M cost", - usage=1.0, - unit="$/year", - cost=opex_breakdown["solar"], - escalation=gen_inflation, - ) - - if "battery" in opex_breakdown.keys(): - pf.add_fixed_cost( - name="Battery O&M cost", - usage=1.0, - unit="$/year", - cost=opex_breakdown["battery"], - escalation=gen_inflation, - ) - - # ------------------------------------- add incentives ----------------------------------- - """ - Note: ptc units must be given to ProFAST in terms of dollars per unit of the primary commodity - being produced - - Note: full tech-nutral (wind) tax credits are no longer available if constructions starts after - Jan. 1 2034 (Jan 1. 2033 for h2 ptc) - """ - - # catch incentive option and add relevant incentives - incentive_dict = h2integrate_config["policy_parameters"][f"option{incentive_option}"] - # add electricity_ptc ($/kW) - # adjust from 1992 dollars to start year - wind_ptc_in_dollars_per_kw = -npf.fv( - h2integrate_config["finance_parameters"]["costing_general_inflation"], - h2integrate_config["project_parameters"]["financial_analysis_start_year"] - + round(wind_cost_results.installation_time / 12) - - 1992, - 0, - incentive_dict["electricity_ptc"], - ) # given in 1992 dollars but adjust for inflation - - pf.add_incentive( - name="Electricity PTC", - value=wind_ptc_in_dollars_per_kw, - decay=-gen_inflation, - sunset_years=10, - tax_credit=True, - ) # TODO check decay - - # ----------------------- Add weight-averaged parameters ----------------------- - - equity_discount_rate = calc_financial_parameter_weighted_average_by_capex( - parameter_name="discount_rate", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - pf.set_params( - "leverage after tax nominal discount rate", - equity_discount_rate, - ) - - debt_interest_rate = calc_financial_parameter_weighted_average_by_capex( - parameter_name="debt_interest_rate", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - pf.set_params( - "debt interest rate", - debt_interest_rate, - ) - - if "debt_equity_split" in h2integrate_config["finance_parameters"].keys(): - debt_equity_split = calc_financial_parameter_weighted_average_by_capex( - parameter_name="debt_equity_split", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - pf.set_params( - "debt equity ratio of initial financing", - (debt_equity_split / (100 - debt_equity_split)), - ) - elif "debt_equity_ratio" in h2integrate_config["finance_parameters"].keys(): - debt_equity_ratio = calc_financial_parameter_weighted_average_by_capex( - parameter_name="debt_equity_ratio", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - pf.set_params( - "debt equity ratio of initial financing", - debt_equity_ratio, - ) - else: - msg = ( - "missing value in `finance_parameters`. " - "Requires either `debt_equity_ratio` or `debt_equity_split`" - ) - raise ValueError(msg) - - # ---------------------- Run ProFAST ------------------------------------------- - sol = pf.solve_price() - - lcoe = sol["price"] - - if verbose: - print("\nProFAST LCOE: ", "%.2f" % (lcoe * 1e3), "$/MWh") - - # -------------------------- Plots --------------------------------------------- - if show_plots or save_plots: - savepath = output_dir / "figures/wind_only" - if not savepath.exists(): - savepath.mkdir(parents=True) - pf.plot_costs_yearly( - per_kg=False, - scale="M", - remove_zeros=True, - remove_depreciation=False, - fileout=savepath / f'annual_cash_flow_wind_only_{design_scenario["id"]}.png', - show_plot=show_plots, - ) - pf.plot_costs_yearly2( - per_kg=False, - scale="M", - remove_zeros=True, - remove_depreciation=False, - fileout=savepath / f'annual_cash_flow_wind_only_{design_scenario["id"]}.html', - show_plot=show_plots, - ) - pf.plot_capital_expenses( - fileout=savepath / f'capital_expense_only_{design_scenario["id"]}.png', - show_plot=show_plots, - ) - pf.plot_cashflow( - fileout=savepath / f'cash_flow_wind_only_{design_scenario["id"]}.png', - show_plot=show_plots, - ) - pf.plot_costs( - fileout=savepath / f'cost_breakdown_{design_scenario["id"]}.png', - show_plot=show_plots, - ) - - return lcoe, pf, sol - - -def run_profast_grid_only( - h2integrate_config, - wind_cost_results, - electrolyzer_performance_results, - capex_breakdown, - opex_breakdown_total, - hopp_results, - design_scenario, - total_accessory_power_renewable_kw, - total_accessory_power_grid_kw, - verbose=False, - show_plots=False, - save_plots=False, - output_dir="./output/", -): - vopex_breakdown = opex_breakdown_total["variable_om"] - fopex_breakdown = opex_breakdown_total["fixed_om"] - - if isinstance(output_dir, str): - output_dir = Path(output_dir).resolve() - gen_inflation = h2integrate_config["finance_parameters"]["inflation_rate"] - - # initialize dictionary of weights for averaging financial parameters - finance_param_weights = {} - - if ( - design_scenario["h2_storage_location"] == "onshore" - or design_scenario["electrolyzer_location"] == "onshore" - ): - if "land_cost" in h2integrate_config["finance_parameters"]: - land_cost = h2integrate_config["finance_parameters"]["land_cost"] - else: - land_cost = 1e6 # TODO should model this - else: - land_cost = 0.0 - - pf = ProFAST.ProFAST() - pf.set_params( - "commodity", - { - "name": "Hydrogen", - "unit": "kg", - "initial price": 100, - "escalation": gen_inflation, - }, - ) - pf.set_params( - "capacity", - electrolyzer_performance_results.rated_capacity_kg_pr_day, - ) # kg/day - pf.set_params("maintenance", {"value": 0, "escalation": gen_inflation}) - # TODO: update analysis start year below (ESG) - pf.set_params( - "analysis start year", - h2integrate_config["project_parameters"]["financial_analysis_start_year"], - ) - pf.set_params("operating life", h2integrate_config["project_parameters"]["project_lifetime"]) - pf.set_params( - "installation cost", - { - "value": 0, - "depr type": "Straight line", - "depr period": 4, - "depreciable": False, - }, - ) - if land_cost > 0: - pf.set_params("non depr assets", land_cost) - pf.set_params( - "end of proj sale non depr assets", - land_cost - * (1 + gen_inflation) ** h2integrate_config["project_parameters"]["project_lifetime"], - ) - pf.set_params("demand rampup", 0) - pf.set_params("long term utilization", electrolyzer_performance_results.long_term_utilization) - pf.set_params("credit card fees", 0) - pf.set_params("sales tax", h2integrate_config["finance_parameters"]["sales_tax_rate"]) - pf.set_params("license and permit", {"value": 00, "escalation": gen_inflation}) - pf.set_params("rent", {"value": 0, "escalation": gen_inflation}) - pf.set_params( - "property tax and insurance", - h2integrate_config["finance_parameters"]["property_tax"] - + h2integrate_config["finance_parameters"]["property_insurance"], - ) - pf.set_params( - "admin expense", - h2integrate_config["finance_parameters"]["administrative_expense_percent_of_sales"], - ) - pf.set_params( - "total income tax rate", - h2integrate_config["finance_parameters"]["total_income_tax_rate"], - ) - pf.set_params( - "capital gains tax rate", - h2integrate_config["finance_parameters"]["capital_gains_tax_rate"], - ) - pf.set_params("sell undepreciated cap", True) - pf.set_params("tax losses monetized", True) - pf.set_params("general inflation rate", gen_inflation) - - pf.set_params("debt type", h2integrate_config["finance_parameters"]["debt_type"]) - pf.set_params("loan period if used", h2integrate_config["finance_parameters"]["loan_period"]) - - pf.set_params("cash onhand", h2integrate_config["finance_parameters"]["cash_onhand_months"]) - - # ----------------------------------- Add capital items to ProFAST ---------------- - - pf.add_capital_item( - name="Electrolysis system", - cost=capex_breakdown["electrolyzer"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period_electrolyzer"], - refurb=electrolyzer_performance_results.refurb_cost_percent, - ) - finance_param_weights["electrolyzer"] = capex_breakdown["electrolyzer"] - pf.add_capital_item( - name="Hydrogen storage system", - cost=capex_breakdown["h2_storage"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period_electrolyzer"], - refurb=[0], - ) - finance_param_weights["h2_storage"] = capex_breakdown["h2_storage"] - # -------------------------------------- Add fixed costs-------------------------------- - pf.add_fixed_cost( - name="Electrolyzer fixed O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["electrolyzer"], - escalation=gen_inflation, - ) - pf.add_fixed_cost( - name="Hydrogen storage fixed O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["h2_storage"], - escalation=gen_inflation, - ) - - # ---------------------- Add feedstocks, note the various cost options------------------- - pf.add_feedstock( - name="Water", - usage=electrolyzer_performance_results.water_usage_gal_pr_kg, - unit="gal", - cost="US Average", - escalation=gen_inflation, - ) - pf.add_feedstock( - name="Electrolyzer Variable O&M", - usage=1.0, - unit="$/kg", - cost=vopex_breakdown["electrolyzer"], - escalation=gen_inflation, - ) - - # if h2integrate_config["project_parameters"]["grid_connection"]: - - energy_purchase = ( - 365 * 24 * h2integrate_config["electrolyzer"]["rating"] * 1e3 - + sum(total_accessory_power_renewable_kw) - + sum(total_accessory_power_grid_kw) - ) - - pf.add_fixed_cost( - name="Electricity from grid", - usage=1.0, - unit="$/year", - cost=energy_purchase * h2integrate_config["project_parameters"]["ppa_price"], - escalation=gen_inflation, - ) - - # ----------------------- Add weight-averaged parameters ----------------------- - - equity_discount_rate = calc_financial_parameter_weighted_average_by_capex( - parameter_name="discount_rate", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - - pf.set_params( - "leverage after tax nominal discount rate", - equity_discount_rate, - ) - - debt_interest_rate = calc_financial_parameter_weighted_average_by_capex( - parameter_name="debt_interest_rate", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - pf.set_params( - "debt interest rate", - debt_interest_rate, - ) - - if "debt_equity_split" in h2integrate_config["finance_parameters"].keys(): - debt_equity_split = calc_financial_parameter_weighted_average_by_capex( - parameter_name="debt_equity_split", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - pf.set_params( - "debt equity ratio of initial financing", - (debt_equity_split / (100 - debt_equity_split)), - ) - elif "debt_equity_ratio" in h2integrate_config["finance_parameters"].keys(): - debt_equity_ratio = calc_financial_parameter_weighted_average_by_capex( - parameter_name="debt_equity_ratio", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - pf.set_params( - "debt equity ratio of initial financing", - debt_equity_ratio, - ) - else: - msg = ( - "missing value in `finance_parameters`. " - "Requires either `debt_equity_ratio` or `debt_equity_split`" - ) - raise ValueError(msg) - - # ----------------------- Run ProFAST ----------------------------------------- - - sol = pf.solve_price() - - lcoh = sol["price"] - if verbose: - print(f"\nLCOH grid only: {lcoh:.2f} $/kg") - print(f'ProFAST grid only NPV: {sol["NPV"]:.2f}') - print(f'ProFAST grid only IRR: {max(sol["irr"]):.5f}') - print(f'ProFAST grid only LCO: {sol["lco"]:.2f} $/kg') - print(f'ProFAST grid only Profit Index: {sol["profit index"]:.2f}') - print(f'ProFAST grid only payback period: {sol["investor payback period"]}') - - # ----------------------- Plots ----------------------------------------------- - if save_plots or show_plots: - savepaths = [ - output_dir / "figures/capex", - output_dir / "figures/annual_cash_flow", - output_dir / "figures/lcoh_breakdown", - output_dir / "data", - ] - for savepath in savepaths: - if not savepath.exists(): - savepath.mkdir(parents=True) - - pf.plot_capital_expenses( - fileout=savepaths[0] / f"capital_expense_grid_only_{design_scenario['id']}.pdf", - show_plot=show_plots, - ) - pf.plot_cashflow( - fileout=savepaths[1] / f"cash_flow_grid_only_{design_scenario['id']}.png", - show_plot=show_plots, - ) - - pd.DataFrame.from_dict(data=pf.cash_flow_out, orient="index").to_csv( - savepaths[3] / f"cash_flow_grid_only_{design_scenario['id']}.csv" - ) - - pf.plot_costs( - savepaths[2] / f"lcoh_grid_only_{design_scenario['id']}", - show_plot=show_plots, - ) - return lcoh, pf, sol - - -def run_profast_full_plant_model( - h2integrate_config, - wind_cost_results, - electrolyzer_performance_results, - capex_breakdown, - opex_breakdown_total, - hopp_results, - incentive_option, - design_scenario, - total_accessory_power_renewable_kw, - total_accessory_power_grid_kw, - verbose=False, - show_plots=False, - save_plots=False, - output_dir="./output/", -): - vopex_breakdown = opex_breakdown_total["variable_om"] - fopex_breakdown = opex_breakdown_total["fixed_om"] - - if isinstance(output_dir, str): - output_dir = Path(output_dir).resolve() - gen_inflation = h2integrate_config["finance_parameters"]["inflation_rate"] - - if "financial_analysis_start_year" not in h2integrate_config["finance_parameters"]: - financial_analysis_start_year = h2integrate_config["project_parameters"][ - "financial_analysis_start_year" - ] - else: - financial_analysis_start_year = h2integrate_config["finance_parameters"][ - "financial_analysis_start_year" - ] - - if "installation_time" not in h2integrate_config["project_parameters"]: - installation_period_months = wind_cost_results.installation_time - else: - installation_period_months = h2integrate_config["project_parameters"]["installation_time"] - - # initialize dictionary of weights for averaging financial parameters - finance_param_weights = {} - - if ( - design_scenario["h2_storage_location"] == "onshore" - or design_scenario["electrolyzer_location"] == "onshore" - ): - if "land_cost" in h2integrate_config["finance_parameters"]: - land_cost = h2integrate_config["finance_parameters"]["land_cost"] - else: - land_cost = 1e6 # TODO should model this - else: - land_cost = 0.0 - - pf = ProFAST.ProFAST() - pf.set_params( - "commodity", - { - "name": "Hydrogen", - "unit": "kg", - "initial price": 100, - "escalation": gen_inflation, - }, - ) - pf.set_params( - "capacity", - electrolyzer_performance_results.rated_capacity_kg_pr_day, - ) # kg/day - pf.set_params("maintenance", {"value": 0, "escalation": gen_inflation}) - pf.set_params( - "analysis start year", - financial_analysis_start_year, - ) - pf.set_params("operating life", h2integrate_config["project_parameters"]["project_lifetime"]) - pf.set_params( - "installation months", - installation_period_months, - ) - pf.set_params( - "installation cost", - { - "value": 0, - "depr type": "Straight line", - "depr period": 4, - "depreciable": False, - }, - ) - if land_cost > 0: - pf.set_params("non depr assets", land_cost) - pf.set_params( - "end of proj sale non depr assets", - land_cost - * (1 + gen_inflation) ** h2integrate_config["project_parameters"]["project_lifetime"], - ) - pf.set_params("demand rampup", 0) - pf.set_params("long term utilization", electrolyzer_performance_results.long_term_utilization) - pf.set_params("credit card fees", 0) - pf.set_params("sales tax", h2integrate_config["finance_parameters"]["sales_tax_rate"]) - pf.set_params("license and permit", {"value": 00, "escalation": gen_inflation}) - pf.set_params("rent", {"value": 0, "escalation": gen_inflation}) - # TODO how to handle property tax and insurance for fully offshore? - pf.set_params( - "property tax and insurance", - h2integrate_config["finance_parameters"]["property_tax"] - + h2integrate_config["finance_parameters"]["property_insurance"], - ) - pf.set_params( - "admin expense", - h2integrate_config["finance_parameters"]["administrative_expense_percent_of_sales"], - ) - pf.set_params( - "total income tax rate", - h2integrate_config["finance_parameters"]["total_income_tax_rate"], - ) - pf.set_params( - "capital gains tax rate", - h2integrate_config["finance_parameters"]["capital_gains_tax_rate"], - ) - pf.set_params("sell undepreciated cap", True) - pf.set_params("tax losses monetized", True) - pf.set_params("general inflation rate", gen_inflation) - - pf.set_params("debt type", h2integrate_config["finance_parameters"]["debt_type"]) - pf.set_params("loan period if used", h2integrate_config["finance_parameters"]["loan_period"]) - pf.set_params("cash onhand", h2integrate_config["finance_parameters"]["cash_onhand_months"]) - - # ----------------------------------- Add capital and fixed items to ProFAST ---------------- - if "wind" in capex_breakdown.keys(): - pf.add_capital_item( - name="Wind system", - cost=capex_breakdown["wind"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period"], - refurb=[0], - ) - finance_param_weights["wind"] = capex_breakdown["wind"] - - if "wave" in capex_breakdown.keys(): - pf.add_capital_item( - name="Wave system", - cost=capex_breakdown["wave"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period"], - refurb=[0], - ) - finance_param_weights["wave"] = capex_breakdown["wave"] - - if "solar" in capex_breakdown.keys(): - pf.add_capital_item( - name="Solar PV system", - cost=capex_breakdown["solar"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period"], - refurb=[0], - ) - finance_param_weights["solar"] = capex_breakdown["solar"] - - if "battery" in capex_breakdown.keys(): - pf.add_capital_item( - name="Battery system", - cost=capex_breakdown["battery"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period"], - refurb=[0], - ) - finance_param_weights["battery"] = capex_breakdown["battery"] - - if "platform" in capex_breakdown.keys() and capex_breakdown["platform"] > 0: - pf.add_capital_item( - name="Equipment platform", - cost=capex_breakdown["platform"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period"], - refurb=[0], - ) - finance_param_weights["platform"] = capex_breakdown["platform"] - - pf.add_fixed_cost( - name="Equipment platform O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["platform"], - escalation=gen_inflation, - ) - - pf.add_fixed_cost( - name="Wind and electrical export fixed O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["wind_and_electrical"], - escalation=gen_inflation, - ) - if "wave" in fopex_breakdown.keys(): - pf.add_fixed_cost( - name="Wave O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["wave"], - escalation=gen_inflation, - ) - - if "solar" in fopex_breakdown.keys(): - pf.add_fixed_cost( - name="Solar O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["solar"], - escalation=gen_inflation, - ) - - if "battery" in fopex_breakdown.keys(): - pf.add_fixed_cost( - name="Battery O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["battery"], - escalation=gen_inflation, - ) - - if design_scenario["transportation"] == "hvdc+pipeline" or not ( - design_scenario["electrolyzer_location"] == "turbine" - and design_scenario["h2_storage_location"] == "turbine" - ): - pf.add_capital_item( - name="Electrical export system", - cost=capex_breakdown["electrical_export_system"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period"], - refurb=[0], - ) - finance_param_weights["electrical_export_system"] = capex_breakdown[ - "electrical_export_system" - ] - # TODO assess if this makes sense (electrical export O&M included in wind O&M) - - pf.add_capital_item( - name="Electrolysis system", - cost=capex_breakdown["electrolyzer"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"]["depreciation_period_electrolyzer"], - refurb=electrolyzer_performance_results.refurb_cost_percent, - ) - finance_param_weights["electrolyzer"] = capex_breakdown["electrolyzer"] - pf.add_fixed_cost( - name="Electrolysis system fixed O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["electrolyzer"], - escalation=gen_inflation, - ) - - pf.add_feedstock( - name="Electrolyzer Variable O&M", - usage=1.0, - unit="$/kg", - cost=vopex_breakdown["electrolyzer"], - escalation=gen_inflation, - ) - - if design_scenario["electrolyzer_location"] == "turbine": - pf.add_capital_item( - name="H2 pipe array system", - cost=capex_breakdown["h2_pipe_array"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"][ - "depreciation_period_electrolyzer" - ], - refurb=[0], - ) - finance_param_weights["h2_pipe_array"] = capex_breakdown["h2_pipe_array"] - pf.add_fixed_cost( - name="H2 pipe array fixed O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["h2_pipe_array"], - escalation=gen_inflation, - ) - - if ( - ( - design_scenario["h2_storage_location"] == "onshore" - and design_scenario["electrolyzer_location"] != "onshore" - ) - or ( - design_scenario["h2_storage_location"] != "onshore" - and design_scenario["electrolyzer_location"] == "onshore" - ) - or (design_scenario["transportation"] == "hvdc+pipeline") - ): - pf.add_capital_item( - name="H2 transport compressor system", - cost=capex_breakdown["h2_transport_compressor"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"][ - "depreciation_period_electrolyzer" - ], - refurb=[0], - ) - finance_param_weights["h2_transport_compressor"] = capex_breakdown[ - "h2_transport_compressor" - ] - pf.add_capital_item( - name="H2 transport pipeline system", - cost=capex_breakdown["h2_transport_pipeline"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"][ - "depreciation_period_electrolyzer" - ], - refurb=[0], - ) - finance_param_weights["h2_transport_pipeline"] = capex_breakdown["h2_transport_pipeline"] - - pf.add_fixed_cost( - name="H2 transport compression fixed O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["h2_transport_compressor"], - escalation=gen_inflation, - ) - pf.add_fixed_cost( - name="H2 transport pipeline fixed O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["h2_transport_pipeline"], - escalation=gen_inflation, - ) - - if h2integrate_config["h2_storage"]["type"] != "none": - pf.add_capital_item( - name="Hydrogen storage system", - cost=capex_breakdown["h2_storage"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"][ - "depreciation_period_electrolyzer" - ], - refurb=[0], - ) - finance_param_weights["h2_storage"] = capex_breakdown["h2_storage"] - pf.add_fixed_cost( - name="Hydrogen storage fixed O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["h2_storage"], - escalation=gen_inflation, - ) - - # ---------------------- Add feedstocks, note the various cost options------------------- - if design_scenario["electrolyzer_location"] == "onshore": - pf.add_feedstock( - name="Water", - usage=electrolyzer_performance_results.water_usage_gal_pr_kg, - unit="gal", - cost="US Average", - escalation=gen_inflation, - ) - else: - pf.add_capital_item( - name="Desal system", - cost=capex_breakdown["desal"], - depr_type=h2integrate_config["finance_parameters"]["depreciation_method"], - depr_period=h2integrate_config["finance_parameters"][ - "depreciation_period_electrolyzer" - ], - refurb=[0], - ) - finance_param_weights["desal"] = capex_breakdown["desal"] - pf.add_fixed_cost( - name="Desal fixed O&M cost", - usage=1.0, - unit="$/year", - cost=fopex_breakdown["desal"], - escalation=gen_inflation, - ) - - if ( - h2integrate_config["project_parameters"]["grid_connection"] - or sum(total_accessory_power_grid_kw) > 0 - ): - energy_purchase = sum(total_accessory_power_grid_kw) # * 365 * 24 - - if h2integrate_config["project_parameters"]["grid_connection"]: - annual_energy_shortfall = np.sum(hopp_results["energy_shortfall_hopp"]) - energy_purchase += annual_energy_shortfall - - pf.add_fixed_cost( - name="Electricity from grid", - usage=1.0, - unit="$/year", - cost=energy_purchase * h2integrate_config["project_parameters"]["ppa_price"], - escalation=gen_inflation, - ) - - # ------------------------------------- add incentives ----------------------------------- - """ - Note: units must be given to ProFAST in terms of dollars per unit of the primary commodity being - produced - - Note: full tech-nutral (wind) tax credits are no longer available if constructions starts after - Jan. 1 2034 (Jan 1. 2033 for h2 ptc) - """ - - # catch incentive option and add relevant incentives - incentive_dict = h2integrate_config["policy_parameters"][f"option{incentive_option}"] - - # add wind_itc (% of wind capex) - electricity_itc_value_percent_wind_capex = incentive_dict["electricity_itc"] - electricity_itc_value_dollars = electricity_itc_value_percent_wind_capex * ( - capex_breakdown["wind"] + capex_breakdown["electrical_export_system"] - ) - pf.set_params( - "one time cap inct", - { - "value": electricity_itc_value_dollars, - "depr type": h2integrate_config["finance_parameters"]["depreciation_method"], - "depr period": h2integrate_config["finance_parameters"]["depreciation_period"], - "depreciable": True, - }, - ) - - # add h2_storage_itc (% of h2 storage capex) - itc_value_percent_h2_store_capex = incentive_dict["h2_storage_itc"] - electricity_itc_value_dollars_h2_store = ( - itc_value_percent_h2_store_capex * (capex_breakdown["h2_storage"]) - ) - pf.set_params( - "one time cap inct", - { - "value": electricity_itc_value_dollars_h2_store, - "depr type": h2integrate_config["finance_parameters"]["depreciation_method"], - "depr period": h2integrate_config["finance_parameters"]["depreciation_period"], - "depreciable": True, - }, - ) - - # add electricity_ptc ($/kW) - # adjust from 1992 dollars to start year - electricity_ptc_in_dollars_per_kw = -npf.fv( - h2integrate_config["finance_parameters"]["costing_general_inflation"], - h2integrate_config["project_parameters"]["financial_analysis_start_year"] - + round(wind_cost_results.installation_time / 12) - - 1992, - 0, - incentive_dict["electricity_ptc"], - ) # given in 1992 dollars but adjust for inflation - kw_per_kg_h2 = sum(hopp_results["combined_hybrid_power_production_hopp"]) / np.mean( - electrolyzer_performance_results.electrolyzer_annual_h2_production_kg - ) - electricity_ptc_in_dollars_per_kg_h2 = electricity_ptc_in_dollars_per_kw * kw_per_kg_h2 - pf.add_incentive( - name="Electricity PTC", - value=electricity_ptc_in_dollars_per_kg_h2, - decay=-gen_inflation, - sunset_years=10, - tax_credit=True, - ) # TODO check decay - - # add h2_ptc ($/kg) - h2_ptc_inflation_adjusted = -npf.fv( - h2integrate_config["finance_parameters"][ - "costing_general_inflation" - ], # use ATB year (cost inflation 2.5%) costing_general_inflation - h2integrate_config["project_parameters"]["financial_analysis_start_year"] - + round(wind_cost_results.installation_time / 12) - - 2022, - 0, - incentive_dict["h2_ptc"], - ) - pf.add_incentive( - name="H2 PTC", - value=h2_ptc_inflation_adjusted, - decay=-gen_inflation, # correct inflation - sunset_years=10, - tax_credit=True, - ) # TODO check decay - - # ----------------------- Add weight-averaged parameters ----------------------- - - equity_discount_rate = calc_financial_parameter_weighted_average_by_capex( - parameter_name="discount_rate", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - pf.set_params( - "leverage after tax nominal discount rate", - equity_discount_rate, - ) - - debt_interest_rate = calc_financial_parameter_weighted_average_by_capex( - parameter_name="debt_interest_rate", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - pf.set_params( - "debt interest rate", - debt_interest_rate, - ) - - if "debt_equity_split" in h2integrate_config["finance_parameters"].keys(): - debt_equity_split = calc_financial_parameter_weighted_average_by_capex( - parameter_name="debt_equity_split", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - pf.set_params( - "debt equity ratio of initial financing", - (debt_equity_split / (100 - debt_equity_split)), - ) - elif "debt_equity_ratio" in h2integrate_config["finance_parameters"].keys(): - debt_equity_ratio = calc_financial_parameter_weighted_average_by_capex( - parameter_name="debt_equity_ratio", - h2integrate_config=h2integrate_config, - capex_breakdown=finance_param_weights, - ) - pf.set_params( - "debt equity ratio of initial financing", - debt_equity_ratio, - ) - else: - msg = ( - "missing value in `finance_parameters`. " - "Requires either `debt_equity_ratio` or `debt_equity_split`" - ) - raise ValueError(msg) - - # ------------------------------------ solve and post-process ----------------------------- - - sol = pf.solve_price() - - df = pf.cash_flow_out - - lcoh = sol["price"] - - if verbose: - print(f"\nProFAST LCOH: {lcoh:.2f} $/kg") - print(f'ProFAST NPV: {sol["NPV"]:.2f}') - print(f'ProFAST IRR: {max(sol["irr"]):.5f}') - print(f'ProFAST LCO: {sol["lco"]:.2f} $/kg') - print(f'ProFAST Profit Index: {sol["profit index"]:.2f}') - print(f'ProFAST payback period: {sol["investor payback period"]}') - - MIRR = npf.mirr( - df["Investor cash flow"], - debt_interest_rate, - equity_discount_rate, - ) # TODO probably ignore MIRR - NPV = npf.npv( - h2integrate_config["finance_parameters"]["inflation_rate"], - df["Investor cash flow"], - ) - ROI = np.sum(df["Investor cash flow"]) / abs( - np.sum(df["Investor cash flow"][df["Investor cash flow"] < 0]) - ) # ROI is not a good way of thinking about the value of the project - - # TODO project level IRR - capex and operating cash flow - - # note: hurdle rate typically 20% IRR before investing in it due to typically optimistic - # assumptions - - # note: negative retained earnings (keeping debt, paying down equity) - to get around it, - # do another line for retained earnings and watch dividends paid by the project - # (net income/equity should stay positive this way) - - print("Investor NPV: ", np.round(NPV * 1e-6, 2), "M USD") - print("Investor MIRR: ", np.round(MIRR, 5), "") - print("Investor ROI: ", np.round(ROI, 5), "") - - if save_plots or show_plots: - savepaths = [ - output_dir / "figures/capex", - output_dir / "figures/annual_cash_flow", - output_dir / "figures/lcoh_breakdown", - output_dir / "data", - ] - for savepath in savepaths: - if not savepath.exists(): - savepath.mkdir(parents=True) - - pf.plot_capital_expenses( - fileout=savepaths[0] / f"capital_expense_{design_scenario['id']}.pdf", - show_plot=show_plots, - ) - pf.plot_cashflow( - fileout=savepaths[1] / f"cash_flow_{design_scenario['id']}.png", - show_plot=show_plots, - ) - - pd.DataFrame.from_dict(data=pf.cash_flow_out).to_csv( - savepaths[3] / f"cash_flow_{design_scenario['id']}.csv" - ) - - pf.plot_costs( - savepaths[2] / f"lcoh_{design_scenario['id']}", - show_plot=show_plots, - ) - - return lcoh, pf, sol diff --git a/h2integrate/tools/eco/utilities.py b/h2integrate/tools/eco/utilities.py deleted file mode 100644 index c2f0b65df..000000000 --- a/h2integrate/tools/eco/utilities.py +++ /dev/null @@ -1,3679 +0,0 @@ -from __future__ import annotations - -import copy -import warnings -from pathlib import Path - -import numpy as np -import ORBIT as orbit -import pandas as pd -import numpy_financial as npf -import matplotlib.pyplot as plt -import matplotlib.ticker as ticker -import matplotlib.patches as patches -from hopp.simulation import HoppInterface -from hopp.tools.dispatch import plot_tools -from hopp.simulation.technologies.resource.greet_data import GREETData -from hopp.simulation.technologies.resource.cambium_data import CambiumData - -from h2integrate.core.utilities import load_yaml -from h2integrate.tools.h2integrate_sim_file_utils import load_dill_pickle - -from .finance import adjust_orbit_costs - - -""" -This function returns the ceiling of a/b (rounded to the nearest greater integer). -The function was copied from https://stackoverflow.com/a/17511341/5128616 -""" - - -def ceildiv(a, b): - return -(a // -b) - - -def convert_relative_to_absolute_path(config_filepath, resource_filepath): - if resource_filepath == "": - return "" - else: - abs_config_filepath = Path(config_filepath).absolute().parent - return abs_config_filepath / resource_filepath - - -# Function to load inputs -def get_inputs( - filename_hopp_config, - filename_h2integrate_config, - filename_orbit_config, - filename_turbine_config, - filename_floris_config=None, - verbose=False, - show_plots=False, - save_plots=False, -): - ############### load turbine inputs from yaml - - # load turbine inputs - turbine_config = load_yaml(filename_turbine_config) - - # load hopp inputs - hopp_config = load_yaml(filename_hopp_config) - - # load eco inputs - h2integrate_config = load_yaml(filename_h2integrate_config) - - # convert relative filepath to absolute for HOPP ingestion - hopp_config["site"]["solar_resource_file"] = convert_relative_to_absolute_path( - filename_hopp_config, hopp_config["site"]["solar_resource_file"] - ) - hopp_config["site"]["wind_resource_file"] = convert_relative_to_absolute_path( - filename_hopp_config, hopp_config["site"]["wind_resource_file"] - ) - hopp_config["site"]["wave_resource_file"] = convert_relative_to_absolute_path( - filename_hopp_config, hopp_config["site"]["wave_resource_file"] - ) - hopp_config["site"]["grid_resource_file"] = convert_relative_to_absolute_path( - filename_hopp_config, hopp_config["site"]["grid_resource_file"] - ) - - ################ load plant inputs from yaml - if filename_orbit_config is not None: - orbit_config = orbit.load_config(filename_orbit_config) - - # print plant inputs if desired - if verbose: - print("\nPlant configuration:") - for key in orbit_config.keys(): - print(key, ": ", orbit_config[key]) - - # check that orbit and hopp inputs are compatible - if ( - orbit_config["plant"]["capacity"] - != hopp_config["technologies"]["wind"]["num_turbines"] - * hopp_config["technologies"]["wind"]["turbine_rating_kw"] - * 1e-3 - ): - raise (ValueError("Provided ORBIT and HOPP wind plant capacities do not match")) - - # update floris_config file with correct input from other files - # load floris inputs - if ( - hopp_config["technologies"]["wind"]["model_name"] == "floris" - ): # TODO replace elements of the file - if filename_floris_config is None: - raise (ValueError("floris input file must be specified.")) - else: - floris_config = load_yaml(filename_floris_config) - floris_config.update({"farm": {"turbine_type": turbine_config}}) - else: - floris_config = None - - # print turbine inputs if desired - if verbose: - print("\nTurbine configuration:") - for key in turbine_config.keys(): - print(key, ": ", turbine_config[key]) - - ############## provide custom layout for ORBIT and FLORIS if desired - if filename_orbit_config is not None: - if orbit_config["plant"]["layout"] == "custom": - # generate ORBIT config from floris layout - for i, x in enumerate(floris_config["farm"]["layout_x"]): - floris_config["farm"]["layout_x"][i] = x + 400 - - layout_config, layout_data_location = convert_layout_from_floris_for_orbit( - floris_config["farm"]["layout_x"], - floris_config["farm"]["layout_y"], - save_config=True, - ) - - # update orbit_config with custom layout - # orbit_config = orbit.core.library.extract_library_data( - # orbit_config, additional_keys=layout_config - # ) - orbit_config["array_system_design"]["location_data"] = layout_data_location - - # if hybrid plant, adjust hybrid plant capacity to include all technologies - total_hybrid_plant_capacity_mw = 0.0 - for tech in hopp_config["technologies"].keys(): - if tech == "grid": - continue - elif tech == "wind": - total_hybrid_plant_capacity_mw += ( - hopp_config["technologies"][tech]["num_turbines"] - * hopp_config["technologies"][tech]["turbine_rating_kw"] - * 1e-3 - ) - elif tech == "pv": - total_hybrid_plant_capacity_mw += ( - hopp_config["technologies"][tech]["system_capacity_kw"] * 1e-3 - ) - elif tech == "wave": - total_hybrid_plant_capacity_mw += ( - hopp_config["technologies"][tech]["num_devices"] - * hopp_config["technologies"][tech]["device_rating_kw"] - * 1e-3 - ) - - # initialize dict for hybrid plant - if filename_orbit_config is not None: - if total_hybrid_plant_capacity_mw != orbit_config["plant"]["capacity"]: - orbit_hybrid_electrical_export_config = copy.deepcopy(orbit_config) - orbit_hybrid_electrical_export_config["plant"]["capacity"] = ( - total_hybrid_plant_capacity_mw - ) - # allow orbit to set num_turbines later based on the new hybrid capacity and - # turbinerating - orbit_hybrid_electrical_export_config["plant"].pop("num_turbines") - else: - orbit_hybrid_electrical_export_config = {} - - if verbose: - print(f"Total hybrid plant rating calculated: {total_hybrid_plant_capacity_mw} MW") - - if filename_orbit_config is None: - orbit_config = None - orbit_hybrid_electrical_export_config = {} - - ############## return all inputs - - return ( - hopp_config, - h2integrate_config, - orbit_config, - turbine_config, - floris_config, - orbit_hybrid_electrical_export_config, - ) - - -def convert_layout_from_floris_for_orbit(turbine_x, turbine_y, save_config=False): - turbine_x_km = (np.array(turbine_x) * 1e-3).tolist() - turbine_y_km = (np.array(turbine_y) * 1e-3).tolist() - - # initialize dict with data for turbines - turbine_dict = { - "id": list(range(0, len(turbine_x))), - "substation_id": ["OSS"] * len(turbine_x), - "name": list(range(0, len(turbine_x))), - "longitude": turbine_x_km, - "latitude": turbine_y_km, - "string": [0] * len(turbine_x), # can be left empty - "order": [0] * len(turbine_x), # can be left empty - "cable_length": [0] * len(turbine_x), - "bury_speed": [0] * len(turbine_x), - } - string_counter = -1 - order_counter = 0 - for i in range(0, len(turbine_x)): - if turbine_x[i] - 400 == 0: - string_counter += 1 - order_counter = 0 - - turbine_dict["order"][i] = order_counter - turbine_dict["string"][i] = string_counter - - order_counter += 1 - - # initialize dict with substation information - substation_dict = { - "id": "OSS", - "substation_id": "OSS", - "name": "OSS", - "longitude": np.min(turbine_x_km) - 200 * 1e-3, - "latitude": np.average(turbine_y_km), - "string": "", # can be left empty - "order": "", # can be left empty - "cable_length": "", - "bury_speed": "", - } - - # combine turbine and substation dicts - for key in turbine_dict.keys(): - # turbine_dict[key].append(substation_dict[key]) - turbine_dict[key].insert(0, substation_dict[key]) - - # add location data - file_name = "osw_cable_layout" - save_location = Path("./input/project/plant/").resolve() - # turbine_dict["array_system_design"]["location_data"] = data_location - if save_config: - if not save_location.exists(): - save_location.mkdir(parents=True) - # create pandas data frame - df = pd.DataFrame.from_dict(turbine_dict) - - # df.drop("index") - df.set_index("id") - - # save to csv - df.to_csv(save_location / f"{file_name}.csv", index=False) - - return turbine_dict, file_name - - -def visualize_plant( - hopp_config, - h2integrate_config, - turbine_config, - wind_cost_outputs, - hopp_results, - platform_results, - desal_results, - h2_storage_results, - electrolyzer_physics_results, - design_scenario, - colors, - plant_design_number, - show_plots=False, - save_plots=False, - output_dir="./output/", -): - if isinstance(output_dir, str): - output_dir = Path(output_dir).resolve() - # save plant sizing to dict - component_areas = {} - - plt.rcParams.update({"font.size": 7}) - - if hopp_config["technologies"]["wind"]["model_name"] != "floris": - msg = ( - f"`visualize_plant()` only works with the 'floris' wind model, `model_name`" - f" {hopp_config['technologies']['wind']['model_name']} has been specified" - ) - raise NotImplementedError(msg) - - # set colors - turbine_rotor_color = colors[0] - turbine_tower_color = colors[1] - pipe_color = colors[2] - cable_color = colors[8] - electrolyzer_color = colors[4] - desal_color = colors[9] - h2_storage_color = colors[6] - substation_color = colors[7] - equipment_platform_color = colors[1] - compressor_color = colors[0] - if hopp_config["site"]["solar"]: - solar_color = colors[2] - if hopp_config["site"]["wave"]: - wave_color = colors[8] - battery_color = colors[8] - - # set hatches - solar_hatch = "//" - wave_hatch = "\\\\" - battery_hatch = "+" - electrolyzer_hatch = "///" - desalinator_hatch = "xxxx" - - # Views - # offshore plant, onshore plant, offshore platform, offshore turbine - - # get plant location - - # get shore location - - # get cable/pipe locations - if design_scenario["wind_location"] == "offshore": - # ORBIT gives coordinates in km, convert to m for (val / 1e3) - - cable_array_points = ( - wind_cost_outputs.orbit_project.phases["ArraySystemDesign"].coordinates * 1e3 - ) - pipe_array_points = ( - wind_cost_outputs.orbit_project.phases["ArraySystemDesign"].coordinates * 1e3 - ) - - # get turbine tower base diameter - tower_base_diameter = wind_cost_outputs.orbit_project.config["turbine"]["tower"][ - "section_diameters" - ][0] # in m - tower_base_radius = tower_base_diameter / 2.0 - - # get turbine locations - turbine_x = ( - wind_cost_outputs.orbit_project.phases["ArraySystemDesign"].turbines_x.flatten() * 1e3 - ) - turbine_x = turbine_x[~np.isnan(turbine_x)] - turbine_y = ( - wind_cost_outputs.orbit_project.phases["ArraySystemDesign"].turbines_y.flatten() * 1e3 - ) - turbine_y = turbine_y[~np.isnan(turbine_y)] - - # get offshore substation location and dimensions (treated as center) - substation_x = wind_cost_outputs.orbit_project.phases["ArraySystemDesign"].oss_x * 1e3 - substation_y = wind_cost_outputs.orbit_project.phases["ArraySystemDesign"].oss_y * 1e3 - - # [m] just based on a large substation - # (https://www.windpowerengineering.com/making-modern-offshore-substation/) - # since the dimensions are not available in ORBIT - substation_side_length = 20 - - # get equipment platform location and dimensions - equipment_platform_area = platform_results["toparea_m2"] - equipment_platform_side_length = np.sqrt(equipment_platform_area) - - # [m] (treated as center) - equipment_platform_x = ( - substation_x - substation_side_length - equipment_platform_side_length / 2 - ) - equipment_platform_y = substation_y - - # get platform equipment dimensions - if design_scenario["electrolyzer_location"] == "turbine": - # equipment_footprint_m2 - desal_equipment_area = desal_results["per_turb_equipment_footprint_m2"] - elif design_scenario["electrolyzer_location"] == "platform": - desal_equipment_area = desal_results["equipment_footprint_m2"] - else: - desal_equipment_area = 0 - - desal_equipment_side = np.sqrt(desal_equipment_area) - - # get pipe points - np.array([substation_x - 1000, substation_x]) - np.array([substation_y, substation_y]) - - # get cable points - - else: - turbine_x = np.array( - hopp_config["technologies"]["wind"]["floris_config"]["farm"]["layout_x"] - ) - turbine_y = np.array( - hopp_config["technologies"]["wind"]["floris_config"]["farm"]["layout_y"] - ) - cable_array_points = [] - - # wind farm area - turbine_length_x = np.max(turbine_x) - np.min(turbine_x) - turbine_length_y = np.max(turbine_y) - np.min(turbine_y) - turbine_area = turbine_length_x * turbine_length_y - - # compressor side # not sized - compressor_area = 25 - compressor_side = np.sqrt(compressor_area) - - # get turbine rotor diameter - rotor_diameter = turbine_config["rotor_diameter"] # in m - rotor_radius = rotor_diameter / 2.0 - - # set onshore substation dimensions - onshore_substation_x_side_length = 127.25 # [m] based on 1 acre area https://www.power-technology.com/features/making-space-for-power-how-much-land-must-renewables-use/ - onshore_substation_y_side_length = 31.8 # [m] based on 1 acre area https://www.power-technology.com/features/making-space-for-power-how-much-land-must-renewables-use/ - onshore_substation_area = onshore_substation_x_side_length * onshore_substation_y_side_length - - if h2integrate_config["h2_storage"]["type"] == "pressure_vessel": - h2_storage_area = h2_storage_results["tank_footprint_m2"] - h2_storage_side = np.sqrt(h2_storage_area) - else: - h2_storage_side = 0 - h2_storage_area = 0 - - electrolyzer_area = electrolyzer_physics_results["equipment_footprint_m2"] - if design_scenario["electrolyzer_location"] == "turbine": - electrolyzer_area /= hopp_config["technologies"]["wind"]["num_turbines"] - - electrolyzer_side = np.sqrt(electrolyzer_area) - - # set onshore origin - onshorex = 50 - onshorey = 50 - - wind_buffer = np.min(turbine_x) - (onshorey + 3 * rotor_diameter + electrolyzer_side) - if "pv" in hopp_config["technologies"].keys(): - wind_buffer -= np.sqrt(hopp_results["hybrid_plant"].pv.footprint_area) - if "battery" in hopp_config["technologies"].keys(): - wind_buffer -= np.sqrt(hopp_results["hybrid_plant"].battery.footprint_area) - if wind_buffer < 50: - onshorey += wind_buffer - 50 - - if design_scenario["wind_location"] == "offshore": - origin_x = substation_x - origin_y = substation_y - else: - origin_x = 0.0 - origin_y = 0.0 - - ## create figure - if design_scenario["wind_location"] == "offshore": - fig, ax = plt.subplots(2, 2, figsize=(10, 6)) - ax_index_plant = (0, 0) - ax_index_detail = (1, 0) - ax_index_wind_plant = (0, 1) - ax_index_turbine_detail = (1, 1) - else: - fig, ax = plt.subplots(1, 2, figsize=(10, 6)) - ax_index_plant = 0 - ax_index_wind_plant = 0 - ax_index_detail = 1 - ax_index_turbine_detail = False - - # plot the stuff - - # onshore plant | offshore plant - # platform/substation | turbine - - ## add turbines - def add_turbines(ax, turbine_x, turbine_y, radius, color): - i = 0 - for x, y in zip(turbine_x, turbine_y): - if i == 0: - rlabel = "Wind turbine rotor" - i += 1 - else: - rlabel = None - turbine_patch = patches.Circle( - (x, y), - radius=radius, - color=color, - fill=False, - label=rlabel, - zorder=10, - ) - ax.add_patch(turbine_patch) - - add_turbines(ax[ax_index_wind_plant], turbine_x, turbine_y, rotor_radius, turbine_rotor_color) - component_areas["turbine_area_m2"] = turbine_area - # turbine_patch01_tower = patches.Circle((x, y), radius=tower_base_radius, color=turbine_tower_color, fill=False, label=tlabel, zorder=10) # noqa: E501 - # ax[0, 1].add_patch(turbine_patch01_tower) - if design_scenario["wind_location"] == "onshore": - add_turbines(ax[ax_index_detail], turbine_x, turbine_y, rotor_radius, turbine_rotor_color) - - if ax_index_turbine_detail: - # turbine_patch11_rotor = patches.Circle((turbine_x[0], turbine_y[0]), radius=rotor_radius, color=turbine_rotor_color, fill=False, label=None, zorder=10) # noqa: E501 - tlabel = "Wind turbine tower" - turbine_patch11_tower = patches.Circle( - (turbine_x[0], turbine_y[0]), - radius=tower_base_radius, - color=turbine_tower_color, - fill=False, - label=tlabel, - zorder=10, - ) - # ax[1, 1].add_patch(turbine_patch11_rotor) - ax[ax_index_turbine_detail].add_patch(turbine_patch11_tower) - - # add pipe array - if design_scenario["transportation"] == "hvdc+pipeline" or ( - design_scenario["h2_storage_location"] != "turbine" - and design_scenario["electrolyzer_location"] == "turbine" - ): - i = 0 - for point_string in pipe_array_points: - if i == 0: - label = "Array pipes" - i += 1 - else: - label = None - ax[0, 1].plot( - point_string[:, 0], - point_string[:, 1] - substation_side_length / 2, - ":", - color=pipe_color, - zorder=0, - linewidth=1, - label=label, - ) - ax[1, 0].plot( - point_string[:, 0], - point_string[:, 1] - substation_side_length / 2, - ":", - color=pipe_color, - zorder=0, - linewidth=1, - label=label, - ) - ax[1, 1].plot( - point_string[:, 0], - point_string[:, 1] - substation_side_length / 2, - ":", - color=pipe_color, - zorder=0, - linewidth=1, - label=label, - ) - - ## add cables - if (len(cable_array_points) > 1) and ( - design_scenario["h2_storage_location"] != "turbine" - or design_scenario["transportation"] == "hvdc+pipeline" - ): - i = 0 - for point_string in cable_array_points: - if i == 0: - label = "Array cables" - i += 1 - else: - label = None - ax[0, 1].plot( - point_string[:, 0], - point_string[:, 1] + substation_side_length / 2, - "-", - color=cable_color, - zorder=0, - linewidth=1, - label=label, - ) - ax[1, 0].plot( - point_string[:, 0], - point_string[:, 1] + substation_side_length / 2, - "-", - color=cable_color, - zorder=0, - linewidth=1, - label=label, - ) - ax[1, 1].plot( - point_string[:, 0], - point_string[:, 1] + substation_side_length / 2, - "-", - color=cable_color, - zorder=0, - linewidth=1, - label=label, - ) - - ## add offshore substation - if design_scenario["wind_location"] == "offshore" and ( - design_scenario["h2_storage_location"] != "turbine" - or design_scenario["transportation"] == "hvdc+pipeline" - ): - substation_patch01 = patches.Rectangle( - ( - substation_x - substation_side_length, - substation_y - substation_side_length / 2, - ), - substation_side_length, - substation_side_length, - fill=True, - color=substation_color, - label="Substation*", - zorder=11, - ) - substation_patch10 = patches.Rectangle( - ( - substation_x - substation_side_length, - substation_y - substation_side_length / 2, - ), - substation_side_length, - substation_side_length, - fill=True, - color=substation_color, - label="Substation*", - zorder=11, - ) - ax[0, 1].add_patch(substation_patch01) - ax[1, 0].add_patch(substation_patch10) - - component_areas["offshore_substation_area_m2"] = substation_side_length**2 - - ## add equipment platform - if design_scenario["wind_location"] == "offshore" and ( - design_scenario["h2_storage_location"] == "platform" - or design_scenario["electrolyzer_location"] == "platform" - ): # or design_scenario["transportation"] == "pipeline": - equipment_platform_patch01 = patches.Rectangle( - ( - equipment_platform_x - equipment_platform_side_length / 2, - equipment_platform_y - equipment_platform_side_length / 2, - ), - equipment_platform_side_length, - equipment_platform_side_length, - color=equipment_platform_color, - fill=True, - label="Equipment platform", - zorder=1, - ) - equipment_platform_patch10 = patches.Rectangle( - ( - equipment_platform_x - equipment_platform_side_length / 2, - equipment_platform_y - equipment_platform_side_length / 2, - ), - equipment_platform_side_length, - equipment_platform_side_length, - color=equipment_platform_color, - fill=True, - label="Equipment platform", - zorder=1, - ) - ax[0, 1].add_patch(equipment_platform_patch01) - ax[1, 0].add_patch(equipment_platform_patch10) - - component_areas["equipment_platform_area_m2"] = equipment_platform_area - - ## add hvdc cable - if ( - design_scenario["transportation"] == "hvdc" - or design_scenario["transportation"] == "hvdc+pipeline" - ): - ax[0, 0].plot( - [onshorex + onshore_substation_x_side_length, 10000], - [ - onshorey - onshore_substation_y_side_length, - onshorey - onshore_substation_y_side_length, - ], - "--", - color=cable_color, - label="HVDC cable", - ) - ax[0, 1].plot( - [-50000, substation_x], - [substation_y - 100, substation_y - 100], - "--", - color=cable_color, - label="HVDC cable", - zorder=0, - ) - ax[1, 0].plot( - [-5000, substation_x], - [substation_y - 2, substation_y - 2], - "--", - color=cable_color, - label="HVDC cable", - zorder=0, - ) - - ## add onshore substation - if ( - design_scenario["transportation"] == "hvdc" - or design_scenario["transportation"] == "hvdc+pipeline" - ): - onshore_substation_patch00 = patches.Rectangle( - ( - onshorex + 0.2 * onshore_substation_y_side_length, - onshorey - onshore_substation_y_side_length * 1.2, - ), - onshore_substation_x_side_length, - onshore_substation_y_side_length, - fill=True, - color=substation_color, - label="Substation*", - zorder=11, - ) - ax[0, 0].add_patch(onshore_substation_patch00) - - component_areas["onshore_substation_area_m2"] = onshore_substation_area - - ## add transport pipeline - if design_scenario["transportation"] == "colocated": - # add hydrogen pipeline to end use - linetype = "-." - label = "Pipeline to storage/end-use" - linewidth = 1.0 - - ax[ax_index_plant].plot( - [onshorex, -10000], - [onshorey, onshorey], - linetype, - color=pipe_color, - label=label, - linewidth=linewidth, - zorder=0, - ) - - ax[ax_index_detail].plot( - [onshorex, -10000], - [onshorey, onshorey], - linetype, - color=pipe_color, - label=label, - linewidth=linewidth, - zorder=0, - ) - if ( - design_scenario["transportation"] == "pipeline" - or design_scenario["transportation"] == "hvdc+pipeline" - or ( - design_scenario["transportation"] == "hvdc" - and design_scenario["h2_storage_location"] == "platform" - ) - ): - linetype = "-." - label = "Transport pipeline" - linewidth = 1.0 - - ax[ax_index_plant].plot( - [onshorex, 1000], - [onshorey + 2, onshorey + 2], - linetype, - color=pipe_color, - label=label, - linewidth=linewidth, - zorder=0, - ) - - if design_scenario["wind_location"] == "offshore": - ax[ax_index_wind_plant].plot( - [-5000, substation_x], - [substation_y + 100, substation_y + 100], - linetype, - linewidth=linewidth, - color=pipe_color, - label=label, - zorder=0, - ) - ax[ax_index_detail].plot( - [-5000, substation_x], - [substation_y + 2, substation_y + 2], - linetype, - linewidth=linewidth, - color=pipe_color, - label=label, - zorder=0, - ) - - if ( - design_scenario["transportation"] == "hvdc" - or design_scenario["transportation"] == "hvdc+pipeline" - ) and design_scenario["h2_storage_location"] == "platform": - h2cx = onshorex - compressor_side - h2cy = onshorey - compressor_side + 2 - h2cax = ax[ax_index_plant] - else: - h2cx = substation_x - substation_side_length - h2cy = substation_y - h2cax = ax[ax_index_detail] - - if design_scenario["wind_location"] == "onshore": - compressor_patch01 = patches.Rectangle( - (origin_x, origin_y), - compressor_side, - compressor_side, - color=compressor_color, - fill=None, - label="Transport compressor*", - hatch="+++", - zorder=20, - ) - ax[ax_index_plant].add_patch(compressor_patch01) - - compressor_patch10 = patches.Rectangle( - (h2cx, h2cy), - compressor_side, - compressor_side, - color=compressor_color, - fill=None, - label="Transport compressor*", - hatch="+++", - zorder=20, - ) - h2cax.add_patch(compressor_patch10) - - component_areas["compressor_area_m2"] = compressor_area - - ## add plant components - if design_scenario["electrolyzer_location"] == "onshore": - electrolyzer_x = onshorex - electrolyzer_y = onshorey - electrolyzer_patch = patches.Rectangle( - (electrolyzer_x, electrolyzer_y), - electrolyzer_side, - electrolyzer_side, - color=electrolyzer_color, - fill=None, - label="H$_2$ Electrolyzer", - zorder=20, - hatch=electrolyzer_hatch, - ) - ax[ax_index_plant].add_patch(electrolyzer_patch) - component_areas["electrolyzer_area_m2"] = electrolyzer_area - - if design_scenario["wind_location"] == "onshore": - electrolyzer_patch = patches.Rectangle( - (onshorex - h2_storage_side, onshorey + 4), - electrolyzer_side, - electrolyzer_side, - color=electrolyzer_color, - fill=None, - label="H$_2$ Electrolyzer", - zorder=20, - hatch=electrolyzer_hatch, - ) - ax[ax_index_detail].add_patch(electrolyzer_patch) - - elif design_scenario["electrolyzer_location"] == "platform": - dx = equipment_platform_x - equipment_platform_side_length / 2 - dy = equipment_platform_y - equipment_platform_side_length / 2 - e_side_y = equipment_platform_side_length - e_side_x = electrolyzer_area / e_side_y - d_side_y = equipment_platform_side_length - d_side_x = desal_equipment_area / d_side_y - electrolyzer_x = dx + d_side_x - electrolyzer_y = dy - - electrolyzer_patch = patches.Rectangle( - (electrolyzer_x, electrolyzer_y), - e_side_x, - e_side_y, - color=electrolyzer_color, - fill=None, - zorder=20, - label="H$_2$ Electrolyzer", - hatch=electrolyzer_hatch, - ) - ax[ax_index_detail].add_patch(electrolyzer_patch) - desal_patch = patches.Rectangle( - (dx, dy), - d_side_x, - d_side_y, - color=desal_color, - zorder=21, - fill=None, - label="Desalinator", - hatch=desalinator_hatch, - ) - ax[ax_index_detail].add_patch(desal_patch) - component_areas["desalination_area_m2"] = desal_equipment_area - - elif design_scenario["electrolyzer_location"] == "turbine": - electrolyzer_patch11 = patches.Rectangle( - (turbine_x[0], turbine_y[0] + tower_base_radius), - electrolyzer_side, - electrolyzer_side, - color=electrolyzer_color, - fill=None, - zorder=20, - label="H$_2$ Electrolyzer", - hatch=electrolyzer_hatch, - ) - ax[ax_index_turbine_detail].add_patch(electrolyzer_patch11) - desal_patch11 = patches.Rectangle( - (turbine_x[0] - desal_equipment_side, turbine_y[0] + tower_base_radius), - desal_equipment_side, - desal_equipment_side, - color=desal_color, - zorder=21, - fill=None, - label="Desalinator", - hatch=desalinator_hatch, - ) - ax[ax_index_turbine_detail].add_patch(desal_patch11) - component_areas["desalination_area_m2"] = desal_equipment_area - i = 0 - for x, y in zip(turbine_x, turbine_y): - if i == 0: - elabel = "H$_2$ Electrolyzer" - dlabel = "Desalinator" - else: - elabel = None - dlabel = None - electrolyzer_patch01 = patches.Rectangle( - (x, y + tower_base_radius), - electrolyzer_side, - electrolyzer_side, - color=electrolyzer_color, - fill=None, - zorder=20, - label=elabel, - hatch=electrolyzer_hatch, - ) - desal_patch01 = patches.Rectangle( - (x - desal_equipment_side, y + tower_base_radius), - desal_equipment_side, - desal_equipment_side, - color=desal_color, - zorder=21, - fill=None, - label=dlabel, - hatch=desalinator_hatch, - ) - ax[ax_index_wind_plant].add_patch(electrolyzer_patch01) - ax[ax_index_wind_plant].add_patch(desal_patch01) - i += 1 - - h2_storage_hatch = "\\\\\\" - if design_scenario["h2_storage_location"] == "onshore" and ( - h2integrate_config["h2_storage"]["type"] != "none" - ): - h2_storage_patch = patches.Rectangle( - (onshorex - h2_storage_side, onshorey - h2_storage_side - 2), - h2_storage_side, - h2_storage_side, - color=h2_storage_color, - fill=None, - label="H$_2$ storage", - hatch=h2_storage_hatch, - ) - ax[ax_index_plant].add_patch(h2_storage_patch) - component_areas["h2_storage_area_m2"] = h2_storage_area - - if design_scenario["wind_location"] == "onshore": - h2_storage_patch = patches.Rectangle( - (onshorex - h2_storage_side, onshorey - h2_storage_side - 2), - h2_storage_side, - h2_storage_side, - color=h2_storage_color, - fill=None, - label="H$_2$ storage", - hatch=h2_storage_hatch, - ) - ax[ax_index_detail].add_patch(h2_storage_patch) - component_areas["h2_storage_area_m2"] = h2_storage_area - elif design_scenario["h2_storage_location"] == "platform" and ( - h2integrate_config["h2_storage"]["type"] != "none" - ): - s_side_y = equipment_platform_side_length - s_side_x = h2_storage_area / s_side_y - sx = equipment_platform_x - equipment_platform_side_length / 2 - sy = equipment_platform_y - equipment_platform_side_length / 2 - if design_scenario["electrolyzer_location"] == "platform": - sx += equipment_platform_side_length - s_side_x - - h2_storage_patch = patches.Rectangle( - (sx, sy), - s_side_x, - s_side_y, - color=h2_storage_color, - fill=None, - label="H$_2$ storage", - hatch=h2_storage_hatch, - ) - ax[ax_index_detail].add_patch(h2_storage_patch) - component_areas["h2_storage_area_m2"] = h2_storage_area - - elif design_scenario["h2_storage_location"] == "turbine": - if h2integrate_config["h2_storage"]["type"] == "turbine": - h2_storage_patch = patches.Circle( - (turbine_x[0], turbine_y[0]), - radius=tower_base_diameter / 2, - color=h2_storage_color, - fill=None, - label="H$_2$ storage", - hatch=h2_storage_hatch, - ) - ax[ax_index_turbine_detail].add_patch(h2_storage_patch) - component_areas["h2_storage_area_m2"] = h2_storage_area - i = 0 - for x, y in zip(turbine_x, turbine_y): - if i == 0: - slabel = "H$_2$ storage" - else: - slabel = None - h2_storage_patch = patches.Circle( - (x, y), - radius=tower_base_diameter / 2, - color=h2_storage_color, - fill=None, - label=None, - hatch=h2_storage_hatch, - ) - ax[ax_index_wind_plant].add_patch(h2_storage_patch) - elif h2integrate_config["h2_storage"]["type"] == "pressure_vessel": - h2_storage_side = np.sqrt(h2_storage_area / h2integrate_config["plant"]["num_turbines"]) - h2_storage_patch = patches.Rectangle( - ( - turbine_x[0] - h2_storage_side - desal_equipment_side, - turbine_y[0] + tower_base_radius, - ), - width=h2_storage_side, - height=h2_storage_side, - color=h2_storage_color, - fill=None, - label="H$_2$ storage", - hatch=h2_storage_hatch, - ) - ax[ax_index_turbine_detail].add_patch(h2_storage_patch) - component_areas["h2_storage_area_m2"] = h2_storage_area - for i in range(zip(turbine_x, turbine_y)): - if i == 0: - slabel = "H$_2$ storage" - else: - slabel = None - h2_storage_patch = patches.Rectangle( - ( - turbine_x[i] - h2_storage_side - desal_equipment_side, - turbine_y[i] + tower_base_radius, - ), - width=h2_storage_side, - height=h2_storage_side, - color=h2_storage_color, - fill=None, - label=slabel, - hatch=h2_storage_hatch, - ) - ax[ax_index_wind_plant].add_patch(h2_storage_patch) - - ## add battery - if "battery" in hopp_config["technologies"].keys(): - component_areas["battery_area_m2"] = hopp_results["hybrid_plant"].battery.footprint_area - if design_scenario["battery_location"] == "onshore": - battery_side_y = np.sqrt(hopp_results["hybrid_plant"].battery.footprint_area) - battery_side_x = battery_side_y - - batteryx = electrolyzer_x - - batteryy = electrolyzer_y + electrolyzer_side + 10 - - battery_patch = patches.Rectangle( - (batteryx, batteryy), - battery_side_x, - battery_side_y, - color=battery_color, - fill=None, - label="Battery array", - hatch=battery_hatch, - ) - ax[ax_index_plant].add_patch(battery_patch) - - if design_scenario["wind_location"] == "onshore": - battery_patch = patches.Rectangle( - (batteryx, batteryy), - battery_side_x, - battery_side_y, - color=battery_color, - fill=None, - label="Battery array", - hatch=battery_hatch, - ) - ax[ax_index_detail].add_patch(battery_patch) - - elif design_scenario["battery_location"] == "platform": - battery_side_y = equipment_platform_side_length - battery_side_x = hopp_results["hybrid_plant"].battery.footprint_area / battery_side_y - - batteryx = equipment_platform_x - equipment_platform_side_length / 2 - batteryy = equipment_platform_y - equipment_platform_side_length / 2 - - battery_patch = patches.Rectangle( - (batteryx, batteryy), - battery_side_x, - battery_side_y, - color=battery_color, - fill=None, - label="Battery array", - hatch=battery_hatch, - ) - ax[ax_index_detail].add_patch(battery_patch) - - else: - battery_side_y = 0.0 - battery_side_x = 0.0 - - ## add solar - if hopp_config["site"]["solar"]: - component_areas["pv_area_m2"] = hopp_results["hybrid_plant"].pv.footprint_area - if design_scenario["pv_location"] == "offshore": - solar_side_y = equipment_platform_side_length - solar_side_x = hopp_results["hybrid_plant"].pv.footprint_area / solar_side_y - - solarx = equipment_platform_x - equipment_platform_side_length / 2 - solary = equipment_platform_y - equipment_platform_side_length / 2 - - solar_patch = patches.Rectangle( - (solarx, solary), - solar_side_x, - solar_side_y, - color=solar_color, - fill=None, - label="Solar array", - hatch=solar_hatch, - ) - ax[ax_index_detail].add_patch(solar_patch) - else: - solar_side_y = np.sqrt(hopp_results["hybrid_plant"].pv.footprint_area) - solar_side_x = hopp_results["hybrid_plant"].pv.footprint_area / solar_side_y - - solarx = electrolyzer_x - - solary = electrolyzer_y + electrolyzer_side + 10 - - if "battery" in hopp_config["technologies"].keys(): - solary += battery_side_y + 10 - - solar_patch = patches.Rectangle( - (solarx, solary), - solar_side_x, - solar_side_y, - color=solar_color, - fill=None, - label="Solar array", - hatch=solar_hatch, - ) - - ax[ax_index_plant].add_patch(solar_patch) - - if design_scenario["wind_location"] != "offshore": - solar_patch = patches.Rectangle( - (solarx, solary), - solar_side_x, - solar_side_y, - color=solar_color, - fill=None, - label="Solar array", - hatch=solar_hatch, - ) - - ax[ax_index_detail].add_patch(solar_patch) - - else: - solar_side_x = 0.0 - solar_side_y = 0.0 - - ## add wave - if hopp_config["site"]["wave"]: - # get wave generation area geometry - num_devices = hopp_config["technologies"]["wave"]["num_devices"] - distance_to_shore = ( - hopp_config["technologies"]["wave"]["cost_inputs"]["distance_to_shore"] * 1e3 - ) - number_rows = hopp_config["technologies"]["wave"]["cost_inputs"]["number_rows"] - device_spacing = hopp_config["technologies"]["wave"]["cost_inputs"]["device_spacing"] - row_spacing = hopp_config["technologies"]["wave"]["cost_inputs"]["row_spacing"] - - # calculate wave generation area dimenstions - wave_side_y = device_spacing * np.ceil(num_devices / number_rows) - wave_side_x = row_spacing * (number_rows) - wave_area = wave_side_x * wave_side_y - component_areas["wave_area_m2"] = wave_area - - # generate wave generation patch - wavex = substation_x - wave_side_x - wavey = substation_y + distance_to_shore - wave_patch = patches.Rectangle( - (wavex, wavey), - wave_side_x, - wave_side_y, - color=wave_color, - fill=None, - label="Wave array", - hatch=wave_hatch, - zorder=1, - ) - ax[ax_index_wind_plant].add_patch(wave_patch) - - # add electrical transmission for wave - wave_export_cable_coords_x = [substation_x, substation_x] - wave_export_cable_coords_y = [substation_y, substation_y + distance_to_shore] - - ax[ax_index_wind_plant].plot( - wave_export_cable_coords_x, - wave_export_cable_coords_y, - cable_color, - zorder=0, - ) - ax[ax_index_detail].plot( - wave_export_cable_coords_x, - wave_export_cable_coords_y, - cable_color, - zorder=0, - ) - - if design_scenario["wind_location"] == "offshore": - allpoints = cable_array_points.flatten() - else: - allpoints = turbine_x - - allpoints = allpoints[~np.isnan(allpoints)] - - if design_scenario["wind_location"] == "offshore": - roundto = -2 - ax[ax_index_plant].set( - xlim=[ - round(np.min(onshorex - 100), ndigits=roundto), - round( - np.max( - [ - onshorex, - onshore_substation_x_side_length, - electrolyzer_side, - solar_side_x, - ] - ) - * 1.8, - ndigits=roundto, - ), - ], - ylim=[ - round(np.min(onshorey - 100), ndigits=roundto), - round( - np.max(onshorey + battery_side_y + electrolyzer_side + solar_side_y + 100) - * 1.9, - ndigits=roundto, - ), - ], - ) - ax[ax_index_plant].set(aspect="equal") - - roundto = -3 - point_range_x = np.max(allpoints) - np.min(allpoints) - point_range_y = np.max(turbine_y) - np.min(turbine_y) - ax[ax_index_wind_plant].set( - xlim=[ - round(np.min(allpoints) - 0.5 * point_range_x, ndigits=roundto), - round(np.max(allpoints) + 0.5 * point_range_x, ndigits=roundto), - ], - ylim=[ - round(np.min(turbine_y) - 0.3 * point_range_y, ndigits=roundto), - round(np.max(turbine_y) + 0.3 * point_range_y, ndigits=roundto), - ], - ) - # ax[ax_index_wind_plant].autoscale() - ax[ax_index_wind_plant].set(aspect="equal") - # ax[ax_index_wind_plant].xaxis.set_major_locator(ticker.\ - # MultipleLocator(np.round(point_range_x*0.5, decimals=-3))) - # ax[ax_index_wind_plant].yaxis.set_major_locator(ticker.\ - # MultipleLocator(np.round(point_range_y*0.5, device_spacing=-3))) - - else: - roundto = -3 - point_range_x = np.max(allpoints) - np.min(allpoints) - point_range_y = np.max(turbine_y) - onshorey - ax[ax_index_plant].set( - xlim=[ - round(np.min(allpoints) - 0.7 * point_range_x, ndigits=roundto), - round(np.max(allpoints + 0.7 * point_range_x), ndigits=roundto), - ], - ylim=[ - round(np.min(onshorey) - 0.2 * point_range_y, ndigits=roundto), - round(np.max(turbine_y) + 1.0 * point_range_y, ndigits=roundto), - ], - ) - # ax[ax_index_plant].autoscale() - ax[ax_index_plant].set(aspect="equal") - # ax[ax_index_plant].xaxis.set_major_locator(ticker.MultipleLocator(2000)) - # ax[ax_index_plant].yaxis.set_major_locator(ticker.MultipleLocator(1000)) - - if design_scenario["wind_location"] == "offshore": - roundto = -2 - ax[ax_index_detail].set( - xlim=[ - round(origin_x - 400, ndigits=roundto), - round(origin_x + 100, ndigits=roundto), - ], - ylim=[ - round(origin_y - 200, ndigits=roundto), - round(origin_y + 200, ndigits=roundto), - ], - ) - ax[ax_index_detail].set(aspect="equal") - else: - roundto = -2 - - if "pv" in hopp_config["technologies"].keys(): - xmax = round( - np.max([onshorex, electrolyzer_side, battery_side_x, solar_side_x]) * 1.1, - ndigits=roundto, - ) - ymax = round( - onshorey + (solar_side_y + electrolyzer_side + battery_side_y) * 1.15, - ndigits=roundto, - ) - else: - xmax = round(np.max([onshorex]) * 1.1, ndigits=roundto) - ymax = round( - onshorey + (electrolyzer_side + battery_side_y + solar_side_y) * 1.1, - ndigits=roundto, - ) - ax[ax_index_detail].set( - xlim=[ - round(onshorex - 10, ndigits=roundto), - xmax, - ], - ylim=[ - round(onshorey - 200, ndigits=roundto), - ymax, - ], - ) - ax[ax_index_detail].set(aspect="equal") - - if design_scenario["wind_location"] == "offshore": - tower_buffer0 = 10 - tower_buffer1 = 10 - roundto = -1 - ax[ax_index_turbine_detail].set( - xlim=[ - round( - turbine_x[0] - tower_base_radius - tower_buffer0 - 50, - ndigits=roundto, - ), - round( - turbine_x[0] + tower_base_radius + 3 * tower_buffer1, - ndigits=roundto, - ), - ], - ylim=[ - round( - turbine_y[0] - tower_base_radius - 2 * tower_buffer0, - ndigits=roundto, - ), - round( - turbine_y[0] + tower_base_radius + 4 * tower_buffer1, - ndigits=roundto, - ), - ], - ) - ax[ax_index_turbine_detail].set(aspect="equal") - ax[ax_index_turbine_detail].xaxis.set_major_locator(ticker.MultipleLocator(10)) - ax[ax_index_turbine_detail].yaxis.set_major_locator(ticker.MultipleLocator(10)) - # ax[0,1].legend(frameon=False) - # ax[0,1].axis('off') - - if design_scenario["wind_location"] == "offshore": - labels = [ - "(a) Onshore plant", - "(b) Offshore plant", - "(c) Equipment platform and substation", - "(d) NW-most wind turbine", - ] - else: - labels = ["(a) Full plant", "(b) Non-wind plant detail"] - for axi, label in zip(ax.flatten(), labels): - axi.legend(frameon=False, ncol=2) # , ncol=2, loc="best") - axi.set(xlabel="Easting (m)", ylabel="Northing (m)") - axi.set_title(label, loc="left") - # axi.spines[['right', 'top']].set_visible(False) - - ## save the plot - plt.tight_layout() - savepaths = [ - output_dir / "figures/layout", - output_dir / "data", - ] - if save_plots: - for savepath in savepaths: - if not savepath.exists(): - savepath.mkdir(parents=True) - plt.savefig(savepaths[0] / f"plant_layout_{plant_design_number}.png", transparent=True) - - df = pd.DataFrame([component_areas]) - df.to_csv( - savepaths[1] / "fcomponent_areas_layout_{plant_design_number}.csv", - index=False, - ) - - if show_plots: - plt.show() - else: - plt.close() - - -def save_energy_flows( - hybrid_plant: HoppInterface.system, - electrolyzer_physics_results, - solver_results, - hours, - h2_storage_results, - simulation_length=8760, - output_dir="./output/", -): - if isinstance(output_dir, str): - output_dir = Path(output_dir).resolve() - - output = {} - if hybrid_plant.pv: - solar_plant_power = np.array(hybrid_plant.pv.generation_profile[0:simulation_length]) - output.update({"pv generation [kW]": solar_plant_power}) - if hybrid_plant.wind: - wind_plant_power = np.array(hybrid_plant.wind.generation_profile[0:simulation_length]) - output.update({"wind generation [kW]": wind_plant_power}) - if hybrid_plant.wave: - wave_plant_power = np.array(hybrid_plant.wave.generation_profile[0:simulation_length]) - output.update({"wave generation [kW]": wave_plant_power}) - if hybrid_plant.battery: - battery_power_out_mw = hybrid_plant.battery.outputs.P - output.update( - {"battery discharge [kW]": [(int(p > 0)) * p for p in battery_power_out_mw]} - ) # convert from MW to kW and extract only discharging - output.update( - {"battery charge [kW]": [-(int(p < 0)) * p for p in battery_power_out_mw]} - ) # convert from MW to kW and extract only charging - output.update({"battery state of charge [%]": hybrid_plant.battery.outputs.dispatch_SOC}) - total_generation_hourly = hybrid_plant.grid._system_model.Outputs.system_pre_interconnect_kwac[ - 0:simulation_length - ] - output.update({"total generation hourly [kW]": total_generation_hourly}) - output.update( - { - "total generation curtailed hourly [kW]": hybrid_plant.grid.generation_curtailed[ - 0:simulation_length - ] - } - ) - output.update({"total accessory power required [kW]": solver_results[0]}) - output.update({"grid energy usage hourly [kW]": solver_results[1]}) - output.update({"desal energy hourly [kW]": [solver_results[2]] * simulation_length}) - output.update( - { - "electrolyzer energy hourly [kW]": electrolyzer_physics_results[ - "power_to_electrolyzer_kw" - ] - } - ) - output.update({"electrolyzer bop energy hourly [kW]": solver_results[5]}) - output.update( - {"transport compressor energy hourly [kW]": [solver_results[3]] * simulation_length} - ) - output.update({"storage energy hourly [kW]": [solver_results[4]] * simulation_length}) - output.update( - { - "h2 production hourly [kg]": electrolyzer_physics_results["H2_Results"][ - "Hydrogen Hourly Production [kg/hr]" - ] - } - ) - if "hydrogen_storage_soc" in h2_storage_results: - output.update({"hydrogen storage SOC [kg]": h2_storage_results["hydrogen_storage_soc"]}) - if "hydrogen_demand_kgphr" in h2_storage_results: - output.update({"hydrogen demand [kg/h]": h2_storage_results["hydrogen_demand_kgphr"]}) - - df = pd.DataFrame.from_dict(output) - - filepath = output_dir / "data/production" - - if not filepath.exists(): - filepath.mkdir(parents=True) - - df.to_csv(filepath / "energy_flows.csv") - - return output - - -def calculate_lca( - wind_annual_energy_kwh, - solar_pv_annual_energy_kwh, - energy_shortfall_hopp, - h2_annual_prod_kg, - energy_to_electrolyzer_kwh, - hopp_config, - h2integrate_config, - total_accessory_power_renewable_kw, - total_accessory_power_grid_kw, - plant_design_scenario_number, - incentive_option_number, -): - """ - Function to perform Life Cycle Assessment (LCA) of the simulated system. - Calculates Scope 1, 2, and 3 average emissions over the lifetime of the plant in kg CO2e per - unit mass of product produced. - CO2e or carbon dioxide equivalent is a metric for the global warming potential of different - greenhouse gases (GHGs) by converting their emissions to the equivalent amount of CO2. - Leverages ANL's GREET model to determine emission intensity (EI), efficiency, feedstock - consumption, and energy consumption values of various processes - Leverages NREL's Cambium API to determine future grid generation mixes and emissions intensities - of grid electricity consumption - - Args: - wind_annual_energy_kwh (float): Annual energy from wind power (kWh) - solar_pv_annual_energy_kwh (float): Annual energy from solar pv power (kWh) - energy_shortfall_hopp: Total electricity to electrolyzer & peripherals from grid power (kWh) - h2_annual_prod_kg: Lifetime average annual H2 production accounting for electrolyzer - degradation (kg H2/year) - energy_to_electrolyzer_kwh: Total electricity to electrolyzer from grid power (kWh) - hopp_config (dict): HOPP configuration inputs based on input files - h2integrate_config (H2IntegrateSimulationConfig): all inputs to the h2integrate simulation - total_accessory_power_renewable_kw (numpy.ndarray): Total electricity to electrolysis - peripherals from renewable power (kWh) with shape = (8760,) - total_accessory_power_grid_kw (numpy.ndarray): Total electricity to electrolysis - peripherals from grid power (kWh) with shape = (8760,) - plant_design_scenario_number (int): plant design scenario number - incentive_option_number (int): incentive option number - - Returns: - lca_df (pandas.DataFrame): Pandas DataFrame containing average emissions intensities over - lifetime of plant and other relevant data - """ - # TODO: - # confirm site lat/long is proper for where electricity use will be - # (set from iron_pre or iron_win?) - - # Load relevant config and results data from HOPP and H2Integrate: - site_latitude = hopp_config["site"]["data"]["lat"] - site_longitude = hopp_config["site"]["data"]["lon"] - project_lifetime = h2integrate_config["project_parameters"][ - "project_lifetime" - ] # system lifetime (years) - plant_design_scenario = h2integrate_config["plant_design"][ - f"scenario{plant_design_scenario_number}" - ] # plant design scenario number - tax_incentive_option = h2integrate_config["policy_parameters"][ - f"option{incentive_option_number}" - ] # tax incentive option number - - # battery_annual_energy_kwh = hopp_results["annual_energies"][ - # "battery" - # ] # annual energy from battery (kWh) - # battery_system_capacity_kwh = hopp_results["hybrid_plant"].battery.system_capacity_kwh - # # battery rated capacity (kWh) - wind_turbine_rating_MW = ( - hopp_config["technologies"]["wind"]["turbine_rating_kw"] / 1000 - ) # wind turbine rating (MW) - wind_model = hopp_config["technologies"]["wind"]["model_name"] # wind model used in analysis - - # Determine renewable technologies in system and define renewables_case string for output file - renewable_technologies_modeled = [ - tech for tech in hopp_config["technologies"] if tech != "grid" - ] - if len(renewable_technologies_modeled) > 1: - renewables_case = "+".join(renewable_technologies_modeled) - elif len(renewable_technologies_modeled) == 1: - renewables_case = str(renewable_technologies_modeled[0]) - else: - renewables_case = "No-ren" - - # Determine grid case and define grid_case string for output file - # NOTE: original LCA project code calculations were created with functionality for a - # hybrid-grid case, however this functionality was removed during prior HOPP refactors - # NOTE: In future, update logic below to include 'hybrid-grid' case. Possibly look at - # input config yamls and technologies present for this logic?(pending modular framework): - # if only grid present -> grid-only? - # if any renewables + grid present -> hybrid-grid? - # if only renewables present -> off-grid? - if h2integrate_config["project_parameters"]["grid_connection"]: - if h2integrate_config["electrolyzer"]["sizing"]["hydrogen_dmd"] is not None: - grid_case = "grid-only" - else: - grid_case = "off-grid" - else: - grid_case = "off-grid" - - # Capture electrolyzer configuration variables / strings for output files - if h2integrate_config["electrolyzer"]["include_degradation_penalty"]: - electrolyzer_degradation = "True" - else: - electrolyzer_degradation = "False" - if plant_design_scenario["transportation"] == "colocated": - electrolyzer_centralization = "Centralized" - else: - electrolyzer_centralization = "Distributed" - electrolyzer_optimized = h2integrate_config["electrolyzer"]["pem_control_type"] - electrolyzer_type = h2integrate_config["lca_config"]["electrolyzer_type"] - number_of_electrolyzer_clusters = int( - ceildiv( - h2integrate_config["electrolyzer"]["rating"], - h2integrate_config["electrolyzer"]["cluster_rating_MW"], - ) - ) - - # Calculate average annual and lifetime h2 production - h2_lifetime_prod_kg = ( - h2_annual_prod_kg * project_lifetime - ) # Lifetime H2 production accounting for electrolyzer degradation (kg H2) - - # Calculate energy to electrolyzer and peripherals when hybrid-grid case - if grid_case == "hybrid-grid": - # Total electricity to electrolyzer and peripherals from grid power (kWh) - energy_shortfall_hopp.shape = ( - project_lifetime, - 8760, - ) # Reshaped to be annual power (project_lifetime, 8760) - annual_energy_to_electrolysis_from_grid = np.mean( - energy_shortfall_hopp, axis=0 - ) # Lifetime Average Annual electricity to electrolyzer and peripherals from grid power - # shape = (8760,) - - # Calculate energy to electrolyzer and peripherals when grid-only case - if grid_case == "grid-only": - energy_to_peripherals = ( - total_accessory_power_renewable_kw + total_accessory_power_grid_kw - ) # Total electricity to peripherals from grid power (kWh) - annual_energy_to_electrolysis_from_grid = ( - energy_to_electrolyzer_kwh + energy_to_peripherals - ) # Average Annual electricity to electrolyzer and peripherals from grid power - # shape = (8760,) - - # Create dataframe for electrolyzer + peripherals grid power profiles if grid connected - if grid_case in ("grid-only", "hybrid-grid"): - electrolyzer_grid_profile_data_dict = { - "Energy to electrolysis from grid (kWh)": annual_energy_to_electrolysis_from_grid - } - electrolyzer_grid_profile_df = pd.DataFrame(data=electrolyzer_grid_profile_data_dict) - electrolyzer_grid_profile_df = electrolyzer_grid_profile_df.reset_index().rename( - columns={"index": "Interval"} - ) - electrolyzer_grid_profile_df["Interval"] = electrolyzer_grid_profile_df["Interval"] + 1 - electrolyzer_grid_profile_df = electrolyzer_grid_profile_df.set_index("Interval") - - # Instantiate lists that define technologies / processes and LCA scopes - # used to dynamically define key value pairs in dictionaries to store data - processes = [ - "electrolysis", - "smr", - "smr_ccs", - "atr", - "atr_ccs", - "NH3_electrolysis", - "NH3_smr", - "NH3_smr_ccs", - "NH3_atr", - "NH3_atr_ccs", - "steel_electrolysis", - "steel_smr", - "steel_smr_ccs", - "steel_atr", - "steel_atr_ccs", - "ng_dri", - "ng_dri_eaf", - "h2_electrolysis_dri", - "h2_electrolysis_dri_eaf", - ] - - scopes = ["Scope3", "Scope2", "Scope1", "Total"] - - # Instantiate dictionary of numpy objects (np.nan -> converts to np.float when assigned value) - # to hold EI values per cambium year - EI_values = { - f"{process}_{scope}_EI": globals().get(f"{process}_{scope}_EI", np.nan) - for process in processes - for scope in scopes - } - - # Instantiate dictionary of lists to hold EI time series (ts) data for all cambium years - # EI_values for each cambium year are appended to corresponding lists - ts_EI_data = {f"{process}_{scope}_EI": [] for process in processes for scope in scopes} - - ## GREET Data - # Define conversions - g_to_kg = 0.001 # 1 g = 0.001 kg - MT_to_kg = 1000 # 1 metric ton = 1000 kg - kWh_to_MWh = 0.001 # 1 kWh = 0.001 MWh - MWh_to_kWh = 1000 # 1 MWh = 1000 kWh - gal_H2O_to_MT = 0.00378541 # 1 US gallon of H2O = 0.00378541 metric tons - - # Instantiate GreetData class object, parse greet if not already parsed - # return class object and load data dictionary - greet_data = GREETData(greet_year=2023) - greet_data_dict = greet_data.data - - # ------------------------------------------------------------------------------ - # Natural Gas - # ------------------------------------------------------------------------------ - NG_combust_EI = greet_data_dict[ - "NG_combust_EI" - ] # GHG Emissions Intensity of Natural Gas combustion in a utility / industrial large boiler - # (g CO2e/MJ Natural Gas combusted) - NG_supply_EI = greet_data_dict[ - "NG_supply_EI" - ] # GHG Emissions Intensity of supplying Natural Gas to processes as a feedstock / process fuel - # (g CO2e/MJ Natural Gas consumed) - - # ------------------------------------------------------------------------------ - # Water - # ------------------------------------------------------------------------------ - if h2integrate_config["lca_config"]["feedstock_water_type"] == "desal": - H2O_supply_EI = greet_data_dict[ - "desal_H2O_supply_EI" - ] # GHG Emissions Intensity of RO desalination and supply of that water to processes - # (kg CO2e/gal H2O). - elif h2integrate_config["lca_config"]["feedstock_water_type"] == "ground": - H2O_supply_EI = greet_data_dict[ - "ground_H2O_supply_EI" - ] # GHG Emissions Intensity of ground water and supply of that water to processes - # (kg CO2e/gal H2O). - elif h2integrate_config["lca_config"]["feedstock_water_type"] == "surface": - H2O_supply_EI = greet_data_dict[ - "surface_H2O_supply_EI" - ] # GHG Emissions Intensity of surface water and supply of that water to processes - # (kg CO2e/gal H2O). - # ------------------------------------------------------------------------------ - # Lime - # ------------------------------------------------------------------------------ - lime_supply_EI = greet_data_dict[ - "lime_supply_EI" - ] # GHG Emissions Intensity of supplying Lime to processes accounting for limestone mining, - # lime production, lime processing, and lime transportation assuming 20 miles via Diesel engines - # (kg CO2e/kg lime) - # ------------------------------------------------------------------------------ - # Carbon Coke - # ------------------------------------------------------------------------------ - coke_supply_EI = greet_data_dict[ - "coke_supply_EI" - ] # GHG Emissions Intensity of supplying Coke to processes accounting for combustion - # and non-combustion emissions of coke production - # (kg CO2e/kg Coke) - # ------------------------------------------------------------------------------ - # Renewable infrastructure embedded emission intensities - # ------------------------------------------------------------------------------ - # NOTE: HOPP/H2Integrate version at time of dev can only model PEM electrolysis - if electrolyzer_type == "pem": - # ely_stack_capex_EI = greet_data_dict[ - # "pem_ely_stack_capex_EI" - # ] # PEM electrolyzer CAPEX emissions (kg CO2e/kg H2) - ely_stack_and_BoP_capex_EI = greet_data_dict[ - "pem_ely_stack_and_BoP_capex_EI" - ] # PEM electrolyzer stack CAPEX + Balance of Plant emissions (kg CO2e/kg H2) - elif electrolyzer_type == "alkaline": - # ely_stack_capex_EI = greet_data_dict[ - # "alk_ely_stack_capex_EI" - # ] # Alkaline electrolyzer CAPEX emissions (kg CO2e/kg H2) - ely_stack_and_BoP_capex_EI = greet_data_dict[ - "alk_ely_stack_and_BoP_capex_EI" - ] # Alkaline electrolyzer stack CAPEX + Balance of Plant emissions (kg CO2e/kg H2) - elif electrolyzer_type == "soec": - # ely_stack_capex_EI = greet_data_dict[ - # "soec_ely_stack_capex_EI" - # ] # SOEC electrolyzer CAPEX emissions (kg CO2e/kg H2) - ely_stack_and_BoP_capex_EI = greet_data_dict[ - "soec_ely_stack_and_BoP_capex_EI" - ] # SOEC electrolyzer stack CAPEX + Balance of Plant emissions (kg CO2e/kg H2) - wind_capex_EI = greet_data_dict["wind_capex_EI"] # Wind CAPEX emissions (g CO2e/kWh) - solar_pv_capex_EI = greet_data_dict[ - "solar_pv_capex_EI" - ] # Solar PV CAPEX emissions (g CO2e/kWh) - battery_EI = greet_data_dict["battery_LFP_EI"] # LFP Battery embodied emissions (g CO2e/kWh) - nuclear_BWR_capex_EI = greet_data_dict[ - "nuclear_BWR_capex_EI" - ] # Nuclear Boiling Water Reactor (BWR) CAPEX emissions (g CO2e/kWh) - nuclear_PWR_capex_EI = greet_data_dict[ - "nuclear_PWR_capex_EI" - ] # Nuclear Pressurized Water Reactor (PWR) CAPEX emissions (g CO2e/kWh) - coal_capex_EI = greet_data_dict["coal_capex_EI"] # Coal CAPEX emissions (g CO2e/kWh) - gas_capex_EI = greet_data_dict[ - "gas_capex_EI" - ] # Natural Gas Combined Cycle (NGCC) CAPEX emissions (g CO2e/kWh) - hydro_capex_EI = greet_data_dict["hydro_capex_EI"] # Hydro CAPEX emissions (g CO2e/kWh) - bio_capex_EI = greet_data_dict["bio_capex_EI"] # Biomass CAPEX emissions (g CO2e/kWh) - # geothermal_egs_capex_EI = greet_data_dict[ - # "geothermal_egs_capex_EI" - # ] # Geothermal EGS CAPEX emissions (g CO2e/kWh) - geothermal_binary_capex_EI = greet_data_dict[ - "geothermal_binary_capex_EI" - ] # Geothermal Binary CAPEX emissions (g CO2e/kWh) - geothermal_flash_capex_EI = greet_data_dict[ - "geothermal_flash_capex_EI" - ] # Geothermal Flash CAPEX emissions (g CO2e/kWh) - - # ------------------------------------------------------------------------------ - # Steam methane reforming (SMR) and Autothermal Reforming (ATR) - # Incumbent H2 production processes - # ------------------------------------------------------------------------------ - smr_HEX_eff = greet_data_dict["smr_HEX_eff"] # SMR Heat exchange efficiency (%) - # SMR without CCS - smr_steam_prod = greet_data_dict[ - "smr_steam_prod" - ] # Steam exported for SMR w/out CCS (MJ/kg H2) - smr_NG_consume = greet_data_dict[ - "smr_NG_consume" - ] # Natural gas consumption for SMR w/out CCS accounting for efficiency, NG as feed and - # process fuel for SMR and steam production (MJ-LHV/kg H2) - smr_electricity_consume = greet_data_dict[ - "smr_electricity_consume" - ] # Electricity consumption for SMR w/out CCS accounting for efficiency, electricity - # as a process fuel (kWh/kg H2) - # SMR with CCS - smr_ccs_steam_prod = greet_data_dict[ - "smr_ccs_steam_prod" - ] # Steam exported for SMR with CCS (MJ/kg H2) - smr_ccs_perc_capture = greet_data_dict["smr_ccs_perc_capture"] # CCS rate for SMR (%) - smr_ccs_NG_consume = greet_data_dict[ - "smr_ccs_NG_consume" - ] # Natural gas consumption for SMR with CCS accounting for efficiency, NG as feed and process - # fuel for SMR and steam production (MJ-LHV/kg H2) - smr_ccs_electricity_consume = greet_data_dict[ - "smr_ccs_electricity_consume" - ] # SMR via NG w/ CCS WTG Total Energy consumption (kWh/kg H2) - # ATR without CCS - atr_NG_consume = greet_data_dict[ - "atr_NG_consume" - ] # Natural gas consumption for ATR w/out CCS accounting for efficiency, NG as feed and - # process fuel for SMR and steam production (MJ-LHV/kg H2) - atr_electricity_consume = greet_data_dict[ - "atr_electricity_consume" - ] # Electricity consumption for ATR w/out CCS accounting for efficiency, electricity as a - # process fuel (kWh/kg H2) - # ATR with CCS - atr_ccs_perc_capture = greet_data_dict["atr_ccs_perc_capture"] # CCS rate for ATR (%) - atr_ccs_NG_consume = greet_data_dict[ - "atr_ccs_NG_consume" - ] # Natural gas consumption for ATR with CCS accounting for efficiency, NG as feed and - # process fuel for SMR and steam production (MJ-LHV/kg H2) - atr_ccs_electricity_consume = greet_data_dict[ - "atr_ccs_electricity_consume" - ] # Electricity consumption for ATR with CCS accounting for efficiency, electricity as a - # process fuel (kWh/kg H2) - - # ------------------------------------------------------------------------------ - # Hydrogen production via water electrolysis - # ------------------------------------------------------------------------------ - if electrolyzer_type == "pem": - ely_H2O_consume = greet_data_dict[ - "pem_ely_H2O_consume" - ] # H2O consumption for H2 production in PEM electrolyzer (gal H20/kg H2) - elif electrolyzer_type == "alkaline": - ely_H2O_consume = greet_data_dict[ - "alk_ely_H2O_consume" - ] # H2O consumption for H2 production in Alkaline electrolyzer (gal H20/kg H2) - elif electrolyzer_type == "soec": - ely_H2O_consume = greet_data_dict[ - "soec_ely_H2O_consume" - ] # H2O consumption for H2 production in High Temp SOEC electrolyzer (gal H20/kg H2) - # ------------------------------------------------------------------------------ - # Ammonia (NH3) - # ------------------------------------------------------------------------------ - NH3_NG_consume = greet_data_dict[ - "NH3_NG_consume" - ] # Natural gas consumption for combustion in the Haber-Bosch process / Boiler for Ammonia - # production (MJ/metric ton NH3) - NH3_H2_consume = greet_data_dict[ - "NH3_H2_consume" - ] # Gaseous Hydrogen consumption for Ammonia production, based on chemical balance and is - # applicable for all NH3 production pathways (kg H2/kg NH3) - NH3_electricity_consume = greet_data_dict[ - "NH3_electricity_consume" - ] # Total Electrical Energy consumption for Ammonia production (kWh/kg NH3) - - # ------------------------------------------------------------------------------ - # Steel - # ------------------------------------------------------------------------------ - # Values agnostic of DRI-EAF config - # NOTE: in future if accounting for different iron ore mining, pelletizing processes, - # and production processes, then add if statement to check h2integrate_config for - # iron production type (DRI, electrowinning, etc) - # iron_ore_mining_EI_per_MT_steel = greet_data_dict[ - # "DRI_iron_ore_mining_EI_per_MT_steel" - # ] # GHG Emissions Intensity of Iron ore mining for use in DRI-EAF Steel production - # # (kg CO2e/metric ton steel produced) - iron_ore_mining_EI_per_MT_ore = greet_data_dict[ - "DRI_iron_ore_mining_EI_per_MT_ore" - ] # GHG Emissions Intensity of Iron ore mining for use in DRI-EAF Steel production - # (kg CO2e/metric ton iron ore) - # iron_ore_pelletizing_EI_per_MT_steel = greet_data_dict[ - # "DRI_iron_ore_pelletizing_EI_per_MT_steel" - # ] # GHG Emissions Intensity of Iron ore pelletizing for use in DRI-EAF Steel production - # # (kg CO2e/metric ton steel produced) - iron_ore_pelletizing_EI_per_MT_ore = greet_data_dict[ - "DRI_iron_ore_pelletizing_EI_per_MT_ore" - ] # GHG Emissions Intensity of Iron ore pelletizing for use in DRI-EAF Steel production - # (kg CO2e/metric ton iron ore) - - # NOTE: in future if accounting for different steel productin processes (DRI-EAF vs XYZ), - # then add if statement to check h2integrate_config for steel production process and - # update HOPP > greet_data.py with specific variables for each process - steel_H2O_consume = greet_data_dict[ - "steel_H2O_consume" - ] # Total H2O consumption for DRI-EAF Steel production w/ 83% H2 and 0% scrap, accounts for - # water used in iron ore mining, pelletizing, DRI, and EAF - # (metric ton H2O/metric ton steel production) - steel_H2_consume = greet_data_dict[ - "steel_H2_consume" - ] # Hydrogen consumption for DRI-EAF Steel production w/ 83% H2 regardless of scrap - # (metric tons H2/metric ton steel production) - steel_NG_consume = greet_data_dict[ - "steel_NG_consume" - ] # Natural gas consumption for DRI-EAF Steel production accounting for DRI with 83% H2, - # and EAF + LRF (GJ/metric ton steel) - steel_electricity_consume = greet_data_dict[ - "steel_electricity_consume" - ] # Total Electrical Energy consumption for DRI-EAF Steel production accounting for - # DRI with 83% H2 and EAF + LRF (MWh/metric ton steel production) - steel_iron_ore_consume = greet_data_dict[ - "steel_iron_ore_consume" - ] # Iron ore consumption for DRI-EAF Steel production - # (metric ton iron ore/metric ton steel production) - steel_lime_consume = greet_data_dict[ - "steel_lime_consume" - ] # Lime consumption for DRI-EAF Steel production - # (metric ton lime/metric ton steel production) - - ## Load in Iron model outputs - # Read iron_performance.performances_df from pkl - iron_performance_fn = "{}/iron_performance/{:.3f}_{:.3f}_{:d}.pkl".format( - h2integrate_config["iron_out_fn"], - site_latitude, - site_longitude, - hopp_config["site"]["data"]["year"], - ) - iron_performance = load_dill_pickle(iron_performance_fn) - iron_performance = iron_performance.performances_df - # Instantiate objects to hold iron performance values - ng_dri_steel_prod = np.nan - ng_dri_pigiron_prod = np.nan - ng_dri_iron_ore_consume = np.nan - ng_dri_NG_consume = np.nan - ng_dri_electricity_consume = np.nan - ng_dri_H2O_consume = np.nan - ng_dri_eaf_steel_prod = np.nan - ng_dri_eaf_pigiron_prod = np.nan - ng_dri_eaf_iron_ore_consume = np.nan - ng_dri_eaf_lime_consume = np.nan - ng_dri_eaf_coke_consume = np.nan - ng_dri_eaf_NG_consume = np.nan - ng_dri_eaf_electricity_consume = np.nan - ng_dri_eaf_H2O_consume = np.nan - h2_dri_steel_prod = np.nan - h2_dri_pigiron_prod = np.nan - h2_dri_H2_consume = np.nan - h2_dri_iron_ore_consume = np.nan - h2_dri_NG_consume = np.nan - h2_dri_electricity_consume = np.nan - h2_dri_H2O_consume = np.nan - h2_dri_eaf_steel_prod = np.nan - h2_dri_eaf_pigiron_prod = np.nan - h2_dri_eaf_H2_consume = np.nan - h2_dri_eaf_iron_ore_consume = np.nan - h2_dri_eaf_lime_consume = np.nan - h2_dri_eaf_coke_consume = np.nan - h2_dri_eaf_NG_consume = np.nan - h2_dri_eaf_electricity_consume = np.nan - h2_dri_eaf_H2O_consume = np.nan - # Pull iron_performance values - if iron_performance["Product"].values[0] == "ng_dri": - # Note to Dakota from Jonathan - the denominator has been corrected, - # we're now getting performance per unit pig iron, not per unit steel - # Leave this code in though, I want to be able to build an option to - # calculate per unit steel instead of per unit iron - ng_dri_steel_prod = iron_performance.loc[ - iron_performance["Name"] == "Steel Production", "Model" - ].item() - # metric tonnes steel per year - ng_dri_pigiron_prod = iron_performance.loc[ - iron_performance["Name"] == "Pig Iron Production", "Model" - ].item() - # metric tonnes pig iron per year - capacity_denominator = h2integrate_config["iron_win"]["performance"]["capacity_denominator"] - if capacity_denominator == "iron": - steel_to_pigiron_ratio = 1 - elif capacity_denominator == "steel": - steel_to_pigiron_ratio = ng_dri_steel_prod / ng_dri_pigiron_prod - # conversion from MT steel to MT pig iron in denominator of units - ng_dri_iron_ore_consume = ( - iron_performance.loc[iron_performance["Name"] == "Iron Ore", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonnes ore / pellet consumed per metric tonne pig iron produced - ng_dri_NG_consume = ( - iron_performance.loc[iron_performance["Name"] == "Natural Gas", "Model"].item() - * steel_to_pigiron_ratio - ) - # GJ-LHV NG consumed per metric tonne pig iron produced - ng_dri_electricity_consume = ( - iron_performance.loc[iron_performance["Name"] == "Electricity", "Model"].item() - * steel_to_pigiron_ratio - ) - # MWh electricity consumed per metric tonne pig iron produced - ng_dri_H2O_consume = ( - iron_performance.loc[iron_performance["Name"] == "Raw Water Withdrawal", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonne H2O consumed per metric tonne pig iron produced - if iron_performance["Product"].values[0] == "ng_eaf": - ng_dri_eaf_steel_prod = iron_performance.loc[ - iron_performance["Name"] == "Steel Production", "Model" - ].item() - # metric tonnes steel per year - ng_dri_eaf_pigiron_prod = iron_performance.loc[ - iron_performance["Name"] == "Pig Iron Production", "Model" - ].item() - # metric tonnes pig iron per year - capacity_denominator = h2integrate_config["iron_win"]["performance"]["capacity_denominator"] - if capacity_denominator == "iron": - steel_to_pigiron_ratio = 1 - elif capacity_denominator == "steel": - steel_to_pigiron_ratio = ng_dri_eaf_steel_prod / ng_dri_eaf_pigiron_prod - # conversion from MT steel to MT pig iron in denominator of units - ng_dri_eaf_iron_ore_consume = ( - iron_performance.loc[iron_performance["Name"] == "Iron Ore", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonnes ore / pellet consumed per metric tonne pig iron produced - ng_dri_eaf_NG_consume = ( - iron_performance.loc[iron_performance["Name"] == "Natural Gas", "Model"].item() - * steel_to_pigiron_ratio - ) - # GJ-LHV NG consumed per metric tonne pig iron produced - ng_dri_eaf_electricity_consume = ( - iron_performance.loc[iron_performance["Name"] == "Electricity", "Model"].item() - * steel_to_pigiron_ratio - ) - # MWh electricity consumed per metric tonne pig iron produced - ng_dri_eaf_coke_consume = ( - iron_performance.loc[iron_performance["Name"] == "Carbon (Coke)", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonnes carbon coke consumed per metric tonne pig iron produced - ng_dri_eaf_lime_consume = ( - iron_performance.loc[iron_performance["Name"] == "Lime", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonnes carbon lime consumed per metric tonne pig iron produced - ng_dri_eaf_H2O_consume = ( - iron_performance.loc[iron_performance["Name"] == "Raw Water Withdrawal", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonne H2O consumed per metric tonne pig iron produced - if iron_performance["Product"].values[0] == "h2_dri": - h2_dri_steel_prod = iron_performance.loc[ - iron_performance["Name"] == "Steel Production", "Model" - ].item() - # metric tonnes steel per year - h2_dri_pigiron_prod = iron_performance.loc[ - iron_performance["Name"] == "Pig Iron Production", "Model" - ].item() - # metric tonnes pig iron per year - capacity_denominator = h2integrate_config["iron_win"]["performance"]["capacity_denominator"] - if capacity_denominator == "iron": - steel_to_pigiron_ratio = 1 - elif capacity_denominator == "steel": - steel_to_pigiron_ratio = h2_dri_steel_prod / h2_dri_pigiron_prod - # conversion from MT steel to MT pig iron in denominator of units - h2_dri_iron_ore_consume = ( - iron_performance.loc[iron_performance["Name"] == "Iron Ore", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonnes ore / pellet consumed per metric tonne pig iron produced - h2_dri_H2_consume = ( - iron_performance.loc[iron_performance["Name"] == "Hydrogen", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonne H2 consumed per metric tonne pig iron produced - h2_dri_NG_consume = ( - iron_performance.loc[iron_performance["Name"] == "Natural Gas", "Model"].item() - * steel_to_pigiron_ratio - ) - # GJ-LHV NG consumed per metric tonne pig iron produced - h2_dri_electricity_consume = ( - iron_performance.loc[iron_performance["Name"] == "Electricity", "Model"].item() - * steel_to_pigiron_ratio - ) - # MWh electricity consumed per metric tonne pig iron produced - h2_dri_H2O_consume = ( - iron_performance.loc[iron_performance["Name"] == "Raw Water Withdrawal", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonne H2O consume per metric tonne pig iron produced - if iron_performance["Product"].values[0] == "h2_eaf": - h2_dri_eaf_steel_prod = iron_performance.loc[ - iron_performance["Name"] == "Steel Production", "Model" - ].item() - # metric tonnes steel per year - h2_dri_eaf_pigiron_prod = iron_performance.loc[ - iron_performance["Name"] == "Pig Iron Production", "Model" - ].item() - # metric tonnes pig iron per year - capacity_denominator = h2integrate_config["iron_win"]["performance"]["capacity_denominator"] - if capacity_denominator == "iron": - steel_to_pigiron_ratio = 1 - elif capacity_denominator == "steel": - steel_to_pigiron_ratio = h2_dri_eaf_steel_prod / h2_dri_eaf_pigiron_prod - # conversion from MT steel to MT pig iron in denominator of units - h2_dri_eaf_iron_ore_consume = ( - iron_performance.loc[iron_performance["Name"] == "Iron Ore", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonnes ore / pellet consumed per metric tonne pig iron produced - h2_dri_eaf_H2_consume = ( - iron_performance.loc[iron_performance["Name"] == "Hydrogen", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonne H2 consumed per metric tonne pig iron produced - h2_dri_eaf_NG_consume = ( - iron_performance.loc[iron_performance["Name"] == "Natural Gas", "Model"].item() - * steel_to_pigiron_ratio - ) - # GJ-LHV NG consumed per metric tonne pig iron produced - h2_dri_eaf_electricity_consume = ( - iron_performance.loc[iron_performance["Name"] == "Electricity", "Model"].item() - * steel_to_pigiron_ratio - ) - # MWh electricity consumed per metric tonne pig iron produced - h2_dri_eaf_coke_consume = ( - iron_performance.loc[iron_performance["Name"] == "Carbon (Coke)", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonnes carbon coke consumed per metric tonne pig iron produced - h2_dri_eaf_lime_consume = ( - iron_performance.loc[iron_performance["Name"] == "Lime", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonnes carbon lime consumed per metric tonne pig iron produced - h2_dri_eaf_H2O_consume = ( - iron_performance.loc[iron_performance["Name"] == "Raw Water Withdrawal", "Model"].item() - * steel_to_pigiron_ratio - ) - # metric tonne H2O consume per metric tonne pig iron produced - - ## Cambium - # Define cambium_year - # NOTE: at time of dev hopp logic for LCOH = atb_year + 2yr + install_period(3yrs) = 5 years - cambium_year = h2integrate_config["project_parameters"]["financial_analysis_start_year"] + 3 - # Pull / download cambium data files - cambium_data = CambiumData( - lat=site_latitude, - lon=site_longitude, - year=cambium_year, - project_uuid=h2integrate_config["lca_config"]["cambium"]["project_uuid"], - scenario=h2integrate_config["lca_config"]["cambium"]["scenario"], - location_type=h2integrate_config["lca_config"]["cambium"]["location_type"], - time_type=h2integrate_config["lca_config"]["cambium"]["time_type"], - ) - - # Read in Cambium data file for each year available - # NOTE: Additional LRMER values for CO2, CH4, and NO2 are available through the cambium call - # that are not used in this analysis - for resource_file in cambium_data.resource_files: - # Read in csv file to a dataframe, update column names and indexes - cambium_data_df = pd.read_csv( - resource_file, - index_col=None, - header=0, - usecols=[ - "lrmer_co2e_c", - "lrmer_co2e_p", - "lrmer_co2e", - "generation", - "battery_MWh", - "biomass_MWh", - "beccs_MWh", - "canada_MWh", - "coal_MWh", - "coal-ccs_MWh", - "csp_MWh", - "distpv_MWh", - "gas-cc_MWh", - "gas-cc-ccs_MWh", - "gas-ct_MWh", - "geothermal_MWh", - "hydro_MWh", - "nuclear_MWh", - "o-g-s_MWh", - "phs_MWh", - "upv_MWh", - "wind-ons_MWh", - "wind-ofs_MWh", - ], - ) - cambium_data_df = cambium_data_df.reset_index().rename( - columns={ - "index": "Interval", - "lrmer_co2e_c": "LRMER CO2 equiv. combustion (kg-CO2e/MWh)", - "lrmer_co2e_p": "LRMER CO2 equiv. precombustion (kg-CO2e/MWh)", - "lrmer_co2e": "LRMER CO2 equiv. total (kg-CO2e/MWh)", - } - ) - cambium_data_df["Interval"] = cambium_data_df["Interval"] + 1 - cambium_data_df = cambium_data_df.set_index("Interval") - - if grid_case in ("grid-only", "hybrid-grid"): - # Calculate consumption and emissions factor for electrolysis powered by the grid - combined_data_df = pd.concat([electrolyzer_grid_profile_df, cambium_data_df], axis=1) - electrolysis_grid_electricity_consume = combined_data_df[ - "Energy to electrolysis from grid (kWh)" - ].sum() # Total energy to the electrolyzer from the grid (kWh) - electrolysis_scope3_grid_emissions = ( - (combined_data_df["Energy to electrolysis from grid (kWh)"] / 1000) - * combined_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"] - ).sum() # Scope 3 Electrolysis Emissions from grid electricity consumption (kg CO2e) - electrolysis_scope2_grid_emissions = ( - (combined_data_df["Energy to electrolysis from grid (kWh)"] / 1000) - * combined_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"] - ).sum() # Scope 2 Electrolysis Emissions from grid electricity consumption (kg CO2e) - - # Calculate annual percentages of nuclear, geothermal, hydropower, wind, solar, battery, - # and fossil fuel power in cambium grid mix (%) - generation_annual_total_MWh = cambium_data_df["generation"].sum() - generation_annual_nuclear_fraction = ( - cambium_data_df["nuclear_MWh"].sum() / generation_annual_total_MWh - ) - generation_annual_coal_oil_fraction = ( - cambium_data_df["coal_MWh"].sum() - + cambium_data_df["coal-ccs_MWh"].sum() - + cambium_data_df["o-g-s_MWh"].sum() - ) / generation_annual_total_MWh - generation_annual_gas_fraction = ( - cambium_data_df["gas-cc_MWh"].sum() - + cambium_data_df["gas-cc-ccs_MWh"].sum() - + cambium_data_df["gas-ct_MWh"].sum() - ) / generation_annual_total_MWh - generation_annual_bio_fraction = ( - cambium_data_df["biomass_MWh"].sum() + cambium_data_df["beccs_MWh"].sum() - ) / generation_annual_total_MWh - generation_annual_geothermal_fraction = ( - cambium_data_df["geothermal_MWh"].sum() / generation_annual_total_MWh - ) - generation_annual_hydro_fraction = ( - cambium_data_df["hydro_MWh"].sum() + cambium_data_df["phs_MWh"].sum() - ) / generation_annual_total_MWh - generation_annual_wind_fraction = ( - cambium_data_df["wind-ons_MWh"].sum() + cambium_data_df["wind-ofs_MWh"].sum() - ) / generation_annual_total_MWh - generation_annual_solar_fraction = ( - cambium_data_df["upv_MWh"].sum() - + cambium_data_df["distpv_MWh"].sum() - + cambium_data_df["csp_MWh"].sum() - ) / generation_annual_total_MWh - generation_annual_battery_fraction = ( - cambium_data_df["battery_MWh"].sum() - ) / generation_annual_total_MWh - nuclear_PWR_fraction = 0.655 # % of grid nuclear power from PWR, calculated from USNRC data - # based on type and rated capacity - nuclear_BWR_fraction = 0.345 # % of grid nuclear power from BWR, calculated from USNRC data - # based on type and rated capacity - # https://www.nrc.gov/reactors/operating/list-power-reactor-units.html - geothermal_binary_fraction = 0.28 # % of grid geothermal power from binary, - # average from EIA data and NREL Geothermal prospector - geothermal_flash_fraction = 0.72 # % of grid geothermal power from flash, - # average from EIA data and NREL Geothermal prospector - # https://www.eia.gov/todayinenergy/detail.php?id=44576# - - # Calculate Grid Imbedded Emissions Intensity for cambium grid mix of power sources - # (kg CO2e/kwh) - grid_capex_EI = ( - (generation_annual_nuclear_fraction * nuclear_PWR_fraction * nuclear_PWR_capex_EI) - + (generation_annual_nuclear_fraction * nuclear_BWR_fraction * nuclear_BWR_capex_EI) - + (generation_annual_coal_oil_fraction * coal_capex_EI) - + (generation_annual_gas_fraction * gas_capex_EI) - + (generation_annual_bio_fraction * bio_capex_EI) - + ( - generation_annual_geothermal_fraction - * geothermal_binary_fraction - * geothermal_binary_capex_EI - ) - + ( - generation_annual_geothermal_fraction - * geothermal_flash_fraction - * geothermal_flash_capex_EI - ) - + (generation_annual_hydro_fraction * hydro_capex_EI) - + (generation_annual_wind_fraction * wind_capex_EI) - + (generation_annual_solar_fraction * solar_pv_capex_EI) - + (generation_annual_battery_fraction * battery_EI) * g_to_kg - ) - - # NOTE: current config assumes SMR, ATR, NH3, and Steel processes are always grid powered - # electricity needed for these processes does not come from renewables - # NOTE: this is reflective of the current state of modeling these systems in the code - # at time of dev and should be updated to allow renewables in the future - if "hybrid-grid" in grid_case: - ## H2 production via electrolysis - # Calculate grid-connected electrolysis emissions (kg CO2e/kg H2) - # future cases should reflect targeted electrolyzer electricity usage - EI_values["electrolysis_Scope3_EI"] = ( - ely_stack_and_BoP_capex_EI - + (ely_H2O_consume * H2O_supply_EI) - + ( - ( - electrolysis_scope3_grid_emissions - + (wind_capex_EI * g_to_kg * wind_annual_energy_kwh) - + (solar_pv_capex_EI * g_to_kg * solar_pv_annual_energy_kwh) - + (grid_capex_EI * electrolysis_grid_electricity_consume) - ) - / h2_annual_prod_kg - ) - ) - EI_values["electrolysis_Scope2_EI"] = ( - electrolysis_scope2_grid_emissions / h2_annual_prod_kg - ) - EI_values["electrolysis_Scope1_EI"] = 0 - EI_values["electrolysis_Total_EI"] = ( - EI_values["electrolysis_Scope1_EI"] - + EI_values["electrolysis_Scope2_EI"] - + EI_values["electrolysis_Scope3_EI"] - ) - - # Calculate ammonia emissions via hybrid grid electrolysis (kg CO2e/kg NH3) - EI_values["NH3_electrolysis_Scope3_EI"] = ( - (NH3_H2_consume * EI_values["electrolysis_Total_EI"]) - + (NH3_NG_consume * NG_supply_EI * g_to_kg / MT_to_kg) - + ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (NH3_electricity_consume * grid_capex_EI) - ) - EI_values["NH3_electrolysis_Scope2_EI"] = ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["NH3_electrolysis_Scope1_EI"] = ( - NH3_NG_consume * NG_combust_EI * g_to_kg / MT_to_kg - ) - EI_values["NH3_electrolysis_Total_EI"] = ( - EI_values["NH3_electrolysis_Scope1_EI"] - + EI_values["NH3_electrolysis_Scope2_EI"] - + EI_values["NH3_electrolysis_Scope3_EI"] - ) - - # Calculate steel emissions via hybrid grid electrolysis (kg CO2e/metric ton steel) - EI_values["steel_electrolysis_Scope3_EI"] = ( - (steel_H2_consume * MT_to_kg * EI_values["electrolysis_Total_EI"]) - + (steel_lime_consume * lime_supply_EI * MT_to_kg) - + (steel_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (steel_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (steel_NG_consume * NG_supply_EI) - + (steel_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (steel_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["steel_electrolysis_Scope2_EI"] = ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["steel_electrolysis_Scope1_EI"] = steel_NG_consume * NG_combust_EI - EI_values["steel_electrolysis_Total_EI"] = ( - EI_values["steel_electrolysis_Scope1_EI"] - + EI_values["steel_electrolysis_Scope2_EI"] - + EI_values["steel_electrolysis_Scope3_EI"] - ) - - # Calculate H2 DRI emissions via hybrid grid electrolysis - # (kg CO2e/metric tonne pig iron) - EI_values["h2_electrolysis_dri_Scope3_EI"] = ( - (h2_dri_H2_consume * MT_to_kg * EI_values["electrolysis_Total_EI"]) - + (h2_dri_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (h2_dri_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (h2_dri_NG_consume * NG_supply_EI) - + (h2_dri_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - h2_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (h2_dri_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["h2_electrolysis_dri_Scope2_EI"] = ( - h2_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["h2_electrolysis_dri_Scope1_EI"] = h2_dri_NG_consume * NG_combust_EI - EI_values["h2_electrolysis_dri_Total_EI"] = ( - EI_values["h2_electrolysis_dri_Scope1_EI"] - + EI_values["h2_electrolysis_dri_Scope2_EI"] - + EI_values["h2_electrolysis_dri_Scope3_EI"] - ) - - # Calculate H2 DRI EAF emissions via hybrid grid electrolysis - # (kg CO2e/metric tonne pig iron) - EI_values["h2_electrolysis_dri_eaf_Scope3_EI"] = ( - (h2_dri_eaf_H2_consume * MT_to_kg * EI_values["electrolysis_Total_EI"]) - + (h2_dri_eaf_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (h2_dri_eaf_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (h2_dri_eaf_lime_consume * MT_to_kg * lime_supply_EI) - + (h2_dri_eaf_coke_consume * MT_to_kg * coke_supply_EI) - + (h2_dri_eaf_NG_consume * NG_supply_EI) - + (h2_dri_eaf_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - h2_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (h2_dri_eaf_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["h2_electrolysis_dri_eaf_Scope2_EI"] = ( - h2_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["h2_electrolysis_dri_eaf_Scope1_EI"] = h2_dri_eaf_NG_consume * NG_combust_EI - EI_values["h2_electrolysis_dri_eaf_Total_EI"] = ( - EI_values["h2_electrolysis_dri_eaf_Scope1_EI"] - + EI_values["h2_electrolysis_dri_eaf_Scope2_EI"] - + EI_values["h2_electrolysis_dri_eaf_Scope3_EI"] - ) - - # Calculate Natural Gas (NG) DRI emissions - # (kg CO2e/metric tonne pig iron) - EI_values["ng_dri_Scope3_EI"] = ( - (ng_dri_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (ng_dri_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (ng_dri_NG_consume * NG_supply_EI) - + (ng_dri_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - ng_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (ng_dri_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["ng_dri_Scope2_EI"] = ( - ng_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["ng_dri_Scope1_EI"] = ng_dri_NG_consume * NG_combust_EI - EI_values["ng_dri_Total_EI"] = ( - EI_values["ng_dri_Scope1_EI"] - + EI_values["ng_dri_Scope2_EI"] - + EI_values["ng_dri_Scope3_EI"] - ) - - # Calculate Natural Gas (NG) DRI EAF emissions - # (kg CO2e/metric tonne pig iron) - EI_values["ng_dri_eaf_Scope3_EI"] = ( - (ng_dri_eaf_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (ng_dri_eaf_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (ng_dri_eaf_lime_consume * MT_to_kg * lime_supply_EI) - + (ng_dri_eaf_coke_consume * MT_to_kg * coke_supply_EI) - + (ng_dri_eaf_NG_consume * NG_supply_EI) - + (ng_dri_eaf_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - ng_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (ng_dri_eaf_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["ng_dri_eaf_Scope2_EI"] = ( - ng_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["ng_dri_eaf_Scope1_EI"] = ng_dri_eaf_NG_consume * NG_combust_EI - EI_values["ng_dri_eaf_Total_EI"] = ( - EI_values["ng_dri_eaf_Scope1_EI"] - + EI_values["ng_dri_eaf_Scope2_EI"] - + EI_values["ng_dri_eaf_Scope3_EI"] - ) - - if "grid-only" in grid_case: - ## H2 production via electrolysis - # Calculate grid-connected electrolysis emissions (kg CO2e/kg H2) - EI_values["electrolysis_Scope3_EI"] = ( - ely_stack_and_BoP_capex_EI - + (ely_H2O_consume * H2O_supply_EI) - + ( - ( - electrolysis_scope3_grid_emissions - + (grid_capex_EI * electrolysis_grid_electricity_consume) - ) - / h2_annual_prod_kg - ) - ) - EI_values["electrolysis_Scope2_EI"] = ( - electrolysis_scope2_grid_emissions / h2_annual_prod_kg - ) - EI_values["electrolysis_Scope1_EI"] = 0 - EI_values["electrolysis_Total_EI"] = ( - EI_values["electrolysis_Scope1_EI"] - + EI_values["electrolysis_Scope2_EI"] - + EI_values["electrolysis_Scope3_EI"] - ) - - # Calculate ammonia emissions via grid only electrolysis (kg CO2e/kg NH3) - EI_values["NH3_electrolysis_Scope3_EI"] = ( - (NH3_H2_consume * EI_values["electrolysis_Total_EI"]) - + (NH3_NG_consume * NG_supply_EI * g_to_kg / MT_to_kg) - + ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (NH3_electricity_consume * grid_capex_EI) - ) - EI_values["NH3_electrolysis_Scope2_EI"] = ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["NH3_electrolysis_Scope1_EI"] = ( - NH3_NG_consume * NG_combust_EI * g_to_kg / MT_to_kg - ) - EI_values["NH3_electrolysis_Total_EI"] = ( - EI_values["NH3_electrolysis_Scope1_EI"] - + EI_values["NH3_electrolysis_Scope2_EI"] - + EI_values["NH3_electrolysis_Scope3_EI"] - ) - - # Calculate steel emissions via grid only electrolysis (kg CO2e/metric ton steel) - EI_values["steel_electrolysis_Scope3_EI"] = ( - (steel_H2_consume * MT_to_kg * EI_values["electrolysis_Total_EI"]) - + (steel_lime_consume * lime_supply_EI * MT_to_kg) - + (steel_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (steel_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (steel_NG_consume * NG_supply_EI) - + (steel_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (steel_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["steel_electrolysis_Scope2_EI"] = ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["steel_electrolysis_Scope1_EI"] = steel_NG_consume * NG_combust_EI - EI_values["steel_electrolysis_Total_EI"] = ( - EI_values["steel_electrolysis_Scope1_EI"] - + EI_values["steel_electrolysis_Scope2_EI"] - + EI_values["steel_electrolysis_Scope3_EI"] - ) - - # Calculate H2 DRI emissions via grid only electrolysis - # (kg CO2e/metric tonne pig iron) - EI_values["h2_electrolysis_dri_Scope3_EI"] = ( - (h2_dri_H2_consume * MT_to_kg * EI_values["electrolysis_Total_EI"]) - + (h2_dri_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (h2_dri_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (h2_dri_NG_consume * NG_supply_EI) - + (h2_dri_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - h2_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (h2_dri_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["h2_electrolysis_dri_Scope2_EI"] = ( - h2_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["h2_electrolysis_dri_Scope1_EI"] = h2_dri_NG_consume * NG_combust_EI - EI_values["h2_electrolysis_dri_Total_EI"] = ( - EI_values["h2_electrolysis_dri_Scope1_EI"] - + EI_values["h2_electrolysis_dri_Scope2_EI"] - + EI_values["h2_electrolysis_dri_Scope3_EI"] - ) - - # Calculate H2 DRI EAF emissions via grid only electrolysis - # (kg CO2e/metric tonne pig iron) - EI_values["h2_electrolysis_dri_eaf_Scope3_EI"] = ( - (h2_dri_eaf_H2_consume * MT_to_kg * EI_values["electrolysis_Total_EI"]) - + (h2_dri_eaf_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (h2_dri_eaf_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (h2_dri_eaf_lime_consume * MT_to_kg * lime_supply_EI) - + (h2_dri_eaf_coke_consume * MT_to_kg * coke_supply_EI) - + (h2_dri_eaf_NG_consume * NG_supply_EI) - + (h2_dri_eaf_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - h2_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (h2_dri_eaf_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["h2_electrolysis_dri_eaf_Scope2_EI"] = ( - h2_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["h2_electrolysis_dri_eaf_Scope1_EI"] = h2_dri_eaf_NG_consume * NG_combust_EI - EI_values["h2_electrolysis_dri_eaf_Total_EI"] = ( - EI_values["h2_electrolysis_dri_eaf_Scope1_EI"] - + EI_values["h2_electrolysis_dri_eaf_Scope2_EI"] - + EI_values["h2_electrolysis_dri_eaf_Scope3_EI"] - ) - - ## H2 production via SMR - # Calculate SMR emissions. SMR and SMR + CCS are always grid-connected (kg CO2e/kg H2) - EI_values["smr_Scope3_EI"] = ( - (NG_supply_EI * g_to_kg * (smr_NG_consume - smr_steam_prod / smr_HEX_eff)) - + ( - smr_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (smr_electricity_consume * grid_capex_EI) - ) - EI_values["smr_Scope2_EI"] = ( - smr_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["smr_Scope1_EI"] = ( - NG_combust_EI * g_to_kg * (smr_NG_consume - smr_steam_prod / smr_HEX_eff) - ) - EI_values["smr_Total_EI"] = ( - EI_values["smr_Scope1_EI"] + EI_values["smr_Scope2_EI"] + EI_values["smr_Scope3_EI"] - ) - - # Calculate ammonia emissions via SMR process (kg CO2e/kg NH3) - EI_values["NH3_smr_Scope3_EI"] = ( - (NH3_H2_consume * EI_values["smr_Total_EI"]) - + (NH3_NG_consume * NG_supply_EI * g_to_kg / MT_to_kg) - + ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (NH3_electricity_consume * grid_capex_EI) - ) - EI_values["NH3_smr_Scope2_EI"] = ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["NH3_smr_Scope1_EI"] = NH3_NG_consume * NG_combust_EI * g_to_kg / MT_to_kg - EI_values["NH3_smr_Total_EI"] = ( - EI_values["NH3_smr_Scope1_EI"] - + EI_values["NH3_smr_Scope2_EI"] - + EI_values["NH3_smr_Scope3_EI"] - ) - - # Calculate steel emissions via SMR process (kg CO2e/metric ton steel) - EI_values["steel_smr_Scope3_EI"] = ( - (steel_H2_consume * MT_to_kg * EI_values["smr_Total_EI"]) - + (steel_lime_consume * lime_supply_EI * MT_to_kg) - + (steel_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (steel_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (steel_NG_consume * NG_supply_EI) - + (steel_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (steel_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["steel_smr_Scope2_EI"] = ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["steel_smr_Scope1_EI"] = steel_NG_consume * NG_combust_EI - EI_values["steel_smr_Total_EI"] = ( - EI_values["steel_smr_Scope1_EI"] - + EI_values["steel_smr_Scope2_EI"] - + EI_values["steel_smr_Scope3_EI"] - ) - - # Calculate SMR + CCS emissions (kg CO2e/kg H2) - EI_values["smr_ccs_Scope3_EI"] = ( - (NG_supply_EI * g_to_kg * (smr_ccs_NG_consume - smr_ccs_steam_prod / smr_HEX_eff)) - + ( - smr_ccs_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (smr_ccs_electricity_consume * grid_capex_EI) - ) - EI_values["smr_ccs_Scope2_EI"] = ( - smr_ccs_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["smr_ccs_Scope1_EI"] = ( - (1 - smr_ccs_perc_capture) - * NG_combust_EI - * g_to_kg - * (smr_ccs_NG_consume - smr_ccs_steam_prod / smr_HEX_eff) - ) - EI_values["smr_ccs_Total_EI"] = ( - EI_values["smr_ccs_Scope1_EI"] - + EI_values["smr_ccs_Scope2_EI"] - + EI_values["smr_ccs_Scope3_EI"] - ) - - # Calculate ammonia emissions via SMR with CCS process (kg CO2e/kg NH3) - EI_values["NH3_smr_ccs_Scope3_EI"] = ( - (NH3_H2_consume * EI_values["smr_ccs_Total_EI"]) - + (NH3_NG_consume * NG_supply_EI * g_to_kg / MT_to_kg) - + ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (NH3_electricity_consume * grid_capex_EI) - ) - EI_values["NH3_smr_ccs_Scope2_EI"] = ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["NH3_smr_ccs_Scope1_EI"] = NH3_NG_consume * NG_combust_EI * g_to_kg / MT_to_kg - EI_values["NH3_smr_ccs_Total_EI"] = ( - EI_values["NH3_smr_ccs_Scope1_EI"] - + EI_values["NH3_smr_ccs_Scope2_EI"] - + EI_values["NH3_smr_ccs_Scope3_EI"] - ) - - # Calculate steel emissions via SMR with CCS process (kg CO2e/metric ton steel) - EI_values["steel_smr_ccs_Scope3_EI"] = ( - (steel_H2_consume * MT_to_kg * EI_values["smr_ccs_Total_EI"]) - + (steel_lime_consume * lime_supply_EI * MT_to_kg) - + (steel_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (steel_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (steel_NG_consume * NG_supply_EI) - + (steel_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (steel_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["steel_smr_ccs_Scope2_EI"] = ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["steel_smr_ccs_Scope1_EI"] = steel_NG_consume * NG_combust_EI - EI_values["steel_smr_ccs_Total_EI"] = ( - EI_values["steel_smr_ccs_Scope1_EI"] - + EI_values["steel_smr_ccs_Scope2_EI"] - + EI_values["steel_smr_ccs_Scope3_EI"] - ) - - ## H2 production via ATR - # Calculate ATR emissions. ATR and ATR + CCS are always grid-connected (kg CO2e/kg H2) - EI_values["atr_Scope3_EI"] = ( - (NG_supply_EI * g_to_kg * atr_NG_consume) - + ( - atr_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (atr_electricity_consume * grid_capex_EI) - ) - EI_values["atr_Scope2_EI"] = ( - atr_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["atr_Scope1_EI"] = NG_combust_EI * g_to_kg * atr_NG_consume - EI_values["atr_Total_EI"] = ( - EI_values["atr_Scope1_EI"] + EI_values["atr_Scope2_EI"] + EI_values["atr_Scope3_EI"] - ) - - # Calculate ammonia emissions via ATR process (kg CO2e/kg NH3) - EI_values["NH3_atr_Scope3_EI"] = ( - (NH3_H2_consume * EI_values["atr_Total_EI"]) - + (NH3_NG_consume * NG_supply_EI * g_to_kg / MT_to_kg) - + ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (NH3_electricity_consume * grid_capex_EI) - ) - EI_values["NH3_atr_Scope2_EI"] = ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["NH3_atr_Scope1_EI"] = NH3_NG_consume * NG_combust_EI * g_to_kg / MT_to_kg - EI_values["NH3_atr_Total_EI"] = ( - EI_values["NH3_atr_Scope1_EI"] - + EI_values["NH3_atr_Scope2_EI"] - + EI_values["NH3_atr_Scope3_EI"] - ) - - # Calculate steel emissions via ATR process (kg CO2e/metric ton steel) - EI_values["steel_atr_Scope3_EI"] = ( - (steel_H2_consume * MT_to_kg * EI_values["atr_Total_EI"]) - + (steel_lime_consume * lime_supply_EI * MT_to_kg) - + (steel_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (steel_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (steel_NG_consume * NG_supply_EI) - + (steel_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (steel_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["steel_atr_Scope2_EI"] = ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["steel_atr_Scope1_EI"] = steel_NG_consume * NG_combust_EI - EI_values["steel_atr_Total_EI"] = ( - EI_values["steel_atr_Scope1_EI"] - + EI_values["steel_atr_Scope2_EI"] - + EI_values["steel_atr_Scope3_EI"] - ) - - # Calculate ATR + CCS emissions (kg CO2e/kg H2) - EI_values["atr_ccs_Scope3_EI"] = ( - (NG_supply_EI * g_to_kg * atr_ccs_NG_consume) - + ( - atr_ccs_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (atr_ccs_electricity_consume * grid_capex_EI) - ) - EI_values["atr_ccs_Scope2_EI"] = ( - atr_ccs_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["atr_ccs_Scope1_EI"] = ( - (1 - atr_ccs_perc_capture) * NG_combust_EI * g_to_kg * atr_ccs_NG_consume - ) - EI_values["atr_ccs_Total_EI"] = ( - EI_values["atr_ccs_Scope1_EI"] - + EI_values["atr_ccs_Scope2_EI"] - + EI_values["atr_ccs_Scope3_EI"] - ) - - # Calculate ammonia emissions via ATR with CCS process (kg CO2e/kg NH3) - EI_values["NH3_atr_ccs_Scope3_EI"] = ( - (NH3_H2_consume * EI_values["atr_ccs_Total_EI"]) - + (NH3_NG_consume * NG_supply_EI * g_to_kg / MT_to_kg) - + ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (NH3_electricity_consume * grid_capex_EI) - ) - EI_values["NH3_atr_ccs_Scope2_EI"] = ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["NH3_atr_ccs_Scope1_EI"] = NH3_NG_consume * NG_combust_EI * g_to_kg / MT_to_kg - EI_values["NH3_atr_ccs_Total_EI"] = ( - EI_values["NH3_atr_ccs_Scope1_EI"] - + EI_values["NH3_atr_ccs_Scope2_EI"] - + EI_values["NH3_atr_ccs_Scope3_EI"] - ) - - # Calculate steel emissions via ATR with CCS process (kg CO2e/metric ton steel) - EI_values["steel_atr_ccs_Scope3_EI"] = ( - (steel_H2_consume * MT_to_kg * EI_values["atr_ccs_Total_EI"]) - + (steel_lime_consume * lime_supply_EI * MT_to_kg) - + (steel_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (steel_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (steel_NG_consume * NG_supply_EI) - + (steel_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (steel_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["steel_atr_ccs_Scope2_EI"] = ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["steel_atr_ccs_Scope1_EI"] = steel_NG_consume * NG_combust_EI - EI_values["steel_atr_ccs_Total_EI"] = ( - EI_values["steel_atr_ccs_Scope1_EI"] - + EI_values["steel_atr_ccs_Scope2_EI"] - + EI_values["steel_atr_ccs_Scope3_EI"] - ) - - # Calculate Natural Gas (NG) DRI emissions (kg CO2e/metric tonne pig iron) - EI_values["ng_dri_Scope3_EI"] = ( - (ng_dri_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (ng_dri_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (ng_dri_NG_consume * NG_supply_EI) - + (ng_dri_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - ng_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (ng_dri_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["ng_dri_Scope2_EI"] = ( - ng_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["ng_dri_Scope1_EI"] = ng_dri_NG_consume * NG_combust_EI - EI_values["ng_dri_Total_EI"] = ( - EI_values["ng_dri_Scope1_EI"] - + EI_values["ng_dri_Scope2_EI"] - + EI_values["ng_dri_Scope3_EI"] - ) - - # Calculate Natural Gas (NG) DRI EAF emissions (kg CO2e/metric tonne pig iron) - EI_values["ng_dri_eaf_Scope3_EI"] = ( - (ng_dri_eaf_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (ng_dri_eaf_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (ng_dri_eaf_lime_consume * MT_to_kg * lime_supply_EI) - + (ng_dri_eaf_coke_consume * MT_to_kg * coke_supply_EI) - + (ng_dri_eaf_NG_consume * NG_supply_EI) - + (ng_dri_eaf_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - ng_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (ng_dri_eaf_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["ng_dri_eaf_Scope2_EI"] = ( - ng_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["ng_dri_eaf_Scope1_EI"] = ng_dri_eaf_NG_consume * NG_combust_EI - EI_values["ng_dri_eaf_Total_EI"] = ( - EI_values["ng_dri_eaf_Scope1_EI"] - + EI_values["ng_dri_eaf_Scope2_EI"] - + EI_values["ng_dri_eaf_Scope3_EI"] - ) - - if "off-grid" in grid_case: - ## H2 production via electrolysis - # Calculate renewable only electrolysis emissions (kg CO2e/kg H2) - EI_values["electrolysis_Scope3_EI"] = ( - ely_stack_and_BoP_capex_EI - + (ely_H2O_consume * H2O_supply_EI) - + ( - ( - (wind_capex_EI * g_to_kg * wind_annual_energy_kwh) - + (solar_pv_capex_EI * g_to_kg * solar_pv_annual_energy_kwh) - ) - / h2_annual_prod_kg - ) - ) - EI_values["electrolysis_Scope2_EI"] = 0 - EI_values["electrolysis_Scope1_EI"] = 0 - EI_values["electrolysis_Total_EI"] = ( - EI_values["electrolysis_Scope1_EI"] - + EI_values["electrolysis_Scope2_EI"] - + EI_values["electrolysis_Scope3_EI"] - ) - - # Calculate ammonia emissions via renewable electrolysis (kg CO2e/kg NH3) - EI_values["NH3_electrolysis_Scope3_EI"] = ( - (NH3_H2_consume * EI_values["electrolysis_Total_EI"]) - + (NH3_NG_consume * NG_supply_EI * g_to_kg / MT_to_kg) - + ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (NH3_electricity_consume * grid_capex_EI) - ) - EI_values["NH3_electrolysis_Scope2_EI"] = ( - NH3_electricity_consume - * kWh_to_MWh - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["NH3_electrolysis_Scope1_EI"] = ( - NH3_NG_consume * NG_combust_EI * g_to_kg / MT_to_kg - ) - EI_values["NH3_electrolysis_Total_EI"] = ( - EI_values["NH3_electrolysis_Scope1_EI"] - + EI_values["NH3_electrolysis_Scope2_EI"] - + EI_values["NH3_electrolysis_Scope3_EI"] - ) - - # Calculate steel emissions via renewable electrolysis (kg CO2e/metric ton steel) - EI_values["steel_electrolysis_Scope3_EI"] = ( - (steel_H2_consume * MT_to_kg * EI_values["electrolysis_Total_EI"]) - + (steel_lime_consume * lime_supply_EI * MT_to_kg) - + (steel_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (steel_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (steel_NG_consume * NG_supply_EI) - + (steel_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (steel_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["steel_electrolysis_Scope2_EI"] = ( - steel_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["steel_electrolysis_Scope1_EI"] = steel_NG_consume * NG_combust_EI - EI_values["steel_electrolysis_Total_EI"] = ( - EI_values["steel_electrolysis_Scope1_EI"] - + EI_values["steel_electrolysis_Scope2_EI"] - + EI_values["steel_electrolysis_Scope3_EI"] - ) - - # Calculate H2 DRI emissions via off grid electrolysis (kg CO2e/metric tonne pig iron) - EI_values["h2_electrolysis_dri_Scope3_EI"] = ( - (h2_dri_H2_consume * MT_to_kg * EI_values["electrolysis_Total_EI"]) - + (h2_dri_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (h2_dri_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (h2_dri_NG_consume * NG_supply_EI) - + (h2_dri_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - h2_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (h2_dri_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["h2_electrolysis_dri_Scope2_EI"] = ( - h2_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["h2_electrolysis_dri_Scope1_EI"] = h2_dri_NG_consume * NG_combust_EI - EI_values["h2_electrolysis_dri_Total_EI"] = ( - EI_values["h2_electrolysis_dri_Scope1_EI"] - + EI_values["h2_electrolysis_dri_Scope2_EI"] - + EI_values["h2_electrolysis_dri_Scope3_EI"] - ) - - # Calculate H2 DRI EAF emissions via off grid electrolysis (kg CO2e/tonne pig iron) - EI_values["h2_electrolysis_dri_eaf_Scope3_EI"] = ( - (h2_dri_eaf_H2_consume * MT_to_kg * EI_values["electrolysis_Total_EI"]) - + (h2_dri_eaf_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (h2_dri_eaf_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (h2_dri_eaf_lime_consume * MT_to_kg * lime_supply_EI) - + (h2_dri_eaf_coke_consume * MT_to_kg * coke_supply_EI) - + (h2_dri_eaf_NG_consume * NG_supply_EI) - + (h2_dri_eaf_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - h2_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (h2_dri_eaf_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["h2_electrolysis_dri_eaf_Scope2_EI"] = ( - h2_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["h2_electrolysis_dri_eaf_Scope1_EI"] = h2_dri_eaf_NG_consume * NG_combust_EI - EI_values["h2_electrolysis_dri_eaf_Total_EI"] = ( - EI_values["h2_electrolysis_dri_eaf_Scope1_EI"] - + EI_values["h2_electrolysis_dri_eaf_Scope2_EI"] - + EI_values["h2_electrolysis_dri_eaf_Scope3_EI"] - ) - - # Calculate Natural Gas (NG) DRI emissions (kg CO2e/metric tonne pig iron) - EI_values["ng_dri_Scope3_EI"] = ( - (ng_dri_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (ng_dri_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (ng_dri_NG_consume * NG_supply_EI) - + (ng_dri_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - ng_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (ng_dri_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["ng_dri_Scope2_EI"] = ( - ng_dri_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["ng_dri_Scope1_EI"] = ng_dri_NG_consume * NG_combust_EI - EI_values["ng_dri_Total_EI"] = ( - EI_values["ng_dri_Scope1_EI"] - + EI_values["ng_dri_Scope2_EI"] - + EI_values["ng_dri_Scope3_EI"] - ) - - # Calculate Natural Gas (NG) DRI EAF emissions (kg CO2e/metric tonne pig iron) - EI_values["ng_dri_eaf_Scope3_EI"] = ( - (ng_dri_eaf_iron_ore_consume * iron_ore_mining_EI_per_MT_ore) - + (ng_dri_eaf_iron_ore_consume * iron_ore_pelletizing_EI_per_MT_ore) - + (ng_dri_eaf_lime_consume * MT_to_kg * lime_supply_EI) - + (ng_dri_eaf_coke_consume * MT_to_kg * coke_supply_EI) - + (ng_dri_eaf_NG_consume * NG_supply_EI) - + (ng_dri_eaf_H2O_consume * (H2O_supply_EI / gal_H2O_to_MT)) - + ( - ng_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. precombustion (kg-CO2e/MWh)"].mean() - ) - + (ng_dri_eaf_electricity_consume * MWh_to_kWh * grid_capex_EI) - ) - EI_values["ng_dri_eaf_Scope2_EI"] = ( - ng_dri_eaf_electricity_consume - * cambium_data_df["LRMER CO2 equiv. combustion (kg-CO2e/MWh)"].mean() - ) - EI_values["ng_dri_eaf_Scope1_EI"] = ng_dri_eaf_NG_consume * NG_combust_EI - EI_values["ng_dri_eaf_Total_EI"] = ( - EI_values["ng_dri_eaf_Scope1_EI"] - + EI_values["ng_dri_eaf_Scope2_EI"] - + EI_values["ng_dri_eaf_Scope3_EI"] - ) - - # Append emission intensity values for each year to lists in the ts_EI_data dictionary - for key in ts_EI_data: - ts_EI_data[key].append(EI_values[key]) - - ## Interpolation of emission intensities for years not captured by cambium - # (cambium 2023 offers 2025-2050 in 5 year increments) - # Define end of life based on cambium_year and project lifetime - endoflife_year = cambium_year + project_lifetime - - # Instantiate dictionary of lists to hold full EI time series (ts) data - # including interpolated data for years when cambium data is not available - ts_EI_data_interpolated = { - f"{process}_{scope}_EI": [] for process in processes for scope in scopes - } - - # Loop through years between cambium_year and endoflife_year, interpolate values - # Check if the defined cambium_year is less than the earliest data year available - # from the cambium API, flag and warn users - if cambium_year < min(cambium_data.cambium_years): - cambium_year_warning_message = """Warning, the earliest year available for cambium data is - {min_cambium_year}! For all years less than {min_cambium_year}, LCA calculations will use - Cambium data from {min_cambium_year}. Thus, calculated emission intensity values for these - years may be understated.""".format(min_cambium_year=min(cambium_data.cambium_years)) - print("****************** WARNING ******************") - warnings.warn(cambium_year_warning_message) - cambium_warning_flag = True - else: - cambium_warning_flag = False - for year in range(cambium_year, endoflife_year): - # if year < the minimum cambium_year (currently 2025 in Cambium 2023) - # use data from the minimum year - if year < min(cambium_data.cambium_years): - for key in ts_EI_data_interpolated: - ts_EI_data_interpolated[key].append(ts_EI_data[key][0]) - - # else if year <= the maximum cambium_year (currently 2050 in Cambium 2023) - # interpolate the values (copies existing values if year is already present) - elif year <= max(cambium_data.cambium_years): - for key in ts_EI_data_interpolated: - ts_EI_data_interpolated[key].append( - np.interp(year, cambium_data.cambium_years, ts_EI_data[key]) - ) - - # else if year > maximum cambium_year, copy data from maximum year (ie: copy data from 2050) - else: - for key in ts_EI_data_interpolated: - ts_EI_data_interpolated[key].append(ts_EI_data[key][-1]) - - # Put all cumulative metrics and relevant data into a dictionary, then dataframe - # return the dataframe, save results to csv in post_processing() - lca_dict = { - "Cambium Warning": [cambium_year_warning_message if cambium_warning_flag else "None"], - "Total Life Cycle H2 Production (kg-H2)": [h2_lifetime_prod_kg], - "Electrolysis Scope 3 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["electrolysis_Scope3_EI"])) / project_lifetime - ], - "Electrolysis Scope 2 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["electrolysis_Scope2_EI"])) / project_lifetime - ], - "Electrolysis Scope 1 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["electrolysis_Scope1_EI"])) / project_lifetime - ], - "Electrolysis Total Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["electrolysis_Total_EI"])) / project_lifetime - ], - "Ammonia Electrolysis Scope 3 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_electrolysis_Scope3_EI"])) - / project_lifetime - ], - "Ammonia Electrolysis Scope 2 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_electrolysis_Scope2_EI"])) - / project_lifetime - ], - "Ammonia Electrolysis Scope 1 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_electrolysis_Scope1_EI"])) - / project_lifetime - ], - "Ammonia Electrolysis Total Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_electrolysis_Total_EI"])) / project_lifetime - ], - "Steel Electrolysis Scope 3 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_electrolysis_Scope3_EI"])) - / project_lifetime - ], - "Steel Electrolysis Scope 2 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_electrolysis_Scope2_EI"])) - / project_lifetime - ], - "Steel Electrolysis Scope 1 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_electrolysis_Scope1_EI"])) - / project_lifetime - ], - "Steel Electrolysis Total Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_electrolysis_Total_EI"])) - / project_lifetime - ], - "H2 Electrolysis DRI Scope 3 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["h2_electrolysis_dri_Scope3_EI"])) - / project_lifetime - ], - "H2 Electrolysis DRI Scope 2 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["h2_electrolysis_dri_Scope2_EI"])) - / project_lifetime - ], - "H2 Electrolysis DRI Scope 1 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["h2_electrolysis_dri_Scope1_EI"])) - / project_lifetime - ], - "H2 Electrolysis DRI Total Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["h2_electrolysis_dri_Total_EI"])) - / project_lifetime - ], - "H2 Electrolysis DRI EAF Scope 3 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["h2_electrolysis_dri_eaf_Scope3_EI"])) - / project_lifetime - ], - "H2 Electrolysis DRI EAF Scope 2 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["h2_electrolysis_dri_eaf_Scope2_EI"])) - / project_lifetime - ], - "H2 Electrolysis DRI EAF Scope 1 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["h2_electrolysis_dri_eaf_Scope1_EI"])) - / project_lifetime - ], - "H2 Electrolysis DRI EAF Total Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["h2_electrolysis_dri_eaf_Total_EI"])) - / project_lifetime - ], - "SMR Scope 3 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["smr_Scope3_EI"])) / project_lifetime - ], - "SMR Scope 2 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["smr_Scope2_EI"])) / project_lifetime - ], - "SMR Scope 1 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["smr_Scope1_EI"])) / project_lifetime - ], - "SMR Total Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["smr_Total_EI"])) / project_lifetime - ], - "Ammonia SMR Scope 3 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_smr_Scope3_EI"])) / project_lifetime - ], - "Ammonia SMR Scope 2 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_smr_Scope2_EI"])) / project_lifetime - ], - "Ammonia SMR Scope 1 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_smr_Scope1_EI"])) / project_lifetime - ], - "Ammonia SMR Total Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_smr_Total_EI"])) / project_lifetime - ], - "Steel SMR Scope 3 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_smr_Scope3_EI"])) / project_lifetime - ], - "Steel SMR Scope 2 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_smr_Scope2_EI"])) / project_lifetime - ], - "Steel SMR Scope 1 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_smr_Scope1_EI"])) / project_lifetime - ], - "Steel SMR Total Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_smr_Total_EI"])) / project_lifetime - ], - "SMR with CCS Scope 3 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["smr_ccs_Scope3_EI"])) / project_lifetime - ], - "SMR with CCS Scope 2 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["smr_ccs_Scope2_EI"])) / project_lifetime - ], - "SMR with CCS Scope 1 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["smr_ccs_Scope1_EI"])) / project_lifetime - ], - "SMR with CCS Total Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["smr_ccs_Total_EI"])) / project_lifetime - ], - "Ammonia SMR with CCS Scope 3 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_smr_ccs_Scope3_EI"])) / project_lifetime - ], - "Ammonia SMR with CCS Scope 2 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_smr_ccs_Scope2_EI"])) / project_lifetime - ], - "Ammonia SMR with CCS Scope 1 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_smr_ccs_Scope1_EI"])) / project_lifetime - ], - "Ammonia SMR with CCS Total Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_smr_ccs_Total_EI"])) / project_lifetime - ], - "Steel SMR with CCS Scope 3 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_smr_ccs_Scope3_EI"])) / project_lifetime - ], - "Steel SMR with CCS Scope 2 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_smr_ccs_Scope2_EI"])) / project_lifetime - ], - "Steel SMR with CCS Scope 1 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_smr_ccs_Scope1_EI"])) / project_lifetime - ], - "Steel SMR with CCS Total Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_smr_ccs_Total_EI"])) / project_lifetime - ], - "ATR Scope 3 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["atr_Scope3_EI"])) / project_lifetime - ], - "ATR Scope 2 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["atr_Scope2_EI"])) / project_lifetime - ], - "ATR Scope 1 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["atr_Scope1_EI"])) / project_lifetime - ], - "ATR Total Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["atr_Total_EI"])) / project_lifetime - ], - "Ammonia ATR Scope 3 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_atr_Scope3_EI"])) / project_lifetime - ], - "Ammonia ATR Scope 2 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_atr_Scope2_EI"])) / project_lifetime - ], - "Ammonia ATR Scope 1 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_atr_Scope1_EI"])) / project_lifetime - ], - "Ammonia ATR Total Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_atr_Total_EI"])) / project_lifetime - ], - "Steel ATR Scope 3 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_atr_Scope3_EI"])) / project_lifetime - ], - "Steel ATR Scope 2 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_atr_Scope2_EI"])) / project_lifetime - ], - "Steel ATR Scope 1 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_atr_Scope1_EI"])) / project_lifetime - ], - "Steel ATR Total Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_atr_Total_EI"])) / project_lifetime - ], - "ATR with CCS Scope 3 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["atr_ccs_Scope3_EI"])) / project_lifetime - ], - "ATR with CCS Scope 2 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["atr_ccs_Scope2_EI"])) / project_lifetime - ], - "ATR with CCS Scope 1 Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["atr_ccs_Scope1_EI"])) / project_lifetime - ], - "ATR with CCS Total Lifetime Average GHG Emissions (kg-CO2e/kg-H2)": [ - sum(np.asarray(ts_EI_data_interpolated["atr_ccs_Total_EI"])) / project_lifetime - ], - "Ammonia ATR with CCS Scope 3 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_atr_ccs_Scope3_EI"])) / project_lifetime - ], - "Ammonia ATR with CCS Scope 2 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_atr_ccs_Scope2_EI"])) / project_lifetime - ], - "Ammonia ATR with CCS Scope 1 Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_atr_ccs_Scope1_EI"])) / project_lifetime - ], - "Ammonia ATR with CCS Total Lifetime Average GHG Emissions (kg-CO2e/kg-NH3)": [ - sum(np.asarray(ts_EI_data_interpolated["NH3_atr_ccs_Total_EI"])) / project_lifetime - ], - "Steel ATR with CCS Scope 3 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_atr_ccs_Scope3_EI"])) / project_lifetime - ], - "Steel ATR with CCS Scope 2 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_atr_ccs_Scope2_EI"])) / project_lifetime - ], - "Steel ATR with CCS Scope 1 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_atr_ccs_Scope1_EI"])) / project_lifetime - ], - "Steel ATR with CCS Total Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["steel_atr_ccs_Total_EI"])) / project_lifetime - ], - "NG DRI Scope 3 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["ng_dri_Scope3_EI"])) / project_lifetime - ], - "NG DRI Scope 2 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["ng_dri_Scope2_EI"])) / project_lifetime - ], - "NG DRI Scope 1 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["ng_dri_Scope1_EI"])) / project_lifetime - ], - "NG DRI Total Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["ng_dri_Total_EI"])) / project_lifetime - ], - "NG DRI EAF Scope 3 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["ng_dri_eaf_Scope3_EI"])) / project_lifetime - ], - "NG DRI EAF Scope 2 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["ng_dri_eaf_Scope2_EI"])) / project_lifetime - ], - "NG DRI EAF Scope 1 Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["ng_dri_eaf_Scope1_EI"])) / project_lifetime - ], - "NG DRI EAF Total Lifetime Average GHG Emissions (kg-CO2e/MT steel)": [ - sum(np.asarray(ts_EI_data_interpolated["ng_dri_eaf_Total_EI"])) / project_lifetime - ], - "Site Latitude": [site_latitude], - "Site Longitude": [site_longitude], - "Cambium Year": [cambium_year], - "Electrolysis Case": [electrolyzer_centralization], - "Grid Case": [grid_case], - "Renewables Case": [renewables_case], - "Wind Turbine Rating (MW)": [wind_turbine_rating_MW], - "Wind Model": [wind_model], - "Electrolyzer Degradation Modeled": [electrolyzer_degradation], - "Electrolyzer Stack Optimization": [electrolyzer_optimized], - f"Number of {electrolyzer_type} Electrolyzer Clusters": [number_of_electrolyzer_clusters], - "Electricity ITC (%/100 CapEx)": [tax_incentive_option["electricity_itc"]], - "Electricity PTC ($/kWh 1992 dollars)": [tax_incentive_option["electricity_ptc"]], - "H2 Storage ITC (%/100 CapEx)": [tax_incentive_option["h2_storage_itc"]], - "H2 PTC ($/kWh 2022 dollars)": [tax_incentive_option["h2_ptc"]], - } - - lca_df = pd.DataFrame(data=lca_dict) - - return lca_df - - -# set up function to post-process HOPP results -def post_process_simulation( - lcoe, - lcoh, - pf_lcoh, - pf_lcoe, - hopp_results, - electrolyzer_physics_results, - hopp_config, - h2integrate_config, - orbit_config, - turbine_config, - h2_storage_results, - total_accessory_power_renewable_kw, - total_accessory_power_grid_kw, - capex_breakdown, - opex_breakdown, - wind_cost_results, - platform_results, - desal_results, - design_scenario, - plant_design_number, - incentive_option, - solver_results=[], - show_plots=False, - save_plots=False, - verbose=False, - output_dir="./output/", -): # , lcoe, lcoh, lcoh_with_grid, lcoh_grid_only): - if any(i in h2integrate_config for i in ["iron", "iron_pre", "iron_win", "iron_post"]): - msg = ( - "Post processing not yet implemented for iron model. LCA can still be set up through " - "h2integrate_config.yaml -> lca_config" - ) - raise NotImplementedError(msg) - - if isinstance(output_dir, str): - output_dir = Path(output_dir).resolve() - # colors (official NREL color palette https://brand.nrel.gov/content/index/guid/color_palette?parent=61) - colors = [ - "#0079C2", - "#00A4E4", - "#F7A11A", - "#FFC423", - "#5D9732", - "#8CC63F", - "#5E6A71", - "#D1D5D8", - "#933C06", - "#D9531E", - ] - - # post process results - if verbose: - print("LCOE: ", round(lcoe * 1e3, 2), "$/MWh") - print("LCOH: ", round(lcoh, 2), "$/kg") - print( - "hybrid electricity plant capacity factor: ", - round( - np.sum(hopp_results["combined_hybrid_power_production_hopp"]) - / (hopp_results["hybrid_plant"].system_capacity_kw.hybrid * 365 * 24), - 2, - ), - ) - print( - "electrolyzer capacity factor: ", - round( - np.sum(electrolyzer_physics_results["power_to_electrolyzer_kw"]) - * 1e-3 - / (h2integrate_config["electrolyzer"]["rating"] * 365 * 24), - 2, - ), - ) - print( - "Electrolyzer CAPEX installed $/kW: ", - round( - capex_breakdown["electrolyzer"] - / (h2integrate_config["electrolyzer"]["rating"] * 1e3), - 2, - ), - ) - - # Run LCA analysis if config yaml flag = True - if h2integrate_config["lca_config"]["run_lca"]: - lca_df = calculate_lca( - hopp_results=hopp_results, - electrolyzer_physics_results=electrolyzer_physics_results, - hopp_config=hopp_config, - h2integrate_config=h2integrate_config, - total_accessory_power_renewable_kw=total_accessory_power_renewable_kw, - total_accessory_power_grid_kw=total_accessory_power_grid_kw, - plant_design_scenario_number=plant_design_number, - incentive_option_number=incentive_option, - ) - - if show_plots or save_plots: - visualize_plant( - hopp_config, - h2integrate_config, - turbine_config, - wind_cost_results, - hopp_results, - platform_results, - desal_results, - h2_storage_results, - electrolyzer_physics_results, - design_scenario, - colors, - plant_design_number, - show_plots=show_plots, - save_plots=save_plots, - output_dir=output_dir, - ) - savepaths = [ - output_dir / "data/", - output_dir / "data/lcoe/", - output_dir / "data/lcoh/", - output_dir / "data/lca/", - ] - for sp in savepaths: - if not sp.exists(): - sp.mkdir(parents=True) - - pf_lcoh.get_cost_breakdown().to_csv( - savepaths[2] - / f'cost_breakdown_lcoh_design{plant_design_number}_incentive{incentive_option}_{h2integrate_config["h2_storage"]["type"]}storage.csv' # noqa: E501 - ) - pf_lcoe.get_cost_breakdown().to_csv( - savepaths[1] - / f'cost_breakdown_lcoe_design{plant_design_number}_incentive{incentive_option}_{h2integrate_config["h2_storage"]["type"]}storage.csv' # noqa: E501 - ) - - # Save LCA results if analysis was run - if h2integrate_config["lca_config"]["run_lca"]: - lca_savepath = ( - savepaths[3] - / f'LCA_results_design{plant_design_number}_incentive{incentive_option}_{h2integrate_config["h2_storage"]["type"]}storage.csv' # noqa: E501 - ) - lca_df.to_csv(lca_savepath) - print("LCA Analysis was run as a postprocessing step. Results were saved to:") - print(lca_savepath) - - # create dataframe for saving all the stuff - h2integrate_config["design_scenario"] = design_scenario - h2integrate_config["plant_design_number"] = plant_design_number - h2integrate_config["incentive_options"] = incentive_option - - # save power usage data - if len(solver_results) > 0: - hours = len(hopp_results["combined_hybrid_power_production_hopp"]) - annual_energy_breakdown = { - "electricity_generation_kwh": sum( - hopp_results["combined_hybrid_power_production_hopp"] - ), - "electrolyzer_kwh": sum(electrolyzer_physics_results["power_to_electrolyzer_kw"]), - "renewable_kwh": sum(solver_results[0]), - "grid_power_kwh": sum(solver_results[1]), - "desal_kwh": solver_results[2] * hours, - "h2_transport_compressor_power_kwh": solver_results[3] * hours, - "h2_storage_power_kwh": solver_results[4] * hours, - "electrolyzer_bop_energy_kwh": sum(solver_results[5]), - } - - ######################### save detailed ORBIT cost information - if wind_cost_results.orbit_project: - _, orbit_capex_breakdown, wind_capex_multiplier = adjust_orbit_costs( - orbit_project=wind_cost_results.orbit_project, - h2integrate_config=h2integrate_config, - ) - - # orbit_capex_breakdown["Onshore Substation"] = orbit_project.phases["ElectricalDesign"].onshore_cost # noqa: E501 - # discount ORBIT cost information - for key in orbit_capex_breakdown: - orbit_capex_breakdown[key] = -npf.fv( - h2integrate_config["finance_parameters"]["costing_general_inflation"], - h2integrate_config["project_parameters"]["cost_year"] - - h2integrate_config["finance_parameters"]["discount_years"]["wind"], - 0.0, - orbit_capex_breakdown[key], - ) - - # save ORBIT cost information - ob_df = pd.DataFrame(orbit_capex_breakdown, index=[0]).transpose() - savedir = output_dir / "data/orbit_costs/" - if not savedir.exists(): - savedir.mkdir(parents=True) - ob_df.to_csv( - savedir - / f'orbit_cost_breakdown_lcoh_design{plant_design_number}_incentive{incentive_option}_{h2integrate_config["h2_storage"]["type"]}storage.csv' # noqa: E501 - ) - ############################### - - ###################### Save export system breakdown from ORBIT ################### - - _, orbit_capex_breakdown, wind_capex_multiplier = adjust_orbit_costs( - orbit_project=wind_cost_results.orbit_project, - h2integrate_config=h2integrate_config, - ) - - onshore_substation_costs = ( - wind_cost_results.orbit_project.phases["ElectricalDesign"].onshore_cost - * wind_capex_multiplier - ) - - orbit_capex_breakdown["Export System Installation"] -= onshore_substation_costs - - orbit_capex_breakdown["Onshore Substation and Installation"] = onshore_substation_costs - - # discount ORBIT cost information - for key in orbit_capex_breakdown: - orbit_capex_breakdown[key] = -npf.fv( - h2integrate_config["finance_parameters"]["costing_general_inflation"], - h2integrate_config["project_parameters"]["cost_year"] - - h2integrate_config["finance_parameters"]["discount_years"]["wind"], - 0.0, - orbit_capex_breakdown[key], - ) - - # save ORBIT cost information using directory defined above - ob_df = pd.DataFrame(orbit_capex_breakdown, index=[0]).transpose() - ob_df.to_csv( - savedir - / f'orbit_cost_breakdown_with_onshore_substation_lcoh_design{plant_design_number}_incentive{incentive_option}_{h2integrate_config["h2_storage"]["type"]}storage.csv' # noqa: E501 - ) - - ################################################################################## - if save_plots: - if ( - hasattr(hopp_results["hybrid_plant"], "dispatch_builder") - and hopp_results["hybrid_plant"].battery - ): - savedir = output_dir / "figures/production/" - if not savedir.exists(): - savedir.mkdir(parents=True) - plot_tools.plot_generation_profile( - hopp_results["hybrid_plant"], - start_day=0, - n_days=10, - plot_filename=(savedir / "generation_profile.pdf"), - font_size=14, - power_scale=1 / 1000, - solar_color="r", - wind_color="b", - # wave_color="g", - discharge_color="b", - charge_color="r", - gen_color="g", - price_color="r", - # show_price=False, - ) - else: - print( - "generation profile not plotted because HoppInterface does not have a " - "'dispatch_builder'" - ) - - # save production information - hourly_energy_breakdown = save_energy_flows( - hopp_results["hybrid_plant"], - electrolyzer_physics_results, - solver_results, - hours, - h2_storage_results, - output_dir=output_dir, - ) - - # save hydrogen information - key = "Hydrogen Hourly Production [kg/hr]" - np.savetxt( - output_dir / "h2_usage", - electrolyzer_physics_results["H2_Results"][key], - header="# " + key, - ) - - return annual_energy_breakdown, hourly_energy_breakdown diff --git a/tests/h2integrate/input_files/plant/h2integrate_config.yaml b/tests/h2integrate/input_files/plant/h2integrate_config.yaml deleted file mode 100644 index 544700bb7..000000000 --- a/tests/h2integrate/input_files/plant/h2integrate_config.yaml +++ /dev/null @@ -1,344 +0,0 @@ -site: - mean_windspeed: False - depth: 45 #m - wind_layout: - row_spacing: 7 # Also defined in ORBIT config for offshore layout. H2Integrate config values override the values in ORBIT. - turbine_spacing: 7 # Also defined in ORBIT config for offshore layout. H2Integrate config values override the values in ORBIT. - grid_angle: 0 # wind layout grid angle in degrees where 0 is north, increasing clockwise - row_phase_offset: 0 # wind layout offset of turbines along row from one row to the next -project_parameters: - project_lifetime: 30 - grid_connection: False # option, can be turned on or off - ppa_price: 0.025 # $/kWh based on 2022 land based wind market report (ERCOT area ppa prices) https://www.energy.gov/sites/default/files/2022-08/land_based_wind_market_report_2202.pdf - hybrid_electricity_estimated_cf: 0.492 #should equal 1 if grid_connection = True - financial_analysis_start_year: 2027 - cost_year: 2022 # to match ATB - # installation_time: 0 #36 # months -finance_parameters: - costing_general_inflation: 0.025 # used to adjust modeled costs to cost_year - inflation_rate: 0.025 # based on 2022 ATB - discount_rate: - general: 0.10 # nominal return based on 2022 ATB basline workbook - wind: 0.10 - wave: 0.10 - debt_equity_split: - general: 68.5 # 2022 ATB uses 68.5% debt - wind: 68.5 - wave: 68.5 - property_tax: 0.01 # percent of CAPEX # combined with property insurance then between H2A and H2FAST defaults - property_insurance: 0.005 # percent of CAPEX # combined with property tax then between H2A and H2FAST defaults - total_income_tax_rate: 0.257 # 0.257 tax rate in 2022 atb baseline workbook # current federal income tax rate, but proposed 2023 rate is 0.28. No state income tax in Texas - capital_gains_tax_rate: 0.15 # H2FAST default - sales_tax_rate: 0.0 #Verify that a different rate shouldn't be used # minimum total sales tax rate in Corpus Christi https://www.cctexas.com/detail/corpus-christi-type-fund-purpose - does this apply to H2? - debt_interest_rate: - general: 0.06 - wind: 0.06 - wave: 0.06 - debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH - loan_period: 0 # H2FAST default, not used for revolving debt - cash_onhand_months: 1 # H2FAST default - administrative_expense_percent_of_sales: 0.00 #Check this # percent of sales H2FAST default - depreciation_method: "MACRS" # can be "MACRS" or "Straight line" - MACRS may be better and can reduce LCOH by more than $1/kg and is spec'd in the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 - depreciation_period: 5 # years - as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 - depreciation_period_electrolyzer: 7 # based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years. also see https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 - discount_years: - wind: 2022 # based on turbine capex value provided to ORBIT from 2022 ATB - wind_and_electrical: 2022 # for ORBIT opex - wave: 2020 # confirmed by Kaitlin Brunik 20240103 - solar: 2022 # TODO check - battery: 2022 # TODO check - platform: 2022 # TODO ask Nick and Charlie - electrical_export_system: 2022 # also from ORBIT, so match wind assumptions. TODO ask Sophie Bradenkamp - desal: 2013 # from code citation: https://www.nrel.gov/docs/fy16osti/66073.pdf - electrolyzer: 2020 # 2020 for singlitico2021, 2016 # for simple h2 cost model in hopp (see https://www.hydrogen.energy.gov/pdfs/19009_h2_production_cost_pem_electrolysis_2019.pdf) ## 2020 # based on IRENA report https://www.irena.org/-/media/Files/IRENA/Agency/Publication/2020/Dec/IRENA_Green_hydrogen_cost_2020.pdf - h2_transport_compressor: 2016 # listed in code header - h2_storage: - pressure_vessel: 2022 # based on readme for Compressed_gas_function - pipe: 2019 # Papadias 2021 - salt_cavern: 2019 # Papadias 2021 - turbine: 2003 # assumed based on Kottenstette 2004 - lined_rock_cavern: 2018 # based on Papadias 2021 and HD SAM - none: 2022 # arbitrary - h2_pipe_array: 2018 # ANL costs - h2_transport_pipeline: 2018 # same model for costs as the h2_pipe_array - wind: - expected_plant_cost: 'none' -electrolyzer: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: - rating: 180 # MW # 0.9*Plant rating appears near-optimal for 400 MW wind plant with 3 days of underground pipe storage # MW - cluster_rating_MW: 180 - pem_control_type: 'basic' - eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol - uptime_hours_until_eol: 77600 #number of 'on' hours until electrolyzer reaches eol - include_degradation_penalty: True #include degradation - turndown_ratio: 0.1 #turndown_ratio = minimum_cluster_power/cluster_rating_MW - electrolyzer_capex: 700 # $/kW conservative 2025 centralized. high 700, low 300 # based on https://www.irena.org/-/media/Files/IRENA/Agency/Publication/2020/Dec/IRENA_Green_hydrogen_cost_2020.pdf - replacement_cost_percent: 0.15 # percent of capex - H2A default case - cost_model: "singlitico2021" # "basic" is a basic cost model based on H2a and HFTO program record for PEM electrolysis. "singlitico2021" uses cost estimates from that paper - -h2_transport_compressor: - outlet_pressure: 68 # bar based on HDSAM -h2_storage_compressor: - output_pressure: 100 # bar (1 bar = 100 kPa) - flow_rate: 89 # kg/hr - energy_rating: 802 # kWe (aka 1 kWh) - mean_days_between_failures: 200 # days - # annual_h2_throughput: 18750 # [kg/yr] -> kg of H2 per year -h2_transport_pipe: - outlet_pressure: 10 # bar - from example in code from Jamie #TODO check this value -h2_storage: - size_capacity_from_demand: - flag: False # If True, then storage is sized to provide steady-state storage - capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. - type: "none" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] - days: 3 # [days] how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` or `size_capacity_from_demand` is set to True) - -platform: - opex_rate: 0.0111 # % of capex to determine opex (see table 5 in https://www.acm.nl/sites/default/files/documents/study-on-estimation-method-for-additional-efficient-offshore-grid-opex.pdf) - # Modified orbit configuration file for a single platform to carry "X technology" - design_phases: - - FixedPlatformDesign # Register Design Phase - install_phases: - FixedPlatformInstallation: 0 # Register Install Phase - oss_install_vessel: example_heavy_lift_vessel - site: - depth: -1 # site depth [m] (if -1, then will use the full plant depth) - distance: -1 # distance to port [km] (if -1, then will use the full plant distance) - equipment: - tech_required_area: -1. # equipment area [m**2] (-1 will require the input during run) - tech_combined_mass: -1 # equipment mass [t] (-1 will require the input during run) - topside_design_cost: 4500000 # topside design cost [USD] - installation_duration: 14 # time at sea [days] - -policy_parameters: # these should be adjusted for inflation prior to application - order of operations: rate in 1992 $, -#then prevailing wage multiplier if applicable, then inflation - option1: # base # no policy included ---> see files/task1/regulation and policy revue/ page 4 of 13 middle - read this - # and look at assumptions - electricity_itc: 0 - electricity_ptc: 0 - h2_ptc: 0 - h2_storage_itc: 0 - option2: # base credit levels with H2 - electricity_itc: 0 - electricity_ptc: 0.003 # $0.003/kW (this is base, see inflation adjustment in option 3) - h2_ptc: 0.6 # $0.60/kg h2 produced - assumes net zero but not meeting prevailing wage requirements - does this need to be - # adjusted for inflation from 2022 dollars to claim date, probably constant after claim date? - h2_storage_itc: 0.06 - option3: # same as option 5, but assuming prevailing wages are met --> 5x multiplier on both PTCs - electricity_itc: 0 - electricity_ptc: 0.015 # $/kWh 1992 dollars - h2_ptc: 3.00 # $/kg 2022 dollars - do not adjust for inflation - h2_storage_itc: 0.3 - # bonus options, option 5 and 6 but ITC equivalents - option4: # prevailing wages not met - electricity_itc: 0.06 # %/100 capex - electricity_ptc: 0.00 # $/kW 1992 dollars - h2_ptc: 0.6 # $0.60/kg produced 2022 dollars - assumes net zero but not meeting prevailing wage requirements - does this need to be - # do not adjust for inflation, probably constant after claim date? - h2_storage_itc: 0.06 - option5: # prevailing wages met - electricity_itc: 0.30 # %/100 capex - electricity_ptc: 0.0 # $/kWh 1992 dollars - h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year - h2_storage_itc: 0.3 - option6: # assumes prevailing wages are met, and includes 10% bonus credit of domestic content (100% of steel and iron - # and mfg. components from the US) - electricity_itc: 0.40 # %/100 capex - electricity_ptc: 0.0 # $/kWh 1992 dollars - h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year - h2_storage_itc: 0.4 - option7: # assumes prevailing wages are met, and includes 10% bonus credit of domestic content (100% of steel and iron - # and mfg. components from the US) - electricity_itc: 0.0 # %/100 capex - electricity_ptc: 0.0165 # $/kWh 1992 dollars (0.015*1.1) - h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year - # you can elect itc_for_h2 in leu of the h2_ptc - this choice is independent of the other tech credit selections - # 6% or %50 for itc_for_h2 - h2_storage_itc: 0.5 - -plant_design: - scenario0: - electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] - transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario1: - electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - transportation: "hvdc" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario2: - electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - transportation: "hvdc" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario3: - electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"] - transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "turbine" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario4: - electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"] - transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario5: - electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"] - transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario6: - electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] - transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario7: - electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] - transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario8: - electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] - transportation: "hvdc+pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario9: - electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "onshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario10: - electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] - transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "platform" # can be one of ["none", "onshore", "platform"] - battery_location: "platform" # can be one of ["none", "onshore", "platform"] - scenario11: - electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] - transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "platform" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - -lca_config: - run_lca: False #True - electrolyzer_type: pem #alkaline, soec - feedstock_water_type: ground #desal, surface - cambium: #cambium API argument, see cambium_data.py for additional argument options - project_uuid: '0f92fe57-3365-428a-8fe8-0afc326b3b43' - scenario: 'Mid-case with 100% decarbonization by 2035' - location_type: 'GEA Regions 2023' - time_type: 'hourly' - -opt_options: - opt_flag: True - general: - folder_output: "output" - fname_output: "test_run_h2integrate_optimization" - design_variables: - electrolyzer_rating_kw: - flag: False - lower: 1000.0 - upper: 400000.0 - units: "kW" - pv_capacity_kw: - flag: False - lower: 1000.0 - upper: 10000.0 - units: "kW" - wave_capacity_kw: - flag: False - lower: 1000.0 - upper: 1500000.0 - units: "kW*h" - battery_capacity_kw: - flag: False - lower: 1000.0 - upper: 10000.0 - units: "kW" - battery_capacity_kwh: - flag: False - lower: 1000.0 - upper: 10000.0 - units: "kW*h" - turbine_x: - flag: False - lower: 0.0 - upper: 20000.0 - units: "m" - turbine_y: - flag: False - lower: 0.0 - upper: 20000.0 - units: "m" - constraints: - turbine_spacing: - flag: False - lower: 0.0 - boundary_distance: - flag: False - lower: 0.0 - pv_to_platform_area_ratio: - flag: True - upper: 1.0 # relative size of solar pv area to platform area - user: {} - merit_figure: "lcoh" - merit_figure_user: - name: "lcoh" - max_flag: False - ref: 1.0 # value of objective that scales to 1.0 - driver: - optimization: - flag: True - solver: "SNOPT" - tol: 1E-6 - max_major_iter: 50 - max_minor_iter: 500 - # time_limit: 10 # (sec) optional - # "hist_file_name: "snopt_history.txt", # optional - verify_level: 0 # optional - step_calc: None - form: "central" # type of finite differences to use, can be one of ["forward", "backward", "central"] - debug_print: False - gradient_method: "openmdao" - step_size_study: - flag: False - design_of_experiments: - flag: False - run_parallel: False - generator: FullFact # [Uniform, FullFact, PlackettBurman, BoxBehnken, LatinHypercube] - num_samples: 5 # Number of samples to evaluate model at (Uniform and LatinHypercube only) - seed: 2 - levels: 5 # Number of evenly spaced levels between each design variable lower and upper bound (FullFactorial only) - criterion: None # [None, center, c, maximin, m, centermaximin, cm, correelation, corr] - iterations: 1 - debug_print: False - recorder: - flag: True - file_name: "recorder_doe_pv.sql" - includes: ["lcoe", "platform_area", "pv_area", "pv_platform_ratio"] diff --git a/tests/h2integrate/input_files/plant/h2integrate_config_onshore.yaml b/tests/h2integrate/input_files/plant/h2integrate_config_onshore.yaml deleted file mode 100644 index 3413cf6cb..000000000 --- a/tests/h2integrate/input_files/plant/h2integrate_config_onshore.yaml +++ /dev/null @@ -1,368 +0,0 @@ -site: - mean_windspeed: False - depth: 45 #m - wind_layout: - row_spacing: 7 # Also defined in ORBIT config for offshore layout. H2Integrate config values override the values in ORBIT. - turbine_spacing: 7 # Also defined in ORBIT config for offshore layout. H2Integrate config values override the values in ORBIT. - grid_angle: 0 # wind layout grid angle in degrees where 0 is north, increasing clockwise - row_phase_offset: 0 # wind layout offset of turbines along row from one row to the next -project_parameters: - project_lifetime: 30 - grid_connection: False # option, can be turned on or off - ppa_price: 0.025 # $/kWh based on 2022 land based wind market report (ERCOT area ppa prices) https://www.energy.gov/sites/default/files/2022-08/land_based_wind_market_report_2202.pdf - hybrid_electricity_estimated_cf: 0.492 #should equal 1 if grid_connection = True - financial_analysis_start_year: 2027 - cost_year: 2022 # to match ATB - installation_time: 36 # months -finance_parameters: - costing_general_inflation: 0.025 # used to adjust modeled costs to cost_year - inflation_rate: 0.025 # based on 2022 ATB - discount_rate: 0.10 # nominal return based on 2022 ATB basline workbook - debt_equity_split: 68.5 # 2022 ATB uses 68.5% debt - property_tax: 0.01 # percent of CAPEX # combined with property insurance then between H2A and H2FAST defaults - property_insurance: 0.005 # percent of CAPEX # combined with property tax then between H2A and H2FAST defaults - total_income_tax_rate: 0.257 # 0.257 tax rate in 2022 atb baseline workbook # current federal income tax rate, but proposed 2023 rate is 0.28. No state income tax in Texas - capital_gains_tax_rate: 0.15 # H2FAST default - sales_tax_rate: 0.0 #Verify that a different rate shouldn't be used # minimum total sales tax rate in Corpus Christi https://www.cctexas.com/detail/corpus-christi-type-fund-purpose - does this apply to H2? - debt_interest_rate: 0.06 - debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH - loan_period: 0 # H2FAST default, not used for revolving debt - cash_onhand_months: 1 # H2FAST default - administrative_expense_percent_of_sales: 0.00 #Check this # percent of sales H2FAST default - depreciation_method: "MACRS" # can be "MACRS" or "Straight line" - MACRS may be better and can reduce LCOH by more than $1/kg and is spec'd in the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 - depreciation_period: 5 # years - as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 - depreciation_period_electrolyzer: 7 # based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years. also see https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 - discount_years: - wind: 2022 # based on turbine capex value provided to ORBIT from 2022 ATB - wind_and_electrical: 2022 # for ORBIT opex - wave: 2020 # confirmed by Kaitlin Brunik 20240103 - solar: 2022 # TODO check - battery: 2022 # TODO check - platform: 2022 # TODO ask Nick and Charlie - electrical_export_system: 2022 # also from ORBIT, so match wind assumptions. TODO ask Sophie Bradenkamp - desal: 2013 # from code citation: https://www.nrel.gov/docs/fy16osti/66073.pdf - electrolyzer: 2020 # 2020 for singlitico2021, 2016 # for simple h2 cost model in hopp (see https://www.hydrogen.energy.gov/pdfs/19009_h2_production_cost_pem_electrolysis_2019.pdf) ## 2020 # based on IRENA report https://www.irena.org/-/media/Files/IRENA/Agency/Publication/2020/Dec/IRENA_Green_hydrogen_cost_2020.pdf - h2_transport_compressor: 2016 # listed in code header - h2_storage: - pressure_vessel: 2022 # based on readme for Compressed_gas_function - pipe: 2019 # Papadias 2021 - salt_cavern: 2019 # Papadias 2021 - turbine: 2003 # assumed based on Kottenstette 2004 - lined_rock_cavern: 2018 # based on Papadias 2021 and HD SAM - none: 2022 # arbitrary - h2_pipe_array: 2018 # ANL costs - h2_transport_pipeline: 2018 # same model for costs as the h2_pipe_array - wind: - expected_plant_cost: 'none' -electrolyzer: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: - rating: 180 # MW # 0.9*Plant rating appears near-optimal for 400 MW wind plant with 3 days of underground pipe storage # MW - cluster_rating_MW: 180 - pem_control_type: 'basic' - eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol - uptime_hours_until_eol: 77600 #number of 'on' hours until electrolyzer reaches eol - include_degradation_penalty: True #include degradation - turndown_ratio: 0.1 #turndown_ratio = minimum_cluster_power/cluster_rating_MW - electrolyzer_capex: 700 # $/kW conservative 2025 centralized. high 700, low 300 # based on https://www.irena.org/-/media/Files/IRENA/Agency/Publication/2020/Dec/IRENA_Green_hydrogen_cost_2020.pdf - replacement_cost_percent: 0.15 # percent of capex - H2A default case - cost_model: "singlitico2021" # "basic" is a basic cost model based on H2a and HFTO program record for PEM electrolysis. "singlitico2021" uses cost estimates from that paper - -h2_transport_compressor: - outlet_pressure: 68 # bar based on HDSAM -h2_storage_compressor: - output_pressure: 100 # bar (1 bar = 100 kPa) - flow_rate: 89 # kg/hr - energy_rating: 802 # kWe (aka 1 kWh) - mean_days_between_failures: 200 # days - # annual_h2_throughput: 18750 # [kg/yr] -> kg of H2 per year -h2_transport_pipe: - outlet_pressure: 10 # bar - from example in code from Jamie #TODO check this value -h2_storage: - size_capacity_from_demand: - flag: False # If True, then storage is sized to provide steady-state storage - capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003. - type: "none" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"] - days: 3 # [days] how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True) - -policy_parameters: # these should be adjusted for inflation prior to application - order of operations: rate in 1992 $, - #then prevailing wage multiplier if applicable, then inflation - option1: # base # no policy included ---> see files/task1/regulation and policy revue/ page 4 of 13 middle - read this - # and look at assumptions - electricity_itc: 0 - electricity_ptc: 0 - h2_ptc: 0 - h2_storage_itc: 0 - option2: # base credit levels with H2 - electricity_itc: 0 - electricity_ptc: 0.003 # $0.003/kW (this is base, see inflation adjustment in option 3) - h2_ptc: 0.6 # $0.60/kg h2 produced - assumes net zero but not meeting prevailing wage requirements - does this need to be - # adjusted for inflation from 2022 dollars to claim date, probably constant after claim date? - h2_storage_itc: 0.06 - option3: # same as option 5, but assuming prevailing wages are met --> 5x multiplier on both PTCs - electricity_itc: 0 - electricity_ptc: 0.015 # $/kWh 1992 dollars - h2_ptc: 3.00 # $/kg 2022 dollars - do not adjust for inflation - h2_storage_itc: 0.3 - # bonus options, option 5 and 6 but ITC equivalents - option4: # prevailing wages not met - electricity_itc: 0.06 # %/100 capex - electricity_ptc: 0.00 # $/kW 1992 dollars - h2_ptc: 0.6 # $0.60/kg produced 2022 dollars - assumes net zero but not meeting prevailing wage requirements - does this need to be - # do not adjust for inflation, probably constant after claim date? - h2_storage_itc: 0.06 - option5: # prevailing wages met - electricity_itc: 0.30 # %/100 capex - electricity_ptc: 0.0 # $/kWh 1992 dollars - h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year - h2_storage_itc: 0.3 - option6: # assumes prevailing wages are met, and includes 10% bonus credit of domestic content (100% of steel and iron - # and mfg. components from the US) - electricity_itc: 0.40 # %/100 capex - electricity_ptc: 0.0 # $/kWh 1992 dollars - h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year - h2_storage_itc: 0.4 - option7: # assumes prevailing wages are met, and includes 10% bonus credit of domestic content (100% of steel and iron - # and mfg. components from the US) - electricity_itc: 0.0 # %/100 capex - electricity_ptc: 0.0165 # $/kWh 1992 dollars (0.015*1.1) - h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year - # you can elect itc_for_h2 in leu of the h2_ptc - this choice is independent of the other tech credit selections - # 6% or %50 for itc_for_h2 - h2_storage_itc: 0.5 - -plant_design: - scenario0: - electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] - transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario1: - electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - transportation: "hvdc" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario2: - electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - transportation: "hvdc" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario3: - electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"] - transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "turbine" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario4: - electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"] - transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario5: - electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"] - transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario6: - electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] - transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario7: - electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] - transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario8: - electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] - transportation: "hvdc+pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - scenario9: - electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "onshore" # can be one of ["onshore", "offshore"] - pv_location: "none" # can be one of ["none", "onshore", "platform"] - battery_location: "none" # can be one of ["none", "onshore", "platform"] - scenario10: - electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"] - transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - pv_location: "platform" # can be one of ["none", "onshore", "platform"] - battery_location: "platform" # can be one of ["none", "onshore", "platform"] - wind_location: "offshore" # can be one of ["onshore", "offshore"] - scenario11: - electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "onshore" # can be one of ["onshore", "offshore"] - pv_location: "onshore" # can be one of ["none", "onshore", "platform"] - battery_location: "onshore" # can be one of ["none", "onshore", "platform"] - scenario12: - electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"] - h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"] - wind_location: "onshore" # can be one of ["onshore", "offshore"] - pv_location: "onshore" # can be one of ["none", "onshore", "platform"] - battery_location: "onshore" # can be one of ["none", "onshore", "platform"] - -steel: - capacity: - input_capacity_factor_estimate: 0.9 - costs: - operational_year: 2035 - o2_heat_integration: false - feedstocks: - oxygen_market_price: 0.03 - natural_gas_prices: - "2035": 3.76232 - "2036": 3.776032 - "2037": 3.812906 - "2038": 3.9107960000000004 - "2039": 3.865776 - "2040": 3.9617400000000003 - "2041": 4.027136 - "2042": 4.017166 - "2043": 3.9715339999999997 - "2044": 3.924314 - "2045": 3.903287 - "2046": 3.878192 - "2047": 3.845413 - "2048": 3.813366 - "2049": 3.77735 - "2050": 3.766164 - "2051": 3.766164 - "2052": 3.766164 - "2053": 3.766164 - "2054": 3.766164 - "2055": 3.766164 - "2056": 3.766164 - "2057": 3.766164 - "2058": 3.766164 - "2059": 3.766164 - "2060": 3.766164 - "2061": 3.766164 - "2062": 3.766164 - "2063": 3.766164 - "2064": 3.766164 - finances: - plant_life: 30 - grid_prices: - "2035": 89.42320514456621 - "2036": 89.97947569251141 - "2037": 90.53574624045662 - "2038": 91.09201678840184 - "2039": 91.64828733634704 - "2040": 92.20455788429224 - "2041": 89.87291235917809 - "2042": 87.54126683406393 - "2043": 85.20962130894978 - "2044": 82.87797578383562 - "2045": 80.54633025872147 - "2046": 81.38632144593608 - "2047": 82.22631263315068 - "2048": 83.0663038203653 - "2049": 83.90629500757991 - "2050": 84.74628619479452 - "2051": 84.74628619479452 - "2052": 84.74628619479452 - "2053": 84.74628619479452 - "2054": 84.74628619479452 - "2055": 84.74628619479452 - "2056": 84.74628619479452 - "2057": 84.74628619479452 - "2058": 84.74628619479452 - "2059": 84.74628619479452 - "2060": 84.74628619479452 - "2061": 84.74628619479452 - "2062": 84.74628619479452 - "2063": 84.74628619479452 - "2064": 84.74628619479452 - - # Additional parameters passed to ProFAST - financial_assumptions: - "total income tax rate": 0.2574 - "capital gains tax rate": 0.15 - "leverage after tax nominal discount rate": 0.10893 - "debt equity ratio of initial financing": 0.624788 - "debt interest rate": 0.050049 - -ammonia: - capacity: - input_capacity_factor_estimate: 0.9 - costs: - feedstocks: - electricity_cost: 89.42320514456621 - hydrogen_cost: 4.2986685034417045 - cooling_water_cost: 0.00291 - iron_based_catalyst_cost: 23.19977341 - oxygen_cost: 0 - finances: - plant_life: 30 - grid_prices: - "2035": 89.42320514456621 - "2036": 89.97947569251141 - "2037": 90.53574624045662 - "2038": 91.09201678840184 - "2039": 91.64828733634704 - "2040": 92.20455788429224 - "2041": 89.87291235917809 - "2042": 87.54126683406393 - "2043": 85.20962130894978 - "2044": 82.87797578383562 - "2045": 80.54633025872147 - "2046": 81.38632144593608 - "2047": 82.22631263315068 - "2048": 83.0663038203653 - "2049": 83.90629500757991 - "2050": 84.74628619479452 - "2051": 84.74628619479452 - "2052": 84.74628619479452 - "2053": 84.74628619479452 - "2054": 84.74628619479452 - "2055": 84.74628619479452 - "2056": 84.74628619479452 - "2057": 84.74628619479452 - "2058": 84.74628619479452 - "2059": 84.74628619479452 - "2060": 84.74628619479452 - "2061": 84.74628619479452 - "2062": 84.74628619479452 - "2063": 84.74628619479452 - "2064": 84.74628619479452 - - # Additional parameters passed to ProFAST - financial_assumptions: - "total income tax rate": 0.2574 - "capital gains tax rate": 0.15 - "leverage after tax nominal discount rate": 0.10893 - "debt equity ratio of initial financing": 0.624788 - "debt interest rate": 0.050049 - -lca_config: - run_lca: False #True - electrolyzer_type: pem #alkaline, soec - feedstock_water_type: ground #desal, surface - cambium: #cambium API argument, see cambium_data.py for additional argument options - project_uuid: '0f92fe57-3365-428a-8fe8-0afc326b3b43' - scenario: 'Mid-case with 100% decarbonization by 2035' - location_type: 'GEA Regions 2023' - time_type: 'hourly' diff --git a/tests/h2integrate/test_finance.py b/tests/h2integrate/test_finance.py deleted file mode 100644 index ed938d0c7..000000000 --- a/tests/h2integrate/test_finance.py +++ /dev/null @@ -1,248 +0,0 @@ -import os -from pathlib import Path - -import pytest -from pytest import approx - -from h2integrate import EXAMPLE_DIR -from h2integrate.core.dict_utils import update_defaults -from h2integrate.tools.profast_tools import ( - run_profast, - create_years_of_operation, - create_and_populate_profast, -) -from h2integrate.core.h2integrate_model import H2IntegrateModel -from h2integrate.core.inputs.validation import load_yaml - - -def test_calc_financial_parameter_weighted_average_by_capex(subtests): - from h2integrate.tools.eco.finance import calc_financial_parameter_weighted_average_by_capex - - with subtests.test("single value"): - h2integrate_config = {"finance_parameters": {"discount_rate": 0.1}} - - assert ( - calc_financial_parameter_weighted_average_by_capex( - "discount_rate", h2integrate_config=h2integrate_config, capex_breakdown={} - ) - == 0.1 - ) - - with subtests.test("weighted average value - all values specified"): - h2integrate_config = {"finance_parameters": {"discount_rate": {"wind": 0.05, "solar": 0.1}}} - - capex_breakdown = {"wind": 1e9, "solar": 1e8} - - return_value = calc_financial_parameter_weighted_average_by_capex( - "discount_rate", h2integrate_config=h2integrate_config, capex_breakdown=capex_breakdown - ) - - assert return_value == approx(0.05454545454545454) - - with subtests.test("weighted average value - not all values specified"): - h2integrate_config = { - "finance_parameters": {"discount_rate": {"wind": 0.05, "solar": 0.1, "general": 0.15}} - } - - capex_breakdown = {"wind": 1e9, "solar": 1e8, "electrolyzer": 3e8, "battery": 2e8} - - return_value = calc_financial_parameter_weighted_average_by_capex( - "discount_rate", h2integrate_config=h2integrate_config, capex_breakdown=capex_breakdown - ) - - assert return_value == approx(0.084375) - - -def test_variable_om_no_escalation(subtests): - os.chdir(EXAMPLE_DIR / "02_texas_ammonia") - - inflation_rate = 0.0 - # Create a H2Integrate model - model = H2IntegrateModel(Path.cwd() / "02_texas_ammonia.yaml") - - # Run the model - model.run() - - model.post_process() - - with subtests.test("Check original LCOH with zero escalation"): - assert ( - pytest.approx(model.prob.get_val("finance_subgroup_hydrogen.LCOH")[0], rel=1e-3) - == 3.9705799099 - ) - - outputs_dir = Path.cwd() / "outputs" - - yaml_fpath = outputs_dir / "profast_output_hydrogen_config.yaml" - - pf_dict = load_yaml(yaml_fpath) - - plant_life = int(pf_dict["params"]["operating life"]) - - years_of_operation = create_years_of_operation( - plant_life, - pf_dict["params"]["analysis start year"], - pf_dict["params"]["installation months"], - ) - - pf_dict = update_defaults(pf_dict, "escalation", inflation_rate) - pf_dict["params"].update({"general inflation rate": inflation_rate}) - - water_cost_per_gal = 0.003 # [$/gal] - gal_water_pr_kg_H2 = 3.8 # [gal H2O / kg-H2] - - # calculate annual water cost - annual_h2_kg = pf_dict["params"]["capacity"] * pf_dict["params"]["long term utilization"] * 365 - annual_water_gal = annual_h2_kg * gal_water_pr_kg_H2 - annual_water_cost_USD_per_kg = annual_water_gal * water_cost_per_gal / annual_h2_kg - water_feedstock_entry = { - "Water": { - "escalation": inflation_rate, - "unit": "$/kg", - "usage": 1.0, - "cost": annual_water_cost_USD_per_kg, - } - } - - # update feedstock entry - pf_dict["feedstocks"].update(water_feedstock_entry) - - # run profast for feedstock cost as a scalar - pf = create_and_populate_profast(pf_dict) - sol_scalar, summary_scalar, price_breakdown_scalar = run_profast(pf) - - with subtests.test( - "Check variable o&m as scalar LCOH against original LCOH with zero escalation" - ): - assert sol_scalar["price"] > model.prob.get_val("finance_subgroup_hydrogen.LCOH")[0] - - with subtests.test("Check variable o&m as scalar LCOH with zero escalation value"): - assert pytest.approx(sol_scalar["price"], rel=1e-3) == 3.98205152215 - - # create water cost entry as array - annual_water_cost_USD_per_year = [annual_water_cost_USD_per_kg] * plant_life - annual_water_cost_USD_per_year_dict = dict( - zip(years_of_operation, annual_water_cost_USD_per_year) - ) - water_feedstock_entry = { - "Water": { - "escalation": inflation_rate, - "unit": "$/kg", - "usage": 1.0, - "cost": annual_water_cost_USD_per_year_dict, - } - } - - # update feedstock entry - pf_dict["feedstocks"].update(water_feedstock_entry) - - pf = create_and_populate_profast(pf_dict) - sol_list, summary_list, price_breakdown_list = run_profast(pf) - with subtests.test( - "Check variable o&m as array LCOH against original LCOH with zero escalation" - ): - assert sol_list["price"] > model.prob.get_val("finance_subgroup_hydrogen.LCOH")[0] - - with subtests.test("Check variable o&m as array LCOH with zero escalation value"): - assert pytest.approx(sol_list["price"], rel=1e-3) == 3.98205152215 - - with subtests.test( - "Check variable o&m as scalar and as array have same LCOH with zero escalation" - ): - assert pytest.approx(sol_list["price"], rel=1e-6) == sol_scalar["price"] - - -def test_variable_om_with_escalation(subtests): - os.chdir(EXAMPLE_DIR / "02_texas_ammonia") - - inflation_rate = 0.025 - # Create a H2Integrate model - model = H2IntegrateModel(Path.cwd() / "02_texas_ammonia.yaml") - - # Run the model - model.run() - - outputs_dir = Path.cwd() / "outputs" - - yaml_fpath = outputs_dir / "profast_output_hydrogen_config.yaml" - - # load the profast dictionary - pf_dict = load_yaml(yaml_fpath) - - plant_life = int(pf_dict["params"]["operating life"]) - - years_of_operation = create_years_of_operation( - plant_life, - pf_dict["params"]["analysis start year"], - pf_dict["params"]["installation months"], - ) - - # update the inflation rate - pf_dict = update_defaults(pf_dict, "escalation", inflation_rate) - pf_dict["params"].update({"general inflation rate": inflation_rate}) - - # rerun profast without variable o&m costs - pf = create_and_populate_profast(pf_dict) - sol_init, summary_init, price_breakdown_init = run_profast(pf) - - with subtests.test("Check original LCOH with escalation"): - assert pytest.approx(sol_init["price"], rel=1e-3) == 2.9981730 - - # calculate annual water cost - water_cost_per_gal = 0.003 # [$/gal] - gal_water_pr_kg_H2 = 3.8 # [gal H2O / kg-H2] - annual_h2_kg = pf_dict["params"]["capacity"] * pf_dict["params"]["long term utilization"] * 365 - annual_water_gal = annual_h2_kg * gal_water_pr_kg_H2 - - # calculate water cost per kg H2 - annual_water_cost_USD_per_kg = annual_water_gal * water_cost_per_gal / annual_h2_kg - water_feedstock_entry = { - "Water": { - "escalation": inflation_rate, - "unit": "$/kg", - "usage": 1.0, - "cost": annual_water_cost_USD_per_kg, - } - } - - # update feedstock entry - pf_dict["feedstocks"].update(water_feedstock_entry) - - # run profast for feedstock cost as a scalar - pf = create_and_populate_profast(pf_dict) - sol_scalar, summary_scalar, price_breakdown_scalar = run_profast(pf) - - with subtests.test("Check variable o&m as scalar LCOH against original LCOH with escalation"): - assert sol_scalar["price"] > sol_init["price"] - - with subtests.test("Check variable o&m as scalar LCOH with escalation value"): - assert pytest.approx(sol_scalar["price"], rel=1e-3) == 3.00964412171 - - # calculate water cost per kg-H2 and format for costs per year - annual_water_cost_USD_per_year = [annual_water_cost_USD_per_kg] * plant_life - annual_water_cost_USD_per_year_dict = dict( - zip(years_of_operation, annual_water_cost_USD_per_year) - ) - water_feedstock_entry = { - "Water": { - "escalation": inflation_rate, - "unit": "$/kg", - "usage": 1.0, - "cost": annual_water_cost_USD_per_year_dict, - } - } - - # update feedstock entry - pf_dict["feedstocks"].update(water_feedstock_entry) - - # run profast for feedstock cost as an array - pf = create_and_populate_profast(pf_dict) - sol_list, summary_list, price_breakdown_list = run_profast(pf) - with subtests.test("Check variable o&m as array LCOH against original LCOH with escalation"): - assert sol_list["price"] > sol_init["price"] - - with subtests.test("Check variable o&m as array LCOH with escalation value"): - assert pytest.approx(sol_list["price"], rel=1e-3) == 3.0062575558 - - with subtests.test("Check variable o&m as array LCOH is less than variable o&m as scalar LCOH"): - assert sol_scalar["price"] > sol_list["price"] diff --git a/tests/h2integrate/test_h2integrate_utilities.py b/tests/h2integrate/test_h2integrate_utilities.py deleted file mode 100644 index 8ce345ea1..000000000 --- a/tests/h2integrate/test_h2integrate_utilities.py +++ /dev/null @@ -1,43 +0,0 @@ -from pytest import raises - -from h2integrate.tools.eco.utilities import ceildiv, visualize_plant - - -def test_visualize_plant(subtests): - with subtests.test("'visualize_plant()' only works with the 'floris' wind model"): - hopp_config = {"technologies": {"wind": {"model_name": "pysam"}}} - with raises(NotImplementedError, match="only works with the 'floris' wind model"): - visualize_plant( - hopp_config, - None, - None, - None, - None, - None, - None, - None, - None, - None, - None, - None, - ) - - -def test_ceildiv(subtests): - with subtests.test("ceildiv"): - a = 8 - b = 3 - - assert ceildiv(a, b) == 3 - - with subtests.test("ceildiv with one negative value"): - a = 8 - b = -3 - - assert ceildiv(a, b) == -2 - - with subtests.test("ceildiv with two negative values"): - a = -8 - b = -3 - - assert ceildiv(a, b) == 3 diff --git a/tests/h2integrate/test_hydrogen/test_PEM_costs_Singlitico_model.py b/tests/h2integrate/test_hydrogen/test_PEM_costs_Singlitico_model.py deleted file mode 100644 index 6919c9943..000000000 --- a/tests/h2integrate/test_hydrogen/test_PEM_costs_Singlitico_model.py +++ /dev/null @@ -1,79 +0,0 @@ -import numpy as np -from pytest import approx - -from h2integrate.simulation.technologies.hydrogen.electrolysis.PEM_costs_Singlitico_model import ( - PEMCostsSingliticoModel, -) - - -TOL = 1e-3 - -BASELINE = np.array( - [ - # onshore, [capex, opex] - [ - [50.7105172052493, 1.2418205567631722], - ], - # offshore, [capex, opex] - [ - [67.44498788298158, 2.16690312809502], - ], - ] -) - - -class TestPEMCostsSingliticoModel: - def test_calc_capex(self): - P_elec = 0.1 # [GW] - RC_elec = 700 # [MUSD/GW] - - # test onshore capex - pem_onshore = PEMCostsSingliticoModel(elec_location=0) - capex_onshore = pem_onshore.calc_capex(P_elec, RC_elec) - - assert capex_onshore == approx(BASELINE[0][0][0], TOL) - - # test offshore capex - pem_offshore = PEMCostsSingliticoModel(elec_location=1) - capex_offshore = pem_offshore.calc_capex(P_elec, RC_elec) - - assert capex_offshore == approx(BASELINE[1][0][0], TOL) - - def test_calc_opex(self): - P_elec = 0.1 # [GW] - capex_onshore = BASELINE[0][0][0] - capex_offshore = BASELINE[1][0][0] - - # test onshore opex - pem_onshore = PEMCostsSingliticoModel(elec_location=0) - opex_onshore = pem_onshore.calc_opex(P_elec, capex_onshore) - - assert opex_onshore == approx(BASELINE[0][0][1], TOL) - - # test offshore opex - pem_offshore = PEMCostsSingliticoModel(elec_location=1) - opex_offshore = pem_offshore.calc_opex(P_elec, capex_offshore) - - assert opex_offshore == approx(BASELINE[1][0][1], TOL) - - def test_run(self): - P_elec = 0.1 # [GW] - RC_elec = 700 # [MUSD/GW] - - # test onshore opex - pem_onshore = PEMCostsSingliticoModel(elec_location=0) - capex_onshore, opex_onshore = pem_onshore.run(P_elec, RC_elec) - - assert capex_onshore == approx(BASELINE[0][0][0], TOL) - assert opex_onshore == approx(BASELINE[0][0][1], TOL) - - # test offshore opex - pem_offshore = PEMCostsSingliticoModel(elec_location=1) - capex_offshore, opex_offshore = pem_offshore.run(P_elec, RC_elec) - - assert capex_offshore == approx(BASELINE[1][0][0], TOL) - assert opex_offshore == approx(BASELINE[1][0][1], TOL) - - -if __name__ == "__main__": - test_set = TestPEMCostsSingliticoModel() diff --git a/tests/h2integrate/test_hydrogen/test_PEM_costs_custom.py b/tests/h2integrate/test_hydrogen/test_PEM_costs_custom.py deleted file mode 100644 index 675fe5248..000000000 --- a/tests/h2integrate/test_hydrogen/test_PEM_costs_custom.py +++ /dev/null @@ -1,24 +0,0 @@ -from pytest import approx - -from h2integrate.simulation.technologies.hydrogen.electrolysis.PEM_costs_custom import ( - calc_custom_electrolysis_capex_fom, -) - - -TOL = 1e-6 - -electrolyzer_size_MW = 1 -electrolyzer_size_kW = electrolyzer_size_MW * 1e3 -fom_usd_pr_kW = 10.0 -capex_usd_pr_kW = 15.0 -elec_config = {"electrolyzer_capex": capex_usd_pr_kW, "fixed_om_per_kw": fom_usd_pr_kW} - - -def test_custom_capex(): - capex, fom = calc_custom_electrolysis_capex_fom(electrolyzer_size_kW, elec_config) - assert capex == approx(capex_usd_pr_kW * electrolyzer_size_kW, TOL) - - -def test_custom_fixed_om(): - capex, fom = calc_custom_electrolysis_capex_fom(electrolyzer_size_kW, elec_config) - assert fom == approx(fom_usd_pr_kW * electrolyzer_size_kW, TOL) diff --git a/tests/h2integrate/test_hydrogen/test_RO_desal.py b/tests/h2integrate/test_hydrogen/test_RO_desal.py deleted file mode 100644 index 218284732..000000000 --- a/tests/h2integrate/test_hydrogen/test_RO_desal.py +++ /dev/null @@ -1,72 +0,0 @@ -from pytest import approx - -from h2integrate.simulation.technologies.hydrogen.desal.desal_model_eco import RO_desal_eco - - -# Test values are based on hand calculations - - -class TestRODesal: - rel_tol = 1e-2 - - freshwater_needed = 10000 # [kg/hr] - - saltwater = RO_desal_eco(freshwater_needed, "Seawater") - brackish = RO_desal_eco(freshwater_needed, "Brackish") - - def test_capacity_m3_per_hr(self): - assert self.saltwater[0] == approx(10.03, rel=1e-5) - assert self.brackish[0] == approx(10.03, rel=1e-5) - - def test_feedwater(self): - assert self.saltwater[1] == approx(20.06, rel=1e-5) - assert self.brackish[1] == approx(13.37, rel=1e-3) - - def test_power(self): - assert self.saltwater[2] == approx(40.12, rel=1e-5) - assert self.brackish[2] == approx(15.04, rel=1e-3) - - def test_capex(self): - assert self.saltwater[3] == approx(91372, rel=1e-2) - assert self.brackish[3] == approx(91372, rel=1e-2) - - def test_opex(self): - assert self.saltwater[4] == approx(13447, rel=1e-2) - assert self.brackish[4] == approx(13447, rel=1e-2) - - def test_RO_Desal_Seawater(self): - """Test Seawater RO Model""" - outputs = RO_desal_eco(freshwater_kg_per_hr=997, salinity="Seawater") - RO_desal_mass = outputs[5] - RO_desal_footprint = outputs[6] - assert approx(RO_desal_mass) == 346.7 - assert approx(RO_desal_footprint) == 0.467 - - def test_RO_Desal_distributed(self): - """Test Seawater RO Model""" - n_systems = 2 - total_freshwater_kg_per_hr_required = 997 - per_system_freshwater_kg_per_hr_required = total_freshwater_kg_per_hr_required / n_systems - - total_outputs = RO_desal_eco( - freshwater_kg_per_hr=total_freshwater_kg_per_hr_required, - salinity="Seawater", - ) - per_system_outputs = RO_desal_eco( - per_system_freshwater_kg_per_hr_required, salinity="Seawater" - ) - - for t, s in zip(total_outputs, per_system_outputs): - assert t == approx(s * n_systems) - - def test_RO_Desal_Brackish(self): - """Test Brackish Model""" - outputs = RO_desal_eco(freshwater_kg_per_hr=997, salinity="Brackish") - RO_desal_mass = outputs[5] - RO_desal_footprint = outputs[6] - assert approx(RO_desal_mass) == 346.7 - assert approx(RO_desal_footprint) == 0.467 - - -if __name__ == "__main__": - test_set = TestRODesal() diff --git a/tests/h2integrate/test_hydrogen/test_basic_h2_cost.py b/tests/h2integrate/test_hydrogen/test_basic_h2_cost.py deleted file mode 100644 index 7397e2fb5..000000000 --- a/tests/h2integrate/test_hydrogen/test_basic_h2_cost.py +++ /dev/null @@ -1,177 +0,0 @@ -import numpy as np -from pytest import approx - -from h2integrate.simulation.technologies.hydrogen.electrolysis.H2_cost_model import ( - basic_H2_cost_model, -) - - -class TestBasicH2Costs: - electrolyzer_size_mw = 100 - h2_annual_output = 500 - nturbines = 10 - electrical_generation_timeseries = ( - electrolyzer_size_mw * (np.sin(range(0, 500))) * 0.5 + electrolyzer_size_mw * 0.5 - ) - - per_turb_electrolyzer_size_mw = electrolyzer_size_mw / nturbines - per_turb_h2_annual_output = h2_annual_output / nturbines - per_turb_electrical_generation_timeseries = electrical_generation_timeseries / nturbines - - elec_capex = 600 # $/kW - time_between_replacement = 80000 # hours - useful_life = 30 # years - - def test_on_turbine_capex(self): - ( - per_turb_electrolyzer_total_capital_cost, - per_turb_electrolyzer_OM_cost, - per_turb_electrolyzer_capex_kw, - time_between_replacement, - h2_tax_credit, - h2_itc, - ) = basic_H2_cost_model( - self.elec_capex, - self.time_between_replacement, - self.per_turb_electrolyzer_size_mw, - self.useful_life, - self.per_turb_electrical_generation_timeseries, - self.per_turb_h2_annual_output, - 0.0, - 0.0, - include_refurb_in_opex=False, - offshore=1, - ) - - electrolyzer_total_capital_cost = per_turb_electrolyzer_total_capital_cost * self.nturbines - per_turb_electrolyzer_OM_cost * self.nturbines - - assert electrolyzer_total_capital_cost == approx(127698560.0) - - def test_on_platform_capex(self): - ( - electrolyzer_total_capital_cost, - electrolyzer_OM_cost, - electrolyzer_capex_kw, - time_between_replacement, - h2_tax_credit, - h2_itc, - ) = basic_H2_cost_model( - self.elec_capex, - self.time_between_replacement, - self.electrolyzer_size_mw, - self.useful_life, - self.electrical_generation_timeseries, - self.h2_annual_output, - 0.0, - 0.0, - include_refurb_in_opex=False, - offshore=1, - ) - - assert electrolyzer_total_capital_cost == approx(125448560.0) - - def test_on_land_capex(self): - ( - per_turb_electrolyzer_total_capital_cost, - per_turb_electrolyzer_OM_cost, - per_turb_electrolyzer_capex_kw, - time_between_replacement, - h2_tax_credit, - h2_itc, - ) = basic_H2_cost_model( - self.elec_capex, - self.time_between_replacement, - self.per_turb_electrolyzer_size_mw, - self.useful_life, - self.per_turb_electrical_generation_timeseries, - self.per_turb_h2_annual_output, - 0.0, - 0.0, - include_refurb_in_opex=False, - offshore=0, - ) - - electrolyzer_total_capital_cost = per_turb_electrolyzer_total_capital_cost * self.nturbines - per_turb_electrolyzer_OM_cost * self.nturbines - - assert electrolyzer_total_capital_cost == approx(116077280.00000003) - - def test_on_turbine_opex(self): - ( - per_turb_electrolyzer_total_capital_cost, - per_turb_electrolyzer_OM_cost, - per_turb_electrolyzer_capex_kw, - time_between_replacement, - h2_tax_credit, - h2_itc, - ) = basic_H2_cost_model( - self.elec_capex, - self.time_between_replacement, - self.per_turb_electrolyzer_size_mw, - self.useful_life, - self.per_turb_electrical_generation_timeseries, - self.per_turb_h2_annual_output, - 0.0, - 0.0, - include_refurb_in_opex=False, - offshore=1, - ) - - (per_turb_electrolyzer_total_capital_cost * self.nturbines) - electrolyzer_OM_cost = per_turb_electrolyzer_OM_cost * self.nturbines - - assert electrolyzer_OM_cost == approx(1377207.4599629682) - - def test_on_platform_opex(self): - ( - electrolyzer_total_capital_cost, - electrolyzer_OM_cost, - electrolyzer_capex_kw, - time_between_replacement, - h2_tax_credit, - h2_itc, - ) = basic_H2_cost_model( - self.elec_capex, - self.time_between_replacement, - self.electrolyzer_size_mw, - self.useful_life, - self.electrical_generation_timeseries, - self.h2_annual_output, - 0.0, - 0.0, - include_refurb_in_opex=False, - offshore=1, - ) - - assert electrolyzer_OM_cost == approx(1864249.9310054395) - - def test_on_land_opex(self): - ( - per_turb_electrolyzer_total_capital_cost, - per_turb_electrolyzer_OM_cost, - per_turb_electrolyzer_capex_kw, - time_between_replacement, - h2_tax_credit, - h2_itc, - ) = basic_H2_cost_model( - self.elec_capex, - self.time_between_replacement, - self.per_turb_electrolyzer_size_mw, - self.useful_life, - self.per_turb_electrical_generation_timeseries, - self.per_turb_h2_annual_output, - 0.0, - 0.0, - include_refurb_in_opex=False, - offshore=0, - ) - - (per_turb_electrolyzer_total_capital_cost * self.nturbines) - electrolyzer_OM_cost = per_turb_electrolyzer_OM_cost * self.nturbines - - assert electrolyzer_OM_cost == approx(1254447.4599629682) - - -if __name__ == "__main__": - test_set = TestBasicH2Costs() diff --git a/tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_compressor.py b/tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_compressor.py index 7ce0cb9ab..d05b7b927 100644 --- a/tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_compressor.py +++ b/tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_compressor.py @@ -1,6 +1,6 @@ from pytest import approx, raises -from h2integrate.simulation.technologies.hydrogen.h2_transport.h2_compression import Compressor +from h2integrate.storage.hydrogen.h2_transport.h2_compression import Compressor # test that we get the results we got when the code was received diff --git a/tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_export_pipeline.py b/tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_export_pipeline.py deleted file mode 100644 index 6bd8bb0f4..000000000 --- a/tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_export_pipeline.py +++ /dev/null @@ -1,132 +0,0 @@ -from h2integrate.simulation.technologies.hydrogen.h2_transport.h2_export_pipe import ( - run_pipe_analysis, -) - - -# test that we the results we got when the code was recieved -class TestExportPipeline: - L = 8 # Length [km] - m_dot = 1.5 # Mass flow rate [kg/s] assuming 300 MW -> 1.5 kg/s - p_inlet = 30 # Inlet pressure [bar] - p_outlet = 10 # Outlet pressure [bar] - depth = 80 # depth of pipe [m] - costs = run_pipe_analysis(L, m_dot, p_inlet, p_outlet, depth) - - def test_grade(self): - assert self.costs["Grade"][0] == "X42" - - def test_od(self): - assert self.costs["Outer diameter (mm)"][0] == 168.28 - - def test_id(self): - assert self.costs["Inner diameter (mm)"][0] == 162.74 - - def test_schedule(self): - assert self.costs["Schedule"][0] == "S 5S" - - def test_thickness(self): - assert self.costs["Thickness (mm)"][0] == 2.77 - - def test_volume(self): - assert self.costs["volume [m3]"][0] == 12.213769866246679 - - def test_weight(self): - assert self.costs["weight [kg]"][0] == 95755.95575137396 - - def test_material_cost(self): - assert self.costs["mat cost [$]"][0] == 210663.1026530227 - - def test_labor_cost(self): - assert self.costs["labor cost [$]"][0] == 1199293.4563603932 - - def test_misc_cost(self): - assert self.costs["misc cost [$]"][0] == 429838.3943856504 - - def test_row_cost(self): # ROW = right of way - assert self.costs["ROW cost [$]"][0] == 365317.5476681454 - - def test_total_cost_output(self): - assert self.costs["total capital cost [$]"][0] == 2205112.501067212 - - def test_total_capital_cost_sum(self): - total_capital_cost = ( - self.costs["mat cost [$]"][0] - + self.costs["labor cost [$]"][0] - + self.costs["misc cost [$]"][0] - + self.costs["ROW cost [$]"][0] - ) - - assert self.costs["total capital cost [$]"][0] == total_capital_cost - - def test_annual_opex(self): - assert ( - self.costs["annual operating cost [$]"][0] - == 0.0117 * self.costs["total capital cost [$]"][0] - ) - - -class TestExportPipelineRegion: - L = 8 # Length [km] - m_dot = 1.5 # Mass flow rate [kg/s] assuming 300 MW -> 1.5 kg/s - p_inlet = 30 # Inlet pressure [bar] - p_outlet = 10 # Outlet pressure [bar] - depth = 80 # depth of pipe [m] - region = "GP" # great plains region - costs = run_pipe_analysis(L, m_dot, p_inlet, p_outlet, depth, region=region) - - def test_material_cost(self): - assert self.costs["mat cost [$]"][0] == 210663.1026530227 - - def test_labor_cost(self): - assert self.costs["labor cost [$]"][0] == 408438.062500015 - - def test_misc_cost(self): - assert self.costs["misc cost [$]"][0] == 184458.92890187018 - - def test_row_cost(self): # ROW = right of way - assert self.costs["ROW cost [$]"][0] == 52426.57591258784 - - def test_total_cost_output(self): - assert self.costs["total capital cost [$]"][0] == 855986.6699674957 - - -class TestExportPipelineOverrides: - L = 8 # Length [km] - m_dot = 1.5 # Mass flow rate [kg/s] assuming 300 MW -> 1.5 kg/s - p_inlet = 30 # Inlet pressure [bar] - p_outlet = 10 # Outlet pressure [bar] - depth = 80 # depth of pipe [m] - labor_in_mi = 1000 - misc_in_mi = 2000 - row_in_mi = 3000 - mat_in_mi = 4000 - costs = run_pipe_analysis( - L, - m_dot, - p_inlet, - p_outlet, - depth, - labor_in_mi=labor_in_mi, - misc_in_mi=misc_in_mi, - row_in_mi=row_in_mi, - mat_in_mi=mat_in_mi, - ) - - def test_material_cost(self): - assert self.costs["mat cost [$]"][0] == 124469.9746153248 - - def test_labor_cost(self): - assert self.costs["labor cost [$]"][0] == 31117.4936538312 - - def test_misc_cost(self): - assert self.costs["misc cost [$]"][0] == 62234.9873076624 - - def test_row_cost(self): # ROW = right of way - assert self.costs["ROW cost [$]"][0] == 93352.4809614936 - - def test_total_cost_output(self): - assert self.costs["total capital cost [$]"][0] == 311174.936538312 - - -if __name__ == "__main__": - test_set = TestExportPipeline() diff --git a/tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_pipe_array.py b/tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_pipe_array.py deleted file mode 100644 index 47d18c782..000000000 --- a/tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_pipe_array.py +++ /dev/null @@ -1,63 +0,0 @@ -from h2integrate.simulation.technologies.hydrogen.h2_transport.h2_pipe_array import ( - run_pipe_array, - run_pipe_array_const_diam, -) - - -# test that we the results we got when the code was recieved -class TestPipeArraySingleSection: - L = 8 # Length [km] - m_dot = 1.5 # Mass flow rate [kg/s] assuming 300 MW -> 1.5 kg/s - p_inlet = 30 # Inlet pressure [bar] - p_outlet = 10 # Outlet pressure [bar] - depth = 80 # depth of pipe [m] - capex, opex = run_pipe_array([[L]], depth, p_inlet, p_outlet, [[m_dot]]) - - def test_capex(self): - assert self.capex == 2226256.16387454 - - def test_opex(self): - assert self.opex == 26047.197117332118 - - -# TODO check the values in these test, they are gut checked for being slightly above what would be expected for a single distance, but not well determined - - -class TestPipeArrayMultiSection: - L = 8 # Length [km] - m_dot = 1.5 # Mass flow rate [kg/s] assuming 300 MW -> 1.5 kg/s - p_inlet = 30 # Inlet pressure [bar] - p_outlet = 10 # Outlet pressure [bar] - depth = 80 # depth of pipe [m] - - def test_capex(self): - assert self.capex == 5129544.170342567 - - def test_opex(self): - assert self.opex == 60015.666793008044 - - capex, opex = run_pipe_array([[L, L]], depth, p_inlet, p_outlet, [[m_dot, m_dot]]) - - -class TestPipeArrayMultiSectionConstDiameter: - L = 8 # Length [km] - m_dot = 1.5 # Mass flow rate [kg/s] assuming 300 MW -> 1.5 kg/s - p_inlet = 30 # Inlet pressure [bar] - p_outlet = 10 # Outlet pressure [bar] - depth = 80 # depth of pipe [m] - - capex, opex = run_pipe_array_const_diam( - [[L, L], [L, L]], depth, p_inlet, p_outlet, [[m_dot, m_dot], [m_dot, m_dot]] - ) - - def test_capex(self): - assert self.capex == 10360272.637584394 - - def test_opex(self): - assert self.opex == 121215.18985973741 - - -if __name__ == "__main__": - test_set = TestPipeArraySingleSection() - test_set = TestPipeArrayMultiSection() - test_set = TestPipeArrayMultiSectionConstDiameter() diff --git a/tests/h2integrate/test_hydrogen/test_lined_rock_storage.py b/tests/h2integrate/test_hydrogen/test_lined_rock_storage.py deleted file mode 100644 index 503ce914e..000000000 --- a/tests/h2integrate/test_hydrogen/test_lined_rock_storage.py +++ /dev/null @@ -1,64 +0,0 @@ -import pytest -from pytest import fixture - -from h2integrate.simulation.technologies.hydrogen.h2_storage.lined_rock_cavern.lined_rock_cavern import ( # noqa: E501 - LinedRockCavernStorage, -) - - -# Test values are based on conclusions of Papadias 2021 and are in 2019 USD -in_dict = {"h2_storage_kg": 1000000, "system_flow_rate": 100000} - - -@fixture -def lined_rock_cavern_storage(): - lined_rock_cavern_storage = LinedRockCavernStorage(in_dict) - - return lined_rock_cavern_storage - - -def test_init(): - lined_rock_cavern_storage = LinedRockCavernStorage(in_dict) - - assert lined_rock_cavern_storage.input_dict is not None - assert lined_rock_cavern_storage.output_dict is not None - - -def test_capex_per_kg(lined_rock_cavern_storage): - lined_rock_cavern_storage_capex_per_kg, _installed_capex, _compressor_capex = ( - lined_rock_cavern_storage.lined_rock_cavern_capex() - ) - assert lined_rock_cavern_storage_capex_per_kg == pytest.approx(51.532548895265045) - - -def test_capex(lined_rock_cavern_storage): - _lined_rock_cavern_storage_capex_per_kg, installed_capex, _compressor_capex = ( - lined_rock_cavern_storage.lined_rock_cavern_capex() - ) - assert installed_capex == pytest.approx(51136144.673) - - -def test_compressor_capex(lined_rock_cavern_storage): - _lined_rock_cavern_storage_capex_per_kg, _installed_capex, compressor_capex = ( - lined_rock_cavern_storage.lined_rock_cavern_capex() - ) - assert compressor_capex == pytest.approx(9435600.2555) - - -def test_capex_output_dict(lined_rock_cavern_storage): - _lined_rock_cavern_storage_capex_per_kg, _installed_capex, _compressor_capex = ( - lined_rock_cavern_storage.lined_rock_cavern_capex() - ) - assert lined_rock_cavern_storage.output_dict[ - "lined_rock_cavern_storage_capex" - ] == pytest.approx(51136144.673) - - -def test_opex(lined_rock_cavern_storage): - _lined_rock_cavern_storage_capex_per_kg, _installed_capex, _compressor_capex = ( - lined_rock_cavern_storage.lined_rock_cavern_capex() - ) - lined_rock_cavern_storage.lined_rock_cavern_opex() - assert lined_rock_cavern_storage.output_dict["lined_rock_cavern_storage_opex"] == pytest.approx( - 2359700 - ) diff --git a/tests/h2integrate/test_hydrogen/test_pem_mass_and_footprint.py b/tests/h2integrate/test_hydrogen/test_pem_mass_and_footprint.py deleted file mode 100644 index 6a6173300..000000000 --- a/tests/h2integrate/test_hydrogen/test_pem_mass_and_footprint.py +++ /dev/null @@ -1,18 +0,0 @@ -import pytest - -from h2integrate.simulation.technologies.hydrogen.electrolysis.pem_mass_and_footprint import ( - mass, - footprint, -) - - -def test_footprint_0mw(): - assert footprint(0.0) == 0.0 - - -def test_footprint_1mw(): - assert footprint(1) == 48 - - -def test_mass(): - assert mass(0.045) == pytest.approx(900.0, rel=1e-4) diff --git a/tests/h2integrate/test_hydrogen/test_pressure_vessel.py b/tests/h2integrate/test_hydrogen/test_pressure_vessel.py deleted file mode 100644 index 25de53872..000000000 --- a/tests/h2integrate/test_hydrogen/test_pressure_vessel.py +++ /dev/null @@ -1,317 +0,0 @@ -import numpy as np -import matplotlib.pyplot as plt -from pytest import approx - -from h2integrate.simulation.technologies.hydrogen.h2_storage.pressure_vessel.compressed_gas_storage_model_20221021.Compressed_all import ( # noqa: E501 - PressureVessel, -) - - -# test that we the results we got when the code was recieved -class TestPressureVessel: - # pressure_vessel_instance_no_cost = PressureVessel(Energy_cost=0.0) - # pressure_vessel_instance_no_cost.run() - pressure_vessel_instance = PressureVessel(Energy_cost=0.07) - pressure_vessel_instance.run() - - pressure_vessel_instance_no_cost = PressureVessel(Energy_cost=0.0) - pressure_vessel_instance_no_cost.run() - - def test_capacity_max(self): - assert self.pressure_vessel_instance.capacity_max == 5585222.222222222 - - def test_t_discharge_hr_max(self): - assert self.pressure_vessel_instance.t_discharge_hr_max == 25.133499999999998 - - def test_a_fit_capex(self): - # assert self.pressure_vessel_instance.a_fit_capex == 9084.035219940572 - assert self.pressure_vessel_instance.a_fit_capex == approx(0.053925726563169414) - - def test_b_fit_capex(self): - # assert self.pressure_vessel_instance.b_fit_capex == -0.127478041731842 - assert self.pressure_vessel_instance.b_fit_capex == approx(1.6826965840450498) - - def test_c_fit_capex(self): - assert self.pressure_vessel_instance.c_fit_capex == approx(20.297862568544417) - - def test_a_fit_opex(self): - assert self.pressure_vessel_instance.a_fit_opex == approx(0.05900068374896024) - - def test_b_fit_opex(self): - assert self.pressure_vessel_instance.b_fit_opex == approx(1.8431485607717895) - - def test_c_fit_opex(self): - assert self.pressure_vessel_instance.c_fit_opex == approx(17.538017086792006) - - def test_energy_fit(self): - capacity = 1e6 # 1000 metric tons h2 - _, _, energy_per_kg = self.pressure_vessel_instance.calculate_from_fit(capacity_kg=capacity) - assert energy_per_kg == approx(2.688696, 1e-5) # kWh/kg - - def test_compare_price_change_capex(self): - capacity = 1e6 # 1000 metric tons h2 - capex_07, _, _ = self.pressure_vessel_instance.calculate_from_fit(capacity_kg=capacity) - capex_00, _, _ = self.pressure_vessel_instance_no_cost.calculate_from_fit( - capacity_kg=capacity - ) - - assert capex_00 == capex_07 - - def test_compare_price_change_opex(self): - capacity = 1e6 # 1000 metric tons h2 - _, opex_07, _ = self.pressure_vessel_instance.calculate_from_fit(capacity_kg=capacity) - _, opex_00, _ = self.pressure_vessel_instance_no_cost.calculate_from_fit( - capacity_kg=capacity - ) - - assert opex_00 < opex_07 - - def test_compare_price_change_energy(self): - capacity = 1e6 # 1000 metric tons h2 - _, _, energy_per_kg_07 = self.pressure_vessel_instance.calculate_from_fit( - capacity_kg=capacity - ) - _, _, energy_per_kg_00 = self.pressure_vessel_instance_no_cost.calculate_from_fit( - capacity_kg=capacity - ) - - assert energy_per_kg_00 == energy_per_kg_07 - - def test_mass_footprint(self): - """ - extension of gold standard test to new tank footprint outputs - """ - cap_H2_tank_ref = 179.6322517351785 - capacity_req = 1.2e3 - Ntank_ref = np.ceil(capacity_req / cap_H2_tank_ref) - Atank_ref = (2 * 53.7e-2) ** 2 - footprint_ref = Ntank_ref * Atank_ref - mass_ref = 1865.0 - - assert self.pressure_vessel_instance.get_tanks(capacity_req) == approx(Ntank_ref) - assert self.pressure_vessel_instance.get_tank_footprint(capacity_req)[0] == approx( - Atank_ref, rel=0.01 - ) - assert self.pressure_vessel_instance.get_tank_footprint(capacity_req)[1] == approx( - footprint_ref, rel=0.01 - ) - - assert self.pressure_vessel_instance.get_tank_mass(capacity_req)[0] == approx( - mass_ref, rel=0.01 - ) - - def test_output_function(self): - capacity = self.pressure_vessel_instance.compressed_gas_function.capacity_1[5] - capex, opex, energy = self.pressure_vessel_instance.calculate_from_fit(capacity) - tol = 1.0 - - assert capex == approx( - self.pressure_vessel_instance.compressed_gas_function.cost_kg[5] * capacity, - tol, - ) - assert opex == approx( - self.pressure_vessel_instance.compressed_gas_function.Op_c_Costs_kg[5] * capacity, - tol, - ) - assert energy == approx( - self.pressure_vessel_instance.compressed_gas_function.total_energy_used_kwh[5] - * capacity, - tol, - ) - - def test_distributed(self): - capacity = self.pressure_vessel_instance.compressed_gas_function.capacity_1[5] - capex, opex, energy_kg = self.pressure_vessel_instance.calculate_from_fit(capacity) - print(capex) - self.pressure_vessel_instance.get_tank_mass(capacity) - self.pressure_vessel_instance.get_tank_footprint(capacity) - - ( - capex_dist_05, - opex_dist_05, - energy_kg_dist_05, - area_footprint_site_05, - mass_tank_empty_site_05, - capacity_site_05, - ) = self.pressure_vessel_instance.distributed_storage_vessels(capacity, 5) - assert capex_dist_05 == approx(6205232868.4722595) - assert opex_dist_05 == approx(113433768.86938927) - assert energy_kg_dist_05 == approx(2.6886965443907727) - assert area_footprint_site_05 == approx(4866.189496204457) - assert mass_tank_empty_site_05 == approx(7870274.025926539) - assert capacity_site_05 == approx(capacity / 5) - - ( - capex_dist_10, - opex_dist_10, - energy_kg_dist_10, - area_footprint_site_10, - mass_tank_empty_site_10, - capacity_site_10, - ) = self.pressure_vessel_instance.distributed_storage_vessels(capacity, 10) - assert capex_dist_10 == approx(7430302244.729572) - assert opex_dist_10 == approx(138351814.3102437) - assert energy_kg_dist_10 == approx(2.6886965443907727) - assert area_footprint_site_10 == approx(2433.0947481022286) - assert mass_tank_empty_site_10 == approx(3935137.0129632694) - assert capacity_site_10 == approx(capacity / 10) - - ( - capex_dist_20, - opex_dist_20, - energy_kg_dist_20, - area_footprint_site_20, - mass_tank_empty_site_20, - capacity_site_20, - ) = self.pressure_vessel_instance.distributed_storage_vessels(capacity, 20) - assert capex_dist_20 == approx(9370417735.496975) - assert opex_dist_20 == approx(178586780.2083488) - assert energy_kg_dist_20 == approx(2.6886965443907727) - assert area_footprint_site_20 == approx(1216.5473740511143) - assert mass_tank_empty_site_20 == approx(1967568.5064816347) - assert capacity_site_20 == approx(capacity / 20) - - assert ( - (capex < capex_dist_05) - and (capex_dist_05 < capex_dist_10) - and (capex_dist_10 < capex_dist_20) - ), "capex should increase w/ number of sites" - assert ( - (opex < opex_dist_05) - and (opex_dist_05 < opex_dist_10) - and (opex_dist_10 < opex_dist_20) - ), "opex should increase w/ number of sites" - assert ( - (energy_kg == approx(energy_kg_dist_05)) - and (energy_kg_dist_05 == approx(energy_kg_dist_10)) - and (energy_kg_dist_10 == approx(energy_kg_dist_20)) - ), "energy_kg be approx. equal across number of sites" - - # assert False - - # def test_plots(self): - # self.pressure_vessel_instance.plot() - - -class PlotTestPressureVessel: - def __init__(self) -> None: - self.pressure_vessel_instance = PressureVessel(Energy_cost=0.07) - self.pressure_vessel_instance.run() - - self.pressure_vessel_instance_no_cost = PressureVessel(Energy_cost=0.0) - self.pressure_vessel_instance_no_cost.run() - - def plot_size_and_divisions(self): - # set sweep ranges - capacity_range = np.arange(1e6, 5e6, step=1e3) # kg - divisions = np.array([1, 5, 10, 15, 20]) - - # initialize outputs - capex_results = np.zeros((len(divisions), len(capacity_range))) - opex_results = np.zeros((len(divisions), len(capacity_range))) - - # run capex and opex for range - for ( - j, - div, - ) in enumerate(divisions): - for i, capacity in enumerate(capacity_range): - if div == 1: - capex_results[j, i], opex_results[j, i], energy_kg = ( - self.pressure_vessel_instance.calculate_from_fit(capacity) - ) - else: - ( - capex_results[j, i], - opex_results[j, i], - energy_kg_dist_05, - area_footprint_site_05, - mass_tank_empty_site_05, - capacity_site_05, - ) = self.pressure_vessel_instance.distributed_storage_vessels(capacity, div) - - # plot results - fig, ax = plt.subplots(2, 2, sharex=True) - for j in np.arange(0, len(divisions)): - ax[0, 0].plot( - capacity_range / 1e3, - capex_results[j] / capacity_range, - label=f"{divisions[j]} Divisions", - ) - ax[0, 1].plot( - capacity_range / 1e3, - opex_results[j] / capacity_range, - label=f"{divisions[j]} Divisions", - ) - - # ax[0,0].set(ylabel="CAPEX (USD/kg)", ylim=[0, 5000], yticks=[0,1000,2000,3000,4000,5000]) - ax[0, 1].set(ylabel="OPEX (USD/kg)", ylim=[0, 100]) - - for j in np.arange(0, len(divisions)): - ax[1, 0].plot( - capacity_range / 1e3, - capex_results[j] / capex_results[0], - label=f"{divisions[j]} Divisions", - ) - ax[1, 1].plot( - capacity_range / 1e3, - opex_results[j] / opex_results[0], - label=f"{divisions[j]} Divisions", - ) - - ax[1, 0].set(ylabel="CAPEX_div/CAPEX_cent", ylim=[0, 4]) - ax[1, 1].set(ylabel="OPEX_div/OPEX_cent", ylim=[0, 4]) - - for axi in ax[1]: - axi.set(xlabel="H$_2$ Capacity (metric tons)") - ax[1, 1].legend() - - plt.tight_layout() - - plt.show() - - -if __name__ == "__main__": - # test_set = TestPressureVessel() - plot_tests = PlotTestPressureVessel() - plot_tests.plot_size_and_divisions() - -# 0.0 -# 6322420.744236805 -# 1331189.5844818645 -# 7363353.502353448 - -# 0.07 -# 6322420.744236805 -# 1331189.5844818645 -# 7363353.502353448 - -# energy cost for both cases match as per above - - -# op costs - 0.07 -# 442569.45209657634 -# 345243.94167843653 -# 0 -# 93183.27091373052 - -# op costs - 0.0 -# 0.0 -# 0.0 -# 0 -# 0.0 - -# op c costs -# op_c_costs 0.07 -# 880996.6646887433 -# 799322.4503233839 -# 0.03 -# 4262490675.039804 -# 25920 - -# op_c_costs 0.00 -# 0.0 -# 0.0 -# 0.03 -# 4262490675.039804 -# 25920 diff --git a/tests/h2integrate/test_hydrogen/test_pressurized_turbine.py b/tests/h2integrate/test_hydrogen/test_pressurized_turbine.py deleted file mode 100644 index be6eb165d..000000000 --- a/tests/h2integrate/test_hydrogen/test_pressurized_turbine.py +++ /dev/null @@ -1,485 +0,0 @@ -import numpy as np -from pytest import approx - -from h2integrate.simulation.technologies.hydrogen.h2_storage.on_turbine.on_turbine_hydrogen_storage import ( # noqa: E501 - PressurizedTower, -) - - -class TestPressurizedTower: - def test_frustum(self): - """ - test static methods for geometry of a frustum - """ - - # try a cone - D_ref = 15.0 - h_ref = 2.1 - V_cone_ref = np.pi / 3.0 * (D_ref / 2) ** 2 * h_ref - - V_cone = PressurizedTower.compute_frustum_volume(h_ref, D_ref, 0.0) - - assert V_cone == approx(V_cone_ref) - - # try a cylinder - D_ref = 45.0 - h_ref = 612.3 - V_cyl_ref = np.pi / 4.0 * D_ref**2 * h_ref - - V_cyl = PressurizedTower.compute_frustum_volume(h_ref, D_ref, D_ref) - - assert V_cyl == approx(V_cyl_ref) - - # try a frustum by delta of two cones - D0_ref = 5.7 - h0_ref = 0.0 + 1.0 - D1_ref = 1.9 - h1_ref = 2.4 + 1.0 - D2_ref = 0.0 - h2_ref = 2.4 + 1.2 + 1.0 - V_2_ref = np.pi / 3.0 * (D1_ref / 2) ** 2 * (h2_ref - h1_ref) - V_12_ref = np.pi / 3.0 * (D0_ref / 2) ** 2 * (h2_ref - h0_ref) - V_1_ref = V_12_ref - V_2_ref - - V_1 = PressurizedTower.compute_frustum_volume(h1_ref - h0_ref, D0_ref, D1_ref) - V_12 = PressurizedTower.compute_frustum_volume(h2_ref - h0_ref, D0_ref, D2_ref) - V_2 = PressurizedTower.compute_frustum_volume(h2_ref - h1_ref, D1_ref, D2_ref) - - assert V_1 == approx(V_1_ref) - assert V_12 == approx(V_12_ref) - assert V_2 == approx(V_2_ref) - - def test_crossover_pressure(self): - # random plausible values - E = 0.8 - Sut = 1200e3 - d_t_ratio = 321.0 - - p_ref = 4 * E * Sut / (7 * d_t_ratio * (1 - E / 7.0)) - - p = PressurizedTower.get_crossover_pressure(E, Sut, d_t_ratio) - - assert p == approx(p_ref) - - if False: # paper values are untrustworthy - - def test_thickness_increment_const(self): - # plot values - p = 600.0e3 - Sut = 636.0e6 - - alpha_dtp = PressurizedTower.get_thickness_increment_const(p, Sut) - - # values from graph seem to be off by a factor of ten... jacked up!!! - # these are the values as I read them off the graph assuming that factor - # is in fact erroneous - assert 2 * 1.41 * alpha_dtp == approx(0.675e-3, rel=0.05) - assert 2 * 2.12 * alpha_dtp == approx(0.900e-3, abs=0.05) - assert 2 * 2.82 * alpha_dtp == approx(1.250e-3, abs=0.05) - - def test_cylinder(self): - """ - a hypothetical (nonsensical) cylindical tower -> easy to compute - """ - - ### SETUP REFERENCE VALUES - - # input reference values - h_ref = 100.0 - D_ref = 10.0 - d_t_ratio_ref = 320.0 - density_steel_ref = 7817.0 # kg/m^3 - strength_ultimate_steel_ref = 636e6 # Pa - strength_yield_steel_ref = 350e6 # Pa - Eweld_ref = 0.80 - costrate_steel_ref = 1.50 - costrate_cap_ref = 2.66 - costrate_ladder_ref = 32.80 - cost_door_ref = 2000.0 - cost_mainframe_ref = 6300 - cost_nozzlesmanway_ref = 16000 - costrate_conduit_ref = 35 - temp_ref = 25.0 # degC - R_H2_ref = 4126.0 # J/(kg K) - maintenance_rate_ref = 0.03 - staff_hours_ref = 60 - wage_ref = 36 - - # geometric reference values - thickness_wall_trad_ref = D_ref / d_t_ratio_ref - surfacearea_wall_ref = np.pi * D_ref * h_ref - surfacearea_cap_ref = np.pi / 4.0 * D_ref**2 - - # non-pressurized/traditional geometry values - volume_wall_trad_ref = surfacearea_wall_ref * thickness_wall_trad_ref - volume_inner_ref = h_ref * surfacearea_cap_ref - volume_cap_top_trad_ref = 0.0 # surfacearea_cap_ref*thickness_top_ref - volume_cap_bot_trad_ref = 0.0 # surfacearea_cap_ref*thickness_bot_ref - - # non-pressurized/traditional mass/cost values - mass_wall_trad_ref = density_steel_ref * volume_wall_trad_ref - mass_cap_top_trad_ref = density_steel_ref * volume_cap_top_trad_ref - mass_cap_bot_trad_ref = density_steel_ref * volume_cap_bot_trad_ref - cost_tower_trad_ref = costrate_steel_ref * ( - mass_wall_trad_ref + mass_cap_top_trad_ref + mass_cap_bot_trad_ref - ) - cost_nontower_trad_ref = h_ref * costrate_ladder_ref + cost_door_ref - - # pressurization info - p_crossover_ref = ( - 4 * Eweld_ref * strength_ultimate_steel_ref / (7 * d_t_ratio_ref * (1 - Eweld_ref / 7)) - ) - delta_t_ref = p_crossover_ref * (D_ref / 2) / (2 * strength_ultimate_steel_ref) - thickness_wall_ref = D_ref / d_t_ratio_ref + delta_t_ref - thickness_cap_top_ref = D_ref * np.sqrt( - 0.10 * p_crossover_ref / (Eweld_ref * strength_yield_steel_ref / 1.5) - ) - thickness_cap_bot_ref = D_ref * np.sqrt( - 0.10 * p_crossover_ref / (Eweld_ref * strength_yield_steel_ref / 1.5) - ) - - # pressurized geometry values - volume_wall_ref = surfacearea_wall_ref * thickness_wall_ref - volume_cap_top_ref = surfacearea_cap_ref * (thickness_cap_top_ref) - volume_cap_bot_ref = surfacearea_cap_ref * (thickness_cap_bot_ref) - - # pressurized mass/cost values - mass_wall_ref = density_steel_ref * volume_wall_ref - mass_cap_top_ref = density_steel_ref * volume_cap_top_ref - mass_cap_bot_ref = density_steel_ref * volume_cap_bot_ref - cost_tower_ref = costrate_steel_ref * mass_wall_ref + costrate_cap_ref * ( - mass_cap_top_ref + mass_cap_bot_ref - ) - cost_nontower_ref = ( - 2 * h_ref * costrate_ladder_ref - + 2 * cost_door_ref - + cost_mainframe_ref - + cost_nozzlesmanway_ref - + costrate_conduit_ref * h_ref - ) - - # gas - rho_H2_ref = p_crossover_ref / (R_H2_ref * (temp_ref + 273.15)) - m_H2_ref = volume_inner_ref * rho_H2_ref - - # capex - capex_ref = ( - cost_tower_ref + cost_nontower_ref - cost_tower_trad_ref - cost_nontower_trad_ref - ) - - # opex - opex_ref = maintenance_rate_ref * capex_ref + wage_ref * staff_hours_ref - - turbine = { - "tower_length": h_ref, - "section_diameters": [D_ref, D_ref, D_ref], - "section_heights": [0.0, 0.0 + 0.5 * h_ref, 0.0 + h_ref], - # 'section_diameters': [D_ref, D_ref], - # 'section_heights': [0., 0. + h_ref], - } - - ## traditional estimates (non-pressurized) - - pressurized_cylinder = PressurizedTower(1992, turbine) - - assert pressurized_cylinder.get_volume_tower_inner() == approx(volume_inner_ref) - assert pressurized_cylinder.get_volume_tower_material(pressure=0)[0] == approx( - volume_wall_trad_ref - ) - assert pressurized_cylinder.get_volume_tower_material(pressure=0)[1] == approx( - volume_cap_bot_trad_ref - ) - assert pressurized_cylinder.get_volume_tower_material(pressure=0)[2] == approx( - volume_cap_top_trad_ref - ) - assert pressurized_cylinder.get_mass_tower_material(pressure=0)[0] == approx( - mass_wall_trad_ref - ) - assert pressurized_cylinder.get_mass_tower_material(pressure=0)[1] == approx( - mass_cap_bot_trad_ref - ) - assert pressurized_cylinder.get_mass_tower_material(pressure=0)[2] == approx( - mass_cap_top_trad_ref - ) - - assert np.sum(pressurized_cylinder.get_cost_tower_material(pressure=0)) == approx( - cost_tower_trad_ref - ) - assert pressurized_cylinder.get_cost_nontower(traditional=True) == approx( - cost_nontower_trad_ref - ) - - ## pressurized estimates - - assert pressurized_cylinder.operating_pressure == p_crossover_ref - - assert pressurized_cylinder.get_volume_tower_material()[0] == approx(volume_wall_ref) - assert pressurized_cylinder.get_volume_tower_material()[1] == approx(volume_cap_bot_ref) - assert pressurized_cylinder.get_volume_tower_material()[2] == approx(volume_cap_top_ref) - assert pressurized_cylinder.get_mass_tower_material()[0] == approx(mass_wall_ref) - assert pressurized_cylinder.get_mass_tower_material()[1] == approx(mass_cap_bot_ref) - assert pressurized_cylinder.get_mass_tower_material()[2] == approx(mass_cap_top_ref) - - assert np.sum(pressurized_cylinder.get_cost_tower_material()) == approx(cost_tower_ref) - assert pressurized_cylinder.get_cost_nontower() == approx(cost_nontower_ref) - - ## output interface - - # make sure the final values match expectation - assert pressurized_cylinder.get_capex() == approx(capex_ref) - assert pressurized_cylinder.get_opex() == approx(opex_ref) - assert pressurized_cylinder.get_mass_empty() == approx( - mass_wall_ref - + mass_cap_bot_ref - + mass_cap_top_ref - - mass_wall_trad_ref - - mass_cap_bot_trad_ref - - mass_cap_top_trad_ref - ) - assert pressurized_cylinder.get_capacity_H2() == approx(m_H2_ref) - assert pressurized_cylinder.get_pressure_H2() == approx(p_crossover_ref) - - if True: - - def test_cone(self): - """ - a hypothetical (nonsensical) conical tower -> easy to compute - """ - - ### SETUP REFERENCE VALUES - - # input reference values - h_ref = 81.0 - D_base_ref = 10.0 - D_top_ref = 0.0 - - # non-input parameters - d_t_ratio_ref = 320.0 - density_steel_ref = 7817.0 # kg/m^3 - strength_ultimate_steel_ref = 636e6 # Pa - strength_yield_steel_ref = 350e6 # Pa - Eweld_ref = 0.8 - costrate_steel_ref = 1.50 - costrate_cap_ref = 2.66 - costrate_ladder_ref = 32.80 - cost_door_ref = 2000.0 - cost_mainframe_ref = 6300 - cost_nozzlesmanway_ref = 16000 - costrate_conduit_ref = 35 - temp_ref = 25.0 # degC - R_H2_ref = 4126.0 # J/(kg K) - maintenance_rate_ref = 0.03 - staff_hours_ref = 60 - wage_ref = 36 - - # geometric reference values - surfacearea_cap_top_ref = np.pi / 4.0 * D_top_ref**2 - surfacearea_cap_bot_ref = np.pi / 4.0 * D_base_ref**2 - D_top_ref / d_t_ratio_ref - thickness_wall_bot_ref = D_base_ref / d_t_ratio_ref - - def cone_volume(h, d): - return np.pi / 3.0 * (d / 2) ** 2 * h - - # non-pressurized/traditional geometry values - volume_inner_ref = cone_volume(h_ref, D_base_ref) - print(volume_inner_ref) - volume_wall_trad_ref = cone_volume( - h_ref, D_base_ref + thickness_wall_bot_ref - ) - cone_volume(h_ref, D_base_ref - thickness_wall_bot_ref) - volume_cap_top_trad_ref = 0.0 # surfacearea_cap_top_ref*thickness_top_ref - volume_cap_bot_trad_ref = 0.0 # surfacearea_cap_bot_ref*thickness_bot_ref - - # non-pressurized/traditional mass/cost values - mass_wall_trad_ref = density_steel_ref * volume_wall_trad_ref - mass_cap_top_trad_ref = density_steel_ref * volume_cap_top_trad_ref - mass_cap_bot_trad_ref = density_steel_ref * volume_cap_bot_trad_ref - cost_tower_trad_ref = costrate_steel_ref * ( - mass_wall_trad_ref + mass_cap_top_trad_ref + mass_cap_bot_trad_ref - ) - cost_nontower_trad_ref = h_ref * costrate_ladder_ref + cost_door_ref - - # pressurization info - p_crossover_ref = ( - 4 - * Eweld_ref - * strength_ultimate_steel_ref - / (7 * d_t_ratio_ref * (1 - Eweld_ref / 7)) - ) - dt_bot_ref = p_crossover_ref * (D_base_ref / 2) / (2 * strength_ultimate_steel_ref) - thickness_wall_bot_ref = D_base_ref / d_t_ratio_ref + dt_bot_ref - thickness_cap_top_ref = D_top_ref * np.sqrt( - 0.10 * p_crossover_ref / (Eweld_ref * strength_yield_steel_ref / 1.5) - ) - thickness_cap_bot_ref = D_base_ref * np.sqrt( - 0.10 * p_crossover_ref / (Eweld_ref * strength_yield_steel_ref / 1.5) - ) - - # pressurized geometry values - volume_wall_ref = cone_volume(h_ref, D_base_ref + thickness_wall_bot_ref) - cone_volume( - h_ref, D_base_ref - thickness_wall_bot_ref - ) - volume_cap_top_ref = surfacearea_cap_top_ref * (thickness_cap_top_ref) - volume_cap_bot_ref = surfacearea_cap_bot_ref * (thickness_cap_bot_ref) - - # pressurized mass/cost values - mass_wall_ref = density_steel_ref * volume_wall_ref - mass_cap_top_ref = density_steel_ref * volume_cap_top_ref - mass_cap_bot_ref = density_steel_ref * volume_cap_bot_ref - cost_tower_ref = costrate_steel_ref * mass_wall_ref + costrate_cap_ref * ( - mass_cap_top_ref + mass_cap_bot_ref - ) - cost_nontower_ref = ( - 2 * h_ref * costrate_ladder_ref - + 2 * cost_door_ref - + cost_mainframe_ref - + cost_nozzlesmanway_ref - + costrate_conduit_ref * h_ref - ) - - # gas - rho_H2_ref = p_crossover_ref / (R_H2_ref * (temp_ref + 273.15)) - m_H2_ref = volume_inner_ref * rho_H2_ref - - # capex - capex_ref = ( - cost_tower_ref + cost_nontower_ref - cost_tower_trad_ref - cost_nontower_trad_ref - ) - - # opex - opex_ref = maintenance_rate_ref * capex_ref + wage_ref * staff_hours_ref - - turbine = { - "tower_length": h_ref, - # 'section_diameters': [D_base_ref, D_top_ref], - # 'section_heights': [0., 0. + h_ref], - "section_diameters": [ - D_base_ref, - 0.5 * (D_top_ref + D_base_ref), - D_top_ref, - ], - "section_heights": [0.0, 0.0 + h_ref / 2.0, 0.0 + h_ref], - } - - ## traditional estimates (non-pressurized) - - pressurized_cone = PressurizedTower(1992, turbine) - - assert pressurized_cone.get_volume_tower_inner() == approx(volume_inner_ref) - assert pressurized_cone.get_volume_tower_material(pressure=0)[0] == approx( - volume_wall_trad_ref - ) - assert pressurized_cone.get_volume_tower_material(pressure=0)[1] == approx( - volume_cap_bot_trad_ref - ) - assert pressurized_cone.get_volume_tower_material(pressure=0)[2] == approx( - volume_cap_top_trad_ref - ) - assert pressurized_cone.get_mass_tower_material(pressure=0)[0] == approx( - mass_wall_trad_ref - ) - assert pressurized_cone.get_mass_tower_material(pressure=0)[1] == approx( - mass_cap_bot_trad_ref - ) - assert pressurized_cone.get_mass_tower_material(pressure=0)[2] == approx( - mass_cap_top_trad_ref - ) - - assert np.sum(pressurized_cone.get_cost_tower_material(pressure=0)) == approx( - cost_tower_trad_ref - ) - assert pressurized_cone.get_cost_nontower(traditional=True) == approx( - cost_nontower_trad_ref - ) - - ## pressurized estimates - - assert pressurized_cone.operating_pressure == p_crossover_ref - - assert pressurized_cone.get_volume_tower_material()[0] == approx(volume_wall_ref) - assert pressurized_cone.get_volume_tower_material()[1] == approx(volume_cap_bot_ref) - assert pressurized_cone.get_volume_tower_material()[2] == approx(volume_cap_top_ref) - assert pressurized_cone.get_mass_tower_material()[0] == approx(mass_wall_ref) - assert pressurized_cone.get_mass_tower_material()[1] == approx(mass_cap_bot_ref) - assert pressurized_cone.get_mass_tower_material()[2] == approx(mass_cap_top_ref) - - assert np.sum(pressurized_cone.get_cost_tower_material()) == approx(cost_tower_ref) - assert pressurized_cone.get_cost_nontower() == approx(cost_nontower_ref) - - ## output interface - - # make sure the final values match expectation - assert pressurized_cone.get_capex() == approx(capex_ref) - assert pressurized_cone.get_opex() == approx(opex_ref) - assert pressurized_cone.get_mass_empty() == approx( - mass_wall_ref - + mass_cap_bot_ref - + mass_cap_top_ref - - mass_wall_trad_ref - - mass_cap_bot_trad_ref - - mass_cap_top_trad_ref - ) - assert pressurized_cone.get_capacity_H2() == approx(m_H2_ref) - assert pressurized_cone.get_pressure_H2() == approx(p_crossover_ref) - - if True: - - def test_paper(self): - h_ref = 84.0 - D_bot_ref = 5.66 - D_top_ref = 2.83 - # d_t_ratio_ref= 320. - # rho_density_ref= 7817 - # costrate_steel= 1.50 - cost_tower_ref = 183828 - - cost_tower_trad_ref = 183828 - cost_nontower_trad_ref = 188584 - cost_tower_trad_ref - m_H2_stored_ref = 951 # kg - cost_tower_ref = cost_tower_trad_ref + 21182 - cost_cap_bot_ref = 29668 - cost_cap_top_ref = 5464 - cost_nontower_ref = 2756 + 2000 + 2297 + 2450 + 6300 + 15918 - - turbine = { - "tower_length": 84.0, - "section_diameters": [5.66, 4.9525, 4.245, 3.5375, 2.83], - "section_heights": [0.0, 21.0, 42.0, 63.0, 84.0], - } - - pressurized_tower_instance = PressurizedTower(2004, turbine) - pressurized_tower_instance.run() - - PressurizedTower.compute_frustum_volume(h_ref, D_bot_ref, D_top_ref) - - # traditional sizing should get cost within 5% - assert pressurized_tower_instance.get_cost_tower_material(pressure=0)[0] == approx( - cost_tower_trad_ref, rel=0.05 - ) - assert pressurized_tower_instance.get_cost_tower_material(pressure=0)[1] == 0.0 - assert pressurized_tower_instance.get_cost_tower_material(pressure=0)[2] == 0.0 - assert pressurized_tower_instance.get_cost_nontower(traditional=True) == approx( - cost_nontower_trad_ref, rel=0.05 - ) - - # pressurized sizing should get wall cost within 10% - assert pressurized_tower_instance.get_cost_tower_material()[0] == approx( - cost_tower_ref, rel=0.10 - ) - # not sure why but the cap sizing is way off: 200% error allowed for bottom cap - assert pressurized_tower_instance.get_cost_tower_material()[1] == approx( - cost_cap_bot_ref, rel=2.0 - ) - # not sure why but the cap sizing is way off: 100% error allowed for top cap - assert pressurized_tower_instance.get_cost_tower_material()[2] == approx( - cost_cap_top_ref, rel=1.0 - ) - - # non-tower pressurized sizing evidently has some weird assumptions but should - # get within 10% - assert pressurized_tower_instance.get_cost_nontower() == approx( - cost_nontower_ref, rel=0.1 - ) - - # capacity within 10% - assert pressurized_tower_instance.get_capacity_H2() == approx(m_H2_stored_ref, rel=0.1) diff --git a/tests/h2integrate/test_hydrogen/test_salt_cavern_storage.py b/tests/h2integrate/test_hydrogen/test_salt_cavern_storage.py deleted file mode 100644 index 821ee33e2..000000000 --- a/tests/h2integrate/test_hydrogen/test_salt_cavern_storage.py +++ /dev/null @@ -1,62 +0,0 @@ -import pytest -from pytest import fixture - -from h2integrate.simulation.technologies.hydrogen.h2_storage.salt_cavern.salt_cavern import ( - SaltCavernStorage, -) - - -# Test values are based on conclusions of Papadias 2021 and are in 2019 USD -in_dict = {"h2_storage_kg": 1000000, "system_flow_rate": 100000} - - -@fixture -def salt_cavern_storage(): - salt_cavern_storage = SaltCavernStorage(in_dict) - - return salt_cavern_storage - - -def test_init(): - salt_cavern_storage = SaltCavernStorage(in_dict) - - assert salt_cavern_storage.input_dict is not None - assert salt_cavern_storage.output_dict is not None - - -def test_capex_per_kg(salt_cavern_storage): - salt_cavern_storage_capex_per_kg, _installed_capex, _compressor_capex = ( - salt_cavern_storage.salt_cavern_capex() - ) - assert salt_cavern_storage_capex_per_kg == pytest.approx(25.18622259358959) - - -def test_capex(salt_cavern_storage): - _salt_cavern_storage_capex_per_kg, installed_capex, _compressor_capex = ( - salt_cavern_storage.salt_cavern_capex() - ) - assert installed_capex == pytest.approx(24992482.4198) - - -def test_compressor_capex(salt_cavern_storage): - _salt_cavern_storage_capex_per_kg, _installed_capex, compressor_capex = ( - salt_cavern_storage.salt_cavern_capex() - ) - assert compressor_capex == pytest.approx(6516166.67163) - - -def test_capex_output_dict(salt_cavern_storage): - _salt_caven_storage_capex_per_kg, _installed_capex, _compressor_capex = ( - salt_cavern_storage.salt_cavern_capex() - ) - assert salt_cavern_storage.output_dict["salt_cavern_storage_capex"] == pytest.approx( - 24992482.4198 - ) - - -def test_opex(salt_cavern_storage): - _salt_cavern_storage_capex_per_kg, _installed_capex, _compressor_capex = ( - salt_cavern_storage.salt_cavern_capex() - ) - salt_cavern_storage.salt_cavern_opex() - assert salt_cavern_storage.output_dict["salt_cavern_storage_opex"] == pytest.approx(1461664) diff --git a/tests/h2integrate/test_hydrogen/test_tankinator.py b/tests/h2integrate/test_hydrogen/test_tankinator.py deleted file mode 100644 index a8913a960..000000000 --- a/tests/h2integrate/test_hydrogen/test_tankinator.py +++ /dev/null @@ -1,348 +0,0 @@ -import numpy as np -import pytest - -from h2integrate.simulation.technologies.hydrogen.h2_storage.pressure_vessel import von_mises -from h2integrate.simulation.technologies.hydrogen.h2_storage.pressure_vessel.tankinator import ( - Tank, - TypeITank, - TypeIVTank, - TypeIIITank, -) - - -# test that we the results we got when the code was recieved -class TestTankinator: - def test_tank_type(self): - tank1 = TypeITank("6061_T6_Aluminum") - tank3 = TypeIIITank() - tank4 = TypeIVTank() - - assert tank1.tank_type == 1 - assert tank3.tank_type == 3 - assert tank4.tank_type == 4 - - # def test_tank_type_exc(self): - # with pytest.raises(TypeError): - # TypeITank(2) - - def test_hemicylindrical_static(self): - """a random sphere, and a random cylinder""" - - # L = 2R; should reduce to a sphere! - radius = 1.5 - length = 2 * radius - thickness = 0.19 - volume_exact = 4.0 / 3.0 * np.pi * radius**3 - - assert Tank.compute_hemicylinder_outer_length(length, thickness) == pytest.approx( - length + 2.0 * thickness - ) - assert Tank.compute_hemicylinder_outer_radius(radius, thickness) == pytest.approx( - radius + thickness - ) - assert Tank.compute_hemicylinder_volume(radius, length) == pytest.approx(volume_exact) - - # a lil bit between sphere halves - radius = 2.1 - length = 6.4 - thickness = 0.02 - volume_exact = 4.0 / 3.0 * np.pi * radius**3 + (length - 2 * radius) * (np.pi * radius**2) - - assert Tank.compute_hemicylinder_outer_length(length, thickness) == pytest.approx( - length + 2.0 * thickness - ) - assert Tank.compute_hemicylinder_outer_radius(radius, thickness) == pytest.approx( - radius + thickness - ) - assert Tank.compute_hemicylinder_volume(radius, length) == pytest.approx(volume_exact) - - def test_tankI_geometric(self): - """make sure geometric calls work correctly""" - - # L = 2R; should reduce to a sphere! - radius = 1.5 - length = 2 * radius - thickness = 0.19 - volume_exact = 4.0 / 3.0 * np.pi * radius**3 - - # create tank, set dimensions, check dimensioning - tank = TypeITank("6061_T6_Aluminum") - tank.set_length_radius(length, radius) - tank.thickness = thickness # manual override - tank.volume_inner = Tank.compute_hemicylinder_volume( - tank.get_radius_inner(), tank.get_length_inner() - ) - - assert tank.get_length_outer() == pytest.approx(length + 2.0 * thickness) - assert tank.get_radius_outer() == pytest.approx(radius + thickness) - assert tank.get_volume_inner() == pytest.approx(volume_exact) - - volume_outer_exact = 4.0 / 3.0 * np.pi * (radius + thickness) ** 3 - dvolume_exact = volume_outer_exact - volume_exact - rho_ref = 0.002663 - cost_ref = 4.45 - mass_exact = dvolume_exact * rho_ref # mass of spherical vessel - cost_exact = mass_exact * cost_ref - - assert tank.get_volume_outer() == pytest.approx(volume_outer_exact) - assert tank.get_volume_metal() == pytest.approx(dvolume_exact) - assert tank.get_mass_metal() == pytest.approx(mass_exact) - assert tank.get_cost_metal() == pytest.approx(cost_exact) - - assert tank.get_gravimetric_tank_efficiency() == pytest.approx( - (volume_exact / 1e3) / mass_exact - ) - - def test_tankI_set_functions(self): - """make sure that the inverse geometry spec works""" - - radius = 4.3 - length = 14.9 - volume_exact = 4.0 / 3.0 * np.pi * radius**3 + (length - 2 * radius) * (np.pi * radius**2) - - tank = Tank(1, "316SS") - tank.set_length_radius(length, radius) - assert tank.get_volume_inner() == pytest.approx(volume_exact) - - tank.length_inner = tank.radius_inner = None # reset - tank.set_length_volume(length, volume_exact) - assert tank.get_radius_inner() == pytest.approx(radius) - - tank.length_inner = tank.radius_inner = None # reset - tank.set_radius_volume(radius, volume_exact) - assert tank.get_length_inner() == pytest.approx(length) - - def test_tankinator_typeI_comp(self): - """compare to the tankinator case""" - - T_op = -50 # degC - p_op = 170 # bar - Ltank = 1000 # cm - Vtank = 2994542 # ccm - - # reference values from the excel sheet default values - R_ref = 31.2 - Sy_ref = 2953.475284 - Su_ref = 3327.58062 - density_ref = 0.002663 - costrate_ref = 4.45 - yield_thickness_ref = 2.69 - ultimate_thickness_ref = 3.586389441300914 - disp_vol_tw_ref = 7.462e5 - mass_tw_ref = 1987.08 - cost_tw_ref = 8842.51 - grav_eff_tw_ref = 1.51 - vmS1_0_ref = 1568.544508 - vmS2_0_ref = 699.2722538 - vmS3_0_ref = -170.0 - vmSproof_0_ref = 2258.435564 - vmSburst_0_ref = 3387.653346 - WTAF_0_ref = 1.018052974 - thickness_1_ref = ultimate_thickness_ref * WTAF_0_ref - WTAF_1_ref = 1.002742019 - thickness_2_ref = thickness_1_ref * WTAF_1_ref - thickness_f_ref = 3.6626944898294997 - mass_f_ref = 2031.9 - cost_f_ref = 9041.80 - - # set up w/ lookup shear approximation - tank = TypeITank("6061_T6_Aluminum", shear_approx="lookup") - tank.set_operating_temperature(T_op) - tank.set_operating_pressure(p_op) - tank.set_length_volume(Ltank, Vtank) - - # check agains reference values - assert tank.get_radius_inner() == pytest.approx(R_ref) - assert tank.material.ultimate_shear_fun(T_op) == pytest.approx(Su_ref) - assert tank.material.yield_shear_fun(T_op) == pytest.approx(Sy_ref) - assert tank.material.density == pytest.approx(density_ref) - assert tank.material.cost_rate == pytest.approx(costrate_ref) - - # check the thinwall calculations - assert tank.get_yield_thickness() == pytest.approx(yield_thickness_ref, abs=0.01) - assert tank.get_ultimate_thickness() == pytest.approx(ultimate_thickness_ref, abs=0.001) - assert tank.get_thickness_thinwall() == pytest.approx(ultimate_thickness_ref, abs=0.001) - - # check the implied geometry if we set the thickness to the thinwall - tank.set_thickness_thinwall() - assert tank.get_volume_metal() == pytest.approx(disp_vol_tw_ref, rel=0.001) - assert tank.get_mass_metal() == pytest.approx(mass_tw_ref, rel=0.001) - assert tank.get_cost_metal() == pytest.approx(cost_tw_ref) - assert tank.get_gravimetric_tank_efficiency() == pytest.approx(grav_eff_tw_ref, abs=0.01) - - # check von Mises analysis variables - assert von_mises.S1(p_op, R_ref + ultimate_thickness_ref, R_ref) == pytest.approx( - vmS1_0_ref - ) - assert von_mises.S2(p_op, R_ref + ultimate_thickness_ref, R_ref) == pytest.approx( - vmS2_0_ref - ) - assert von_mises.S3(p_op, R_ref + ultimate_thickness_ref, R_ref) == pytest.approx( - vmS3_0_ref - ) - vmSproof, vmSburst = von_mises.getPeakStresses(p_op, R_ref + ultimate_thickness_ref, R_ref) - assert vmSproof == pytest.approx(vmSproof_0_ref) - assert vmSburst == pytest.approx(vmSburst_0_ref) - assert not Tank.check_thinwall(R_ref, ultimate_thickness_ref) - assert von_mises.wallThicknessAdjustmentFactor( - p_op, R_ref + ultimate_thickness_ref, R_ref, Sy_ref, Su_ref - ) == pytest.approx(WTAF_0_ref) - - # check cycle iterations, through two - WTAF_0, thickness_1 = von_mises.iterate_thickness( - p_op, R_ref, ultimate_thickness_ref, Sy_ref, Su_ref - ) - assert WTAF_0 == pytest.approx(WTAF_0_ref) - assert thickness_1 == pytest.approx(thickness_1_ref) - - WTAF_1, thickness_2 = von_mises.iterate_thickness(p_op, R_ref, thickness_1, Sy_ref, Su_ref) - assert WTAF_1 == pytest.approx(WTAF_1_ref) - assert thickness_2 == pytest.approx(thickness_2_ref) - - # check final value: cycle three times (no tol) to match tankinator - (thickness_cycle, WTAF_cycle, n_iter) = von_mises.cycle( - p_op, R_ref, ultimate_thickness_ref, Sy_ref, Su_ref, max_iter=3, WTAF_tol=0 - ) - - print(thickness_cycle, WTAF_cycle, n_iter) # DEBUG - assert thickness_cycle == pytest.approx(thickness_f_ref) - - # make sure final calculations are correct - tank.set_thickness_vonmises(p_op, T_op, max_cycle_iter=3, adj_fac_tol=0.0) - assert tank.get_thickness() == pytest.approx(thickness_f_ref) - assert tank.get_mass_metal() == pytest.approx(mass_f_ref, abs=0.1) - assert tank.get_cost_metal() == pytest.approx(cost_f_ref, abs=0.01) - - def test_tankinator_typeIII_comp(self): - """compare to the tankinator case""" - - T_op = 20.0 # degC - p_op = 250.0 # bar - Rtank = 16.0 - Ltank = 1219.0 # cm - Vtank = 971799.0 # ccm - - # reference values from the excel sheet default values, best estimate - R_ref = 16.0 - thickness_liner_ref = 0.61 - thickness_ideal_jacket_ref = 0.602759006 - Nlayer_jacket_ref = 7 - thickness_jacket_ref = 0.64008 - length_liner_ref = 1220.218176 - radius_liner_ref = 16.60908798 - V_outer_liner_ref = 1047.900361 * 1000 - V_liner_ref = 76101.03372 - m_liner_ref = 202.66 - cost_liner_ref = 901.82 - length_outer_ref = 1221.498336 - radius_outer_ref = 17.24916798 - V_outer_ref = 1131.022248 * 1000 - V_jacket_ref = 83121.88687 - m_jacket_ref = 133.91 - cost_jacket_ref = 4104.32 - m_tank_ref = 336.57 - cost_tank_ref = 5006.15 - gravimetric_tank_efficiency_ref = 2.89 - - # set up w/ lookup shear approximation - tank = TypeIIITank() - tank.set_operating_temperature(T_op) - tank.set_operating_pressure(p_op) - tank.set_length_radius(Ltank, Rtank) - - tank.set_thicknesses_thinwall() - - # check against reference values - assert tank.get_radius_inner() == pytest.approx(R_ref) - assert tank.get_volume_inner() == pytest.approx(Vtank) - assert tank.thickness_liner == pytest.approx(thickness_liner_ref, abs=0.01) - assert tank.thickness_ideal_jacket == pytest.approx(thickness_ideal_jacket_ref) - assert tank.Nlayer_jacket == pytest.approx(Nlayer_jacket_ref) - assert tank.thickness_jacket == pytest.approx(thickness_jacket_ref) - - assert tank.get_length_liner() == pytest.approx(length_liner_ref) - assert tank.get_radius_liner() == pytest.approx(radius_liner_ref) - assert tank.get_volume_outer_liner() == pytest.approx(V_outer_liner_ref) - assert tank.get_volume_liner() == pytest.approx(V_liner_ref) - - assert tank.get_length_outer() == pytest.approx(length_outer_ref) - assert tank.get_radius_outer() == pytest.approx(radius_outer_ref) - assert tank.get_volume_outer() == pytest.approx(V_outer_ref) - assert tank.get_volume_jacket() == pytest.approx(V_jacket_ref) - - assert tank.get_mass_liner() == pytest.approx(m_liner_ref, abs=0.01) - assert tank.get_mass_jacket() == pytest.approx(m_jacket_ref, abs=0.01) - assert tank.get_cost_liner() == pytest.approx(cost_liner_ref, abs=0.01) - assert tank.get_cost_jacket() == pytest.approx(cost_jacket_ref, abs=0.01) - assert tank.get_mass_tank() == pytest.approx(m_tank_ref, abs=0.01) - assert tank.get_cost_tank() == pytest.approx(cost_tank_ref, abs=0.01) - assert tank.get_gravimetric_tank_efficiency() == pytest.approx( - gravimetric_tank_efficiency_ref, abs=0.01 - ) - - def test_tankinator_typeIV_comp(self): - """compare to the tankinator case""" - - T_op = 20.0 # degC - p_op = 350.0 # bar - Rtank = 50.0 - Ltank = 1000.0 # cm - Vtank = 7592182.0 # ccm - - # reference values from the excel sheet default values, best estimate - R_ref = 50.0 - thickness_liner_ref = 0.4 - thickness_ideal_jacket_ref = 3.241375931 - Nlayer_jacket_ref = 36 - thickness_jacket_ref = 3.29184 - # length_liner_ref= 1220.218176 - radius_liner_ref = 50.4 - # V_outer_liner_ref= 1047.900361*1000 - # V_liner_ref= 76101.03372 - # m_liner_ref= 202.66 - # cost_liner_ref= 901.82 - # length_outer_ref= 1221.498336 - # radius_outer_ref= 17.24916798 - # V_outer_ref= 1131.022248*1000 - # V_jacket_ref= 83121.88687 - # m_jacket_ref= 133.91 - # cost_jacket_ref= 4104.32 - # m_tank_ref= 336.57 - # cost_tank_ref= 5006.15 - # gravimetric_tank_efficiency_ref= 2.89 - - # set up w/ lookup shear approximation - tank = TypeIVTank() - tank.set_operating_temperature(T_op) - tank.set_operating_pressure(p_op) - tank.set_length_radius(Ltank, Rtank) - - tank.set_thicknesses_thinwall() - - # check against reference values - assert tank.get_radius_inner() == pytest.approx(R_ref) - assert tank.get_volume_inner() == pytest.approx(Vtank) - assert tank.thickness_liner == pytest.approx(thickness_liner_ref, abs=0.01) - assert tank.thickness_ideal_jacket == pytest.approx(thickness_ideal_jacket_ref) - assert tank.Nlayer_jacket == pytest.approx(Nlayer_jacket_ref) - assert tank.thickness_jacket == pytest.approx(thickness_jacket_ref) - - # assert tank.get_length_liner() == pytest.approx(length_liner_ref) - assert tank.get_radius_liner() == pytest.approx(radius_liner_ref) - # assert tank.get_volume_outer_liner() == pytest.approx(V_outer_liner_ref) - # assert tank.get_volume_liner() == pytest.approx(V_liner_ref) - - # assert tank.get_length_outer() == pytest.approx(length_outer_ref) - # assert tank.get_radius_outer() == pytest.approx(radius_outer_ref) - # assert tank.get_volume_outer() == pytest.approx(V_outer_ref) - # assert tank.get_volume_jacket() == pytest.approx(V_jacket_ref) - - # assert tank.get_mass_liner() == pytest.approx(m_liner_ref, abs= 0.01) - # assert tank.get_mass_jacket() == pytest.approx(m_jacket_ref, abs= 0.01) - # assert tank.get_cost_liner() == pytest.approx(cost_liner_ref, abs= 0.01) - # assert tank.get_cost_jacket() == pytest.approx(cost_jacket_ref, abs= 0.01) - # assert tank.get_mass_tank() == pytest.approx(m_tank_ref, abs= 0.01) - # assert tank.get_cost_tank() == pytest.approx(cost_tank_ref, abs= 0.01) - # assert tank.get_gravimetric_tank_efficiency() == pytest.approx( - # gravimetric_tank_efficiency_ref, abs= 0.01 - # ) diff --git a/tests/h2integrate/test_hydrogen/test_underground_pipe_storage.py b/tests/h2integrate/test_hydrogen/test_underground_pipe_storage.py deleted file mode 100644 index 68ded360f..000000000 --- a/tests/h2integrate/test_hydrogen/test_underground_pipe_storage.py +++ /dev/null @@ -1,65 +0,0 @@ -import pytest -from pytest import fixture - -from h2integrate.simulation.technologies.hydrogen.h2_storage.pipe_storage.underground_pipe_storage import ( # noqa: E501 - UndergroundPipeStorage, -) - - -# Test values are based on conclusions of Papadias 2021 and are in 2019 USD - -in_dict = { - "h2_storage_kg": 1000000, - "system_flow_rate": 100000, - "compressor_output_pressure": 100, -} - - -@fixture -def pipe_storage(): - pipe_storage = UndergroundPipeStorage(in_dict) - - return pipe_storage - - -def test_init(): - pipe_storage = UndergroundPipeStorage(in_dict) - - assert pipe_storage.input_dict is not None - assert pipe_storage.output_dict is not None - - -def test_capex_per_kg(pipe_storage): - pipe_storage_capex_per_kg, _installed_capex, _compressor_capex = ( - pipe_storage.pipe_storage_capex() - ) - assert pipe_storage_capex_per_kg == pytest.approx(512.689247292) - - -def test_capex(pipe_storage): - _pipe_storage_capex_per_kg, installed_capex, _compressor_capex = ( - pipe_storage.pipe_storage_capex() - ) - assert installed_capex == pytest.approx(508745483.851) - - -def test_compressor_capex(pipe_storage): - _pipe_storage_capex_per_kg, _installed_capex, compressor_capex = ( - pipe_storage.pipe_storage_capex() - ) - assert compressor_capex == pytest.approx(5907549.297) - - -def test_capex_output_dict(pipe_storage): - _pipe_storage_capex_per_kg, _installed_capex, _compressor_capex = ( - pipe_storage.pipe_storage_capex() - ) - assert pipe_storage.output_dict["pipe_storage_capex"] == pytest.approx(508745483.851) - - -def test_opex(pipe_storage): - _pipe_storage_capex_per_kg, _installed_capex, _compressor_capex = ( - pipe_storage.pipe_storage_capex() - ) - pipe_storage.pipe_storage_opex() - assert pipe_storage.output_dict["pipe_storage_opex"] == pytest.approx(16439748) diff --git a/tests/h2integrate/test_iron/input/h2integrate_config_modular.yaml b/tests/h2integrate/test_iron/input/h2integrate_config_modular.yaml index 32311e176..e080e847b 100644 --- a/tests/h2integrate/test_iron/input/h2integrate_config_modular.yaml +++ b/tests/h2integrate/test_iron/input/h2integrate_config_modular.yaml @@ -61,7 +61,6 @@ electrolyzer: hydrogen_dmd: rating: 1160 # MW cluster_rating_MW: 40 - pem_control_type: 'basic' eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol uptime_hours_until_eol: 77600 #number of 'on' hours until electrolyzer reaches eol include_degradation_penalty: True #include degradation diff --git a/tests/h2integrate/test_iron/test_iron_ore.py b/tests/h2integrate/test_iron/test_iron_ore.py index a783125fa..b6a124290 100644 --- a/tests/h2integrate/test_iron/test_iron_ore.py +++ b/tests/h2integrate/test_iron/test_iron_ore.py @@ -4,7 +4,7 @@ from pytest import approx, fixture -from h2integrate.simulation.technologies.iron import iron +from h2integrate.converters.iron import iron @fixture @@ -122,11 +122,7 @@ def test_run_martin_iron_ore(iron_ore, subtests): def test_refit_coefficients(iron_ore, subtests): # Determine the model directory based on the model name iron_tech_dir = ( - Path(__file__).parent.parent.parent.parent - / "h2integrate" - / "simulation" - / "technologies" - / "iron" + Path(__file__).parent.parent.parent.parent / "h2integrate" / "converters" / "iron" ) model_name = iron_ore["iron"]["cost_model"]["name"] model_dir = iron_tech_dir / model_name diff --git a/tests/h2integrate/test_iron/test_iron_post.py b/tests/h2integrate/test_iron/test_iron_post.py index cde180cc8..1ee4f6dc5 100644 --- a/tests/h2integrate/test_iron/test_iron_post.py +++ b/tests/h2integrate/test_iron/test_iron_post.py @@ -4,7 +4,7 @@ from pytest import approx, fixture -from h2integrate.simulation.technologies.iron import iron +from h2integrate.converters.iron import iron @fixture @@ -165,11 +165,7 @@ def test_rosner_override(iron_post, subtests): def test_refit_coefficients(iron_post, subtests): # Determine the model directory based on the model name iron_tech_dir = ( - Path(__file__).parent.parent.parent.parent - / "h2integrate" - / "simulation" - / "technologies" - / "iron" + Path(__file__).parent.parent.parent.parent / "h2integrate" / "converters" / "iron" ) model_name = iron_post["iron"]["cost_model"]["name"] model_dir = iron_tech_dir / model_name diff --git a/tests/h2integrate/test_iron/test_iron_win.py b/tests/h2integrate/test_iron/test_iron_win.py index 5104e75cf..b8dd58c8f 100644 --- a/tests/h2integrate/test_iron/test_iron_win.py +++ b/tests/h2integrate/test_iron/test_iron_win.py @@ -4,7 +4,7 @@ from pytest import approx, fixture -from h2integrate.simulation.technologies.iron import iron +from h2integrate.converters.iron import iron @fixture @@ -167,11 +167,7 @@ def test_rosner_override(iron_win, subtests): def test_refit_coefficients(iron_win, subtests): # Determine the model directory based on the model name iron_tech_dir = ( - Path(__file__).parent.parent.parent.parent - / "h2integrate" - / "simulation" - / "technologies" - / "iron" + Path(__file__).parent.parent.parent.parent / "h2integrate" / "converters" / "iron" ) model_name = iron_win["iron"]["cost_model"]["name"] model_dir = iron_tech_dir / model_name diff --git a/tests/h2integrate/test_offshore/__init__.py b/tests/h2integrate/test_offshore/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/tests/h2integrate/test_offshore/test_fixed_platform.py b/tests/h2integrate/test_offshore/test_fixed_platform.py deleted file mode 100644 index f9a52b4eb..000000000 --- a/tests/h2integrate/test_offshore/test_fixed_platform.py +++ /dev/null @@ -1,80 +0,0 @@ -from pathlib import Path - -import ORBIT as orbit -import pytest - -from h2integrate.simulation.technologies.offshore.fixed_platform import ( - install_platform, - calc_platform_opex, - calc_substructure_mass_and_cost, -) - - -"""Sources: - - [1] M. Maness, B. Maples and A. Smith, "NREL Offshore Balance-of-System Model," National - Renewable Energy Laboratory, 2017. https://www.nrel.gov/docs/fy17osti/66874.pdf -""" - - -@pytest.mark.skip(reason="no way of currently testing this") -@pytest.fixture -def config(): - offshore_path = ( - Path(__file__).parents[3] / "h2integrate" / "simulation" / "technologies" / "offshore" - ) - - return orbit.load_config(offshore_path / "example_fixed_project.yaml") - - -@pytest.mark.skip(reason="no way of currently testing this") -def test_install_platform(config): - """ - Test the code that calculates the platform installation cost - [1]: equations (91),(113),(98) - """ - distance = 24 - mass = 2100 - area = 500 - - cost = install_platform(mass, area, distance, install_duration=14) - - assert pytest.approx(cost) == 7200014 - - -def test_calc_substructure_cost(config): - """ - Test the code that calculates the CapEx from fixed_platform.py - [1]: equations (81),(83),(84) - """ - topmass = 200 - toparea = 1000 - depth = 45 - - cost, _ = calc_substructure_mass_and_cost(topmass, toparea, depth) - - assert pytest.approx(cost) == 7640000 - - -def test_calc_substructure_mass(config): - """ - Test the code that calculates the CapEx from fixed_platform.py - [1]: equations (81),(83),(84) - """ - topmass = 200 - toparea = 1000 - depth = 45 - - _, mass = calc_substructure_mass_and_cost(topmass, toparea, depth) - - assert pytest.approx(mass, 0.1) == 372.02 - - -def test_calc_platform_opex(): - """ - Test the code that calculates the OpEx from fixed_platform.py - """ - capex = 28e6 - opex_rate = 0.01 - cost = calc_platform_opex(capex, opex_rate) - - assert pytest.approx(cost) == 28e4 diff --git a/tests/h2integrate/test_offshore/test_floating_platform.py b/tests/h2integrate/test_offshore/test_floating_platform.py deleted file mode 100644 index 5cc996549..000000000 --- a/tests/h2integrate/test_offshore/test_floating_platform.py +++ /dev/null @@ -1,102 +0,0 @@ -from pathlib import Path - -import ORBIT as orbit -import pytest - -from h2integrate.simulation.technologies.offshore.floating_platform import ( - install_platform, - calc_platform_opex, - calc_substructure_mass_and_cost, -) - - -"""Sources: - - [1] M. Maness, B. Maples and A. Smith, "NREL Offshore Balance-of-System Model," National - Renewable Energy Laboratory, 2017. https://www.nrel.gov/docs/fy17osti/66874.pdf -""" - - -@pytest.fixture -def config(): - offshore_path = ( - Path(__file__).parents[3] / "h2integrate" / "simulation" / "technologies" / "offshore" - ) - - return orbit.load_config(offshore_path / "example_floating_project.yaml") - - -def test_install_platform(config): - """ - Test the code that calculates the platform installation cost - [1]: equations (91),(113),(98) - """ - distance = 24 - mass = 2100 - area = 500 - - cost = install_platform(mass, area, distance, install_duration=14, foundation="floating") - - assert pytest.approx(cost) == 7142871 - - -def test_calc_substructure_cost(config): - """ - Test the code that calculates the CapEx from floating_platform.py - [1]: equations (81),(83),(84) - """ - topmass = 200 - toparea = 1000 - depth = 500 - - cost, _ = calc_substructure_mass_and_cost( - topmass, - toparea, - depth, - fab_cost_rate=14500, - design_cost=4500000, - sub_cost_rate=3000, - line_cost=850000, - anchor_cost=120000, - anchor_mass=20, - line_mass=100000, - num_lines=4, - ) - - assert pytest.approx(cost) == 23040000 - - -def test_calc_substructure_mass(config): - """ - Test the code that calculates the CapEx from floating_platform.py - [1]: equations (81),(83),(84) - """ - topmass = 200 - toparea = 1000 - depth = 500 - - _, mass = calc_substructure_mass_and_cost( - topmass, - toparea, - depth, - fab_cost_rate=14500, - design_cost=4500000, - sub_cost_rate=3000, - line_cost=850000, - anchor_cost=120000, - anchor_mass=20, - line_mass=100000, - num_lines=4, - ) - - assert pytest.approx(mass, 0.1) == 680.0 - - -def test_calc_platform_opex(): - """ - Test the code that calculates the OpEx from floating_platform.py - """ - capex = 28e6 - opex_rate = 0.01 - cost = calc_platform_opex(capex, opex_rate) - - assert pytest.approx(cost) == 28e4 diff --git a/tests/h2integrate/test_steel.py b/tests/h2integrate/test_steel.py deleted file mode 100644 index b63956eb4..000000000 --- a/tests/h2integrate/test_steel.py +++ /dev/null @@ -1,298 +0,0 @@ -import copy - -from pytest import approx, raises, fixture - -from h2integrate.simulation.technologies.steel import steel - - -ng_prices_dict = { - "2035": 3.76232, - "2036": 3.776032, - "2037": 3.812906, - "2038": 3.9107960000000004, - "2039": 3.865776, - "2040": 3.9617400000000003, - "2041": 4.027136, - "2042": 4.017166, - "2043": 3.9715339999999997, - "2044": 3.924314, - "2045": 3.903287, - "2046": 3.878192, - "2047": 3.845413, - "2048": 3.813366, - "2049": 3.77735, - "2050": 3.766164, - "2051": 3.766164, - "2052": 3.766164, - "2053": 3.766164, - "2054": 3.766164, - "2055": 3.766164, - "2056": 3.766164, - "2057": 3.766164, - "2058": 3.766164, - "2059": 3.766164, - "2060": 3.766164, - "2061": 3.766164, - "2062": 3.766164, - "2063": 3.766164, - "2064": 3.766164, -} -grid_prices_dict = { - "2035": 89.42320514456621, - "2036": 89.97947569251141, - "2037": 90.53574624045662, - "2038": 91.09201678840184, - "2039": 91.64828733634704, - "2040": 92.20455788429224, - "2041": 89.87291235917809, - "2042": 87.54126683406393, - "2043": 85.20962130894978, - "2044": 82.87797578383562, - "2045": 80.54633025872147, - "2046": 81.38632144593608, - "2047": 82.22631263315068, - "2048": 83.0663038203653, - "2049": 83.90629500757991, - "2050": 84.74628619479452, - "2051": 84.74628619479452, - "2052": 84.74628619479452, - "2053": 84.74628619479452, - "2054": 84.74628619479452, - "2055": 84.74628619479452, - "2056": 84.74628619479452, - "2057": 84.74628619479452, - "2058": 84.74628619479452, - "2059": 84.74628619479452, - "2060": 84.74628619479452, - "2061": 84.74628619479452, - "2062": 84.74628619479452, - "2063": 84.74628619479452, - "2064": 84.74628619479452, -} - -financial_assumptions = { - "total income tax rate": 0.2574, - "capital gains tax rate": 0.15, - "leverage after tax nominal discount rate": 0.10893, - "debt equity ratio of initial financing": 0.624788, - "debt interest rate": 0.050049, -} - - -@fixture -def cost_config(): - config = steel.SteelCostModelConfig( - operational_year=2035, - plant_capacity_mtpy=1084408.2137715619, - lcoh=4.2986685034417045, - feedstocks=steel.Feedstocks(natural_gas_prices=ng_prices_dict, oxygen_market_price=0), - o2_heat_integration=False, - ) - return config - - -def test_run_steel_model(): - capacity = 100.0 - capacity_factor = 0.9 - - steel_production_mtpy = steel.run_steel_model(capacity, capacity_factor) - - assert steel_production_mtpy == 90.0 - - -def test_steel_cost_model(subtests, cost_config): - res: steel.SteelCostModelOutputs = steel.run_steel_cost_model(cost_config) - - with subtests.test("CapEx"): - assert res.total_plant_cost == approx(617972269.2565368) - with subtests.test("Fixed OpEx"): - assert res.total_fixed_operating_cost == approx(104244740.28004119) - with subtests.test("Installation"): - assert res.installation_cost == approx(209403678.7623758) - - -def test_steel_finance_model(cost_config): - # Parameter -> Hydrogen/Steel/Ammonia - costs: steel.SteelCostModelOutputs = steel.run_steel_cost_model(cost_config) - - plant_capacity_factor = 0.9 - steel_production_mtpy = steel.run_steel_model( - cost_config.plant_capacity_mtpy, plant_capacity_factor - ) - - config = steel.SteelFinanceModelConfig( - plant_life=30, - plant_capacity_mtpy=cost_config.plant_capacity_mtpy, - plant_capacity_factor=plant_capacity_factor, - steel_production_mtpy=steel_production_mtpy, - lcoh=cost_config.lcoh, - feedstocks=cost_config.feedstocks, - grid_prices=grid_prices_dict, - financial_assumptions=financial_assumptions, - costs=costs, - ) - - lcos_expected = 1003.6498479621724 - - res: steel.SteelFinanceModelOutputs = steel.run_steel_finance_model(config) - - assert res.sol.get("price") == lcos_expected - - -def test_steel_size_h2_input(subtests): - config = steel.SteelCapacityModelConfig( - hydrogen_amount_kgpy=73288888.8888889, - input_capacity_factor_estimate=0.9, - feedstocks=steel.Feedstocks(natural_gas_prices=ng_prices_dict, oxygen_market_price=0), - ) - - res: steel.SteelCapacityModelOutputs = steel.run_size_steel_plant_capacity(config) - - with subtests.test("steel plant size"): - assert res.steel_plant_capacity_mtpy == approx(1000000) - with subtests.test("hydrogen input"): - assert res.hydrogen_amount_kgpy == approx(73288888.8888889) - - -def test_steel_size_steel_input(subtests): - config = steel.SteelCapacityModelConfig( - desired_steel_mtpy=1000000, - input_capacity_factor_estimate=0.9, - feedstocks=steel.Feedstocks(natural_gas_prices=ng_prices_dict, oxygen_market_price=0), - ) - - res: steel.SteelCapacityModelOutputs = steel.run_size_steel_plant_capacity(config) - - with subtests.test("steel plant size"): - assert res.steel_plant_capacity_mtpy == approx(1111111.111111111) - with subtests.test("hydrogen input"): - assert res.hydrogen_amount_kgpy == approx(73288888.8888889) - - -def test_run_steel_full_model(subtests): - config = { - "steel": { - "capacity": { - "input_capacity_factor_estimate": 0.9, - "desired_steel_mtpy": 1000000, - }, - "costs": { - "operational_year": 2035, - "o2_heat_integration": False, - "feedstocks": { - "natural_gas_prices": ng_prices_dict, - "oxygen_market_price": 0, - }, - "lcoh": 4.2986685034417045, - }, - "finances": { - "plant_life": 30, - "lcoh": 4.2986685034417045, - "grid_prices": grid_prices_dict, - "financial_assumptions": financial_assumptions, - }, - } - } - - res = steel.run_steel_full_model(config) - - with subtests.test("output length"): - assert len(res) == 3 - - with subtests.test("h2 mass per year"): - assert res[0].hydrogen_amount_kgpy == approx(73288888.8888889) - - with subtests.test("plant cost"): - assert res[1].total_plant_cost == approx(627667493.7760644) - with subtests.test("Installation"): - assert res[1].installation_cost == approx(212913296.16069925) - with subtests.test("steel price"): - assert res[2].sol.get("price") == approx(1000.0534906485253) - - -def test_run_steel_full_model_changing_lcoh(subtests): - config_0 = { - "steel": { - "capacity": { - "input_capacity_factor_estimate": 0.9, - "desired_steel_mtpy": 1000000, - }, - "costs": { - "operational_year": 2035, - "o2_heat_integration": False, - "feedstocks": { - "natural_gas_prices": ng_prices_dict, - "oxygen_market_price": 0, - }, - "lcoh": 4.2986685034417045, - }, - "finances": { - "plant_life": 30, - "lcoh": 4.2986685034417045, - "grid_prices": grid_prices_dict, - "financial_assumptions": financial_assumptions, - }, - } - } - - config_1 = copy.deepcopy(config_0) - config_1["steel"]["costs"]["lcoh"] = 20.0 - config_1["steel"]["finances"]["lcoh"] = 20.0 - - res0 = steel.run_steel_full_model(config_0) - res1 = steel.run_steel_full_model(config_1) - - with subtests.test("output length 0"): - assert len(res0) == 3 - with subtests.test("output length 1"): - assert len(res1) == 3 - with subtests.test("res0 res1 equal h2 mass per year"): - assert res0[0].hydrogen_amount_kgpy == res1[0].hydrogen_amount_kgpy - with subtests.test("res0 res1 equal plant cost"): - assert res0[1].total_plant_cost == res1[1].total_plant_cost - with subtests.test("res0 price lt res1 price"): - assert res0[2].sol.get("price") < res1[2].sol.get("price") - with subtests.test("raise value error when LCOH values do not match"): - config_1["steel"]["finances"]["lcoh"] = 40.0 - with raises(ValueError, match="steel cost LCOH and steel finance LCOH are not equal"): - res1 = steel.run_steel_full_model(config_1) - - -def test_run_steel_full_model_changing_feedstock_transport_costs(subtests): - config = { - "steel": { - "capacity": { - "input_capacity_factor_estimate": 0.9, - "desired_steel_mtpy": 1000000, - }, - "costs": { - "operational_year": 2035, - "o2_heat_integration": False, - "feedstocks": { - "natural_gas_prices": ng_prices_dict, - "oxygen_market_price": 0, - "lime_transport_cost": 47.72, - "carbon_transport_cost": 64.91, - "iron_ore_pellet_transport_cost": 0.63, - }, - "lcoh": 4.2986685034417045, - }, - "finances": { - "plant_life": 30, - "lcoh": 4.2986685034417045, - "grid_prices": grid_prices_dict, - "financial_assumptions": financial_assumptions, - }, - } - } - - res = steel.run_steel_full_model(config) - - with subtests.test("plant cost"): - assert res[1].total_plant_cost == approx(627667493.7760644) - - with subtests.test("Installation"): - assert res[1].installation_cost == approx(213896544.47120154) - - with subtests.test("steel price"): - assert res[2].sol.get("price") == approx(1005.7008348727317) From 9fb54c478b69b0ac7161c61bd855ccd3cb7f7fa4 Mon Sep 17 00:00:00 2001 From: Jared Thomas Date: Wed, 10 Dec 2025 17:09:07 -0700 Subject: [PATCH 71/79] Allow for starts-with matching for technology names in electricity producing techs (#397) * allow starts with matching and not just exact matching in electricity_producing_techs * add tests for is_electricity_producer * add error check that custom models are not created with the same name and different class definitions * update doc * Added note on primary commodity electricity tech --------- Co-authored-by: John Jasa --- docs/technology_models/grid.md | 2 +- h2integrate/core/h2integrate_model.py | 33 +++++++++- h2integrate/core/resource_summer.py | 8 +-- h2integrate/core/supported_models.py | 37 ++++++++--- h2integrate/core/test/test_framework.py | 63 ++++++++++++++++--- .../core/test/test_supported_models.py | 18 ++++++ 6 files changed, 136 insertions(+), 25 deletions(-) create mode 100644 h2integrate/core/test/test_supported_models.py diff --git a/docs/technology_models/grid.md b/docs/technology_models/grid.md index a8167a95a..16dff45fd 100644 --- a/docs/technology_models/grid.md +++ b/docs/technology_models/grid.md @@ -16,7 +16,7 @@ It supports: - Computing unmet demand and unsold electricity due to constraints. ```{note} -Multiple grid instances may be used within the same plant to represent different interconnection nodes. In the `tech_config` the component **must** be called `grid_buy` for the logic to work appropriately in financial calculations. +Multiple grid instances may be used within the same plant to represent different interconnection nodes. For buying electricity from the grid, the technology name in the `tech_config` **must** start with `grid_buy` for the logic to work appropriately in financial calculations. ``` **Inputs** diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index 5743ce5dc..3e58b847d 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -13,7 +13,7 @@ ) from h2integrate.finances.finances import AdjustedCapexOpexComp from h2integrate.core.resource_summer import ElectricitySumComp -from h2integrate.core.supported_models import supported_models, electricity_producing_techs +from h2integrate.core.supported_models import supported_models, is_electricity_producer from h2integrate.core.inputs.validation import load_tech_yaml, load_plant_yaml, load_driver_yaml from h2integrate.core.pose_optimization import PoseOptimization from h2integrate.postprocess.sql_to_csv import convert_sql_to_csv_summary @@ -205,10 +205,34 @@ def create_custom_models(self, model_config, config_parent_path, model_types, pr Defaults to "". Should be "finance_" if looking for custom general finance models. """ + included_custom_models = {} + for name, config in model_config.items(): for model_type in model_types: if model_type in config: model_name = config[model_type].get(f"{prefix}model") + + # Don't create new custom model or raise an error if the current custom model + # has already been processed. This can happen if there are 2 or more instances + # of the same custom model. Also check that all instances of the same custom + # model tech name use the same class definition. + if model_name in included_custom_models: + model_class_name = config[model_type].get(f"{prefix}model_class_name") + if ( + model_class_name + != included_custom_models[model_name]["model_class_name"] + ): + raise ( + ValueError( + "User has specified two custom models using the same model" + "name ({model_name}), but with different model classes. " + "Technologies defined with different classes must have " + "different technology names." + ) + ) + else: + continue + if (model_name not in self.supported_models) and (model_name is not None): model_class_name = config[model_type].get(f"{prefix}model_class_name") model_location = config[model_type].get(f"{prefix}model_location") @@ -239,6 +263,11 @@ def create_custom_models(self, model_config, config_parent_path, model_types, pr # Add the custom model to the supported models dictionary self.supported_models[model_name] = custom_model_class + # Add the custom model to custom models dictionary + included_custom_models[model_name] = { + "model_class_name": model_class_name, + } + else: if ( config[model_type].get(f"{prefix}model_class_name") is not None @@ -1009,7 +1038,7 @@ def connect_technologies(self): # and in this finance group for tech_name in tech_configs.keys(): if ( - tech_name in electricity_producing_techs + is_electricity_producer(tech_name) and primary_commodity_type == "electricity" ): self.plant.connect( diff --git a/h2integrate/core/resource_summer.py b/h2integrate/core/resource_summer.py index 5a063843b..00aa8541c 100644 --- a/h2integrate/core/resource_summer.py +++ b/h2integrate/core/resource_summer.py @@ -1,7 +1,7 @@ import numpy as np import openmdao.api as om -from h2integrate.core.supported_models import electricity_producing_techs +from h2integrate.core.supported_models import is_electricity_producer class ElectricitySumComp(om.ExplicitComponent): @@ -15,7 +15,7 @@ def initialize(self): def setup(self): # Add inputs for each electricity producing technology for tech in self.options["tech_configs"]: - if tech in electricity_producing_techs: + if is_electricity_producer(tech): self.add_input( f"electricity_{tech}", shape=8760, @@ -33,11 +33,11 @@ def setup(self): ) def compute(self, inputs, outputs): - # Sum up all electricity streams for technologies in electricity_producing_techs + # Sum up all electricity streams for electricity-producing technologies outputs["total_electricity_produced"] = np.sum( [ inputs[f"electricity_{tech}"] for tech in self.options["tech_configs"] - if tech in electricity_producing_techs + if is_electricity_producer(tech) ] ) diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index 1735d99e9..ef11d126e 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -240,12 +240,31 @@ "NumpyFinancialNPV": NumpyFinancialNPV, } -electricity_producing_techs = [ - "wind", - "solar", - "pv", - "river", - "hopp", - "natural_gas_plant", - "grid_buy", -] + +def is_electricity_producer(tech_name: str) -> bool: + """Check if a technology is an electricity producer. + + Args: + tech_name: The name of the technology to check. + Returns: + True if tech_name starts with any of the known electricity producing + tech prefixes (e.g., 'wind', 'solar', 'pv', 'grid_buy', etc.). + Note: + This uses prefix matching, so 'grid_buy_1' and 'grid_buy_2' would both + be considered electricity producers. Be careful when naming technologies + to avoid unintended matches (e.g., 'pv_battery' would be incorrectly + identified as an electricity producer). + """ + + # add any new electricity producing technologies to this list + electricity_producing_techs = [ + "wind", + "solar", + "pv", + "river", + "hopp", + "natural_gas_plant", + "grid_buy", + ] + + return any(tech_name.startswith(elem) for elem in electricity_producing_techs) diff --git a/h2integrate/core/test/test_framework.py b/h2integrate/core/test/test_framework.py index 97a9c5404..461540566 100644 --- a/h2integrate/core/test/test_framework.py +++ b/h2integrate/core/test/test_framework.py @@ -50,15 +50,60 @@ def test_custom_model_name_clash(subtests): with temp_highlevel_yaml.open("w") as f: yaml.safe_dump(highlevel_data, f) - # Assert that a ValueError is raised with the expected message when running the model - error_msg = ( - r"Custom model_class_name or model_location specified for 'basic_electrolyzer_cost', " - r"but 'basic_electrolyzer_cost' is a built-in H2Integrate model\. " - r"Using built-in model instead is not allowed\. " - r"If you want to use a custom model, please rename it in your configuration\." - ) - with pytest.raises(ValueError, match=error_msg): - H2IntegrateModel(temp_highlevel_yaml) + with subtests.test("custom model name should not match built-in model names"): + # Assert that a ValueError is raised with the expected message when running the model + error_msg = ( + r"Custom model_class_name or model_location specified for 'basic_electrolyzer_cost', " + r"but 'basic_electrolyzer_cost' is a built-in H2Integrate model\. " + r"Using built-in model instead is not allowed\. " + r"If you want to use a custom model, please rename it in your configuration\." + ) + with pytest.raises(ValueError, match=error_msg): + H2IntegrateModel(temp_highlevel_yaml) + + with subtests.test( + "custom models must use different model names for different class definitions" + ): + # Load the tech_config YAML content + tech_config_data = load_tech_yaml(temp_tech_config) + + tech_config_data["technologies"]["electrolyzer"]["cost_model"] = { + "model": "new_electrolyzer_cost", + "model_location": "dummy_path", # path doesn't matter; `model_location` must exist + } + + from copy import deepcopy + + tech_config_data["technologies"]["electrolyzer2"] = deepcopy( + tech_config_data["technologies"]["electrolyzer"] + ) + tech_config_data["technologies"]["electrolyzer2"]["cost_model"] = { + "model": "new_electrolyzer_cost", + "model_class_name": "DummyClass", + "model_location": "dummy_path", # path doesn't matter; `model_location` must exist + } + # Save the modified tech_config YAML back + with temp_tech_config.open("w") as f: + yaml.safe_dump(tech_config_data, f) + + # Load the high-level YAML content + with temp_highlevel_yaml.open() as f: + highlevel_data = yaml.safe_load(f) + + # Modify the high-level YAML to point to the temp tech_config file + highlevel_data["technology_config"] = str(temp_tech_config.name) + + # Save the modified high-level YAML back + with temp_highlevel_yaml.open("w") as f: + yaml.safe_dump(highlevel_data, f) + + # Assert that a ValueError is raised with the expected message when running the model + error_msg = ( + r"User has specified two custom models using the same model" + r"name ('new_electrolyzer_cost'), but with different model classes\. " + r"Technologies defined with different" + r"classes must have different technology names\." + ) # Clean up temporary YAML files temp_tech_config.unlink(missing_ok=True) diff --git a/h2integrate/core/test/test_supported_models.py b/h2integrate/core/test/test_supported_models.py new file mode 100644 index 000000000..e42104098 --- /dev/null +++ b/h2integrate/core/test/test_supported_models.py @@ -0,0 +1,18 @@ +from h2integrate.core.supported_models import is_electricity_producer + + +def test_is_electricity_producer(subtests): + with subtests.test("exact match"): + assert is_electricity_producer("grid_buy") + + with subtests.test("partial starts-with match"): + assert is_electricity_producer("grid_buy_1") + + with subtests.test("partial ends-with match fails"): + assert not is_electricity_producer("wrong_grid_buy") + + with subtests.test("empty string fails"): + assert not is_electricity_producer("") + + with subtests.test("non-electricity producing tech fails"): + assert not is_electricity_producer("battery") From 83c257f40a80250b6ba3c3f8d597f3d7b4d6af1a Mon Sep 17 00:00:00 2001 From: John Jasa Date: Thu, 11 Dec 2025 11:52:33 -0700 Subject: [PATCH 72/79] Correct name spelling from 'Corey' to 'Cory' --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 06352acc2..c7ec7dd16 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,7 +20,7 @@ authors = [ {name = "Cameron Irmas"}, {name = "Sanjana Vijayshankar"}, {name = "Nicholas Riccobono"}, - {name = "Corey Frontin"}, + {name = "Cory Frontin"}, {name = "Caitlyn Clark"}, {name = "Aaron Barker"}, {name = "Abhineet Gupta"}, From bf800a6619715df70d7fda9ac9ba96ac9cae8985 Mon Sep 17 00:00:00 2001 From: John Jasa Date: Thu, 11 Dec 2025 12:09:21 -0700 Subject: [PATCH 73/79] Update LICENSE to remove ProFAST note Removed note about ProFAST model license agreement. --- LICENSE | 2 -- 1 file changed, 2 deletions(-) diff --git a/LICENSE b/LICENSE index 9eadc39a7..2981916ba 100644 --- a/LICENSE +++ b/LICENSE @@ -1,5 +1,3 @@ -**Note: The ProFAST model is distributed with H2Integrate but operates under a separate license agreement. Users must agree to the license terms of ProFAST located at `ProFAST/InternalUseTermsForDownloadableSoftware-ProFAST.docx`.** - BSD 3-Clause License Copyright (c) 2024, Alliance for Sustainable Energy, LLC From 645858818af7c0f80b02b8545810427c500ce3be Mon Sep 17 00:00:00 2001 From: "Hammond, Rob" <13874373+RHammond2@users.noreply.github.com> Date: Thu, 11 Dec 2025 14:05:59 -0800 Subject: [PATCH 74/79] add zenodo citation --- CITATION.cff | 200 ++++++++++++++++++++++++++++++++++++++++++++++++++ README.md | 37 ++++++++++ docs/intro.md | 37 ++++++++++ 3 files changed, 274 insertions(+) create mode 100644 CITATION.cff diff --git a/CITATION.cff b/CITATION.cff new file mode 100644 index 000000000..14eb7e7d3 --- /dev/null +++ b/CITATION.cff @@ -0,0 +1,200 @@ +abstract:

H2Integrate is an open-source Python package for modeling and designing + hybrid energy systems producing electricity, hydrogen, ammonia, steel, and other + products.

+authors: +- family-names: Brunik + given-names: Kaitlin + orcid: 0009-0006-8764-2672 +- affiliation: National Renewable Energy Laboratory + family-names: Grant + given-names: Elenya + orcid: 0000-0003-1939-011X +- affiliation: National Renewable Energy Laboratory + family-names: Thomas + given-names: Jared + orcid: 0000-0001-6668-2276 +- affiliation: National Renewable Energy Laboratory + family-names: Starke + given-names: Genevieve M + orcid: 0000-0001-9554-8455 +- affiliation: National Renewable Energy Laboratory + family-names: Martin + given-names: Jonathan + orcid: 0000-0002-1239-6300 +- affiliation: National Renewable Energy Laboratory + family-names: Ramos + given-names: Dakota + orcid: 0000-0003-1258-7681 +- affiliation: National Renewable Energy Laboratory + family-names: Koleva + given-names: Mariya + orcid: 0000-0003-1387-6477 +- affiliation: National Renewable Energy Laboratory + family-names: Reznicek + given-names: Evan + orcid: 0000-0002-7456-1199 +- affiliation: National Renewable Energy Laboratory + family-names: Hammond + given-names: Rob + orcid: 0000-0003-4476-6406 +- affiliation: National Renewable Energy Laboratory + family-names: Stanislawski + given-names: Brooke + orcid: 0000-0003-3146-0053 +- family-names: Kiefer + given-names: Charlie +- family-names: Irmas + given-names: Cameron +- affiliation: National Renewable Energy Laboratory + family-names: Vijayshankar + given-names: Sanjana + orcid: 0009-0009-6867-5075 +- affiliation: National Renewable Energy Laboratory + family-names: Riccobono + given-names: Nicholas +- affiliation: National Renewable Energy Laboratory + family-names: Frontin + given-names: Cory + orcid: 0000-0002-9375-7488 +- family-names: Clark + given-names: Caitlyn + orcid: 0000-0002-5203-7329 +- family-names: Barker + given-names: Aaron + orcid: 0000-0003-3570-1424 +- affiliation: National Renewable Energy Laboratory + family-names: Gupta + given-names: Abhineet + orcid: 0000-0003-3383-3490 +- affiliation: National Renewable Energy Laboratory + family-names: Kee + given-names: Benjamin (Jamie) + orcid: 0000-0003-0852-8582 +- affiliation: National Renewable Energy Laboratory + family-names: King + given-names: Jennifer + orcid: 0000-0001-6219-0098 +- affiliation: National Renewable Energy Laboratory + family-names: Jasa + given-names: John + orcid: 0000-0001-5442-2792 +- affiliation: National Renewable Energy Laboratory + family-names: Bay + given-names: Christopher + orcid: 0000-0002-2658-5559 +- affiliation: National Renewable Energy Laboratory + family-names: Jasa + given-names: John + orcid: 0000-0001-5442-2792 +- affiliation: National Renewable Energy Laboratory + family-names: King + given-names: Jennifer + orcid: 0000-0001-6219-0098 +- affiliation: National Renewable Energy Laboratory + family-names: Bay + given-names: Christopher + orcid: 0000-0002-2658-5559 +- affiliation: National Renewable Energy Laboratory + family-names: Brunik + given-names: Kaitlin + orcid: 0009-0006-8764-2672 +- affiliation: National Renewable Energy Laboratory + family-names: Grant + given-names: Elenya + orcid: 0000-0003-1939-011X +- affiliation: National Renewable Energy Laboratory + family-names: Starke + given-names: Genevieve M + orcid: 0000-0001-9554-8455 +- affiliation: National Renewable Energy Laboratory + family-names: Martin + given-names: Jonathan + orcid: 0000-0002-1239-6300 +- affiliation: National Renewable Energy Laboratory + family-names: Ramos + given-names: Dakota + orcid: 0000-0003-1258-7681 +- affiliation: National Renewable Energy Laboratory + family-names: Thomas + given-names: Jared + orcid: 0000-0001-6668-2276 +- affiliation: National Renewable Energy Laboratory + family-names: Reznicek + given-names: Evan + orcid: 0000-0002-7456-1199 +- affiliation: National Renewable Energy Laboratory + family-names: Hammond + given-names: Rob + orcid: 0000-0003-4476-6406 +- affiliation: National Renewable Energy Laboratory + family-names: Stanislawski + given-names: Brooke + orcid: 0000-0003-3146-0053 +- affiliation: National Renewable Energy Laboratory + family-names: Kiefer + given-names: Charlie +- family-names: Irmas + given-names: Cameron +- affiliation: National Renewable Energy Laboratory + family-names: Vijayshankar + given-names: Sanjana + orcid: 0009-0009-6867-5075 +- affiliation: National Renewable Energy Laboratory + family-names: Riccobono + given-names: Nicholas +- affiliation: National Renewable Energy Laboratory + family-names: Frontin + given-names: Cory + orcid: 0000-0002-9375-7488 +- affiliation: National Renewable Energy Laboratory + family-names: Clark + given-names: Caitlyn + orcid: 0000-0002-5203-7329 +- family-names: Barker + given-names: Aaron + orcid: 0000-0003-3570-1424 +- affiliation: National Renewable Energy Laboratory + family-names: Gupta + given-names: Abhineet + orcid: 0000-0003-3383-3490 +- affiliation: National Renewable Energy Laboratory + family-names: Kee + given-names: Benjamin (Jamie) + orcid: 0000-0003-0852-8582 +- affiliation: National Renewable Energy Laboratory + family-names: Koleva + given-names: Mariya + orcid: 0000-0003-1387-6477 +cff-version: 1.2.0 +date-released: '2025-12-11' +doi: 10.5281/zenodo.17903150 +keywords: +- euroscivoc:1169 +- Renewable energy +- euroscivoc:1691 +- Hydrogen energy +- gemet:concept/7842 +- Software +- gemet:concept/14894 +- Software development +- euroscivoc:1687 +- Hybrid energy +- gemet:concept/9335 +- Wind power +- euroscivoc:1695 +- Wind power +- gemet:concept/7906 +- Solar energy +- energy generation +- gemet:concept/2744 +- Energy storage +- euroscivoc:1171 +- Energy conversion +- energy dispatch +- design optimization +license: +- bsd-3-clause +message: If you use this software, please cite it using the metadata from this file. +title: 'H2Integrate: Holistic Hybrids Optimization and Design Tool' +type: software +version: 0.4.0 diff --git a/README.md b/README.md index a5e0eea6e..d3cf64618 100644 --- a/README.md +++ b/README.md @@ -4,6 +4,7 @@ ![CI Tests](https://github.com/NREL/H2Integrate/actions/workflows/ci.yml/badge.svg) [![image](https://img.shields.io/pypi/pyversions/H2Integrate.svg)](https://pypi.python.org/pypi/H2Integrate) [![License](https://img.shields.io/badge/License-BSD%203--Clause-blue.svg)](https://opensource.org/licenses/BSD-3-Clause) +[![DOI:10.5281/zenodo.17903150](https://zenodo.org/badge/DOI/10.5281/zenodo.17903149.svg)](https://zenodo.org/records/17903149) [![DOI 10.1088/1742-6596/2767/8/082019](https://img.shields.io/badge/DOI-10.1088%2F1742--6596%2F2767%2F8%2F082019-brightgreen?link=[https://doi.org/10.1088/1742-6596/2767/8/082019](https://doi.org/10.1088/1742-6596/2767/8/082019))](https://iopscience.iop.org/article/10.1088/1742-6596/2767/8/082019/pdf) [![DOI 10.1088/1742-6596/2767/6/062017](https://img.shields.io/badge/DOI-10.1088%2F1742--6596%2F2767%2F6%2F062017-brightgreen?link=[https://doi.org/10.1088/1742-6596/2767/6/062017](https://doi.org/10.1088/1742-6596/2767/6/062017))](https://iopscience.iop.org/article/10.1088/1742-6596/2767/6/062017/pdf) @@ -13,6 +14,42 @@ H2Integrate is an open-source Python package for modeling and designing hybrid e Note: The current version of H2Integrate is under active development and may be missing features that existed previously. H2Integrate v0.2.0 is the last version that uses the prior framework. +## Software Citation + +```bibtex +@software{brunik_2025_17903150, + author = {Brunik, Kaitlin and + Grant, Elenya and + Thomas, Jared and + Starke, Genevieve M and + Martin, Jonathan and + Ramos, Dakota and + Koleva, Mariya and + Reznicek, Evan and + Hammond, Rob and + Stanislawski, Brooke and + Kiefer, Charlie and + Irmas, Cameron and + Vijayshankar, Sanjana and + Riccobono, Nicholas and + Frontin, Cory and + Clark, Caitlyn and + Barker, Aaron and + Gupta, Abhineet and + Kee, Benjamin (Jamie) and + King, Jennifer and + Jasa, John and + Bay, Christopher}, + title = {H2Integrate: Holistic Hybrids Optimization and Design Tool}, + month = dec, + year = 2025, + publisher = {Zenodo}, + version = {0.4.0}, + doi = {10.5281/zenodo.17903150}, + url = {https://doi.org/10.5281/zenodo.17903150}, +} +``` + ## Publications where H2Integrate has been used For more context about H2Integrate and to see analyses that have been performed using the tool, please see some of these publications. diff --git a/docs/intro.md b/docs/intro.md index 38969c7bf..0d55bc332 100644 --- a/docs/intro.md +++ b/docs/intro.md @@ -4,6 +4,7 @@ ![CI Tests](https://github.com/NREL/H2Integrate/actions/workflows/ci.yml/badge.svg) [![image](https://img.shields.io/pypi/pyversions/h2integrate.svg)](https://pypi.python.org/pypi/h2integrate) [![License](https://img.shields.io/badge/License-BSD%203--Clause-blue.svg)](https://opensource.org/licenses/BSD-3-Clause) +[![DOI:10.5281/zenodo.17903150](https://zenodo.org/badge/DOI/10.5281/zenodo.17903149.svg)](https://zenodo.org/records/17903149) H2Integrate is an open-source Python package for modeling and designing hybrid energy systems producing electricity, hydrogen, ammonia, steel, and other products. @@ -11,6 +12,42 @@ H2Integrate is an open-source Python package for modeling and designing hybrid e H2Integrate is under active development and may be missing features that existed in previous versions. H2Integrate v0.2.0 is the last version that uses the prior framework. ``` +If you use this software in your work, please cite using the following BibTeX: + +```bibtex +@software{brunik_2025_17903150, + author = {Brunik, Kaitlin and + Grant, Elenya and + Thomas, Jared and + Starke, Genevieve M and + Martin, Jonathan and + Ramos, Dakota and + Koleva, Mariya and + Reznicek, Evan and + Hammond, Rob and + Stanislawski, Brooke and + Kiefer, Charlie and + Irmas, Cameron and + Vijayshankar, Sanjana and + Riccobono, Nicholas and + Frontin, Cory and + Clark, Caitlyn and + Barker, Aaron and + Gupta, Abhineet and + Kee, Benjamin (Jamie) and + King, Jennifer and + Jasa, John and + Bay, Christopher}, + title = {H2Integrate: Holistic Hybrids Optimization and Design Tool}, + month = dec, + year = 2025, + publisher = {Zenodo}, + version = {0.4.0}, + doi = {10.5281/zenodo.17903150}, + url = {https://doi.org/10.5281/zenodo.17903150}, +} +``` + ## What is H2Integrate? H2Integrate is designed to be flexible and extensible, allowing users to create their own components and models for various energy systems. From 82ba52a0b9d492976a397e69b690489dcde1ea60 Mon Sep 17 00:00:00 2001 From: Jared Thomas Date: Thu, 11 Dec 2025 16:12:00 -0700 Subject: [PATCH 75/79] Update CHANGELOG with new features and improvements corresponding to PR #397 (#411) Updated changelog to include new features and improvements relevant to PR #397 that were accidentally not push prior to merging. --- CHANGELOG.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 498748d50..96afcae4b 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -35,6 +35,8 @@ - Improved readability of the postprocessing printout by simplifying numerical representation, especially for years - Added grid converter performance and cost model which can be used to buy, sell, or buy and sell electricity to/from the grid - Add open-loop load demand controllers: `DemandOpenLoopConverterController` and `FlexibleDemandOpenLoopConverterController` +- Allow multiple instances of the same electricity producing technologies using prefix-based matching +- Allow multiple instances of custom models in the same hybrid system - Removed a large portion of the old GreenHEART code that was no longer being used ## 0.4.0 [October 1, 2025] From 43ab54c33ba82ada6c2ad921c70e2bcc15a24569 Mon Sep 17 00:00:00 2001 From: Jared Thomas Date: Mon, 15 Dec 2025 16:39:50 -0700 Subject: [PATCH 76/79] Allow generic combiner to handle as many inflow streams as desired (#406) * make generic combiner able to handle as many inflows as desired * update changelog, docstrings, and combiner test for multiple inflow streams >2 * update docs * update docs --------- Co-authored-by: John Jasa --- CHANGELOG.md | 1 + docs/user_guide/connecting_technologies.md | 24 ++++----- h2integrate/transporters/generic_combiner.py | 32 ++++++------ .../test/test_generic_combiner.py | 50 +++++++++++++++++++ 4 files changed, 79 insertions(+), 28 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 96afcae4b..aee0f11f4 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -38,6 +38,7 @@ - Allow multiple instances of the same electricity producing technologies using prefix-based matching - Allow multiple instances of custom models in the same hybrid system - Removed a large portion of the old GreenHEART code that was no longer being used +- Updated generic combiner to accept any number of inflow streams instead of just 2 ## 0.4.0 [October 1, 2025] diff --git a/docs/user_guide/connecting_technologies.md b/docs/user_guide/connecting_technologies.md index 7c95b3451..0b72689f1 100644 --- a/docs/user_guide/connecting_technologies.md +++ b/docs/user_guide/connecting_technologies.md @@ -88,9 +88,9 @@ And automatically connects: - `electricity_splitter.electricity_out1` → `electricity_splitter_to_electrolyzer_cable.electricity_in` - `electricity_splitter.electricity_out2` → `electricity_splitter_to_doc_cable.electricity_in` -## Power combiner +## Generic combiner -The power combiner is a simple but essential component that takes electricity from two sources and combines them into a single output without losses. +The generic combiner is a simple but essential component that takes a single commodity from multiple sources and combines the sources into a single output without losses. The following example uses power (kW) as the commodity, but streams of any single commodity can be combined. Any number of sources may be combined, not just two as in the example. ### Configuration @@ -98,7 +98,7 @@ Add the combiner to your `tech_config.yaml`: ```yaml technologies: - electricity_combiner: + combiner: performance_model: model: "combiner_performance" model_inputs: @@ -107,25 +107,25 @@ technologies: commodity_units: "kW" ``` -No additional configuration parameters are needed - the combiner simply adds the two input streams. +No additional configuration parameters are needed in the `tech_config.yaml` - the combiner simply adds the input streams. ### Inputs and outputs - **Inputs**: - - `electricity_in1`: Power from the first source (kW) - - `electricity_in2`: Power from the second source (kW) + - `_in1`: Power from the first source (kW) + - `_in2`: Power from the second source (kW) - **Output**: - - `electricity_out`: Combined power output (kW) + - `_out`: Combined power output (kW) -The relationship is straightforward: `electricity_out = electricity_in1 + electricity_in2` +The relationship is straightforward: `_out = _in1 + _in2` ### Usage example ```yaml technology_interconnections: [ - ["wind_farm", "electricity_combiner", "electricity", "cable"], - ["solar_farm", "electricity_combiner", "electricity", "cable"], - ["electricity_combiner", "electrolyzer", "electricity", "cable"], + ["wind_farm", "combiner", "electricity", "cable"], + ["solar_farm", "combiner", "electricity", "cable"], + ["combiner", "electrolyzer", "electricity", "cable"], ] ``` @@ -212,5 +212,5 @@ technology_interconnections: [ This sends part of the offshore wind power to a direct ocean capture system and the remainder to an electrolyzer. ```{note} -Each combiner handles exactly two inputs, and each splitter handles exactly two outputs. For more complex architectures, you can chain multiple components together. +Each splitter handles exactly two inputs. For more complex architectures, you can chain multiple components together. ``` diff --git a/h2integrate/transporters/generic_combiner.py b/h2integrate/transporters/generic_combiner.py index a930df129..72a8218ce 100644 --- a/h2integrate/transporters/generic_combiner.py +++ b/h2integrate/transporters/generic_combiner.py @@ -11,15 +11,17 @@ class GenericCombinerPerformanceConfig(BaseConfig): Attributes: commodity (str): name of commodity type commodity_units (str): units of commodity production profile + in_streams (int): how many inflow streams will be connected, defaults to 2 """ commodity: str = field(converter=(str.lower, str.strip)) commodity_units: str = field() + in_streams: int = field(default=2) class GenericCombinerPerformanceModel(om.ExplicitComponent): """ - Combine any commodity or resource from two sources into one output without losses. + Combine any commodity or resource from multiple sources into one output without losses. This component is purposefully simple; a more realistic case might include losses or other considerations from system components. @@ -37,18 +39,14 @@ def setup(self): n_timesteps = int(self.options["plant_config"]["plant"]["simulation"]["n_timesteps"]) - self.add_input( - f"{self.config.commodity}_in1", - val=0.0, - shape=n_timesteps, - units=self.config.commodity_units, - ) - self.add_input( - f"{self.config.commodity}_in2", - val=0.0, - shape=n_timesteps, - units=self.config.commodity_units, - ) + for i in range(1, self.config.in_streams + 1): + self.add_input( + f"{self.config.commodity}_in{i}", + val=0.0, + shape=n_timesteps, + units=self.config.commodity_units, + ) + self.add_output( f"{self.config.commodity}_out", val=0.0, @@ -57,6 +55,8 @@ def setup(self): ) def compute(self, inputs, outputs): - outputs[f"{self.config.commodity}_out"] = ( - inputs[f"{self.config.commodity}_in1"] + inputs[f"{self.config.commodity}_in2"] - ) + total = 0.0 + for key, value in inputs.items(): + if "_in" in key: + total = total + value + outputs[f"{self.config.commodity}_out"] = total diff --git a/h2integrate/transporters/test/test_generic_combiner.py b/h2integrate/transporters/test/test_generic_combiner.py index f95273013..58ff18c45 100644 --- a/h2integrate/transporters/test/test_generic_combiner.py +++ b/h2integrate/transporters/test/test_generic_combiner.py @@ -25,6 +25,20 @@ def combiner_tech_config_electricity(): return elec_combiner_dict +@fixture +def combiner_tech_config_electricity_4_in(): + elec_combiner_dict = { + "model_inputs": { + "performance_parameters": { + "commodity": "electricity", + "commodity_units": "kW", + "in_streams": 4, + } + } + } + return elec_combiner_dict + + @fixture def combiner_tech_config_hydrogen(): h2_combiner_dict = { @@ -115,6 +129,42 @@ def test_generic_combiner_performance_power(plant_config, combiner_tech_config_e assert prob.get_val("electricity_out", units="kW") == approx(electricity_output, rel=1e-5) +def test_generic_combiner_performance_power_4_in( + plant_config, combiner_tech_config_electricity_4_in +): + prob = om.Problem() + comp = GenericCombinerPerformanceModel( + plant_config=plant_config, + tech_config=combiner_tech_config_electricity_4_in, + driver_config={}, + ) + prob.model.add_subsystem("comp", comp, promotes=["*"]) + ivc = om.IndepVarComp() + ivc.add_output("electricity_in1", val=np.zeros(8760), units="kW") + ivc.add_output("electricity_in2", val=np.zeros(8760), units="kW") + ivc.add_output("electricity_in3", val=np.zeros(8760), units="kW") + ivc.add_output("electricity_in4", val=np.zeros(8760), units="kW") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + + prob.setup() + + electricity_input1 = rng.random(8760) + electricity_input2 = rng.random(8760) + electricity_input3 = rng.random(8760) + electricity_input4 = rng.random(8760) + electricity_output = ( + electricity_input1 + electricity_input2 + electricity_input3 + electricity_input4 + ) + + prob.set_val("electricity_in1", electricity_input1, units="kW") + prob.set_val("electricity_in2", electricity_input2, units="kW") + prob.set_val("electricity_in3", electricity_input3, units="kW") + prob.set_val("electricity_in4", electricity_input4, units="kW") + prob.run_model() + + assert prob.get_val("electricity_out", units="kW") == approx(electricity_output, rel=1e-5) + + def test_generic_combiner_performance_hydrogen(plant_config, combiner_tech_config_hydrogen): prob = om.Problem() comp = GenericCombinerPerformanceModel( From 8f5499bb4ce01aac0862fd76c2cf64efb2e78196 Mon Sep 17 00:00:00 2001 From: Jonathan Martin <94018654+jmartin4nrel@users.noreply.github.com> Date: Tue, 16 Dec 2025 09:22:00 -0700 Subject: [PATCH 77/79] Demonstrating different sizing modes with H2 electrolyzer (#198) * Attempting standalone pem * feedstock_size mode working with profiles * Working all 3 modes * Added demo notebook * Typographical changes in ex 14 doc * Restoring electrolyzer_size_mw_cost name * Updating example post-merge * Renaming for smaller PR * Removing feedstock and product profiles to simplify PR * Defining sizing modes in electrolyzer * Getting modes properly named * Need access to full tech_config * Example working * Solving all the way to pf.solve_price in iterative mode * Notebook updated * Added iterative mode * WIP: working on iterative grouping * Updating tech_configs * Updated to work in H2I 0.4 * Attempting to get all tests passing * Tests be passin * Fixing notebook * Iterative mode 'working' * Updates to make iterative mode work * Minor changes based on chat with Jonathan * Removing whole tech config * Updating new example * Renaming electrolyzer size variable * COBYLA working with one converter... * Removing resize_by_tech * Optimizer running with multiple converters * Co-optimizing successfully * Adding capacity factors * Clarify capacity factors, fix wombat test * Docs, changelog, docstrings * Example number change * Added tests for sizing modes * PR cleanup * Attempting JSONDecodeError fix * Again attempting to fix JSONDecodeError * Fix JSONDecodeError for real this time * Fine I'll make separate config files * Try moving the tests to test_all_examples? * Revert "Try moving the tests to test_all_examples?" This reverts commit bf1d7e3e3b1134e945a39c3a15fc88a9941ddbb6. * Revert "Fine I'll make separate config files" This reverts commit c032aca5fe20807eac193c712de9d55cbca3197a. * Adding solar and wind resource filepaths * Changes for elenya * Added require_connection to profast total commodity inputs * Minor typographical changes to sizing modes docs * Minor changes to the sizing mode setup() * Minor changes to the sizing mode setup() * updated example 22 python script * Changes for John's review * Renaming resize_by_flow to flow_used_for_sizing * Fixed failing finance tests by connecting total commodity produced * Cleaning up example files * Accidentally deleted a "t" * Added IVC for total produced electricity * Updated example number * Resolving example name change * Added back missing files from merge * Moving size_mode to attr * Updated size_modes throughout * Updated ci to run * Made all config classes kw_only * Updated tests after kw_only change * Fixed EAF test * reverted CI branch change * Added docstrings to hydrogen utilities --------- Co-authored-by: John Jasa Co-authored-by: kbrunik <102193481+kbrunik@users.noreply.github.com> Co-authored-by: elenya-grant <116225007+elenya-grant@users.noreply.github.com> --- CHANGELOG.md | 1 + docs/_toc.yml | 1 + .../adding_a_new_technology.md | 4 +- examples/01_onshore_steel_mn/tech_config.yaml | 5 +- examples/02_texas_ammonia/tech_config.yaml | 5 +- .../co2_hydrogenation/tech_config_co2h.yaml | 5 +- .../tech_config_co2h.yaml | 5 +- examples/05_wind_h2_opt/tech_config.yaml | 5 +- .../user_defined_model/paper_mill.py | 4 +- .../08_wind_electrolyzer/tech_config.yaml | 5 +- .../user_finance_model/simple_lco.py | 2 +- examples/10_electrolyzer_om/tech_config.yaml | 5 +- examples/12_ammonia_synloop/tech_config.yaml | 6 +- .../inputs/tech_config.yaml | 5 +- .../tech_config.yaml | 5 +- .../17_splitter_wind_doc_h2/tech_config.yaml | 5 +- .../run_csv_doe.ipynb | 9 +- .../tech_config.yaml | 5 +- examples/25_sizing_modes/driver_config.yaml | 39 + examples/25_sizing_modes/plant_config.yaml | 69 + examples/25_sizing_modes/run_size_modes.ipynb | 735 ++ examples/25_sizing_modes/tech_config.yaml | 88 + .../ATB2024_6MW_170RD_floris_turbine.yaml | 167 + .../tech_inputs/floris_input_lbw_6MW.yaml | 673 ++ .../tech_inputs/hopp_config_tx.yaml | 228 + .../solar/32.31714_-100.18_psmv3_60_2013.csv | 8763 ++++++++++++++++ ...00.18_windtoolkit_2013_60min_100m_120m.srw | 8765 +++++++++++++++++ .../control_rules/pyomo_rule_baseclass.py | 2 +- .../flexible_demand_openloop_controller.py | 2 +- .../demand_openloop_controller.py | 2 +- .../passthrough_openloop_controller.py | 2 +- .../control_strategies/pyomo_controllers.py | 4 +- .../storage/demand_openloop_controller.py | 2 +- .../converters/ammonia/ammonia_synloop.py | 76 +- .../ammonia/simple_ammonia_model.py | 4 +- .../test/test_ammonia_synloop_model.py | 44 + .../co2/marine/direct_ocean_capture.py | 4 +- .../marine/marine_carbon_capture_baseclass.py | 2 +- .../marine/ocean_alkalinity_enhancement.py | 4 +- h2integrate/converters/grid/grid.py | 4 +- .../converters/hydrogen/basic_cost_model.py | 2 +- .../custom_electrolyzer_cost_model.py | 2 +- .../hydrogen/electrolyzer_baseclass.py | 13 +- .../geologic/h2_well_subsurface_baseclass.py | 4 +- .../hydrogen/geologic/mathur_modified.py | 2 +- .../hydrogen/geologic/simple_natural_geoh2.py | 2 +- .../geologic/templeton_serpentinization.py | 2 +- .../converters/hydrogen/pem_electrolyzer.py | 63 +- .../hydrogen/singlitico_cost_model.py | 2 +- .../hydrogen/test/test_size_modes.py | 78 + .../hydrogen/test/test_wombat_model.py | 12 +- h2integrate/converters/hydrogen/utilities.py | 86 + .../converters/hydrogen/wombat_model.py | 4 +- h2integrate/converters/iron/iron.py | 14 +- h2integrate/converters/iron/iron_mine.py | 10 +- h2integrate/converters/iron/iron_plant.py | 8 +- h2integrate/converters/iron/iron_transport.py | 4 +- h2integrate/converters/iron/iron_wrapper.py | 2 +- .../converters/iron/martin_mine_cost_model.py | 2 +- .../converters/iron/martin_mine_perf_model.py | 2 +- .../old_input/h2integrate_config_modular.yaml | 5 +- .../methanol/co2h_methanol_plant.py | 4 +- .../converters/methanol/methanol_baseclass.py | 6 +- .../converters/methanol/smr_methanol_plant.py | 4 +- .../natural_gas/natural_gas_cc_ct.py | 4 +- h2integrate/converters/nitrogen/simple_ASU.py | 4 +- .../converters/solar/atb_res_com_pv_cost.py | 2 +- .../converters/solar/atb_utility_pv_cost.py | 2 +- h2integrate/converters/solar/solar_pysam.py | 2 +- .../converters/steel/electric_arc_furnance.py | 8 +- h2integrate/converters/steel/steel.py | 4 +- .../converters/water/desal/desalination.py | 4 +- .../water_power/hydro_plant_run_of_river.py | 4 +- h2integrate/converters/wind/atb_wind_cost.py | 2 +- .../wind/layout/simple_grid_layout.py | 2 +- h2integrate/converters/wind/wind_pysam.py | 4 +- h2integrate/core/feedstocks.py | 4 +- h2integrate/core/h2integrate_model.py | 22 +- h2integrate/core/model_baseclasses.py | 67 + h2integrate/core/utilities.py | 28 +- h2integrate/finances/numpy_financial_npv.py | 2 +- h2integrate/finances/profast_base.py | 19 +- h2integrate/finances/test/test_finances.py | 16 +- .../finances/test/test_profast_finance.py | 12 +- h2integrate/finances/test/test_profast_npv.py | 23 +- h2integrate/resource/resource_base.py | 2 +- h2integrate/resource/river.py | 2 +- .../solar/nrel_developer_goes_api_models.py | 8 +- .../nrel_developer_himawari_api_models.py | 6 +- ...eveloper_meteosat_prime_meridian_models.py | 4 +- .../resource/wind/nrel_developer_wtk_api.py | 2 +- h2integrate/resource/wind/openmeteo_wind.py | 2 +- .../storage/battery/atb_battery_cost.py | 2 +- h2integrate/storage/battery/pysam_battery.py | 2 +- h2integrate/storage/generic_storage_cost.py | 2 +- .../storage/hydrogen/h2_storage_cost.py | 2 +- h2integrate/storage/hydrogen/mch_storage.py | 2 +- .../storage/hydrogen/tank_baseclass.py | 2 +- h2integrate/storage/simple_generic_storage.py | 2 +- .../storage/simple_storage_auto_sizing.py | 2 +- h2integrate/tools/test/test_inputs.csv | 1 - h2integrate/transporters/cable.py | 4 +- h2integrate/transporters/generic_combiner.py | 2 +- h2integrate/transporters/generic_splitter.py | 2 +- h2integrate/transporters/generic_summer.py | 2 +- h2integrate/transporters/pipe.py | 4 +- .../input/h2integrate_config_modular.yaml | 5 +- 107 files changed, 20137 insertions(+), 254 deletions(-) create mode 100644 examples/25_sizing_modes/driver_config.yaml create mode 100644 examples/25_sizing_modes/plant_config.yaml create mode 100644 examples/25_sizing_modes/run_size_modes.ipynb create mode 100644 examples/25_sizing_modes/tech_config.yaml create mode 100644 examples/25_sizing_modes/tech_inputs/ATB2024_6MW_170RD_floris_turbine.yaml create mode 100644 examples/25_sizing_modes/tech_inputs/floris_input_lbw_6MW.yaml create mode 100644 examples/25_sizing_modes/tech_inputs/hopp_config_tx.yaml create mode 100644 examples/25_sizing_modes/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv create mode 100644 examples/25_sizing_modes/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw create mode 100644 h2integrate/converters/hydrogen/test/test_size_modes.py create mode 100644 h2integrate/converters/hydrogen/utilities.py diff --git a/CHANGELOG.md b/CHANGELOG.md index aee0f11f4..bd1692258 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -30,6 +30,7 @@ - Added storage auto-sizing performance model based on storage sizing calculations that existed in the coupled hydrogen storage performance and cost model - Added ability for latitude and longitude to be design variables in design sweep - Move geologic hydrogen models into specific geoh2 subsurface converters +- Enabled dynamic plant component sizing modes through the resizeable model class `ResizeablePerformanceModelBaseClass`. - Added standalone iron mine performance and cost model - Added solar resource models for Meteosat Prime Meridian and Himawari datasets available through NSRDB - Improved readability of the postprocessing printout by simplifying numerical representation, especially for years diff --git a/docs/_toc.yml b/docs/_toc.yml index 1f79d32b4..de35982ed 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -21,6 +21,7 @@ parts: - file: user_guide/recording_and_loading_data - file: user_guide/how_to_interface_with_user_defined_model - file: user_guide/how_to_run_several_cases_in_sequence + - file: ../examples/25_sizing_modes/run_size_modes - caption: Technology Models chapters: diff --git a/docs/developer_guide/adding_a_new_technology.md b/docs/developer_guide/adding_a_new_technology.md index 053c2e821..c92c15428 100644 --- a/docs/developer_guide/adding_a_new_technology.md +++ b/docs/developer_guide/adding_a_new_technology.md @@ -81,7 +81,7 @@ from h2integrate.core.validators import gt_zero, contains, must_equal from h2integrate.core.model_base import CostModelBaseConfig, CostModelBaseClass # make a cost config input to get user-provided inputs that won't be passed from other models -@define +@define(kw_only=True) class ReverseOsmosisCostModelConfig(BaseConfig): # the config variables for the cost model would be provided in the tech_config[tech]['model_inputs']['cost_parameters'] or tech_config[tech]['model_inputs']['shared_parameters'] freshwater_kg_per_hour: float = field(validator=gt_zero) @@ -123,7 +123,7 @@ from h2integrate.core.utilities import BaseConfig, CostModelBaseConfig, merge_sh from h2integrate.core.validators import gt_zero, contains from h2integrate.core.model_base import CostModelBaseConfig, CostModelBaseClass -@define +@define(kw_only=True) class ATBUtilityPVCostModelConfig(CostModelBaseConfig): capex_per_kWac: float | int = field(validator=gt_zero) opex_per_kWac_per_year: float | int = field(validator=gt_zero) diff --git a/examples/01_onshore_steel_mn/tech_config.yaml b/examples/01_onshore_steel_mn/tech_config.yaml index 4be21380b..8f15f731a 100644 --- a/examples/01_onshore_steel_mn/tech_config.yaml +++ b/examples/01_onshore_steel_mn/tech_config.yaml @@ -23,10 +23,7 @@ technologies: electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 USD/kW (DOE hydrogen program record 24005 Clean Hydrogen Production Cost Scenarios with PEM Electrolyzer Technology 05/20/24) (https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/24005-clean-hydrogen-production-cost-pem-electrolyzer.pdf?sfvrsn=8cb10889_1) performance_parameters: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" n_clusters: 18 cluster_rating_MW: 40 eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol diff --git a/examples/02_texas_ammonia/tech_config.yaml b/examples/02_texas_ammonia/tech_config.yaml index 76eb972fc..d0108c799 100644 --- a/examples/02_texas_ammonia/tech_config.yaml +++ b/examples/02_texas_ammonia/tech_config.yaml @@ -23,10 +23,7 @@ technologies: electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 USD/kW (DOE hydrogen program record 24005 Clean Hydrogen Production Cost Scenarios with PEM Electrolyzer Technology 05/20/24) (https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/24005-clean-hydrogen-production-cost-pem-electrolyzer.pdf?sfvrsn=8cb10889_1) performance_parameters: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" n_clusters: 16 cluster_rating_MW: 40 eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol diff --git a/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml index 43158f3ef..9f51d2356 100644 --- a/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation/tech_config_co2h.yaml @@ -22,10 +22,7 @@ technologies: location: "onshore" electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 USD/kW (DOE hydrogen program record 24005 Clean Hydrogen Production Cost Scenarios with PEM Electrolyzer Technology 05/20/24) (https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/24005-clean-hydrogen-production-cost-pem-electrolyzer.pdf?sfvrsn=8cb10889_1) performance_parameters: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" n_clusters: 4 cluster_rating_MW: 39 eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol diff --git a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml index 2f3573552..ba52bc7ca 100644 --- a/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml +++ b/examples/03_methanol/co2_hydrogenation_doc/tech_config_co2h.yaml @@ -30,10 +30,7 @@ technologies: location: "onshore" electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 USD/kW (DOE hydrogen program record 24005 Clean Hydrogen Production Cost Scenarios with PEM Electrolyzer Technology 05/20/24) (https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/24005-clean-hydrogen-production-cost-pem-electrolyzer.pdf?sfvrsn=8cb10889_1) performance_parameters: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" n_clusters: 4 cluster_rating_MW: 40 eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol diff --git a/examples/05_wind_h2_opt/tech_config.yaml b/examples/05_wind_h2_opt/tech_config.yaml index 17625aef9..6ac141762 100644 --- a/examples/05_wind_h2_opt/tech_config.yaml +++ b/examples/05_wind_h2_opt/tech_config.yaml @@ -39,10 +39,7 @@ technologies: location: "onshore" electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 performance_parameters: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" cluster_rating_MW: 20 n_clusters: 25 eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol diff --git a/examples/06_custom_tech/user_defined_model/paper_mill.py b/examples/06_custom_tech/user_defined_model/paper_mill.py index b388a3fd3..54646aff6 100644 --- a/examples/06_custom_tech/user_defined_model/paper_mill.py +++ b/examples/06_custom_tech/user_defined_model/paper_mill.py @@ -10,7 +10,7 @@ n_timesteps = 8760 -@define +@define(kw_only=True) class PaperMillConfig(BaseConfig): electricity_usage_rate: float = field() @@ -45,7 +45,7 @@ def compute(self, inputs, outputs): outputs["paper"] = inputs["electricity_in"] * self.config.electricity_usage_rate -@define +@define(kw_only=True) class PaperMillCostConfig(CostModelBaseConfig): cost_per_tonne: float = field() opex_rate: float = field() diff --git a/examples/08_wind_electrolyzer/tech_config.yaml b/examples/08_wind_electrolyzer/tech_config.yaml index e74dba46a..5c3f0813c 100644 --- a/examples/08_wind_electrolyzer/tech_config.yaml +++ b/examples/08_wind_electrolyzer/tech_config.yaml @@ -40,10 +40,7 @@ technologies: electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 performance_parameters: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" n_clusters: 13 #should be 12.5 to get 500 MW cluster_rating_MW: 40 eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol diff --git a/examples/08_wind_electrolyzer/user_finance_model/simple_lco.py b/examples/08_wind_electrolyzer/user_finance_model/simple_lco.py index d255cb2fb..e2e8cfe7e 100644 --- a/examples/08_wind_electrolyzer/user_finance_model/simple_lco.py +++ b/examples/08_wind_electrolyzer/user_finance_model/simple_lco.py @@ -6,7 +6,7 @@ from h2integrate.core.validators import gt_zero, range_val -@define +@define(kw_only=True) class SimpleLCOFinanceConfig(BaseConfig): discount_rate: float = field(validator=range_val(0, 1)) plant_life: int = field(converter=int, validator=gt_zero) diff --git a/examples/10_electrolyzer_om/tech_config.yaml b/examples/10_electrolyzer_om/tech_config.yaml index 238cfc356..5c70f048d 100644 --- a/examples/10_electrolyzer_om/tech_config.yaml +++ b/examples/10_electrolyzer_om/tech_config.yaml @@ -38,10 +38,7 @@ technologies: shared_parameters: location: "onshore" electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" n_clusters: 1 cluster_rating_MW: 40 eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol diff --git a/examples/12_ammonia_synloop/tech_config.yaml b/examples/12_ammonia_synloop/tech_config.yaml index 5fcb1f4a2..3048f5c1f 100644 --- a/examples/12_ammonia_synloop/tech_config.yaml +++ b/examples/12_ammonia_synloop/tech_config.yaml @@ -23,10 +23,7 @@ technologies: electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 USD/kW (DOE hydrogen program record 24005 Clean Hydrogen Production Cost Scenarios with PEM Electrolyzer Technology 05/20/24) (https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/24005-clean-hydrogen-production-cost-pem-electrolyzer.pdf?sfvrsn=8cb10889_1) performance_parameters: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" n_clusters: 16 cluster_rating_MW: 40 eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol @@ -66,6 +63,7 @@ technologies: catalyst_consumption_rate: 0.000091295354067341 catalyst_replacement_interval: 3 performance_parameters: + size_mode: "normal" capacity_factor: 0.9 energy_demand: 0.530645243 heat_output: 0.8299956 diff --git a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml index c8af0c941..0399f13bd 100644 --- a/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml +++ b/examples/14_wind_hydrogen_dispatch/inputs/tech_config.yaml @@ -39,10 +39,7 @@ technologies: location: "onshore" electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 USD/kW (DOE hydrogen program record 24005 Clean Hydrogen Production Cost Scenarios with PEM Electrolyzer Technology 05/20/24) (https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/24005-clean-hydrogen-production-cost-pem-electrolyzer.pdf?sfvrsn=8cb10889_1) performance_parameters: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" n_clusters: 18 cluster_rating_MW: 40 eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol diff --git a/examples/15_wind_solar_electrolyzer/tech_config.yaml b/examples/15_wind_solar_electrolyzer/tech_config.yaml index f955555be..d49b5d39e 100644 --- a/examples/15_wind_solar_electrolyzer/tech_config.yaml +++ b/examples/15_wind_solar_electrolyzer/tech_config.yaml @@ -75,10 +75,7 @@ technologies: electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 USD/kW (DOE hydrogen program record 24005 Clean Hydrogen Production Cost Scenarios with PEM Electrolyzer Technology 05/20/24) (https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/24005-clean-hydrogen-production-cost-pem-electrolyzer.pdf?sfvrsn=8cb10889_1) performance_parameters: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" n_clusters: 18 cluster_rating_MW: 40 eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol diff --git a/examples/17_splitter_wind_doc_h2/tech_config.yaml b/examples/17_splitter_wind_doc_h2/tech_config.yaml index d518934ec..e6ef5af6f 100644 --- a/examples/17_splitter_wind_doc_h2/tech_config.yaml +++ b/examples/17_splitter_wind_doc_h2/tech_config.yaml @@ -62,10 +62,7 @@ technologies: electrolyzer_capex: 250 # $/kW overnight installed capital costs for a 1 MW system in 2022 performance_parameters: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" n_clusters: 4 #should be 12.5 to get 500 MW cluster_rating_MW: 20 eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol diff --git a/examples/20_solar_electrolyzer_doe/run_csv_doe.ipynb b/examples/20_solar_electrolyzer_doe/run_csv_doe.ipynb index b7fadf922..38de1576f 100644 --- a/examples/20_solar_electrolyzer_doe/run_csv_doe.ipynb +++ b/examples/20_solar_electrolyzer_doe/run_csv_doe.ipynb @@ -361,7 +361,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.11.13 ('h2i_env')", + "display_name": "h2i-fork", "language": "python", "name": "python3" }, @@ -377,12 +377,7 @@ "pygments_lexer": "ipython3", "version": "3.11.13" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "e55566d5f9cb5003b92ad1d2254e8146f3d62519cfa868f35d73d51fb57327c6" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 diff --git a/examples/20_solar_electrolyzer_doe/tech_config.yaml b/examples/20_solar_electrolyzer_doe/tech_config.yaml index 4289076c3..04b841133 100644 --- a/examples/20_solar_electrolyzer_doe/tech_config.yaml +++ b/examples/20_solar_electrolyzer_doe/tech_config.yaml @@ -36,10 +36,7 @@ technologies: model: "custom_electrolyzer_cost" model_inputs: performance_parameters: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" n_clusters: 18 cluster_rating_MW: 10 eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol diff --git a/examples/25_sizing_modes/driver_config.yaml b/examples/25_sizing_modes/driver_config.yaml new file mode 100644 index 000000000..0dddecc96 --- /dev/null +++ b/examples/25_sizing_modes/driver_config.yaml @@ -0,0 +1,39 @@ +name: "driver_config" +description: "This analysis runs a hybrid plant to match the first example in H2Integrate" + +general: + folder_output: outputs + + +driver: + optimization: + flag: False + solver: COBYLA + tol: 0.01 + catol: 15000 + max_iter: 100 + rhobeg: 0.1 + debug_print: True + +design_variables: + electrolyzer: + max_feedstock_ratio: + flag: False + lower: 0.1 + upper: 10. + units: unitless + ammonia: + max_feedstock_ratio: + flag: False + lower: 0.1 + upper: 10. + units: unitless + +objective: + name: finance_subgroup_nh3.LCOA + +recorder: + flag: False + file: "size_mode_example.sql" + includes: ["*"] + excludes: ["wind_resource.wind_resource_data"] diff --git a/examples/25_sizing_modes/plant_config.yaml b/examples/25_sizing_modes/plant_config.yaml new file mode 100644 index 000000000..49f72d1f8 --- /dev/null +++ b/examples/25_sizing_modes/plant_config.yaml @@ -0,0 +1,69 @@ +name: "plant_config" +description: "This plant is located in MN, USA..." + +site: + latitude: 47.5233 + longitude: -92.5366 + + # array of polygons defining boundaries with x/y coords + boundaries: [ + { + x: [0.0, 1000.0, 1000.0, 0.0], + y: [0.0, 0.0, 100.0, 1000.0], + }, + { + x: [2000.0, 2500.0, 2000.0], + y: [2000.0, 2000.0, 2500.0], + } + ] + +# array of arrays containing left-to-right technology +# interconnections; can support bidirectional connections +# with the reverse definition. +# this will naturally grow as we mature the interconnected tech +technology_interconnections: [ + ["hopp","electrolyzer","electricity","cable"], + ["electrolyzer", "ammonia", "hydrogen", "pipe"], +] + +plant: + plant_life: 30 + grid_connection: False # option, can be turned on or off + ppa_price: 0.025 # $/kWh based on 2022 land based wind market report (ERCOT area ppa prices) https://www.energy.gov/sites/default/files/2022-08/land_based_wind_market_report_2202.pdf + hybrid_electricity_estimated_cf: 0.492 #should equal 1 if grid_connection = True + financial_analysis_start_year: 2032 + cost_year: 2022 + +finance_parameters: + finance_groups: + finance_model: "ProFastComp" + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 # months + inflation_rate: 0.0 # 0 for real analysis + discount_rate: 0.06 # nominal return based on 2024 ATB baseline workbook for land-based wind + debt_equity_ratio: 0.724 # 2024 ATB uses 72.4% debt for land-based wind + property_tax_and_insurance: 0.025 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf https://www.house.mn.gov/hrd/issinfo/clsrates.aspx + total_income_tax_rate: 0.2574 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) + capital_gains_tax_rate: 0.15 # H2FAST default + sales_tax_rate: 0.0 # average combined state and local sales tax https://taxfoundation.org/location/texas/ + debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind + debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH + loan_period_if_used: 0 # H2FAST default, not used for revolving debt + cash_onhand_months: 1 # H2FAST default + admin_expense: 0.00 # percent of sales H2FAST default + capital_items: + depr_type: "MACRS" # can be "MACRS" or "Straight line" + depr_period: 7 # 5 years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + refurb: [0.] + cost_adjustment_parameters: + cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year + target_dollar_year: 2022 + finance_subgroups: + h2: + commodity: "hydrogen" + technologies: ["hopp", "electrolyzer"] + nh3: + commodity: "ammonia" + technologies: ["hopp", "electrolyzer", "ammonia"] diff --git a/examples/25_sizing_modes/run_size_modes.ipynb b/examples/25_sizing_modes/run_size_modes.ipynb new file mode 100644 index 000000000..94897ed44 --- /dev/null +++ b/examples/25_sizing_modes/run_size_modes.ipynb @@ -0,0 +1,735 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ee08c4f9", + "metadata": {}, + "source": [ + "# Sizing Modes with Resizeable Converters\n", + "\n", + "When the size of one converter is changed, it may be desirable to have other converters in the plant resized to match.\n", + "This can be done manually by setting the sizes of each converter in the `tech_config`, but it can also be done automatically with resizeable converters.\n", + "Resizeable converters can execute their own built-in sizing methods based on how much of a feedstock can be produced upstream, or how much of a commodity can be offtaken downstream by other converters.\n", + "By connecting the capacities of converters to other converters, one can build a logical re-sizing scheme for a multi-technology plant that will resize all converters by changing just one config parameter.\n", + "\n", + "## Setting up a resizeable converter\n", + "\n", + "To set up a resizeable converter, use `ResizeablePerformanceModelBaseConfig` and `ResizeablePerformanceModelBaseClass`.\n", + "The `ResizeablePerformanceModelBaseConfig` will declare sizing performance parameters (size_mode, flow_used_for_sizing, max_feedstock_ratio, max_commodity_ratio) within the tech_config.\n", + "The `ResizeablePerformanceModelBaseClass` will automatically parse these parameters into the `inputs` and `discrete_inputs` that the performance model will need for resizing.\n", + "Here is the start of an example `tech_config` for such a converter:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "67b32b84", + "metadata": {}, + "outputs": [], + "source": [ + "tech_config = {\n", + " \"model_inputs\": {\n", + " \"shared_parameters\": {\n", + " \"production_capacity\": 1000.0,\n", + " },\n", + " \"performance_parameters\": {\n", + " \"size_mode\": \"normal\", # Always required\n", + " \"flow_used_for_sizing\": \"electricity\", # Not required in \"normal\" mode\n", + " \"max_feedstock_ratio\": 1.6, # Only used in \"resize_by_max_feedstock\"\n", + " \"max_commodity_ratio\": 0.7, # Only used in \"resize_by_max_commodity\"\n", + " },\n", + " }\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "0d33c32e", + "metadata": {}, + "source": [ + "Currently, there are three different modes defined for `size_mode`:\n", + "\n", + "- `normal`: In this mode, converters function as they always have previously:\n", + " - The size of the asset is fixed within `compute()`.\n", + "- `resize_by_max_feedstock`: In this mode, the size of the converter is adjusted to be able to utilize all of the available feedstock:\n", + " - The size of the asset should be calculated within `compute()` as a function of the maximum value of `_in` - with the `` specified by the `flow_used_for_sizing` parameter.\n", + " - This function will utilizes the `max_feedstock_ratio` parameter - e.g., if `max_feedstock_ratio` is 1.6, the converter will be resized so that its input capacity is 1.6 times the max of `_in`.\n", + " - The `set_val` method will over-write any previous sizing variables to reflect the adjusted size of the converter.\n", + "- `resize_by_max_commodity`: In this mode, the size of the asset is adjusted to be able to supply its product to the full capacity of another downstream converter:\n", + " - The size of the asset should be calculated within `compute()` as a function of the `max__capacity` input - with the `` specified by the `resize by flow` parameter.\n", + " - This function will utilizes the `max_commodity_ratio` parameter - e.g., if `max_commodity_ratio` is 0.7, the converter will be resized so that its output capacity is 0.7 times a connected `max__capacity` input.\n", + " - The `set_val` method will over-write any previous sizing variables to reflect the adjusted size of the converter.\n", + " \n", + "To construct a resizeable converter from an existing converter, very few changes must be made, and only to the performance model.\n", + "`ResizeablePerformanceModelBaseConfig` can replace `BaseConfig` and `ResizeablePerformanceModelBaseClass` can replace `om.ExplicitComponent`.\n", + "The setup function must be modified to include any `max__capacity` outputs or `max__capacity` inputs that can be connected to do the resizing. \n", + "Then, any `feedstock_sizing_function` or `feedstock_sizing_function` that the converter needs to resize itself should be defined, if not already." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6bca0246", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from h2integrate.core.utilities import ResizeablePerformanceModelBaseConfig, merge_shared_inputs\n", + "from h2integrate.core.model_baseclasses import ResizeablePerformanceModelBaseClass\n", + "\n", + "\n", + "class TechPerformanceModelConfig(ResizeablePerformanceModelBaseConfig):\n", + " # Declare tech-specific config parameters\n", + " size: float = 1.0\n", + "\n", + "\n", + "class TechPerformanceModel(ResizeablePerformanceModelBaseClass):\n", + " def setup(self):\n", + " self.config = TechPerformanceModelConfig.from_dict(\n", + " merge_shared_inputs(self.options[\"tech_config\"][\"model_inputs\"], \"performance\"),\n", + " strict=False,\n", + " )\n", + " super().setup()\n", + "\n", + " # Declare tech-specific inputs and outputs\n", + " self.add_input(\"size\", val=self.config.size, units=\"unitless\")\n", + " # Declare any commodities produced that need to be connected to downstream converters\n", + " # if this converter is in `resize_by_max_commodity` mode\n", + " self.add_input(\"max__capacity\", val=1000.0, units=\"kg/h\")\n", + " # Any feedstocks consumed that need to be connected to upstream converters\n", + " # if those converters are in `resize_by_max_commodity` mode\n", + " self.add_output(\"max__capacity\", val=1000.0, units=\"kg/h\")\n", + "\n", + " def feedstock_sizing_function(max_feedstock):\n", + " max_feedstock * 0.1231289 # random number for example\n", + "\n", + " def commodity_sizing_function(max_commodity):\n", + " max_commodity * 0.4651 # random number for example\n", + "\n", + " def compute(self, inputs, outputs, discrete_inputs, discrete_outputs):\n", + " size_mode = discrete_inputs[\"size_mode\"]\n", + "\n", + " # Make changes to computation based on sizing_mode:\n", + " if size_mode != \"normal\":\n", + " size = inputs[\"size\"]\n", + " if size_mode == \"resize_by_max_feedstock\":\n", + " if inputs[\"flow_used_for_sizing\"] == \"\":\n", + " feed_ratio = inputs[\"max_feedstock_ratio\"]\n", + " size_for_max_feed = self.feedstock_sizing_function(\n", + " np.max(inputs[\"_in\"])\n", + " )\n", + " size = size_for_max_feed * feed_ratio\n", + " elif size_mode == \"resize_by_max_commodity\":\n", + " if inputs[\"flow_used_for_sizing\"] == \"\":\n", + " comm_ratio = inputs[\"max_commodity_ratio\"]\n", + " size_for_max_comm = self.commodity_sizing_function(\n", + " np.max(inputs[\"max__capacity\"])\n", + " )\n", + " size = size_for_max_comm * comm_ratio\n", + " self.set_val(\"size\", size)" + ] + }, + { + "cell_type": "markdown", + "id": "665e9607", + "metadata": {}, + "source": [ + "\n", + "## Example plant setup\n", + "\n", + "Here, there are three technologies in the the `tech_config.yaml`:\n", + "1. A `hopp` plant producing electricity,\n", + "2. An `electrolyzer` producing hydrogen from that electricity, and\n", + "3. An `ammonia` plant producing ammonia from that hydrogen.\n", + "\n", + "The electrolyzer and ammonia technologies are resizeable. For starters, we will set them up in `\"normal\"` mode\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a79029a8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "XDSM diagram written to connections_xdsm.pdf\n", + "electrolyzer: normal\n", + "ammonia: normal\n" + ] + } + ], + "source": [ + "from h2integrate.core.h2integrate_model import H2IntegrateModel\n", + "from h2integrate.core.inputs.validation import load_tech_yaml, load_driver_yaml, load_plant_yaml\n", + "\n", + "\n", + "# Create a H2Integrate model\n", + "driver_config = load_driver_yaml(\"driver_config.yaml\")\n", + "plant_config = load_plant_yaml(\"plant_config.yaml\")\n", + "tech_config = load_tech_yaml(\"tech_config.yaml\")\n", + "input_config = {\n", + " \"name\": \"H2Integrate_config\",\n", + " \"system_summary\": \"hybrid plant containing ammonia plant and electrolyzer\",\n", + " \"driver_config\": driver_config,\n", + " \"plant_config\": plant_config,\n", + " \"technology_config\": tech_config,\n", + "}\n", + "model = H2IntegrateModel(input_config)\n", + "\n", + "# Print the value of the size_mode tech_config parameters\n", + "for tech in [\"electrolyzer\", \"ammonia\"]:\n", + " print(\n", + " tech\n", + " + \": \"\n", + " + str(\n", + " model.technology_config[\"technologies\"][tech][\"model_inputs\"][\"performance_parameters\"][\n", + " \"size_mode\"\n", + " ]\n", + " )\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "5b88d3b1", + "metadata": {}, + "source": [ + "\n", + "\n", + "The `technology_interconnections` in the `plant_config` is set up to send electricity from the wind plant to the electrolyzer, then hydrogen from the electrolyzer to the ammonia plant. When set up to run in `resize_by_max_commodity` mode, there will also be an entry to send the `max_hydrogen_capacity` from the ammonia plant to the electrolyzer. Note: this will create a feedback loop within the OpenMDAO problem, which requires an iterative solver. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "8ddb8b90", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['hopp', 'electrolyzer', 'electricity', 'cable']\n", + "['electrolyzer', 'ammonia', 'hydrogen', 'pipe']\n" + ] + } + ], + "source": [ + "for connection in model.plant_config[\"technology_interconnections\"]:\n", + " print(connection)" + ] + }, + { + "cell_type": "markdown", + "id": "6722450b", + "metadata": {}, + "source": [ + "When we run this example the electrolyzer is sized to 640 MW (as set by the config), although the electricity profile going in has a max of over 1000 MW.\n", + "The LCOH is $4.49/kg H2 and the LCOA is $1.35/kg NH3." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f22dd04e", + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "The class definition for ECOElectrolyzerPerformanceModelConfig is missing the following inputs: ['sizing']", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mAttributeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[5]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;66;03m# Run the model\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m model.run()\n\u001b[32m 4\u001b[39m \u001b[38;5;66;03m# Print selected output\u001b[39;00m\n\u001b[32m 5\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m value \u001b[38;5;129;01min\u001b[39;00m [\n\u001b[32m 6\u001b[39m \u001b[33m\"\u001b[39m\u001b[33melectrolyzer.electricity_in\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 7\u001b[39m \u001b[33m\"\u001b[39m\u001b[33melectrolyzer.electrolyzer_size_mw\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 13\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mfinance_subgroup_nh3.LCOA\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 14\u001b[39m ]:\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Documents\\git\\H2Integrate\\h2integrate\\core\\h2integrate_model.py:1194\u001b[39m, in \u001b[36mH2IntegrateModel.run\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 1190\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mrun\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[32m 1191\u001b[39m \u001b[38;5;66;03m# do model setup based on the driver config\u001b[39;00m\n\u001b[32m 1192\u001b[39m \u001b[38;5;66;03m# might add a recorder, driver, set solver tolerances, etc\u001b[39;00m\n\u001b[32m 1193\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m.setup_has_been_called:\n\u001b[32m-> \u001b[39m\u001b[32m1194\u001b[39m \u001b[38;5;28mself\u001b[39m.prob.setup()\n\u001b[32m 1195\u001b[39m \u001b[38;5;28mself\u001b[39m.setup_has_been_called = \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[32m 1197\u001b[39m \u001b[38;5;28mself\u001b[39m.prob.run_driver()\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Documents\\git\\OpenMDAO\\openmdao\\core\\problem.py:1163\u001b[39m, in \u001b[36mProblem.setup\u001b[39m\u001b[34m(self, check, logger, mode, force_alloc_complex, distributed_vector_class, local_vector_class, derivatives, parent)\u001b[39m\n\u001b[32m 1160\u001b[39m \u001b[38;5;28mself\u001b[39m._metadata[\u001b[33m'\u001b[39m\u001b[33mreports_dir\u001b[39m\u001b[33m'\u001b[39m] = \u001b[38;5;28mself\u001b[39m.get_reports_dir()\n\u001b[32m 1162\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1163\u001b[39m model._setup(model_comm, \u001b[38;5;28mself\u001b[39m._metadata)\n\u001b[32m 1164\u001b[39m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[32m 1165\u001b[39m \u001b[38;5;66;03m# whenever we're outside of model._setup, static mode should be True so that anything\u001b[39;00m\n\u001b[32m 1166\u001b[39m \u001b[38;5;66;03m# added outside of _setup will persist.\u001b[39;00m\n\u001b[32m 1167\u001b[39m \u001b[38;5;28mself\u001b[39m._metadata[\u001b[33m'\u001b[39m\u001b[33mstatic_mode\u001b[39m\u001b[33m'\u001b[39m] = \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Documents\\git\\OpenMDAO\\openmdao\\core\\group.py:830\u001b[39m, in \u001b[36mGroup._setup\u001b[39m\u001b[34m(self, comm, prob_meta)\u001b[39m\n\u001b[32m 827\u001b[39m \u001b[38;5;28mself\u001b[39m._post_components = \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 829\u001b[39m \u001b[38;5;66;03m# Besides setting up the processors, this method also builds the model hierarchy.\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m830\u001b[39m \u001b[38;5;28mself\u001b[39m._setup_procs(\u001b[38;5;28mself\u001b[39m.pathname, comm, prob_meta)\n\u001b[32m 832\u001b[39m prob_meta[\u001b[33m'\u001b[39m\u001b[33mconfig_info\u001b[39m\u001b[33m'\u001b[39m] = _ConfigInfo()\n\u001b[32m 834\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 835\u001b[39m \u001b[38;5;66;03m# Recurse model from the bottom to the top for configuring.\u001b[39;00m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Documents\\git\\OpenMDAO\\openmdao\\core\\group.py:701\u001b[39m, in \u001b[36mGroup._setup_procs\u001b[39m\u001b[34m(self, pathname, comm, prob_meta)\u001b[39m\n\u001b[32m 699\u001b[39m \u001b[38;5;66;03m# Perform recursion\u001b[39;00m\n\u001b[32m 700\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m subsys \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m._subsystems_myproc:\n\u001b[32m--> \u001b[39m\u001b[32m701\u001b[39m subsys._setup_procs(subsys.pathname, sub_comm, prob_meta)\n\u001b[32m 703\u001b[39m \u001b[38;5;66;03m# build a list of local subgroups to speed up later loops\u001b[39;00m\n\u001b[32m 704\u001b[39m \u001b[38;5;28mself\u001b[39m._subgroups_myproc = [s \u001b[38;5;28;01mfor\u001b[39;00m s \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m._subsystems_myproc \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(s, Group)]\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Documents\\git\\OpenMDAO\\openmdao\\core\\group.py:701\u001b[39m, in \u001b[36mGroup._setup_procs\u001b[39m\u001b[34m(self, pathname, comm, prob_meta)\u001b[39m\n\u001b[32m 699\u001b[39m \u001b[38;5;66;03m# Perform recursion\u001b[39;00m\n\u001b[32m 700\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m subsys \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m._subsystems_myproc:\n\u001b[32m--> \u001b[39m\u001b[32m701\u001b[39m subsys._setup_procs(subsys.pathname, sub_comm, prob_meta)\n\u001b[32m 703\u001b[39m \u001b[38;5;66;03m# build a list of local subgroups to speed up later loops\u001b[39;00m\n\u001b[32m 704\u001b[39m \u001b[38;5;28mself\u001b[39m._subgroups_myproc = [s \u001b[38;5;28;01mfor\u001b[39;00m s \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m._subsystems_myproc \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(s, Group)]\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Documents\\git\\OpenMDAO\\openmdao\\core\\group.py:701\u001b[39m, in \u001b[36mGroup._setup_procs\u001b[39m\u001b[34m(self, pathname, comm, prob_meta)\u001b[39m\n\u001b[32m 699\u001b[39m \u001b[38;5;66;03m# Perform recursion\u001b[39;00m\n\u001b[32m 700\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m subsys \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m._subsystems_myproc:\n\u001b[32m--> \u001b[39m\u001b[32m701\u001b[39m subsys._setup_procs(subsys.pathname, sub_comm, prob_meta)\n\u001b[32m 703\u001b[39m \u001b[38;5;66;03m# build a list of local subgroups to speed up later loops\u001b[39;00m\n\u001b[32m 704\u001b[39m \u001b[38;5;28mself\u001b[39m._subgroups_myproc = [s \u001b[38;5;28;01mfor\u001b[39;00m s \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m._subsystems_myproc \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(s, Group)]\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Documents\\git\\OpenMDAO\\openmdao\\core\\component.py:238\u001b[39m, in \u001b[36mComponent._setup_procs\u001b[39m\u001b[34m(self, pathname, comm, prob_meta)\u001b[39m\n\u001b[32m 235\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m io \u001b[38;5;129;01min\u001b[39;00m [\u001b[33m'\u001b[39m\u001b[33minput\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33moutput\u001b[39m\u001b[33m'\u001b[39m]:\n\u001b[32m 236\u001b[39m \u001b[38;5;28mself\u001b[39m._var_rel_names[io].extend(\u001b[38;5;28mself\u001b[39m._static_var_rel_names[io])\n\u001b[32m--> \u001b[39m\u001b[32m238\u001b[39m \u001b[38;5;28mself\u001b[39m.setup()\n\u001b[32m 239\u001b[39m \u001b[38;5;28mself\u001b[39m._setup_check()\n\u001b[32m 241\u001b[39m \u001b[38;5;28mself\u001b[39m._set_vector_class()\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Documents\\git\\H2Integrate\\h2integrate\\converters\\hydrogen\\pem_electrolyzer.py:53\u001b[39m, in \u001b[36mECOElectrolyzerPerformanceModel.setup\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 52\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34msetup\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[32m---> \u001b[39m\u001b[32m53\u001b[39m \u001b[38;5;28mself\u001b[39m.config = ECOElectrolyzerPerformanceModelConfig.from_dict(\n\u001b[32m 54\u001b[39m merge_shared_inputs(\u001b[38;5;28mself\u001b[39m.options[\u001b[33m\"\u001b[39m\u001b[33mtech_config\u001b[39m\u001b[33m\"\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mmodel_inputs\u001b[39m\u001b[33m\"\u001b[39m], \u001b[33m\"\u001b[39m\u001b[33mperformance\u001b[39m\u001b[33m\"\u001b[39m),\n\u001b[32m 55\u001b[39m strict=\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[32m 56\u001b[39m )\n\u001b[32m 57\u001b[39m \u001b[38;5;28msuper\u001b[39m().setup()\n\u001b[32m 58\u001b[39m \u001b[38;5;28mself\u001b[39m.add_output(\u001b[33m\"\u001b[39m\u001b[33mefficiency\u001b[39m\u001b[33m\"\u001b[39m, val=\u001b[32m0.0\u001b[39m, desc=\u001b[33m\"\u001b[39m\u001b[33mAverage efficiency of the electrolyzer\u001b[39m\u001b[33m\"\u001b[39m)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Documents\\git\\H2Integrate\\h2integrate\\core\\utilities.py:159\u001b[39m, in \u001b[36mBaseConfig.from_dict\u001b[39m\u001b[34m(cls, data, strict)\u001b[39m\n\u001b[32m 156\u001b[39m undefined = \u001b[38;5;28msorted\u001b[39m(\u001b[38;5;28mset\u001b[39m(required_inputs) - \u001b[38;5;28mset\u001b[39m(kwargs))\n\u001b[32m 158\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m undefined:\n\u001b[32m--> \u001b[39m\u001b[32m159\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\n\u001b[32m 160\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mThe class definition for \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mcls\u001b[39m.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m is missing the following inputs: \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 161\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mundefined\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m 162\u001b[39m )\n\u001b[32m 163\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mcls\u001b[39m(**kwargs)\n", + "\u001b[31mAttributeError\u001b[39m: The class definition for ECOElectrolyzerPerformanceModelConfig is missing the following inputs: ['sizing']" + ] + } + ], + "source": [ + "# Run the model\n", + "model.run()\n", + "\n", + "# Print selected output\n", + "for value in [\n", + " \"electrolyzer.electricity_in\",\n", + " \"electrolyzer.electrolyzer_size_mw\",\n", + " \"electrolyzer.hydrogen_capacity_factor\",\n", + " \"ammonia.hydrogen_in\",\n", + " \"ammonia.max_hydrogen_capacity\",\n", + " \"ammonia.ammonia_capacity_factor\",\n", + " \"finance_subgroup_h2.LCOH\",\n", + " \"finance_subgroup_nh3.LCOA\",\n", + "]:\n", + " print(value + \": \" + str(np.max(model.prob.get_val(value))))" + ] + }, + { + "cell_type": "markdown", + "id": "8b99e658", + "metadata": {}, + "source": [ + "### `resize_by_max_feedstock` mode\n", + "\n", + "In this case, the electrolyzer will be sized to match the maximum `electricity_in` coming from HOPP.\n", + "This increases the electrolyzer size to 1080 MW, the smallest multiple of 40 MW (the cluster size) matching the max HOPP power output of 1048 MW.\n", + "This increases the LCOH to $4.80/kg H2, and increases the LCOA to $1.54/kg NH3, since electrolyzer is now oversized to utilize all of the HOPP electricity at peak output but thus has a lower hydrogen production capacity factor." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e3468f03", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "electrolyzer.electricity_in: 1048680.996768964\n", + "electrolyzer.electrolyzer_size_mw: 1080.0\n", + "electrolyzer.hydrogen_capacity_factor: 0.43539128043319353\n", + "ammonia.hydrogen_in: 20499.002679502206\n", + "ammonia.max_hydrogen_capacity: 10589.360138101109\n", + "ammonia.ammonia_capacity_factor: 0.7181332658817717\n", + "finance_subgroup_h2.LCOH: 4.797779223591998\n", + "finance_subgroup_nh3.LCOA: 1.5417851112436747\n" + ] + } + ], + "source": [ + "# Create a H2Integrate model, modifying tech_config as necessary\n", + "tech_config[\"technologies\"][\"electrolyzer\"][\"model_inputs\"][\"performance_parameters\"][\n", + " \"size_mode\"\n", + "] = \"resize_by_max_feedstock\"\n", + "tech_config[\"technologies\"][\"electrolyzer\"][\"model_inputs\"][\"performance_parameters\"][\n", + " \"flow_used_for_sizing\"\n", + "] = \"electricity\"\n", + "tech_config[\"technologies\"][\"electrolyzer\"][\"model_inputs\"][\"performance_parameters\"][\n", + " \"max_feedstock_ratio\"\n", + "] = 1.0\n", + "input_config[\"technology_config\"] = tech_config\n", + "model = H2IntegrateModel(input_config)\n", + "\n", + "# Run the model\n", + "model.run()\n", + "\n", + "# Print selected output\n", + "for value in [\n", + " \"electrolyzer.electricity_in\",\n", + " \"electrolyzer.electrolyzer_size_mw\",\n", + " \"electrolyzer.hydrogen_capacity_factor\",\n", + " \"ammonia.hydrogen_in\",\n", + " \"ammonia.max_hydrogen_capacity\",\n", + " \"ammonia.ammonia_capacity_factor\",\n", + " \"finance_subgroup_h2.LCOH\",\n", + " \"finance_subgroup_nh3.LCOA\",\n", + "]:\n", + " print(value + \": \" + str(np.max(model.prob.get_val(value))))" + ] + }, + { + "cell_type": "markdown", + "id": "4b8dc110", + "metadata": {}, + "source": [ + "### `resize_by_max_product` mode\n", + "\n", + "In this case, the electrolyzer will be sized to match the maximum hydrogen capacity of the ammonia plant. \n", + "This requires the `technology_interconnections` entry to send the `max_hydrogen_capacity` from the ammonia plant to the electrolyzer.\n", + "This decreases the electrolyzer size to 560 MW, the closest multiple of 40 MW (the cluster size) that will ensure an h2 production capacity that matches the ammonia plant's h2 intake at its max ammonia production capacity.\n", + "This increases the LCOH to $4.64/kg H2, but reduces the LCOA to $1.30/kg NH3, since electrolyzer size was matched to ammonia production but not HOPP." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2402eb78", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=====\n", + "plant\n", + "=====\n", + "NL: NLBGS Converged in 4 iterations\n", + "electrolyzer.electricity_in: 1048680.996768964\n", + "electrolyzer.electrolyzer_size_mw: 560.0\n", + "electrolyzer.hydrogen_capacity_factor: 0.6722260614534089\n", + "ammonia.hydrogen_in: 10701.566199695133\n", + "ammonia.max_hydrogen_capacity: 10589.360138101109\n", + "ammonia.ammonia_capacity_factor: 0.7076904219955559\n", + "finance_subgroup_h2.LCOH: 4.644401678804404\n", + "finance_subgroup_nh3.LCOA: 1.3047935193440283\n" + ] + } + ], + "source": [ + "# Create a H2Integrate model, modifying tech_config and plant_config as necessary\n", + "tech_config[\"technologies\"][\"electrolyzer\"][\"model_inputs\"][\"performance_parameters\"][\n", + " \"size_mode\"\n", + "] = \"resize_by_max_commodity\"\n", + "tech_config[\"technologies\"][\"electrolyzer\"][\"model_inputs\"][\"performance_parameters\"][\n", + " \"flow_used_for_sizing\"\n", + "] = \"hydrogen\"\n", + "tech_config[\"technologies\"][\"electrolyzer\"][\"model_inputs\"][\"performance_parameters\"][\n", + " \"max_commodity_ratio\"\n", + "] = 1.0\n", + "input_config[\"technology_config\"] = tech_config\n", + "plant_config[\"technology_interconnections\"] = [\n", + " [\"hopp\", \"electrolyzer\", \"electricity\", \"cable\"],\n", + " [\"electrolyzer\", \"ammonia\", \"hydrogen\", \"h2_pipe_array\"],\n", + " [\"ammonia\", \"electrolyzer\", \"max_hydrogen_capacity\", \"direct\"],\n", + "]\n", + "input_config[\"plant_config\"] = plant_config\n", + "\n", + "model = H2IntegrateModel(input_config)\n", + "\n", + "# Run the model\n", + "model.run()\n", + "\n", + "# Print selected output\n", + "for value in [\n", + " \"electrolyzer.electricity_in\",\n", + " \"electrolyzer.electrolyzer_size_mw\",\n", + " \"electrolyzer.hydrogen_capacity_factor\",\n", + " \"ammonia.hydrogen_in\",\n", + " \"ammonia.max_hydrogen_capacity\",\n", + " \"ammonia.ammonia_capacity_factor\",\n", + " \"finance_subgroup_h2.LCOH\",\n", + " \"finance_subgroup_nh3.LCOA\",\n", + "]:\n", + " print(value + \": \" + str(np.max(model.prob.get_val(value))))" + ] + }, + { + "cell_type": "markdown", + "id": "b88e5310", + "metadata": {}, + "source": [ + "## Using optimizer with multiple connections\n", + "\n", + "With both `electrolyzer` and `ammonia` in `size_by_max_feedstock` mode, the COBYLA optimizer can co-optimize the `max_feedstock_ratio` variables to minimize LCOA to $1.20/kg. This is achieved at a capacity factor of approximately 55% in both the electrolyzer and the ammonia plant." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "204ff626", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|0\n", + "---------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([1.]),\n", + " 'electrolyzer.max_feedstock_ratio': array([1.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.2496865])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|1\n", + "---------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([1.]),\n", + " 'electrolyzer.max_feedstock_ratio': array([1.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.2496865])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|2\n", + "---------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([1.]),\n", + " 'electrolyzer.max_feedstock_ratio': array([1.2])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.31237357])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|3\n", + "---------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([1.2]),\n", + " 'electrolyzer.max_feedstock_ratio': array([1.])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.2496865])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|4\n", + "---------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([1.]),\n", + " 'electrolyzer.max_feedstock_ratio': array([0.8])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.19535575])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|5\n", + "---------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([1.]),\n", + " 'electrolyzer.max_feedstock_ratio': array([0.6])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.25299474])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|6\n", + "---------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([0.91108884]),\n", + " 'electrolyzer.max_feedstock_ratio': array([0.84576906])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.22517452])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|7\n", + "---------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([1.08590905]),\n", + " 'electrolyzer.max_feedstock_ratio': array([0.85118236])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.21217351])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|8\n", + "---------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([1.00916499]),\n", + " 'electrolyzer.max_feedstock_ratio': array([0.75084715])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.19767376])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|9\n", + "---------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([0.97502828]),\n", + " 'electrolyzer.max_feedstock_ratio': array([0.80118888])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.2143843])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|10\n", + "----------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([1.0242671]),\n", + " 'electrolyzer.max_feedstock_ratio': array([0.80600897])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.2117977])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|11\n", + "----------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([1.0010803]),\n", + " 'electrolyzer.max_feedstock_ratio': array([0.79005852])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.2011689])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|12\n", + "----------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([1.00497074]),\n", + " 'electrolyzer.max_feedstock_ratio': array([0.80054015])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.19535575])}\n", + "\n", + "Driver debug print for iter coord: rank0:ScipyOptimize_COBYLA|13\n", + "----------------------------------------------------------------\n", + "Design Vars\n", + "{'ammonia.max_feedstock_ratio': array([0.9989197]),\n", + " 'electrolyzer.max_feedstock_ratio': array([0.80994148])}\n", + "\n", + "Nonlinear constraints\n", + "None\n", + "\n", + "Linear constraints\n", + "None\n", + "\n", + "Objectives\n", + "{'finance_subgroup_nh3.LCOA': array([1.20602989])}\n", + "\n", + "Optimization Complete\n", + "-----------------------------------\n", + "electrolyzer.electricity_in: 1048680.996768964\n", + "electrolyzer.electrolyzer_size_mw: 880.0\n", + "electrolyzer.hydrogen_capacity_factor: 0.5200926613154694\n", + "ammonia.hydrogen_in: 16815.91298776\n", + "ammonia.max_hydrogen_capacity: 16797.74682668353\n", + "ammonia.ammonia_capacity_factor: 0.5436065798046765\n", + "finance_subgroup_h2.LCOH: 4.530431269520775\n", + "finance_subgroup_nh3.LCOA: 1.2060298896768562\n" + ] + } + ], + "source": [ + "# Create a H2Integrate model, modifying tech_config and driver_config as necessary\n", + "tech_config[\"technologies\"][\"electrolyzer\"][\"model_inputs\"][\"performance_parameters\"][\n", + " \"size_mode\"\n", + "] = \"resize_by_max_feedstock\"\n", + "tech_config[\"technologies\"][\"electrolyzer\"][\"model_inputs\"][\"performance_parameters\"][\n", + " \"flow_used_for_sizing\"\n", + "] = \"electricity\"\n", + "tech_config[\"technologies\"][\"electrolyzer\"][\"model_inputs\"][\"performance_parameters\"][\n", + " \"max_feedstock_ratio\"\n", + "] = 1.0\n", + "tech_config[\"technologies\"][\"ammonia\"][\"model_inputs\"][\"performance_parameters\"][\"size_mode\"] = (\n", + " \"resize_by_max_feedstock\"\n", + ")\n", + "tech_config[\"technologies\"][\"ammonia\"][\"model_inputs\"][\"performance_parameters\"][\n", + " \"flow_used_for_sizing\"\n", + "] = \"hydrogen\"\n", + "tech_config[\"technologies\"][\"ammonia\"][\"model_inputs\"][\"performance_parameters\"][\n", + " \"max_feedstock_ratio\"\n", + "] = 1.0\n", + "input_config[\"technology_config\"] = tech_config\n", + "plant_config[\"technology_interconnections\"] = [\n", + " [\"hopp\", \"electrolyzer\", \"electricity\", \"cable\"],\n", + " [\"electrolyzer\", \"ammonia\", \"hydrogen\", \"pipe\"],\n", + "]\n", + "input_config[\"plant_config\"] = plant_config\n", + "driver_config[\"driver\"][\"optimization\"][\"flag\"] = True\n", + "driver_config[\"design_variables\"][\"electrolyzer\"][\"max_feedstock_ratio\"][\"flag\"] = True\n", + "driver_config[\"design_variables\"][\"ammonia\"][\"max_feedstock_ratio\"][\"flag\"] = True\n", + "input_config[\"driver_config\"] = driver_config\n", + "model = H2IntegrateModel(input_config)\n", + "\n", + "# Run the model\n", + "model.run()\n", + "\n", + "# Print selected outputs\n", + "for value in [\n", + " \"electrolyzer.electricity_in\",\n", + " \"electrolyzer.electrolyzer_size_mw\",\n", + " \"electrolyzer.hydrogen_capacity_factor\",\n", + " \"ammonia.hydrogen_in\",\n", + " \"ammonia.max_hydrogen_capacity\",\n", + " \"ammonia.ammonia_capacity_factor\",\n", + " \"finance_subgroup_h2.LCOH\",\n", + " \"finance_subgroup_nh3.LCOA\",\n", + "]:\n", + " print(value + \": \" + str(np.max(model.prob.get_val(value))))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hopp", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/25_sizing_modes/tech_config.yaml b/examples/25_sizing_modes/tech_config.yaml new file mode 100644 index 000000000..7bf320056 --- /dev/null +++ b/examples/25_sizing_modes/tech_config.yaml @@ -0,0 +1,88 @@ +name: "technology_config" +description: "This hybrid plant produces ammonia" + +technologies: + electrolyzer: + performance_model: + model: "eco_pem_electrolyzer_performance" + cost_model: + model: "singlitico_electrolyzer_cost" + model_inputs: + shared_parameters: + location: "onshore" + electrolyzer_capex: 1295 # $/kW overnight installed capital costs for a 1 MW system in 2022 USD/kW (DOE hydrogen program record 24005 Clean Hydrogen Production Cost Scenarios with PEM Electrolyzer Technology 05/20/24) (https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/24005-clean-hydrogen-production-cost-pem-electrolyzer.pdf?sfvrsn=8cb10889_1) + performance_parameters: + size_mode: "normal" + n_clusters: 16 + cluster_rating_MW: 40 + pem_control_type: 'basic' + eol_eff_percent_loss: 10 #eol defined as x% change in efficiency from bol + uptime_hours_until_eol: 80000 #number of 'on' hours until electrolyzer reaches eol + include_degradation_penalty: True #include degradation + turndown_ratio: 0.1 #turndown_ratio = minimum_cluster_power/cluster_rating_MW + + financial_parameters: + capital_items: + depr_period: 7 # based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years. also see https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + replacement_cost_percent: 0.15 # percent of capex - H2A default case + hopp: + performance_model: + model: "hopp" + config: !include tech_inputs/hopp_config_tx.yaml + cost_model: + model: "hopp" + electrolyzer_rating: 640. # MW + model_inputs: + cost_parameters: + cost_year: 2019 + ammonia: + performance_model: + model: "synloop_ammonia_performance" + cost_model: + model: "synloop_ammonia_cost" + model_inputs: # See converters/ammonia/Ammonia cost breakdown-ANL source.xlsx + shared_parameters: + production_capacity: 52777.6 + catalyst_consumption_rate: 0.000091295354067341 + catalyst_replacement_interval: 3 + performance_parameters: + size_mode: "normal" + capacity_factor: 0.9 + energy_demand: 0.530645243 + heat_output: 0.8299956 + feed_gas_t: 25.8 + feed_gas_p: 20 + feed_gas_x_n2: 0.25 + feed_gas_x_h2: 0.75 + feed_gas_mass_ratio: 1.13 + purge_gas_t: 7.5 + purge_gas_p: 275 + purge_gas_x_n2: 0.26 + purge_gas_x_h2: 0.68 + purge_gas_x_ar: 0.02 + purge_gas_x_nh3: 0.04 + purge_gas_mass_ratio: 0.07 + cost_parameters: + baseline_capacity: 52777.6 + base_cost_year: 2016 + capex_scaling_exponent: 0.6 + labor_scaling_exponent: 0.25 + asu_capex_base: 236920646 # See ASU + HB capex-NETL source.xlsx + synloop_capex_base: 302460908 # See ASU + HB capex-NETL source.xlsx + heat_capex_base: 7069100 + cool_capex_base: 4799200 + other_eqpt_capex_base: 0.001 + land_capex_base: 4112701.84103543 + deprec_noneq_capex_rate: 0.42 + labor_rate_base: 57 + num_workers_base: 50 + hours_yr: 2080 + gen_admin: 0.2 + prop_tax_ins: 0.02 + maint_rep: 0.005 + oxygen_byproduct_rate: 0.29405077250145 + water_consumption_rate: 0.049236824 + rebuild_cost_base: 0.001 + cooling_water_cost_base: 0.000113349938601175 + catalyst_cost_base: 23.19977341 + oxygen_price_base: 0.0285210891617726 diff --git a/examples/25_sizing_modes/tech_inputs/ATB2024_6MW_170RD_floris_turbine.yaml b/examples/25_sizing_modes/tech_inputs/ATB2024_6MW_170RD_floris_turbine.yaml new file mode 100644 index 000000000..5dc5034dc --- /dev/null +++ b/examples/25_sizing_modes/tech_inputs/ATB2024_6MW_170RD_floris_turbine.yaml @@ -0,0 +1,167 @@ +turbine_type: ATB2024_6MW_170RD +hub_height: 115.0 +rotor_diameter: 170.0 +TSR: 9.0 +operation_model: cosine-loss +turbine_rating: 6 +power_thrust_table: + ref_air_density: 1.225 + ref_tilt: 6.0 + cosine_loss_exponent_yaw: 1.88 + cosine_loss_exponent_tilt: 1.88 + wind_speed: + - 0.0 + - 0.5 + - 1.0 + - 1.5 + - 2.0 + - 2.5 + - 3.0 + - 3.5 + - 4.0 + - 4.5 + - 5.0 + - 5.5 + - 6.0 + - 6.5 + - 7.0 + - 7.5 + - 8.0 + - 8.5 + - 9.0 + - 9.5 + - 10.0 + - 10.5 + - 11.0 + - 11.5 + - 12.0 + - 12.5 + - 13.0 + - 13.5 + - 14.0 + - 14.5 + - 15.0 + - 15.5 + - 16.0 + - 16.5 + - 17.0 + - 17.5 + - 18.0 + - 18.5 + - 19.0 + - 19.5 + - 20.0 + - 20.5 + - 21.0 + - 21.5 + - 22.0 + - 22.5 + - 23.0 + - 23.5 + - 24.0 + - 24.5 + - 25.0 + power: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 228.52969636356403 + - 376.7496812611624 + - 580.9895384603997 + - 822.2288514721866 + - 1090.2170442095946 + - 1409.7828977663846 + - 1805.0803149166634 + - 2262.4843738118716 + - 2769.470201641793 + - 3355.6919968523225 + - 4026.7774705618813 + - 4650.06941568721 + - 5101.383194069271 + - 5428.709499847277 + - 5699.338168029099 + - 5885.580167578582 + - 5957.320816531514 + - 5969.721374482352 + - 5983.791873199394 + - 5998.661385858849 + - 6000.0000134452985 + - 6000.0000046641135 + - 6000.000003308616 + - 6000.000006360222 + - 6000.000004048927 + - 5999.999987869858 + - 6000.000012929167 + - 6000.000006082171 + - 6000.000023738385 + - 6000.00000711096 + - 6000.000006645225 + - 6000.000006679979 + - 6000.000020014243 + - 5999.999961177002 + - 5999.9999449266825 + - 6000.000028506952 + - 6000.000053387264 + - 5999.999948164235 + - 5999.999965304316 + - 5999.999956728193 + - 5999.999966609415 + - 5999.999938043193 + - 6000.000048773363 + - 5999.999914255965 + thrust_coefficient: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.912 + - 0.8745 + - 0.8605 + - 0.84 + - 0.8254999999999999 + - 0.818 + - 0.817 + - 0.8115 + - 0.8115 + - 0.8055000000000001 + - 0.7915000000000001 + - 0.7615000000000001 + - 0.7110000000000001 + - 0.6495 + - 0.581 + - 0.5115000000000001 + - 0.445 + - 0.3885 + - 0.337 + - 0.2955 + - 0.258 + - 0.2285 + - 0.20600000000000002 + - 0.1805 + - 0.1665 + - 0.149 + - 0.137 + - 0.1265 + - 0.1115 + - 0.107 + - 0.0985 + - 0.09 + - 0.082 + - 0.0795 + - 0.07250000000000001 + - 0.067 + - 0.0595 + - 0.056999999999999995 + - 0.05 + - 0.048 + - 0.041499999999999995 + - 0.0395 + - 0.0385 + - 0.032 + - 0.031 diff --git a/examples/25_sizing_modes/tech_inputs/floris_input_lbw_6MW.yaml b/examples/25_sizing_modes/tech_inputs/floris_input_lbw_6MW.yaml new file mode 100644 index 000000000..60b25e145 --- /dev/null +++ b/examples/25_sizing_modes/tech_inputs/floris_input_lbw_6MW.yaml @@ -0,0 +1,673 @@ +name: Gauss +description: Three turbines using Gauss model +floris_version: v4.0.0 +logging: + console: + enable: false + level: WARNING + file: + enable: false + level: WARNING +solver: + type: turbine_grid + turbine_grid_points: 1 +flow_field: + air_density: 1.225 + reference_wind_height: -1 + wind_directions: + - 270.0 + wind_shear: 0.33 + wind_speeds: + - 8.0 + wind_veer: 0.0 + turbulence_intensities: + - 0.06 +wake: + model_strings: + combination_model: sosfs + deflection_model: gauss + turbulence_model: crespo_hernandez + velocity_model: gauss + enable_secondary_steering: false + enable_yaw_added_recovery: false + enable_transverse_velocities: false + wake_deflection_parameters: + gauss: + ad: 0.0 + alpha: 0.58 + bd: 0.0 + beta: 0.077 + dm: 1.0 + ka: 0.38 + kb: 0.004 + jimenez: + ad: 0.0 + bd: 0.0 + kd: 0.05 + wake_velocity_parameters: + cc: + a_s: 0.179367259 + b_s: 0.0118889215 + c_s1: 0.0563691592 + c_s2: 0.13290157 + a_f: 3.11 + b_f: -0.68 + c_f: 2.41 + alpha_mod: 1.0 + gauss: + alpha: 0.58 + beta: 0.077 + ka: 0.38 + kb: 0.004 + jensen: + we: 0.05 + wake_turbulence_parameters: + crespo_hernandez: + initial: 0.1 + constant: 0.5 + ai: 0.8 + downstream: -0.32 + enable_active_wake_mixing: false + +farm: + layout_x: + - 944.6609406443386 + - 2134.6609406443386 + - 3324.6609406443386 + - 4514.660940644339 + - 5704.660940644339 + - 6894.660940644339 + - 8084.660940644339 + - 9274.660940644339 + - 10464.660940644339 + - 11654.660940644339 + - 12844.660940644331 + - 14034.660940644339 + - 15224.660940644339 + - 16414.66094064434 + - 17604.66094064434 + - 18794.66094064434 + - 19984.66094064434 + - 21174.66094064434 + - 22364.66094064434 + - 23554.660940644346 + - 24744.66094064434 + - 944.6609406443386 + - 2134.6609406443386 + - 3324.6609406443386 + - 4514.660940644339 + - 5704.660940644339 + - 6894.660940644339 + - 8084.660940644339 + - 9274.660940644339 + - 10464.660940644339 + - 11654.660940644339 + - 12844.660940644331 + - 14034.660940644339 + - 15224.660940644339 + - 16414.66094064434 + - 17604.66094064434 + - 18794.66094064434 + - 19984.66094064434 + - 21174.66094064434 + - 22364.66094064434 + - 23554.660940644346 + - 24744.66094064434 + - 944.6609406443386 + - 2134.6609406443386 + - 3324.6609406443386 + - 4514.660940644339 + - 5704.660940644339 + - 6894.660940644339 + - 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+ - 0.0 + - 0.0 + - 0.912 + - 0.8745 + - 0.8605 + - 0.84 + - 0.8254999999999999 + - 0.818 + - 0.817 + - 0.8115 + - 0.8115 + - 0.8055000000000001 + - 0.7915000000000001 + - 0.7615000000000001 + - 0.7110000000000001 + - 0.6495 + - 0.581 + - 0.5115000000000001 + - 0.445 + - 0.3885 + - 0.337 + - 0.2955 + - 0.258 + - 0.2285 + - 0.20600000000000002 + - 0.1805 + - 0.1665 + - 0.149 + - 0.137 + - 0.1265 + - 0.1115 + - 0.107 + - 0.0985 + - 0.09 + - 0.082 + - 0.0795 + - 0.07250000000000001 + - 0.067 + - 0.0595 + - 0.056999999999999995 + - 0.05 + - 0.048 + - 0.041499999999999995 + - 0.0395 + - 0.0385 + - 0.032 + - 0.031 + wind_speed: + - 0.0 + - 0.5 + - 1.0 + - 1.5 + - 2.0 + - 2.5 + - 3.0 + - 3.5 + - 4.0 + - 4.5 + - 5.0 + - 5.5 + - 6.0 + - 6.5 + - 7.0 + - 7.5 + - 8.0 + - 8.5 + - 9.0 + - 9.5 + - 10.0 + - 10.5 + - 11.0 + - 11.5 + - 12.0 + - 12.5 + - 13.0 + - 13.5 + - 14.0 + - 14.5 + - 15.0 + - 15.5 + - 16.0 + - 16.5 + - 17.0 + - 17.5 + - 18.0 + - 18.5 + - 19.0 + - 19.5 + - 20.0 + - 20.5 + - 21.0 + - 21.5 + - 22.0 + - 22.5 + - 23.0 + - 23.5 + - 24.0 + - 24.5 + - 25.0 + rotor_diameter: 170.0 + turbine_type: ATB2024_6MW_170RD diff --git a/examples/25_sizing_modes/tech_inputs/hopp_config_tx.yaml b/examples/25_sizing_modes/tech_inputs/hopp_config_tx.yaml new file mode 100644 index 000000000..d24446b6b --- /dev/null +++ b/examples/25_sizing_modes/tech_inputs/hopp_config_tx.yaml @@ -0,0 +1,228 @@ +site: #!include flatirons_site.yaml + data: + lat: 32.31714 + lon: -100.18 + elev: 762 + year: 2013 + tz: -6 + site_boundaries: + verts: + - [0.0, 0.0] + - [0.0, 20000.0] + - [20000.0, 20000.0] + - [20000.0, 0.0] + verts_simple: + - [0.0, 0.0] + - [0.0, 20000.0] + - [20000.0, 20000.0] + - [20000.0, 0.0] + solar_resource_file: "tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv" + wind_resource_file: "tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw" + wave_resource_file: "" + grid_resource_file: "" + hub_height: 115.0 + capacity_hours: [] + solar: true + wind: true + wave: false + wind_resource_origin: "WTK" +technologies: + wind: + num_turbines: 148 # 175 + turbine_rating_kw: 6000.0 + operational_losses: 10.49 + model_name: pysam + timestep: [0, 8760] + # floris_config: tech_inputs/floris_input_lbw_6MW.yaml + fin_model: + battery_system: + batt_replacement_schedule_percent: [0] + batt_bank_replacement: [0] + batt_replacement_option: 0 + batt_computed_bank_capacity: 0 + batt_meter_position: 0 + system_costs: + om_fixed: [0] + om_production: [0] + om_capacity: [0] + om_batt_fixed_cost: 0 + om_batt_variable_cost: [0] + om_batt_capacity_cost: 0 + om_batt_replacement_cost: 0 + om_replacement_cost_escal: 0 + system_use_lifetime_output: 0 + financial_parameters: + inflation_rate: 0.0 # real basis + real_discount_rate: 6.3 # real return based on 2024 ATB baseline workbook for land-based wind. + federal_tax_rate: 21.0 # https://taxsummaries.pwc.com/quick-charts/corporate-income-tax-cit-rates + state_tax_rate: 4.74 # 0.75 # https://comptroller.texas.gov/taxes/franchise/ --> The TX franchise tax should be applied to margin but is included in income tax here as an approximation + property_tax_rate: 1.47 # average effective real property tax rate in Texas https://taxfoundation.org/data/all/state/property-taxes-by-state-county-2024/ + insurance_rate: 1.0 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf + debt_percent: 72.4 # based on 2024 ATB for land-based wind + term_int_rate: 4.4 # based on 2024 ATB real interest rate for land-based onshore wind + months_working_reserve: 1 + analysis_start_year: 2030 + installation_months: 36 + sales_tax_rate_state: 0.0 # 8.20 # average combined state and local sales tax in TX https://taxfoundation.org/location/texas/ + admin_expense_percent_of_sales: 0.0 # H2FAST default + capital_gains_tax_rate: 15.0 # H2FAST default + debt_type: "Revolving debt" # H2FAST default + depreciation_method: "MACRS" + depreciation_period: 5 # years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + cp_capacity_credit_percent: [0] + degradation: [0] + revenue: + ppa_price_input: [0.0] # cents/kWh + ppa_escalation: 0 # % + pv: + system_capacity_kw: 400000 # 750500 + dc_degradation: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] + fin_model: + battery_system: + batt_replacement_schedule_percent: [0] + batt_bank_replacement: [0] + batt_replacement_option: 0 + batt_computed_bank_capacity: 0 + batt_meter_position: 0 + system_costs: + om_fixed: [0] + om_production: [0] + om_capacity: [0] + om_batt_fixed_cost: 0 + om_batt_variable_cost: [0] + om_batt_capacity_cost: 0 + om_batt_replacement_cost: 0 + om_replacement_cost_escal: 0 + system_use_lifetime_output: 0 + financial_parameters: + inflation_rate: 0.0 # real basis + real_discount_rate: 5.9 # real return based on 2024 ATB baseline for utility-scale PV + federal_tax_rate: 21.0 # https://taxsummaries.pwc.com/quick-charts/corporate-income-tax-cit-rates + state_tax_rate: 4.74 # 0.75 # https://comptroller.texas.gov/taxes/franchise/ --> The TX franchise tax should be applied to margin but is included in income tax here as an approximation + property_tax_rate: 1.47 # average effective real property tax rate in Texas https://taxfoundation.org/data/all/state/property-taxes-by-state-county-2024/ + insurance_rate: 1.0 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf + debt_percent: 75.3 # based on 2024 ATB for utility-scale pv solar + term_int_rate: 4.4 # based on 2024 ATB real interest rate for utility-scale pv solar + months_working_reserve: 1 + analysis_start_year: 2030 + installation_months: 36 + sales_tax_rate_state: 0.0 # 8.20 # average combined state and local sales tax in TX https://taxfoundation.org/location/texas/ + admin_expense_percent_of_sales: 0.0 # H2FAST default + capital_gains_tax_rate: 15.0 # H2FAST default + debt_type: "Revolving debt" # H2FAST default + depreciation_method: "MACRS" + depreciation_period: 5 # years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + cp_capacity_credit_percent: [0] + degradation: [0] + revenue: + ppa_price_input: [0.0] # cents/kWh + ppa_escalation: 0 # % + battery: + system_capacity_kwh: 96 # 375750 + system_capacity_kw: 96 # 375750 + minimum_SOC: 20.0 + maximum_SOC: 100.0 + initial_SOC: 90.0 + fin_model: + battery_system: + batt_replacement_schedule_percent: [0] + batt_bank_replacement: [0] + batt_replacement_option: 0 + batt_computed_bank_capacity: 0 + batt_meter_position: 0 + system_costs: + om_fixed: [0] + om_production: [0] + om_capacity: [0] + om_batt_fixed_cost: 0 + om_batt_variable_cost: [0] + om_batt_capacity_cost: 0 + om_batt_replacement_cost: 0 + om_replacement_cost_escal: 0 + system_use_lifetime_output: 0 + financial_parameters: + inflation_rate: 0.0 # real basis + real_discount_rate: 6.6 # real return based on 2024 ATB baseline for utility-scale battery + federal_tax_rate: 21.0 # https://taxsummaries.pwc.com/quick-charts/corporate-income-tax-cit-rates + state_tax_rate: 4.74 # 0.75 # https://comptroller.texas.gov/taxes/franchise/ --> The TX franchise tax should be applied to margin but is included in income tax here as an approximation + property_tax_rate: 1.47 # average effective real property tax rate in Texas https://taxfoundation.org/data/all/state/property-taxes-by-state-county-2024/ + insurance_rate: 1.0 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf + debt_percent: 75.4 # based on 2024 ATB for utility-scale pv plus battery + term_int_rate: 4.4 # based on 2024 ATB real interest rate for utility-scale battery + months_working_reserve: 1 + analysis_start_year: 2030 + installation_months: 36 + sales_tax_rate_state: 0.0 # 8.20 # average combined state and local sales tax in TX https://taxfoundation.org/location/texas/ + admin_expense_percent_of_sales: 0.0 # H2FAST default + capital_gains_tax_rate: 15.0 # H2FAST default + debt_type: "Revolving debt" # H2FAST default + depreciation_method: "MACRS" + depreciation_period: 5 # years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + cp_capacity_credit_percent: [0] + degradation: [0] + revenue: + ppa_price_input: [0.0] # cents/kWh + ppa_escalation: 0 # % + grid: + interconnect_kw: 2000000 # Set higher than rated generation capacity + fin_model: + battery_system: + batt_replacement_schedule_percent: [0] + batt_bank_replacement: [0] + batt_replacement_option: 0 + batt_computed_bank_capacity: 0 + batt_meter_position: 0 + system_costs: + om_fixed: [0] + om_production: [0] + om_capacity: [0] + om_batt_fixed_cost: 0 + om_batt_variable_cost: [0] + om_batt_capacity_cost: 0 + om_batt_replacement_cost: 0 + om_replacement_cost_escal: 0 + system_use_lifetime_output: 0 + financial_parameters: + inflation_rate: 0.0 # real basis + real_discount_rate: 6.3 # real return based on 2024 ATB baseline workbook for land-based wind. + federal_tax_rate: 21.0 # https://taxsummaries.pwc.com/quick-charts/corporate-income-tax-cit-rates + state_tax_rate: 4.74 # 0.75 # https://comptroller.texas.gov/taxes/franchise/ --> The TX franchise tax should be applied to margin but is included in income tax here as an approximation + property_tax_rate: 1.47 # average effective real property tax rate in Texas https://taxfoundation.org/data/all/state/property-taxes-by-state-county-2024/ + insurance_rate: 1.0 # percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf + debt_percent: 72.4 # based on 2024 ATB for land-based wind + term_int_rate: 4.4 # based on 2024 ATB real interest rate for land-based onshore wind + months_working_reserve: 1 + analysis_start_year: 2030 + installation_months: 36 + sales_tax_rate_state: 0.0 # 8.20 # average combined state and local sales tax in TX https://taxfoundation.org/location/texas/ + admin_expense_percent_of_sales: 0.0 # H2FAST default + capital_gains_tax_rate: 15.0 # H2FAST default + debt_type: "Revolving debt" # H2FAST default + depreciation_method: "MACRS" + depreciation_period: 5 # years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 + cp_capacity_credit_percent: [0] + degradation: [0] + revenue: + ppa_price_input: [0.0] # cents/kWh + ppa_escalation: 0 # % + +config: + simulation_options: + cache: true + wind: + skip_financial: false + dispatch_options: + battery_dispatch: load_following_heuristic # load_following_heuristic #heuristic + solver: cbc + n_look_ahead_periods: 48 + grid_charging: false + pv_charging_only: false + include_lifecycle_count: false + cost_info: + wind_installed_cost_mw: 1380000 # (2022USD) 2025 costs in 2022 USD from NREL 2024 ATB for land-based wind. 2025 used as an overnight-capex lock-in date for 2030 operation + solar_installed_cost_mw: 1323000 # (2022USD) 2025 costs in 2022 USD from NREL 2024 ATB for utility-scale pv. 2025 used as an overnight-capex lock-in date for 2030 operation + storage_installed_cost_mwh: 310000 # (2022USD) 2025 battery costs in 2022 USD from NREL 2024 ATB for utility-scale battery storage. 2025 used as an overnight-capex lock-in date for 2030 operation + storage_installed_cost_mw: 311000 # (2022USD) 2025 battery costs in 2022 USD from NREL 2024 ATB for utility-scale battery storage. 2025 used as an overnight-capex lock-in date for 2030 operation + wind_om_per_kw: 29 # (2022USD) 2030 costs in 2022 USD from 2024 ATB for land-based wind + pv_om_per_kw: 18 # (2022USD) 2030 costs in 2022 USD from NREL 2024 ATB for utility-scale PV + battery_om_per_kw: 15.525 # (2022USD) based on 2.5 percent of battery capex/kW for a 1-hour battery using both power and energy costs above diff --git a/examples/25_sizing_modes/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv b/examples/25_sizing_modes/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv new file mode 100644 index 000000000..d3865c868 --- /dev/null +++ b/examples/25_sizing_modes/tech_inputs/weather/solar/32.31714_-100.18_psmv3_60_2013.csv @@ -0,0 +1,8763 @@ +Source,Location ID,City,State,Country,Latitude,Longitude,Time Zone,Elevation,Local Time Zone,Clearsky DHI Units,Clearsky DNI Units,Clearsky GHI Units,Dew Point Units,DHI Units,DNI Units,GHI Units,Solar Zenith Angle Units,Temperature Units,Pressure Units,Relative Humidity Units,Precipitable Water Units,Wind Direction Units,Wind Speed Units,Cloud Type -15,Cloud Type 0,Cloud Type 1,Cloud Type 2,Cloud Type 3,Cloud Type 4,Cloud Type 5,Cloud Type 6,Cloud Type 7,Cloud Type 8,Cloud Type 9,Cloud Type 10,Cloud Type 11,Cloud Type 12,Fill Flag 0,Fill Flag 1,Fill Flag 2,Fill Flag 3,Fill Flag 4,Fill Flag 5,Surface Albedo Units,Version 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a/examples/25_sizing_modes/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw b/examples/25_sizing_modes/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw new file mode 100644 index 000000000..cda6d99dd --- /dev/null +++ b/examples/25_sizing_modes/tech_inputs/weather/wind/32.31714_-100.18_windtoolkit_2013_60min_100m_120m.srw @@ -0,0 +1,8765 @@ +1052613,city??,TX,country??,2013,32.3187141418,-100.181152344,Not Available,1,8760 +WIND Toolkit data from NREL downloaded on 2024-10-21 +Temperature,Pressure,Speed,Direction,Temperature,Pressure,Speed,Direction +C,atm,m/s,Degrees,C,atm,m/s,Degrees +100,100,100,100,120,120,120,120 +10.1,0.91,9.780,300.7,10.2,0.91,10.210,301.8 +3.4,0.91,6.670,11.6,3.8,0.91,6.760,12.0 +2.9,0.91,5.490,18.0,2.8,0.91,5.720,18.7 +3.4,0.91,4.840,19.7,3.3,0.91,4.960,20.5 +3.0,0.91,6.270,22.7,2.9,0.91,6.360,23.3 +2.0,0.91,6.980,7.1,1.8,0.91,7.170,7.5 +0.7,0.91,7.500,4.0,0.6,0.91,7.550,4.1 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b/h2integrate/control/control_rules/pyomo_rule_baseclass.py index 60788d151..e34d6028d 100644 --- a/h2integrate/control/control_rules/pyomo_rule_baseclass.py +++ b/h2integrate/control/control_rules/pyomo_rule_baseclass.py @@ -5,7 +5,7 @@ from h2integrate.core.utilities import BaseConfig -@define +@define(kw_only=True) class PyomoRuleBaseConfig(BaseConfig): """ Configuration class for the PyomoRuleBaseConfig. diff --git a/h2integrate/control/control_strategies/converters/flexible_demand_openloop_controller.py b/h2integrate/control/control_strategies/converters/flexible_demand_openloop_controller.py index ed5ef77d0..9374ba4d6 100644 --- a/h2integrate/control/control_strategies/converters/flexible_demand_openloop_controller.py +++ b/h2integrate/control/control_strategies/converters/flexible_demand_openloop_controller.py @@ -8,7 +8,7 @@ ) -@define +@define(kw_only=True) class FlexibleDemandOpenLoopConverterControllerConfig(DemandOpenLoopControlBaseConfig): """Configuration for defining a flexible demand open-loop controller. diff --git a/h2integrate/control/control_strategies/demand_openloop_controller.py b/h2integrate/control/control_strategies/demand_openloop_controller.py index 499ccbebe..f0724d922 100644 --- a/h2integrate/control/control_strategies/demand_openloop_controller.py +++ b/h2integrate/control/control_strategies/demand_openloop_controller.py @@ -4,7 +4,7 @@ from h2integrate.core.utilities import BaseConfig -@define +@define(kw_only=True) class DemandOpenLoopControlBaseConfig(BaseConfig): """Configuration for defining an open-loop demand profile. diff --git a/h2integrate/control/control_strategies/passthrough_openloop_controller.py b/h2integrate/control/control_strategies/passthrough_openloop_controller.py index c8197a472..b6be718d5 100644 --- a/h2integrate/control/control_strategies/passthrough_openloop_controller.py +++ b/h2integrate/control/control_strategies/passthrough_openloop_controller.py @@ -5,7 +5,7 @@ from h2integrate.control.control_strategies.controller_baseclass import ControllerBaseClass -@define +@define(kw_only=True) class PassThroughOpenLoopControllerConfig(BaseConfig): commodity_name: str = field() commodity_units: str = field() diff --git a/h2integrate/control/control_strategies/pyomo_controllers.py b/h2integrate/control/control_strategies/pyomo_controllers.py index 47ae68af8..d89869a1f 100644 --- a/h2integrate/control/control_strategies/pyomo_controllers.py +++ b/h2integrate/control/control_strategies/pyomo_controllers.py @@ -13,7 +13,7 @@ pass -@define +@define(kw_only=True) class PyomoControllerBaseConfig(BaseConfig): """ Configuration data container for Pyomo-based storage / dispatch controllers. @@ -678,7 +678,7 @@ def round_trip_efficiency(self, round_trip_efficiency: float): self.discharge_efficiency = efficiency -@define +@define(kw_only=True) class HeuristicLoadFollowingControllerConfig(PyomoControllerBaseConfig): max_charge_rate: int | float = field() charge_efficiency: float = field(default=None) diff --git a/h2integrate/control/control_strategies/storage/demand_openloop_controller.py b/h2integrate/control/control_strategies/storage/demand_openloop_controller.py index 57c27be90..0516b30df 100644 --- a/h2integrate/control/control_strategies/storage/demand_openloop_controller.py +++ b/h2integrate/control/control_strategies/storage/demand_openloop_controller.py @@ -11,7 +11,7 @@ ) -@define +@define(kw_only=True) class DemandOpenLoopStorageControllerConfig(DemandOpenLoopControlBaseConfig): """ Configuration class for the DemandOpenLoopStorageController. diff --git a/h2integrate/converters/ammonia/ammonia_synloop.py b/h2integrate/converters/ammonia/ammonia_synloop.py index f2f53f545..26ea56a8b 100644 --- a/h2integrate/converters/ammonia/ammonia_synloop.py +++ b/h2integrate/converters/ammonia/ammonia_synloop.py @@ -1,22 +1,38 @@ import numpy as np -import openmdao.api as om from attrs import field, define -from h2integrate.core.utilities import BaseConfig, CostModelBaseConfig, merge_shared_inputs +from h2integrate.core.utilities import ( + CostModelBaseConfig, + ResizeablePerformanceModelBaseConfig, + merge_shared_inputs, +) from h2integrate.core.validators import gt_zero, range_val from h2integrate.tools.constants import H_MW, N_MW -from h2integrate.core.model_baseclasses import CostModelBaseClass +from h2integrate.core.model_baseclasses import ( + CostModelBaseClass, + ResizeablePerformanceModelBaseClass, +) from h2integrate.tools.inflation.inflate import inflate_cpi, inflate_cepci -@define -class AmmoniaSynLoopPerformanceConfig(BaseConfig): +@define(kw_only=True) +class AmmoniaSynLoopPerformanceConfig(ResizeablePerformanceModelBaseConfig): """ Configuration inputs for the ammonia synthesis loop performance model. *Starred inputs are from tech_config/ammonia/model_inputs/shared_parameters The other inputs are from tech_config/ammonia/model_inputs/performance_parameters Attributes: + size_mode (str): The mode in which the component is sized. Options: + - "normal": The component size is taken from the tech_config. + - "resize_by_max_feedstock": Resize based on maximum feedstock availability. + - "resize_by_max_commodity": Resize based on maximum commodity demand. + flow_used_for_sizing (str | None): The feedstock/commodity flow used for sizing. + Required when size_mode is not "normal". + max_feedstock_ratio (float): Ratio for sizing in "resize_by_max_feedstock" mode. + Defaults to 1.0. + max_commodity_ratio (float): Ratio for sizing in "resize_by_max_commodity" mode. + Defaults to 1.0. *production_capacity (float): The total production capacity of the ammonia synthesis loop (in kg ammonia per hour) *catalyst_consumption_rate (float): The mass ratio of catalyst consumed by the reactor over @@ -64,7 +80,7 @@ class AmmoniaSynLoopPerformanceConfig(BaseConfig): purge_gas_mass_ratio: float = field(validator=gt_zero) -class AmmoniaSynLoopPerformanceModel(om.ExplicitComponent): +class AmmoniaSynLoopPerformanceModel(ResizeablePerformanceModelBaseClass): """ OpenMDAO component modeling the performance of an ammonia synthesis loop. @@ -113,6 +129,10 @@ class AmmoniaSynLoopPerformanceModel(om.ExplicitComponent): Total electricity consumed over the modeled period. limiting_output: array of ints [-] 0: nitrogen-limited, 1: hydrogen-limited, 2: electricity-limited 3: capacity-limited + max_hydrogen_capacity : float [kg/h] + The maximum rate of hydrogen consumption. + ammonia_capacity_factor : float [-] + The ratio of ammonia produced to the maximum production capacity. Notes ----- @@ -121,16 +141,12 @@ class AmmoniaSynLoopPerformanceModel(om.ExplicitComponent): conversion efficiency up to the limiting reagent or energy input. """ - def initialize(self): - self.options.declare("plant_config", types=dict) - self.options.declare("tech_config", types=dict) - self.options.declare("driver_config", types=dict) - def setup(self): n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] self.config = AmmoniaSynLoopPerformanceConfig.from_dict( merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance") ) + super().setup() self.add_input("hydrogen_in", val=0.0, shape=n_timesteps, units="kg/h") self.add_input("nitrogen_in", val=0.0, shape=n_timesteps, units="kg/h") @@ -146,9 +162,13 @@ def setup(self): self.add_output("total_hydrogen_consumed", val=0.0, units="kg/year") self.add_output("total_nitrogen_consumed", val=0.0, units="kg/year") self.add_output("total_electricity_consumed", val=0.0, units="kW*h/year") - self.add_output("limiting_input", val=0, shape=n_timesteps, units=None) + self.add_output( + "limiting_input", val=0, shape_by_conn=True, copy_shape="hydrogen_in", units=None + ) + self.add_output("max_hydrogen_capacity", val=1000.0, units="kg/h") + self.add_output("ammonia_capacity_factor", val=0.0, units="unitless") - def compute(self, inputs, outputs): + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): # Get config values nh3_cap = self.config.production_capacity # kg NH3 per hour cat_consume = self.config.catalyst_consumption_rate # kg Cat per kg NH3 @@ -162,6 +182,26 @@ def compute(self, inputs, outputs): x_n2_purge = self.config.purge_gas_x_n2 # mol frac ratio_purge = self.config.purge_gas_mass_ratio # kg/kg NH3 + # Resize if needed + size_mode = discrete_inputs["size_mode"] + if size_mode == "normal": + pass + elif size_mode == "resize_by_max_feedstock": + if discrete_inputs["flow_used_for_sizing"] == "hydrogen": + max_cap_ratio = inputs["max_feedstock_ratio"] + feed_mw = x_h2_feed * H_MW * 2 + x_n2_feed * N_MW * 2 # g / mol + w_h2_feed = x_h2_feed * H_MW * 2 / feed_mw # kg H2 / kg feed gas + nh3_cap = np.max(inputs["hydrogen_in"]) / (ratio_feed * w_h2_feed) * max_cap_ratio + else: + flow = discrete_inputs["flow_used_for_sizing"] + NotImplementedError( + f"The sizing mode '{size_mode}' is not implemented for the '{flow}' flow" + ) + else: + NotImplementedError( + f"The sizing mode '{size_mode}' is not implemented for this converter" + ) + # Inputs (arrays of length n_timesteps) h2_in = inputs["hydrogen_in"] n2_in = inputs["nitrogen_in"] @@ -226,13 +266,19 @@ def compute(self, inputs, outputs): outputs["electricity_out"] = elec_in - used_elec outputs["heat_out"] = nh3_prod * heat_output outputs["catalyst_mass"] = cat_mass - outputs["total_ammonia_produced"] = nh3_prod.sum() + outputs["total_ammonia_produced"] = max(nh3_prod.sum(), 1e-6) outputs["total_hydrogen_consumed"] = h2_in.sum() outputs["total_nitrogen_consumed"] = n2_in.sum() outputs["total_electricity_consumed"] = elec_in.sum() + h2_cap = nh3_cap * h2_rate # kg H2 per hour + outputs["max_hydrogen_capacity"] = h2_cap + + # Calculate capacity factor + outputs["ammonia_capacity_factor"] = np.mean(nh3_prod) / nh3_cap + -@define +@define(kw_only=True) class AmmoniaSynLoopCostConfig(CostModelBaseConfig): """ Configuration inputs for the ammonia synthesis loop cost model. diff --git a/h2integrate/converters/ammonia/simple_ammonia_model.py b/h2integrate/converters/ammonia/simple_ammonia_model.py index 5a08ceae7..4d164b962 100644 --- a/h2integrate/converters/ammonia/simple_ammonia_model.py +++ b/h2integrate/converters/ammonia/simple_ammonia_model.py @@ -6,7 +6,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class AmmoniaPerformanceModelConfig(BaseConfig): """Configuration inputs for the ammonia performance model, including plant capacity and capacity factor. @@ -49,7 +49,7 @@ def compute(self, inputs, outputs): outputs["total_ammonia_produced"] = ammonia_production_kgpy -@define +@define(kw_only=True) class AmmoniaCostModelConfig(CostModelBaseConfig): """ Configuration inputs for the ammonia cost model, including plant capacity and diff --git a/h2integrate/converters/ammonia/test/test_ammonia_synloop_model.py b/h2integrate/converters/ammonia/test/test_ammonia_synloop_model.py index 61485227d..ae342a097 100644 --- a/h2integrate/converters/ammonia/test/test_ammonia_synloop_model.py +++ b/h2integrate/converters/ammonia/test/test_ammonia_synloop_model.py @@ -1,7 +1,12 @@ +import os + import numpy as np import pytest import openmdao.api as om +from h2integrate import EXAMPLE_DIR +from h2integrate.core.h2integrate_model import H2IntegrateModel +from h2integrate.core.inputs.validation import load_tech_yaml, load_plant_yaml, load_driver_yaml from h2integrate.converters.ammonia.ammonia_synloop import AmmoniaSynLoopPerformanceModel @@ -14,6 +19,7 @@ def make_synloop_config(): "catalyst_replacement_interval": 3, }, "performance_parameters": { + "size_mode": "normal", "capacity_factor": 0.9, "energy_demand": 0.530645243, "heat_output": 0.8299956, @@ -91,3 +97,41 @@ def test_ammonia_synloop_limiting_cases(subtests): # Check total NH3 output with subtests.test("Total ammonia"): assert np.allclose(total, np.sum(expected_nh3), rtol=1e-6) + + +def test_size_mode_outputs(subtests): + # Change the current working directory to the example's directory + os.chdir(EXAMPLE_DIR / "25_sizing_modes") + + # Load the 'base' configs needed to create the H2I model + driver_config = load_driver_yaml(EXAMPLE_DIR / "25_sizing_modes" / "driver_config.yaml") + plant_config = load_plant_yaml(EXAMPLE_DIR / "25_sizing_modes" / "plant_config.yaml") + tech_config = load_tech_yaml(EXAMPLE_DIR / "25_sizing_modes" / "tech_config.yaml") + input_config = { + "name": "H2Integrate_config", + "system_summary": "hybrid plant containing ammonia plant and electrolyzer", + "driver_config": driver_config, + "plant_config": plant_config, + "technology_config": tech_config, + } + + # Create a H2Integrate model, modifying tech_config as necessary + tech_config["technologies"]["ammonia"]["model_inputs"]["performance_parameters"][ + "size_mode" + ] = "resize_by_max_feedstock" + tech_config["technologies"]["ammonia"]["model_inputs"]["performance_parameters"][ + "flow_used_for_sizing" + ] = "hydrogen" + tech_config["technologies"]["ammonia"]["model_inputs"]["performance_parameters"][ + "max_feedstock_ratio" + ] = 1.0 + input_config["technology_config"] = tech_config + model = H2IntegrateModel(input_config) + + model.run() + + with subtests.test("Test `resize_by_max_feedstock` mode"): + assert ( + pytest.approx(model.prob.get_val("ammonia.max_hydrogen_capacity")[0], rel=1e-3) + == 12543.68246215831 + ) diff --git a/h2integrate/converters/co2/marine/direct_ocean_capture.py b/h2integrate/converters/co2/marine/direct_ocean_capture.py index 05116d9e8..4d4365157 100644 --- a/h2integrate/converters/co2/marine/direct_ocean_capture.py +++ b/h2integrate/converters/co2/marine/direct_ocean_capture.py @@ -33,7 +33,7 @@ def setup_electrodialysis_inputs(config): ) -@define +@define(kw_only=True) class DOCPerformanceConfig(MarineCarbonCapturePerformanceConfig): """Extended configuration for Direct Ocean Capture (DOC) performance model. @@ -134,7 +134,7 @@ def compute(self, inputs, outputs): outputs["plant_mCC_capacity_mtph"] = max(range_outputs.S1["mCC"]) -@define +@define(kw_only=True) class DOCCostModelConfig(DOCPerformanceConfig): """Configuration for the DOC cost model. diff --git a/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py b/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py index dcda17246..0c0228764 100644 --- a/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py +++ b/h2integrate/converters/co2/marine/marine_carbon_capture_baseclass.py @@ -5,7 +5,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class MarineCarbonCapturePerformanceConfig(BaseConfig): """Configuration options for marine carbon capture performance modeling. diff --git a/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py b/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py index 4e51b330e..e9b343dfb 100644 --- a/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py +++ b/h2integrate/converters/co2/marine/ocean_alkalinity_enhancement.py @@ -29,7 +29,7 @@ def setup_ocean_alkalinity_enhancement_inputs(config): ) -@define +@define(kw_only=True) class OAEPerformanceConfig(MarineCarbonCapturePerformanceConfig): """Extended configuration for Ocean Alkalinity Enhancement (OAE) performance model. @@ -233,7 +233,7 @@ def compute(self, inputs, outputs): outputs["unused_energy"] = oae_outputs.OAE_outputs["P_xs"] -@define +@define(kw_only=True) class OAECostModelConfig(BaseConfig): """Configuration for the OAE cost model. diff --git a/h2integrate/converters/grid/grid.py b/h2integrate/converters/grid/grid.py index a62d3575b..f08fb0bc7 100644 --- a/h2integrate/converters/grid/grid.py +++ b/h2integrate/converters/grid/grid.py @@ -6,7 +6,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class GridPerformanceModelConfig(BaseConfig): """Configuration for the grid performance model. @@ -131,7 +131,7 @@ def compute(self, inputs, outputs): outputs["electricity_excess"] = inputs["electricity_in"] - electricity_sold -@define +@define(kw_only=True) class GridCostModelConfig(CostModelBaseConfig): """Configuration for the grid cost model. diff --git a/h2integrate/converters/hydrogen/basic_cost_model.py b/h2integrate/converters/hydrogen/basic_cost_model.py index d91d793d2..0b95b2576 100644 --- a/h2integrate/converters/hydrogen/basic_cost_model.py +++ b/h2integrate/converters/hydrogen/basic_cost_model.py @@ -8,7 +8,7 @@ from h2integrate.converters.hydrogen.electrolyzer_baseclass import ElectrolyzerCostBaseClass -@define +@define(kw_only=True) class BasicElectrolyzerCostModelConfig(CostModelBaseConfig): """ Configuration class for the basic_H2_cost_model which is based on costs from diff --git a/h2integrate/converters/hydrogen/custom_electrolyzer_cost_model.py b/h2integrate/converters/hydrogen/custom_electrolyzer_cost_model.py index cded4f6da..1bd2a86bc 100644 --- a/h2integrate/converters/hydrogen/custom_electrolyzer_cost_model.py +++ b/h2integrate/converters/hydrogen/custom_electrolyzer_cost_model.py @@ -5,7 +5,7 @@ from h2integrate.converters.hydrogen.electrolyzer_baseclass import ElectrolyzerCostBaseClass -@define +@define(kw_only=True) class CustomElectrolyzerCostModelConfig(CostModelBaseConfig): """Configuration class for the CustomElectrolyzerCostModel. diff --git a/h2integrate/converters/hydrogen/electrolyzer_baseclass.py b/h2integrate/converters/hydrogen/electrolyzer_baseclass.py index 9b26d468f..09692255d 100644 --- a/h2integrate/converters/hydrogen/electrolyzer_baseclass.py +++ b/h2integrate/converters/hydrogen/electrolyzer_baseclass.py @@ -1,16 +1,15 @@ import openmdao.api as om -from h2integrate.core.model_baseclasses import CostModelBaseClass +from h2integrate.core.model_baseclasses import ( + CostModelBaseClass, + ResizeablePerformanceModelBaseClass, +) -class ElectrolyzerPerformanceBaseClass(om.ExplicitComponent): - def initialize(self): - self.options.declare("driver_config", types=dict) - self.options.declare("plant_config", types=dict) - self.options.declare("tech_config", types=dict) - +class ElectrolyzerPerformanceBaseClass(ResizeablePerformanceModelBaseClass): def setup(self): n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + super().setup() # Define inputs for electricity and outputs for hydrogen and oxygen generation self.add_input("electricity_in", val=0.0, shape=n_timesteps, units="kW") self.add_output("hydrogen_out", val=0.0, shape=n_timesteps, units="kg/h") diff --git a/h2integrate/converters/hydrogen/geologic/h2_well_subsurface_baseclass.py b/h2integrate/converters/hydrogen/geologic/h2_well_subsurface_baseclass.py index 973e73b91..e622645ad 100644 --- a/h2integrate/converters/hydrogen/geologic/h2_well_subsurface_baseclass.py +++ b/h2integrate/converters/hydrogen/geologic/h2_well_subsurface_baseclass.py @@ -7,7 +7,7 @@ from h2integrate.tools.inflation.inflate import inflate_cepci -@define +@define(kw_only=True) class GeoH2SubsurfacePerformanceConfig(BaseConfig): """Configuration for performance parameters in natural and geologic hydrogen subsurface well sub-models. @@ -91,7 +91,7 @@ def setup(self): self.add_output("total_hydrogen_produced", val=0.0, units="kg/year") -@define +@define(kw_only=True) class GeoH2SubsurfaceCostConfig(CostModelBaseConfig): """Configuration for cost parameters in natural and geologic hydrogen well subsurface sub-models. diff --git a/h2integrate/converters/hydrogen/geologic/mathur_modified.py b/h2integrate/converters/hydrogen/geologic/mathur_modified.py index 985f1e362..383ca6609 100644 --- a/h2integrate/converters/hydrogen/geologic/mathur_modified.py +++ b/h2integrate/converters/hydrogen/geologic/mathur_modified.py @@ -11,7 +11,7 @@ ) -@define +@define(kw_only=True) class GeoH2SubsurfaceCostConfig(GeoH2SubsurfaceCostConfig): """Configuration for subsurface well cost parameters in geologic hydrogen models. diff --git a/h2integrate/converters/hydrogen/geologic/simple_natural_geoh2.py b/h2integrate/converters/hydrogen/geologic/simple_natural_geoh2.py index 10986f568..c08244f53 100644 --- a/h2integrate/converters/hydrogen/geologic/simple_natural_geoh2.py +++ b/h2integrate/converters/hydrogen/geologic/simple_natural_geoh2.py @@ -8,7 +8,7 @@ ) -@define +@define(kw_only=True) class NaturalGeoH2PerformanceConfig(GeoH2SubsurfacePerformanceConfig): """Configuration for performance parameters for a natural geologic hydrogen subsurface well. This class defines performance parameters specific to **natural** geologic hydrogen diff --git a/h2integrate/converters/hydrogen/geologic/templeton_serpentinization.py b/h2integrate/converters/hydrogen/geologic/templeton_serpentinization.py index 26303290c..4f4c75045 100644 --- a/h2integrate/converters/hydrogen/geologic/templeton_serpentinization.py +++ b/h2integrate/converters/hydrogen/geologic/templeton_serpentinization.py @@ -13,7 +13,7 @@ M_H2 = 1.00 # kg/kmol -@define +@define(kw_only=True) class StimulatedGeoH2PerformanceConfig(GeoH2SubsurfacePerformanceConfig): """Configuration parameters for stimulated geologic hydrogen well subsurface performance models. diff --git a/h2integrate/converters/hydrogen/pem_electrolyzer.py b/h2integrate/converters/hydrogen/pem_electrolyzer.py index f69d9475c..1c03f9f06 100644 --- a/h2integrate/converters/hydrogen/pem_electrolyzer.py +++ b/h2integrate/converters/hydrogen/pem_electrolyzer.py @@ -1,24 +1,31 @@ import math +import numpy as np from attrs import field, define -from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.utilities import ResizeablePerformanceModelBaseConfig, merge_shared_inputs from h2integrate.core.validators import gt_zero, contains +from h2integrate.converters.hydrogen.utilities import size_electrolyzer_for_hydrogen_demand from h2integrate.converters.hydrogen.pem_model.run_h2_PEM import run_h2_PEM from h2integrate.converters.hydrogen.electrolyzer_baseclass import ElectrolyzerPerformanceBaseClass -@define -class ECOElectrolyzerPerformanceModelConfig(BaseConfig): +@define(kw_only=True) +class ECOElectrolyzerPerformanceModelConfig(ResizeablePerformanceModelBaseConfig): """ Configuration class for the ECOElectrolyzerPerformanceModel. Args: - sizing (dict): A dictionary containing the following model sizing parameters: - - resize_for_enduse (bool): Flag to adjust the electrolyzer based on the enduse. - - size_for (str): Determines the sizing strategy, either "BOL" (generous), or - "EOL" (conservative). - - hydrogen_dmd (#TODO): #TODO + size_mode (str): The mode in which the component is sized. Options: + - "normal": The component size is taken from the tech_config. + - "resize_by_max_feedstock": Resize based on maximum feedstock availability. + - "resize_by_max_commodity": Resize based on maximum commodity demand. + flow_used_for_sizing (str | None): The feedstock/commodity flow used for sizing. + Required when size_mode is not "normal". + max_feedstock_ratio (float): Ratio for sizing in "resize_by_max_feedstock" mode. + Defaults to 1.0. + max_commodity_ratio (float): Ratio for sizing in "resize_by_max_commodity" mode. + Defaults to 1.0. n_clusters (int): number of electrolyzer clusters within the system. location (str): The location of the electrolyzer; options include "onshore" or "offshore". cluster_rating_MW (float): The rating of the clusters that the electrolyzer is grouped @@ -35,7 +42,6 @@ class ECOElectrolyzerPerformanceModelConfig(BaseConfig): (https://www.hydrogen.energy.gov/docs/hydrogenprogramlibraries/pdfs/24005-clean-hydrogen-production-cost-pem-electrolyzer.pdf?sfvrsn=8cb10889_1) """ - sizing: dict = field() n_clusters: int = field(validator=gt_zero) location: str = field(validator=contains(["onshore", "offshore"])) cluster_rating_MW: float = field(validator=gt_zero) @@ -53,11 +59,11 @@ class ECOElectrolyzerPerformanceModel(ElectrolyzerPerformanceBaseClass): """ def setup(self): - super().setup() self.config = ECOElectrolyzerPerformanceModelConfig.from_dict( merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), strict=False, ) + super().setup() self.add_output("efficiency", val=0.0, desc="Average efficiency of the electrolyzer") self.add_output( "rated_h2_production_kg_pr_hr", @@ -79,8 +85,11 @@ def setup(self): units="MW", desc="Size of the electrolyzer in MW", ) + self.add_input("cluster_size", val=-1.0, units="MW") + self.add_input("max_hydrogen_capacity", val=1000.0, units="kg/h") + self.add_output("hydrogen_capacity_factor", val=0.0, units="unitless") - def compute(self, inputs, outputs): + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): plant_life = self.options["plant_config"]["plant"]["plant_life"] electrolyzer_size_mw = inputs["n_clusters"][0] * self.config.cluster_rating_MW electrolyzer_capex_kw = self.config.electrolyzer_capex @@ -89,6 +98,36 @@ def compute(self, inputs, outputs): grid_connection_scenario = "off-grid" energy_to_electrolyzer_kw = inputs["electricity_in"] + # Resize if necessary based on sizing mode + size_mode = discrete_inputs["size_mode"] + # Make changes to computation based on sizing_mode: + if size_mode != "normal": + size_flow = discrete_inputs["flow_used_for_sizing"] + if size_mode == "resize_by_max_feedstock": + # In this sizing mode, electrolyzer size comes from feedstock + feed_ratio = inputs["max_feedstock_ratio"] + # Make sure COBLYA doesn't cause any shenanigans trying to set feed_ratio <= 0 + if feed_ratio <= 1e-6: + feed_ratio = 1e-6 + if size_flow == "electricity": + electrolyzer_size_mw = np.max(inputs["electricity_in"]) / 1000 * feed_ratio + else: + raise ValueError(f"Cannot resize for '{size_flow}' feedstock") + elif size_mode == "resize_by_max_commodity": + # In this sizing mode, electrolyzer size comes from a connected tech's capacity + # to take in one of the electrolyzer's commodities + comm_ratio = inputs["max_commodity_ratio"] + # Make sure COBLYA doesn't cause any shenanigans trying to set comm_ratio <= 0 + if comm_ratio <= 1e-6: + comm_ratio = 1e-6 + if size_flow == "hydrogen": + h2_kgphr = inputs["max_hydrogen_capacity"] + electrolyzer_size_mw = size_electrolyzer_for_hydrogen_demand(h2_kgphr * comm_ratio) + else: + raise ValueError(f"Cannot resize for '{size_flow}' commodity") + elif size_mode != "normal": + raise NotImplementedError("Sizing mode '%s' not implemented".format()) + n_pem_clusters = int(math.ceil(electrolyzer_size_mw / self.config.cluster_rating_MW)) electrolyzer_actual_capacity_MW = n_pem_clusters * self.config.cluster_rating_MW @@ -99,6 +138,7 @@ def compute(self, inputs, outputs): "turndown_ratio": self.config.turndown_ratio, } + energy_to_electrolyzer_kw = inputs["electricity_in"] H2_Results, h2_ts, h2_tot, power_to_electrolyzer_kw = run_h2_PEM( electrical_generation_timeseries=energy_to_electrolyzer_kw, electrolyzer_size=electrolyzer_size_mw, @@ -119,3 +159,4 @@ def compute(self, inputs, outputs): outputs["time_until_replacement"] = H2_Results["Time Until Replacement [hrs]"] outputs["rated_h2_production_kg_pr_hr"] = H2_Results["Rated BOL: H2 Production [kg/hr]"] outputs["electrolyzer_size_mw"] = electrolyzer_actual_capacity_MW + outputs["hydrogen_capacity_factor"] = H2_Results["Life: Capacity Factor"] diff --git a/h2integrate/converters/hydrogen/singlitico_cost_model.py b/h2integrate/converters/hydrogen/singlitico_cost_model.py index d668e8e18..c69919ff8 100644 --- a/h2integrate/converters/hydrogen/singlitico_cost_model.py +++ b/h2integrate/converters/hydrogen/singlitico_cost_model.py @@ -5,7 +5,7 @@ from h2integrate.converters.hydrogen.electrolyzer_baseclass import ElectrolyzerCostBaseClass -@define +@define(kw_only=True) class SingliticoCostModelConfig(CostModelBaseConfig): """ Configuration class for the ECOElectrolyzerPerformanceModel, outputs costs in 2021 USD. diff --git a/h2integrate/converters/hydrogen/test/test_size_modes.py b/h2integrate/converters/hydrogen/test/test_size_modes.py new file mode 100644 index 000000000..c663947c6 --- /dev/null +++ b/h2integrate/converters/hydrogen/test/test_size_modes.py @@ -0,0 +1,78 @@ +import os + +import pytest + +from h2integrate import EXAMPLE_DIR +from h2integrate.core.h2integrate_model import H2IntegrateModel +from h2integrate.core.inputs.validation import load_tech_yaml, load_plant_yaml, load_driver_yaml + + +# Load the 'base' configs needed to create the H2I model +driver_config = load_driver_yaml(EXAMPLE_DIR / "25_sizing_modes" / "driver_config.yaml") +plant_config = load_plant_yaml(EXAMPLE_DIR / "25_sizing_modes" / "plant_config.yaml") +tech_config = load_tech_yaml(EXAMPLE_DIR / "25_sizing_modes" / "tech_config.yaml") +input_config = { + "name": "H2Integrate_config", + "system_summary": "hybrid plant containing ammonia plant and electrolyzer", + "driver_config": driver_config, + "plant_config": plant_config, + "technology_config": tech_config, +} + + +def test_resize_by_max_feedstock(subtests): + # Change the current working directory to the example's directory + os.chdir(EXAMPLE_DIR / "25_sizing_modes") + + # Create a H2Integrate model, modifying tech_config as necessary + tech_config["technologies"]["electrolyzer"]["model_inputs"]["performance_parameters"][ + "size_mode" + ] = "resize_by_max_feedstock" + tech_config["technologies"]["electrolyzer"]["model_inputs"]["performance_parameters"][ + "flow_used_for_sizing" + ] = "electricity" + tech_config["technologies"]["electrolyzer"]["model_inputs"]["performance_parameters"][ + "max_feedstock_ratio" + ] = 1.0 + input_config["technology_config"] = tech_config + model = H2IntegrateModel(input_config) + + model.run() + + with subtests.test("Check electrolyzer size"): + assert ( + pytest.approx(model.prob.get_val("electrolyzer.electrolyzer_size_mw")[0], rel=1e-3) + == 1080 + ) + + +def test_resize_by_max_commodity(subtests): + # Change the current working directory to the example's directory + os.chdir(EXAMPLE_DIR / "25_sizing_modes") + + # Create a H2Integrate model, modifying tech_config as necessary + tech_config["technologies"]["electrolyzer"]["model_inputs"]["performance_parameters"][ + "size_mode" + ] = "resize_by_max_commodity" + tech_config["technologies"]["electrolyzer"]["model_inputs"]["performance_parameters"][ + "flow_used_for_sizing" + ] = "hydrogen" + tech_config["technologies"]["electrolyzer"]["model_inputs"]["performance_parameters"][ + "max_commodity_ratio" + ] = 1.0 + input_config["technology_config"] = tech_config + plant_config["technology_interconnections"] = [ + ["hopp", "electrolyzer", "electricity", "cable"], + ["electrolyzer", "ammonia", "hydrogen", "pipe"], + ["ammonia", "electrolyzer", "max_hydrogen_capacity"], + ] + input_config["plant_config"] = plant_config + model = H2IntegrateModel(input_config) + + model.run() + + with subtests.test("Check electrolyzer size"): + assert ( + pytest.approx(model.prob.get_val("electrolyzer.electrolyzer_size_mw")[0], rel=1e-3) + == 560 + ) diff --git a/h2integrate/converters/hydrogen/test/test_wombat_model.py b/h2integrate/converters/hydrogen/test/test_wombat_model.py index 7654a37ce..bc71d74d7 100644 --- a/h2integrate/converters/hydrogen/test/test_wombat_model.py +++ b/h2integrate/converters/hydrogen/test/test_wombat_model.py @@ -24,11 +24,7 @@ def test_wombat_model_outputs(subtests): "shared_parameters": { "location": "onshore", "electrolyzer_capex": 1295, - "sizing": { - "resize_for_enduse": False, - "size_for": "BOL", - "hydrogen_dmd": None, - }, + "size_mode": "normal", "n_clusters": 1, "cluster_rating_MW": 40, "eol_eff_percent_loss": 13, @@ -85,11 +81,7 @@ def test_wombat_error(subtests): "shared_parameters": { "location": "onshore", "electrolyzer_capex": 1295, - "sizing": { - "resize_for_enduse": False, - "size_for": "BOL", - "hydrogen_dmd": None, - }, + "size_mode": "normal", "n_clusters": 0.75, "cluster_rating_MW": 40, "eol_eff_percent_loss": 13, diff --git a/h2integrate/converters/hydrogen/utilities.py b/h2integrate/converters/hydrogen/utilities.py new file mode 100644 index 000000000..af31d8eae --- /dev/null +++ b/h2integrate/converters/hydrogen/utilities.py @@ -0,0 +1,86 @@ +import numpy as np + +from h2integrate.converters.hydrogen.pem_model.PEM_H2_LT_electrolyzer_Clusters import ( + PEM_H2_Clusters as PEMClusters, +) + + +def create_1MW_reference_PEM(curve_coeff=None): + """Create a 1MW reference PEM electrolyzer cluster. + + Args: + curve_coeff: Optional curve coefficients for the electrolyzer efficiency curve. + Defaults to None. + + Returns: + PEMClusters: A configured PEM electrolyzer cluster object with 1MW capacity + and 30-year plant life. + """ + pem_param_dict = { + "eol_eff_percent_loss": 10, + "uptime_hours_until_eol": 77600, + "include_degradation_penalty": True, + "turndown_ratio": 0.1, + "curve_coeff": curve_coeff, + } + pem = PEMClusters(cluster_size_mw=1, plant_life=30, **pem_param_dict) + return pem + + +def get_electrolyzer_BOL_efficiency(): + """Get the beginning-of-life (BOL) efficiency of a reference electrolyzer. + + Creates a 1MW reference PEM electrolyzer and extracts its BOL efficiency + at the highest operating point. + + Returns: + float: BOL efficiency in kWh/kg, rounded to 2 decimal places. + """ + pem_1MW = create_1MW_reference_PEM() + bol_eff = pem_1MW.output_dict["BOL Efficiency Curve Info"]["Efficiency [kWh/kg]"].values[-1] + + return np.round(bol_eff, 2) + + +def size_electrolyzer_for_hydrogen_demand( + hydrogen_production_capacity_required_kgphr, + size_for="BOL", + electrolyzer_degradation_power_increase=None, +): + """Size an electrolyzer based on hydrogen production demand. + + Calculates the required electrolyzer capacity in MW to meet a specified + hydrogen production rate, accounting for either beginning-of-life (BOL) + or end-of-life (EOL) efficiency. + + Args: + hydrogen_production_capacity_required_kgphr: Required hydrogen production + capacity in kg per hour. + size_for: Sizing criterion, either "BOL" for beginning-of-life or "EOL" + for end-of-life efficiency. Defaults to "BOL". + electrolyzer_degradation_power_increase: Fractional increase in power + consumption due to degradation (e.g., 0.1 for 10% increase). + Required if size_for="EOL". Defaults to None. + + Returns: + float: Required electrolyzer capacity in MW. + """ + electrolyzer_energy_kWh_per_kg_estimate_BOL = get_electrolyzer_BOL_efficiency() + if size_for == "BOL": + electrolyzer_capacity_MW = ( + hydrogen_production_capacity_required_kgphr + * electrolyzer_energy_kWh_per_kg_estimate_BOL + / 1000 + ) + elif size_for == "EOL": + electrolyzer_energy_kWh_per_kg_estimate_EOL = ( + electrolyzer_energy_kWh_per_kg_estimate_BOL + * (1 + electrolyzer_degradation_power_increase) + ) + electrolyzer_capacity_MW = ( + hydrogen_production_capacity_required_kgphr + * electrolyzer_energy_kWh_per_kg_estimate_EOL + / 1000 + ) + + return electrolyzer_capacity_MW diff --git a/h2integrate/converters/hydrogen/wombat_model.py b/h2integrate/converters/hydrogen/wombat_model.py index f2abfd248..5ab991c62 100644 --- a/h2integrate/converters/hydrogen/wombat_model.py +++ b/h2integrate/converters/hydrogen/wombat_model.py @@ -12,7 +12,7 @@ ) -@define +@define(kw_only=True) class WOMBATModelConfig(ECOElectrolyzerPerformanceModelConfig): """ library_path: Path to the WOMBAT library directory, relative from this file @@ -63,7 +63,7 @@ def setup(self): ) def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - super().compute(inputs, outputs) + super().compute(inputs, outputs, discrete_inputs, discrete_outputs) # Ensure library_path is a Path object library_path = self.config.library_path diff --git a/h2integrate/converters/iron/iron.py b/h2integrate/converters/iron/iron.py index 6e9cc35ec..df2234c53 100644 --- a/h2integrate/converters/iron/iron.py +++ b/h2integrate/converters/iron/iron.py @@ -16,7 +16,7 @@ model_locs = load_yaml(model_locs_fp) -@define +@define(kw_only=True) class IronPerformanceModelConfig: """ Configuration inputs for the iron performance model. @@ -51,7 +51,7 @@ def __attrs_post_init__(self): self.model[fieldname] = False -@define +@define(kw_only=True) class IronPerformanceModelOutputs: """ Outputs from the iron performance model. @@ -96,10 +96,10 @@ def run_size_iron_plant_performance( model_outputs = model.main(config) performances_df = model_outputs - return IronPerformanceModelOutputs(performances_df) + return IronPerformanceModelOutputs(performances_df=performances_df) -@define +@define(kw_only=True) class IronCostModelConfig: """ Configuration inputs for the iron cost model. @@ -136,7 +136,7 @@ def __attrs_post_init__(self): self.model[fieldname] = False -@define +@define(kw_only=True) class IronCostModelOutputs: """ Outputs from the iron cost model. @@ -186,7 +186,7 @@ def run_iron_cost_model(config: IronCostModelConfig) -> IronCostModelOutputs: return IronCostModelOutputs(costs_df=model_outputs) -@define +@define(kw_only=True) class IronFinanceModelConfig(IronCostModelConfig): """ Configuration inputs for the iron finance model. @@ -227,7 +227,7 @@ def __attrs_post_init__(self): self.model[fieldname] = False -@define +@define(kw_only=True) class IronFinanceModelOutputs: """ Represents the outputs of the iron finance model, encapsulating the diff --git a/h2integrate/converters/iron/iron_mine.py b/h2integrate/converters/iron/iron_mine.py index 4a941af94..b6cca3e90 100644 --- a/h2integrate/converters/iron/iron_mine.py +++ b/h2integrate/converters/iron/iron_mine.py @@ -18,7 +18,7 @@ from h2integrate.converters.iron.rosner_ore.variable_om_cost import rosner_ore_variable_om_cost -@define +@define(kw_only=True) class IronMineBaseConfig(BaseConfig): mine: str = field(validator=contains(["Hibbing", "Northshore", "United", "Minorca", "Tilden"])) @@ -44,7 +44,7 @@ def make_site_dict(self): return {"name": self.mine} -@define +@define(kw_only=True) class IronMinePerformanceConfig(IronMineBaseConfig): ore_cf_estimate: float = field(default=0.9, validator=range_val(0, 1)) # ore @@ -97,7 +97,7 @@ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): outputs["total_iron_ore_produced"] = ore_produced_mtpy -@define +@define(kw_only=True) class IronMineCostConfig(IronMineBaseConfig): LCOE: float = field(kw_only=True) # $/MWh LCOH: float = field(kw_only=True) # $/kg @@ -146,7 +146,9 @@ def setup(self): self.add_discrete_output("iron_mine_cost", val=pd.DataFrame, desc="iron mine cost results") def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): - ore_performance = IronPerformanceModelOutputs(discrete_inputs["iron_mine_performance"]) + ore_performance = IronPerformanceModelOutputs( + performances_df=discrete_inputs["iron_mine_performance"] + ) ore_cost_inputs = { "lcoe": inputs["LCOE"][0] / 1e3, diff --git a/h2integrate/converters/iron/iron_plant.py b/h2integrate/converters/iron/iron_plant.py index 1fd52a1c8..dfe964f09 100644 --- a/h2integrate/converters/iron/iron_plant.py +++ b/h2integrate/converters/iron/iron_plant.py @@ -17,7 +17,7 @@ from h2integrate.converters.iron.load_top_down_coeffs import load_top_down_coeffs -@define +@define(kw_only=True) class IronPlantBaseConfig(BaseConfig): winning_type: str = field( kw_only=True, converter=(str.lower, str.strip), validator=contains(["h2", "ng"]) @@ -45,7 +45,7 @@ def make_site_dict(self): return {"name": self.site_name} -@define +@define(kw_only=True) class IronPlantPerformanceConfig(IronPlantBaseConfig): def make_model_dict(self): keys = ["model_fp", "inputs_fp", "coeffs_fp", "refit_coeffs"] @@ -99,7 +99,7 @@ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): discrete_outputs["iron_plant_performance"] = iron_plant_performance.performances_df -@define +@define(kw_only=True) class IronPlantCostConfig(IronPlantBaseConfig): LCOE: float = field(kw_only=True) # $/MWh LCOH: float = field(kw_only=True) # $/kg @@ -159,7 +159,7 @@ def setup(self): def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): iron_plant_performance = IronPerformanceModelOutputs( - discrete_inputs["iron_plant_performance"] + performances_df=discrete_inputs["iron_plant_performance"] ) iron_plant_cost_inputs = { diff --git a/h2integrate/converters/iron/iron_transport.py b/h2integrate/converters/iron/iron_transport.py index 9f248e9a7..be72e2568 100644 --- a/h2integrate/converters/iron/iron_transport.py +++ b/h2integrate/converters/iron/iron_transport.py @@ -11,7 +11,7 @@ from h2integrate.converters.iron.load_top_down_coeffs import load_top_down_coeffs -@define +@define(kw_only=True) class IronTransportPerformanceConfig(BaseConfig): find_closest_ship_site: bool = field() shipment_site: str = field( @@ -154,7 +154,7 @@ def compute(self, inputs, outputs): outputs["water_transport_distance"] = water_distance_km -@define +@define(kw_only=True) class IronTransportCostConfig(BaseConfig): transport_year: int = field(converter=int, validator=range_val(2022, 2065)) cost_year: int = field(converter=int, validator=range_val(2010, 2024)) diff --git a/h2integrate/converters/iron/iron_wrapper.py b/h2integrate/converters/iron/iron_wrapper.py index 48546707f..067d26279 100644 --- a/h2integrate/converters/iron/iron_wrapper.py +++ b/h2integrate/converters/iron/iron_wrapper.py @@ -12,7 +12,7 @@ from h2integrate.converters.iron.martin_transport.iron_transport import calc_iron_ship_cost -@define +@define(kw_only=True) class IronConfig(CostModelBaseConfig): """Configuration class for IronComponent. diff --git a/h2integrate/converters/iron/martin_mine_cost_model.py b/h2integrate/converters/iron/martin_mine_cost_model.py index ba1d2aa9e..da6594bca 100644 --- a/h2integrate/converters/iron/martin_mine_cost_model.py +++ b/h2integrate/converters/iron/martin_mine_cost_model.py @@ -11,7 +11,7 @@ from h2integrate.tools.inflation.inflate import inflate_cpi -@define +@define(kw_only=True) class MartinIronMineCostConfig(BaseConfig): """Configuration class for MartinIronMineCostComponent. diff --git a/h2integrate/converters/iron/martin_mine_perf_model.py b/h2integrate/converters/iron/martin_mine_perf_model.py index 83e498ff9..d39bf17ae 100644 --- a/h2integrate/converters/iron/martin_mine_perf_model.py +++ b/h2integrate/converters/iron/martin_mine_perf_model.py @@ -9,7 +9,7 @@ from h2integrate.core.validators import contains -@define +@define(kw_only=True) class MartinIronMinePerformanceConfig(BaseConfig): """Configuration class for MartinIronMinePerformanceComponent. diff --git a/h2integrate/converters/iron/old_input/h2integrate_config_modular.yaml b/h2integrate/converters/iron/old_input/h2integrate_config_modular.yaml index 7b5b3c1b5..372226d1f 100644 --- a/h2integrate/converters/iron/old_input/h2integrate_config_modular.yaml +++ b/h2integrate/converters/iron/old_input/h2integrate_config_modular.yaml @@ -55,10 +55,7 @@ finance_parameters: wind: expected_plant_cost: 'none' electrolyzer: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" rating: 1160 # MW cluster_rating_MW: 40 eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol diff --git a/h2integrate/converters/methanol/co2h_methanol_plant.py b/h2integrate/converters/methanol/co2h_methanol_plant.py index e8ca0f28a..eb7d817bf 100644 --- a/h2integrate/converters/methanol/co2h_methanol_plant.py +++ b/h2integrate/converters/methanol/co2h_methanol_plant.py @@ -13,7 +13,7 @@ ) -@define +@define(kw_only=True) class CO2HPerformanceConfig(MethanolPerformanceConfig): meoh_syn_cat_consume_ratio: float = field() ng_consume_ratio: float = field() @@ -122,7 +122,7 @@ def compute(self, inputs, outputs): outputs["electricity_consume"] = meoh_prod * elec_ratio -@define +@define(kw_only=True) class CO2HCostConfig(MethanolCostConfig): ng_lhv: float = field() meoh_syn_cat_price: float = field() diff --git a/h2integrate/converters/methanol/methanol_baseclass.py b/h2integrate/converters/methanol/methanol_baseclass.py index fe0a03557..99bd94f6d 100644 --- a/h2integrate/converters/methanol/methanol_baseclass.py +++ b/h2integrate/converters/methanol/methanol_baseclass.py @@ -6,7 +6,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class MethanolPerformanceConfig(BaseConfig): plant_capacity_kgpy: float = field() plant_capacity_flow: str = field(validator=contains(["hydrogen", "methanol"])) @@ -52,7 +52,7 @@ def setup(self): self.add_output("h2o_consumption", units="kg/h", shape=n_timesteps) -@define +@define(kw_only=True) class MethanolCostConfig(BaseConfig): plant_capacity_kgpy: float = field() plant_capacity_flow: str = field(validator=contains(["hydrogen", "methanol"])) @@ -100,7 +100,7 @@ def setup(self): self.add_output("Variable_OpEx", units="USD/year") -@define +@define(kw_only=True) class MethanolFinanceConfig(BaseConfig): tasc_toc_multiplier: float = field() fixed_charge_rate: float = field() diff --git a/h2integrate/converters/methanol/smr_methanol_plant.py b/h2integrate/converters/methanol/smr_methanol_plant.py index 5a34a8acd..e30aec6eb 100644 --- a/h2integrate/converters/methanol/smr_methanol_plant.py +++ b/h2integrate/converters/methanol/smr_methanol_plant.py @@ -13,7 +13,7 @@ ) -@define +@define(kw_only=True) class SMRPerformanceConfig(MethanolPerformanceConfig): meoh_syn_cat_consume_ratio: float = field() meoh_atr_cat_consume_ratio: float = field() @@ -106,7 +106,7 @@ def compute(self, inputs, outputs): outputs["electricity_out"] = meoh_prod * elec_ratio -@define +@define(kw_only=True) class SMRCostConfig(MethanolCostConfig): ng_lhv: float = field() meoh_syn_cat_price: float = field() diff --git a/h2integrate/converters/natural_gas/natural_gas_cc_ct.py b/h2integrate/converters/natural_gas/natural_gas_cc_ct.py index efe0d6422..5e4f1c9cf 100644 --- a/h2integrate/converters/natural_gas/natural_gas_cc_ct.py +++ b/h2integrate/converters/natural_gas/natural_gas_cc_ct.py @@ -7,7 +7,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class NaturalGasPerformanceConfig(BaseConfig): """ Configuration class for natural gas plant performance model. @@ -160,7 +160,7 @@ def compute(self, inputs, outputs): outputs["natural_gas_consumed"] = natural_gas_consumed -@define +@define(kw_only=True) class NaturalGasCostModelConfig(CostModelBaseConfig): """ Configuration class for natural gas plant cost model. diff --git a/h2integrate/converters/nitrogen/simple_ASU.py b/h2integrate/converters/nitrogen/simple_ASU.py index cd02b87f3..fa67fa298 100644 --- a/h2integrate/converters/nitrogen/simple_ASU.py +++ b/h2integrate/converters/nitrogen/simple_ASU.py @@ -8,7 +8,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class SimpleASUPerformanceConfig(BaseConfig): """Configuration for ASU model. To represent a cryogenic ASU, it is recommended to set the parameter `efficiency_kWh_pr_kg_N2` to 0.119. @@ -263,7 +263,7 @@ def make_cost_unit_multiplier(unit_str): return conversion_multiplier, "mass" -@define +@define(kw_only=True) class SimpleASUCostConfig(CostModelBaseConfig): capex_usd_per_unit: float = field() diff --git a/h2integrate/converters/solar/atb_res_com_pv_cost.py b/h2integrate/converters/solar/atb_res_com_pv_cost.py index 54a3474bf..ab168beba 100644 --- a/h2integrate/converters/solar/atb_res_com_pv_cost.py +++ b/h2integrate/converters/solar/atb_res_com_pv_cost.py @@ -5,7 +5,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class ATBResComPVCostModelConfig(CostModelBaseConfig): """Configuration class for the ATBResComPVCostModel with costs based on DC capacity. Recommended to use with commercial or residential PV models. More information on diff --git a/h2integrate/converters/solar/atb_utility_pv_cost.py b/h2integrate/converters/solar/atb_utility_pv_cost.py index d68100d13..5405e89f9 100644 --- a/h2integrate/converters/solar/atb_utility_pv_cost.py +++ b/h2integrate/converters/solar/atb_utility_pv_cost.py @@ -5,7 +5,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class ATBUtilityPVCostModelConfig(CostModelBaseConfig): """Configuration class for the ATBUtilityPVCostModel with costs based on AC capacity. Recommended to use with utility-scale PV models. More information on diff --git a/h2integrate/converters/solar/solar_pysam.py b/h2integrate/converters/solar/solar_pysam.py index 3ba54b986..712cb6ddd 100644 --- a/h2integrate/converters/solar/solar_pysam.py +++ b/h2integrate/converters/solar/solar_pysam.py @@ -6,7 +6,7 @@ from h2integrate.converters.solar.solar_baseclass import SolarPerformanceBaseClass -@define +@define(kw_only=True) class PYSAMSolarPlantPerformanceModelDesignConfig(BaseConfig): """Configuration class for design parameters of the solar pv plant. PYSAMSolarPlantPerformanceModel which uses the Pvwattsv8 module diff --git a/h2integrate/converters/steel/electric_arc_furnance.py b/h2integrate/converters/steel/electric_arc_furnance.py index 137618379..86b79bd05 100644 --- a/h2integrate/converters/steel/electric_arc_furnance.py +++ b/h2integrate/converters/steel/electric_arc_furnance.py @@ -17,7 +17,7 @@ from h2integrate.converters.iron.load_top_down_coeffs import load_top_down_coeffs -@define +@define(kw_only=True) class EAFPlantBaseConfig(BaseConfig): eaf_type: str = field( kw_only=True, converter=(str.lower, str.strip), validator=contains(["h2", "ng"]) @@ -38,7 +38,7 @@ def make_site_dict(self): return {"name": self.site_name} -@define +@define(kw_only=True) class EAFPlantPerformanceConfig(EAFPlantBaseConfig): def make_model_dict(self): keys = ["model_fp", "inputs_fp", "coeffs_fp", "refit_coeffs"] @@ -88,7 +88,7 @@ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): discrete_outputs["steel_plant_performance"] = iron_post_plant_performance.performances_df -@define +@define(kw_only=True) class EAFPlantCostConfig(EAFPlantBaseConfig): LCOE: float = field(kw_only=True) # $/MWh LCOH: float = field(kw_only=True) # $/kg @@ -147,7 +147,7 @@ def setup(self): def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): steel_plant_performance = IronPerformanceModelOutputs( - discrete_inputs["steel_plant_performance"] + performances_df=discrete_inputs["steel_plant_performance"] ) steel_plant_cost_inputs = { diff --git a/h2integrate/converters/steel/steel.py b/h2integrate/converters/steel/steel.py index 782e9fda8..c87f13759 100644 --- a/h2integrate/converters/steel/steel.py +++ b/h2integrate/converters/steel/steel.py @@ -9,7 +9,7 @@ ) -@define +@define(kw_only=True) class SteelPerformanceModelConfig(BaseConfig): plant_capacity_mtpy: float = field() capacity_factor: float = field() @@ -32,7 +32,7 @@ def compute(self, inputs, outputs): outputs["steel"] = steel_production_mtpy / len(inputs["electricity_in"]) -@define +@define(kw_only=True) class SteelCostAndFinancialModelConfig(BaseConfig): installation_time: int = field() inflation_rate: float = field() diff --git a/h2integrate/converters/water/desal/desalination.py b/h2integrate/converters/water/desal/desalination.py index b9e63df5d..d9d5c058e 100644 --- a/h2integrate/converters/water/desal/desalination.py +++ b/h2integrate/converters/water/desal/desalination.py @@ -8,7 +8,7 @@ ) -@define +@define(kw_only=True) class ReverseOsmosisPerformanceModelConfig(BaseConfig): """Configuration class for the ReverseOsmosisDesalinationPerformanceModel. @@ -100,7 +100,7 @@ def compute(self, inputs, outputs): outputs["footprint"] = desal_size_m2 -@define +@define(kw_only=True) class ReverseOsmosisCostModelConfig(CostModelBaseConfig): """Configuration class for the ReverseOsmosisDesalinationCostModel. diff --git a/h2integrate/converters/water_power/hydro_plant_run_of_river.py b/h2integrate/converters/water_power/hydro_plant_run_of_river.py index 2d3e5375f..4a5cc2f78 100644 --- a/h2integrate/converters/water_power/hydro_plant_run_of_river.py +++ b/h2integrate/converters/water_power/hydro_plant_run_of_river.py @@ -6,7 +6,7 @@ from h2integrate.converters.water_power.hydro_plant_baseclass import HydroPerformanceBaseClass -@define +@define(kw_only=True) class RunOfRiverHydroPerformanceConfig(BaseConfig): """Configuration class for the RunOfRiverHydroPerformanceComponent. This class defines the parameters for the run-of-river hydropower plant performance model. @@ -63,7 +63,7 @@ def compute(self, inputs, outputs): outputs["electricity_out"] = power_output -@define +@define(kw_only=True) class RunOfRiverHydroCostConfig(CostModelBaseConfig): """Configuration class for the RunOfRiverHydroCostComponent. This class defines the parameters for the run-of-river hydropower plant cost model. diff --git a/h2integrate/converters/wind/atb_wind_cost.py b/h2integrate/converters/wind/atb_wind_cost.py index 447a1b97a..b49da946d 100644 --- a/h2integrate/converters/wind/atb_wind_cost.py +++ b/h2integrate/converters/wind/atb_wind_cost.py @@ -5,7 +5,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class ATBWindPlantCostModelConfig(CostModelBaseConfig): """Configuration class for the ATBWindCostModel. Recommended to use with wind models (Land-Based, Offshore and Distributed diff --git a/h2integrate/converters/wind/layout/simple_grid_layout.py b/h2integrate/converters/wind/layout/simple_grid_layout.py index 6fc44c4ea..26d64af60 100644 --- a/h2integrate/converters/wind/layout/simple_grid_layout.py +++ b/h2integrate/converters/wind/layout/simple_grid_layout.py @@ -5,7 +5,7 @@ from h2integrate.core.validators import contains, gte_zero, range_val -@define +@define(kw_only=True) class BasicGridLayoutConfig(BaseConfig): """Configuration class for 'basicgrid' wind layout. diff --git a/h2integrate/converters/wind/wind_pysam.py b/h2integrate/converters/wind/wind_pysam.py index 9a05b9af3..db312f333 100644 --- a/h2integrate/converters/wind/wind_pysam.py +++ b/h2integrate/converters/wind/wind_pysam.py @@ -16,7 +16,7 @@ ) -@define +@define(kw_only=True) class PySAMPowerCurveCalculationInputs(BaseConfig): """Inputs for the ``calculate_powercurve()`` function in the PySAM Windpower module. The PySAM documentation of the inputs for this function can be found @@ -50,7 +50,7 @@ class PySAMPowerCurveCalculationInputs(BaseConfig): ) -@define +@define(kw_only=True) class PYSAMWindPlantPerformanceModelConfig(BaseConfig): """Configuration class for PYSAMWindPlantPerformanceModel. diff --git a/h2integrate/core/feedstocks.py b/h2integrate/core/feedstocks.py index 33a6a76d9..d8129d999 100644 --- a/h2integrate/core/feedstocks.py +++ b/h2integrate/core/feedstocks.py @@ -6,7 +6,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class FeedstockPerformanceConfig(BaseConfig): """Config class for feedstock. @@ -44,7 +44,7 @@ def compute(self, inputs, outputs): outputs[f"{feedstock_type}_out"] = np.full(n_timesteps, self.config.rated_capacity) -@define +@define(kw_only=True) class FeedstockCostConfig(CostModelBaseConfig): """Config class for feedstock. diff --git a/h2integrate/core/h2integrate_model.py b/h2integrate/core/h2integrate_model.py index 3e58b847d..d95e5dbd5 100644 --- a/h2integrate/core/h2integrate_model.py +++ b/h2integrate/core/h2integrate_model.py @@ -1,6 +1,7 @@ import importlib.util import numpy as np +import networkx as nx import openmdao.api as om import matplotlib.pyplot as plt @@ -1124,15 +1125,20 @@ def connect_technologies(self): self.plant.options["auto_order"] = True - # Check if there are any connections FROM a finance group to ammonia - # This handles the case where LCOH is computed in the finance group and passed to ammonia + # Check if there are any loops in the technology interconnections + # If loops are present, add solvers to resolve the coupling + # Create a directed graph from the technology interconnections + G = nx.DiGraph() for connection in technology_interconnections: - if connection[0].startswith("finance_subgroup_") and connection[1] == "ammonia": - # If the connection is from a finance group, set solvers for the - # plant to resolve the coupling - self.plant.nonlinear_solver = om.NonlinearBlockGS() - self.plant.linear_solver = om.DirectSolver() - break + source = connection[0] + destination = connection[1] + G.add_edge(source, destination) + + # Check if there are any cycles (loops) in the graph + if list(nx.simple_cycles(G)): + # If cycles are found, set solvers for the plant to resolve the coupling + self.plant.nonlinear_solver = om.NonlinearBlockGS() + self.plant.linear_solver = om.DirectSolver() # initialize dispatch rules connection list tech_to_dispatch_connections = self.plant_config.get("tech_to_dispatch_connections", []) diff --git a/h2integrate/core/model_baseclasses.py b/h2integrate/core/model_baseclasses.py index 77a47aedf..d779fb694 100644 --- a/h2integrate/core/model_baseclasses.py +++ b/h2integrate/core/model_baseclasses.py @@ -45,3 +45,70 @@ def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): """ raise NotImplementedError("This method should be implemented in a subclass.") + + +class ResizeablePerformanceModelBaseClass(om.ExplicitComponent): + """Baseclass to be used for all resizeable performance models. The built-in inputs + are used by the performance models to resize themselves. + + These parameters are all set as attributes within the config class, which inherits from + h2integrate.core.utilities.ResizeablePerformanceModelBaseConfig + + Discrete Inputs: + - size_mode (str): The mode in which the component is sized. Options: + - "normal": The component size is taken from the tech_config. + - "resize_by_max_feedstock": The component size is calculated relative to the + maximum available amount of a certain feedstock or feedstocks + - "resize_by_max_commodity": The electrolyzer size is calculated relative to the + maximum amount of the commodity used by another tech + - flow_used_for_sizing (str): The feedstock/commodity flow used to determine the plant size + in "resize_by_max_feedstock" and "resize_by_max_commodity" modes + + Inputs: + - max_feedstock_ratio (float): The ratio of the max feedstock that can be consumed by + this component to the max feedstock available. + - max_commodity_ratio (float): The ratio of the max commodity that can be produced by + this component to the max commodity consumed by the downstream tech. + """ + + def initialize(self): + self.options.declare("driver_config", types=dict) + self.options.declare("plant_config", types=dict) + self.options.declare("tech_config", types=dict) + + def setup(self): + # Parse in sizing parameters + size_mode = self.config.size_mode + self.add_discrete_input("size_mode", val=size_mode) + + if size_mode not in ["normal", "resize_by_max_feedstock", "resize_by_max_commodity"]: + raise ValueError( + f"Sizing mode '{size_mode}' is not a valid sizing mode." + " Options are 'normal', 'resize_by_max_feedstock'," + "'resize_by_max_commodity'." + ) + + if size_mode != "normal": + if self.config.flow_used_for_sizing is not None: + size_flow = self.config.flow_used_for_sizing + self.add_discrete_input("flow_used_for_sizing", val=size_flow) + else: + raise ValueError( + "'flow_used_for_sizing' must be set when size_mode is " + "'resize_by_max_feedstock' or 'resize_by_max_commodity'" + ) + if size_mode == "resize_by_max_commodity": + comm_ratio = self.config.max_commodity_ratio + self.add_input("max_commodity_ratio", val=comm_ratio, units="unitless") + else: + feed_ratio = self.config.max_feedstock_ratio + self.add_input("max_feedstock_ratio", val=feed_ratio, units="unitless") + + def compute(self, inputs, outputs, discrete_inputs, discrete_outputs): + """ + Computation for the OM component. + + For a template class this is not implement and raises an error. + """ + + raise NotImplementedError("This method should be implemented in a subclass.") diff --git a/h2integrate/core/utilities.py b/h2integrate/core/utilities.py index 7d61eb986..755d67309 100644 --- a/h2integrate/core/utilities.py +++ b/h2integrate/core/utilities.py @@ -113,7 +113,7 @@ def merge_shared_inputs(config, input_type): return config["shared_parameters"] -@define +@define(kw_only=True) class BaseConfig: """ A Mixin class to allow for kwargs overloading when a data class doesn't @@ -173,11 +173,35 @@ def as_dict(self) -> dict: return attrs.asdict(self, filter=attr_filter, value_serializer=attr_serializer) -@define +@define(kw_only=True) class CostModelBaseConfig(BaseConfig): cost_year: int = field(converter=int) +@define(kw_only=True) +class ResizeablePerformanceModelBaseConfig(BaseConfig): + size_mode: str = field(default="normal") + flow_used_for_sizing: str | None = field(default=None) + max_feedstock_ratio: float = field(default=1.0) + max_commodity_ratio: float = field(default=1.0) + + def __attrs_post_init__(self): + """Validate sizing parameters after initialization.""" + valid_modes = ["normal", "resize_by_max_feedstock", "resize_by_max_commodity"] + if self.size_mode not in valid_modes: + raise ValueError( + f"Sizing mode '{self.size_mode}' is not a valid sizing mode. " + f"Options are {valid_modes}." + ) + + if self.size_mode != "normal": + if self.flow_used_for_sizing is None: + raise ValueError( + "'flow_used_for_sizing' must be set when size_mode is " + "'resize_by_max_feedstock' or 'resize_by_max_commodity'" + ) + + def attr_serializer(inst: type, field: Attribute, value: Any): if isinstance(value, np.ndarray): return value.tolist() diff --git a/h2integrate/finances/numpy_financial_npv.py b/h2integrate/finances/numpy_financial_npv.py index f3f50d42b..0db051ac8 100644 --- a/h2integrate/finances/numpy_financial_npv.py +++ b/h2integrate/finances/numpy_financial_npv.py @@ -10,7 +10,7 @@ from h2integrate.core.validators import gte_zero, range_val -@define +@define(kw_only=True) class NumpyFinancialNPVFinanceConfig(BaseConfig): """Configuration for NumpyFinancialNPVFinance. diff --git a/h2integrate/finances/profast_base.py b/h2integrate/finances/profast_base.py index ca2aa0f28..ccf04a6b7 100644 --- a/h2integrate/finances/profast_base.py +++ b/h2integrate/finances/profast_base.py @@ -123,7 +123,7 @@ def check_parameter_inputs(finance_params, plant_config): return fin_params -@define +@define(kw_only=True) class BasicProFASTParameterConfig(BaseConfig): """Configuration class for financial parameters used in ProFAST models. @@ -286,7 +286,7 @@ def as_dict(self) -> dict: return params -@define +@define(kw_only=True) class ProFASTDefaultCapitalItem(BaseConfig): """Default configuration for ProFAST capital cost items. @@ -324,7 +324,7 @@ def create_dict(self): return d -@define +@define(kw_only=True) class ProFASTDefaultFixedCost(BaseConfig): """Default configuration for ProFAST fixed operating costs. @@ -353,7 +353,7 @@ def create_dict(self): return self.as_dict() -@define +@define(kw_only=True) class ProFASTDefaultVariableCost(BaseConfig): """Default configuration for ProFAST variable costs. @@ -383,7 +383,7 @@ def create_dict(self): return self.as_dict() -@define +@define(kw_only=True) class ProFASTDefaultCoproduct(BaseConfig): """Default configuration for ProFAST coproduct settings. @@ -413,7 +413,7 @@ def create_dict(self): return self.as_dict() -@define +@define(kw_only=True) class ProFASTDefaultIncentive(BaseConfig): """Default configuration for ProFAST production-based incentives. @@ -523,12 +523,13 @@ def setup(self): # Add production input (CO2 capture or total commodity produced) if self.options["commodity_type"] == "co2": - self.add_input("co2_capture_kgpy", val=0.0, units="kg/year") + self.add_input("co2_capture_kgpy", val=0.0, units="kg/year", require_connection=True) else: self.add_input( f"total_{self.options['commodity_type']}_produced", - val=0.0, + val=-1.0, units=commodity_units, + require_connection=True, ) # Add inputs for CapEx, OpEx, and variable OpEx for each technology @@ -630,8 +631,6 @@ def populate_profast(self, inputs): else: capacity = float(inputs["co2_capture_kgpy"]) / 365.0 total_production = float(inputs["co2_capture_kgpy"]) - if capacity == 0.0: - raise ValueError("Capacity cannot be zero") # define profast parameters for capacity and utilization profast_params["capacity"] = capacity # TODO: update to actual daily capacity diff --git a/h2integrate/finances/test/test_finances.py b/h2integrate/finances/test/test_finances.py index 8c6ad251d..72fddba8d 100644 --- a/h2integrate/finances/test/test_finances.py +++ b/h2integrate/finances/test/test_finances.py @@ -80,6 +80,9 @@ def test_electrolyzer_refurb_results(self): driver_config=self.driver_config, commodity_type="hydrogen", ) + ivc = om.IndepVarComp() + ivc.add_output("total_hydrogen_produced", 4.0e5, units="kg/year") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) prob.model.add_subsystem("comp", comp, promotes=["*"]) prob.setup() @@ -87,7 +90,6 @@ def test_electrolyzer_refurb_results(self): prob.set_val("capex_adjusted_electrolyzer", 1.0e7, units="USD") prob.set_val("opex_adjusted_electrolyzer", 1.0e4, units="USD/year") - prob.set_val("total_hydrogen_produced", 4.0e5, units="kg/year") prob.set_val("electrolyzer_time_until_replacement", 5.0e3, units="h") prob.run_model() @@ -112,6 +114,9 @@ def test_modified_lcoe_calc(self): driver_config=driver_config, commodity_type="electricity", ) + ivc = om.IndepVarComp() + ivc.add_output("total_electricity_produced", 2.0e7, units="kW*h/year") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) prob.model.add_subsystem("comp", comp, promotes=["*"]) prob.setup() @@ -124,7 +129,6 @@ def test_modified_lcoe_calc(self): prob.set_val("opex_adjusted_h2_storage", 5.0e3, units="USD/year") prob.set_val("capex_adjusted_steel", 3.0e6, units="USD") prob.set_val("opex_adjusted_steel", 3.0e3, units="USD/year") - prob.set_val("total_electricity_produced", 2.0e7, units="kW*h/year") prob.set_val("electrolyzer_time_until_replacement", 80000.0, units="h") prob.run_model() @@ -155,6 +159,9 @@ def test_lcoe_with_selected_technologies(self): driver_config=driver_config, commodity_type="electricity", ) + ivc = om.IndepVarComp() + ivc.add_output("total_electricity_produced", 2.0e7, units="kW*h/year") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) prob.model.add_subsystem("comp", comp, promotes=["*"]) prob.setup() @@ -167,7 +174,6 @@ def test_lcoe_with_selected_technologies(self): prob.set_val("opex_adjusted_h2_storage", 5.0e3, units="USD/year") prob.set_val("capex_adjusted_steel", 3.0e6, units="USD") prob.set_val("opex_adjusted_steel", 3.0e3, units="USD/year") - prob.set_val("total_electricity_produced", 2.0e7, units="kW*h/year") prob.set_val("electrolyzer_time_until_replacement", 80000.0, units="h") prob.run_model() @@ -284,6 +290,9 @@ def test_profast_config_provided(): driver_config=driver_config, commodity_type="hydrogen", ) + ivc = om.IndepVarComp() + ivc.add_output("total_hydrogen_produced", 4.0e5, units="kg/year") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) prob.model.add_subsystem("comp", comp, promotes=["*"]) prob.setup() @@ -291,7 +300,6 @@ def test_profast_config_provided(): prob.set_val("capex_adjusted_electrolyzer", 1.0e7, units="USD") prob.set_val("opex_adjusted_electrolyzer", 1.0e4, units="USD/year") - prob.set_val("total_hydrogen_produced", 4.0e5, units="kg/year") prob.set_val("electrolyzer_time_until_replacement", 5.0e3, units="h") prob.run_model() diff --git a/h2integrate/finances/test/test_profast_finance.py b/h2integrate/finances/test/test_profast_finance.py index 3c1485795..2a3a76906 100644 --- a/h2integrate/finances/test/test_profast_finance.py +++ b/h2integrate/finances/test/test_profast_finance.py @@ -75,9 +75,11 @@ def test_profast_comp(profast_inputs_no1, fake_filtered_tech_config, fake_cost_d commodity_type="electricity", description="no1", ) - prob.model.add_subsystem("pf", pf) + ivc = om.IndepVarComp() + ivc.add_output("total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + prob.model.add_subsystem("pf", pf, promotes=["total_electricity_produced"]) prob.setup() - prob.set_val("pf.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") for variable, cost in fake_cost_dict.items(): units = "USD" if "capex" in variable else "USD/year" prob.set_val(f"pf.{variable}", cost, units=units) @@ -142,9 +144,11 @@ def test_profast_comp_coproduct( commodity_type="electricity", description="no1", ) - prob.model.add_subsystem("pf", pf) + ivc = om.IndepVarComp() + ivc.add_output("total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + prob.model.add_subsystem("pf", pf, promotes=["total_electricity_produced"]) prob.setup() - prob.set_val("pf.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") for variable, cost in fake_cost_dict.items(): units = "USD" if "capex" in variable else "USD/year" prob.set_val(f"pf.{variable}", cost, units=units) diff --git a/h2integrate/finances/test/test_profast_npv.py b/h2integrate/finances/test/test_profast_npv.py index f18cf577d..f0760cbea 100644 --- a/h2integrate/finances/test/test_profast_npv.py +++ b/h2integrate/finances/test/test_profast_npv.py @@ -108,9 +108,11 @@ def test_profast_npv_no1(profast_inputs_no1, fake_filtered_tech_config, fake_cos commodity_type="electricity", description="no1", ) - prob.model.add_subsystem("pf", pf) + ivc = om.IndepVarComp() + ivc.add_output("total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + prob.model.add_subsystem("pf", pf, promotes=["total_electricity_produced"]) prob.setup() - prob.set_val("pf.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") for variable, cost in fake_cost_dict.items(): units = "USD" if "capex" in variable else "USD/year" prob.set_val(f"pf.{variable}", cost, units=units) @@ -150,9 +152,8 @@ def test_profast_npv_no1_change_sell_price( commodity_type="electricity", description="no1", ) - prob.model.add_subsystem("pf", pf) - pf = ProFastNPV( + pf2 = ProFastNPV( driver_config={}, plant_config=plant_config, tech_config=fake_filtered_tech_config, @@ -160,17 +161,19 @@ def test_profast_npv_no1_change_sell_price( description="no1_expensive", ) - prob.model.add_subsystem("pf2", pf) + ivc = om.IndepVarComp() + ivc.add_output("total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + prob.model.add_subsystem("pf", pf, promotes=["total_electricity_produced"]) + prob.model.add_subsystem("pf2", pf2, promotes=["total_electricity_produced"]) prob.setup() # set inputs for 'pf' with commodity sell price of 0.04 USD/(kW*h) - prob.set_val("pf.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") for variable, cost in fake_cost_dict.items(): units = "USD" if "capex" in variable else "USD/year" prob.set_val(f"pf.{variable}", cost, units=units) # set inputs for 'pf2' with commodity sell price of 0.07 USD/(kW*h) new_sell_price = 0.07 - prob.set_val("pf2.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") prob.set_val("pf2.sell_price_electricity_no1_expensive", new_sell_price, units="USD/(kW*h)") for variable, cost in fake_cost_dict.items(): units = "USD" if "capex" in variable else "USD/year" @@ -232,9 +235,11 @@ def test_profast_npv_no2(profast_inputs_no2, fake_filtered_tech_config, fake_cos commodity_type="electricity", description="no2", ) - prob.model.add_subsystem("pf", pf) + ivc = om.IndepVarComp() + ivc.add_output("total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") + prob.model.add_subsystem("ivc", ivc, promotes=["*"]) + prob.model.add_subsystem("pf", pf, promotes=["total_electricity_produced"]) prob.setup() - prob.set_val("pf.total_electricity_produced", mean_hourly_production * 8760, units="kW*h/year") for variable, cost in fake_cost_dict.items(): units = "USD" if "capex" in variable else "USD/year" prob.set_val(f"pf.{variable}", cost, units=units) diff --git a/h2integrate/resource/resource_base.py b/h2integrate/resource/resource_base.py index fb881bffe..9996bc686 100644 --- a/h2integrate/resource/resource_base.py +++ b/h2integrate/resource/resource_base.py @@ -9,7 +9,7 @@ from h2integrate.resource.utilities.download_tools import download_from_api -@define +@define(kw_only=True) class ResourceBaseAPIConfig(BaseConfig): """Base configuration class for resource data downloaded from an API. diff --git a/h2integrate/resource/river.py b/h2integrate/resource/river.py index 2a60366a6..a666a27fe 100644 --- a/h2integrate/resource/river.py +++ b/h2integrate/resource/river.py @@ -7,7 +7,7 @@ from h2integrate.core.utilities import BaseConfig -@define +@define(kw_only=True) class RiverResourceConfig(BaseConfig): filename: str | Path = field() diff --git a/h2integrate/resource/solar/nrel_developer_goes_api_models.py b/h2integrate/resource/solar/nrel_developer_goes_api_models.py index 80798359e..1beece719 100644 --- a/h2integrate/resource/solar/nrel_developer_goes_api_models.py +++ b/h2integrate/resource/solar/nrel_developer_goes_api_models.py @@ -7,7 +7,7 @@ from h2integrate.resource.solar.nrel_developer_api_base import NRELDeveloperAPISolarResourceBase -@define +@define(kw_only=True) class GOESAggregatedAPIConfig(ResourceBaseAPIConfig): """Configuration class to download solar resource data from `GOES Aggregated PSM v4 `_. @@ -52,7 +52,7 @@ def setup(self): super().setup() -@define +@define(kw_only=True) class GOESConusAPIConfig(ResourceBaseAPIConfig): """Configuration class to download solar resource data from `GOES Conus PSM v4 `_. @@ -100,7 +100,7 @@ def setup(self): super().setup() -@define +@define(kw_only=True) class GOESFullDiscAPIConfig(ResourceBaseAPIConfig): """Configuration class to download solar resource data from `GOES Full Disc PSM v4 `_. @@ -145,7 +145,7 @@ def setup(self): super().setup() -@define +@define(kw_only=True) class GOESTMYAPIConfig(ResourceBaseAPIConfig): """Configuration class to download solar resource data from `GOES Full Disc PSM v4 `_. diff --git a/h2integrate/resource/solar/nrel_developer_himawari_api_models.py b/h2integrate/resource/solar/nrel_developer_himawari_api_models.py index 2caf2127a..6ffc3cd74 100644 --- a/h2integrate/resource/solar/nrel_developer_himawari_api_models.py +++ b/h2integrate/resource/solar/nrel_developer_himawari_api_models.py @@ -7,7 +7,7 @@ from h2integrate.resource.solar.nrel_developer_api_base import NRELDeveloperAPISolarResourceBase -@define +@define(kw_only=True) class Himawari7SolarAPIConfig(ResourceBaseAPIConfig): """Configuration class to download solar resource data from `Himawari 2011-15: PSM v3 `_. @@ -53,7 +53,7 @@ def setup(self): super().setup() -@define +@define(kw_only=True) class Himawari8SolarAPIConfig(ResourceBaseAPIConfig): """Configuration class to download solar resource data from `Himawari 2016-2020: PSM v3 `_. @@ -99,7 +99,7 @@ def setup(self): super().setup() -@define +@define(kw_only=True) class HimawariTMYAPIConfig(ResourceBaseAPIConfig): """Configuration class to download solar resource data from `Himawari TMY: PSM v3 `_. diff --git a/h2integrate/resource/solar/nrel_developer_meteosat_prime_meridian_models.py b/h2integrate/resource/solar/nrel_developer_meteosat_prime_meridian_models.py index 43d82eef3..a553d71d3 100644 --- a/h2integrate/resource/solar/nrel_developer_meteosat_prime_meridian_models.py +++ b/h2integrate/resource/solar/nrel_developer_meteosat_prime_meridian_models.py @@ -7,7 +7,7 @@ from h2integrate.resource.solar.nrel_developer_api_base import NRELDeveloperAPISolarResourceBase -@define +@define(kw_only=True) class MeteosatPrimeMeridianAPIConfig(ResourceBaseAPIConfig): """Configuration class to download solar resource data from `Meteosat Prime Meridian PSM v4 `_. @@ -55,7 +55,7 @@ def setup(self): super().setup() -@define +@define(kw_only=True) class MeteosatPrimeMeridianTMYAPIConfig(ResourceBaseAPIConfig): """Configuration class to download solar resource data from `Meteosat Prime Meridian TMY: PSM v4 `_, diff --git a/h2integrate/resource/wind/nrel_developer_wtk_api.py b/h2integrate/resource/wind/nrel_developer_wtk_api.py index e2a480cc3..0b81328d7 100644 --- a/h2integrate/resource/wind/nrel_developer_wtk_api.py +++ b/h2integrate/resource/wind/nrel_developer_wtk_api.py @@ -13,7 +13,7 @@ ) -@define +@define(kw_only=True) class WTKNRELDeveloperAPIConfig(ResourceBaseAPIConfig): """Configuration class to download wind resource data from `Wind Toolkit Data V2 `_. diff --git a/h2integrate/resource/wind/openmeteo_wind.py b/h2integrate/resource/wind/openmeteo_wind.py index 16c9a886b..f8b5edac0 100644 --- a/h2integrate/resource/wind/openmeteo_wind.py +++ b/h2integrate/resource/wind/openmeteo_wind.py @@ -12,7 +12,7 @@ from h2integrate.resource.wind.wind_resource_base import WindResourceBaseAPIModel -@define +@define(kw_only=True) class OpenMeteoHistoricalWindAPIConfig(ResourceBaseAPIConfig): """Configuration class to download wind resource data from `Open-Meteo Weather API `_. diff --git a/h2integrate/storage/battery/atb_battery_cost.py b/h2integrate/storage/battery/atb_battery_cost.py index 88e68bc28..114599837 100644 --- a/h2integrate/storage/battery/atb_battery_cost.py +++ b/h2integrate/storage/battery/atb_battery_cost.py @@ -6,7 +6,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class ATBBatteryCostConfig(CostModelBaseConfig): """Configuration class for the ATBBatteryCostModel with costs based on storage capacity and charge rate. More information on ATB methodology and representative diff --git a/h2integrate/storage/battery/pysam_battery.py b/h2integrate/storage/battery/pysam_battery.py index eb518517b..6b1b551fd 100644 --- a/h2integrate/storage/battery/pysam_battery.py +++ b/h2integrate/storage/battery/pysam_battery.py @@ -68,7 +68,7 @@ def export(self): return asdict(self) -@define +@define(kw_only=True) class PySAMBatteryPerformanceModelConfig(BaseConfig): """Configuration class for battery performance models. diff --git a/h2integrate/storage/generic_storage_cost.py b/h2integrate/storage/generic_storage_cost.py index 2b94b3231..2e025cacf 100644 --- a/h2integrate/storage/generic_storage_cost.py +++ b/h2integrate/storage/generic_storage_cost.py @@ -5,7 +5,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class GenericStorageCostConfig(CostModelBaseConfig): """Configuration class for the GenericStorageCostModel with costs based on storage capacity and charge rate for any commodity. diff --git a/h2integrate/storage/hydrogen/h2_storage_cost.py b/h2integrate/storage/hydrogen/h2_storage_cost.py index e5e17867c..e9edd8543 100644 --- a/h2integrate/storage/hydrogen/h2_storage_cost.py +++ b/h2integrate/storage/hydrogen/h2_storage_cost.py @@ -8,7 +8,7 @@ from h2integrate.storage.hydrogen.h2_transport.h2_compression import Compressor -@define +@define(kw_only=True) class HydrogenStorageBaseCostModelConfig(BaseConfig): """Base config class for HydrogenStorageBaseCostModel diff --git a/h2integrate/storage/hydrogen/mch_storage.py b/h2integrate/storage/hydrogen/mch_storage.py index c149f2fba..a5007f8cd 100644 --- a/h2integrate/storage/hydrogen/mch_storage.py +++ b/h2integrate/storage/hydrogen/mch_storage.py @@ -7,7 +7,7 @@ from h2integrate.core.model_baseclasses import CostModelBaseClass -@define +@define(kw_only=True) class MCHTOLStorageCostModelConfig(BaseConfig): """Config class for MCHTOLStorageCostModel diff --git a/h2integrate/storage/hydrogen/tank_baseclass.py b/h2integrate/storage/hydrogen/tank_baseclass.py index dec89e4d9..ffbbc7a10 100644 --- a/h2integrate/storage/hydrogen/tank_baseclass.py +++ b/h2integrate/storage/hydrogen/tank_baseclass.py @@ -55,7 +55,7 @@ def compute(self, inputs, outputs): outputs["stored_hydrogen"] = initial_hydrogen + hydrogen_in - hydrogen_out -@define +@define(kw_only=True) class TankCostModelConfig(CostModelBaseConfig): total_capacity: float = field() diff --git a/h2integrate/storage/simple_generic_storage.py b/h2integrate/storage/simple_generic_storage.py index 9f885d971..2f8c7b73e 100644 --- a/h2integrate/storage/simple_generic_storage.py +++ b/h2integrate/storage/simple_generic_storage.py @@ -4,7 +4,7 @@ from h2integrate.core.utilities import BaseConfig, merge_shared_inputs -@define +@define(kw_only=True) class SimpleGenericStorageConfig(BaseConfig): commodity_name: str = field() commodity_units: str = field() diff --git a/h2integrate/storage/simple_storage_auto_sizing.py b/h2integrate/storage/simple_storage_auto_sizing.py index 675a19e92..a16cb070a 100644 --- a/h2integrate/storage/simple_storage_auto_sizing.py +++ b/h2integrate/storage/simple_storage_auto_sizing.py @@ -5,7 +5,7 @@ from h2integrate.core.utilities import BaseConfig, merge_shared_inputs -@define +@define(kw_only=True) class StorageSizingModelConfig(BaseConfig): """Configuration class for the StorageAutoSizingModel. diff --git a/h2integrate/tools/test/test_inputs.csv b/h2integrate/tools/test/test_inputs.csv index 8194d3a11..7323ea18a 100644 --- a/h2integrate/tools/test/test_inputs.csv +++ b/h2integrate/tools/test/test_inputs.csv @@ -2,4 +2,3 @@ Index 0,Index 1,Index 2,Index 3,Index 4,Index 5,Type,Float Test,Int Test,Bool Te technologies,solar,model_inputs,performance_parameters,pv_capacity_kWdc,,float,100000.,150000.,150000.,150000. technologies,electrolyzer,model_inputs,performance_parameters,n_clusters,,int,18,20,18,18 technologies,electrolyzer,model_inputs,performance_parameters,include_degradation_penalty,,bool,TRUE,TRUE,FALSE,TRUE -technologies,electrolyzer,model_inputs,performance_parameters,sizing,size_for,str,BOL,BOL,BOL,EOL diff --git a/h2integrate/transporters/cable.py b/h2integrate/transporters/cable.py index cd25dcfe6..5b369367b 100644 --- a/h2integrate/transporters/cable.py +++ b/h2integrate/transporters/cable.py @@ -14,14 +14,14 @@ def setup(self): self.output_name = self.options["transport_item"] + "_out" self.add_input( self.input_name, - val=0.0, + val=-1.0, shape_by_conn=True, copy_shape=self.output_name, units="kW", ) self.add_output( self.output_name, - val=0.0, + val=-1.0, shape_by_conn=True, copy_shape=self.input_name, units="kW", diff --git a/h2integrate/transporters/generic_combiner.py b/h2integrate/transporters/generic_combiner.py index 72a8218ce..221368350 100644 --- a/h2integrate/transporters/generic_combiner.py +++ b/h2integrate/transporters/generic_combiner.py @@ -4,7 +4,7 @@ from h2integrate.core.utilities import BaseConfig, merge_shared_inputs -@define +@define(kw_only=True) class GenericCombinerPerformanceConfig(BaseConfig): """Configuration class for a generic combiner. diff --git a/h2integrate/transporters/generic_splitter.py b/h2integrate/transporters/generic_splitter.py index 513dcf288..a1259fa38 100644 --- a/h2integrate/transporters/generic_splitter.py +++ b/h2integrate/transporters/generic_splitter.py @@ -6,7 +6,7 @@ from h2integrate.core.validators import contains, range_val_or_none -@define +@define(kw_only=True) class GenericSplitterPerformanceConfig(BaseConfig): """Configuration class for the GenericSplitterPerformanceModel. diff --git a/h2integrate/transporters/generic_summer.py b/h2integrate/transporters/generic_summer.py index 7976b6c5d..6926b1670 100644 --- a/h2integrate/transporters/generic_summer.py +++ b/h2integrate/transporters/generic_summer.py @@ -5,7 +5,7 @@ from h2integrate.core.validators import contains -@define +@define(kw_only=True) class GenericSummerPerformanceConfig(BaseConfig): """Configuration class for a generic summer for commodities or feedstocks. diff --git a/h2integrate/transporters/pipe.py b/h2integrate/transporters/pipe.py index 524e68622..75b6f338b 100644 --- a/h2integrate/transporters/pipe.py +++ b/h2integrate/transporters/pipe.py @@ -34,14 +34,14 @@ def setup(self): self.add_input( self.input_name, - val=0.0, + val=-1.0, shape_by_conn=True, copy_shape=self.output_name, units=units, ) self.add_output( self.output_name, - val=0.0, + val=-1.0, shape_by_conn=True, copy_shape=self.input_name, units=units, diff --git a/tests/h2integrate/test_iron/input/h2integrate_config_modular.yaml b/tests/h2integrate/test_iron/input/h2integrate_config_modular.yaml index e080e847b..6542880d5 100644 --- a/tests/h2integrate/test_iron/input/h2integrate_config_modular.yaml +++ b/tests/h2integrate/test_iron/input/h2integrate_config_modular.yaml @@ -55,10 +55,7 @@ finance_parameters: wind: expected_plant_cost: 'none' electrolyzer: - sizing: - resize_for_enduse: False - size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative) - hydrogen_dmd: + size_mode: "normal" rating: 1160 # MW cluster_rating_MW: 40 eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol From 3a25e3fb12ae7106de4eb5874c5b566e531956e2 Mon Sep 17 00:00:00 2001 From: John Jasa Date: Wed, 17 Dec 2025 13:21:44 -0600 Subject: [PATCH 78/79] Moved last of the high-level tests (#412) * Move h2 compressor test * Moved iron tests * Removed defunct files in tests * Moved test all examples * Removed last test folder at high level * Reverted rosner cost coeffs * Updated changelog * Added back conftest * Fixed test folder naming * Added back init file * Moved test --- CHANGELOG.md | 1 + .../test}/test_all_examples.py | 0 .../iron/test}/input/default_fin_config.yaml | 0 .../input/h2integrate_config_modular.yaml | 0 .../iron/test}/input/hopp_config.yaml | 0 .../converters/iron/test}/test_iron_ore.py | 0 .../converters/iron/test}/test_iron_post.py | 0 .../converters/iron/test}/test_iron_win.py | 0 .../hydrogen/test}/test_h2_compressor.py | 0 test/__init__.py | 0 {tests => test}/conftest.py | 0 tests/__init__.py | 3 - .../floris/floris_input_osw_18MW.yaml | 118 - .../input_files/plant/default_fin_config.yaml | 39 - .../input_files/plant/hopp_config.yaml | 51 - .../plant/hopp_config_wind_wave.yaml | 83 - .../plant/hopp_config_wind_wave_solar.yaml | 88 - .../hopp_config_wind_wave_solar_battery.yaml | 105 - .../plant/orbit-config-osw_18MW-stripped.yaml | 68 - .../input_files/turbines/osw_18MW.yaml | 204 - tests/h2integrate/inputs/floris_input.yaml | 241 - tests/h2integrate/inputs/hopp_config.yaml | 47 - .../input_files/GS_gridonly_power_signal.csv | 8761 ----------------- .../input_files/GS_offgrid_power_signal.csv | 8761 ----------------- 24 files changed, 1 insertion(+), 18569 deletions(-) rename {tests/h2integrate => examples/test}/test_all_examples.py (100%) rename {tests/h2integrate/test_iron => h2integrate/converters/iron/test}/input/default_fin_config.yaml (100%) rename {tests/h2integrate/test_iron => h2integrate/converters/iron/test}/input/h2integrate_config_modular.yaml (100%) rename {tests/h2integrate/test_iron => h2integrate/converters/iron/test}/input/hopp_config.yaml (100%) rename {tests/h2integrate/test_iron => h2integrate/converters/iron/test}/test_iron_ore.py (100%) rename {tests/h2integrate/test_iron => h2integrate/converters/iron/test}/test_iron_post.py (100%) rename {tests/h2integrate/test_iron => h2integrate/converters/iron/test}/test_iron_win.py (100%) rename {tests/h2integrate/test_hydrogen/test_h2_transport => h2integrate/storage/hydrogen/test}/test_h2_compressor.py (100%) create mode 100644 test/__init__.py rename {tests => test}/conftest.py (100%) delete mode 100644 tests/__init__.py delete mode 100644 tests/h2integrate/input_files/floris/floris_input_osw_18MW.yaml delete mode 100644 tests/h2integrate/input_files/plant/default_fin_config.yaml delete mode 100644 tests/h2integrate/input_files/plant/hopp_config.yaml delete mode 100644 tests/h2integrate/input_files/plant/hopp_config_wind_wave.yaml delete mode 100644 tests/h2integrate/input_files/plant/hopp_config_wind_wave_solar.yaml delete mode 100644 tests/h2integrate/input_files/plant/hopp_config_wind_wave_solar_battery.yaml delete mode 100644 tests/h2integrate/input_files/plant/orbit-config-osw_18MW-stripped.yaml delete mode 100644 tests/h2integrate/input_files/turbines/osw_18MW.yaml delete mode 100644 tests/h2integrate/inputs/floris_input.yaml delete mode 100644 tests/h2integrate/inputs/hopp_config.yaml delete mode 100644 tests/h2integrate/test_hydrogen/input_files/GS_gridonly_power_signal.csv delete mode 100644 tests/h2integrate/test_hydrogen/input_files/GS_offgrid_power_signal.csv diff --git a/CHANGELOG.md b/CHANGELOG.md index bd1692258..95503f6e5 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -39,6 +39,7 @@ - Allow multiple instances of the same electricity producing technologies using prefix-based matching - Allow multiple instances of custom models in the same hybrid system - Removed a large portion of the old GreenHEART code that was no longer being used +- Moved high-level tests to the appropriate directory and removed defunct tests - Updated generic combiner to accept any number of inflow streams instead of just 2 ## 0.4.0 [October 1, 2025] diff --git a/tests/h2integrate/test_all_examples.py b/examples/test/test_all_examples.py similarity index 100% rename from tests/h2integrate/test_all_examples.py rename to examples/test/test_all_examples.py diff --git a/tests/h2integrate/test_iron/input/default_fin_config.yaml b/h2integrate/converters/iron/test/input/default_fin_config.yaml similarity index 100% rename from tests/h2integrate/test_iron/input/default_fin_config.yaml rename to h2integrate/converters/iron/test/input/default_fin_config.yaml diff --git a/tests/h2integrate/test_iron/input/h2integrate_config_modular.yaml b/h2integrate/converters/iron/test/input/h2integrate_config_modular.yaml similarity index 100% rename from tests/h2integrate/test_iron/input/h2integrate_config_modular.yaml rename to h2integrate/converters/iron/test/input/h2integrate_config_modular.yaml diff --git a/tests/h2integrate/test_iron/input/hopp_config.yaml b/h2integrate/converters/iron/test/input/hopp_config.yaml similarity index 100% rename from tests/h2integrate/test_iron/input/hopp_config.yaml rename to h2integrate/converters/iron/test/input/hopp_config.yaml diff --git a/tests/h2integrate/test_iron/test_iron_ore.py b/h2integrate/converters/iron/test/test_iron_ore.py similarity index 100% rename from tests/h2integrate/test_iron/test_iron_ore.py rename to h2integrate/converters/iron/test/test_iron_ore.py diff --git a/tests/h2integrate/test_iron/test_iron_post.py b/h2integrate/converters/iron/test/test_iron_post.py similarity index 100% rename from tests/h2integrate/test_iron/test_iron_post.py rename to h2integrate/converters/iron/test/test_iron_post.py diff --git a/tests/h2integrate/test_iron/test_iron_win.py b/h2integrate/converters/iron/test/test_iron_win.py similarity index 100% rename from tests/h2integrate/test_iron/test_iron_win.py rename to h2integrate/converters/iron/test/test_iron_win.py diff --git a/tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_compressor.py b/h2integrate/storage/hydrogen/test/test_h2_compressor.py similarity index 100% rename from tests/h2integrate/test_hydrogen/test_h2_transport/test_h2_compressor.py rename to h2integrate/storage/hydrogen/test/test_h2_compressor.py diff --git a/test/__init__.py b/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/tests/conftest.py b/test/conftest.py similarity index 100% rename from tests/conftest.py rename to test/conftest.py diff --git a/tests/__init__.py b/tests/__init__.py deleted file mode 100644 index 70e89bb10..000000000 --- a/tests/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -from pathlib import Path - -TEST_ROOT_DIR = Path(__file__).parent diff --git a/tests/h2integrate/input_files/floris/floris_input_osw_18MW.yaml b/tests/h2integrate/input_files/floris/floris_input_osw_18MW.yaml deleted file mode 100644 index da6db011b..000000000 --- a/tests/h2integrate/input_files/floris/floris_input_osw_18MW.yaml +++ /dev/null @@ -1,118 +0,0 @@ -name: Gauss -description: Three turbines using Gauss model -floris_version: v3.0.0 - -logging: - console: - enable: false - level: WARNING - file: - enable: false - level: WARNING - -solver: - type: turbine_grid - turbine_grid_points: 1 - -flow_field: - air_density: 1.225 - reference_wind_height: -1 # -1 is code for use the hub height - turbulence_intensities: - - 0.06 - wind_directions: - - 270.0 - wind_shear: 0.33 - wind_speeds: - - 8.0 - wind_veer: 0.0 - -### -# Configure the turbine types and their placement within the wind farm. -farm: - - ### - # Coordinates for the turbine locations in the x-direction which is typically considered - # to be the streamwise direction (left, right) when the wind is out of the west. - # The order of the coordinates here corresponds to the index of the turbine in the primary - # data structures. - layout_x: - - 0.0 - - 630.0 - - 1260.0 - - 2000.0 - - 2200.0 - - 2400.0 - - ### - # Coordinates for the turbine locations in the y-direction which is typically considered - # to be the spanwise direction (up, down) when the wind is out of the west. - # The order of the coordinates here corresponds to the index of the turbine in the primary - # data structures. - layout_y: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - ### - # Listing of turbine types for placement at the x and y coordinates given above. - # The list length must be 1 or the same as ``layout_x`` and ``layout_y``. If it is a - # single value, all turbines are of the same type. Otherwise, the turbine type - # is mapped to the location at the same index in ``layout_x`` and ``layout_y``. - # The types can be either a name included in the turbine_library or - # a full definition of a wind turbine directly. - turbine_type: - - nrel_5MW - -wake: - model_strings: - combination_model: sosfs # TODO followup on why not using linear free-stream superposition? - ask Chris Bay and Gen S. - deflection_model: gauss - turbulence_model: crespo_hernandez - velocity_model: gauss - - enable_secondary_steering: false - enable_yaw_added_recovery: false - enable_active_wake_mixing: false - enable_transverse_velocities: false - - wake_deflection_parameters: - gauss: - ad: 0.0 - alpha: 0.58 - bd: 0.0 - beta: 0.077 - dm: 1.0 - ka: 0.38 - kb: 0.004 - jimenez: - ad: 0.0 - bd: 0.0 - kd: 0.05 - - wake_velocity_parameters: - cc: - a_s: 0.179367259 - b_s: 0.0118889215 - c_s1: 0.0563691592 - c_s2: 0.13290157 - a_f: 3.11 - b_f: -0.68 - c_f: 2.41 - alpha_mod: 1.0 - gauss: - alpha: 0.58 - beta: 0.077 - ka: 0.38 - kb: 0.004 - jensen: - we: 0.05 - - wake_turbulence_parameters: - crespo_hernandez: - initial: 0.1 - constant: 0.5 - ai: 0.8 - downstream: -0.32 diff --git a/tests/h2integrate/input_files/plant/default_fin_config.yaml b/tests/h2integrate/input_files/plant/default_fin_config.yaml deleted file mode 100644 index 07d0f438a..000000000 --- a/tests/h2integrate/input_files/plant/default_fin_config.yaml +++ /dev/null @@ -1,39 +0,0 @@ -battery_system: - batt_replacement_schedule_percent: [0] - batt_bank_replacement: [0] - batt_replacement_option: 0 - batt_computed_bank_capacity: 0 - batt_meter_position: 0 -system_costs: - om_fixed: [1] - om_production: [2] - om_capacity: [0] - om_batt_fixed_cost: 0 - om_batt_variable_cost: [0.75] - om_batt_capacity_cost: 0 - om_batt_replacement_cost: 0 - om_replacement_cost_escal: 0 -revenue: - ppa_price_input: [25] # cents/kWh - ppa_escalation: 2.5 # % -system_use_lifetime_output: 0 -financial_parameters: - inflation_rate: 2.5 - real_discount_rate: 6.4 - federal_tax_rate: 21.0 - state_tax_rate: 4.0 - property_tax_rate: 1.0 - insurance_rate: 0.5 - debt_percent: 68.5 - term_int_rate: 6.0 - months_working_reserve: 1 - analysis_start_year: 2025 - installation_months: 12 - sales_tax_rate_state: 4.5 - admin_expense_percent_of_sales: 1.0 - capital_gains_tax_rate: 15.0 - debt_type: "Revolving debt" - depreciation_method: "MACRS" - depreciation_period: 5 -cp_capacity_credit_percent: [0] -degradation: [0] diff --git a/tests/h2integrate/input_files/plant/hopp_config.yaml b/tests/h2integrate/input_files/plant/hopp_config.yaml deleted file mode 100644 index f136f7306..000000000 --- a/tests/h2integrate/input_files/plant/hopp_config.yaml +++ /dev/null @@ -1,51 +0,0 @@ -site: #!include flatirons_site.yaml - data: - lat: 27.18624 - lon: -96.9516 - elev: 0 - year: 2013 - site_boundaries: - verts: - - [0.0, 0.0] - - [0.0, 15000.0] - - [15000.0, 15000.0] - - [15000.0, 0.0] - verts_simple: - - [0.0, 0.0] - - [0.0, 15000.0] - - [15000.0, 15000.0] - - [15000.0, 0.0] - solar_resource_file: "" - wind_resource_file: "../../../../resource_files/wind/27.18624_-96.9516_windtoolkit_2013_60min_160m_200m.srw" - wave_resource_file: "" - grid_resource_file: "" - hub_height: 161.0 - capacity_hours: [] - solar: false - wind: true - wave: false - wind_resource_origin: "WTK" - - -technologies: - wind: - num_turbines: 10 - turbine_rating_kw: 18000.0 - model_name: floris - timestep: [0, 8760] - floris_config: input_files/floris/floris_input_osw_18MW.yaml - fin_model: !include default_fin_config.yaml - layout_mode: "floris_layout" - grid: - interconnect_kw: 180000 - fin_model: !include default_fin_config.yaml - -config: - simulation_options: - wind: - skip_financial: true - dispatch_options: - battery_dispatch: load_following_heuristic #heuristic - cost_info: - wind_installed_cost_mw: 3526000 # based on 2023 ATB moderate case for offshore wind - # wind_om_per_kw: 104.271 # based on 2023 ATB moderate case for offshore wind diff --git a/tests/h2integrate/input_files/plant/hopp_config_wind_wave.yaml b/tests/h2integrate/input_files/plant/hopp_config_wind_wave.yaml deleted file mode 100644 index c2ee5ebdf..000000000 --- a/tests/h2integrate/input_files/plant/hopp_config_wind_wave.yaml +++ /dev/null @@ -1,83 +0,0 @@ -site: #!include flatirons_site.yaml - data: - lat: 27.18624 - lon: -96.9516 - elev: 0 - year: 2013 - site_boundaries: - verts: - - [0.0, 0.0] - - [0.0, 2000.0] - - [2000.0, 2000.0] - - [2000.0, 0.0] - verts_simple: - - [0.0, 0.0] - - [0.0, 2000.0] - - [2000.0, 2000.0] - - [2000.0, 0.0] - solar_resource_file: "" - wind_resource_file: "../../../../resource_files/wind/27.18624_-96.9516_windtoolkit_2013_60min_160m_200m.srw" - wave_resource_file: "../../../../resource_files/wave/Wave_resource_timeseries.csv" - grid_resource_file: "" - hub_height: 161.0 - capacity_hours: [] - solar: false - wind: true - wave: true - wind_resource_origin: "WTK" - -technologies: - wind: - num_turbines: 10 - turbine_rating_kw: 18000.0 - model_name: floris - timestep: [0, 8760] - floris_config: input_files/floris/floris_input_osw_18MW.yaml - fin_model: !include default_fin_config.yaml - layout_mode: "floris_layout" - wave: - device_rating_kw: 286 - wave_power_matrix: - - [0.000000, 0.500000, 1.500000, 2.500000, 3.500000, 4.500000, 5.500000, 6.500000, 7.500000, 8.500000, 9.500000, 10.500000, 11.500000, 12.500000, 13.500000, 14.500000, 15.500000, 16.500000, 17.500000, 18.500000, 19.500000, 20.500000] - - [0.250000, 0.000000, 0.000000, 0.000000, 0.000000, 0.400000, 0.600000, 0.800000, 1.000000, 1.100000, 1.100000, 1.000000, 0.800000, 0.700000, 0.600000, 0.500000, 0.400000, 0.300000, 0.300000, 0.200000, 0.200000, 0.000000] - - [0.750000, 0.000000, 0.000000, 0.000000, 0.000000, 3.200000, 5.300000, 7.400000, 9.100000, 9.800000, 9.500000, 8.600000, 7.400000, 6.200000, 5.100000, 4.100000, 3.400000, 2.800000, 2.300000, 1.900000, 1.600000, 0.000000] - - [1.250000, 0.000000, 0.000000, 0.000000, 0.000000, 9.000000, 14.800000, 20.500000, 25.000000, 26.800000, 25.900000, 23.300000, 20.000000, 16.800000, 13.800000, 11.300000, 9.200000, 7.600000, 6.300000, 5.200000, 4.300000, 0.000000] - - [1.750000, 0.000000, 0.000000, 0.000000, 0.000000, 17.600000, 28.900000, 39.900000, 48.300000, 51.600000, 49.700000, 44.700000, 38.400000, 32.200000, 26.500000, 21.700000, 17.800000, 14.600000, 12.100000, 10.000000, 8.400000, 0.000000] - - [2.250000, 0.000000, 0.000000, 0.000000, 0.000000, 29.000000, 47.500000, 65.400000, 78.800000, 83.800000, 80.600000, 72.400000, 62.300000, 52.200000, 43.000000, 35.300000, 28.900000, 23.800000, 19.700000, 16.300000, 13.700000, 0.000000] - - [2.750000, 0.000000, 0.000000, 0.000000, 0.000000, 43.200000, 70.700000, 97.000000, 116.300000, 123.100000, 118.100000, 106.100000, 91.300000, 76.500000, 63.200000, 51.900000, 42.500000, 35.000000, 28.900000, 24.100000, 20.100000, 0.000000] - - [3.250000, 0.000000, 0.000000, 0.000000, 0.000000, 60.200000, 98.300000, 134.500000, 160.500000, 169.300000, 162.100000, 145.500000, 125.200000, 105.000000, 86.800000, 71.300000, 58.500000, 48.200000, 39.900000, 33.200000, 27.800000, 0.000000] - - [3.750000, 0.000000, 0.000000, 0.000000, 0.000000, 79.900000, 130.400000, 177.800000, 211.200000, 222.000000, 212.200000, 190.400000, 164.000000, 137.600000, 113.800000, 93.600000, 76.900000, 63.300000, 52.500000, 43.700000, 36.600000, 0.000000] - - [4.250000, 0.000000, 0.000000, 0.000000, 0.000000, 102.400000, 166.700000, 226.700000, 268.300000, 281.100000, 268.200000, 240.500000, 207.200000, 174.100000, 144.100000, 118.500000, 97.400000, 80.300000, 66.600000, 55.500000, 46.500000, 0.000000] - - [4.750000, 0.000000, 0.000000, 0.000000, 0.000000, 127.600000, 207.400000, 281.200000, 286.000000, 286.000000, 286.000000, 286.000000, 255.000000, 214.300000, 177.500000, 146.100000, 120.200000, 99.200000, 82.200000, 68.600000, 57.600000, 0.000000] - - [5.250000, 0.000000, 0.000000, 0.000000, 0.000000, 155.400000, 252.400000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 258.200000, 214.000000, 176.300000, 145.100000, 119.800000, 99.400000, 83.000000, 69.700000, 0.000000] - - [5.750000, 0.000000, 0.000000, 0.000000, 0.000000, 186.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 253.600000, 209.000000, 172.200000, 142.200000, 118.100000, 98.600000, 82.800000, 0.000000] - - [6.250000, 0.000000, 0.000000, 0.000000, 0.000000, 219.200000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 244.200000, 201.200000, 166.400000, 138.200000, 115.500000, 97.100000, 0.000000] - - [6.750000, 0.000000, 0.000000, 0.000000, 0.000000, 255.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 281.900000, 232.400000, 192.200000, 159.700000, 133.500000, 112.300000, 0.000000] - - [7.250000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 265.600000, 219.800000, 182.800000, 152.900000, 128.700000, 0.000000] - - [7.750000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 249.000000, 207.200000, 173.400000, 146.000000, 0.000000] - - [8.250000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 279.900000, 233.000000, 195.100000, 164.400000, 0.000000] - - [8.750000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 260.200000, 218.000000, 183.800000, 0.000000] - - [9.250000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 242.100000, 204.100000, 0.000000] - - [9.750000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 267.400000, 225.600000, 0.000000] - num_devices: 100 - cost_inputs: - reference_model_num: 3 - water_depth: 100 - distance_to_shore: 80 - number_rows: 10 - device_spacing: 600 - row_spacing: 600 - cable_system_overbuild: 20 - fin_model: !include default_fin_config.yaml - grid: - interconnect_kw: 222900 - fin_model: !include default_fin_config.yaml - -config: - simulation_options: - wind: - skip_financial: true - dispatch_options: - battery_dispatch: load_following_heuristic #heuristic - cost_info: - wind_installed_cost_mw: 3526000 # based on 2023 ATB moderate case for offshore wind diff --git a/tests/h2integrate/input_files/plant/hopp_config_wind_wave_solar.yaml b/tests/h2integrate/input_files/plant/hopp_config_wind_wave_solar.yaml deleted file mode 100644 index 20ad92d74..000000000 --- a/tests/h2integrate/input_files/plant/hopp_config_wind_wave_solar.yaml +++ /dev/null @@ -1,88 +0,0 @@ -site: #!include flatirons_site.yaml - data: - lat: 27.18624 - lon: -96.9516 - elev: 0 - year: 2013 - site_boundaries: - verts: - - [0.0, 0.0] - - [0.0, 2000.0] - - [2000.0, 2000.0] - - [2000.0, 0.0] - verts_simple: - - [0.0, 0.0] - - [0.0, 2000.0] - - [2000.0, 2000.0] - - [2000.0, 0.0] - solar_resource_file: "../../../../resource_files/solar/27.18624_-96.9516_psmv3_60_2013.csv" - wind_resource_file: "../../../../resource_files/wind/27.18624_-96.9516_windtoolkit_2013_60min_160m_200m.srw" - wave_resource_file: "../../../../resource_files/wave/Wave_resource_timeseries.csv" - grid_resource_file: "" - hub_height: 161.0 - capacity_hours: [] - solar: true - wind: true - wave: true - wind_resource_origin: "WTK" - -technologies: - wind: - num_turbines: 10 - turbine_rating_kw: 18000.0 - model_name: floris - timestep: [0, 8760] - floris_config: input_files/floris/floris_input_osw_18MW.yaml - fin_model: !include default_fin_config.yaml - layout_mode: "floris_layout" - wave: - device_rating_kw: 286 - wave_power_matrix: - - [0.000000, 0.500000, 1.500000, 2.500000, 3.500000, 4.500000, 5.500000, 6.500000, 7.500000, 8.500000, 9.500000, 10.500000, 11.500000, 12.500000, 13.500000, 14.500000, 15.500000, 16.500000, 17.500000, 18.500000, 19.500000, 20.500000] - - [0.250000, 0.000000, 0.000000, 0.000000, 0.000000, 0.400000, 0.600000, 0.800000, 1.000000, 1.100000, 1.100000, 1.000000, 0.800000, 0.700000, 0.600000, 0.500000, 0.400000, 0.300000, 0.300000, 0.200000, 0.200000, 0.000000] - - [0.750000, 0.000000, 0.000000, 0.000000, 0.000000, 3.200000, 5.300000, 7.400000, 9.100000, 9.800000, 9.500000, 8.600000, 7.400000, 6.200000, 5.100000, 4.100000, 3.400000, 2.800000, 2.300000, 1.900000, 1.600000, 0.000000] - - [1.250000, 0.000000, 0.000000, 0.000000, 0.000000, 9.000000, 14.800000, 20.500000, 25.000000, 26.800000, 25.900000, 23.300000, 20.000000, 16.800000, 13.800000, 11.300000, 9.200000, 7.600000, 6.300000, 5.200000, 4.300000, 0.000000] - - [1.750000, 0.000000, 0.000000, 0.000000, 0.000000, 17.600000, 28.900000, 39.900000, 48.300000, 51.600000, 49.700000, 44.700000, 38.400000, 32.200000, 26.500000, 21.700000, 17.800000, 14.600000, 12.100000, 10.000000, 8.400000, 0.000000] - - [2.250000, 0.000000, 0.000000, 0.000000, 0.000000, 29.000000, 47.500000, 65.400000, 78.800000, 83.800000, 80.600000, 72.400000, 62.300000, 52.200000, 43.000000, 35.300000, 28.900000, 23.800000, 19.700000, 16.300000, 13.700000, 0.000000] - - [2.750000, 0.000000, 0.000000, 0.000000, 0.000000, 43.200000, 70.700000, 97.000000, 116.300000, 123.100000, 118.100000, 106.100000, 91.300000, 76.500000, 63.200000, 51.900000, 42.500000, 35.000000, 28.900000, 24.100000, 20.100000, 0.000000] - - [3.250000, 0.000000, 0.000000, 0.000000, 0.000000, 60.200000, 98.300000, 134.500000, 160.500000, 169.300000, 162.100000, 145.500000, 125.200000, 105.000000, 86.800000, 71.300000, 58.500000, 48.200000, 39.900000, 33.200000, 27.800000, 0.000000] - - [3.750000, 0.000000, 0.000000, 0.000000, 0.000000, 79.900000, 130.400000, 177.800000, 211.200000, 222.000000, 212.200000, 190.400000, 164.000000, 137.600000, 113.800000, 93.600000, 76.900000, 63.300000, 52.500000, 43.700000, 36.600000, 0.000000] - - [4.250000, 0.000000, 0.000000, 0.000000, 0.000000, 102.400000, 166.700000, 226.700000, 268.300000, 281.100000, 268.200000, 240.500000, 207.200000, 174.100000, 144.100000, 118.500000, 97.400000, 80.300000, 66.600000, 55.500000, 46.500000, 0.000000] - - [4.750000, 0.000000, 0.000000, 0.000000, 0.000000, 127.600000, 207.400000, 281.200000, 286.000000, 286.000000, 286.000000, 286.000000, 255.000000, 214.300000, 177.500000, 146.100000, 120.200000, 99.200000, 82.200000, 68.600000, 57.600000, 0.000000] - - [5.250000, 0.000000, 0.000000, 0.000000, 0.000000, 155.400000, 252.400000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 258.200000, 214.000000, 176.300000, 145.100000, 119.800000, 99.400000, 83.000000, 69.700000, 0.000000] - - [5.750000, 0.000000, 0.000000, 0.000000, 0.000000, 186.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 253.600000, 209.000000, 172.200000, 142.200000, 118.100000, 98.600000, 82.800000, 0.000000] - - [6.250000, 0.000000, 0.000000, 0.000000, 0.000000, 219.200000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 244.200000, 201.200000, 166.400000, 138.200000, 115.500000, 97.100000, 0.000000] - - [6.750000, 0.000000, 0.000000, 0.000000, 0.000000, 255.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 281.900000, 232.400000, 192.200000, 159.700000, 133.500000, 112.300000, 0.000000] - - [7.250000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 265.600000, 219.800000, 182.800000, 152.900000, 128.700000, 0.000000] - - [7.750000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 249.000000, 207.200000, 173.400000, 146.000000, 0.000000] - - [8.250000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 279.900000, 233.000000, 195.100000, 164.400000, 0.000000] - - [8.750000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 260.200000, 218.000000, 183.800000, 0.000000] - - [9.250000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 242.100000, 204.100000, 0.000000] - - [9.750000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 267.400000, 225.600000, 0.000000] - num_devices: 100 - cost_inputs: - reference_model_num: 3 - water_depth: 100 - distance_to_shore: 2.5 # should be distance to platform in km - number_rows: 10 - device_spacing: 600 - row_spacing: 600 - cable_system_overbuild: 20 - fin_model: !include default_fin_config.yaml - pv: - system_capacity_kw: 1000 - dc_degradation: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] - fin_model: !include default_fin_config.yaml - grid: - interconnect_kw: 222900 - fin_model: !include default_fin_config.yaml - -config: - simulation_options: - wind: - skip_financial: true - dispatch_options: - battery_dispatch: load_following_heuristic #heuristic - cost_info: - solar_installed_cost_mw: 1331353 # based on 2023 ATB moderate case for utility-scale pv - wind_installed_cost_mw: 3526000 # based on 2023 ATB moderate case for offshore wind diff --git a/tests/h2integrate/input_files/plant/hopp_config_wind_wave_solar_battery.yaml b/tests/h2integrate/input_files/plant/hopp_config_wind_wave_solar_battery.yaml deleted file mode 100644 index 89cde9f2d..000000000 --- a/tests/h2integrate/input_files/plant/hopp_config_wind_wave_solar_battery.yaml +++ /dev/null @@ -1,105 +0,0 @@ -site: #!include flatirons_site.yaml - data: - lat: 27.18624 - lon: -96.9516 - elev: 0 - year: 2013 - site_boundaries: - verts: - - [0.0, 0.0] - - [0.0, 20000.0] - - [20000.0, 20000.0] - - [20000.0, 0.0] - verts_simple: - - [0.0, 0.0] - - [0.0, 20000.0] - - [20000.0, 20000.0] - - [20000.0, 0.0] - solar_resource_file: "../../../../resource_files/solar/27.18624_-96.9516_psmv3_60_2013.csv" - wind_resource_file: "../../../../resource_files/wind/27.18624_-96.9516_windtoolkit_2013_60min_160m_200m.srw" - wave_resource_file: "../../../../resource_files/wave/Wave_resource_timeseries.csv" - grid_resource_file: "" - hub_height: 161.0 - capacity_hours: [] - solar: true - wind: true - wave: true - wind_resource_origin: "WTK" - -technologies: - wind: - num_turbines: 10 - turbine_rating_kw: 18000.0 - model_name: floris - timestep: [0, 8760] - floris_config: input_files/floris/floris_input_osw_18MW.yaml - fin_model: !include default_fin_config.yaml - layout_mode: "floris_layout" - wave: - device_rating_kw: 286 - wave_power_matrix: - - [0.000000, 0.500000, 1.500000, 2.500000, 3.500000, 4.500000, 5.500000, 6.500000, 7.500000, 8.500000, 9.500000, 10.500000, 11.500000, 12.500000, 13.500000, 14.500000, 15.500000, 16.500000, 17.500000, 18.500000, 19.500000, 20.500000] - - [0.250000, 0.000000, 0.000000, 0.000000, 0.000000, 0.400000, 0.600000, 0.800000, 1.000000, 1.100000, 1.100000, 1.000000, 0.800000, 0.700000, 0.600000, 0.500000, 0.400000, 0.300000, 0.300000, 0.200000, 0.200000, 0.000000] - - [0.750000, 0.000000, 0.000000, 0.000000, 0.000000, 3.200000, 5.300000, 7.400000, 9.100000, 9.800000, 9.500000, 8.600000, 7.400000, 6.200000, 5.100000, 4.100000, 3.400000, 2.800000, 2.300000, 1.900000, 1.600000, 0.000000] - - [1.250000, 0.000000, 0.000000, 0.000000, 0.000000, 9.000000, 14.800000, 20.500000, 25.000000, 26.800000, 25.900000, 23.300000, 20.000000, 16.800000, 13.800000, 11.300000, 9.200000, 7.600000, 6.300000, 5.200000, 4.300000, 0.000000] - - [1.750000, 0.000000, 0.000000, 0.000000, 0.000000, 17.600000, 28.900000, 39.900000, 48.300000, 51.600000, 49.700000, 44.700000, 38.400000, 32.200000, 26.500000, 21.700000, 17.800000, 14.600000, 12.100000, 10.000000, 8.400000, 0.000000] - - [2.250000, 0.000000, 0.000000, 0.000000, 0.000000, 29.000000, 47.500000, 65.400000, 78.800000, 83.800000, 80.600000, 72.400000, 62.300000, 52.200000, 43.000000, 35.300000, 28.900000, 23.800000, 19.700000, 16.300000, 13.700000, 0.000000] - - [2.750000, 0.000000, 0.000000, 0.000000, 0.000000, 43.200000, 70.700000, 97.000000, 116.300000, 123.100000, 118.100000, 106.100000, 91.300000, 76.500000, 63.200000, 51.900000, 42.500000, 35.000000, 28.900000, 24.100000, 20.100000, 0.000000] - - [3.250000, 0.000000, 0.000000, 0.000000, 0.000000, 60.200000, 98.300000, 134.500000, 160.500000, 169.300000, 162.100000, 145.500000, 125.200000, 105.000000, 86.800000, 71.300000, 58.500000, 48.200000, 39.900000, 33.200000, 27.800000, 0.000000] - - [3.750000, 0.000000, 0.000000, 0.000000, 0.000000, 79.900000, 130.400000, 177.800000, 211.200000, 222.000000, 212.200000, 190.400000, 164.000000, 137.600000, 113.800000, 93.600000, 76.900000, 63.300000, 52.500000, 43.700000, 36.600000, 0.000000] - - [4.250000, 0.000000, 0.000000, 0.000000, 0.000000, 102.400000, 166.700000, 226.700000, 268.300000, 281.100000, 268.200000, 240.500000, 207.200000, 174.100000, 144.100000, 118.500000, 97.400000, 80.300000, 66.600000, 55.500000, 46.500000, 0.000000] - - [4.750000, 0.000000, 0.000000, 0.000000, 0.000000, 127.600000, 207.400000, 281.200000, 286.000000, 286.000000, 286.000000, 286.000000, 255.000000, 214.300000, 177.500000, 146.100000, 120.200000, 99.200000, 82.200000, 68.600000, 57.600000, 0.000000] - - [5.250000, 0.000000, 0.000000, 0.000000, 0.000000, 155.400000, 252.400000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 258.200000, 214.000000, 176.300000, 145.100000, 119.800000, 99.400000, 83.000000, 69.700000, 0.000000] - - [5.750000, 0.000000, 0.000000, 0.000000, 0.000000, 186.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 253.600000, 209.000000, 172.200000, 142.200000, 118.100000, 98.600000, 82.800000, 0.000000] - - [6.250000, 0.000000, 0.000000, 0.000000, 0.000000, 219.200000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 244.200000, 201.200000, 166.400000, 138.200000, 115.500000, 97.100000, 0.000000] - - [6.750000, 0.000000, 0.000000, 0.000000, 0.000000, 255.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 281.900000, 232.400000, 192.200000, 159.700000, 133.500000, 112.300000, 0.000000] - - [7.250000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 265.600000, 219.800000, 182.800000, 152.900000, 128.700000, 0.000000] - - [7.750000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 249.000000, 207.200000, 173.400000, 146.000000, 0.000000] - - [8.250000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 279.900000, 233.000000, 195.100000, 164.400000, 0.000000] - - [8.750000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 260.200000, 218.000000, 183.800000, 0.000000] - - [9.250000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 242.100000, 204.100000, 0.000000] - - [9.750000, 0.000000, 0.000000, 0.000000, 0.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 286.000000, 267.400000, 225.600000, 0.000000] - num_devices: 100 - cost_inputs: - reference_model_num: 3 - water_depth: 100 - distance_to_shore: 2.5 # should be distance to platform in km - number_rows: 10 - device_spacing: 600 - row_spacing: 600 - cable_system_overbuild: 20 - fin_model: !include default_fin_config.yaml - pv: - system_capacity_kw: 1000 - dc_degradation: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] - fin_model: !include default_fin_config.yaml - battery: - system_capacity_kwh: 4000 - system_capacity_kw: 1000 - minimum_SOC: 20.0 - maximum_SOC: 100.0 - initial_SOC: 90.0 - fin_model: !include default_fin_config.yaml - grid: - interconnect_kw: 2229000 - fin_model: !include default_fin_config.yaml - -config: - simulation_options: - wind: - skip_financial: true - dispatch_options: - battery_dispatch: load_following_heuristic - solver: cbc - n_look_ahead_periods: 48 - grid_charging: false - pv_charging_only: false - include_lifecycle_count: false - cost_info: - storage_installed_cost_mwh: 347000 # based on 2023 ATB moderate case for utility-scale battery energy costs - storage_installed_cost_mw: 329000 # based on 2023 ATB moderate case for utility-scale battery power costs - wind_installed_cost_mw: 3526000 # based on 2023 ATB moderate case for offshore wind - solar_installed_cost_mw: 1331353 # based on 2023 ATB moderate case for utility-scale pv - pv_om_per_kw: 21.496 - wind_om_per_kw: 104.271 - battery_om_per_kw: 42.888 diff --git a/tests/h2integrate/input_files/plant/orbit-config-osw_18MW-stripped.yaml b/tests/h2integrate/input_files/plant/orbit-config-osw_18MW-stripped.yaml deleted file mode 100644 index b684ca6f8..000000000 --- a/tests/h2integrate/input_files/plant/orbit-config-osw_18MW-stripped.yaml +++ /dev/null @@ -1,68 +0,0 @@ -turbine: "osw_18MW" -# atb_year: 2025 # as per discussions of operational by 2027. This also makes the estimates a little more conservative -# cost_year: 2022 # to match ATB -installation_availability: 0.7 # 30% downtime during installation to match ORCA -site: - area: 142 # km^2 - depth: 45 # m - this value is overridden by h2integrate config - distance: 80 # km - distance_to_landfall: 85 # km - mean_windspeed: False #8.45863584474886 # required input for ORBIT, provide desired mean wind speed or set to False to give ORBIT the mean wind speed from the lat/lon selection -plant: - capacity: 180 # MW - layout: grid - num_turbines: 10 # needs to be changed based on turbine model - this value is overridden by h2integrate config - row_spacing: 7 # rotor diameters # based on rule of thumb of 7D - this value is overridden by h2integrate config - substation_distance: 1 # from ORBIT/examples/configs/example_fixed_project.yaml - turbine_spacing: 7 # rotor diameters # original 10 - this value is overridden by h2integrate config -landfall: - interconnection_distance: 5 # km - trench_length: 4 # km -port: - monthly_rate: 2000000.0 # USD - sub_assembly_lines: 1 - turbine_assembly_cranes: 1 -# Vessels -array_cable_install_vessel: example_cable_lay_vessel # from ORBIT/examples/configs/example_fixed_project.yaml -export_cable_install_vessel: example_cable_lay_vessel # from ORBIT/examples/configs/example_fixed_project.yaml -export_cable_bury_vessel: example_cable_lay_vessel # from ORBIT/examples/configs/example_fixed_project.yaml -oss_install_vessel: example_heavy_lift_vessel # from ORBIT/examples/configs/example_fixed_project.yaml -spi_vessel: example_scour_protection_vessel # from ORBIT/examples/configs/example_fixed_project.yaml -wtiv: example_wtiv # from ORBIT/examples/configs/example_fixed_project.yaml -# Module Specific -OffshoreSubstationInstallation: - feeder: example_heavy_feeder # from ORBIT/examples/configs/example_fixed_project.yaml - num_feeders: 1 # from ORBIT/examples/configs/example_fixed_project.yaml -array_system_design: - cables: - - XLPE_630mm_66kV -export_system_design: - cables: HVDC_2000mm_320kV - percent_added_length: 0.0 -scour_protection_design: - cost_per_tonne: 40 - scour_protection_depth: 1 # ORBIT default -MonopileDesign: - monopile_steel_cost: 2250 #OSW - tp_steel_cost: 3230 #OSW -# Configured Phases -design_phases: -- ArraySystemDesign # from ORBIT/examples/configs/example_fixed_project.yaml -- MonopileDesign # from ORBIT/examples/configs/example_fixed_project.yaml -- ScourProtectionDesign # from ORBIT/examples/configs/example_fixed_project.yaml -- ElectricalDesign # new addition from Sophie Bradenkamp combined ExportSystemDesign and OffshoreSubstationDesign phases -install_phases: # these are hours into installation - ArrayCableInstallation: 0 # from ORBIT/examples/configs/example_fixed_project.yaml - ExportCableInstallation: 2000 # from ORBIT/examples/configs/example_fixed_project.yaml - MonopileInstallation: 0 # from ORBIT/examples/configs/example_fixed_project.yaml - # JacketInstallation: 0 # Jacket not ready yet in ORBIT - OffshoreSubstationInstallation: 0 # from ORBIT/examples/configs/example_fixed_project.yaml - ScourProtectionInstallation: 0 # from ORBIT/examples/configs/example_fixed_project.yaml - TurbineInstallation: 0 # from ORBIT/examples/configs/example_fixed_project.yaml -# Wind Project Inputs -project_parameters: - turbine_capex: 1300 # $USD turbine CAPEX only as per 2022 ATB https://atb.nrel.gov/electricity/2022/offshore_wind - opex_rate: 97 # $USD/kW/yr ATB 2022, OpEx based on R&D assumptions with a base year of 2022. - commissioning: 0.01 # ORBIT default - decommissioning: 0.15 # ORBIT default - # project_lifetime: 30 # 2022 ATB capital recovery period for offshore wind diff --git a/tests/h2integrate/input_files/turbines/osw_18MW.yaml b/tests/h2integrate/input_files/turbines/osw_18MW.yaml deleted file mode 100644 index be7230bd4..000000000 --- a/tests/h2integrate/input_files/turbines/osw_18MW.yaml +++ /dev/null @@ -1,204 +0,0 @@ -# [1] https://www.nrel.gov/docs/fy20osti/75698.pdf -# [2] https://github.com/IEAWindTask37/IEA-15-240-RWT/blob/97cf629a622270ed421de98abf99f4314044fcf2/Documentation/IEA-15-240-RWT_tabular.xlsx -# [3] https://github.com/NREL/floris/blob/main/floris/turbine_library/iea_15MW.yaml -# [4] https://www.sciencedirect.com/science/article/pii/S1364032122003811 -# [5] 10.1016/j.apenergy.2021.117189 -# Turbine is scaled from osw_15MW -turbine_type: 'osw_18MW' -rated_windspeed: 10.66 # m/s [2] -rotor_diameter: 265.36 # m scaled from 15MW -turbine_rating: 18.0 # MW -hub_height: 161.0 # m scaled from 15MW -TSR: 9.0 # [2] -operation_model: cosine-loss # [3] -tower: - deck_space: 78.5 # m^2 (old power-fit=10.2m diam) [4] - sections: 2 - type: Tower - length: 157 # m estimate - mass: 930.508 #t scaled from 15MW based on length - section_diameters: # m estimate - diameter for bottom and top - - 10.2 - - 6.7 # 8.833m at 67m height - section_heights: # m estimate - just bottom and top - - 0.0 - - 157.0 -nacelle: - deck_space: 281 # shields et al. [5] m^2 old [4] - type: Nacelle - mass: 1003 # shields et al. [5] t (old power-fit 1068) [4] -blade: - deck_space: 581 # shields et al. [5] m^2 (old length * root diam = 822) approx [4] - length: 128.5 # m estimate - type: Blade - mass: 91 # shields [5] # t (old power-fit 82.3) -power_thrust_table: - ref_air_density: 1.225 # [3] - ref_tilt: 6.0 # [3] - cosine_loss_exponent_yaw: 1.88 # [3] - cosine_loss_exponent_tilt: 1.88 # [3] - power: - - 0.0 - - 51.89812866 - - 355.335549 - - 738.35433 - - 1191.5092 - - 1702.657221 - - 2257.291446 - - 2838.905165 - - 3429.768457 - - 4011.457616 - - 4565.700477 - - 5074.81091 - - 5522.406384 - - 5896.645687 - - 6183.495679 - - 6374.064733 - - 6461.91924 - - 6479.592501 - - 6604.148228 - - 6838.961942 - - 7190.826094 - - 7669.490971 - - 8288.084487 - - 9063.370607 - - 10005.20457 - - 11134.18105 - - 12491.03547 - - 14108.73528 - - 16024.16395 - - 18216.98485 - - 18216.98636 - - 18216.94945 - - 18216.99607 - - 18216.98557 - - 18216.98492 - - 18216.92049 - - 18217.08293 - - 18217.04798 - - 18217.02839 - - 18217.01583 - - 18217.00705 - - 18217.00026 - - 18216.9948 - - 18216.99065 - - 18216.9877 - - 18216.98559 - - 18216.82862 - - 18216.98516 - - 18216.98706 - - 18216.98982 - - 18216.99332 - - 0.0 - - 0.0 - - - thrust_coefficient: - - 0.0 - - 0.80742173 - - 0.784655297 - - 0.781771245 - - 0.785377072 - - 0.788045584 - - 0.789922119 - - 0.790464625 - - 0.789868339 - - 0.788727582 - - 0.787359348 - - 0.785895402 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.778275899 - - 0.77176172 - - 0.747149663 - - 0.562338457 - - 0.463477777 - - 0.389083718 - - 0.329822385 - - 0.281465071 - - 0.241494345 - - 0.208180574 - - 0.180257568 - - 0.156747535 - - 0.136877529 - - 0.120026379 - - 0.105689427 - - 0.093453742 - - 0.082979637 - - 0.073986457 - - 0.066241166 - - 0.059552107 - - 0.053756866 - - 0.048721662 - - 0.044334197 - - 0.0 - - 0.0 - - wind_speed: - - 0.0 - - 3.0 - - 3.54953237 - - 4.067900771 - - 4.553906848 - - 5.006427063 - - 5.424415288 - - 5.806905228 - - 6.153012649 - - 6.461937428 - - 6.732965398 - - 6.965470002 - - 7.158913742 - - 7.312849418 - - 7.426921164 - - 7.500865272 - - 7.534510799 - - 7.541241633 - - 7.58833327 - - 7.675676842 - - 7.803070431 - - 7.970219531 - - 8.176737731 - - 8.422147605 - - 8.70588182 - - 9.027284445 - - 9.385612468 - - 9.780037514 - - 10.20964776 - - 10.65845809 - - 10.67345004 - - 11.17037214 - - 11.6992653 - - 12.25890683 - - 12.84800295 - - 13.46519181 - - 14.10904661 - - 14.77807889 - - 15.470742 - - 16.18543466 - - 16.92050464 - - 17.67425264 - - 18.44493615 - - 19.23077353 - - 20.02994808 - - 20.8406123 - - 21.66089211 - - 22.4888912 - - 23.32269542 - - 24.1603772 - - 25.0 - - 25.02 - - 50.0 diff --git a/tests/h2integrate/inputs/floris_input.yaml b/tests/h2integrate/inputs/floris_input.yaml deleted file mode 100644 index 40c6077b8..000000000 --- a/tests/h2integrate/inputs/floris_input.yaml +++ /dev/null @@ -1,241 +0,0 @@ - -### -# A name for this input file. -# This is not currently only for the user's reference. -name: GCH - -### -# A description of the contents of this input file. -# This is not currently only for the user's reference. -description: Three turbines using Gauss Curl Hybrid model - -### -# The earliest verion of FLORIS this input file supports. -# This is not currently only for the user's reference. -floris_version: v3.0.0 - -### -# Configure the logging level and where to show the logs. -logging: - - ### - # Settings for logging to the console (i.e. terminal). - console: - - ### - # Can be "true" or "false". - enable: true - - ### - # Set the severity to show output. Messages at this level or higher will be shown. - # Can be one of "CRITICAL", "ERROR", "WARNING", "INFO", "DEBUG". - level: WARNING - - ### - # Settings for logging to a file. - file: - - ### - # Can be "true" or "false". - enable: false - - ### - # Set the severity to show output. Messages at this level or higher will be shown. - # Can be one of "CRITICAL", "ERROR", "WARNING", "INFO", "DEBUG". - level: WARNING - -### -# Configure the solver for the type of simulation. -solver: - - ### - # Select the solver type. - # Can be one of: "turbine_grid", "flow_field_grid", "flow_field_planar_grid". - type: turbine_grid - - ### - # Options for the turbine type selected above. See the solver documentation for available parameters. - turbine_grid_points: 1 - -### -# Configure the turbine types and their placement within the wind farm. -farm: - - ### - # Coordinates for the turbine locations in the x-direction which is typically considered - # to be the streamwise direction (left, right) when the wind is out of the west. - # The order of the coordinates here corresponds to the index of the turbine in the primary - # data structures. - layout_x: - - 0.0 - - 630.0 - - 1260.0 - - 2000.0 - - 2200.0 - - 2400.0 - - ### - # Coordinates for the turbine locations in the y-direction which is typically considered - # to be the spanwise direction (up, down) when the wind is out of the west. - # The order of the coordinates here corresponds to the index of the turbine in the primary - # data structures. - layout_y: - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - 0.0 - - ### - # Listing of turbine types for placement at the x and y coordinates given above. - # The list length must be 1 or the same as ``layout_x`` and ``layout_y``. If it is a - # single value, all turbines are of the same type. Otherwise, the turbine type - # is mapped to the location at the same index in ``layout_x`` and ``layout_y``. - # The types can be either a name included in the turbine_library or - # a full definition of a wind turbine directly. - turbine_type: - - nrel_5MW - -### -# Configure the atmospheric conditions. -flow_field: - - ### - # Air density. - air_density: 1.225 - - ### - # The height to consider the "center" of the vertical wind speed profile - # due to shear. With a shear exponent not 1, the wind speed at this height - # will be the value given in ``wind_speeds``. Above and below this height, - # the wind speed will change according to the shear profile; see - # :py:meth:`.FlowField.initialize_velocity_field`. - # For farms consisting of one wind turbine type, use ``reference_wind_height: -1`` - # to use the hub height of the wind turbine definition. For multiple wind turbine - # types, the reference wind height must be given explicitly. - reference_wind_height: -1 - - ### - # The level of turbulence intensity level in the wind. - turbulence_intensities: - - 0.06 - - ### - # The wind directions to include in the simulation. - # 0 is north and 270 is west. - wind_directions: - - 270.0 - - ### - # The exponent used to model the wind shear profile; see - # :py:meth:`.FlowField.initialize_velocity_field`. - wind_shear: 0.12 - - ### - # The wind speeds to include in the simulation. - wind_speeds: - - 8.0 - - ### - # The wind veer as a constant value for all points in the grid. - wind_veer: 0.0 - -### -# Configure the wake model. -wake: - - ### - # Select the models to use for the simulation. - # See :py:mod:`~.wake` for a list - # of available models and their descriptions. - model_strings: - - ### - # Select the wake combination model. - combination_model: sosfs - - ### - # Select the wake deflection model. - deflection_model: gauss - - ### - # Select the wake turbulence model. - turbulence_model: crespo_hernandez - - ### - # Select the wake velocity deficit model. - velocity_model: gauss - - ### - # Can be "true" or "false". - enable_secondary_steering: true - - ### - # Can be "true" or "false". - enable_yaw_added_recovery: true - - ### - # Can be "true" or "fasle". - enable_active_wake_mixing: false - - ### - # Can be "true" or "false". - enable_transverse_velocities: true - - ### - # Configure the parameters for the wake deflection model - # selected above. - # Additional blocks can be provided for - # models that are not enabled, but the enabled model - # must have a corresponding parameter block. - wake_deflection_parameters: - gauss: - ad: 0.0 - alpha: 0.58 - bd: 0.0 - beta: 0.077 - dm: 1.0 - ka: 0.38 - kb: 0.004 - jimenez: - ad: 0.0 - bd: 0.0 - kd: 0.05 - - ### - # Configure the parameters for the wake velocity deficit model - # selected above. - # Additional blocks can be provided for - # models that are not enabled, but the enabled model - # must have a corresponding parameter block. - wake_velocity_parameters: - cc: - a_s: 0.179367259 - b_s: 0.0118889215 - c_s1: 0.0563691592 - c_s2: 0.13290157 - a_f: 3.11 - b_f: -0.68 - c_f: 2.41 - alpha_mod: 1.0 - gauss: - alpha: 0.58 - beta: 0.077 - ka: 0.38 - kb: 0.004 - jensen: - we: 0.05 - - ### - # Configure the parameters for the wake turbulence model - # selected above. - # Additional blocks can be provided for - # models that are not enabled, but the enabled model - # must have a corresponding parameter block. - wake_turbulence_parameters: - crespo_hernandez: - initial: 0.1 - constant: 0.5 - ai: 0.8 - downstream: -0.32 diff --git a/tests/h2integrate/inputs/hopp_config.yaml b/tests/h2integrate/inputs/hopp_config.yaml deleted file mode 100644 index 3c762bf0a..000000000 --- a/tests/h2integrate/inputs/hopp_config.yaml +++ /dev/null @@ -1,47 +0,0 @@ -site: #!include flatirons_site.yaml - data: - lat: 27.776985 # - lon: -97.267676 # - elev: 0 - year: 2014 # - site_boundaries: - verts: - - [0.0, 0.0] - - [0.0, 600.0] - - [600.0, 600.0] - - [600.0, 0.0] - urdb_label: "5ca4d1175457a39b23b3d45e" - solar_resource_file: "" - wind_resource_file: "" # - wave_resource_file: "" - grid_resource_file: "" - hub_height: 110.0 # - capacity_hours: [] - desired_schedule: [] - solar: false - wind: true - wave: false - wind_resource_origin: "WTK" - -technologies: - pv: - system_capacity_kw: 50000 # - # dc_degradation: [0] * 25 # - wind: - num_turbines: 6 # - turbine_rating_kw: 5000.0 # - model_name: floris # - timestep: [0, 8760] # - floris_config: "" # - layout_mode: "floris_layout" - # battery: - # system_capacity_kwh: 100 # - # system_capacity_kw: 100 # - grid: - interconnect_kw: 50000 # - ppa_price: 0.01 # - -config: - simulation_options: - wind: - skip_financial: true diff --git a/tests/h2integrate/test_hydrogen/input_files/GS_gridonly_power_signal.csv b/tests/h2integrate/test_hydrogen/input_files/GS_gridonly_power_signal.csv deleted file mode 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-8745,576406.9153073598 -8746,382066.38629835245 -8747,100459.23227987003 -8748,217450.06752096265 -8749,518842.65047984326 -8750,764688.051065643 -8751,614301.1270316418 -8752,722314.923287427 -8753,849883.9862889352 -8754,394371.32691203203 -8755,191751.2301198323 -8756,101008.46858158102 -8757,224661.12070268884 -8758,299081.7609372931 -8759,296470.3174996278 From 9d3ec0dff42fe7243648161f4d23a6073ee757df Mon Sep 17 00:00:00 2001 From: John Jasa Date: Wed, 17 Dec 2025 22:05:46 -0600 Subject: [PATCH 79/79] Prepping for v0.5.0 release (#414) * Updating changelog for v0.5.0 * Minor changelog modification --- CHANGELOG.md | 94 +++++++++++++++++++++++------------------ h2integrate/__init__.py | 2 +- 2 files changed, 54 insertions(+), 42 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 95503f6e5..209dca574 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,46 +1,58 @@ # Changelog -## 0.4.x [TBD] -- Added `tools/run_cases.py` with tools to run different `tech_config` cases from a spreadsheet, with new docs page to describe: docs/user_guide/how_to_run_several_cases_in_sequence.md -- Added capability for user-defined finance models in the H2Integrate framework -- Added an optimized offshore methanol production case to examples/03_methanol/co2_hydrogenation_doc -- Updated setting up recorder in `PoseOptimization` -- Added resource models to make solar resource API calls to the NREL Developer GOES dataset -- Added framework to run heuristic load following dispatch for storage technologies -- Added PySAM battery model as a storage technology performance model -- Added `create_om_reports` option to driver config to enable/disable OpenMDAO reports (N2 diagrams, etc.) -- Added design of experiment functionality -- Added "csvgen" as generator type for design of experiments -- Added PySAM Windpower performance model to simulate wind. -- Added `simple_grid_layout.py` for wind plant layout modeling, can model square or rectangular layouts. -- Added ability to visualize the wind plant layout for PySAM Windpower model using `post_process(show_plots=True)`. -- Added Wind Annual Technology Baseline cost model `atb_wind_cost.py`. -- Updated inputs for the `ATBBatteryCostModel` and `DemandOpenLoopController` so storage capacity and charge rate can be design variables -- Created `ProFastBase`, a base class for the `ProFastLCO` and `ProFastNPV` models -- Added `ProFastNPV`, a finance model using ProFAST to calculate NPV of the commodity -- Moved `compute()` from `ProFastBase` to `ProFastLCO`. -- Added `NumpyFinancialNPV`, a finance model that uses NumPy Financial npv to calculate the npv from the cash flows -- Add feature for natural gas plant converter to take electricity demand as an input and added system capacity as an input -- Added wind resource model for API calls to Open-Meteo archive -- Added `load_yaml()` function and flexibility to input a config dictionary to H2IntegrateModel rather than a filepath -- Fixed stoichiometry mistake in ammonia synloop -- Removed `boundaries` from the necessary keys in `plant_config` validation -- Improved the readability of the postprocessing printout -- Split out cost models from coupled hydrogen storage performance and cost model -- Added storage auto-sizing performance model based on storage sizing calculations that existed in the coupled hydrogen storage performance and cost model -- Added ability for latitude and longitude to be design variables in design sweep -- Move geologic hydrogen models into specific geoh2 subsurface converters -- Enabled dynamic plant component sizing modes through the resizeable model class `ResizeablePerformanceModelBaseClass`. -- Added standalone iron mine performance and cost model -- Added solar resource models for Meteosat Prime Meridian and Himawari datasets available through NSRDB -- Improved readability of the postprocessing printout by simplifying numerical representation, especially for years -- Added grid converter performance and cost model which can be used to buy, sell, or buy and sell electricity to/from the grid -- Add open-loop load demand controllers: `DemandOpenLoopConverterController` and `FlexibleDemandOpenLoopConverterController` -- Allow multiple instances of the same electricity producing technologies using prefix-based matching -- Allow multiple instances of custom models in the same hybrid system -- Removed a large portion of the old GreenHEART code that was no longer being used -- Moved high-level tests to the appropriate directory and removed defunct tests -- Updated generic combiner to accept any number of inflow streams instead of just 2 +## 0.5.0 [December 18, 2025] + +### New Features and Technology Models + +- Added PySAM Windpower performance model to simulate wind [PR 306](https://github.com/NREL/H2Integrate/pull/306) +- Added `simple_grid_layout.py` for wind plant layout modeling, can model square or rectangular layouts [PR 306](https://github.com/NREL/H2Integrate/pull/306) +- Added ability to visualize the wind plant layout for PySAM Windpower model using `post_process(show_plots=True)` [PR 306](https://github.com/NREL/H2Integrate/pull/306) +- Added Wind Annual Technology Baseline cost model `atb_wind_cost.py` [PR 306](https://github.com/NREL/H2Integrate/pull/306) +- Added resource models to make solar resource API calls to the NREL Developer GOES dataset [PR 279](https://github.com/NREL/H2Integrate/pull/279) +- Added solar resource models for Meteosat Prime Meridian and Himawari datasets available through NSRDB [PR 377](https://github.com/NREL/H2Integrate/pull/377) +- Added wind resource model for API calls to Open-Meteo archive [PR 332](https://github.com/NREL/H2Integrate/pull/332) +- Added PySAM battery model as a storage technology performance model [PR 211](https://github.com/NREL/H2Integrate/pull/211) +- Added framework to run heuristic load following dispatch for storage technologies [PR 211](https://github.com/NREL/H2Integrate/pull/211) +- Added storage auto-sizing performance model based on storage sizing calculations that existed in the coupled hydrogen storage performance and cost model [PR 324](https://github.com/NREL/H2Integrate/pull/324) +- Added grid converter performance and cost model which can be used to buy, sell, or buy and sell electricity to/from the grid [PR 340](https://github.com/NREL/H2Integrate/pull/340) +- Add feature for natural gas plant converter to take electricity demand as an input and added system capacity as an input [PR 334](https://github.com/NREL/H2Integrate/pull/334) +- Added standalone iron mine performance and cost model [PR 364](https://github.com/NREL/H2Integrate/pull/364) +- Add open-loop load demand controllers: `DemandOpenLoopConverterController` and `FlexibleDemandOpenLoopConverterController` [PR 328](https://github.com/NREL/H2Integrate/pull/328) + +### Improvements and Refactoring + +- Updated inputs for the `ATBBatteryCostModel` and `DemandOpenLoopController` so storage capacity and charge rate can be design variables [PR 290](https://github.com/NREL/H2Integrate/pull/290) +- Split out cost models from coupled hydrogen storage performance and cost model [PR 324](https://github.com/NREL/H2Integrate/pull/324) +- Created `ProFastBase`, a base class for the `ProFastLCO` and `ProFastNPV` models [PR 310](https://github.com/NREL/H2Integrate/pull/310) +- Added `ProFastNPV`, a finance model using ProFAST to calculate NPV of the commodity [PR 310](https://github.com/NREL/H2Integrate/pull/310) +- Moved `compute()` from `ProFastBase` to `ProFastLCO` [PR 310](https://github.com/NREL/H2Integrate/pull/310) +- Added `NumpyFinancialNPV`, a finance model that uses NumPy Financial npv to calculate the npv from the cash flows [PR 310](https://github.com/NREL/H2Integrate/pull/310) +- Added capability for user-defined finance models in the H2Integrate framework [PR 247](https://github.com/NREL/H2Integrate/pull/247) +- Enabled dynamic plant component sizing modes through the resizeable model class `ResizeablePerformanceModelBaseClass` [PR 198](https://github.com/NREL/H2Integrate/pull/198) +- Move geologic hydrogen models into specific geoh2 subsurface converters [PR 367](https://github.com/NREL/H2Integrate/pull/367) +- Updated generic combiner to accept any number of inflow streams instead of just 2 [PR 406](https://github.com/NREL/H2Integrate/pull/406) +- Allow multiple instances of the same electricity producing technologies using prefix-based matching [PR 397](https://github.com/NREL/H2Integrate/pull/397) +- Allow multiple instances of custom models in the same hybrid system [PR 397](https://github.com/NREL/H2Integrate/pull/397) +- Removed a large portion of the old GreenHEART code that was no longer being used [PR 384](https://github.com/NREL/H2Integrate/pull/384) +- Moved high-level tests to the appropriate directory and removed defunct tests [PR 412](https://github.com/NREL/H2Integrate/pull/412) + +### Configuration and Optimization + +- Added `tools/run_cases.py` with tools to run different `tech_config` cases from a spreadsheet, with new docs page to describe: docs/user_guide/how_to_run_several_cases_in_sequence.md [PR 242](https://github.com/NREL/H2Integrate/pull/242) +- Updated setting up recorder in `PoseOptimization` [PR 291](https://github.com/NREL/H2Integrate/pull/291) +- Added `create_om_reports` option to driver config to enable/disable OpenMDAO reports (N2 diagrams, etc.) [PR 308](https://github.com/NREL/H2Integrate/pull/308) +- Added design of experiment functionality [PR 314](https://github.com/NREL/H2Integrate/pull/314) +- Added "csvgen" as generator type for design of experiments [PR 314](https://github.com/NREL/H2Integrate/pull/314) +- Added `load_yaml()` function and flexibility to input a config dictionary to H2IntegrateModel rather than a filepath [PR 313](https://github.com/NREL/H2Integrate/pull/313) +- Removed `boundaries` from the necessary keys in `plant_config` validation [PR 361](https://github.com/NREL/H2Integrate/pull/361) +- Added ability for latitude and longitude to be design variables in design sweep [PR 336](https://github.com/NREL/H2Integrate/pull/336) + +### Documentation, Examples, and Miscellaneous + +- Added an optimized offshore methanol production case to examples/03_methanol/co2_hydrogenation_doc [PR 137](https://github.com/NREL/H2Integrate/pull/137) +- Improved the readability of the postprocessing printout [PR 361](https://github.com/NREL/H2Integrate/pull/361) +- Improved readability of the postprocessing printout by simplifying numerical representation, especially for years [PR 378](https://github.com/NREL/H2Integrate/pull/378) +- Fixed stoichiometry mistake in ammonia synloop [PR 363](https://github.com/NREL/H2Integrate/pull/363) ## 0.4.0 [October 1, 2025] diff --git a/h2integrate/__init__.py b/h2integrate/__init__.py index 3cb234e05..ca9fde1e3 100644 --- a/h2integrate/__init__.py +++ b/h2integrate/__init__.py @@ -1,6 +1,6 @@ from pathlib import Path -__version__ = "0.4.0" +__version__ = "0.5.0" ROOT_DIR = Path(__file__).resolve().parent EXAMPLE_DIR = ROOT_DIR.parent / "examples"

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zhwvo+S0CXR4FaiH5P^R47*4`}?XrJ{?<0SLfA7F=su2Mq1%ar5pAw++9BbhI0sRM* CBRjqT diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/lined_rock_cavern/lined_rock_cavern.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/lined_rock_cavern/lined_rock_cavern.py deleted file mode 100644 index 92cc16ea0..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/lined_rock_cavern/lined_rock_cavern.py +++ /dev/null @@ -1,168 +0,0 @@ -""" -Author: Kaitlin Brunik -Created: 7/20/2023 -Institution: National Renewable Energy Lab -Description: This file outputs capital and operational costs of lined rock cavern hydrogen storage. -It needs to be updated to with operational dynamics. -Costs are in 2018 USD - -Sources: - - [1] Papadias 2021: https://www.sciencedirect.com/science/article/pii/S0360319921030834?via%3Dihub - - [2] Papadias 2021: Bulk Hydrogen as Function of Capacity.docx documentation at - hopp/hydrogen/h2_storage - - [3] HDSAM V4.0 Gaseous H2 Geologic Storage sheet -""" - -import numpy as np - -from h2integrate.simulation.technologies.hydrogen.h2_transport.h2_compression import Compressor - - -class LinedRockCavernStorage: - """ - - Costs are in 2018 USD - """ - - def __init__(self, input_dict): - """ - Initialize LinedRockCavernStorage. - - Args: - input_dict (dict): - - h2_storage_kg (float): total capacity of hydrogen storage [kg] - - storage_duration_hrs (float): (optional if h2_storage_kg set) [hrs] - - flow_rate_kg_hr (float): (optional if h2_storage_kg set) [kg/hr] - - system_flow_rate (float): [kg/day] - - labor_rate (float): (optional, default: 37.40) [$2018/hr] - - insurance (float): (optional, default: 1%) [decimal percent] - - property_taxes (float): (optional, default: 1%) [decimal percent] - - licensing_permits (float): (optional, default: 0.01%) [decimal percent] - Returns: - - lined_rock_cavern_storage_capex_per_kg (float): the installed capital cost per kg h2 - in 2018 [USD/kg] - - installed_capex (float): the installed capital cost in 2018 [USD] (including - compressor) - - storage_compressor_capex (float): the installed capital cost in 2018 for the - compressor [USD] - - total_opex (float): the OPEX (annual, fixed) in 2018 excluding electricity costs - [USD/kg-yr] - - output_dict (dict): - - lined_rock_cavern_storage_capex (float): installed capital cost in 2018 [USD] - - lined_rock_cavern_storage_opex (float): OPEX (annual, fixed) in 2018 [USD/yr] - """ - self.input_dict = input_dict - self.output_dict = {} - - # inputs - if "h2_storage_kg" in input_dict: - self.h2_storage_kg = input_dict["h2_storage_kg"] # [kg] - elif "storage_duration_hrs" and "flow_rate_kg_hr" in input_dict: - self.h2_storage_kg = input_dict["storage_duration_hrs"] * input_dict["flow_rate_kg_hr"] - else: - raise Exception( - "input_dict must contain h2_storage_kg or storage_duration_hrs and flow_rate_kg_hr" - ) - - if "system_flow_rate" not in input_dict.keys(): - raise ValueError("system_flow_rate required for lined rock cavern storage model.") - else: - self.system_flow_rate = input_dict["system_flow_rate"] - - self.labor_rate = input_dict.get("labor_rate", 37.39817) # $(2018)/hr - self.insurance = input_dict.get("insurance", 1 / 100) # % of total capital investment - self.property_taxes = input_dict.get( - "property_taxes", 1 / 100 - ) # % of total capital investment - self.licensing_permits = input_dict.get( - "licensing_permits", 0.1 / 100 - ) # % of total capital investment - self.comp_om = input_dict.get( - "compressor_om", 4 / 100 - ) # % of compressor capital investment - self.facility_om = input_dict.get( - "facility_om", 1 / 100 - ) # % of facility capital investment minus compressor capital investment - - def lined_rock_cavern_capex(self): - """ - Calculates the installed capital cost of lined rock cavern hydrogen storage - Returns: - - lined_rock_cavern_storage_capex_per_kg (float): the installed capital cost per kg h2 - in 2018 [USD/kg] - - installed_capex (float): the installed capital cost in 2018 [USD] (including - compressor) - - storage_compressor_capex (float): the installed capital cost in 2018 for the - compressor [USD] - - output_dict (dict): - - lined_rock_cavern_storage_capex (float): installed capital cost in 2018 [USD] - """ - - # Installed capital cost - a = 0.095803 - b = 1.5868 - c = 10.332 - self.lined_rock_cavern_storage_capex_per_kg = np.exp( - a * (np.log(self.h2_storage_kg / 1000)) ** 2 - b * np.log(self.h2_storage_kg / 1000) + c - ) # 2019 [USD] from Papadias [2] - self.installed_capex = self.lined_rock_cavern_storage_capex_per_kg * self.h2_storage_kg - cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 - self.installed_capex = cepci_overall * self.installed_capex - self.output_dict["lined_rock_cavern_storage_capex"] = self.installed_capex - - outlet_pressure = 200 # Max outlet pressure of lined rock cavern in [1] - n_compressors = 2 - storage_compressor = Compressor( - outlet_pressure, self.system_flow_rate, n_compressors=n_compressors - ) - storage_compressor.compressor_power() - motor_rating, power = storage_compressor.compressor_system_power() - if motor_rating > 1600: - n_compressors += 1 - storage_compressor = Compressor( - outlet_pressure, self.system_flow_rate, n_compressors=n_compressors - ) - storage_compressor.compressor_power() - motor_rating, power = storage_compressor.compressor_system_power() - comp_capex, comp_OM = storage_compressor.compressor_costs() - cepci = 1.36 / 1.29 # convert from $2016 to $2018 - self.comp_capex = comp_capex * cepci - return ( - self.lined_rock_cavern_storage_capex_per_kg, - self.installed_capex, - self.comp_capex, - ) - - def lined_rock_cavern_opex(self): - """ - Calculates the operation and maintenance costs excluding electricity costs for the lined - rock cavern hydrogen storage - - Returns: - - total_opex (float): the OPEX (annual, fixed) in 2018 excluding electricity costs - [USD/kg-yr] - - output_dict (dict): - - lined_rock_cavern_storage_opex (float): OPEX (annual, fixed) in 2018 [USD/yr] - """ - # Operations and Maintenace costs [3] - # Labor - # Base case is 1 operator, 24 hours a day, 7 days a week for a 100,000 kg/day average - # capacity facility. Scaling factor of 0.25 is used for other sized facilities - annual_hours = 8760 * (self.system_flow_rate / 100000) ** 0.25 - self.overhead = 0.5 - labor = (annual_hours * self.labor_rate) * (1 + self.overhead) # Burdened labor cost - insurance = self.insurance * self.installed_capex - property_taxes = self.property_taxes * self.installed_capex - licensing_permits = self.licensing_permits * self.installed_capex - comp_op_maint = self.comp_om * self.comp_capex - facility_op_maint = self.facility_om * (self.installed_capex - self.comp_capex) - - # O&M excludes electricity requirements - total_om = ( - labor - + insurance - + licensing_permits - + property_taxes - + comp_op_maint - + facility_op_maint - ) - self.output_dict["lined_rock_cavern_storage_opex"] = total_om - return total_om diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/mch/mch_cost.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/mch/mch_cost.py deleted file mode 100644 index 29127da91..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/mch/mch_cost.py +++ /dev/null @@ -1,142 +0,0 @@ -from attrs import field, define - - -@define -class MCHStorage: - """ - Cost model representing a toluene/methylcyclohexane (TOL/MCH) hydrogen storage system. - - Costs are in 2024 USD. - - Sources: - Breunig, H., Rosner, F., Saqline, S. et al. "Achieving gigawatt-scale green hydrogen - production and seasonal storage at industrial locations across the U.S." *Nat Commun* - **15**, 9049 (2024). https://doi.org/10.1038/s41467-024-53189-2 - - Args: - max_H2_production_kg_pr_hr (float): Maximum amount of hydrogen that may be - used to fill storage in kg/hr. - hydrogen_storage_capacity_kg (float): Hydrogen storage capacity in kilograms. - hydrogen_demand_kg_pr_hr (float): Hydrogen demand in kg/hr. - annual_hydrogen_stored_kg_pr_yr (float): Sum of hydrogen used to fill storage - in kg/year. - - Note: - Hydrogenation capacity (HC) should be sized to allow for peak hydrogen charge rate. - Dehydrogenation capacity (DC) sized to assume that end-use requires a consistent H2 supply. - Maximum storage capacity (MS) is the maximum consecutive quantity of H2 stored - with lowest frequency of discharge. - Annual hydrogen storage (AS) is the hydrogen curtailed from production into storage. - - """ - - max_H2_production_kg_pr_hr: float - hydrogen_storage_capacity_kg: float - hydrogen_demand_kg_pr_hr: float - annual_hydrogen_stored_kg_pr_yr: float - - #: dehydrogenation capacity [metric tonnes/day] - Dc: float = field(init=False) - - #: hydrogenation capacity [metric tonnes/day] - Hc: float = field(init=False) - - #: maximum storage capacity [metric tonnes] - Ms: float = field(init=False) - - #: annual hydrogen into storage [metric tonnes] - As: float = field(init=False) - - # overnight capital cost coefficients - occ_coeff = (54706639.43, 147074.25, 588779.05, 20825.39, 10.31) - - #: fixed O&M cost coefficients - foc_coeff = (3419384.73, 3542.79, 13827.02, 61.22, 0.0) - - #: variable O&M cost coefficients - voc_coeff = (711326.78, 1698.76, 6844.86, 36.04, 376.31) - - #: lcos cost coefficients for a capital charge factor of 0.0710 - lcos_coeff = (8014882.91, 15683.82, 62475.19, 1575.86, 377.04) - - #: hydrogen storage efficiency - eta = 0.9984 - - #: cost year associated with the costs in this model - cost_year = 2024 - - def __attrs_post_init__(self): - # Equation (3): DC = P_avg - self.Dc = self.hydrogen_demand_kg_pr_hr * 24 / 1e3 - - # Equation (2): HC = P_nameplate - P_avg - P_nameplate = self.max_H2_production_kg_pr_hr * 24 / 1e3 - self.Hc = P_nameplate - self.Dc - - # Equation (1): AS = sum(curtailed_h2) - self.As = self.annual_hydrogen_stored_kg_pr_yr / 1e3 - - # Defined in paragraph between Equation (2) and (3) - self.Ms = self.hydrogen_storage_capacity_kg / 1e3 - - def calc_cost_value(self, b0, b1, b2, b3, b4): - """ - Calculate the value of the cost function for the given coefficients. - - Args: - b0 (float): Coefficient representing the base cost. - b1 (float): Coefficient for the Hc (hydrogenation capacity) term. - b2 (float): Coefficient for the Dc (dehydrogenation capacity) term. - b3 (float): Coefficient for the Ms (maximum storage) term. - b4 (float): Coefficient for the As (annual hydrogen into storage) term. - Returns: - float: The calculated cost value based on the provided coefficients and attributes. - - """ - return b0 + (b1 * self.Hc) + (b2 * self.Dc) + (b3 * self.Ms) + b4 * self.As - - def run_costs(self): - """Calculate the costs of TOL/MCH hydrogen storage. - - Returns: - dict: dictionary of costs for TOL/MCH storage - """ - cost_results = { - "mch_capex": self.calc_cost_value(*self.occ_coeff), - "mch_opex": self.calc_cost_value(*self.foc_coeff), - "mch_variable_om": self.calc_cost_value(*self.voc_coeff), - "mch_cost_year": self.cost_year, - } - return cost_results - - def estimate_lcos(self): - """Estimate the levelized cost of hydrogen storage. Based on Equation (7) of the - reference article. - - Returns: - float: levelized cost of storage in $2024/kg-H2 stored - """ - - lcos_numerator = self.calc_cost_value(*self.lcos_coeff) - lcos_denom = self.As * self.eta * 1e3 - lcos_est = lcos_numerator / lcos_denom - return lcos_est - - def estimate_lcos_from_costs(self, ccf=0.0710): - """Estimate the levelized cost of hydrogen storage. Based on Equation (5) of the - reference article. - - Args: - ccf (float, optional): Capital charge factor. Defaults to 0.0710. - - Returns: - float: levelized cost of storage in $2024/kg-H2 stored - """ - - toc = self.calc_cost_value(*self.occ_coeff) - voc = self.calc_cost_value(*self.voc_coeff) - foc = self.calc_cost_value(*self.foc_coeff) - costs = (toc * ccf) + voc + foc - denom = self.As * self.eta * 1e3 - lcos_est = costs / denom - return lcos_est diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/on_turbine/README.md b/h2integrate/simulation/technologies/hydrogen/h2_storage/on_turbine/README.md deleted file mode 100644 index 1a042fde2..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/on_turbine/README.md +++ /dev/null @@ -1,117 +0,0 @@ - -# On-turbine hydrogen storage modeling - -## Implementation - -In this module, we create a model for storing hydrogen in a wind turbine tower -We follow, largely, the work of Kottenstette (see NREL/TP-500-34656), although -various assumptions in their study are not marked, and our goal is to flesh out -some of their assumptions. - -`PressurizedTower` is an object model that represents a pressurized wind turbine -tower with geometry specified on input. The Kottenstette work assumes a wind -turbine tower whose thickness is set by a constant diameter-thickness ratio, -which defaults to 320. The tower is specified by diameter/height pairs, between -which a linear taper is assumed. The material of the tower is assumed to be -steel with the following properties: - -- ultimate tensile strength: 636 MPa -- yield strength: 350 MPa -- welded joint efficiency: 0.80 (see ASME Boiler and Pressure Vessel Code for details) -- density: 7817 kg/m3 -- cost per kg: $1.50 - -These can be modified for alternative studies by variable access on the `PressurizedTower` object before running an analysis. Refer to the `__init__()` -function for definitions. Inner volume of the tower is computed by conic frustum -volume according to each section, assuming thin walls (s.t. $d \gg t$). Wall -material is computed by assuming the wall thickness is centered at the diameter -dimension (outer or inner thickness placement is available by specification). - -## Hydrogen storage - -### Wall increment - -When hydrogen is stored, a Goodman's equation thickness increment is assumed for -the vertical tower walls (see Kottenstette) in order to handle the additional -pressure stress contribution which is a zero-intercept linear function of -diameter, see `PressurizedTower.get_thickness_increment_const` for the leading -coefficient calculation. Hydrogen is assumed to be stored at the crossover -pressure where pressurized burst strength and aerodynamic moment fatigue are -balanced, see Kottenstette for theory and -`PressureizedTower.get_crossover_pressure` for implementation. - -### End cap sizing - -End caps are necessary for a pressure vessel tower, which are sized according to -the ASME Boiler and Pressure Vessel code. Caps are assumed to be welded with -flat pressure heads affixed by a rounded corner. Implementation in -`PressurizedTower.compute_cap_thickness` contains details on thickness -computation. Following Kottenstette, we use 2.66 \$/kg to cost the endcap -material. - -### Hydrogen - -A pressurized tower, then, is assumed to hold a volume of $\mathrm{H}_2$, stored -at pressure and the ambient temperature, and the ideal gas law is used to relate -the resulting mass of the stored hydrogen. - -### Summary and additional costs - -Above the baseline (non-pressurized) tower, hydrogen storage entails, then: -- increased wall thickness -- the addition of 2 pressure vessel endcaps -- additional fixed non-tower expenses, given in Kottenstette - - additional ladder - - conduit for weatherized wiring - - mainframe extension for safe addition of external ladder - - additional interior access door - - access mainway & nozzles for pressure vessel - -## Expenditure models - -### Capital expenditure (CapEx) model - -Capital expenses in addition to the baseline tower are given by: -- additional steel costs above baseline tower for wall reinforcement & pressure - end caps -- additional hardware requirements for/to facilitate hydrogen storage - -### Operational expenditure (OpEx) model - -Operational expenditure on pressure vessel is modeled roughly following the -relevant costs from `hopp/hydrogen/h2_storage/pressure_vessel`. The resulting -estimates are _rough_. Basically the annual operational expenditures are modeled -as: -$$ -OPEX= R_{\mathrm{maint}} \times CAPEX + \mathrm{Hours}_{\mathrm{staff}} \times \mathrm{Wage} -$$ -where $R_{\mathrm{maint}}$ is a maintenance rate. We assume: -- $R_{\mathrm{maint}}= 0.03$; i.e.: 3\% of the capital costs must be re-invested each year to cover maintenance -- $\mathrm{Wage}= \$36/\mathrm{hr}$ -- $\mathrm{Hours}= 60$: 60 man-hours of maintenance on the pressure vessel per year; this number very roughly derived from the other code - -## Unit testing - -Unit testing of this module consists of three tests under two approaches: -- comparison with simple geometries - - cylindrical tower - - conical tower -- comparison with Kottenstette results - - issue: Kottenstette results have some assumptions secreted away, so these - _at best_ are just to ensure the model remains in the ballpark of - the Kottenstette results - - specifically, Kottenstette's results table (Table 3 in NREL report) - imply a partial tower pressure vessel, inducing various - differences between this code and their results - - I can't figure out how to size the pressure vessel caps (heads) to get the - costs that are reported in Kottenstette - - tests against Table 3: - - traditional/non-pressurized tower: - - tower costs within 5% - - non-tower costs within 5% - - pressurized tower: - - wall costs within 10% - - _top cap within 100%_ - - _bottom cap within 200%_ - - non-tower cost within 10% - - capacity within 10% diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/on_turbine/__init__.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/on_turbine/__init__.py deleted file mode 100644 index 832c8d2d1..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/on_turbine/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -from h2integrate.simulation.technologies.hydrogen.h2_storage.on_turbine.on_turbine_hydrogen_storage import ( - PressurizedTower, -) diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/on_turbine/on_turbine_hydrogen_storage.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/on_turbine/on_turbine_hydrogen_storage.py deleted file mode 100644 index d8fca53f7..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/on_turbine/on_turbine_hydrogen_storage.py +++ /dev/null @@ -1,527 +0,0 @@ -""" -Author: Cory Frontin -Date: 23 Jan 2023 -Institution: National Renewable Energy Lab -Description: This file handles the cost, sizing, and pressure of on-turbine H2 storage - -To use this class, specify a turbine - -Costs are assumed to be in 2003 dollars [1] - -Sources: - - [1] Kottenstette 2003 (use their chosen favorite design) -Args: - - year (int): construction year - - turbine (dict): contains various information about the turbine, including tower_length, - section_diameters, and section_heights -API member functions: - - get_capex(): return the total additional capex necessary for H2 production, in 2003 dollars - - get_opex(): return the result of a simple model for operational expenditures for pressure - vessel, in 2003 dollars - - get_mass_empty(): return the total additional empty mass necessary for H2 production, in kg - - get_capacity_H2(): return the capacity mass of hydrogen @ operating pressure, ambient temp., - in kg - - get_pressure_H2() return the operating hydrogen pressure, in Pa -""" - -from __future__ import annotations - -import numpy as np - - -class PressurizedTower: - def __init__(self, year: int, turbine: dict): - # key inputs - self.year = year - self.turbine = turbine - - self.tower_length = turbine["tower_length"] # m - self.section_diameters = turbine["section_diameters"] # m - self.section_heights = turbine["section_heights"] # m - - # calculation settings - self.setting_volume_thickness_calc = "centered" # ['centered', 'outer', 'inner'] - - # constants/parameters - self.d_t_ratio = 320.0 # Kottenstette 2003 - self.thickness_top = self.section_diameters[-1] / self.d_t_ratio # m - self.thickness_bot = self.section_diameters[0] / self.d_t_ratio # m - self.ultimate_tensile_strength = 636e6 # Pa, Kottenstette 2003 - self.yield_strength = 350e6 # Pa, Kottenstette 2003 - self.welded_joint_efficiency = 0.80 # journal edition - # self.welded_joint_efficiency= 0.85 # double-welded butt joint w/ spot inspection (ASME) - self.density_steel = 7817.0 # kg/m^3 - self.gasconstant_H2 = 4126.0 # J/(kg K) - self.operating_temp = 25.0 # degC - - self.costrate_steel = 1.50 # $/kg - self.costrate_endcap = 2.66 # $/kg - - self.costrate_ladder = 32.80 # $/m - self.cost_door = 2000 # $ - self.cost_mainframe_extension = 6300 # $ - self.cost_nozzles_manway = 16000 # $ - self.costrate_conduit = 35 # $/m - - # based on pressure_vessel maintenance costs - self.wage = 36 # 2003 dollars (per hour worked) - self.staff_hours = 60 # hours - self.maintenance_rate = 0.03 # factor - - # set the operating pressure @ the crossover pressure - self.operating_pressure = PressurizedTower.get_crossover_pressure( - self.welded_joint_efficiency, self.ultimate_tensile_strength, self.d_t_ratio - ) - - def run(self): - # get the inner volume and traditional material volume, mass, cost - self.tower_inner_volume = self.get_volume_tower_inner() - ( - self.wall_material_volume_trad, - self.cap_bot_material_volume_trad, - self.cap_top_material_volume_trad, - ) = self.get_volume_tower_material(pressure=0.0) - self.wall_material_mass_trad = self.wall_material_volume_trad * self.density_steel - self.wall_material_cost_trad = self.wall_material_mass_trad * self.costrate_steel - self.cap_material_mass_trad = ( - self.cap_top_material_volume_trad + self.cap_bot_material_volume_trad - ) * self.density_steel - self.cap_material_cost_trad = self.cap_material_mass_trad * self.costrate_steel - self.nonwall_cost_trad = self.get_cost_nontower(traditional=True) - - ( - self.wall_material_volume, - self.cap_bot_material_volume, - self.cap_top_material_volume, - ) = self.get_volume_tower_material() - self.wall_material_mass = self.wall_material_volume * self.density_steel - self.wall_material_cost = self.wall_material_mass * self.costrate_steel - self.wall_material_mass = self.wall_material_volume * self.density_steel - self.cap_material_mass = ( - self.cap_bot_material_volume + self.cap_top_material_volume - ) * self.density_steel - self.cap_material_cost = self.cap_material_mass * self.costrate_endcap - self.nonwall_cost = self.get_cost_nontower() - - if False: - # print the inner volume and pressure-free material properties - print("operating pressure:", self.operating_pressure) - print("tower inner volume:", self.tower_inner_volume) - print() - print( - "tower wall material volume (non-pressurized):", - self.wall_material_volume_trad, - ) - print( - "tower wall material mass (non-pressurized):", - self.wall_material_mass_trad, - ) - print( - "tower wall material cost (non-pressurized):", - self.wall_material_cost_trad, - ) - print( - "tower cap material volume (non-pressurized):", - self.cap_top_material_volume_trad + self.cap_bot_material_volume_trad, - ) - print( - "tower cap material mass (non-pressurized):", - self.cap_material_mass_trad, - ) - print( - "tower cap material cost (non-pressurized):", - self.cap_material_cost_trad, - ) - print( - "tower total material cost (non-pressurized):", - self.wall_material_cost_trad + self.cap_material_cost_trad, - ) - - # print the changes to the structure - print() - print("tower wall material volume (pressurized):", self.wall_material_volume) - print("tower wall material mass (pressurized):", self.wall_material_mass) - print("tower wall material cost (pressurized):", self.wall_material_cost) - print() - print( - "tower cap material volume (pressurized):", - self.cap_bot_material_volume + self.cap_top_material_volume, - ) - print("tower cap material mass (pressurized):", self.cap_material_mass) - print( - "tower top cap material cost (pressurized):", - self.cap_top_material_volume * self.density_steel * self.costrate_endcap, - ) - print( - "tower bot cap material cost (pressurized):", - self.cap_bot_material_volume * self.density_steel * self.costrate_endcap, - ) - print("tower cap material cost (pressurized):", self.cap_material_cost) - print() - print("operating mass fraction:", self.get_operational_mass_fraction()) - print("nonwall cost (non-pressurized):", self.nonwall_cost_trad) - print("nonwall cost (pressurized):", self.nonwall_cost) - print( - "tower total material cost (pressurized):", - self.wall_material_cost + self.cap_material_cost, - ) - - print() - print( - "delta tower wall material cost:", - self.wall_material_cost - self.wall_material_cost_trad, - ) - print("empty mass:", self.get_mass_empty()) - print() - print("capex:", self.get_capex()) - print("opex:", self.get_opex()) - print("capacity (H2):", self.get_capacity_H2()) - - def get_volume_tower_inner(self): - """ - get the inner volume of the tower in m^3 - - assume t << d - """ - - # count the sections, all assumed conic frustum - Nsection = len(self.section_diameters) - 1 - - # loop over sections, calclulating volume of each - vol_section = np.zeros((Nsection,)) - for i_section in range(Nsection): - diameter_bot = self.section_diameters[i_section] # m - height_bot = self.section_heights[i_section] # m - diameter_top = self.section_diameters[i_section + 1] # m - height_top = self.section_heights[i_section + 1] # m - dh = np.abs(height_top - height_bot) # height of section, m - - vol_section[i_section] = PressurizedTower.compute_frustum_volume( - dh, diameter_bot, diameter_top - ) - - # total volume: sum of sections - return np.sum(vol_section) # m^3 - - def get_volume_tower_material(self, pressure: float | None = None): - """ - get the material volume of the tower in m^3 - - if pressurized, use pressure to set thickness increment due to pressurization - - assume t << d - - params: - - pressure: gauge pressure of H2 (defaults to design op. pressure) - returns: - - Vmat_wall: material volume of vertical tower - - Vmat_bot: material volume of bottom cap (nonzero only if pressurized) - - Vmat_top: material volume of top cap (nonzero only if pressurized) - """ - - # override pressure iff requested - if pressure is None: - pressure = self.operating_pressure - - # this is the linear constant s.t. delta t ~ alpha * d - alpha_dtp = PressurizedTower.get_thickness_increment_const( - pressure, self.ultimate_tensile_strength - ) # - - # loop over the sections of the tower - Nsection = len(self.section_diameters) - 1 - matvol_section = np.zeros((Nsection,)) - for i_section in range(Nsection): - d1 = self.section_diameters[i_section] - h1 = self.section_heights[i_section] - d2 = self.section_diameters[i_section + 1] - h2 = self.section_heights[i_section + 1] - - if self.setting_volume_thickness_calc == "centered": - Vouter = PressurizedTower.compute_frustum_volume( - h2 - h1, - d1 * (1 + (1 / self.d_t_ratio + alpha_dtp)), - d2 * (1 + (1 / self.d_t_ratio + alpha_dtp)), - ) - Vinner = PressurizedTower.compute_frustum_volume( - h2 - h1, - d1 * (1 - (1 / self.d_t_ratio + alpha_dtp)), - d2 * (1 - (1 / self.d_t_ratio + alpha_dtp)), - ) - elif self.setting_volume_thickness_calc == "outer": - Vouter = PressurizedTower.compute_frustum_volume( - h2 - h1, - d1 * (1 + 2 * (1 / self.d_t_ratio + alpha_dtp)), - d2 * (1 + 2 * (1 / self.d_t_ratio + alpha_dtp)), - ) - Vinner = PressurizedTower.compute_frustum_volume(h2 - h1, d1, d2) - elif self.setting_volume_thickness_calc == "inner": - Vouter = PressurizedTower.compute_frustum_volume(h2 - h1, d1, d2) - Vinner = PressurizedTower.compute_frustum_volume( - h2 - h1, - d1 * (1 - 2 * (1 / self.d_t_ratio + alpha_dtp)), - d2 * (1 - 2 * (1 / self.d_t_ratio + alpha_dtp)), - ) - - matvol_section[i_section] = Vouter - Vinner - - # compute wall volume by summing sections - Vmat_wall = np.sum(matvol_section) # m^3 - - if pressure == 0: - Vmat_bot = 0.0 - Vmat_top = 0.0 - else: - # compute caps as well: area by thickness - Vmat_bot = (np.pi / 4 * self.section_diameters[0] ** 2) * ( - PressurizedTower.compute_cap_thickness( - pressure, - self.section_diameters[0], # assume first is bottom - self.yield_strength, - efficiency_weld=self.welded_joint_efficiency, - ) - ) # m^3 - Vmat_top = ( - np.pi - / 4 - * self.section_diameters[-1] ** 2 - * ( - PressurizedTower.compute_cap_thickness( - pressure, - self.section_diameters[-1], # assume last is top - self.yield_strength, - efficiency_weld=self.welded_joint_efficiency, - ) - ) - ) # m^3 - - # total material volume - return (Vmat_wall, Vmat_bot, Vmat_top) # m^3 - - def get_mass_tower_material(self, pressure: float | None = None): - """ - get the material mass of the tower in m^3 - - if pressurized, use pressure to set thickness increment due to pressurization - - assume t << d - - params: - - pressure: gauge pressure of H2 (defaults to design op. pressure) - returns: - - Mmat_wall: material mass of vertical tower - - Mmat_bot: material mass of bottom cap - - Mmat_top: material mass of top cap - """ - - # pass through to volume calculator, multiplying by steel density - return [self.density_steel * x for x in self.get_volume_tower_material(pressure)] # kg - - def get_cost_tower_material(self, pressure: float | None = None): - """ - get the material cost of the tower in m^3 - - if pressurized, use pressure to set thickness increment due to pressurization - - assume t << d - - params: - - pressure: gauge pressure of H2 (defaults to design op. pressure) - returns: - - Vmat_wall: material cost of vertical tower - - Vmat_bot: material cost of bottom cap - - Vmat_top: material cost of top cap - """ - - if pressure == 0: - return [ - self.costrate_steel * x for x in self.get_mass_tower_material(pressure=pressure) - ] # 2003 dollars - else: - Mmat_wall, Mmat_bot, Mmat_top = self.get_mass_tower_material(pressure=pressure) - # use adjusted pressure cap cost - return [ - self.costrate_steel * Mmat_wall, - self.costrate_endcap * Mmat_bot, - self.costrate_endcap * Mmat_top, - ] # 2003 dollars - - def get_operational_mass_fraction(self): - """ - get the fraction of stored hydrogen to tower mass - - following Kottenstette - """ - - Sut = self.ultimate_tensile_strength - rho = self.density_steel - R = self.gasconstant_H2 - T = self.operating_temp + 273.15 # convert to K - - frac = Sut / (rho * R * T) - - return frac # nondim. - - def get_cost_nontower(self, traditional: bool = False, naive: bool = True): - nonwall_cost = 0 - if traditional: - nonwall_cost += self.tower_length * self.costrate_ladder # add ladder cost - nonwall_cost += self.cost_door # add door cost - else: - naive = True - if naive: - nonwall_cost += self.cost_mainframe_extension - nonwall_cost += 2 * self.cost_door - nonwall_cost += 2 * self.tower_length * self.costrate_ladder - nonwall_cost += self.cost_nozzles_manway - nonwall_cost += self.tower_length * self.costrate_conduit - else: - # adjust length b.c. conduit, one ladder must ride outside pressure vessel - adj_length = np.sqrt( - (self.section_diameters[0] - self.section_diameters[-1]) ** 2 - + self.tower_length**2 - ) - nonwall_cost += self.cost_mainframe_extension - nonwall_cost += 2 * self.cost_door - nonwall_cost += self.tower_length * self.costrate_ladder - nonwall_cost += adj_length * self.costrate_ladder - nonwall_cost += self.cost_nozzles_manway - nonwall_cost += adj_length * self.costrate_conduit - return nonwall_cost # 2003 dollars - - ### OFFICIAL OUTPUT INTERFACE - - def get_capex(self): - """return the total additional capex necessary for H2 production""" - capex_withH2 = self.get_cost_nontower() + np.sum(self.get_cost_tower_material()) - capex_without = self.get_cost_nontower(traditional=True) + np.sum( - self.get_cost_tower_material(pressure=0) - ) - return capex_withH2 - capex_without # 2003 dollars - - def get_opex(self): - """ - a simple model for operational expenditures for PV - - maintenance for pressure vessel based on an annual maintenance rate - against the vessel-specific capital expenditure, plus wages times staff - hours per year - """ - - return ( - self.get_capex() * self.maintenance_rate + self.wage * self.staff_hours - ) # 2003 dollars - - def get_mass_empty(self): - """return the total additional empty mass necessary for H2 production in kg""" - - Mtower_withH2 = np.sum(self.get_mass_tower_material()) - Mnontower_withH2 = 0.0 # not specified - - Mtower_without = np.sum(self.get_mass_tower_material(pressure=0)) - Mnontower_without = 0.0 # not specified - - Mtotal_withH2 = Mtower_withH2 + Mnontower_withH2 - Mtotal_without = Mtower_without + Mnontower_without - - return Mtotal_withH2 - Mtotal_without # kg - - def get_capacity_H2(self): - """get the ideal gas H2 capacity in kg""" - - Tabs = self.operating_temp + 273.15 - R = self.gasconstant_H2 - p = self.operating_pressure - V = self.get_volume_tower_inner() - - # ideal gas law - m_H2 = p * V / (R * Tabs) - - return m_H2 # kg - - def get_pressure_H2(self): - return self.operating_pressure # Pa, trivial, but for delivery - - ### STATIC FUNCTIONS - - @staticmethod - def compute_cap_thickness( - pressure, - diameter, - strength_yield, - safetyfactor_Sy=1.5, - efficiency_weld=0.80, - constant=0.10, - ): - """ - compute the necessary thickness for a pressure vessel cap - - $$ - t= d \\sqrt{\\frac{C P}{S E}} - $$ - with weld joint efficiency E, allowable stress S, pressure P, diameter - of pressure action d, edge restraint factor C - - assumed: - - C= 0.10: Fig-UG-34 of ASME Code S VII, div. 1, via Rao's _Companion - Guide to the ASME Boiler and Pressure Vessel Code_ (2009), - fig. 21.3. type of sketch (a) assumed - - E= 0.80: conservatively butt weld, inspected - - using the ASME pressure vessel code definitions, and values given in - Rao _Companion Guide to the ASME Boiler and Pressure Vessel Code_ (2009) - """ - - return diameter * np.sqrt( - constant * pressure / (efficiency_weld * strength_yield / safetyfactor_Sy) - ) - - @staticmethod - def compute_frustum_volume(height, base_diameter, top_diameter): - """ - return the volume of a frustum (truncated cone) - """ - return ( - np.pi - / 12.0 - * height - * (base_diameter**2 + base_diameter * top_diameter + top_diameter**2) - ) # volume units - - @staticmethod - def get_crossover_pressure( - welded_joint_efficiency: float, - ultimate_tensile_strength: float, - d_t_ratio: float, - ): - """ - get burst/fatigue crossover pressure - - following Kottenstette 2003 - """ - - # convert to nice variables - E = welded_joint_efficiency # nondim. - Sut = ultimate_tensile_strength # pressure units - d_over_t = d_t_ratio # length-per-length; assumed fixed in this study - - p_crossover = 4 * E * Sut / (7 * d_over_t * (1 - E / 7.0)) # pressure units - - return p_crossover # pressure units - - @staticmethod - def get_thickness_increment_const(pressure: float, ultimate_tensile_strength: float): - """ - compute Goodman equation-based thickness increment in m - - following Kottenstette 2003 - """ - - # convert to text variables - p = pressure - # r= diameter/2 - Sut = ultimate_tensile_strength - - alpha_dtp = 0.25 * p / Sut - - return alpha_dtp # length per length diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/pipe_storage/__init__.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/pipe_storage/__init__.py deleted file mode 100644 index 4d3cf776e..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/pipe_storage/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -from h2integrate.simulation.technologies.hydrogen.h2_storage.pipe_storage.underground_pipe_storage import ( - UndergroundPipeStorage, -) diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/pipe_storage/underground_pipe_storage.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/pipe_storage/underground_pipe_storage.py deleted file mode 100644 index 5d9597f59..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/pipe_storage/underground_pipe_storage.py +++ /dev/null @@ -1,177 +0,0 @@ -""" -Author: Kaitlin Brunik -Updated: 7/20/2023 -Institution: National Renewable Energy Lab -Description: This file outputs capital and operational costs of underground pipeline hydrogen -storage. It needs to be updated to with operational dynamics and physical size (footprint and mass). -Oversize pipe: pipe OD = 24'' schedule 60 [1] -Max pressure: 100 bar -Costs are in 2018 USD -Sources: - - [1] Papadias 2021: https://www.sciencedirect.com/science/article/pii/S0360319921030834?via%3Dihub - - [2] Papadias 2021: Bulk Hydrogen as Function of Capacity.docx documentation at - hopp/hydrogen/h2_storage - - [3] HDSAM V4.0 Gaseous H2 Geologic Storage sheet -""" - -import numpy as np - -from h2integrate.simulation.technologies.hydrogen.h2_transport.h2_compression import Compressor - - -class UndergroundPipeStorage: - """ - - Oversize pipe: pipe OD = 24'' schedule 60 - - Max pressure: 100 bar - - Costs are in 2018 USD - """ - - def __init__(self, input_dict): - """ - Initialize UndergroundPipeStorage. - - Args: - input_dict (dict): - - h2_storage_kg (float): total capacity of hydrogen storage [kg] - - storage_duration_hrs (float): (optional if h2_storage_kg set) [hrs] - - flow_rate_kg_hr (float): (optional if h2_storage_kg set) [kg/hr] - - compressor_output_pressure (float): 100 bar required [bar] - - system_flow_rate (float): [kg/day] - - labor_rate (float): (optional, default: 37.40) [$2018/hr] - - insurance (float): (optional, default: 1%) [decimal percent] - - property_taxes (float): (optional, default: 1%) [decimal percent] - - licensing_permits (float): (optional, default: 0.01%) [decimal percent] - Returns: - - pipe_storage_capex_per_kg (float): the installed capital cost per kg h2 in 2018 - [USD/kg] - - installed_capex (float): the installed capital cost in 2018 [USD] (including - compressor) - - storage_compressor_capex (float): the installed capital cost in 2018 for the - compressor [USD] - - total_opex (float): the OPEX (annual, fixed) in 2018 excluding electricity costs - [USD/kg-yr] - - output_dict (dict): - - pipe_storage_capex (float): installed capital cost in 2018 [USD] - - pipe_storage_opex (float): OPEX (annual, fixed) in 2018 [USD/yr] - """ - self.input_dict = input_dict - self.output_dict = {} - """""" - # inputs - if input_dict["compressor_output_pressure"] == 100: - self.compressor_output_pressure = input_dict["compressor_output_pressure"] # [bar] - else: - raise Exception( - "Error. compressor_output_pressure must = 100bar for pressure vessel storage." - ) - if "h2_storage_kg" in input_dict: - self.h2_storage_kg = input_dict["h2_storage_kg"] # [kg] - elif "storage_duration_hrs" and "flow_rate_kg_hr" in input_dict: - self.h2_storage_kg = input_dict["storage_duration_hrs"] * input_dict["flow_rate_kg_hr"] - else: - raise Exception( - "input_dict must contain h2_storage_kg or storage_duration_hrs and flow_rate_kg_hr" - ) - - if "system_flow_rate" not in input_dict.keys(): - raise ValueError("system_flow_rate required for underground pipe storage model.") - else: - self.system_flow_rate = input_dict["system_flow_rate"] - - self.labor_rate = input_dict.get("labor_rate", 37.39817) # $(2018)/hr - self.insurance = input_dict.get("insurance", 1 / 100) # % of total capital investment - self.property_taxes = input_dict.get( - "property_taxes", 1 / 100 - ) # % of total capital investment - self.licensing_permits = input_dict.get( - "licensing_permits", 0.1 / 100 - ) # % of total capital investment - self.comp_om = input_dict.get( - "compressor_om", 4 / 100 - ) # % of compressor capital investment - self.facility_om = input_dict.get( - "facility_om", 1 / 100 - ) # % of facility capital investment minus compressor capital investment - - def pipe_storage_capex(self): - """ - Calculates the installed capital cost of underground pipe hydrogen storage - Returns: - - pipe_storage_capex_per_kg (float): the installed capital cost per kg h2 in 2018 - [USD/kg] - - installed_capex (float): the installed capital cost in 2018 [USD] (including - compressor) - - storage_compressor_capex (float): the installed capital cost in 2018 for the - compressor [USD] - - output_dict (dict): - - pipe_storage_capex (float): installed capital cost in 2018 [USD] - """ - - # Installed capital cost - a = 0.0041617 - b = 0.060369 - c = 6.4581 - self.pipe_storage_capex_per_kg = np.exp( - a * (np.log(self.h2_storage_kg / 1000)) ** 2 - b * np.log(self.h2_storage_kg / 1000) + c - ) # 2019 [USD] from Papadias [2] - self.installed_capex = self.pipe_storage_capex_per_kg * self.h2_storage_kg - cepci_overall = 1.29 / 1.30 # Convert from $2019 to $2018 - self.installed_capex = cepci_overall * self.installed_capex - self.output_dict["pipe_storage_capex"] = self.installed_capex - - outlet_pressure = ( - self.compressor_output_pressure - ) # Max outlet pressure of underground pipe storage [1] - n_compressors = 2 - storage_compressor = Compressor( - outlet_pressure, self.system_flow_rate, n_compressors=n_compressors - ) - storage_compressor.compressor_power() - motor_rating, power = storage_compressor.compressor_system_power() - if motor_rating > 1600: - n_compressors += 1 - storage_compressor = Compressor( - outlet_pressure, self.system_flow_rate, n_compressors=n_compressors - ) - storage_compressor.compressor_power() - motor_rating, power = storage_compressor.compressor_system_power() - comp_capex, comp_OM = storage_compressor.compressor_costs() - cepci = 1.36 / 1.29 # convert from $2016 to $2018 - self.comp_capex = comp_capex * cepci - - return self.pipe_storage_capex_per_kg, self.installed_capex, self.comp_capex - - def pipe_storage_opex(self): - """ - Calculates the operation and maintenance costs excluding electricity costs for the - underground pipe hydrogen storage - - Returns: - - total_opex (float): the OPEX (annual, fixed) in 2018 excluding electricity costs - [USD/kg-yr] - - output_dict (dict): - - pipe_storage_opex (float): OPEX (annual, fixed) in 2018 [USD/yr] - """ - # Operations and Maintenace costs [3] - # Labor - # Base case is 1 operator, 24 hours a day, 7 days a week for a 100,000 kg/day average - # capacity facility. Scaling factor of 0.25 is used for other sized facilities - annual_hours = 8760 * (self.system_flow_rate / 100000) ** 0.25 - self.overhead = 0.5 - labor = (annual_hours * self.labor_rate) * (1 + self.overhead) # Burdened labor cost - insurance = self.insurance * self.installed_capex - property_taxes = self.property_taxes * self.installed_capex - licensing_permits = self.licensing_permits * self.installed_capex - comp_op_maint = self.comp_om * self.comp_capex - facility_op_maint = self.facility_om * (self.installed_capex - self.comp_capex) - - # O&M excludes electricity requirements - total_om = ( - labor - + insurance - + licensing_permits - + property_taxes - + comp_op_maint - + facility_op_maint - ) - self.output_dict["pipe_storage_opex"] = total_om - return total_om diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/__init__.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/__init__.py deleted file mode 100644 index 787241b9c..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/__init__.py +++ /dev/null @@ -1,8 +0,0 @@ -from h2integrate.simulation.technologies.hydrogen.h2_storage.pressure_vessel.tankinator import ( - LinedTank, - MetalMaterial, - Tank, - TypeIIITank, - TypeITank, - TypeIVTank, -) diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/compressed_gas_storage_model_20221021/Compressed_all.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/compressed_gas_storage_model_20221021/Compressed_all.py deleted file mode 100644 index 95c0f39ce..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/compressed_gas_storage_model_20221021/Compressed_all.py +++ /dev/null @@ -1,255 +0,0 @@ -from __future__ import annotations - - -""" -Created on Mon Oct 17 20:08:09 2022 -@author: ppeng - -Revisions: -- 20221118: - Author: Jared J. Thomas - Description: - - Reformatted to be a class -""" - -""" -Model Revision Needed: storage space and mass -Description: This file should handle physical size (footprint and mass) needed for pressure vessel - storage -Sources: - - [1] ./README.md and other elements in this directory -Args: - - same as for the physics and cost model contained herein - - others may be added as needed -Returns:(can be from separate functions and/or methods as it makes sense): - - mass_empty (float): mass (approximate) for pressure vessel storage components ignoring stored - H2 - - footprint (float): area required for pressure vessel storage - - others may be added as needed -""" - - -from pathlib import Path - -import numpy as np - -from .Compressed_gas_function import CompressedGasFunction - - -class PressureVessel: - def __init__( - self, - Wind_avai=80, - H2_flow=200, - cdratio=1, - Energy_cost=0.07, - cycle_number=1, - parent_path=Path(__file__).parent, - spread_sheet_name="Tankinator.xlsx", - verbose=False, - ): - ########Key inputs########## - self.Wind_avai = Wind_avai # Wind availability in % - self.H2_flow = H2_flow # Flow rate of steel plants in metric ton/day - - # NOTE: Charge/discharge ratio, i.e. 2 means the charging is 2x faster than discharge - self.cdratio = cdratio - self.Energy_cost = Energy_cost # Renewable energy cost in $/kWh - - #######Other inputs######## - # NOTE: Equivalent cycle number for a year, only affects operation (the higher the number - # is the less effect there will be), set as now as I am not sure how the maximum storage - # capacity is determined and how the storage will be cycled - self.cycle_number = cycle_number - - _fn = parent_path / spread_sheet_name - self.compressed_gas_function = CompressedGasFunction(path_tankinator=_fn) - self.compressed_gas_function.verbose = verbose - - def run(self): - #####Run calculation######## - self.compressed_gas_function.func( - Wind_avai=self.Wind_avai, - H2_flow=self.H2_flow, - cdratio=self.cdratio, - Energy_cost=self.Energy_cost, - cycle_number=self.cycle_number, - ) - - ########Outputs################ - - ######Maximum equivalent storage capacity and duration - self.capacity_max = ( - self.compressed_gas_function.capacity_max - ) # This is the maximum equivalent H2 storage in kg - self.t_discharge_hr_max = ( - self.compressed_gas_function.t_discharge_hr_max - ) # This is tha maximum storage duration in kg - - ###Parameters for capital cost fitting for optimizing capital cost - self.a_fit_capex = self.compressed_gas_function.a_cap_fit - self.b_fit_capex = self.compressed_gas_function.b_cap_fit - self.c_fit_capex = self.compressed_gas_function.c_cap_fit - - # Parameters for operational cost fitting for optimizing capital cost - self.a_fit_opex = self.compressed_gas_function.a_op_fit - self.b_fit_opex = self.compressed_gas_function.b_op_fit - self.c_fit_opex = self.compressed_gas_function.c_op_fit - - def calculate_from_fit(self, capacity_kg): - capex_per_kg = self.compressed_gas_function.exp_log_fit( - [self.a_fit_capex, self.b_fit_capex, self.c_fit_capex], capacity_kg - ) - opex_per_kg = self.compressed_gas_function.exp_log_fit( - [self.a_fit_opex, self.b_fit_opex, self.c_fit_opex], capacity_kg - ) - energy_per_kg_h2 = self.compressed_gas_function.energy_function(capacity_kg) / capacity_kg - - # NOTE ON ENERGY: the energy value returned here is the energy used to fill the - # tanks initially for the first fill and so can be used as an approximation for the energy - # used on a per kg basis. - # If cycle_number > 1, the energy model output is incorrect. - - capex = capex_per_kg * capacity_kg - opex = opex_per_kg * capacity_kg - return capex, opex, energy_per_kg_h2 - - def get_tanks(self, capacity_kg): - """gets the number of tanks necessary""" - return np.ceil(capacity_kg / self.compressed_gas_function.m_H2_tank) - - def get_tank_footprint( - self, - capacity_kg, - upright: bool = True, - custom_packing: bool = False, - packing_ratio: float | None = None, - ): - """ - gets the footprint required for the H2 tanks - - assumes that packing is square (unless custom_packing is true) - - diameter D upright tank occupies D^2 - - diameter D, length L tank occupies D*L - - parameters: - - `upright`: place tanks vertically (default yes)? - - `custom_packing`: pack tanks at an alternate packing fraction? - - `packing_ratio`: ratio for custom packing, defaults to theoretical max (if known) - returns: - - `tank_footprint`: footprint of each tank in m^2 - - `array_footprint`: total footprint of all tanks in m^2 - """ - - tank_radius = self.compressed_gas_function.Router / 100 - tank_length = self.compressed_gas_function.Louter / 100 - Ntank = self.get_tanks(capacity_kg=capacity_kg) - - if upright: - tank_area = np.pi * tank_radius**2 - tank_footprint = 4 * tank_radius**2 - else: - tank_area = ( - np.pi * tank_radius**2 * ((tank_length - 2 * tank_radius) * (2 * tank_radius)) - ) - tank_footprint = tank_radius * tank_length - - if custom_packing: - if upright: - if packing_ratio is None: - packing_ratio = np.pi * np.sqrt(3.0) / 6.0 # default to tight packing - tank_footprint = tank_area * packing_ratio - else: - if packing_ratio is None: - raise NotImplementedError("tight packing ratio for cylinders isn't derived yet") - tank_footprint = tank_area * packing_ratio - - return (tank_footprint, Ntank * tank_footprint) - - def get_tank_mass(self, capacity_kg): - """ - gets the mass required for the H2 tanks - - returns - - `tank_mass`: mass of each tank - - `array_mass`: total mass of all tanks - """ - - tank_mass = self.compressed_gas_function.Mempty_tank - Ntank = self.get_tanks(capacity_kg=capacity_kg) - - return (tank_mass, Ntank * tank_mass) - - def plot(self): - self.compressed_gas_function.plot() - - def distributed_storage_vessels(self, capacity_total_tgt, N_sites): - """ - compute modified pressure vessel storage requirements for distributed - pressure vessels - - parameters: - - capacity_total_tgt: target gaseous H2 capacity in kilograms - - N_sites: number of sites (e.g. turbines) where pressure vessels will be placed - - returns: - - - """ - - # assume that the total target capacity is equally distributed across sites - capacity_site_tgt = capacity_total_tgt / N_sites - - # capex_centralized_total, opex_centralized_total, energy_kg_centralized_total= self.calculate_from_fit(capacity_total_tgt) # noqa: E501 - capex_site, opex_site, energy_kg_site = self.calculate_from_fit(capacity_site_tgt) - - # get the resulting capex & opex costs, incl. equivalent - capex_distributed_total = ( - N_sites * capex_site - ) # the cost for the total distributed storage facilities - opex_distributed_total = ( - N_sites * opex_site - ) # the cost for the total distributed storage facilities - - # get footprint stuff - area_footprint_site = self.get_tank_footprint(capacity_site_tgt)[1] - mass_tank_empty_site = self.get_tank_mass(capacity_site_tgt)[1] - - # return the outputs - return ( - capex_distributed_total, - opex_distributed_total, - energy_kg_site, - area_footprint_site, - mass_tank_empty_site, - capacity_site_tgt, - ) - - -if __name__ == "__main__": - storage = PressureVessel() - storage.run() - - capacity_req = 1e3 - print("tank type:", storage.compressed_gas_function.tank_type) - print("tank mass:", storage.get_tank_mass(capacity_req)[0]) - print("tank radius:", storage.compressed_gas_function.Router) - print("tank length:", storage.compressed_gas_function.Louter) - print( - "tank footprint (upright):", - storage.get_tank_footprint(capacity_req, upright=True)[0], - ) - print( - "tank footprint (flat):", - storage.get_tank_footprint(capacity_req, upright=False)[0], - ) - - print("\nnumber of tanks req'd:", storage.get_tanks(capacity_req)) - print( - "total footprint (upright):", - storage.get_tank_footprint(capacity_req, upright=True)[1], - ) - print( - "total footprint (flat):", - storage.get_tank_footprint(capacity_req, upright=False)[1], - ) - print("total mass:", storage.get_tank_mass(capacity_req)[1]) diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/compressed_gas_storage_model_20221021/Compressed_gas_function.py b/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/compressed_gas_storage_model_20221021/Compressed_gas_function.py deleted file mode 100644 index e4f95a4ee..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/compressed_gas_storage_model_20221021/Compressed_gas_function.py +++ /dev/null @@ -1,791 +0,0 @@ -""" -Created on Fri Jan 15 15:06:21 2021 - -@author: ppeng -""" - -import math as math - -import numpy as np -import openpyxl as openpyxl -import matplotlib.pyplot as plt -from scipy.optimize import leastsq -from CoolProp.CoolProp import PropsSI - - -plt.rcParams.update({"font.size": 13}) - - -class CompressedGasFunction: - def __init__(self, path_tankinator): - # path to the excel spreadsheet to store material properties - self.wb_tankinator = openpyxl.load_workbook( - path_tankinator, data_only=True - ) # Add file name - - ################Other key inputs besides the main script########################## - self.MW_H2 = 2.02e-03 # molecular weight of H2 in kg/mol - - # NOTE: Important, if you change storage pressure, make sure to change it in the - # corresponding tab in Tankinator and save again - self.Pres = 350 # Define storage pressure in bar - self.Temp_c = 293 # Define storage temperature in K - self.Pin = 30 # Deinfe pressure out of electrolyzer in bar - self.Tin = 353 # Define temperature out of electrolyzer in K - self.T_amb = 295 - self.Pres3 = 35 # Define outlet pressure in bar - self.Temp3 = 353 # Define outlet temperature in K - - self.start_point = 10 # For setting the smallest capacity for fitting and plotting - - #################Economic parameters - self.CEPCI2007 = 525.4 - self.CEPCI2001 = 397 - self.CEPCI2017 = 567.5 - - self.CEPCI_current = 708 ####Change this value for current CEPCI - - self.wage = 36 - self.maintanance = 0.03 - self.Site_preparation = 100 # Site preparation in $/kg - - self.Tank_manufacturing = 1.8 # self.Markup for tank manufacturing - self.Markup = 1.5 # self.Markup for installation engineering/contingency - - #################Other minor input parameters############ - self.R = 8.314 # gas onstant m3*Pa/(molK) - self.Heat_Capacity_Wall = ( - 0.92 ##wall heat capacity at 298 K in kJ/kg*K for carbon fiber composite - ) - self.Efficiency_comp = 0.7 # Compressor efficiency - self.Efficiency_heater = 0.7 # Heat efficiency - - def exp_log_fit(self, var_op, capacity_1): - a_op = var_op[0] - b_op = var_op[1] - c_op = var_op[2] - - fit_op_kg = np.exp(a_op * (np.log(capacity_1)) ** 2 - b_op * np.log(capacity_1) + c_op) - - return fit_op_kg - - def residual_op(self, var_op, capacity_1, Op_c_Costs_kg): - fit_op_kg = self.exp_log_fit(var_op, capacity_1) - - return fit_op_kg - Op_c_Costs_kg - - def exp_fit(self, x, a, b): - return a * x**b - - def calculate_max_storage_capacity(self, Wind_avai, H2_flow, Release_efficiency): - # reference flow rate of steel plants in metric ton/day, in case in the future it is not - # 200 metric ton/day - H2_flow_ref = 200 - - capacity_max = ( - (0.8044 * Wind_avai**2 - 57.557 * Wind_avai + 4483.1) - * (H2_flow / H2_flow_ref) - / Release_efficiency - * 1000 - ) ###Total max equivalent storage capacity kg - - return capacity_max - - def calculate_max_storage_duration(self, Release_efficiency, H2_flow): - t_discharge_hr_max = ( - self.capacity_max / 1000 * Release_efficiency / H2_flow - ) ###This is the theoretical maximum storage duration - - return t_discharge_hr_max - - # TODO keep breaking this up so we can run the model without running the curve fit - def func( - self, - Wind_avai, - H2_flow, - cdratio, - Energy_cost, - cycle_number, - capacity_max_spec=None, - t_discharge_hr_max_spec=None, - ): - """ - Run the compressor and storage container cost models - - Wind_avai is only used for calculating the theoretical maximum storage capacity prior to - curve fitting - - H2_flow is (I think) the rate the H2 is being removed from the tank in metric ton/day - - cdratio is the charge/discharge ratio (1 means charge rate equals the discharge rate, 2 - means charge is 2x the discharge rate) - - Energy_cost is the renewable energy cost in $/kWh, or can be set to 0 to exclude energy - costs - - cycle number should just be left as 1 (see compressed_all.py) - """ - - ##############Calculation of storage capacity from duration############# - if 1 - self.Pres3 / self.Pres < 0.9: - Release_efficiency = 1 - self.Pres3 / self.Pres - else: - Release_efficiency = 0.9 - - if capacity_max_spec is None: - self.capacity_max = self.calculate_max_storage_capacity( - Wind_avai, H2_flow, Release_efficiency - ) - else: - self.capacity_max = capacity_max_spec - - if t_discharge_hr_max_spec is None: - self.t_discharge_hr_max = self.calculate_max_storage_duration( - Release_efficiency, H2_flow - ) - else: - self.t_discharge_hr_max = t_discharge_hr_max_spec - - if self.verbose: - print("Maximum capacity is", self.capacity_max, "kg H2") - print("Maximum storage duration is", self.t_discharge_hr_max, "hr") - - if self.Pres > 170: - ####Use this if use type IV tanks - tank_type = 4 - sheet_tankinator = self.wb_tankinator["type4_rev3"] # Add Sheet name - Vtank_c_cell = sheet_tankinator.cell(row=19, column=3) # tank internal volume in cm3 - Vtank_c = Vtank_c_cell.value / (10**6) # tank volume in m3 - m_c_wall_cell = sheet_tankinator.cell(row=55, column=3) - m_c_wall = m_c_wall_cell.value # Wall mass in kg - Mtank_c = m_c_wall # TODO why is this set but not used? - Louter_c_cell = sheet_tankinator.cell(row=36, column=3) - length_outer_c = Louter_c_cell.value # outer length of tank - Router_c_cell = sheet_tankinator.cell(row=37, column=3) - radius_outer_c = Router_c_cell.value # outer radius of tank - Cost_c_tank_cell = sheet_tankinator.cell(row=65, column=3) # Cost of one tank - Cost_c_tank = Cost_c_tank_cell.value ##Cost of the tank in $/tank - - if self.Pres <= 170: - ####Use this if use type I tanks - tank_type = 1 - sheet_tankinator = self.wb_tankinator["type1_rev3"] # Add Sheet nam - Vtank_c_cell = sheet_tankinator.cell(row=20, column=3) ##Tank's outer volume in cm^3 - Vtank_c = Vtank_c_cell.value / (10**6) # tank volume in m3 - m_c_wall_cell = sheet_tankinator.cell(row=188, column=3) - m_c_wall = m_c_wall_cell.value # Wall mass in kg - Mtank_c = m_c_wall # TODO why is this set but not used? - Louter_c_cell = sheet_tankinator.cell(row=184, column=3) - length_outer_c = Louter_c_cell.value - Router_c_cell = sheet_tankinator.cell(row=185, column=3) - radius_outer_c = Router_c_cell.value - Cost_c_tank_cell = sheet_tankinator.cell(row=193, column=3) # Cost of one tank - Cost_c_tank = Cost_c_tank_cell.value ##Cost of the tank in $/tank - - self.tank_type = tank_type - self.Vtank = Vtank_c - self.m_H2_tank = self.Vtank * PropsSI( - "D", "P", self.Pres * 10**5, "T", self.Temp_c, "Hydrogen" - ) - self.Mempty_tank = Mtank_c - self.Router = radius_outer_c - self.Louter = length_outer_c - - #####Define arrays for plotting and fitting - - self.t_discharge_hr_1 = np.linspace( - self.t_discharge_hr_max, self.t_discharge_hr_max / self.start_point, num=15 - ) - self.cost_kg = np.zeros(len(self.t_discharge_hr_1)) - cost_kg_tank = np.zeros(len(self.t_discharge_hr_1)) - cost_kg_comp = np.zeros(len(self.t_discharge_hr_1)) - cost_kg_ref = np.zeros(len(self.t_discharge_hr_1)) - cost_kg_heat = np.zeros(len(self.t_discharge_hr_1)) - self.number_of_tanks = np.zeros(len(self.t_discharge_hr_1)) - self.capacity_1 = np.zeros(len(self.t_discharge_hr_1)) - self.Op_c_Costs_kg = np.zeros(len(self.t_discharge_hr_1)) - self.total_energy_used_kwh = np.zeros(len(self.t_discharge_hr_1)) - - ########################################################################################### - ######################################################################################## - ############################################################################################ - ###############Starting detailed calculations################################# - ###############Stage 1 calculations################################# - - for i in range(0, len(self.t_discharge_hr_1 - 1)): - t_discharge_hr = self.t_discharge_hr_1[i] - capacity = ( - H2_flow * t_discharge_hr * 1000 / Release_efficiency - ) # Maximum capacity in kg H2 - - self.capacity_1[i] = capacity - - rgas = PropsSI( - "D", "P", self.Pres * 10**5, "T", self.Temp_c, "Hydrogen" - ) # h2 density in kg/m3 under storage conditions - H2_c_mass_gas_tank = Vtank_c * rgas # hydrogen mass per tank in kg - H2_c_mass_tank = H2_c_mass_gas_tank # Estimation of H2 amount per tank in kg - self.single_tank_h2_capacity_kg = H2_c_mass_tank - - number_c_of_tanks = np.ceil(capacity / H2_c_mass_tank) - self.number_of_tanks[i] = number_c_of_tanks - - # NOTE: This will be useful when changing to assume all tanks are full, but will cause - # the model to not perform well for small scales, where 1 tank makes a large difference - H2_c_Cap_Storage = H2_c_mass_tank * (number_c_of_tanks - 1) + capacity % H2_c_mass_tank - - #################Energy balance for adsorption (state 1 to state 2)######## - self.t_charge_hr = t_discharge_hr * (1 / cdratio) - - # NOTE: correcting first cycle, useful to size based on maximum power and also when - # calculating the operational cost - t_precondition_hr = self.t_charge_hr - m_c_flow_rate_1_2 = ( - H2_c_Cap_Storage / t_precondition_hr / 3600 - ) # mass flow rate in kg/s - Temp2 = self.Temp_c - Temp1_gas = self.Tin - Temp1_solid = self.T_amb - Pres2 = self.Pres * 10**5 - Pres1 = self.Pin * 10**5 - H_c_1_spec_g = ( - PropsSI("H", "P", Pres1, "T", Temp1_gas, "Hydrogen") / 1000 - ) # specific enthalpy of the gas under T1 P1 in kJ/kg - H_c_2_spec_g = ( - PropsSI("H", "P", Pres2, "T", Temp2, "Hydrogen") / 1000 - ) # specific enthalpy of the gas under T2 P2 in kJ/kg - H_c_1_gas = H2_c_Cap_Storage * H_c_1_spec_g - H_c_2_gas = H2_c_Cap_Storage * H_c_2_spec_g - deltaE_c_H2_1_2 = H_c_2_gas - H_c_1_gas - deltaE_c_Uwall_1_2 = ( - self.Heat_Capacity_Wall * (Temp2 - Temp1_solid) * m_c_wall * number_c_of_tanks - ) # Net energy/enthalpy change of adsorbent in kJ - deltaE_c_net_1_2 = ( - deltaE_c_H2_1_2 + deltaE_c_Uwall_1_2 - ) # Net energy/enthalpy change in kJ - deltaP_c_net_1_2 = deltaE_c_net_1_2 / self.t_charge_hr / 3600 # Net power change in kW - - #################Energy balance for desorption (state 2 to state 3)######## - Temp3_gas = self.Temp3 - Temp3_solid = Temp2 - self.Pres3 = self.Pres3 - Pres3_tank = self.Pres * (1 - Release_efficiency) * 10**5 * 10 - H_c_3_spec_g_fuel_cell = ( - PropsSI("H", "P", self.Pres3, "T", Temp3_gas, "Hydrogen") / 1000 - ) # specific enthalpy of the released gas in kJ/kg - H_c_3_spec_g_tank = ( - PropsSI("H", "P", Pres3_tank, "T", Temp2, "Hydrogen") / 1000 - ) # specific enthalpy of the remaining free volume gas in kJ/kg - H_c_3_gas = ( - H2_c_Cap_Storage * Release_efficiency * H_c_3_spec_g_fuel_cell - + H2_c_Cap_Storage * (1 - Release_efficiency) * H_c_3_spec_g_tank - ) # Total gas phase enthalpy in stage 3 in kJ - deltaE_c_H2_2_3 = H_c_3_gas - H_c_2_gas # Total h2 enthalpy change in kJ - deltaE_c_Uwall_2_3 = ( - self.Heat_Capacity_Wall * (Temp3_solid - Temp2) * m_c_wall * number_c_of_tanks - ) # kJ - deltaE_c_net_2_3 = ( - deltaE_c_H2_2_3 + deltaE_c_Uwall_2_3 - ) # Net enthalpy change during desorption - detlaP_c_net_2_3 = deltaE_c_net_2_3 / t_discharge_hr / 3600 - - ###############Energy balance for adsorption (state 4 to state 2)########## - m_c_flow_rate_4_2 = H2_c_Cap_Storage * Release_efficiency / self.t_charge_hr / 3600 - Temp4_tank = Temp2 - Pres4_tank = Pres3_tank - H_c_4_spec_g_electrolyzer = ( - PropsSI("H", "P", self.Pin, "T", self.Tin, "Hydrogen") / 1000 - ) # specific enthalpy of the released gas in kJ/kg - H_c_4_spec_g_tank = ( - PropsSI("H", "P", Pres4_tank, "T", Temp2 - 5, "Hydrogen") / 1000 - ) # specific enthalpy of the remaining free volume gas in kJ/kg - H_c_4_gas = ( - H2_c_Cap_Storage * Release_efficiency * H_c_4_spec_g_electrolyzer - + H2_c_Cap_Storage * (1 - Release_efficiency) * H_c_4_spec_g_tank - ) # Total gas phase enthalpy in stage 3 in kJ - deltaE_c_H2_4_2 = H_c_2_gas - H_c_4_gas # Total h2 enthalpy change in kJ - deltaE_c_Uwall_4_2 = ( - self.Heat_Capacity_Wall * (Temp2 - Temp4_tank) * m_c_wall * number_c_of_tanks - ) # kJ - deltaE_c_net_4_2 = ( - deltaE_c_H2_4_2 + deltaE_c_Uwall_4_2 - ) # Net enthalpy change during desorption - deltaP_c_net_4_2 = deltaE_c_net_4_2 / self.t_charge_hr / 3600 - - ########################################Costs for cycle 1 adsorption#################### - - ###############CAPITAL COSTS (sized based on cycle 1 requirements)###################### - - ###############################Compressor costs ### axial/centrifugal - if self.Pres >= self.Pin: - K = PropsSI( - "ISENTROPIC_EXPANSION_COEFFICIENT", - "P", - self.Pin * 10**5, - "T", - self.Tin, - "Hydrogen", - ) - P2nd = self.Pin * (self.Pres / self.Pin) ** (1 / 3) - P3rd = ( - self.Pin * (self.Pres / self.Pin) ** (1 / 3) * (self.Pres / self.Pin) ** (1 / 3) - ) - work_c_comp_1 = ( - K - / (K - 1) - * self.R - * self.Tin - / self.MW_H2 - * ((P2nd / self.Pin) ** ((K - 1) / K) - 1) - ) - work_c_comp_2 = ( - K - / (K - 1) - * self.R - * self.Tin - / self.MW_H2 - * ((P3rd / P2nd) ** ((K - 1) / K) - 1) - ) - work_c_comp_3 = ( - K - / (K - 1) - * self.R - * self.Tin - / self.MW_H2 - * ((self.Pres / P3rd) ** ((K - 1) / K) - 1) - ) - Work_c_comp = work_c_comp_1 + work_c_comp_2 + work_c_comp_3 - # Work_c_comp=K/(K-1)*self.R*self.Tin/self.MW_H2*((self.Pres/self.Pin)**((K-1)/K)-1) #mechanical energy required for compressor in J/kg (single stage) # noqa: E501 - Power_c_comp_1_2 = ( - Work_c_comp / 1000 * m_c_flow_rate_1_2 - ) # mechanical power of the pump in kW - Power_c_comp_4_2 = Work_c_comp / 1000 * m_c_flow_rate_4_2 - A_c_comp_1_2 = Power_c_comp_1_2 / self.Efficiency_comp # total power in kW - A_c_comp_4_2 = Power_c_comp_4_2 / self.Efficiency_comp # total power in kW - if A_c_comp_1_2 >= A_c_comp_4_2: - A_c_comp = A_c_comp_1_2 - else: - A_c_comp = A_c_comp_4_2 - - # print ('work of compressor is', Work_c_comp,'J/kg') - # print ('Adjusted storage capacity is', H2_c_Cap_Storage, 'kg') - # print ('flow rate is', m_c_flow_rate_1_2, 'and', m_c_flow_rate_4_2, 'kg/s') - # print('Total fluid power of compressor', A_c_comp, 'kW') - Number_c_Compressors = np.floor( - A_c_comp / 3000 - ) # Number of compressors excluding the last one - A_c_comp_1 = A_c_comp % 3000 # power of the last compressor - # print('Number of compressors', Number_c_Compressors+1) - k1 = 2.2897 - k2 = 1.3604 - k3 = -0.1027 - Compr_c_Cap_Cost = ( - 10 ** (k1 + k2 * np.log10(3000) + k3 * (np.log10(3000)) ** 2) - ) * Number_c_Compressors - Compr_c_Cap_Cost_1 = 10 ** ( - k1 + k2 * np.log10(A_c_comp_1) + k3 * (np.log10(A_c_comp_1)) ** 2 - ) - - compressor_energy_used_1 = Work_c_comp * H2_c_Cap_Storage * 2.8e-7 - compressor_energy_used_2 = ( - Work_c_comp * H2_c_Cap_Storage * Release_efficiency * 2.8e-7 - ) - - Compr_c_Energy_Costs_1 = ( - compressor_energy_used_1 * Energy_cost - ) # compressor electricity cost in cycle 1 - Compr_c_Energy_Costs_2 = ( - compressor_energy_used_2 * Energy_cost - ) # compressor electricity cost assuming in regular charging cycle - - Total_c_Compr_Cap_Cost = Compr_c_Cap_Cost + Compr_c_Cap_Cost_1 - Total_c_Compr_Cap_Cost = Total_c_Compr_Cap_Cost * ( - self.CEPCI_current / self.CEPCI2001 - ) ##Inflation - else: - Power_c_comp_1_2 = 0 # mechanical power of the pump in kW - Power_c_comp_4_2 = 0 - A_c_comp_1_2 = 0 # total power in kW - A_c_comp_4_2 = 0 # total power in kW - Work_c_comp = 0 - Compr_c_Cap_Cost = 0 - compressor_energy_used_1 = 0 - compressor_energy_used_2 = 0 - Compr_c_Energy_Costs_1 = 0 - Compr_c_Energy_Costs_2 = 0 - Total_c_Compr_Cap_Cost = 0 - - self.total_compressor_energy_used_kwh = ( - compressor_energy_used_1 # + compressor_energy_used_2 - ) - - # print ('Compressor energy cost is $', Compr_c_Energy_Costs) - # print ('refrigeration capcost for compressor is $') - # print('compressor capcost is $', Total_c_Compr_Cap_Cost) - # print("----------") - - ########################################Costs associated with storage tanks - - # print("Number of tanks is: ", number_c_of_tanks) - Storage_c_Tank_Cap_Costs = Cost_c_tank * number_c_of_tanks * self.Tank_manufacturing - Storage_c_Tank_Cap_Costs = Storage_c_Tank_Cap_Costs * ( - self.CEPCI_current / self.CEPCI2007 - ) ##Inflation - # print('Capcost for storage tank is', Storage_c_Tank_Cap_Costs) - # print("----------") - - ###############################Refrigeration costs estimation adsorption process - # print ('pre-conditioning time is', round (t_precondition_hr), 'hr') - Ref_c_P_net_1_2 = -( - deltaP_c_net_1_2 - Power_c_comp_1_2 - ) # Refrigeration power in kW from state 1 to state 2 (precondition) - Ref_c_P_net_4_2 = -( - deltaP_c_net_4_2 - Power_c_comp_4_2 - ) # Refrigeration power in kW from state 1 to state 2 (normal charging) - if Ref_c_P_net_1_2 >= Ref_c_P_net_4_2: - Net_c_Cooling_Power_Adsorption = Ref_c_P_net_1_2 # Net refrigeration power in kW - else: - Net_c_Cooling_Power_Adsorption = Ref_c_P_net_4_2 - # print( - # "Net Cooling power for refrigeration sizing is", - # Net_c_Cooling_Power_Adsorption, - # "kW", - # ) # Cooling power in kW - - if Net_c_Cooling_Power_Adsorption < 1000: - A1 = -3.53e-09 - A2 = -9.94e-06 - A3 = 3.30e-03 - nc = ( - (A1 * (self.Temp_c**3)) + (A2 * (self.Temp_c**2)) + A3 * self.Temp_c - ) # Carnot efficiency factor - COP = (self.Temp_c / (318 - self.Temp_c)) * nc # Coefficient of performance - B1 = 24000 - B2 = 3500 - B3 = 0.9 - Total_c_Refrig_Cap_Costs_adsorption = ( - B1 + (B2 * (Net_c_Cooling_Power_Adsorption / COP) ** B3) - ) * (self.CEPCI_current / 550.8) - else: - Total_c_Refrig_Cap_Costs_adsorption = ( - 2 - * 10**11 - * self.Temp_c**-2.077 - * (Net_c_Cooling_Power_Adsorption / 1000) ** 0.6 - ) - Total_c_Refrig_Cap_Costs_adsorption = Total_c_Refrig_Cap_Costs_adsorption * ( - self.CEPCI_current / self.CEPCI2017 - ) - - ####Utility for refrigeration - # NOTE: Utility in $/GJ, here, the utility is mostly for energy assumes 16.8 $/GJ - # (57 $/MWh) - Utility_c_ref = 4.07 * 10**7 * self.Temp_c ** (-2.669) - # Utility_c_refrigeration_1 = (self.CEPCI_current/self.CEPCI2017)*Utility_c_ref*-(deltaE_c_net_1_2-Work_c_comp*H2_c_Cap_Storage/1000)/1e6 # noqa: E501 - energy_consumption_refrigeration_1_kj = -( - deltaE_c_net_1_2 - Work_c_comp * H2_c_Cap_Storage / 1000 - ) # in kJ - - # NOTE: changed based on discussion with original author 20221216, energy separated - # out 20230317 - Utility_c_refrigeration_1 = ( - (Energy_cost / 0.057) * Utility_c_ref * energy_consumption_refrigeration_1_kj / 1e6 - ) - # print ('refrigerator capital cost for adsorption is $', Total_c_Refrig_Cap_Costs_adsorption) # noqa: E501 - # print("------------") - - # Utility_c_refrigeration_2 = ( - # (self.CEPCI_current / self.CEPCI2017) - # * Utility_c_ref - # * -(deltaE_c_net_4_2 - Work_c_comp * H2_c_Cap_Storage * Release_efficiency / 1000) - # / 1e6 - # ) - energy_consumption_refrigeration_2_kj = -( - deltaE_c_net_4_2 - Work_c_comp * H2_c_Cap_Storage * Release_efficiency / 1000 - ) # in kJ - - # NOTE: changed based on discussion with original author 20221216, energy separated - # out 20230317 - Utility_c_refrigeration_2 = ( - (Energy_cost / 0.057) * Utility_c_ref * energy_consumption_refrigeration_2_kj / 1e6 - ) - - # specify energy usage separately so energy usage can be used externally if desired - joule2watthour = 1.0 / 3600.0 # 3600 joules in a watt hour (as also 3600 kJ in a kWh) - energy_consumption_refrigeration_1_kwh = ( - energy_consumption_refrigeration_1_kj * joule2watthour - ) - (energy_consumption_refrigeration_2_kj * joule2watthour) - self.total_refrigeration_energy_used_kwh = ( - energy_consumption_refrigeration_1_kwh # + energy_consumption_refrigeration_2_kwh - ) - - if self.total_refrigeration_energy_used_kwh < 0: - raise (ValueError("energy usage must be greater than 0")) - ###############################Heating costs desorption process - k1 = 6.9617 - k2 = -1.48 - k3 = 0.3161 - Net_c_Heating_Power_Desorption = ( - detlaP_c_net_2_3 / self.Efficiency_heater - ) ## steam boiler power at 0.7 efficiency in kW - Number_c_Heaters = np.floor( - Net_c_Heating_Power_Desorption / 9400 - ) # Number of compressors excluding the last one - Heater_c_Power_1 = Net_c_Heating_Power_Desorption % 9400 # power of the last compressor - # print('Number of heaters', Number_c_Heaters+1) - Heater_c_Cap_Cost = ( - 10 ** (k1 + k2 * np.log10(9400) + k3 * (np.log10(9400)) ** 2) - ) * Number_c_Heaters - if Heater_c_Power_1 < 1000: - Heater_c_Cap_Cost_1 = ( - 10 ** (k1 + k2 * np.log10(1000) + k3 * (np.log10(1000)) ** 2) - ) * (Heater_c_Power_1 / 1000) - else: - Heater_c_Cap_Cost_1 = 10 ** ( - k1 + k2 * np.log10(Heater_c_Power_1) + k3 * (np.log10(Heater_c_Power_1)) ** 2 - ) - Total_c_Heater_Cap_Cost = Heater_c_Cap_Cost + Heater_c_Cap_Cost_1 - Total_c_Heater_Cap_Cost = Total_c_Heater_Cap_Cost * ( - self.CEPCI_current / self.CEPCI2001 - ) ##Inflation #TODO make inflation optional per user input - - # NOTE: Jared Thomas set to zero as per discussion with Peng Peng through Abhineet Gupta - # 20221215 was 13.28*deltaE_c_net_2_3/1e6 #$13.28/GJ for low pressure steam - Utility_c_Heater = 0 - - self.total_heating_energy_used_kwh = Net_c_Heating_Power_Desorption * t_discharge_hr - Total_c_Heating_Energy_Costs = self.total_heating_energy_used_kwh * Energy_cost - - # print('heater capcost is $', Total_c_Heater_Cap_Cost) - - #############Operational costs (sized based on cycle 1 requirements)#################### - Op_c_Costs_1 = ( - Compr_c_Energy_Costs_1 - + Utility_c_refrigeration_1 - + Utility_c_Heater - + Total_c_Heating_Energy_Costs - ) - Op_c_Costs_2 = ( - Compr_c_Energy_Costs_2 - + Utility_c_refrigeration_2 - + Utility_c_Heater - + Total_c_Heating_Energy_Costs - ) - Total_c_Cap_Costs = ( - Storage_c_Tank_Cap_Costs - + Total_c_Refrig_Cap_Costs_adsorption - + Total_c_Compr_Cap_Cost - + Total_c_Heater_Cap_Cost - ) - - # Op_c_Costs = ( - # ( - # Op_c_Costs_1 - # + Op_c_Costs_2 * (cycle_number - 1) - # + self.maintanance * Total_c_Cap_Costs - # + self.wage * 360 * 2 - # ) - # / cycle_number - # / capacity - # ) - # TODO check this. I changed the 2 to a 24 because it looks like it should be working hours in a year. - Op_c_Costs = ( - ( - Op_c_Costs_1 - + Op_c_Costs_2 * (cycle_number - 1) - + self.maintanance * Total_c_Cap_Costs - + self.wage * 360 * 2 - ) - / cycle_number - ) # checked, this was divided by capacity, but Peng Peng confirmed it was duplicating - # the following divisions by capacity - - ######################writing costs##################################################### - self.cost_kg[i] = (Total_c_Cap_Costs / capacity + self.Site_preparation) * self.Markup - cost_kg_tank[i] = Storage_c_Tank_Cap_Costs / capacity - cost_kg_comp[i] = Total_c_Compr_Cap_Cost / capacity - cost_kg_ref[i] = Total_c_Refrig_Cap_Costs_adsorption / capacity - cost_kg_heat[i] = Total_c_Heater_Cap_Cost / capacity - self.Op_c_Costs_kg[i] = Op_c_Costs / capacity - # print("\n Pressure Vessel Costs: ") - # print("cost_kg ") - # print("cost_kg_tank ") - # print("cost_kg_comp ") - # print("cost_kg_ref ") - # print("cost_kg_heat ") - ######################################## Total Energy Use (kWh) ###################### - self.total_energy_used_kwh[i] = ( - self.total_compressor_energy_used_kwh - + self.total_heating_energy_used_kwh - + self.total_refrigeration_energy_used_kwh - ) - - self.curve_fit() - - def curve_fit(self): - ################### plot prep ########### - self.plot_range = range(int(np.min(self.capacity_1)), int(np.max(self.capacity_1)), 100) - - ###################Fitting capital#################################################### - - var_cap = [0.01, 0.5, 5] # Initial guesses for the parameters, can be flexible - - varfinal_cap_fitted, success = leastsq( - self.residual_op, - var_cap, - args=(self.capacity_1, self.cost_kg), - maxfev=100000, - ) - - self.a_cap_fit = varfinal_cap_fitted[0] - self.b_cap_fit = varfinal_cap_fitted[1] - self.c_cap_fit = varfinal_cap_fitted[2] - - if self.verbose: - print("a_cap is", self.a_cap_fit) - print("b_cap is", self.b_cap_fit) - print("c_cap is", self.c_cap_fit) - print("***********") - - self.fitted_capex = self.exp_log_fit(varfinal_cap_fitted, self.plot_range) - - # popt, pcov = curve_fit(self.exp_fit, self.capacity_1, self.cost_kg, maxfev=100000) - - # self.a_cap_fit=popt[0] - # self.b_cap_fit=popt[1] - - # print ('a is', self.a_cap_fit) - # print ('b is', self.b_cap_fit) - # print ('***********') - - # self.fitted_kg = self.exp_fit(self.plot_range,self.a_cap_fit,self.b_cap_fit) - - ####################### fitting OpEx ################################# - var_op = [0.01, 0.5, 5] # Initial guesses for the parameters, can be flexible - - varfinal_op_fitted, success = leastsq( - self.residual_op, - var_op, - args=(self.capacity_1, self.Op_c_Costs_kg), - maxfev=100000, - ) - - self.a_op_fit = varfinal_op_fitted[0] - self.b_op_fit = varfinal_op_fitted[1] - self.c_op_fit = varfinal_op_fitted[2] - - if self.verbose: - print("a_op is", self.a_op_fit) - print("b_op is", self.b_op_fit) - print("c_op is", self.c_op_fit) - print("***********") - - self.fitted_op_kg = self.exp_log_fit(varfinal_op_fitted, self.plot_range) - - ##################### Fit energy usage ################################ - self.energy_coefficients = np.polyfit(self.capacity_1, self.total_energy_used_kwh, 1) - self.energy_function = np.poly1d(self.energy_coefficients) # kWh - self.fit_energy_wrt_capacity_kwh = self.energy_function(self.plot_range) - - def plot(self): - fig, ax = plt.subplots(2, 2, sharex=True, figsize=(10, 6)) - - ##################### CAPEX ####################### - ax[0, 0].scatter(self.capacity_1 * 1e-3, self.cost_kg, color="r", label="Calc") - ax[0, 0].plot(np.asarray(self.plot_range) * 1e-3, self.fitted_capex, label="Fit") - # ax[0,0].plot(self.capacity_1,cost_kg_tank, color='b', label = 'tank') - # ax[0,0].plot(self.capacity_1,cost_kg_comp, color='c', label = 'compressor') - # ax[0,0].plot(self.capacity_1,cost_kg_ref, color='m', label = 'refrigeration') - # ax[0,0].plot(self.capacity_1,cost_kg_heat, color='y', label = 'heater') - - np.round(self.a_cap_fit, 2) - np.round(self.b_cap_fit, 2) - # plt.ylim(0,np.amax(self.cost_kg)*2) - # equation_cap = 'y='+str(a_disp)+'x'+'^'+str(b_disp) - a_cap_fit_disp = np.round(self.a_cap_fit, 2) - b_cap_fit_disp = np.round(self.b_cap_fit, 2) - c_cap_fit_disp = np.round(self.c_cap_fit, 2) - equation_cap = ( - "y=" - + "exp(" - + str(a_cap_fit_disp) - + "(ln(x))^2\n-" - + str(b_cap_fit_disp) - + "ln(x)+" - + str(c_cap_fit_disp) - + ")" - ) - - ax[0, 0].annotate( - equation_cap, - xy=(np.amax(self.capacity_1) * 1e-3 * 0.4, np.amax(self.cost_kg) * 0.8), - ) - - ax[0, 0].set_ylabel("CAPEX ($/kg)") - ax[0, 0].legend(loc="best", frameon=False) - # plt.legend(loc='best') - # ax[0,0].title('Capital') - - ##################### OPEX ############################ - a_op_fit_disp = np.round(self.a_op_fit, 2) - b_op_fit_disp = np.round(self.b_op_fit, 2) - c_op_fit_disp = np.round(self.c_op_fit, 2) - - equation_op = ( - "y=" - + "exp(" - + str(a_op_fit_disp) - + "(ln(x))^2\n-" - + str(b_op_fit_disp) - + "ln(x)+" - + str(c_op_fit_disp) - + ")" - ) - - ax[0, 1].plot(np.asarray(self.plot_range) * 1e-3, self.fitted_op_kg, label="Fit") - ax[0, 1].scatter(self.capacity_1 * 1e-3, self.Op_c_Costs_kg, color="r", label="Calc") - ax[0, 1].set_ylabel("OPEX ($/kg)") - ax[0, 1].annotate( - equation_op, - xy=( - np.amax(self.capacity_1) * 1e-3 * 0.2, - np.amax(self.Op_c_Costs_kg) * 0.4, - ), - ) - ax[0, 1].legend(loc="best", frameon=False) - # plt.legend(loc='best') - # ax[0,1].title('Annual operational') - - ################## Energy ###################### - ax[1, 1].plot( - np.asarray(self.plot_range) * 1e-3, - self.fit_energy_wrt_capacity_kwh * 1e-6, - label="Fit", - ) - ax[1, 1].scatter( - self.capacity_1 * 1e-3, - self.total_energy_used_kwh * 1e-6, - color="r", - label="Calc", - ) - ax[1, 1].set_xlabel("Capacity (metric tons H2)") - ax[1, 1].set_ylabel("Energy Use (GWh)") - - equation_energy = ( - "y=" - + str(round(self.energy_coefficients[0], 2)) - + "x+" - + str(round(self.energy_coefficients[1], 2)) - ) - ax[1, 1].annotate(equation_energy, xy=(3000, 5)) - ax[1, 1].legend(loc="best", frameon=False) - ax[1, 1].legend(loc="best", frameon=False) - # ax[1,1].title('Annual operational') - - ################ Wrap Up ###################### - - ax[1, 0].set_xlabel("Capacity (metric tons H2)") - - plt.tight_layout() - plt.show() diff --git a/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/compressed_gas_storage_model_20221021/README.md b/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/compressed_gas_storage_model_20221021/README.md deleted file mode 100644 index d27f04793..000000000 --- a/h2integrate/simulation/technologies/hydrogen/h2_storage/pressure_vessel/compressed_gas_storage_model_20221021/README.md +++ /dev/null @@ -1,54 +0,0 @@ -# Compressed gas storage for wind-H2-steel project -- Author: Peng Peng (ppeng@lbl.gov) -- Date: 10/21/2022 -- Brief description: This script is for a high-level overall estimation of energy consumption for compressed gas H2 storage for a steel facility requiring 200 metric tons of hydrogen per day. - -## Required files: -1. Compressed_all.py -2. Compressed_gas_function.py -3. Tankinator_large.xlsx -## Key inputs: -1. Wind availability in % -2. Charge and discharge ratio -3. Flow rate -4. Energy (renewable) cost in $/kWh -## Key output: -1. Maximum equivalent storage capacity. -2. Maximum equivalent storage duration. -3. Fitting parameters for further calculations and optimizations. - 1. purchase capital storage cost ($/kg) vs. capacity - 2. annual operation cost ($/kg) vs. capacity. - -![](images/2022-11-18-15-30-34.png) -![](images/2022-11-18-15-31-18.png) - -## How to use: -1. Put all three files in one folder -2. Change the path of the Tankinator file -3. Change inputs and run Compressed_all.py - -## Notes: -1. Max storage capacity obtained from empirical relation from another project for 200 metric ton/day H2 flow into steel facility. See below. And is assumed to scale linearly with the steel facility. - - ![](images/2022-11-18-15-31-54.png) -2. Operation cost does not include electrolyzer. -3. Costs include the following dummy values, which can be changed later in the “Economic parameters” section (around line 64) in Compressed_gas_function.py - 1. Site preparation $100/kg H2 stored - 2. 80% markup for tank manufacturing based on materials - 3. 50% markup from purchase cost for engineering, installation, etc. - 4. labor @ 36 $/h, 360 days x2 - 5. annual maintenance @ 3% purchase capital -4. Capital cost is for 2021 CEPCI, which can be changed at the same place as above -5. The code is for 350 bar compressed gas storage. If change pressure make sure to change the pressure in the Tankinator file and save it again before running. -6. The main components included are storage tanks, compressors, refrigeration, and heater. -7. Calculations are based on high-level energy balances, detailed energy consumption should be performed with more comprehensive process simulation. -8. Heat transfer between the ambient, and friction losses are not included. -9. From the storage capacity (x) derived from the wind availability, the cost relation is derived from the Cost relation fitted from 0.1x to x. This is done because the fitting correlations do not work very well across a very large range (Let me know if you want to optimize for a larger range). This will lead to a small difference for the same capacity when the max changes. See the example below for different wind availabilities, the fitted values for 105 kg capacity are different. I tested different step sizes and ranges and found 0.1x-x, 15-25 steps tend to give the smallest difference for this fitting correlation. -![](images/2022-11-18-15-32-24.png) -![](images/2022-11-18-15-32-32.png) -10. Cost year for the model is 2021 with the chemical plant cost index set as 708. - -## Main references: -1. Geankoplis, C. J. "Transport processes and separation." Process Principles. Prentice Hall NJ, 2003. -2. Dicks, A. L. & Rand, D. A. J. in Fuel Cell Systems Explained 351-399 (Wiley, 2018). -3. Turton, R., Bailie, R. C., Whiting, W. B., & Shaeiwitz, J. A. (2018). Analysis, synthesis and design of chemical processes. Pearson Education. 5th edition. -4. Luyben, W. L. (2017). Estimating refrigeration costs at cryogenic temperatures. 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